Thank you very much, Chairman, for your introduction to Irish audiences here. It's my pleasure to be here. I was hosted by the Korean Embassy to explain about South Korea's policy toward North Korea or unification issues. So I prepared a PowerPoint presentation, but it's got like 27 slides. It's too long to cover all the slides here. So I thought about this morning. So I'm going to have about 20 minutes. Certain aspects of Korean unification so that you can understand. This is not going to be a completely official interpretation of South Korea's policy. In some part, this is a reflection of myself, my research during the last 25 years since I joined my institution. Actually, I need to talk about the foundation of my institution. So Korea Institute of National Unification was formed in 1991. It reflects at the time Germany was unified in 1990, and Korean people thought about why it's not us. So it was too late to establish a think tank to prepare for Korean unification. But during those times, our institution was formed in 1991. We are completely, I mean, 100% fully funded by government. So I joined my institution after I started in the United States in the 1980s. I explained during our lunchtime. And I had a vision to build an institution like the economic European community in the Asia-Pacific. So that we can have a permanent peace in Korean Peninsula. So I started my study in 1982, and I earned my PhD in 1989. During those times, it was colder war era. And I thought, well, probably I can break these eyes with the formation of economic entity in the Asia-Pacific. Unfortunately, or because I lack my predictive capability to see the future. In 1989, APEC, Asia-Pacific Economic Community was initiated among the countries of capitalist countries. So this is my limitation. So after I joined my institute institution, I tried to have some solution to Korean question. If I exaggerate 24 hours a day, 7 days a week during the last 24 years, 25 years. But I regret I didn't have capability to move our countries too close together to unify. Even an inch. So this is my limitation. So let me begin with my slide. I will briefly talk about, this is about governmental position. And then number two is my research. Number three is my vision. Or a group of colleagues who was sharing my ideas. So it responds slowly, sometimes fast. Okay, as everybody knows, South Korean peninsula was divided in 1945. The time China and Russia. And now in 2015, still we are surrounded by four powers. During those 70 years, we had achieved economic development and democratization. But what happened to North Korea? They are proud of having the third succession from the grandfather to son and grandson. Maintaining extreme dictatorship. And the unification in the environment is we launched six party talks in 2000. And we had a very important agreement among the six parties in 2005. But North Koreans do not keep the promises. And the sixth party is stolen. South Korea has tested nuclear bomb three times already. And the thing is that these relations among these four countries are also very complicated. They have different interests in the Korean peninsula. Except that maintaining status quo or maintaining peace or the unstable peace. I'll explain that then come back here. And inside North Korea, Kim Jong-un inherited his power from his father, Kim Jong-il, three, four years ago. And then, but as you know, the North Korea has been reliant on the self-reliant economy. Is having big trouble with this economy. It's also society is dismantled. And come back to the policy environment for South Korea. Perhaps many people think that South Korea's people would like to have Korean unification. But the problem is how. We do not have consensus on how to achieve Korean unification. Everybody thinks Korean unification is desirable and is necessary. On the question of how we have a division between the conservatives and the liberals. And about the will to pursue unification. This is another problem. Well, think about the time when Korea was unified. Which in 1945, the situation was Korea was colony of Japan. And we lived very poor. And we divided because South Korea, I mean the Korean Peninsula was the colony of Japan. All those generations who lived, who were born before 1945. When that population occupies majority of South Korean people. It was rather easy to pursue the Korean unification. For them, it's almost like no question. But for those people who have not experienced unified Korea. But if you look at the demography of South Korea. Surprisingly, those people who were born before 1945. It says it's only about less than 10%. It's that the population, the percentage of the population is decreasing.  So for those people, the younger generation, they do not know what the unified Korea was. My generation, I just heard from my father, talked about the unified Korea. How it looked. So for the younger generation, they do not know exactly why. And so this is another problem for South Korea. Whether do we really have capability to change North Korean behavior so that we can unify. That's the problem. So this is why the South Korean president, current president Park Geun-hye came up with the idea. Saying the unification of Bonanza. So in 2013, when she came into the office, the presidential office. Well, she found out that there's a widespread apathy toward unification among Korean public. It's surprising. I'm running the regular survey towards Korean people. When you're asked whether it is necessary to pursue unification, almost everybody says yes. Then when you're asked how much money would you put into, how much effort would you make? And their answer is $100,000 which is like $100 per year, which is very small money for the unification. So President Park suggested that this unification Bonanza idea. So it was quite a success. She drew attention from the Korean public and mass media and also from the international community. So she launched the unification preparation committee in 2014 and they are doing extensive research on how to unify South Korea. And I don't know whether we can actually have this kind of opportunity. Another interaction and exchanges in cooperation during this Park Geun-hye administration. Not certain, but South Korea's policy is about that. The fundamental difference between previous administrations unification policy and the current administration policy is our attitude towards North Korea or towards unification policy is more proactive. We are reactive because North Korean problem is a headache. So those previous administrations, they just reacted toward North Korea's behavior. President Park Geun-hye decided to move forward. So that's why she is emphasizing more international support for our effort for Korean unification. This is about last year's unification preparation committee, her speech. And then she made a speech at Dresden in Germany last year. The recent speech and the 70th anniversary of liberation. This is the important stuff. What she said was we want to achieve another miracle. Because the South Korea's economy, what we call it, the miracle of Han River. Another miracle on the Korean peninsula. Also mentioned about the 100th anniversary probably we can realize. Many pundits say, well, we're going to have unification today or last year, 2015. But this kind of nonsense. It's going to take time. So South Korea's basic policy is to lay your foundation for peace for unification. That's what the policy goal of South Korea is. So current administration. You're not going to see the, well, it can happen tomorrow. But that's not a rational way of thinking. So she mentioned about this 100th anniversary. She wanted to see the actual unification in reality. Mentioned in the 70th anniversary, the address by the president. Okay, this is a very rational or about 30 years we can achieve the actual unification. This is about today's title of unification. This is more of idealistic kind of structure or architecture for unification. We need first nuclear free. We need to get rid of nuclear bomb from North Korea. That's for the nuclear free peace. This is advocated by President Obama. And market economy piece, they should adopt market economy. So the whole world runs under the principle of market economy. And as you know, the democratic piece, the theory. Those regimes who have run under the principle of democracy do not fight this democratic piece. And market economy, the less prone to go to war. Those capitalist countries. This is a foundation for our new peace structure. And then we can have the tasks for unification preparation period and unification process period and normal state period. I will explain this a little bit. Obviously our government or our research community did not break down specifically this unification process. Because it's complicated process and also it's about the future. And it raises a lot of disputes or quarrels among the conservatives and between conservatives and the liberals about how to achieve unification. So a group of scholars, including myself, thought about how to do away with this unnecessary debate. So this is kind of a generalized model. If you were to unify certain countries, one party to the other. So focused more on the temporal dimension. This is where I call the put it more simply and sort of help your understanding. This is current or the time where we were divided. We started to make an effort to unify at the time when we were divided. You can say that way. Or you can think of the current. And this is the time when the two parties decided to go for unification more seriously.  And this is definitely marriage. Unification declaration. So you need at least this kind of period, time period. Seriously, two parties agreed to go for actual unification. That's necessary. Unless that kind of measure is taken, it's impossible. I researched on almost all cases of unification cases. In Vietnam or Yemenis and Germany and other research. All other cases. We need this period. This is very critical. And then after the unification we'll have a system integration. Here comes the, we're going to learn a lot from the integration effort made during the process of having integration, European integration from EC to EU and so on. Then I see the whole process here is nation building. So that's why I called the subtitle a new career. I do not like to use the word reunification. Because I would say like those people who are older than 70, 80 years old who lived under, like I said before, under the unified Korea, probably except, probably including those people. Nobody inside South Korea want to go back to the situation where we were unified. We are very poor. We are a colony of Japan. We do not want to go back. We're going to have to move forward. So I do not want to use the reunification. So it's going to be, it should be a new unification. Well, this is about, so many people asked me about how we can enter into that kind of situation. To actually pursue a unification. So this is a very complicated process. So all these thoughts shared my colleagues in Korea. We previously, we had this kind of simple idea about the unification. Because the division itself was made by international parties in 1945 against our will because we had no power. So they, international parties, they decided our fate to become divided. So that South Korea had been one for a long time. So it is divided. We came two. So that's a wrong situation. So we have to correct the wrong. The fundamental approach should come from the politics, political areas. We should make a political deal with the other party. So this is, I call it a one-dimensional approach. And the current administration came up with another idea. Well, this is about politics. We have our own problem. South Korea has problems as all the other capitalist countries have. South Korean population is aging. So demographic demographic is very, you know, so we need another economic vitality to revitalize our economy. So the current administration starts to think about what's good, what kind of benefits we can get from the unification. So put more emphasis on economics. Basically, with the integration with North Korea, we can have access to the Asian continent. We can have Landerwood, I don't know how to say this. And also for some certain job creation for the younger generation. Especially as you know, the younger generation, they are more concerned about their job as has happened in Europe. So that's a big problem for our country. So with unification, probably we can have another dynamic opportunity to provide us a breakthrough of our own problem. This is the fundamental philosophy behind the current administration's policy for proactive forward for unification. And my thinking is still this is two dimensional approach. We need to create a new future so that we can have comprehensive solution to the politics, political relations and economic relations and also societal relations. We're going to suffer from many things during the process of actual unification. Many people will suffer. So we need to provide certain answers or at least we need to be prepared for that kind of thing. This is called the three dimensional approach and somebody called it version 3.0. So this does not mean this one dimensional approach is not important. It should be a foundation for the second, third. And these thinking is shared by older generations. Those people in the 60s and 70s, they primarily, I mean they think that unification issue is primarily a political issue. And this is shared, second dimensional approach is shared by my generation in the 40s and 50s. They're more practical to get another opportunity to revive our own economy. And this is for our next generation, those to 20s and 30s. I'm trying to teach them to get the opportunity in the future. And I ran this unification project, the research project during the last five years. Inviting international parties so that they can think about Korean unification more seriously. So first the target was those research communities in the four powers, United States, China and Japan and Russia. And I published in 2013 containing those thinking in reflecting their ideas. And then last year I asked G20 countries except minus these four powers. Let's say like Argentina and Brazil. Probably you think about whether those countries have any relationship with the Korean unification issues. But they did have actually good ideas. So I requested this G20 countries research community about what kind of things they can get from Korean unification. And what kind of roles they would play during the process of Korean unification. So that was published in 2014 under the title of global expectation on Korean unification. And then I asked a research community who had gone through the integration and unification actually during the last after World War II especially like South Africa about reconciliation. They had a good history of making reconciliation. And Irish scholar had Romania and six, seven different countries research community. I asked them what kind of lessons we can get. So it was published in English. And I asked them what kind of things we should not do and what kind of things we should do. I think I didn't like it. Korea has a middle power and our finish up with just one short comment. I believe that we were divided because we were separated from the outside world in 1945. At the time the South Korea leadership of Korean Peninsula didn't know what the international community is. We didn't have power. South Korea's economic development itself reflects. It goes with the process of globalization. We owe very much because we adopted export oriented economic growth strategy. North Korea, as you know, adopted import substitution policies, self-reliance in common. Cut to their ties with the outside world as South Korea maintains and expands our trade without all the world. So we owe very much from this globalization process. Put it differently. We owe very much to global society. It's not only South Korean people's effort to make our country become G20 or currently in a prosperous economy. Other countries helped us. This is all interconnected economy. So it's time for us to pay back to the global society by implementing our unification policy. In that way we will be welcomed by the international community. Otherwise it will not be easy to pursue our policies here. Well, it's because of our time limitation. It's a very complicated research and I try to be simple. But if you have questions then I'll answer to that during my Q&A session. Thank you for your listening.


Thanks for checking out this video. So I had put out another video Maybe a month or more ago actually maybe like two months ago I don't know you can go back and look about updates for the creep show series that is coming to shutter if people If there's your first time seeing a video with me or seeing a video with me talk about shutter I'm huge on the shutter streaming service If you are a horror fan and you don't have shutter you must get it now It is a great value with amazing horror content and it is a must for actual horror fans in my opinion So this is another update i'm doing on the creep show series that is coming to shutter and it's going to be 12 episodes So they've announced all of the episodes what the names of them are and a very small synopsis of what the episodes are So i'm going to go over that in this Video a little bit later I'm going to read the title of each one and the small synopsis because I have their press release that they sent me um The other big thing is that they announced certain big names Of some people who have joined the cast for the show The big ones now are kid cudi hip-hop artist Jeffrey combs very excited about jeffrey combs. I love jeffrey combs If you don't know who he is he was dr. Herbert west in reanimator and he was also in the film castle freak He was in one of the masters of horrors which I did a Video reviewing the entire series of masters of horror and I ranked all 26 episodes of that I'm very proud of that video and people should definitely check that out because I put a lot of work into that It was fun But I put a lot of work in and I feel like I did a very good job ranking the episodes But he was in jeffrey combs was in one of those episodes I heard an interview with jeffrey combs on the post mortem podcast by mcgaris That's a great podcast by the way He just interviews people from the horror industry like actors and directors and producers and all over the place and Jeffrey combs is an interesting dude. It was really cool to listen to his Interview so I would recommend that Then bruce davison is getting involved people would probably know him best from his role in the x-men movie franchise He was senator kelly robert kelly That's where he's most recognizable from but I think on imdb He had something like 265 acting credits the guy has been working for a long time and he has chops So that's cool dj qualls, which people would probably best know him from the movie road trip Yes, the comedy road trip with breckin meyer and shone william scott So yeah dj qualls i'm fine with that I assume he'll have some sort of like comedic-ish role unless he's trying to break from that. I don't know we'll see and big boy boi from The hip-hop group Outcast I don't know how to feel about him and kid cuddy because I don't know What their acting chops are I know there have been a lot of people in music who have gone over to acting And some of them really worked in my opinion and some really don't work Um, like I think rihanna has done a really good job lady gaga did a really good job Um, someone I think didn't ti I don't think he does a very good job with his acting 50 cent was terrible like It's a mixed bag. It just depends on who you are. Um, okay, so let's talk about The episodes now, I'm just gonna get into it and then that's the end of it So if you want to check out now because you don't want to have anything ruined for you You don't want to know the titles of the episodes and you don't want to know the small synopses Sign off now, uh, if you do want to know let's get into it All hallows eve is the first one written by bruce jones directed by john harrison Even then they're a little too old this group of friends still want a trick or treat But getting candy isn't all they are looking for That sounds good to me. Oh, by the way, this is the first time i'm reading these So i'm reacting live like right now as I go through these i'm reacting to these like you probably are Um, so that one sounds interesting. I like anything having to do with halloween. So i'm in Bad wolf down written by rob shrub and directed by rob shrub A group of american soldiers trapped behind enemy lines during world war two finds an unconventional way to even the odds Okay, it sounds interesting that could go either way because with me and mixture of horror and like war films It's got to be the right mixture. It has to work a certain way. Uh, and by the way rob rob Oh, sorry. I had a back spasm It's what happens when you get old people rob shrub, by the way I believe is involved in the podcast fear initiative That's through the blumhouse podcasting network Um, and that's a fun like if you're into tabletop gaming like dungeons and dragons pathfinder stuff like that It's a lot of fun and he's a lot of fun on that show by the way So rob shrub if you end up seeing this for some reason i'm a fan. I like it Uh by the silver water of lake shampoony. This one is story by joe hill adapted by jason Simorella or shimorella and directed by tom savini some good names there Her dad died looking for the monster living at the bottom of lake shampoony and now will she? Um, that one seems a little too vague for me to be interested or not I usually do like things having to do with water like water exploration In my opinion, some of the coolest things on planet earth are deep deep deep sea Uh creatures So that one could be good the companion story by joe r landsdale kasey landsdale and keith landsdale adapted by matt venn And directed by dav brockner who did the ritual which i saw on netflix the ritual was a very good film One of the more unique Creature feature films in the sense of what the creature is very unique So I recommend that on netflix a young boy bullied by his older brother sneaks into an abandoned farm that is protected by a supernatural force I see a little bit of overlap with the ritual to be honest. Um But i mean sounds intriguing the finger written by David j show who wrote the crow apparently directed by greg nicotero who greg nicotero is the showrunner for this people will most know him recently from his Uh directing that he's done with the walking dead An unhappy man discovers a severed inhuman appendage on the street and brings it home Where it grows into a loyal companion with some deadly quarks That sounds really nutty That sounds like crazy nutty, but I like it. I like how that sounds. That could be really awesome Uh gray matter story by steven king adapted by byron willinger and philip de blassey Also directed by greg nicotero Doc and chief two old timers in a small dying town brave a storm to check on richie an alcoholic single father After encountering encountering his terrified son at the local convenience store the story first published in 1973 Is part of king's best-selling 1978 collection night shift So I haven't read I haven't actually read any steven king stuff. So that'll be new to me I know people are like, oh my god. Do you haven't read any steven king at some point? I will i'm sorry Um, but that one sounds interesting the house of the head Written by josh mallerman who I am a fan. He wrote bird box if people didn't know I'm a fan of josh mallerman. I've read a bunch of his books directed by john harrison Evie's Evie discovers her new dial house might be haunted That's a lot of good potential creepy dials demonic dials something like that. That has a lot of potential lydia lanes better half story by john harrison and greg nicotero Adapted by john harrison directed by rocks hand benjamin who did body at Brighton Rock, I don't know that one A powerful woman denies a promotion to her protege and lover but fails to anticipate a fallout That could be like a revenge type thing. All right, sounds like it could be good It's not a whole lot to jump into there The man in the suitcase Interesting, that's an interesting title written by christopher buellman Directed by dav brugner the guy did ritual and did another one of these A college student brings the wrong bag home from the airport only to find a pretzled man trapped inside Afflicted by a strange condition that turns his pain into gold Oh, that sounds like a really interesting concept Okay, i'm very intrigued with that one night of the paul Written by john esposito directed by john harrison a lonely mortician finds company in the ultimate Be careful what you wish for story. Okay, very vague. So I don't really know what to think So we'll see skin crawlers Written by paul dieney and steven langford directed also by rock san benjamin A man considers a miraculous new treatment for weight loss that turns out to have unexpected complications Once again kind of vague. I'd have to see where they're going with that. So I don't know And then the final one times is tough in musky holler Written by john skip and dory miller based on their short story Directed by john harrison again Leaders who once controlled a town through fear and intimidation get a taste of their own medicine. Oh, that sounds fun I I like those kind of like revenge ones were like the real bad guys get what's coming to them Like the bad human beings like people who are normal people But they're been doing terrible things and then they get their Just desserts in the end. So that one sounds fun So, yeah, so that's it. Um, are you excited for this? Let's put some comments down here and talk about it How excited on a scale of one to ten are you for the creep show series? I personally And okay, you know, I'm not big on just saying everything like I'm at a ten. I'm at a ten I'm probably like an eight between maybe eight eight and a half. I'm pretty excited for this I'm pretty excited for this. Um, I think it could be really awesome I really like anthology style things So the fact that this is like anthology each episode is its own story Much like masters of horror, which I've done a review on. Um And you should check that out do it. Uh, yeah, so it's Gonna be cool in my opinion I mean, it's pretty much got to be with all the names like the actual writers who are involved in that And that's one of the best things is they didn't just get people are like, oh, I can write a script and direct it They got legitimate horror writers for a bunch of these episodes and then use their material That gives a lot of hope to me for the series So anyway, I'm excited tell me your thoughts on it down in the comments Give me a thumbs up if you can hit that subscribe pretty pretty please It can mean a lot for my channel and it is very painless for you. It takes like a second So anyway, thank you very much spread the word about this channel if you like it and until next time keep it brutal


What's up, freedom? My name is Zesty Mike and today I'm gonna give you guys a simple tip to help you understand what your viewers like And once you figure out what your viewers like you can use this to get yourself some more views But before we get started I wanted to let you guys know that October 3rd tomorrow We're gonna be meeting up in Cincinnati, Ohio to meet and discuss YouTube It's gonna be more of like a vlogger meetup But it's still open for you guys to come if you're interested go ahead and message me on my personal channel I can give you guys some more information and we'll hopefully see you there But anyways, let's get started with the video. So if you're like me you might have a nice variety of material on your channel Sometimes it's clear as to what your viewers like, but other times it's not so much So why not learn and actually understand what your viewers like? So this allows you to organize your analytics into groups so you can actually study each group and see what group is doing Better than the rest now to do this click your icon on the top right then click creator studio and then click Analytics here. You'll see everything about your channel. However, sometimes this isn't quite what you need to know So click groups then click create video group now scroll through and pick the videos you want to track For instance with me I organized all my videos of Minecraft in a group and then I did all my horror videos and then all my Gary's mod and stuff like that and I can Compare and contrast and see which games that my viewers are attracted to the most So after you click all the videos that you want to track in the group name your group and then click save Now here you could see how your video group is doing it'll show you how many subscribers the group has brought in and this doesn't just show You the main overview it works for all the analytic options You can check and see your CPM for the show where you can check your audience retention You can click to see how your annotations work and much much more now after you have your whole entire channel Organized by a group you can go through your channel and see which videos are the best which ones are bringing in the most Subscribers and so on so forth and once you figure out which videos are doing the best Maybe do more of them instead of keep on doing videos that people aren't quite liking as much or commenting on as much Use this to figure out which ones are the best for your channel and tailor your videos accordingly So anyways guys that for today's video if you want to see more of me come over to my personal channel or my vlog channel Both the links are in description below or you can click the annotations at the end of the video We'd love to see you guys and we love talking with you and chatting with you and responding to comments all that stuff So if you want to come on over and hang out with us, please do and then guys we will see you on Wednesday. See ya


with Mike at one of his peer programming sessions, and I was like, okay, is there anything I can do for you? Because peer programming was quite fun, I've never done it before. And he was like, okay, why don't you try this? Now I got this job, I was like, okay, yeah, let's go ahead. Okay, so, yep, I'm here to talk about how to get a job as a junior data scientist. These jobs are actually quite rare, and they have gotten slightly rarer, so you have to bear with me, but basically it's still possible as long as you don't constrain yourself to just the title data scientist. And there'll be lots and lots of anecdotes ahead because this basically reflects my own experiences. Yep, so a little bit about me, I am at the Singapore government, I just started, actually, as a junior data scientist. Yep, and before I go any further, you saw the disclaimer just now, but yes, this is very important. These are my own views, not anyone else's views, not anyone, especially not my employers. Yep, okay, so. Yeah, okay, so today this is roughly what I'm going to cover. I'm going to talk about what companies want from data scientists and some differences versus the more common data analyst JD.  Some resources and portfolio examples, if the second point doesn't actually scare you enough, and then pathways to that first data science role and questions you should ask. The reason, the other thing is that, I'm not sure how many of you are actually familiar with what a data scientist actually does. Can I have a show of hands first? Yeah, so okay, so basically not the majority. If you get bored, you can start digging your nose or put your hand on your head or something, so I know to speed up. Yeah, I'm trying to make it entertaining for everyone. Okay, so before I do this talk, I thought I would do a bit of homework.  The word cloud is pretty, but I didn't use code to do it, I just checked it on wordclouds.com. Yeah, so yes, because it's prettier than the Python one, I'm sorry. Yeah, so yeah, so unfortunately, there were only 85 positions open on Drop Street when I scraped it at midnight two nights ago. So I took about 40 and I did some very minimal pre-processing and clearly what jumps out at you is like, you know, people seem to want machine learning experience, models, business. In one corner, I think you can see Python, yay. And you can also see SQL if you look hard enough. And I think that's MATLAB somewhere. I don't know, yeah, okay. So data scientists, that's data science. What about data analysts which actually has basically about 10 times as many job descriptions, job descriptions available on Drop Street? Basically you can see, yeah, things like business experience and analysis and email. I don't know why. Somewhere in there, there is Excel. You can also see Python in the bottom left, sorry, the bottom right-hand corner and actually quite a bit of SQL, which is great. So yep, companies seem to basically want experience, but if you don't actually have experience and you might be doing something completely different, what can you do, right? You have to get a bit lucky. But there is a line in the song that says you stay up all night to get lucky. So I like that take on it. You basically have to prepare a lot and just keep applying. So yeah, now that you know how competitive it actually is, what does the data scientists actually do, right? Okay, quite briefly. Data scientists frequently, this is just a generalization because there are a lot of different companies and for each company, the role could be a little bit different depending on the business needs. Okay, so what do DSS do? They get the problem statement from their managers or whichever stakeholders, and then the data which can come in many different forms. Yep, members' variety. So then you clean the data to the best of your ability and you try models to predict some outcomes. Whoever is in line with the problem statement with your manager, you update your stakeholders and go back to one. So it's kind of project-driven that way. Also at the very bottom, you've seen that I've basically put down that you have to keep up research for new ideas. Basically, for more new toys to play with, although don't quote me. Yeah, but the field is moving very, very fast, so yep. Okay, so how do data scientists stack out against analysts? You can see on the scientist column you tend to look at models. You tend to be more project-based and the requested skills tend to be. Python sometimes are SQL databases, keeping our research, and analysts, they tend to do more business as usual things like for instance, Grab has a lot of analysts looking at KPIs and monitoring them with dashboards. Or they turn out reports which they can do with SQL or they could do in Tableau, yeah, which basically are just multiple dashboards into a PDF file because this is reality.  Yep, so frequently requested skills are, again, databases, quite often, quite often Excel as a back end. And data visualization tools such as Tableau, click, yeah, a number of others. D3 is not that common. Yeah, okay, in reality, this is taken from February. I think it's possibly gotten worse. So this tweet is from this lady who is a data scientist and she basically put a poll on her Twitter asking how often do you, how much do you spend of your time, 60% of your time like cleaning data and the overwhelming response was basically most people with the title of data scientist spend over 60% of their time cleaning data. Yep, and only 23% spent 60% of their time analyzing and predicting data and there's still some work to do in production so Daniel, we'll look for you at some point. Yeah, so this is also reality. This was from my previous job. We were trying to figure out how come two versions of the same thing didn't give us the same results. In fact, they gave us completely opposite results. So fortunately, this is open source, it's from my own GitHub, so you can look at it if you want. But basically what was happening was that the original guy who wrote the package said, okay, like we have this and then the guy who wrapped it in R said, oh, you know, when I was writing the wrapper, I thought it would be good to change the random number generator and so the results are completely different. Yeah, that will become your life sometimes. It depends. So we couldn't figure it out, that's why we asked. But I would have been able to figure it out eventually if I had looked through the source code, maybe. Except one was in C++, that would have been fun. Yeah, okay, so also reality, understanding this paper. The second page is actually what you would have to put into code. Basically, this is how you would want to formulate some features. So you have to foster your features to look something like that. Yeah, okay, so this is also reality. This is at the student level, a new paper from Stanford CS224 class. It's about the model, but which just came out in October 2018 and already has been integrated into Google search. So, yeah, you can see it's quite competitive. The students are doing, it looks like a fairly good job to me, but I'm not an expert, so yeah. So basically, you end up constantly studying, yeah. So after seeing that, how many of you are still interested? You'll be spending most of your time doing data cleaning and crying tears of blood at like, you know, this, right? Because besides data cleaning, you still have to understand this and sometimes put it into production and do some differentiation so you can change the loss function which actually happened. Yeah, so how? Still interested? Oh, do you want me to go home? Okay, so if you are still interested, actually, this is the cool stuff. I really like this. I don't know how many of you have seen this. Oh, shoots, sorry. Yes, so this is a carpark space detector built with mass-car CNN as an object detector and the tutorial is actually here. You just have to search for carpark detector. I think you should be able to find it. Lots of copycats, yep. And in under 500 lines of code, but the trick is how to collect the data and label it and, you know, train it such that you produce results. That is the hard part, right? Oh, sorry. Yeah, okay, then, or you could try doing things like challenges. This is a challenge, a long time, well actually not so long time ago by Grab. This is computer vision, this I think graphs, yeah. And then this one, I'm not too sure I didn't really look at it, but yeah. I thought this was quite interesting because these are real, common real world problems, yep. Okay, so some tools that you might want to consider picking up, oops. So Python plus your library of choice, because Python has the most things. It's like a buffet, you just decide on what your favorite things are. The basic stack is usually pandas, numpy, sklearn, and keras, and pytorch, which covers machine learning, deep learning, and data cleaning. Data cleaning is actually very, very important. Possibly more than anything else. Also SQL, but then you have to figure out how to run a database, which is okay, Ken. Yeah, so within deep learning itself, or machine learning, you have to pick a specialization, because you saw the Grab thing, right? It's actually three different things. No one, frankly, has the time to cover everything. So you pick one and you stick with it, and possibly you do a lot of kegels, so you figure out what people are doing and what the latest research is, because there's a mad rush to identify state-of-the-art methods, then you can just go, hey, I win because my model is bigger than yours, which is a bit of a problem, but sometimes it works. So then one of the other things that you can do, which I think not a lot of people are doing, end-to-end machine learning and deep learning projects, one of them is the Car Park Detector thing, but try not to copy from it, because it's very obvious. Yeah, then obviously after you've done all of that, you want to use GitHub to show that you can use version control. You might also want to consider about open source contributions, which is something I'm personally working on. If you can, you try and win a challenge or two, then all of that together gives you enough experience to stand a good chance of, when you get to the interview, you have something to talk about for at least like 10 minutes. Yeah, so. Yeah, okay, so anyway, resources I like, which I personally found useful, like I wish someone had told me this when I first started, because I had to Google, spent a lot of time on Reddit, figuring out what to do. So Twitter is something that a lot of people actually use. I think OpenAI is active on Twitter. OpenAI is also active on Reddit. This is Kyming Her, responding to some criticism of Kyming Her on Reddit. Like I think this was in April, I can't tell. Yeah, okay, so then GitHub, also you can see this. Papers with code. Oh, the two guys just now are responding to me. One works at Amazon. I think the other one works at Criteo, which is basically ad tech company. Yep, okay. So I'm not getting paid to say any of this, but I like Pyimage Search and the guy who did the car park detector. And I also like Fast AI. Yeah. So if you are still interested, this is the slightly more controversial part, pathways to that first data science role. It might not be that straightforward. Okay, so this is, I went to school. I'm actually still in school. It's been about two and a half, coming the three years. I only graduated like probably, hopefully end of the year, maybe not next year. Yeah, so the unintended consequence of this, going to school for a career change thing is networking. I know everyone has a different starting point and not everybody might be able to go to school like I did.  Personally, I felt that going to school was actually worth it because of the networking, but you might beg to differ. The other thing was that going to school allowed me the time to do all these projects. These are some, but and under quite a lot of time pressure because each semester is like 13 weeks, you basically only have about a month and a half to deliver because you're learning about the latest developments in the, basically that domain, like NLP or deep learning during, sorry, like computer vision, during the other seven weeks. Yep. So, yep, this is, I might be biased because this is my personal standpoint. The other thing is I want to address this which emerged a little bit when I was talking to some of you is that could the field be saturated? I personally found it very hard to get a junior data scientist job. It was difficult for me. It was a lot easier for me to settle for something in business intelligence. Yeah, so, or, you know, not doing really data science but data engineering or data cleaning computer vision which is really a big unaddressed problem apparently. But this guy is pretty qualified and he just posted today. Okay, I'm going to summarize his wall of text. He's basically a machine learning engineer who has a PhD in unrelated things, basically physics. And he's like, okay, so I have a few papers and these buzzwords. In the first paragraph, he has a bunch of buzzwords. I don't know if you can see them. He's like, oh, I've created again and you know, I have a text. Yeah, basically like again, that was better than the best thing before GP2 which is a very powerful text generator.  What do, right? So it's incredibly, incredibly competitive. Yeah, and then the other problem is that this is actually a graph taken from someone's GitHub repo. He scraped the job positions of before and after you do a masters. Basically the dotted line is anyone below the dotted line took a pay cut after. You can see quite a lot of people did that especially the people earning more than $5,500 a month which is where the two lines intersect, right? So after you are aware of all of this, if you still want to do it, I mean, these are some potential starting points. Depends on what you like. Personally, I like coding. So I tried the research, I was actually a research engineer. Okay, yeah, basically research engineer implements algorithms for the research scientist or basically data scientist. Okay, if we like visualization and are good at it, data analysts and BI specialist roles are a lot more common. Basically 10 times as common as your normal data scientist role. If you have good backend fundamentals, you might want to consider machine learning engineer or big data engineer, yep. So these are, yeah, and I don't think I have that much time to talk about this, but we can go back to this later. Basically every role has its problems, like the data architect might have unpredictable monthly bills which we saw just now, yeah. And the data analysts will definitely have problems with using Excel as a backend because that's quite common in many, many places. Yeah, Excel, let's go. Okay, so how, I mean, like, you know, after you've picked your specialization, how do you find the right one? I mean, job. This is actually a slide from nine years ago by SoftBank. The link is given below. I made it bigger so you all will believe me. You can go to the link later and find it. Okay, this is their 30-year vision.  Sorry. Okay, so you know, the whole point is that maybe if you looked, did a bit of due diligence on SoftBank, maybe recent developments regarding SoftBank might not be so surprising because they had some companies which I think reflected this sort of ethos, yep. So that aside, I hope I made the point about doing your own due diligence. Make sure you apply and prepare for rejections. And when you are doing the whole process, make sure you understand your strengths and weaknesses. This is very, very generic, right? But yeah, like, I like to ask personally factual questions about the job. Like, what do you use as a backend? If I had asked this question, I would have not made the mistake of accepting a role then. Or interview, spending so much time on a company that eventually just use Excel. Yeah, or like, is there version control? Do they know what that is? Or what two things do you spend the most time doing if they say me things, what are you gonna do, right? Yep, okay, so personally a green flag for me is a technical interviewer because I like being technical. Other people might not like it, so this is my thing. Yep, okay, so in summary, I don't know if this has been 20 minutes. Yep, get your hands dirty, know what the code does. Please don't just say model selected for best accuracy because candidates have been rejected this way. Not by me, but I get a lot of feedback about this. I'm like, I'm sorry, but you know. Yeah, okay, then the second point is that there are many paths into data. The field is constantly evolving. And we can go back to that slide later to look at roughly what the different paths are. And then when you are doing the interview process, it's very common sense, but yeah, do your own due diligence, ask a lot of fact-checking questions, otherwise like this, okay, like this. Yeah, okay, questions? Yeah, if not, then yeah, I think that's it. Thank you. No worries.


Most people in the industry fell, they just don't show up. You know? Like literally, like in college, I had to show up to class to pass the class. It wasn't hard. It wasn't rocket science. If I showed up, I won. In insurance, you just got to show up. You know? Most people never show up. So they don't win. 98% of success. That thing online is just showing up. Yeah. But it's reality. Dude, it's so simple. It's like, okay, I just got to show up. Like for me, I got to wear about every 25 doorknocks that I would make. I would make a sale. So guess what I got to do? So I went out to try to do 50 doorknocks a day and make two sales a day. Like it was easy. You know what I mean? But I had to show up and do it. Most people don't want to do it. Like if you say, they'll say, I want to be successful no matter what, Nate. You're like, go do this. Well, except for that, I really want to be successful. But not if I have to do that. You know? I'll do it as long as I don't have to do that. Like I mean, in the mortgage protection, same thing. Like you set up the number of dials, right? If you do 250 dials, you'll get a whole X amount of people sell anything. And you start counting it and you realize you're making $7 every dollar you make. Exactly. But people don't see that. They see the $17 in May with no answer. And the person that didn't show up and the reschedule. So you went from... Well, and the one problem that I have a flaw. Okay. Whoa, wait. Hold on a minute. We have all cameras on. We... I have many flaws. He has a flaw. I don't know where it's... This is going to be good here. Let's make sure we have this. The battery is going well. We're good? How do you ask for this flaw? Here we go. What do they do that like in the movie? Yeah. Action. Action. One massive flaw. Okay. When I train and educate on YouTube and train insurance agents and all that stuff, I train so simple that it makes it seem easy and attainable for anyone. But I met... But it wasn't as easy for me as it sounds like it was. And people need to realize that just because I make it seem easy when I do some training, it doesn't mean that in the real world, it's actually going to be that easy. And that's one thing that I haven't done well and that I've probably done the insurance insurance or a disservice because I've made it seem like everything is easy. Like I got a comment on YouTube earlier because it was me cold calling. You've been talking for 15 minutes and you got... Look, 2 hours ago, Jordan C comment on my YouTube, you make it look so easy. It's a cold calling video. It wasn't always that easy. You know? Like for you, I've seen you go out. The dude could write $100,000 a month of life insurance part-time and you're one of the few that I know that could actually pull it off. And it looks so easy, but it wasn't always that easy. It takes time to get freaking great at something. Well, it's simple, but it's not easy. You live here in Texas. Would you say it's slightly hot? Yeah. Dude was like 100 when I was playing basketball. I was like covered in sweat. So if I said, hey, Cody, go outside my backyard and dig 10 holes so we can plant some trees. That's simple. Oh, dude. I don't have to like... You don't take a class? I still think that's easy too, but yeah. But no, it's not easy. Yeah. It's not easy. Yeah. Not for everybody. Yeah. Right? But I say, hey, go out and dig 100 holes. Yeah. It's a little bit harder now, isn't it? Yeah. And then people will go out and go, hey, I can do 10. And then they get the 12 and they come inside. It's hot. I'll do it. I'll finish it tomorrow. I'll be sunburned. I'll finish it tomorrow. Yeah. I'll be hydrated. You don't understand. The sun makes me mental. Yeah. Well, it's also a mindset thing too because you said, you were about to say that's simple but not easy. And I said... I know. It's still easy. It's still easy. Right? I look at obstacles. So here's another story. I started training and working out with a trainer because I have two that we trade different days, but whatever. In January. Which is obvious. Hercules. Shout out. Dude, I'm still tiny, bro. I'm not big. I'm not big. Stop. I got to wash my clothes on his abs, right? I'm not big. I'm just... I'm in good shape. Rich, how about that? That's it. Whatever. I don't know. I don't work out. So they call it like swole. Like he's ripped. Yeah. This is going to turn into a workout video. Like you get served. Yeah. We need to do a workout video. 8% fitness. We need to do it for sure. But when I went to my... I had my first workout. Right? Well, one of my first ones was later when COVID started happening. And I had him come to my house. Yeah. Remember, you had a post at your garage and stuff? Yeah. Actually, I don't think I started in January. I think it was later. So I hadn't worked out with him very many times. My first workout at my house destroyed me. I couldn't finish some of the exercises. I was tired of your day from watching you work out. I actually woke up sore this morning. I told you I wasn't going. I'm... Go ahead.  And it irritated me. And I said from now on, mentally, I said get the freak out. I said from now on, when something is difficult, I want you to say out loud, this is too easy. It's like when you said that was supposedly hard, that was my... That's my thing now. Like it's easy.  And I'll be like, dude, it's too easy, man. And they cannot break me now.  But it was a mindset shift because I wasn't that way towards working out. I didn't like to work out. I worked at Stapersonation 2018, I wore a t-shirt, 2018 Stapersonation yesterday, last night. That conference, I didn't work out every day.  After that conference, I said dude, you are telling people energy is everything.  But you're not working out.  I'm talking to myself. A week after the conference, I started working out. In November of 2018, I was on vacation, actually. In November of 2018, something clicked and I've worked out literally almost every day since. Wow, too easy, huh? They do, it's too easy. I bet he hates it. Oh, they do!  Yeah, yeah, yeah. So now they call me too easy, Cody, yeah. So take us from real quick, because this is what I think everyone wants to know and the people are still watching. Take us from where?  I know. If you can't finish a video, you'll never finish a day of success. Here's a guy who hasn't hit the age of 30 who dwarfs the most entrepreneurs in the entire country in terms of success and credibility and integrity and likability. I mean, there's very few people I see that hold on, that don't like you, right? You have the guy, the all American boy, the kid next door, you have a lover, your family, God, you're like the whole package, right? I wanna be liked. I don't like having haters, like, you know what I mean?  But also the way you talk about me now, five years ago, I couldn't talk about myself that way. Right. You know what I mean? And, but I always wanted someone to talk about me that way, you know, or some type of success or some type of money or a company or people. Dude, literally, nobody will believe this. I think it was a, was it 2016 or 2017? Maybe part of 2017, I hired my first employee ever. Oh, three years ago. You know what I mean? Like, anybody can have. That's scary. That's scary.  And now you're hiring like 30 a week.  You have like 70 employees.  And what you've, I think it's, tell me if you agree with this.  You go after it. And all of a sudden you go, you start getting these principles that he talked about desire, right? And faith, right? And all those suggestions and the discipline and all the, you know, thoughts or things. And then all of a sudden that starts becoming too easy. And it was like, where was this the whole time? Yeah, yeah.   There's no way to run a half marathon in under two minutes or nine minutes a mile. It's not going to happen under two hours. Not going to happen first marathon, trains for a week. And I had no doubt. You know, it was the Hillbilly marathon. Hillbilly run. In Ozark, Missouri. However, who cares? It doesn't matter. You're going up and down the hills on the Hillbilly run. And you're in a competition against the other people. You're in a competition against yourself and you finished under two hours. Averaged under, I think it was a bright ad or under nine minutes a mile. Correct. And everyone told, everyone you talked to said it can't be done. For your first one, that's what they said. Yeah. And you did it. But that's now your life. Well, but what's funny is though, one week before that, I ran seven miles. I averaged 10 minutes a mile for seven and I was dying. I'm like, I can't even finish them, finish it. And then a week later, I'm running double in less the time. But it was something in me. So I wrote something down. Do you talk about goals and write stuff down a lot? Oh, absolutely. I wrote down the night before. I think I saw a picture of it, by the way. I just completed my first ever half marathon in under two hours on this date and signed it. That's it. That wasn't fake. I willed it into existence. Now the difference is I don't just say stuff. I went out and did whatever the freak it took to finish it. I was dying. I said, what type of story will it be? Cause I got up to where I was averaging 905, 910 per mile about halfway.  I said, what type of story will it be that I can look back on? If in this moment I hyper focus and do the things I want to do, what type of story will this be? So I'm going to get up and tell part of that story tomorrow. It's a success law, Cody. And most people ignore it. If you re, they're thinking, grow rich. He lays it out in Napoleon Hill, right? Yeah. He lays it out there. It says your mind is a computer. It's programmable.  And he said to write them out. And I was taught to write them on blue cards cause it's friendly to the subconscious mind. The house we're sitting and I showed you a picture at last night. I also showed this picture up there. I'm starting insurance industry. I'm completely broke cause I had left my other career. I went through my savings. I'm driving around the people's homes. Like I thought I never would. I have to replace $20,000 a month income from my previous lifestyle that I had no money coming in. And I drive by a house, I take a picture and I sent it to my wife and I saw the text. I said, we're gonna buy a house like this one day and put heart and I'm less than a month in. And I showed you the picture. How like 90% almost the exact. And I forgot about the whole conversation. I forgot about that picture. I found it later. So you did what most people don't do cause I think it's cheesy. I think it's hypey. They go, oh yeah. Andrew Carnegie hired Napoleon Hill studying people for 20 years. The most successful people on the planet. And he said, hey, what do they do? They auto suggestion and they programmed their subconscious mind. He wrote, he needed a title by the next morning and he did the same thing. He sat down and he said, I commissioned you my subconscious mind and come up with a title that will make millions of dollars and help millions of people. Napoleon's help lost talks. And he wrote it on a card, signed it, woke up next morning. He goes, I got it. I got it. They can grow rich. Here you are before. Like it's so powerful. It's like, there's so many hacks. I guess you guys call them hacks. They hang around all the millennials, right? It's successful conversations because where's your phone? We're all talking. I'm not used to this.  There's like, I'm like 20 people. I'm like, my phone's upstairs, guys. My phone's upstairs.  Oh, did you see this? I'm like, that's crazy.  And you did it. You did the hack. I mean, it's no shock. Like that doesn't shock people. It doesn't shock me. I'm still doing it. It doesn't shock me. I'm still doing it. I've got a picture of the jet that I will own one day that I don't have right now. You know? Like, and the same thing with my wife. I was always telling her, like, these are the things that we will have.   Faith. Yes. To activate. Yes. You know, the Bible says faith, the size of mustard seed will move mountains. Well, I've never seen one move a mountain, but in my viewpoint, the NIV version, the Nate international version, right? Faith, the size of a mustard seed can move mountains. It means if you have a little bit of faith, you can have success. So what's that mean? That means zero doubt. Yeah. You can't have faith and doubt at the same time. Like you can't be kind of pregnant. Right?  Yeah. Like you're either pregnant or you're not, right? You either have faith or you have doubt. And so what I think the Bible is talking about, right, the size of mustard seed can move mountains, it means that if you have zero doubt, there's no obstacle that you can take out from up to you. Yeah. Hey, if you love this, dude, you need, you got to know me. Now it's time to get to know the interviewer Nate offered himself. I've got the interview for you. It's right here. Click on that. We'll see you in there. You talk about impact, right? I don't think you do it for the money, even though you have a lot of money and you always look good, right?


Keep it clean. What's going on? It's engraving here with another video and in this video Whoo a lot of the same stuff keeps keeps resurfacing and coming up again But it's all good cuz little tidbits here and there Continue to come out about different things But anyway, one of those things that it came out about was there's Brian and he Was going back and forth with some different people on Twitter. Well yesterday the day before whenever it was And they mentioned the Ravens offer to him and he said he didn't he didn't regret turning it down so While we all see that he remains unsigned and I'm still waiting to laugh at this Brian for not signing with the Ravens because It in it looks like it ends up being his loss Because he's still waiting. He's still waiting And also we got some first-round draft picks that haven't been signed yet Looks like Ravens are getting that together and also could this be the best defensive back group that we ever had Anyway before we get into those things, let me introduce myself me I am engraving vids and this is my YouTube channel engraving vids and I'm a Ravens fan But on here we just talked football period So make sure you subscribe to the YouTube channel turn your notifications on and leave a like on the video We got 22 people in here, but it's only six likes Y'all make sure y'all click that thumbs up button and again turn your notifications on and follow on Twitter Instagram and snapchat most importantly Twitter because Sometimes YouTube will unsubscribe you. I don't know why they do that, but they'll unsubscribe you and You miss out on everything And that's a lot of everything because we put out a lot of videos every single day as y'all already know so To get into this video mr. There's Brian again, like I said, he said that he doesn't regret not signing with the Ravens Now when he when the Ravens were first interested in him I'm like cool like Ravens. They've been making it publicly known that they really want there's Brian They talked about it in the press conference and even Joe Flacco went out of his way and he talked about him Joe Flacco like never does that about free agents. When do you ever hit his guy talk about but nothing happened? Really did I thought he's gonna be a giant I was like it ain't no doubt in my mind that dude is going to the Giants because everything was just leading up to it But it didn't happen. There was there was newspaper articles that said oh, yeah, the Giants aren't interested in the Odell Beckham Jr I mean interested in theirs Brian And I was like, I don't believe that I don't believe that But happens had actually offered this dude more than Crabtree or around the city Yeah, a little more than Crabtree and they offered this guy $10,000 deal Seven million years. So he this would have been sitting nice right now He would have been sitting nice. It ain't money that he made But it ain't as much as money as he made before but it's still a nice chunk of change, man He would have been on a team that's growing. That's evolving. That's about to come to a big a big big big change But it would one year 11 million something like that Because if they cut him after this year, I believe the There wouldn't be much harm done to their salary cap if they chose to do so So we'll see how that goes, but I'm sure that there's Brian deal is probably similar to that But there's Brian said no so that was that so it is what it is So I felt like and I've done videos on it you go back and see the videos on this Brian I felt like Man, there's like you you turn that down and now look at you now look at you What's going on everybody coming through to I appreciate y'all? But with Dennis Bryant While I did laugh at him for turning down the Ravens deal If he feels like he could get something better, hey, I'm all for it. I got nothing but respect for him for For him betting on himself if if somebody choose to bet on himself I got zero problem with that if you think that you can get better elsewhere Or if you don't want to feel like you're settling and you feel like you could be in a better situation Hey, do your thing man. Do your thing. So with there With there's he didn't regret signing with the Ravens. Yes He did come out and say that he said it on Twitter because he was going back and forth with some fans And he said no, he don't he didn't regret it. He didn't regret it at all and he came out and said Ravens He didn't come out and say oh it was that team or I didn't I don't regret signing with Signing with a team. He flat out said Ravens. So shout out to there's Brian for being transparent Shout out to there's Brian for being straight up. Shout out to there's Brian for not beating around a bush I love that. I love when people can be straight up I love when people can be honest and I love when people can tell the truth just still remains Where's there's gonna go? He also mentioned when he was doing those when he was tweeting he mentioned I just dropped my Gatorade great. He just mentioned that He mentioned that he will not be retiring either So there's that so there's Brian. We're still waiting to see where he goes where he ends up So we'll see how it goes. So that's that So and he also did mention too There's a lot of the articles will he's been said that he's been seeing and I've been seeing too especially pro football talk they mentioned how There's Brian is hard to get along with he's a hard teammate to get along with blah blah blah and he said that he is tired of He said he surprised that the media hasn't gotten tired of turning their backs on them and trying to make him out like a bad guy and we have seen that with enough players not just there's Brian where the media will say this and that and Everything about them, but it could couldn't be further from the truth and the player and the players teammates. They'll say the exact opposite So that's that that's nothing new. That's not really news That's just what the media does the media always puts a spin on different stuff Just to try to create a story like for example the Joe flack of Lamar Jackson thing Lamar Jackson Only thing he said was I haven't heard from flack. Oh, that's it Media goes out and said they they spin the story. Oh flack goes ignoring Lamar Jackson Lamar Jackson Gave Flacco phone calls if he called them he sent them texts, but Flacco won't return his phone calls It's like man, they took they took that they took a tiny thing what Lamar Jackson said and they spun it They spun it like they couldn't spend it no more but That's just the media. So that it is what it is moving on there Even getting everybody signed they get know they draft pick sign. That is one thing that's great about the The ever since they changed the rookie wage scale That has been one of the best moves that the NFL has done That's been one of the best moves that they've come up with been one of the smartest moves that they've come up with because it just makes Things so much smoother it makes stuff so much easier and you have you know, you're getting wherever you're drafted You pretty much know exactly how much you're gonna get you know around the price range or the pay range You're gonna make you know that so that's old news to you yes They will spend anything like a carnival of ride. That's true But yeah, you know exactly what you're gonna get so That makes stuff easier so the Ravens just the last two people they got to sign is Lamar Jackson and Hayden Hurst So I'm sure they'll be signed very soon soon enough. So and that'll be that and then With these Ravens. Oh, could this be the best? Defensive back group they ever had could it be? Because we man If you look at it on paper, it's like hold up. Wait a minute these these dudes could be something serious and I think this this could really it could really be special man They could be special, but it's a big if on them being special and y'all already know what that if is It's the same if we've been talking about all season It's the same if nothing changed and I know a lot of y'all already know what that what the if is Oh, you're looking at all the trees in the background. Yes, a lot of it's a lot of trees on my way home From work. It's a very scenic route. It's a nice route. It's very calming too. It's peaceful. It's very peaceful And I love it. I love it. Love it. Love it. Love it. Love it because it's quiet It's peaceful when it's traffic. It's traffic, but it's peaceful It ain't too much of a lot going on it can be when it is but yeah, I like it man. I like it But anyway Because we got a Jimmy Smith. We got a Marlon Humphrey. We got a Tavon young. We got a Brandon Carl We got an Anthony Levine. We got Anthony avid. I don't know how he plays yet though So I can't really speak on him too much. We got a Jalen Hill Did I say Marlon Humphrey already? I think I did but I'm not sure then the safety is we got Eric Wettel Tony Jefferson Chuck Clark the Sean Elliott And it's One the biggest thing with that if if they can stay healthy That healthy and that just If they can stay healthy, that's that's so important and that's so crucial and that's just so That's so Raven To Disney Channel Can they stay healthy if they can stay healthy man? Oh the sky is the limit the sky is the limit When he's healthy Jimmy Smith is one of the best But he's just never healthy Marlon Humphrey he showed last year he can hang he can hang with the big boys Tavon young perfect guy for the slot playmaker Brandon Carr solid cornerback always healthy Solid not the fastest in the world, but he's solid man Avery, I don't know anything about you. So I can't speak on your drinks your weaknesses any of that stuff Jalen Hill he came on strong undrafted free agent and for you to make the Ravens roster Not just as an undrafted free agent, but as a cornerback undrafted free agent That says a lot to me when the last time they they brought in an undrafted free agent rookie and they made the roster as a cornerback When was that when have they ever done that? Let cuz I can't think of any times especially recently I don't remember if y'all know any times, please let me know because I have no clue, but for Jalen Hill to do that That speaks well Jalen Hill was also I know it was just preseason, but he was a little ballhawk and of course in regular season He wouldn't get that opportunity because he had so much ahead of him, but he made the roster He was on special teams doing this thing He was ready to get in if you need if he needed to so shout out to Jalen Hill Oh, and we got Maurice Kennedy to Kennedy is a longer guy. He got a work on covering him out Rouse, man but He'll be fine. He'll be fine So Raven's got a chance man. They got a chance to be Great, they got a chance to be dangerous. They got a chance man. They got it. They got a chance So they got a they got a real big shot, but the biggest thing again Like I said with all of these guys, it's just health. It's just health. That's it already know as far as Raven's the They're coaching staff with developing and I Know this bus isn't gonna do it. Come on lady. You got to be smarter than that.  Let's see if it comes up in the camera. There it goes That bus is it's a roundabout right right by where I stay at where Where I had to right away, but this bus. Oh, she's following me now. Let's see if she followed me into my development She's like she wants to I think she wants to Okay, she ended up leaving y'all. Okay, I'm safe. I'm safe. We're good. But anyway With the yeah, if they can stay healthy They'll be fine because I know what the Ravens coaching staff with audit the training staff with their development The development team. I mean, they're developing of cornerbacks. They do a great job of that man They do us they do such a great job of that. So I ain't I ain't worried about that but I'm just worried if these dudes eat their weedies and that and they have the health to Maintain and play a full season because that's what's gonna matter the most anyway appreciate y'all. Thank you Again, if y'all want to be a part of NFL questions from subscribers, you know what to do This wasn't any questions from subscribers. This was just Some topics from me engraving vid. So I appreciate y'all make sure you subscribe to the channel if you haven't already Subscribe to the channel turn notifications on so you don't miss anything leave a like on the video See now this way everybody come through at the end. What do y'all always do this y'all be wanting me I'll be wanting to still keep streaming But I do got to go I do have to go so I appreciate y'all. I love y'all team. Keep it clean. We out


Hey guys, it's Nathan AK of the Foot Account, and welcome back to the channel. We are covering some LaLiga team of the season predictions today, because that is the next team that sees a squad that is going to be released inside a FIFA 21 after the Premier League is over. So we're taking a look at LaLiga, right? We've got a big time headline player with Lionel Messi. We've got guys like potentially Suarez, Benzema, Joao Felix for some of the attackers that could potentially be in. Now, of course, the way they're doing TOTS squads this year, only about 15 players, then a couple of SBCs and objectives. So it's definitely not as many players as we have seen in the past. But hopefully we get away from this whole not very big boost. You know, Premier League TOTS didn't have that big of a boost, but the community TOTS did. So hopefully it was only Prem. Hopefully they see, hey, people were not happy with that Premier League TOTS and hopefully they give the juice on these cards. So we're going to take a look at the 15 cards that we think could be in LaLiga team in the season based off of their real life performances and also look at their potential FIFA card with some pretty realistic looking upgrades. And we're going to start with the attackers and that is going to be Lionel Messi. Of course, as you see, now we gave him a 99. I'm not sure if Lionel Messi is actually going to get that 99 because for some reason it seems like they're not giving 99 rated cars. Supposedly somebody said there's some deal with Pelé. Like he's the only 99 rated car with his moments and nothing's going to come after that. That is 99 rated. So not sure how much legitimacy there is there, but this is like going to be one of the worst team of the season. Messi cards we've seen then without having the pace almost maxed out in the high 90s. It's kind of an L. I mean, if you look back in the past two years from team of the season, you take a look at FIFA 20 team of the season. Messi 98 pace 99 shot 93 passing 99 dribbling right wing card. You look at FIFA 19 99 pace as well. So a lot of 99s on the cards from previous years. But honestly, this year on Messi. I mean, if we take a look at his team of the year card from this year in FIFA 21, it's nowhere near close where some of these cards have been before, you know, 73 physical versus what you had last year on his tots at 80. He had 98 pace this year on his team of the year only had 93. So I mean, I'm being realistic when we put a card like this for Messi here on this page. Now, if it is center forward, that could be interesting. If they do make team of the season, Messi is center forward. But for the past few years, he has been right wing. And if he is center forward, I think that would add a little bit of value to the card. But again, it's just I'm just trying to be realistic with these ratings. I think Messi is going to kind of be kind of cheap. Right? I mean, Messi's team of the year card is 2.6 million coins right now. And with, of course, this is not a new card that we would be expecting or not expecting, right? So it's not had it doesn't have a lot of extra hype. Messi isn't really that meta this year is in the game. So I mean, we're potentially looking at this messy team the season card being somewhere around 2 million coins, maybe a little bit less by the time it's all said and done in the next couple of weeks. And of course, the car like this Messi is going to get rereleased into ultimate tots as well. Now we've got Benzema here as well as another striker card. Now he's been very popular this year in FIFA because of that headliners street card. This is his tots from last year. I mean, I don't think we get anywhere near this card this year. This card the tots Benzema last year was around a million coins about 880 to a mill. If they're going to give Benzema a big boost, they got to give him plus five pace. He's got to get that 90 pace, but I'm just fearing that he won't get it. Of course, this card is probably going to be pretty fun. People like using this headliner Benzema, but he's only 200k right? So if we're taking a look again at this Benzema card as we go through these this guy is probably only going to be like 4 to 500,000 coins.  Gerald Moreno here is our third attacking card as a striker going to have some pace. You know, probably going to be pretty cheap as well, but you know, maybe a pacey striker that you can put in your LaLiga side. I don't expect that card to be too much more than like 200,000 coins with those stats right there. Now let's move on to the midfielders because there's some potential big boys that could be midfielders in this team. I mean, look at that Marcus Llorente card. 92 rated right mid from Atletico. That card looks ridiculous. Even with, I mean, they wouldn't have to give him that big of a boost to make his card look nutty from what he has had this year. He's got that 86 rated right mid informed card which we're going to take a look at right now. This card could be insane. If you give him like a plus 5 or a plus 6 boost, of course, getting into that 92 pace, probably getting close to 90 physical, 90 dribbling. I hope they do this guy well. And give him the juice because I think that Llorente card would be something a lot of people would be interested in with the Spanish links with the Atletico Madrid links. A lot of Atletico Madrid specials. Of course, the Juárez cards have been out all year long like his player of the month, stuff like that, all the objectives like the Korea card that we had.  A very popular card in game. That one might end up being, you know, five, six hundred dollars in coins with the hype that card could have. So just kind of something to watch out for there. Casamiro could be getting in with hopefully a pace upgrade. Now he's had a team this season in some of the recent years as well, but it hasn't been like that good. I think it was, it was FIFA 19 where he had a Tots card potentially. No, he is not actually Casamiro has not had a Tots card in the last two years because last year we had Cruz, we didn't have Casamiro. So that's kind of interesting that if we do get a Casamiro this year, I mean, we need that pace boost, right? I mean, actually, yes, last year he did. He was in community Tots. That's where he was, but that's not going to be a very expensive card. Tony Cruz as well. That's obviously a really, really good-looking card. Now, if you compare that to his card from last year, you know, 82, 82 pace, sorry, 98 passing. We need that passing to be up. Last year, this card had 98 passing, which I'm hoping they give a big juice on this card like they did. Five star week foot. I mean, this guy started off at about 300K and of course dropped down to 180K. So not going to be a very expensive card, but one that will be cool, right? One that will be cool to try, fun to use in-game potentially for the passing stats that he will have, probably a great finesse shot. I mean, last year Tony Cruz had to eat, I guess never mind. It's not a finesse shot trait, but he's got the long shot taker trait. So that could be a fun card as well. And now let's move on to the defense because of course we all know about the LaLiga backlines that are so meta and overpowered this year. Rafael Varan. Is he going to get a Tots card again this year? I think he might, but the thing is, Rafael Varan's Tots card this year, it was expensive last year.  Jordi Alba potentially getting a Tots looks pretty good. Oblak or Cortua. I'll show you some notables that could be in the squad also in a second. Kunde getting in as well. Now Kunde's had some informs this year. And of course that road to the final that has got a lot enough hype. Again, we had some decent centerbacks that came out during Premier League Tots. We have more good centerbacks looking like they could come out here. Kunde, of course, Varan getting in as well. I mean, Varan's going to be expensive, but this Kunde card I think could be a real gamebreaker because his body type and game you guys that have used the road to the final, you absolutely love that card. I think that one's going to be more of like a cheap slash budget beast. You know, you look at a guy like Fofana who's 250K right now. This Kunde card is probably going to be a little bit better than him with 87 pace. That's a lot of pace, right? So we're looking at some good centerbacks that could be coming out here with LaLiga team this season. Now, take a look at that Varan card, right? 91 pace, 95 defense, 93 physical. I mean, you take a look at his card from last year. He had 95 pace, 97 defense, 93 physical. Maybe not as good as last year. I mean, this card was around the 1.5 mil range while he was out. Then of course dropped down after that. But you take a look at Varan this year and his road to the final card is already 1.3, 1.4 million coins from where he has been. And he's been a lot higher than that too. So this card right here, I mean, Varan's going to probably have right around 90 pace or over. I hope they give him a big juice. But Varan's first day price, he's probably going to be around that 2 million coin range. If he gets a big upgrade, if they make him a 94 or a 95 rated tots card, this Varan could be expensive and it could be, you know, really OP and really meta in game. So that Varan's probably going to be the second most expensive card behind Messi when this tots squad does get released. So those are kind of my notables from the starting 11 for what be, could be inside team of the season. Now we'll go to another list here. Maybe some of the bench cards. Of course, we fill out a squad of 15. Some other cards that could make it in or be on the bench. Oh, Yarzaba, right? He has had a really good year. Multiple informs got that headliners card. That could be a nice left wing, right? With a boost all 90 stats, except for physical and defense could be decent. Iago Aspas again, another year with a lot of informs. Griezmann has been playing well as of late. Potentially a Griezmann card, getting upgraded as well. That could be a fun one. Now, I don't think Griezmann's card last year as a left on the left side really made that much of waves. But in FIFA 19, we had this 97 center forward Griezmann at Atlético Madrid. And this guy started off really expensive. You can see in the three-mil range, dropped off into two-mil range. But I mean, there's no way that Griezmann is that expensive this year. Only with, if there's only 90 pace on that Griezmann card.  So a Griezmann card this year is going to be nowhere near that expensive. I mean, this card looks pretty good, right? But only 90 pace. If they're only giving these smaller upgrades for team of the season, it's not going to look that insane, but it's also not going to be that expensive. So these are some other notables that I do think could get in. So, yeah, overall, La Liga Tata looks interesting, right? Of course, you've got the Messi. You got the Messi that you could be seeing in here with hopefully 99 rated. And hopefully they just juice up the stats for La Liga. Benzema could be very interesting. Again, rolling through these cards one more time. Llorente is going to have a lot of hype. Cruz Casamiro, okay. Decent, right? Decent. And then, of course, you look through the defenders and you see Veran, Kunde, Jordi Alba could be pretty good. I think, you know, when you talk about La Liga backlines and you can't go without mentioning this foot birthday for Len Mendy. And that's what I want to talk about just a little bit at the end of this video is some La Liga cards that are going to be something you want to watch for that maybe not be actual Tata's cards. But, you know, as we saw last week with Premier League, a lot of the out of pack specials, the other La Liga special cards in this game are going to have potential to rise later on because of those links to those hyped up cards. So this Mendy card, if he doesn't get a Tata's or some sort of objective SBC, this guy is going to be crazy, right? One of the best left backs in the game is 800,000 coins. He's dropped off a bit. I would keep an eye on that card. I would also keep an eye out on this other foot birthday Real Madrid guy and that is Mulderich. 222,000 coins. That card is going to be kind of fun to use for people in the game, I believe. So just watch out for some of your other special cards. Ansu Fati as a Barcelona striker, right? That's still a card that is team of the season-esque, right? He has end-game stats. He's 1.1 million coins from Barcelona with the Spanish links. Really good, really meta card in game. So I would want a hundred percent keep an eye on this guy Ansu Fati as well. 1.1 million actually looks pretty cheap right now. But again, that's kind of my prediction for La Liga team of the season, man. I really, really hope that they give Messi a 99-rated card. They juice up the stats and hopefully they saw how, you know, not very happy we were this last time period. With the Premier League Tots and I really, really hope that they give a massive, massive boost to some of these, you know, La Liga Tots cards. I hope they do them well. I hope they see that. We were not very happy with how things went in the past couple of weeks and they they do the business on these cards. But let me know down in the comments what you guys think about this prediction. Of course, try to throw in some price predictions as well and talk the market a little bit to make it more interesting than maybe your average prediction video. But of course, this is coming out on Friday in FIFA 21. I think that date specifically is going to be Friday May the 7th is when we will see La Liga team in the season dropped inside of FIFA 21. So if you have any questions comment them down below. Let me know what you guys think. Of course, drop a like if you enjoyed it and subscribe if you're new. It's been Nate the Foot Account and I will catch you guys later. Peace out.


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Welcome, folks. This is Tom O'Brien at TFNN. We go five days a week. We go seven hours a day. We go 24 hours a day on the Internet at TFNN.com. Always remember, folks, whatever you think about, you bring about whatever you focus on, grow so everyone's having a great day, safe day. It's a TGIF, folks. Make it a great one. Surrender and let go of the past. This is a great card. It's particularly a great card about being present. Whatever life takes away from you, let it go. When you surrender and let go of the past, you allow yourself to be fully alive in the moment. Letting go of the past means that you can enjoy the dream that is happening right here, right now. Yesterday's gone. Tomorrow's not here. What are you going to do right now? Market-wise, let's take a look at it out here. We have the Dow Industries down $7.15. You get the Nasdaq off $4.41. S&Ps off $129. Gold contract trading up $15.50 at $19.06. You get Silver at $22.90. Light Sweet Crew, $104.60. Notes and Bonds. You get the 10-year note, down $6.00, $1.1905, the 30-year off $16.00 at $140.23. The amazing part, folks, is this. When you actually looked at the bounce that we had yesterday, you can see that the notes and bonds couldn't even go up, go down, rather, meaning up on price, down on yield. And that was a monster heads up. This is another one.  And guess what? The bonds are still going down. The industry streets are still going up. And the reason being is that what has happened out here today also is that your probability that the May Fed meeting is going to do a 0.75 rate hike. Now, this is a, this is a trade is probability. That's what they're betting on right now. It went from a 0.50 to a 0.70. You know, we talked about the aspect the last couple days about the Fed fund rate right now. The Fed fund rate right now is 0.25 to 0.50. Well, they want to get to 2.5. You do the math on that. You know, the bottom line is that they want to get to 2.5. That's a long way from 0.50. $Kingdala. $Kingdala is down 600 ticks trading out here at 1.0301. Euro is a 1.05. Yen is at 1.29. The British pound is at 1.25 to 1.00 US dollar. iPhone number is<PHONE_NUMBER>. It was called, folks, one that's going on in your world and the world of the S&Ps. Let's take a look at them. What do you have? So we're going to take a look at the spy first. And we have inside the spy right now. We're at 414. The spy has this high volume, low that's going after. That's 41064. And the danger part out here today, folks, is this, is that going down into that level, which is doing, and not hitting it today. See, it would be better if it actually hit it today and got it over with. Because when it doesn't hit it today, you hear me always talk a lot about building cause. Building cause is very dangerous in down markets because you're building more energy to get to lower price. And this is what this looks to me like. This is how this is setting up. So I assume you're not going to hit it today. You're going to hit it on Monday, but you're going to hit it. You're going to probably blow right through it. We take a look at the NDX 100, the 3Qs. And by the way, when we do come back to work on Monday, what you're going to have there is that we have window dressing. So you can see there's certainly no window dressing going on today. We take a look at the Qs, the Qs that low there, that it already blew by is 31829. So with that sets up, that sets up, you're going to the next level down. And the next level down is not pretty inside the Qs. We take a look at this and what you're going to see. Oh, this is heavy. Oh, hold it one second. This is, oh, you got an ABC down. Oh my God. I didn't want to have to be the bearer of bad news over a weekend. But guess what, man? This is a monster ABC down. Okay, let's do the number. 408 318 is 90 bucks. That's 260. It's 260, right there. We're going to 260, man. This is a confirmed ABC structure down. You can see it. As you see it on the weekly, I'll put it up in the monthly 260. And it makes sense because what happens is that we're going to get some at 297. You should bottom line, get a little bit of support. But 260 is the ABC down, man. That's going to be intense. That's June. Now, September of 2020. Kingdala. Let's go take a look at Kingdala right here. What do we have with Kingdala? Would you have a Kingdala? We bring this up. This hasn't given up the ghost yet. If we take a look at this, what you're going to see is that bottom line is that Kingdala, put this back even further. I'm going to put it back like 50 years. I'll put it back 30 years on the monthly. And what you're going to see on Kingdala is that it didn't handle the top, but you're still up here, man. I mean, this was like, if Kingdala breaks this 103 680 and we got to the 103 938, but right at 103 016 right now, bottom line is that we'll see whether we got a failure up there. That's how that shakes out. Amazon. Let's go to Amazon. So Amazon bottom line is that come out with the numbers last night based on suspending money again. And the stock's down $438. Let's put this on a monthly. And you can see the next level. I mean, Amazon's $2,000. $2,033 is the next level. Right now, Amazon is in nowhere, no man's land. And what I mean by that, we talk about, you know, levels triple decades in South Boston, you know, that's kind of what I relate to in the context of how looking at markets meaning, you go up, you're at a level, you're at a floor, you go up the next flight of stairs and there's no flight of stairs here. You know, the bottom line is you went up too quick, particularly we this consolidated for July of 2020. So we're talking about almost two years, right? You consolidate two years, you break the consolidation. Guess what? Next level is 2033. And that would be quite a hit because the bottom line is that, you know, we started above the high was 3773. And Amazon, you've heard me say this before, Amazon is always so hard to buy, folks. Okay. It is absolutely also the best.  My take is that you already heard my take. Some of the higher volume equities out here, we take a look at it. And this is accelerating on the way down with 45 minutes left. We got Apple off four and a half dollars, advanced Microsoft three and a half dollars. You got Nvidia off 11. These are like ping pong balls, man.  And then all sudden you get on more every bounce is less and every down draft is more. Stay right there, folks. Come right back.