They're never gonna get everyone can hear me here, and I just put the slide up I'm this is I was thinking about this the other day And then we didn't have time to do it, and I did the other lecture yesterday. Let's go through a scenario here If you take a trade and the risk amount is $1,500 And your profits $500 Are you happy or not? So you would on this is this is not it. This is not it. You're not giving me a dissertation This is it. Are you happy or not? Yes, or no journeyman says yes mountain girl says yes. Galahad says no Your answer is no too Okay So we got a lot of different answers If your risk can manage two thousand and your profits three thousand are you happy? Yes, or no? You're not happy with three thousand So you're not happy there Okay, I think Eric's already at back of the IRS Okay, is anybody else happy or not happy journey woman's very happy galley heads happy Susanna's happy risk amount 1750 Losses a thousand. Are you happy or not? Oh, no, that's an easy one. What about the rest of you? Are you happy if you lose a thousand dollars in risk 1750? galley had said no, I Lost that galley. I was gonna say yes Would be used to losing the entire amount Okay, risk amount fifteen hundred and again This is close enough here with these because sometimes it varies when you're taking a trade and it's quick 1500 profit four thousand are you happy now you're happy. Okay. That's a sexy one Eric said he's happy with one thing All right galley says yes, everyone says yes, Susanna says great. I don't think anyone would disagree Risk amount fifteen hundred lost fifteen hundred happy or not happy. No anyone else Galley heads happy with losing fifteen hundred if you risk fifteen hundred Susanna says, okay journey woman says no What's the moral of the story go? What am I trying to get across here? Meaning what or what are you saying? I Know what is the point of this lecture? What do you think is the point of what I'm trying to get across here This is very very basic Just a couple of minutes. We're gonna talk about this. What? Does anyone else want to chime in? What's the point? I'm trying to get across here with this No, I mean nobody else is saying profit to risk galley had saying you're trying to say its The amount of win-or-loss size don't worry be happy Okay The the point is that any trade that you take that you make money you should be happy and People said yeah people said no here People said no, you're not happy if you make $500 you said no, you're not may happy if you make three thousand You actually said you weren't happy if you made three thousand risking to that's one and a half Okay, you said no This is a loss This is a loss This is a profit. This is a profit. This is a profit That's not the point the point is that you should be happy whenever you make money in the market because most people lose So if you can consistently make money or make any money at all how can you feel bad about yourself?  So if you are happy making five hundred dollars, then the next day you get up You'll be happy when you make three thousand you'll be happy to make four thousand you'll be happy when you make a thousand If you get up and you feel shitty when you risk fifteen hundred and you make five hundred dollars Then chances are the next day when you get up and risk two thousand you will knock it out when you're up Three thousand you will try to make four or forty five hundred and you may not be able to and you may lose two or you may lose one You may lose you may go from a winning trade to a losing trade. This is not about trades that actually go Like one red bar and then flip and stuff us out. That's not what I'm talking about here I'm talking about in general trades that have a move Like the move that happened today in zoom Z and the trade completely flipped went over the high went over the high Today in the stock went green if you didn't get out of that and you insisted that you had a had to have Two ours or three ours in that trade today. It did not give it. It didn't give it It didn't go to $17 the entry was 1790 ish or something. It did not go a dollar It did not go there It flipped it went green if you had to make two ours plus in that trade today you lost in the whole trade Do you see? Whatever your risk was Why what about this one here? Huh Here you know what I'm gonna I'm gonna make this even more crazy here. I'm taking this off since the room doesn't say hold on Yeah, I'm gonna make it even more nuts Let's just see how honest you people can be You're gonna give different answers here.  Are you happy if you risk $15,000 you make $5,000. Are you happy? Yes or no? Galli had says no. I'm convinced that we had to never Are you happy? If you have $15,000 risk in the trade you make $5,000 and you're not gonna be happy For real if you wish $20,000 in your profits $30,000. Are you happy?  Are you happy? Risk amount 15,000 lost 15,000. Are you happy now? No, you're not happy Rumi says yes, yes to all yes to all if you had a million dollar account you could take risk like this without a million dollars You don't need a million dollars take risks like this people take risks like this all the time and trades like this and don't a million dollars You could have 250 grand account risk 20 grand option trade of course you could You know what you're doing But the point is though that do you see here if you add a couple common as in a couple zeros You know that it makes it look a lot different and I could add even more zeros and I could add even more commas And here here's another one. I could say what if your risk amount is? I'm gonna go off the charts here now I'm gonna I'm gonna Yeah here Do you want to tell me that if you risk one point five million dollars and you make a half a million dollars You're not gonna be happy with that you would be happy with that Do you know that people do that people do that people take option trades and enrich one point five million dollars And they make a half a million dollars in a day or two days or a week like in that Google trade Do you really honestly not believe me? Yes, that's exactly what happens There are people that are trading Google options that will take sides like this And they will risk this kind of money and they will be in and out with an expiration in a couple of days They will take it on a Monday or take it on a Tuesday and we'll get out on a Wednesday or Thursday Yes, they will they will make 30% of their money and they will never make 30% of their money in a checking account or savings account Or certificate of deposit or anywhere else and if they want to make 30% They could be a hard money lender and then then then then they're really aggressive It's even more risky than the market and they won't see the money in a week They'll see the money in six to twelve months or maybe never if the person doesn't pay them that owes them It's a hard money lender I'm telling you right now you people have to add some commas and zeros because the way that you're looking at things Doesn't make any sense when you start to add up the money You're never going to get to this point that you're risking $1.5 million if you're and to make a half a million if you don't understand this You're never going to get to the point if you want to be wealthy some of you don't care Some of you are doing extremely well. I'm talking about the people that are Back and forth back and forth back and forth not getting it This is 30% of your money and if you have one point five million dollars to risk and you have a hundred million in the bank You can do this and you are very happy and you know what you're doing and you make money You understand and then every once in a while you will risk two million I should and then I didn't even know where I was going with this today But I know in my mind because I think like this in my mind And I've been thinking like this ever since really like last year if you wish two million and make three million Yeah, that's gonna happen every once in a while You know what you're doing because you're gonna get something that runs right up and through the stripe the next day or does something like Baba you're gonna say holy crap You know and you did it and you have that and then you might take a month off And you might take and not take any trades because you're gonna be like gosh that was so amazing and again going back here this is even more show at the losses if you risk one point seven five million dollars and China talks about whatever and the market gaps down and this beautiful fantastic Google It's an uptrend you know or a fails on the earnings or whatever and all of a sudden you get up in the morning And you're like holy crap I'm down a million dollars take it take it all get me out because you saved yourself 750,000 because something happened you didn't expect you can't predict and no one can predict so you save yourself 750 and You might be happy But you lost a million, but there's nothing you could do Okay, gala had I don't I can't I spent a month with you There's nothing more that I can say to try to help you with all of this I just don't know what to say. I Really did the best I can trying to help you with this whole thing about being mr. Perfect with the exits You want to maximize every trade go for it? I can't give you any more advice I just don't know what to say your risk is all over the place You must cut your losses when they don't work half you have to be more consistent with the amount your risk If you want to hold every trade that goes bust or every trade to maximize the profit I don't know how you're gonna be able to calculate that I have no idea because I can't even I can't I could never have predicted. Well, I couldn't never have predicted I said that Google was probably gonna make a new high this week But I didn't know it would be Tuesday or Wednesday or Thursday or Friday as it turns out It was the last day of the option expiration You know so you have targets, but timing of these things is is is very difficult It's very it's much much easier in the day trades to look at them and see how they act in the morning When they start to sell off really fast You can tell then that it's gonna go like when the zoom is he broke I could say this definitely here to 1750 and then you're watching watching watching you're in it You let it break a little bit. Boom. You take it. You then you're like, okay, fine It's backing up What are the chances of it going to 17 as the day goes on less and less and then it flipped F and a sorrow once it broke and it started to look like it was gonna hold in the broke and still broke early Then you say 28 28 since like you got to watch how the stock treats But to be able to predict with exact accuracy to get out at every single trade at the high that's long and every trade That's a short at the low is impossible. And if that's what your objective is then you will fail And there's nothing I can do So the day trades are not different the money management is the same You have to be realistic with what your expectations are and you have to be happy when you get out of every trade With money and that was the point of this and sometimes you will be out You actually get out with a loss and you will you will save yourself You will save yourself from the from a worse loss because you will realize that something happened that was unexpected and that will Happen it does happen. It happens in day trades and it happens in options It happens in the market and this is what is real But it was just as unexpected sometimes when you have something like Baba that you wish 300 bucks and makes $1,000 and that happens too, so you get out, you know Anyways, good lecture here Good good good lecture Listen have a great weekend everyone if you want to retake the class email me If you want to do the class email me at Sunday in my name I spend a little time here with Eric before we go out and both trek out into the snow in in New York and Good lecture good week. Okay All right, have a great day everyone best lecture ever When I start talking about making $500,000 that's a good lecture I guess Maybe I'll have to do this again on the big board. Thanks everybody. Have a good day Did you see the point though? I was trying to make in this did it come across now?


CHAPTER VII It is granted only to the heart that abounds with integrity, trust, generosity, and love to realize true prosperity. The heart that is not possessed of these qualities cannot know prosperity, for prosperity, like happiness, is not an outward possession, but an inward realization. The greedy man may become a millionaire, but he will always be wretched and mean and poor, and will even consider himself outwardly poor, so long as there is a man in the world who is richer than himself, while as the upright, the open-handed and loving, will realize a full and rich prosperity, even though their outward possessions may be small.  When we contemplate the fact that the universe is abounding in all good things, material as well as spiritual, and compare it with man's blind eagerness to secure a few gold coins or a few acres of dirt, it is then that we realize how dark and ignorant selfishness is. It is then that we know that self-seeking is self-destruction. Nature gives all without reservation and loses nothing. Man grasping all loses everything. If you would realize true prosperity, do not settle down, as many have done, into the belief that if you do right, everything will go wrong. Do not allow the word competition to shake your faith in the supremacy of righteousness. I care not what men may say about the laws of competition, for do I not know the unchangeable law which shall one day put them all to route, and which puts them to route even now, in the heart and life of the righteous man. And knowing this law, I can contemplate all dishonesty with undisturbed repose, for I know where certain destruction awaits it. Under all circumstances, do that which you believe to be right, and trust the law, trust the divine power that is eminent in the universe, and it will never desert you, and you will always be protected. By such a trust all your losses will be converted into gains, and all curses which threaten will be transmuted into blessings. Never let go of integrity, generosity, and love, for these coupled with energy will lift you into the truly prosperous state. Do not believe the world when it tells you that you must attend to Number One first, and to others afterwards. To do this is not to think of others at all, but only of one's own comforts. To those who practice this, the day will come when they will be deserted by all, and when they cry out in their loneliness and anguish, there will be no one to hear and help them. To consider oneself before all others is to cramp and warp and hinder every noble and divine impulse. Let your soul expand. Let your heart reach out to others in loving and generous warmth, and great enlasting will be your joy, and all prosperity will come to you. Those who have wandered from the highway of righteousness guard themselves against competition. Those who always pursue the right need not to trouble about such defense. This is no empty statement. There are men today, who by the power of integrity and faith, have defied all competition, and who, without swerving in the least from their methods, when competed with, have risen steadily into prosperity, while as those who try to undermine them have fallen back defeated. To possess those inward qualities which constitute goodness is to be armored against all the powers of evil, and to be doubly protected in every time of trial, and to build oneself up in those qualities is to build up a success which cannot be shaken, and to enter into a prosperity which will endure forever. The white robe of the heart invisible is stained with sin and sorrow, grief and pain, and all repentant pools and springs of prayer shall not avail to wash it white again. While in the path of ignorance I walk the stains of error will not cease to cling. Defilements mark the crooked path of self where anguish lurks and disappointments sting. Knowledge and wisdom only can avail to purify and make my garment clean, for therein lie love's waters, therein rest peace undisturbed, eternal, and serene. Sin and repentance is the path of pain. Knowledge and wisdom is the path of peace. By the near way of practice I will find where bliss begins, how pains and sorrows cease. Self shall depart, and truth shall take its place. The changeless one, the indivisible shall take up his abode in me, and cleanse the white robe of the heart invisible.


The proposed method is able to enhance the spatial resolution of hyperspectral images by fusing them with high-resolution multispectral images. It uses a deep convolutional neural network to extract features from both the hyperspectral image and the multispectral image and then combines these features using a fully connected layer. This allows for better spatial resolution than existing methods. The proposed method was tested on a virus and in-map datasets, as well as real Hyperion Sentinel data and showed promising results. This article was authored by Jingxiang Yang, Yongchang Zhao, and Jonathan Chung-Wai-Chang.


Live from Washington, D.C., it's theCUBE. Covering AWS Public Sector Summit. Brought to you by Amazon Web Services. Welcome back everyone to theCUBE's live coverage of the AWS Public Sector Summit here in our nation's capital. I'm your host, Rebecca Knight, co-hosting alongside John Furrier. We are joined by Jamil Jaffer. He is the VP of Strategy and Partnerships at IronNet. Thanks so much for coming on theCUBE. Thanks for having me, Rebecca. I know you've been watching us for a long time.  I have always wanted to be in the CUBE. It's like being in the octagon, but for computer. I'm pumped about it. I love it, okay. Why don't you start by telling our viewers a little bit about IronNet and about what you do there. Sure, so IronNet was started about four and a half years ago, five years ago by General Keith Alexander, the former director of the NSA and founding commander of US Cyber Command. And essentially what we do is we do network traffic analytics and collective defense. Now, I think a lot of people know what network traffic analytics are. You're looking for behavioral anomalies and network traffic trying to identify the bad from the good, getting past all the false positives, all the big data. What's really cool about what we do is collective defense. This idea that one company standing alone can't defend itself, it's got to work with multiple companies, got to work across industry sectors, potentially even with the governments and potentially across allied governments, really defend one another. And the way that works, the way we think about that, is we share all the anomalies we see across multiple companies to identify threat trends and correlations amongst that data so you can find things before they happen to you. And so the really cool idea here is that something may not happen to you but it may happen to your colleague, you find out about it, you're defended against it. So it takes a real commitment by our partners, our companies that we work with to do this, but increasingly they're realizing the threat is so large, they have no choice but to work together and we provide that platform that allows that to happen. And the premise is that sharing the data gives more observational space to have insights into that offense. That's right. It's as though, it's almost like you think about an air traffic control picture or a radar picture, right? The idea being that if you want to know what's happening in the airspace, you've got to see all of it in real time at sort of machine speed and that allows you to get ahead of the threats rather than sort of being reactive and talking about instant response, we're talking about getting ahead of the problems before they happen so you can stop them and prevent the damage ahead of time. So you're an expert, you're lucky to have, you talk about what you've been doing before this, obviously a lot of experience in security, talk about some of the things you've done in the past.  I had a Tandy TRSAD color computer when I first started, 4K of onboard RAM. We upgraded to 16K. It was the talk of the rainbow computer club. What do you do with 16K of RAM?  I mean, I remember you said to punch a hole in the other side of a five and a quarter floppy disk to make it double-sided. Right, right. Glory days. Yeah, I paid my way through college running a network cable but I'm a recovering lawyer and so in my job in the government, I worked at the House Intelligence Committee, the Senate Foreign Relations Committee and then the Bush administration on the comprehensive national cybersecurity initiative, both the Justice Department and the White House. You've seen the arc, you've seen the trajectory. The progress we're making now seems to me slower than it should be. Obviously a lot of inertia, as Annie Jastly said today, about a lot of these public sector government agencies and whatnot, but a real focus has been on it. We've been seeing activity. Where are we in the state of the union around the modernization of cyber and awareness to what's happening? How critical are people taking this threat seriously? Well, I think a variety of things to say on that front. First, the government itself needs a modernized assistance. We've seen that talked about in the Obama administration. We've seen President Trump put out an executive order on modernization of federal infrastructure. The need to move to the cloud. The need to move to shared services make them more defensible, more resilient long-term. That's the right move. We've seen efforts of the Department of Defense and elsewhere. They aren't going as fast as they need to. More needs to happen on that front. IT modernization can really be accelerated by shifting to the cloud. And that's part of why one of the things that Ironett's done really aggressively is make a move into the cloud space, putting all of our back end in the cloud and AWS. And also, ability capability to do surveillance and monitoring. I mean network threat detection, not surveillance of the old kind, but network threat detection in the cloud, in cloud-enabled instances too. And so both are important, right? Classic data centers, but also in modern cloud infrastructure. You know, one of the things people want to know about is what your enemy looks like. And now at the democratization with open source and democratization of tools, the enemies could be hiding through obscure groups. The states, the bad actors and the state actors can actually run covert activities through other groups. This is kind of a dynamic that creates confusion. No, in fact, it's their actual, it's their mode of operating, right? It's exactly what they do. They use proxies, right? So you'll see the Russians operating, looking like a criminal hacker group operating out of Eastern Europe. Part because a lot of them are Russian criminal gangs are in actuality. You see a lot of patriotic hackers, right?  And so the question becomes, how do you confront that threat, right? A lot of people say deterrence doesn't work in cyberspace. I don't believe that. I think deterrence can and does work in cyberspace. We just don't practice it. We don't talk about our capabilities. We don't talk about our red lines. We don't talk about what'll happen if you cross our red lines. And when we do establish red lines and they're crossed, we don't really enforce them. So it's no surprise that our enemies or our adversaries, our hiddenness in cyberspace or testing our boundaries, it's because we haven't really given them a sense of what's where those lines are and what we're going to do if they cross them. Are we making any progress on doing anything here? What's the state of the market there? Well, you know, the government has appeared, appears to have gotten more aggressive, right? We've seen efforts in Congress to give the Department of Defense and the U.S. intelligence community more authorities. We've had seen the stand-up as the U.S. cyber command. And we've seen more of a public discussion of these issues, right? So that's happening. Now, is it working? That's a harder question to know. But the real hard question is, what do you do on private sector defense? Because our tradition has been in this country that if it's a nation-state threat, the government defends you against it. We don't expect Target or Walmart or Amazon to have service to air missiles on the roof of your buildings to defend against Russian bear bombers. We said the government to do that. But in cyberspace, the idea's flipped on its head. We expect Amazon and every company in America from a mom-and-pop shop all the way up to the big players to defend themselves against script kiddies, criminal hacker gangs, and nation-states. And ransomware has been taking down cities, Baltimore recently, multiple times, hit that well many times. That's right, that's right. Talk about where the U.S. compares. I mean, here, as you said, the U.S., we are starting to have these conversations. There's more of an awareness of these cyber threats, but modernization has been slow. It does not quite have the momentum. How do we rate with other countries? Well, I think in a lot of ways, we have the best capabilities. When it comes to identifying threats, identifying the adversary, the enemy, and taking action to respond. If we're not the top one, we're in the top two or three. And the question, though, becomes one of, how do you work with industry to help industry become that good? Now, our industry is at the top of that game also. But when you're talking about a nation-state which has virtually unlimited resources, virtually unlimited manpower to throw out a problem, it's not realistic to expect a single company to defend itself. And at the same time, we as a nation are prepared to say, oh, the Department of Defense should be sitting on the boundaries of the U.S. Senate as if you could identify them even, right? And we don't want that. And so the question then becomes, how does the government empower the private sector to do better defense for itself? What can the government do working with industry? And how can industry work with one another to defend each other? We've really got to do collective defense not because it makes sense, which it does, but because there is no other option if you're going to confront nation-state or nation-state-enabled actors. And that's another threat. We've seen the leakage of nation-state capabilities out to a lot broader audience now. That's a problem, even though that may be sort of, you know, 2013, Calder wants its hack back. Those things still work, right? What we saw in Baltimore was stuff that has been known for a long time. Microsoft has released patches long ago for that and yet still vulnerable. And the evolution of just cyber, central command, cyber command seems to be going slow at least from my opinion. Maybe I'm not in the know, but what is the imperative?  How does the public sector, how does the government solve these problems? Is cloud the answer? What are some of the things that people at the top mind's discussing? Well, I think cloud is clearly one part of the solution, right? There's no question that when you move to a cloud infrastructure, you have a sort of a more bounded perimeter, right? And that provides the ability to also rapidly update. You can update systems in real time and in sort of, and mass, you know, there's no going around bringing your floppy disk and loading software. And it sounds like a, you know, that's sort of a joke about an older era, but you look at what happened with Nopetcha and you read this great Wired article about what happened with Nopetcha and you look at Maersk. And the way that Maersk brought his systems back up was they had a domain controller in Africa that had gone down due to a power surge where they were able to recover the physical hard drive and re-image all their worldwide domain controllers off that one hard drive. You think about a major company that runs, you know, you know, huge percent of the world's ports, right? And this is how they recovered, right?  You think about how you can do that in real time or rapidly refresh, rapidly install patches. And so there's a lot of that. That's a huge part of it. It's not a complete solution, but it's an important part. Yeah, one of the things we talk about a lot of tech guys is that this debates around complexity versus simplicity. So if you store your data in one spot, it's easy to audit better for governance and compliance, but yet easier for hackers to penetrate from an IQ standpoint, the more complex it is, distributed harder. But what's the trade off there? How are people thinking about that? That kind of direction. No, it's a great question, right? There's a lot of benefits to diversity of systems. There's a lot of benefit to spreading out your sort of your crown jewels the heart of your enterprise. At the same time, there's real resilience in putting in one place, having it well defended, particularly when it's a shared responsibility and you have part of it for the defense, but the provider too, I mean, Amazon and all the other cloud providers, Microsoft and Google, all have it in their own self-interest and really defended their cloud really well because whether or not you call it shared responsibility, it's your stock price of matters if you get hit, right? And so you have every incentive, you Amazon and all the other cloud players have an incentive to do the right thing and do it really well. And so this shared responsibility can work to both sides' benefits. That being said, there's an ongoing debate. A lot of folks want to do their stuff on-prem and a lot of ways, a lot of us are old school, right? And when you touch it, you feel it, you know it's there and we're working through that conversation with folks. I think that at the end of the day, you know, there are the real efficiency gains and the power of having super computing power at your fingertips for analytics, for consumer purposes and the like. I really think there's no way to avoid moving to a cloud infrastructure in the long run. I know you said you're a recovering lawyer but you are the founding director of the National Security Institute at the Antonin Scalia School of Law. How are you thinking about educating the next generation of lawyers who could indeed become policymakers or at least work on these committees to think about these threats that we don't even know about yet? That's a great question. So one of the things we're doing is we're about to, we're working through the process with the state commission on establishing a new LLM in Cyber Intelligence and National Security Law. That'll be a great opportunity for lawyers to actually get an advanced degree in these issues. But we're also educating non-lawyers. One of the interesting things is, you know, one of the challenges DC has is we make a lot of tech policy, a lot of it not great because it's not informed by technologists and so we've got a great partnership with the Hewlett Foundation where we're bringing technologists from around the country, you know, mid-career folks, anywhere from the age of 24 to 38, we'll bring them to DC and we're educating them on how to talk to policymakers. These are technologists, these are coders, data scientists, all the like. And it's a real opportunity for them to be able to be influential in the process of making laws and know how to involve themselves and talk that speak because, you know, DC speak is a certain thing, right? And it's not typically consistent with tech speak and so we're trying to sort of bridge that gap and the Hewlett Foundation has been a great partner in that effort. On that point about this collaboration, Silicon Valley's been taking a lot of heat lately, obviously in Zuckerberg and Facebook and the news again today, more issues around, you know, irresponsibility, but you know, they were growing a rocket ship. I mean, that company's only 15 years old, roughly. So the impact's been significant, but tech has moved so fast, tech companies usually would hire policy folks in DC that speak the language, educate, a little bit different playbook, but now it's a forcing function between two worlds colliding. You got Washington DC, I call DC, the Silicon Valley, cultures have to blend now. What are some of the top minds thinking about this? What are some of the discussions happening? What's the top conversations? Well, look, I mean, you've seen it in the press.  I mean, it's astounding, you know, we used to live in a world in which, you know, being successful was the American way, right? And now it seems like at least, you know, without any evidence of antitrust concerns that we're talking about, break up companies that have been otherwise hugely successful, wildly innovative. It's sort of interesting to hear that conversation. It's not just one party, it's you're hearing this in a bipartisan fashion. And so it's a concern and I think what it reveals to tech companies is, man, we haven't been paying a lot of attention to these guys in DC, they can cause us real trouble. We need to get over there and start talking to these folks and educate them on what we do. And the imperative to them is to do the right thing, because I mean, the United States interest breaking up, say Facebook and Google and Apple and Amazon might look good on paper, but China's not breaking up Alibaba anytime soon, so- To the contrary, they're giving them low interest loans and helping Huawei excel, I mean crazy. Yeah, and they have no R&D by the way, so that's been- Right, because they sold all of IP. So the US invest in R&D, that is easily moving out through theft, that's one issue. You have digital troops on our shores from foreign nations, some will argue, I would say yes. Inside the border. Inside the border, inside the interior, access to the power grids, our critical infrastructure. This is happening now. So is the government now aware of the bigger picture around what we have as capabilities and criticalities that we're needed now for digital military? What is that conversation like? Well, I think they're having this conversation. I think the government knows it's a problem. They know that actually in a lot of ways a partnership with tech is better than an adversarial relation. That doesn't change the fact that for some reason, in the last three, four years, we really have seen what some people are calling a tech lash, right? A backlash against technology. It kind of strikes me as odd because of course the modern economy that we're so benefited from is literally built on the back of the innovations coming out of the Silicon Valley, out of the West Coast, and out of the DC metro area where a lot of these tech companies are developing some of the most innovative new ideas out there, frankly, helping government innovate. And so, you know, Amazon's a key part of that effort, right, here in the public sector. And so, you know, I'm hoping that educational will help. I know that the sort of arrival of tech companies here to really have that conversation in an open and sensible way. I hope we'll sort of walk back some of this. But, you know, I worry that for too long, the tech and the policymakers have ignored one another and now they're starting to intersect, as you say, and it has the possibility of going wrong fast, and I'm hoping that doesn't happen. You know, one of the things that Rebecca and I were talking about is this talent gap between public sector and private sector. You know, these agencies aren't going to go public anytime soon, maybe they should get equity deals and get in a financial incentive, you know? They shrink down the cost, increase the value. But as you get this collaboration between the two parties, the cloud is attracting smart people because it gives you an accelerant to value. So, people can see some entry points to land some value out of the gate versus giving up and abandoning it through red tape or other processes. So, you're starting to see smart people get attracted to cloud as a tool for making change. How is that working because, and how is that going to work out? Because this could be coming to the partnership side of it. People might not want to work for the government but could work with the government. This is a dynamic that we see is real. What's your thoughts? I think that's exactly right. Having these cloud infrastructures gives the ability to one leverage huge amounts of computing power but also leverage insights and knowledge from the private sector in ways that you never could have imagined. So, I really do think the cloud is the opportunity to bring real benefits from public, private sector innovation into the public sector very rapidly, right? And so, broad cloud adoption, that's part of why John Alexander, my boss, and I've been talking a lot about the need for broad cloud adoption. It's not just innovation in technology, it's benefits to the warfighter, right? I mean, these are real tangible benefits, pushing data in real time, the warfighter, you know, John Alexander had one of the biggest innovations in modern warfighting where he was able to take symbols and tell us down from weeks and months, down to minutes and seconds, that enabled our warfighters in Iraq and Afghanistan to really take the fight to the enemy. The cloud brings that power scaled up, you know, to a huge degree, right? By power, by orders of magnitude. And so, you know, the government recognizes this and yet today we don't see them yet moving rapidly that direction. So, I think the EO was a good move, a good first step in that direction. Now we're going to see it implemented by the various agencies down below. We'll keep in touch. Great to have you on. I know we're wrapping up the day here, breaking down. We're going to pull the plug literally. We'll keep in touch and we'll keep progress on you. Jamil, you are now a CUBE alum. I love it. Thanks for having me. So, congrats, you joined the club. I love it. I'm Rebecca Knight for John Furrier. You have been watching the CUBE's live coverage of the AWS Public Sector Summit.


Okay you guys so again we are talking about applications and letters of recommendations. I wanted to address something that was asked of me which is pretty commonplace and it's surrounding the letters of recommendation so if you are searching for somebody to write a letter of recommendation for you or you may have come across this or you will come across this in the future you should probably watch this video okay. Let's get into the video right now. What's up you guys this is Adana welcome back to my channel okay so for those of you who are new take a look around if you like what you see go ahead and subscribe. So I had a question asked by Jaylin Crockett and he said hey Adana or hi Adana I'm not sure if there is currently a video on this topic or not there is not Jaylin so thank you for this topic idea. Any advice for the situation where your recommender is asking for you to write your own recommendation letter? Should I seek out a letter from someone else who is willing to speak to my long journey towards becoming a PA? Alright well I mean you know this is something that's pretty commonplace and I'm glad that you asked this because I had people that like offered to have me write my own letter of recommendation and I was like nah that's why I'm coming to you because at the end of the day like I wanted to be honest about this like I wasn't trying to have my own words written and so the thing is that I feel like there's like two two things that this is saying this is either saying like yo I don't have the time to write this letter of recommendation for you so can you just write it and then I'll co-sign it or number two like I really don't know you that well or as well as you think I know you to write a letter of recommendation for you so can you just write the letter and I'll co-sign it and so both of those things like you necessarily like you don't necessarily want like I want somebody who's willing to take the time to actually write the letter of recommendation and as you said speak to your long journey somebody that knows you that knows your work ethic your effort and you know what you will bring to the table as a future PA and provider just in general and so for me when they asked me you know are you willing to write your own can you just do it and I'll write it for I'll like co-sign it for you I was like no it's okay you know I would feel more comfortable if you were able to write it but since you just don't have the time or you're unable to do so I do have some other people that are willing to write a letter of recommendation for me and it was like no hard feelings it was easy like they went about their business and I went about mine but at the end of the day I feel like you're coming into something where you're gonna need to be an honest person really and truly you know like you don't want to start this career off dishonestly and so at the end of the day if you're looking at providers or you know your teachers or you know just your bosses whoever you're getting this letter of recommendation from and they're asking you to write your own letter and you don't feel comfortable with that then don't roll with it you know you don't feel comfortable with it I know lots of people who are completely fine with that who are super comfortable with it but if you're not one of those people then absolutely don't do it and and stick to that and I think that you know God will honor that honestly so for me I would suggest if you're not comfortable with it absolutely by all means you know keep it moving if you are comfortable with it I would suggest that you kind of rethink that comfort level really and truly I feel like you should just seek out somebody that has the time that is willing able and wants to actually write this letter of recommendation for you to just speak to how great of a future provider or future PA you will be or whatever it is that you need a letter of recommendation for okay all right Jalen thank you so much for asking me this question if you guys have any other questions for me you know what to do leave them in the comment section below go ahead and subscribe and like this video follow me on Instagram and down at PA and on Instagram and get that see University thank you guys so much for watching I will talk to you guys next time


Guys excited They've you see they get the gaming ones. Yeah, all right. What's up back back again back again. Here we go. Come on No, I'm still doing the YouTube thing. What is going on here? All right back Okay, I think we're good now We'll get there eventually is What is going on with this? There it is very strange very strange YouTube is tripping right now, man It brought me back to like the old stream which wasn't even up and then yeah, I don't know I Was trying to go live on that one from my end as a reason. We'll just bring it live But I couldn't access it so strange Make sure everything's good to go All right looks good. It's for good to start this break now or try to start it again. Good luck Reassurance everything's okay. Yep. Everybody forced here Ripping 21 22 NT in prison basketball hobby two bucks mixer number three random team style and always find the results late in sports cards calm And I will drop a link again here for you Go since we did have to restart the stream. There you go But you can always find them on the website guys start prism. Good luck Murphy Blue prism next nice color match RJ Barrett to 199. I'll see a black finite Fastest break every now.  Look at Donchich. Nice Pelicans red Zion Williamson to 299 Stop Chad. Yeah, we're good. I don't know what was going on man YouTube was tripping out on my end. I Could see it on my phone. I just couldn't see Whatever else going on Ruby wave rookie Raptors. Dallin O'Banson Hyper it could fake out hyper warriors James Wiseman fake out on the barns Happens National breaks have not posted yet. We're just gonna work on them today Just like from the in the coming days. We'll have breaks at the national but the promo is gonna run for two weeks I think Keon Johnson silver sixers Ben Simmons Silver John Morant fearless Got sixers rookie base Otto Jaden Springer visiting Vermont. That sounds nice. It sounds nice. I'm low-key Cavs rookie base Evan Mobley Tray man Brandon Boston and Corey Kispert four rookies in a row blue ice nicks Derek Rose to 125 Wizards rookie base Otto Corey Kispert solid hit there for the Wizards Brought the floor to heat. Well, that's no good It's no good silver pelicans Jonas Ballantunis T-wolves hyper carl anthony towns Pulsar blazers Rashid Wallace No, those are one box. I think this year purple for the Grizzlies Dylan Brooks to 99 Cam Newton to the browns If if Watson is suspended more Alperin shingler. Who else do they have on the rock? Ruby wave Mavs Reggie Bullock orange rookie Grizzlies Zaire Williams, that's nice 25 of 49 Good stuff I would do a soon-to-be rookie Got silver clippers rookie Brandon Boston jr. Red for the next Orleans Noel. It's a 299 Yeah, he just won't be the same dude. His shoulders got got so messed up This stinks. I wanted it to work out with I like him. I like him. I like him as a person I don't play he just can't do it anymore, man.  Yep As a quarterback Ruby wave Rockets Daniel Tice Raptors hyper Goren Draugage on the bulls now Goren Draugage I always forget about the bulls. They're still a solid team. They could they could make some moves And 10 in the east jaylin green base rookie houston thunder silver is a roby net silver fireworks James Harden Yeah, those are neat. Sometimes I'll have like silver and hyper on those. Okay. I was about to ask Are there any uh, if that's the only here else? I'm not sure if you can get gold on them or not You can't get like the regular parallels. We might be able to get like gold NT good luck Let's see if that's true here The beard for the sixers to 75 printing play two teams wizards lakers anthony davis bradley beal So we will random that at the end wizards lakers printing play edwards and deal Random that at the end jersey card for the nugs to call the yokich to 99 nice yokich Back to back nuts Nice jersey here patch card teawolves game war and jade mc daniels. That is a great patch. It's gotta be I think that's his name Looks like mc. Yeah, that's nasty. There you go teawolves The neon stuff that seahawks basketball. Yeah, that's pretty much Jason kid timeless talents signatures redemption Could be a few teams. He's got a few teams in this Jason kid timeless talents timeless talents Timeless talents right thomas now. Yep. Uh nets timeless talent signatures Jason kid Nets Jason kid Whoa, dude, that is nasty pink rpa thunder josh giddy seven up 25 Boom monster card. Okay, see That is freaking awesome Nam cue I love the pink parallel. Yeah, that I have not seen the pink and nam cue with okc. So pretty goodness gracious jumbo jersey for the Uh heat rani sakali It's 99. Yeah, the jason kid was a nets. He's got a few teams in this Yep, thomas talents nets Jersey card for the clippers tarantz manda 99 Come on lane saw that little boy Oh, that's a cool hit gold auto hornets del curry eight of ten Nice del I want to pull the dual auto del and stuff huge card, I think Blasting legacies patch auto nice hit mad as jaylin brunson 18 to 25 the new new york nick Nice brunson Great looking card Yeah, I'm with you Lynn. I still think shy is like the guy there, but like the talent around is pretty crazy All right, let's do a quick recap relics jade mcdaniels tarantz man rani sakali nikoli yokic Autos jaylin brunson del curry redemption jason kid. This went to the nets thomas talents card eight. That is a nets jason kid A wizards kory kisper six years jaden springer Pinked a 25 rpa thunder josh Giddy that is a huge card Grat's okay. See thanks again, everybody one more nt and prism coming up Oh, I forgot to ran in that Should have yelled at me jake. Let me do this random real quick I didn't pull enough Logo man for sam to watch I only pulled one. So he was like, I'm not I'm not watching this All right guys, I'm doing a random this is from 2021 Nt and prism basketball two box mixer number three right number three Just got the random it during the break. It is a printing play anthony davis lakers and brad biel wizards So we're gonna random that right now good luck 11 times on the random whichever team is up top is getting the card lakers and wizards. Good luck one two three four five six seven eight nine 10 and 11 wizards wizards up top Thanks again. We got more breaks coming up Yeah, those random at the end just try to like set it to the side or like or like give it to like the breaker pretty much So I just put it back kind of like where it was No, it's okay I should remember You upload that random now 5 p.m. Start time with brad guys. Let's get his breaks filled up Breaking brad gonna be in the hot seat for sports Wow, there's a few more breaks today guys. Thanks again for filling them up Personals will start after group breaks tonight. Okay. We'll type in these names All right, let's random for 21 22 nt in prison basketball hobby two box mixer number four random teams Good luck eight times three and five one two three four five six seven eight Michael b e d down to thomas c eight times on the teams one two three four five six seven and eight Mavericks down to pelicans That was thunder What's that back factor Got michael b e d maves mark s bulls eric m thundered christopher g pacers tang s nuggets u to c spurs nam cue kings steven s blazers harper b hornets david m nets mark s rocket sarin lakh bucks ryan s clippers mark s grizzlies joe w lakers saran u sun sarin lakh jazz sea chan t wolves kingsley selthicks luke o heat ben t wizards kingsley warriors u to c hawks thorp w sixers ramars pistons jeff a nicks saco k magic ryan s calves mike b e t raptors thomas c pelicans get the results personal start in just a moment It's going all right, man. It's going well pulling some big hits. We've got to keep going though Got to keep pulling big cards Brad's getting ripping a lot more nt than i am so I got to make my account You excited for the new uh pokemon release X Factor Got to give me that aerodactyl dude that aerodactyl is nasty. All right, I'll be right back and then we get started guys. Thank you very much One more box Being that it's my first day about myself Yeah, he's tougher one to start on because you're gonna mag upon stuff Yeah, but um, I figured it out. Yeah, what do you get a system? Yeah The worst part was figuring out the printing on the result. Yeah. Oh, yeah, that'll just like trying to make them like too small So I just increased the font size Now they look like that Honestly, it's probably better to have bigger Oh All right, let's get started Everybody forced here with Blake we're ripping 21 22 nt in prison basketball hobby two box mixture number four random team style Let you look at the results for a second. There's a link in chat. You can always find them on the website LaneSportsCards.com I'm gonna let Blake rip to prism box. He says never rip prism. So What better time than now? Good luck everybody? Let's see what Blake pulls you Let's do it. Let's do it prism basketball first time Looking for numbered obviously Yeah, I usually take all the packs out So just be careful when you take them out. Okay Yeah, that works. You can leave it against that nt box actually That's not rich doesn't Nice and easy R.J. Barrett on the front and you kind of just Yeah, and then you want to try to keep it down Okay, I'm sorry R.J. Barrett Clay Anderson Tom Horton Tucker I just skipped about Larry Like that anyway, okay silver And you don't want to put your thumbs on the card like that. You know what I mean? You'll have to like Pull them like that. Okay. That's for that. Yeah Like that Kai Jones Dang nice Kai Jones rookie auto Sensational signatures You can always keep the cards up while you're holding them.  Okay Deandre Aitin Jake Crowder Dennis Schroeder, you put all these over here. I'm playing all the base. Keep the stack over there I'll take all the stuff I'll go through it too. I won't worry about it too much. Okay Is that Blake? Yeah. Hey Joshua. How are you? That's how you do it right there. Oh, yeah, sweet And Seth Curry So Like fans of the bag Yeah, in prison, you kind of want to show because you're going to pass like weapons and stuff. Oh really?  No, well on the hyper It's a lot different than Pokemon. Yeah, I'm sorry Charles Barkley Jeremy Grant Sion So there's base. Yeah, I'm gonna hop in. Yeah, just watch me And you'll see yes, I apologize for that horrible prison break So you open the second pack great. Yeah Because then you want to like clear it so like you want to have something to like hold the cards with underneath Okay, so that You just like push and then you take with the back. That makes sense Got scotty barns rookie base for the Raptors Silver Raptors rookie David Johnson, which I was flipped if you had silver scotty Oh Nice purple ice rookie Clippers Key on Johnson to 149. That's a nice one And so like when I'm flipping I'm just pulling with these fingers back there Yeah, Caleb, I told Blake. I'm like we have a red sock in the building Can you believe how this guy dressed to work today? Oh, yeah, all he inked out. He's lucky rich isn't here All right, we got Jonathan Kaminger rookie It's awesome. I'm really ready for some new Pokemon today. He pulls our victory all the depot Blue prism bulls Lonzo ball. That's Lonzo to 199 MLB also our game is funny. It's like you did one thing but nobody else did Yeah, you like to add bats and you're out. It's like so if you do something you win Which is cool. I like that. His home run was hilarious. He like barely swung the bat and was like 450 feet So far wizards Davis Bertz hands guys terrifying hyper for the bulls Patrick Williams Yeah, he's always gonna hold it but when he does it's you're not getting the ball back Livers Prism prismatic or hyper prism prismatic Trey young. Yeah, they look cool like that Got thunder rookie auto train man. I just put a thick sleeve on that. Sorry. Those are thick sleeves We've only been doing NT. So I don't have any other It might be on top of fences. I don't know. Yeah Oh boy, it's gotta be a mess Sounds like sounds like brad's mess Pistons ever since ricky kade cunning him Silver tarynx ross magic silver for the bucks mindset yana sense at a kumball So something to do is like take a little bit of like a pack size of cards and you can like Practice like that's the best thing to do. That's how You know do what feels comfortable. Also, you have to like not touch the corners and Yeah, it feels uncomfortable at first. You just have to get used to it. Davey on Mitchell Kings rookie Ruby wave bulls lando ball hyper jazz Donovan Mitchell Yeah, I mean that's how most the he hits it so hard. That's how most of them look But I mean the baseball is squishier than the bat. So it'll it'll look like that Yeah, they got a like a perfect photo of that one Really hit a grapefruit or something Silver rookie wizards. Cory kisper red nuggets erin gordon. That's to two ninety nine Jackson So a lot of people use their pinky on the bottom. It doesn't feel right for me. So I just use my ring finger They are on sharp ruby wave thunder Derek favors The 75 75th anniversary damien lilor blazer is nice the color match josh primo Silver bucks drew holiday hyper kings dearon fox Yeah, one more prism pack and we got nt That's way harder than it looks. Yeah It's it's a lot of like practice. So like when I was learning to break when I was top loading. I would just sit over there and like Practice flipping through cards like that. We're just base cards james book night rookie for the hornets I never think about that. But this is moody rookie warriors. You know the breakers have really big hands here Orange wave bucks jordan towara. It's a 60 I'll do it for prism. Let's get some nt going Let you get in on some of the last two cases No, no, it's all good. That's what I was just a really good awakening of just It's not as easy as it looks on camera. Yeah, we make it look easy. It's not a very difficult skill to learn It just takes time to like any skill take practice It's true. It does take practice to flip through cards like that To be good at it efficiently but like quickly but not damaging anything and making it look good It just it just takes practice. It's not difficult. It just takes practice Got bobby portis the 99 bucks. That's uh, Caleb's boy bucks legend bobby portis Boy printing play that's three Bulls spurs magic patrick williams devon vasel col anthony Bulls spurs magic. Does anyone have I wouldn't think anybody has majority on this. Let me check here Chicago chicago chicago mark s chicago Spurs is you to see in the magic Sacco random at the end on this one Jersey card nicks. That's rj barrett's a 99 nice rj colossal rookie patch king's nimmy skates out of 25 now magic Clutch factor rookie signature franz vogner boom 15 of 49 The great pinch stripe at the top there. See it 100% Heck yeah magic pretty franz. This is the first franz of the day Yeah, nice signature too Got a nice signature here right here for the nets colossal cameron thomas rickie jersey auto to 99 nice box kairi is right. I would imagine cam thomas gets more playing time colossal rookie patch hornet sky jones to 99 dual jersey clippers rookie key on johnson 92 of 99 Cavaliers jersey auto mark price to 99 sam's boy Hawks jersey auto mike bibby to 49 Hawks mike bibby It's like the third team actually probably the second team i think of when i took a video All right, hawks mike bibby fast mike bibby for sure. Oh, yeah hands down. It's like, uh hawks tracing migrating It's like memories that you didn't know you had when someone says something like that.  It's very flawed. I feel very very flawed stat Yeah, but like a lot of like all the writers and stuff go by that. So in terms of like hall of fame and stuff They actually look at that a lot. Yeah It's good for like longevity, I guess bull bull spurs magic here on the printing plate Random, I think it's a good post career stat not necessarily a good Five and four I can agree with that. I think nine on the random top team gets the plate one two three four five six seven eight and nine Bulls get the plate bowls On the pat will Yeah, he willy I don't think anyone but me calls her I got key on johnson key on johnson has a blazer here So his autos are going to be clippers, but he is a blazer now. So most of relics in his base should be blazers Kai jones named me as kata rj barrett hawks mike bibby mark price calves cam thomas Prism autos train man and kai jones And we had the rookie jersey auto clutch factor for the magic franz Wagner to 49 good stuff. Thanks again, everybody God warranty coming up Yeah, the printing plates in In uh flawless basketball or just for whatever product all basketball products because I don't think There's not really plates in basketball products like other ones It's all nt. So one base parallel and one printing plate for box So you see like flawless iMac prism See all that all those goodies Yeah, yeah, it was a rated rookie printing plate I was like, that's a nice plate. It was pretty clear looking too. You can see that it was like the Oh, no more randoms nice. Oh, yeah, mike. This is the uh, the lamehy jersey. I got the jeter, uh, the farewell to number two Someone get this guy out of here I said I had to there had to be some balance Yeah, jakes are raised man. That's enough. Yeah, I could have came in with all my red socks here We got reds on jake is just thinking about the rays right now. That's that's enough counteract See about wander franko homeruns. Oh, yeah Shane mclean and jades Oh, shane boss has been doing good. He went down with injury again. They shut him down Same thing it was earlier in the year.   Yeah Dude, he's really good. He was getting rocked when he came back and then I think he probably wasn't he probably wasn't right Yeah, and then they shut him down again See, I don't think he was like healthy pitching or they they probably thought he was he probably felt fine Then I'm like, oh wait for my glass now Had Tommy john last year. Yeah, he's coming back to end of this year, right? Yeah, hopefully They could still be good if they get him back somehow they just keep they're like Raise like half the team on the aisle is the one games. Yeah Red Sox did that for a bit now it's catching up to him That sail broke his pinky. Oh my god Oh, I got to watch the jeter duck part one is out. What's it on? He's been plus For now, no, it's like a seven. It's like a seven or eight part. Oh, if it's anywhere near as good as Um, the last dance and it'll be really good. The last dance is like the bar if it's anywhere near the last dance, it'll be good I think it's just because Jordan's so Jordan like People don't realize like Back then a lot of people didn't realize the generate gambler always talking trash So made them great. Yeah, rodman and pippin and all those guys Croatian sensation. All right guys, let's go ahead and start Case five everybody for us here ripping 122 nt basketball hobby four box case number five p y t Got ammo with the nicks and spurs anthony c warriors cheng z pistons c chen grizzly's dale c celtics dan h hawks eddie l wizards eric w thunder magic Hank k bucks teawolves harper b lakers mavericks hornets hung y nets isaac l nuggets jackie w jazz jim j heat Kaho s sixers kim w calves lane k with the pacers and clippers Or in w pelicans blazer shon m raptor shazid k bulls sheldon j kings timothy w sons and Yip has the rockets. Good luck everybody. Thank you very much for joining Second last case of the day. I have some shoes. Let's say Jordan on them Yeah, Kemper Kemper, how was your vacation? Are you still on it? I'm sure he likes Johnny. Who doesn't like Johnny Damon, though That's pretty cool. Yeah, they play travel baseball together growing up Gotta get down Yeah, don't wear an a roger z you'll legit be in danger That's like the line is like drawn. That's like a line. It's well crossed I don't think you have to wear a roger. Is it to be honest? Yoke is to 99 of the base parallel nuggets Printing plates also nuggets mic mill mic miller nuggets. No Apparently it's real That happened magic draft e mic miller Grizzlies legend actually actual grizzlies legend like no rookie jersey calves evan mobly nice Jumbo jersey to 99 If yeah, if you were in florida it for sure ran more than you would have hesitated Kemper. I think Kemper was in pcb Patch card grizzlies jamoranta 25 That's sick patch Game worn a jaw for the grizzlies Southlake's jersey auto larry legends 36 of 49 larry short for larold game worn Game worn jersey auto Crazy if that were true So much you do an investigation True rpa sixers jaden springer a nice sixers batch That's the ancient phila There you go philly nice rpa there Rookie jerseys spurs joshua primo.  Yeah, different jerseys too. Keep pulling vooch autos this time It's a magic nicole voose of itch auto to 49. I love I mean, maybe just because I went to orlando, but he's no mo bomba What's up guys Blake was doing an autograph session. Yeah for the boys site for $500 I was thinking about making like Blake louvy packs Where I put like one of my pokemon heads an auto a base Or yeah, we're out of the pokemon here. That's not bad. Yeah Yeah That and boom let's do it Got Rudy go bear five out of 75 nice one Utah jazz Red at 75 75th anniversary, right parallel. That's what we're going off of. Wow. This is kind of cool I have no no idea who it is. Let's see dieren fox on the printing plate one of one out of uh, you know, one of one. Oh, it's the the timeless moments Yeah, that's actually pretty sick. That is really cool timeless moments one of one No idea where he is on the picture, but that's pretty nice. Nice card. Yeah Oh speaking of PG. We got a jersey treasures 33 out of 99 paul george Nice PG Game used jersey there. Oh, I like this player former Celtic Dennis Schroeder 11 out of 25 laker patch on the rockets jersey Nice one rockets. Nice game used Dennis Schroeder there Cool We got Manu jenobley. Nice. I love manu jenobley on the game gear 61 out of 99 patch auto Nice game used manu there We got Redemption Autograph trip. Whoa, dude, what did you just pull? Whoa Oh my god, that's a huge card. All right Guys redemption autograph triple luka donchich stef curry trey young boom That's gotta be like a one of one or something right? It's I think they're like to ten or less or ten or less 25 or less. I think is what said luka donchich stef curry trey young. Oh my god. That's who's got Let's see. I'm gonna check Mavs warriors That's probably a random golden state is anthony c and atlanta is danish. So guys, we are not gonna random that that's a huge Redemption. Wow, we're gonna get in touch with the owners Either today or tomorrow to see what you guys would like to do with that redemption.  Wow. Congrats guys. That is awesome. We got For the milwaukey bucks. We got it out of 10 dante divan chenzo nice Nice dante there for the bucks We got montae morris for the nuggets lasting legacy patch auto 89 and 99 Montez does have hair in this picture That's fake hair for sure. Yeah, a hundred percent. That's not real We got dylan brooks with the game gear for the grizzlies 80 out of 99 Nice brooks for the grizzlies And on the back we got for the celtics one of my personal favorites Grant williams 87 out of 99 on the treasured threads Jean money. Wow. I like that. I've never called him that I will though from that one All right, I'm gonna go into the next one. Maybe keep hot hands. Yeah Unless you pull something else, that's insane. Yeah Unless it's yeah, that was wow. That was a really cool card. I really want to know what it's number two Pretty sure it's 25 or less on the thing, but I would assume that's lower than 25 Yeah, it just feels like those three on the same card together Probably probably hard to get done I only said that because it's sam's you guys Big Hawks guy It is a bit of a weird trio though. Yeah, I get luka and luka shred. Yeah And like I feel like they're they're all great. They should be on there, but like the correlation This is loose I just feel like they're kind of like the young stars of right now. Yeah Steph kind of old though. Yeah, what the heck? Oh, I forgot to I'm sorry There we go. All right We're starting out with Darius garland The calves 65 and a 99 The base nice Let's dare throw Got for the pelicans. I think it's Steve Adams. Yep, Steve Adams for the panini crown royal on the plate My boy my boy coming up guys We got for the seas Timeless material jason tatum Nice Game used tatum great year for the boy Game one Ain't what it made sense, but also no, I don't use samus. Yeah Yannis onten and cupo game used material treasures nice back to back really nice hits. Yeah material treasures yannis 86 and 99 lanes, right? Probably the three best odds you could get together We got for the pelicans Wow Alexander walker for the pelicans Kill Alexander walker for the pelican very nice Nice one coming up here next part of nice nice one coming up here for the thunder Out of 99 Josh giddy boom True rpa. Josh giddy for the thunder Giddy up Giddy up Wow, wow, that's a really nice looking patch too. I love that Yeah, I'm not I'm not sitting back down because I'm gonna pull like you got for the heat Ronnie Sikali did I say that right Ronnie Sikali a little bit before my time nice timeless materials there We got For brooklyn For the nets we got chrysler vert On the biography materials 24 out of 99 nice This is a pretty good player, right? Yeah. Yeah Jalen Johnson On the rookie i'm gonna say dual dual material signatures, right? Yeah, that's exactly what it is dual material signatures jalen johnson rookie here snow Yeah Pretty good pretty good rookie, right pretty solid. Yeah We'll be good next year. It's getting more minutes. Yeah Him and trey are a good combo And we got Oh, that's cool. Hey for the thunder. Theo maladon maladon, right? Maladon nice thunder hit nice deal All right, nice one. You want me to stay on it? Yeah, okay got you now. Okay Committed I feel like each box said something nice in them. Yeah two huge hits For sure Ronnie I do I don't know how you guys stay. All right looking at chat and opening cards now that is really impressive You just put it all together eventually It takes a long time to like kind of like I can only do one at a time Guys these people are It's very like you Yeah, very very detailed. It's a very multitask and like sorry, this one's like not one the practice does make perfect with like opening cards and stuff I know it's yeah, I know it's cut up with it Didn't want to force it out, you know We got four. Oh, that's kind of nice for the 76ers second year tyrese maxi Nice maxi Do it is a very good basketball player Oh, this is kind of sick too. We got on the one one printing plate For the warrior stef curry out of it looks like mosaic Yeah mosaic basketball magenta, that's really cool looking you can definitely tell it's stef obviously too on it. It's really nice Nice card Yes, I agree with that We got for the cleveland cavaliers dairies garland on the timeless materials 35 and 99 nice hit calves we got for the brooklyn nets Out of 25 deer and shark Rookie patch. That's a nice patch for brooklyn. Looks like they're white jersey I think that's probably like the nets across the brooklyn.   Oh wow. That's sick out of five For the 76ers ai alan iverson Timeless talents nice on card out of five five of five on the bookend. That's nice Nice ai looks really solid too with the green foil We got true rpa For the pacers nice isaia jackson 79 out of 99 Very nice for the pacers And Oh for the heat Out of 99 bam out of bio Jersey treasures I can just Every time I see him I think about that block that he had last year in the eastern conference to like beat the Celtics Insane block nice bam And for the rockets we got kevin porter jr 26 out of 99 Night kpj little treasured threads there we got for the bullets going to the Wizards we got elvin haze in the national archive ink Nice one bullets nice elvin haze And on the back we got For the jazz adrian daintly 56 out of 99 for the treasures of the hall Nice one nice one jazz Thank you guys That was a really good break guys i'll hop in for the recap Okay, yeah, that's pretty nuts Do the uh relics first here Had kevin porter jr Bam out of bio day run sharp Who's that? Darius garland chris laverte ryan sikali Yannis unto the cupo jason tatum grant williams Dillon brooks that is a raucous inner shooter with a lakers game worn patch Paul george josh waprimo xire williams jama rant game use patch All the autos adrian daintly for utah elvin haze washington payo malladon thunder jaylon johnson hawks de keel alexander walker for the pelicans Montes morris nuggets steve chenzo for the bucks monogenably with some hair for the spurs uh buccevic magic porzingis mavericks rookie jumbo jersey calves evin mobly Five of five the answer auto alan iverson Sixers true rpa pacers isaia jackson Great breakman jersey auto larry legend for the seas to 49 rpa sixers jayden springer true rpa okc josh giddy Then blake's biggest pole uh ever Auto triple luke adanche steve curry and tray young That is a huge redemption again like i said earlier This will not be random at least yet unless the owners decide they would like to do that There's three different people on this card a little big to to random right away So we're gonna see what they want to do with it We'll get in touch with you guys. I'm either later today or tomorrow Thanks again for joining. We got one more daytime case coming up It's what I get for not buying my team Oh, you were in that break. Wait, you got the pacers? No, I got something but I'm pumped but yeah, that's what I get for not buying my pc team Get a couple this. Oh, yeah, that's too nasty hitties today. Yeah, so The pink rpa is disgusting too Yeah, that's what i'm talking about though. You never know what kind of patch you're gonna get So like look at the uh Springer patch like that's a nasty patch because it's the lettering on philly that one's like Someone I just wanted to see okay. I mean hey, there you go, man Plink pulled that for you. I really did. So I know. Yeah, it's not even me. So Rich said way to go by the way Yeah, your reaction is better than any of our reactions for this card. You like read it. You put it down. You're like, all right He like he like looked it. He like looked over at us. He was like Yeah, that was so what happened was I looked at it. I was like all the redemptions all day have been like good rpas, you know Or like I could have been a Scotty But then I looked and I saw three names and I was like wait in the first one says luka And I was I looked back up to see what the card was and I read triple auto And I was like, oh my gosh, who are the people after luka look back down I saw Steph Curry and then saw Oh my god, of course you gotta work on that reaction I'm still waking up, dude. I'm still waking up I gotta do the never let them know your next move Yeah, exactly That's all I gotta do I thought it was no, if you see that it's an open that's a problem because it's Yeah, but like the old ones I'll save it because of the real boy. I think 2018 there's many teams We give them like if we haven't laying around people come to the shop That they're take up too much time in space to like sell so all right guys, we are behind I want to get finished here so that brad can pretty much hop in when he gets here. We got case number six coming up Thanks again, Blake for hanging out with us Biggest non rookie hit. Oh, I mean Your kade card, it's probably the bronze kade. Yeah, that might be it's close. It's pretty darn close Going to one case, but what's been the breakdown of the big like four guys pink giddy true giddy the triple Get a scotty. We got a scotty crossover crossover. So not true One kid no Wagner outside of that. No no kade bronze rp at a 49 we fold Let's get started guys So everybody forced here ripping it's 21 22 Nt basketball hobby four bucks full case number six Picker team style Ammo has the spurs bojabee grizzlies derrick seahawks eric w magic frank l calves harper b Mavs lakers thunder hornets Hung j warriors hung wide nets isaac l nuggets jason f seltix jacky w jazz jim j heat kaho s sixers kevin g bucks lane with the pacers and clippers mark with the wizards nicolas t kings noah h Sons oren has the pelicans and blazers shon m raptor shazid bull shigan or you pistons t-chan nicks wing c t wolves and yip with the Rockets, thanks everybody for joining. Good luck Last case of the daytime guys brad starting at 5 p.m. Eastern. I think you just walked in the door Breaking brad has entered the building everybody so It looks like you gotta go Start a game Oh god here comes you missed a monster He pulled a triple auto redemption of lucas stefan tray And then he pulled a giddy true rpa like the box right after it Yeah, so i'm gonna pull local man on the brads I got one today. Yeah All right last daytime case guys brad is in the building Let's finish up so we can get ready. You got a rockets to 75 john wall printing plates A column for the blazers the standard 101 from iMac Triple jersey calves rookie evan mobley to 99 Nice Rockets Game used patch charles barkley to 25. That's awesome man three-color barkley patch sir chuck championship chuck is brad calling Redemption treasured sigs dirk nevitski Nice dirk That'll be awesome Got the first stamped charles bassie true rpa. That is one of 99 For these sixers nice bassie Kings rookie triple jersey davion michelton 99 Jersey card uh pelicans brandon ingram to 99 Spurs legend hit here tony parker auto to 99 Lonzo ball pelicans Validating marks auto to 25 nice lonzo pelicans lonzo what is that from that's from last year's nt. That's why Hey moving on Guys i'll drop the schedule link for you make sure you're grabbing your spots for tonight brad is live About an hour and a half from right now Ripping nt a little bit of prism and nt mixers and then uh just a lot of nt breaks guys so Donner's optic football releases friday as well Big few days here a lot more nt tomorrow as well if you're looking for a style you don't see on the site or it's sold out today Check the schedule for the next few days Nuggets to 99 nicola yokich bass parallel That is a rookie printing plate anthony edwards from noir Nice edwards for the t-wolves thunder biography materials james harden thunder james harden jersey I still can't believe they had russ harden nkd and Lost in one final that one finals appearance patch card pacer's miles turner to 25 This turner colossal rookie jersey auto clippers brandon boston jr. It's a 99 redemption Pistons rookie patch auto isaela livers Pistons true rpa there Blasting legacies patch auto nuggets montae morris to 99 jazz carlos boozer auto to 49 it's weird not seeing him as a cav jazz carla who got saw bowls boozer and one of the products too Jersey card bowls patcher williams to 99 And rookie jersey brooklyn daeron sharp to 99 All right two more boxes. Come on. Let's see a monster here. Let's pull logo man Did garakul not page Some guys were just there in our page. Oh, yeah, I think that he was one of the guys they didn't that the team didn't want him pitching That is van vleet to 75 rafters rad's boy vleet wood mack printing plate nix immanuel quickly out of uh flawless championship tag printing plate nice Spurs jersey card the big fundamental tim duncan Spurs patch card Rudy gade at 25 redemption pj washington jr hornets, right pj washington jr He's ever been on the scene has he hornets. I don't know why I don't know what i'm thinking of uh hornets claustral matero six pj washington jr to 75 rpa red 75th anniversary thunder josh giddy boom Dude, we are pulling a ton of giddy Big card. Okay, see Another one A pink one again jersey card rockets denish schroeder to 99 we pulled every single parallel we pull all the parallels It's 25 or higher. Yeah No, not bronze We pulled most of them Jersey card pistons killian haze the 99 uh the rookies uh So all the vets will be game more than the rookies will not be Mark aguire auto 505 pistons. I don't think the rookies are player worn either We'll see you next one Run the recap will pick one out That's five of five there and it'll be topping jersey auto nicks to 99 There you go nicks Right big hit on the back here.  Uh, no no booklets in uh an nt basketball Got d'angelo russell to 99 t wolves printing plate bulls looks like patrick williams it is it's from iMac from last year patrick williams bulls mavericks jersey card jason kidd the 99 dual patch bulls rookie iodosun mood at 25 Three colors on both patches for the bulls Very nice hit here back-to-back MVP the jersey auto for the nuggets clutch factor nicola yokich to 49 sick hit nugs That is awesome. We'll get that mag for you, of course 47 to 49 Finally some ink of this guy mobly clutch factor rookie patch auto boom cleveland to 25 What a hit for the last box of daytime Three color calves patch going out to frank l First mobly auto we've seen today That's gorgeous Huge clutch factors back-to-back Jersey card bucks drew holiday to 99 Jersey card rockets christian wood to 99 nicks auto jerry lucas to 25 And we're gonna end the day with a one-of-one great last box here pelicans one out of one jonas valentunas definitive ink Heck yeah, great way to end the day There you go pelicans Valentunas one-of-one and that is gonna do it. Let's do a quick recap It's doing me. They were all taken. I think to sell So we're done the back Here we go with the recap That relics drew holiday christian wood iota sunmu jason kid killian haze jenis schroeder rooty gay tim duncan day run sharp Patrick williams miles turner james harden as a thunder davion mitchell brandon ingram charles barkley rockets game use patch. That's pretty sick evan mobley Good break for the gray break for the calves. I should say you got jerry lucas These are all the autos now obi top in mark aguire as a piston pj washington jr hornets redemption tony parker carlos boozer jazz montae morris fran and boston jr Lonzo for the pelicans that is from the previous year as nt as a labor's rpa redemption pistons mavericks redemption dirk nevitsky treasured sigs rpa charles bassey one of 99 sixers definitive ink one-on-one autos Jonas valentine's pelicans clutch factor jersey signature nickle the yokech nuggets to 49 rpa 75th anniversary josh giddy congrats thunder and clutch factor rookie patch auto evan mobley calves at 25 Very nice last case of daytime guys breaking brats coming up in just a bit to talk to you here in a second I'm gonna take some photos get that last break uploaded and I'm pretty much gonna get out of brad's way so he can set up guys Drop one more scheduling for you. I will see you all tomorrow evening um Yeah, a lot of fun today You might see blake on gaming Later this evening. I don't know what his plans are But uh, thanks again, blake. He's busy out there right now. Thanks again for hanging out everybody We will see you in about an hour and 10 minutes


Hello, we are back so yes so now for the rest of the day we have two lessons one on data formats, which we're not actually going to much detail, we give this really high level summary that addresses some of the questions which people have been asking yesterday and then we go on to productivity tools, but we did teach this course or this lesson in full last year, and you can find it from the playlist of the course last year, link from the main page. So, Seymour, where do we start with? Yeah, so maybe I'll introduce myself so yeah my name is Seymour Tuomisto, I'm from the other scientific computing and I've been working with Python for, well, 15 years at this point or something, so a long time. So, in the chat, in the HackMD there were lots of good questions about like NumPy and pandas and what it means like what are the columns in pandas and there were questions about tidy format also, which is like popular in artist tidibers and we'll quickly explain these concepts, but like Richard said, we had a longer dive on this last year so if you want to see like that you should check the video but let's teach the main concepts. So, when we're talking about data frames, like data frames are like, I figure out this analog of like a hardware store. So if you go to a hardware store, you have like hammers in one aisle, you have nails in one aisle, you have nuts and bolts at one aisle and wrenches in one aisle. So you have different aisles of different things and lawnmowers in like you can have completely different things in one aisle and another aisle can have a completely different thing. This is basically what a data frame is. So data frame is organized in columns. So each column has one type of a thing. So it has integers or it has time stamps or it has strings. So in the code example there, you don't have to write it. We have an example data frame that has like strings and timestamps and integers and floating point numbers and all of these can be like in some sort of a correspondence of course. So you can have like temperature and pressure or something, or you kind of like if we go to the hardware store analogy, if you go down one aisle and you find a certain kind of a nut and you know that okay I need a corresponding wrench to tighten this nut.  So in the same row, you would have like the nuts that correspond to a certain wrench and then you can easily find the things you're looking for. And this is basically what a data frame is. So you have multiple of these columns that are collected together and they are collected into this tidy data format. So below in the Richard's share, we have this view of this tidy data format. So you have each column is a variable. So temperature, pressure, time, I don't know, like it can be whatever. And in each row, you have an observation. So at a certain time the pressure and temperature was this. And the idea behind this is that if you keep this format, it's easy to write tools that you did like work with this format. So you can easily calculate like an average. You don't usually have to want to calculate average of time pressure and temperature like I mean like you don't want to calculate because that doesn't make any sense. But you want to calculate an average of let's say one column one you want to calculate temperature over time or something you want to calculate an average of that. So you some operations are like written for columns and some operations are written for rows and because everybody keeps the same format, it's very easy to like on like manage these tools. And this is why pandas and the similar kinds of things like tidyverse in in tighter in are like popular. And this is like important, like, even though you might have a table where you have like, you just have a table and what does it matter. Is it like organized in what way it's organized in certain way because like people expect it to be in that way because all of the tools have been written that way so you should just do it like the other people do. And this is basically how data frames are organized and NumPy are a bit different. So all of the columns are usually NumPy are guys and NumPy guys can be like multi dimension and they're always one data type.  But usually you have like, like, let's say, a temperature in x and y directions or something like that, or you might have a three dimensional array of like pressure at a different altitudes and different places in the, in the, in the world. So, so in NumPy, you have this one big block of same kind of data. So organized in this one, one block. And what, what does this mean is that, yeah, so Richard. And like you would do the same kind of operations across every row column and rank, I guess. Yes. So what you would usually do is like you would do, let's say you calculate, you take a matrix or take an array and then you multiply it by some constant and then you do it apply for all of them or you calculate the sum of certain rows or certain columns or something like that. But, but, okay, so you have these two different formats and they are like, they're different in the fundamentally different, but they, they are in some case, like in some sense, they are the same, like, but, but they are like different. It's very hard to explain maybe, but yeah, I mean, but the main thing, yeah, but the main thing is, is that for all of these different things you see. Sorry. Well, go ahead. Yeah. Yeah. But for both of these things, they are like tools that are designed around these four months. So for example, like, you don't do magic matrix multiplications in pandas, like, like you do matrix multiplications from NumPy arrays, because like for tables of it doesn't make any sense to do matrix multiplication, but for array, it makes sense. And, and there are tools for these and then there are like ways of storing this data that are designed for these things. And for pandas, there are many, many tools that are designed many formats like file formats like that are designed for certain certain kind of a data and for NumPy as well. And usually the situation goes like this, like, you might have seen this XKCD comic that they are like competing standards and then somebody's like, okay, let's just write a new standard that it's all of the problems. Let's do something that does what both of these does. Yeah. And then you have one more. And this is how it always goes. So you have like huge amount of competing standards. So there were people asking about are. If you want to collect smooth with data from other to Python, either you can like use CSV, for example, or you can use Parkett or feather there's there's mentions in the, in the article about these different formats. If you want to use matlab, you can use math files, which are like these HDF file files. If you want to use Python and let's say Fortran code, you might need to use HDF five or, or use the Fortran file. Either in scipy or like this million file format. And, and yeah, we don't want to give a too long of a talk about it. So let's just say that they are. And if you want to see more about these formats, there's a huge list here. And more will be added here as well. And who's the format that your tools use, basically, choose the file formats that your tools use and your data is optimized for. Yeah. And I guess you could say, I mean, talk to people like, I guess our main message here isn't use this or don't use that, but actually do take a little bit of time to think about it before you go too deep into your work. Yeah, yeah, basically. And, and I would say that I'm searching do some thinking that pandas and NumPy, they already have good interfaces for all of these different data formats. So, so check the documentation, like in this page that's mentioned about it, but check the documentation on pandas and NumPy, don't write your own data reader. Because somebody all has written it already. Like somebody has written a CSV reader, you don't need to open a CSV file in Python yourself, like you can just use NumPy or pandas to read it based on like what sort of data do you have in the CSV. There's also like a question that why Excel isn't good, human readable, well Excel is a binary format, have you opened it with an editor? But it's a good point, like many of these formats are complicated. And what human readable means is, yeah, it's a complicated thing. Yeah. Okay, so maybe we can keep answering these questions by the text and we can go on. And if you want more, watch the video from last year, maybe someone could link it here. Yeah. Yeah. Okay. Yeah, but so we ask questions in the top will try to answer as many of them. That's a really good question. We'll happily answer them. So what's next, it's