Save 10% with my code Bobby10 on raw, organic, grass-fed and grass-finished, freeze-dried organ meats from grassland nutrition. Link in the description box. Yeah, exactly. That's exactly what happens. You become totally desensitized and Joey is absolutely desensitized. He doesn't feel anything but hunger. All right, guys. Welcome back to the channel. If you're new MomsBobby guys, today we're going to react to Joey Carpstrong with his video 3x vegans face-to-face with Joey Carpstrong. Watch till the end. I can't guarantee that I will watch it till the end, dear Joey, but looking at your yellow skin tone, I can say there is definitely something wrong with your liver. Let's have a look. Freshest calories. That must have been the reason vegans only parrot what they've heard. They've absolutely no idea. If it only comes down to calories, then even 3D the banana girl does it right. Her claim to fame was 30 bananas per day. 30 bananas equals 3,000 calories. Why is she so skinny? You're saying this stuff before? Ridiculous. Oh, you have it? He watched my videos out here. Yeah, a lot, mate. Oh, really? Are you a vegan? Are you a vegan? No. Okay. I went to veganism for about a year. Oh, really? I found it good. What has changed? I'll be honest with you. I find it disgusting. What is cruelty in that?   You're just brainwashed. You're watching Joey Carpström whilst eating chicken, feeling bad about your food choices. Congratulations. You've been brainwashed. Let's stroke Joey's ego. That's what he needs. Hey, brother. Everybody knows Joey. Good. Norwich vegan? I just found another one. Looking at your face, you look like you're doing anything but growing. Moorish falafel. But it sounds moorish. Have you had moorish falafel? I have. You have? Not in a long time. I think I went... This is so insane. They're so hungry. But it must have been them. How long have you been vegan then? I'm actually not vegan anymore. I promise I am going back on track. Oh, God. What kind of mentally deranged reaction was that? What is it to you if she eats moorish falafel, regular falafel or kebab? This is insane. Do you know the farm inside of stuff? The farm inside of stuff. I'm not really with that. The way I see eating meat. If you're eating it or to stay alive, then it's... Survival. Survival. It's cool. But the way we're doing it now is too much. We're doing it for taste pleasure. Yeah, you know what I'm saying? Yeah, no, no, no. We're not. Eating meat will always be about survival. Especially if you're eating raw meat, you will notice that it's definitely not about taste. It is about how you feel after you ate that raw meat.  They would eat for function, not for taste. In this day and age, in this society, it is quite easy to further brainwash people because they grew up on corn flakes and peanut butter sandwiches. This is why they believe that meat eaters eat for taste pleasure. Plants lack numerous micronutrients. There is absolutely no formed vitamin A, vitamin D3, or real K2 found in plants. Therefore, you need to supplement and there is no long-term study on supplements either. So what do you do? You trust the authorities. And it's of course not an appeal to authority fallacy when the vegans do it. Fact of the matter is you cannot get those nutrients out of plants. Therefore, meat is a necessity. Therefore, it will be always justified to eat meat. So much food gets wasted.  If you really look into the statistics of food waste, you will see that most food that is wasted comes from plants. People are starving. 100 percent. The meat that I get, I get it from vegans are starving. So I get only from farms, like local farms and stuff like that. So it's good, like they care for the animals. Man, look at the guy. He is huge. He's a big man. Of course, he cannot survive vegans. It's not just like that. Nobody can. So I understand you as well. Because you say you just eat chickens. What about the milk and the eggs in that? I don't. I only, as you can see, I have eggs. Tell you why I eat eggs. From my background, I always had eggs from a free range source, you see. And it was always chickens that were kept by my mum's partner. Skeptical look. Backyard eggs. Absolutely. So it's absolutely free ranging. It was a byproduct for me.  You don't go. So if you're in the shop, let's just say there's a cake or something. You don't check if there's got eggs in there. I wouldn't eat that sort of thing.  Wow. Yeah. If you go out to eat, you're not going to be like, I don't eat eggs principally. No, you know, it's like my girlfriend over there. She's vegan. She's, she's vegan and you're, you're somehow not vegan. Wait a second. You don't eat animals, do you?  Yeah. Like who? Chickens? Like who? Everyone. Eat all the animals. Good for you. God.  I think so. I think I do think so. Oh, it's so hysterical, man. If veganism was our natural state, our species specific diet, it would be so easy to stick to it. Why do you have a 99% dropout rate? Just ask yourself. It is of course ludicrous to assume that we would fall back into our social conditioning, especially in this case here. She has a girlfriend that is vegan.  Why, Joey? So is it more when you're out and about? And your family's not vegan, obviously. No, I didn't get a lot of support from my family with it. So how do you feel about it? Do you feel bad about it? Oh, well. And I think not to put this the wrong way, but seeing you, it just made me think, what have you done? I just assumed that you were vegan and that I was like, can you jump the bum on me? Translation, I assumed that you were good by my arbitrary subjective standard, but you are bad. Animals are just, they're like us, but they're not as different types of intelligence. But when you look in their eyes, there's someone in there. So animals are just like us. Moreover, we are just animals. But if you look into the animal kingdom, you will see that animals eat other animals. Why is it not justified for us? Tell me, Joey, go ahead. I get what you're saying.  I mean, I've recently stuck a camera in a local slaughterhouse to have a look at how they're being killed. I stuck a camera. The cows try to escape the knock box. They're terrified. There's, you know, body parts everywhere. And it's a horrible way to get killed. The body parts everywhere. Yeah, there is chopped meat. Delicious. Depends on the slaughter method. If they, they got this happy life. Well, I think about this, they're happier they are, the more of an interest they have in continuing their life and to murder them is more of an injustice. Like if you get, like a human being, they've got everything going for them. Yeah, but that is totally subjective. Yet again, why would it be a injustice? If you're basing it on our fabricated society that doesn't follow any universal standard, but subjective human rights, then it would make sense to your delusional mind that you would have to extend those rights to animals. But fact of the matter is that those animals cannot form any social contracts and are therefore excluded from that social protection. So if we take your subjective fabricated morals away for a second, we are left with reality. We see that everything feeds on each other. We see that every animal and you believe that we are animals, it's other animals. Even herbivores, your precious cows, feed on bacteria, microorganisms. No, they're not feeding on the grass. This is how they build those big muscles. So no matter how we dissect your commentary, in the end, we are left with moral subjectivism. It feels bad. They're really intelligent. They're all happy and they go up and shoot them in the head. People say, well, that's a tragedy. They were happy, had everything going for them, so that the happier the animal, the more of an injustice it is to kill them. All free range eggs in the commercial sense are still disgusting. I mean, for many reasons, they macerate the male chicks in the blender. Joey just wants to preach the vegan gospel.  Why do you have to evangelize him about the animal industry? What's the point? On par or worse than the meat industry. But you know, it's weird because chickens actually have the same color eyes as you. I don't know if you have a look. Oh, wow.  Therefore, you cannot eat them. Black people on the other hand. I don't know too, but they have beautiful little blue eyes. There's someone inside of it. I know.  I'm not going to do that. Oh, God. Oh, God. Oh, man. Look how manipulative this freak is. This guy, man, he watches SlotUp on a daily basis. He knows every single scene of those movies, but now he's going to pretend and act surprised, taking that poor ex-vegan with him.  Yeah, exactly. That's exactly what happens. You become totally desensitized and Joey is absolutely desensitized. He doesn't feel anything but hunger. He wants to eat them. I guess it's different when you look at him. He's just standing next to it. It doesn't affect him at all. When you understand that behind their eyes. He doesn't feel a thing. Zero. Yeah. Even more because I have pet rats and like, you know, they're always killed. Like people, people go, oh, I just want to feed your rat to my steak. I just want, like, I know it's not the same because they're not like mass produced and killed, but it's like even if they're still the same and they're still beings that people.  Of course. Intelligent little non-human, intelligent. How about abortions? Especially chickens. They don't care. Care for sake to me. Really hard time. The only reason I'm doing this is to get the public's opinion on what's going on and try to persuade people who watch the video to choose another way. Because a lot of people's justifications, I don't think, you know, are good enough for this, you know. Why would they choose the vegan way? Just look at you, man. You'll be rubin' levels. Look it up. Must be skyrocketing. Everyone likes to make these happy humane But they really don't. We want things so quick, so it's got convenience. So that's why they're just killing more, killing more, killing more. Even these days it's like And then this emotional music. I'm learning to do more. It's just an appeal to emotion, fellas.  Vegetables? You don't get it, right? So I've got, like, I've got a garden and I've got plenty more vegetables. Because even the vegetables, they're no good in the shop.  They're a lot better than this because... Oh, sure. Glyphosate, fantastic. A lot better. Get all the pesticides I've built up in them from all the food they eat. Yeah. If you're just eating the food directly, you get a lot less concentration of pesticide.  What pesticides are you talking about? He doesn't even listen. He can't listen. He hates humans.  And we put that in our body. He just got famed through veganism. He has to cling on to it. He has nothing else going for himself. It's the thing. It's not just saying I don't need meat. It's a lifestyle change, isn't it?  So you don't see them as vending machines for eggs anymore. You don't see them as meat machines. You don't see them as milk machines. You're changing the way you view them. But why would I change my views? They're literally biological machines that can take plant matter and create perfectly digestible food for us. Society changes the way they view them and no longer commodifies them. Yeah. You are changing your views as a part of society. That's how the farms began. They all, they all were backyard eggs at one stage.  Now I've got to, everyone sees an egg as food now and they have to meet that demand and they have to have. Yeah, because it is food factory farms. But until we have a whole paradigm shift and you stop seeing an egg as food, nothing's going to change. Congratulations. Now you crippled your perception. An egg is by any standard the perfect food. Even if you look into the German word for protein, it is eye vice. The protein coming from an egg has a biological value of 100%. It is the gold standard for protein measurements.  You can tell yourself that it's not food, but ultimately you're playing make believe.  Yeah, she doesn't know that. She never heard of it. A lot of people, it's not like her girlfriend. Because you have that awareness, like the moral culpability is much higher. Yes, I just want to tell you the same story over and over again. One more time. Listen to me. I want to have a sort of habitual thing maybe you thought. Habituale. No, I think it is as well. Wow, joy, joy, joy, joy. What have you done to yourself now? You know, you've got a happy cow. You know happy cow? Do you know what happy cow is? Yeah, you have a happy cow. Yeah, true also. And you've got more options than ever before in the UK. Well, it's so disgusting. Look at them. Just stroking that bird. Have you seen the footage? You know what you're doing? I don't even have to have this conversation with you. No, of course not. No, it's... Yeah, exactly. You don't. So why do you do it? So you're rats. Do you have dogs and cats? I have... You know, I've been investigating a lot of UK farms recently. Investigator. I've been going to the farms all the time here.  You don't know who to rescue. It smells pungent, like ammonium feces. Ammonium feces. Johnny loves the wordplay. Me and my wife was wonderful. We really looked into it and we slowed everything down. So now we will have meat, maybe say once a week or sometimes more. Because it's like...  Average person. They have like every meal. Three meals a day. Yeah, three meals a day. Six meals a day. Let me correct you. It's easy to kick them, brother. 100%. You know what I mean?  Cows, lambs or chickens? What do you mean? What animals do you eat? All the animals? Yeah, most of them. Like do you eat pigs in that? Yeah, yeah. Like bacon, ham and... Yeah.  No, no, definitely not. As if, man. As if. Just let a week pass and then you will be able. It's ridiculous. I wouldn't be able to fish, but I don't know how to fish. Stick a hook in a fish's face and suffocate them. Be good-hearted.  I hated it. Like, I don't like it. I don't... I try to be as consistent as I can. I try to appeal to your emotions as much as I can and mirror them. I try to better myself. But with the cruelty to the animals and the suffering of the animals, that was one thing I really had to be consistent about. Because I couldn't justify being cruel and violent to the innocent for taste pleasure. Taste pleasure. Are we gonna... Yeah, exactly.  It's too bad. It's way too bad for me as well. Wow, man. It's the blind leading the blind, honestly. Like, I can't... Yeah, I agree. I agree. Yeah, and you forget about your meal like soon. Like, I don't even... I have to struggle to remember what I had for breakfast two days ago. It's gone. It's forgotten about. Yeah, you really forget about it because you're thinking about your next meal. Stop lying to us, Joey.  The fact that I don't eat meat affects my life zero. Yeah, absolutely. We can see that. And I go, oh, there's burger king there. There's bread there. There's... I can... Oh, M&S there. I know where there's vegan stuff everywhere because I've been doing it for so long now. Cool. It's really easy to get a hang of it. Translation, I know how to eat junk food and remove the last 20% of animal foods in that otherwise already plant-based junk. Now it's just... Wow.  I'm like, why? Small. It's too small. Just malnourish yourself. Learn how to cook the best food. Why not? Marinate the tofu, grill the tofu, and it's...  Protein calcium, no cholesterol, really all unsaturated fat. So it's a really good food tofu, actually. Yeah, it's a fantastic food. As you just mentioned, you have no saturated fats and no cholesterol. Why is that good? For that chicken. There is no argument for that. The life of suffering. There never will be. Supporting something that we're going to... Encel kids. ...and go, why did we do that? When we have people that know and understand and go vegan, we need them for the animals. Like, we need them to help change the world. Otherwise, we just... Like, it's that apathy, you know... Change the world. But how will you change the literal world? As I said already, if you look into the world, you will see that every organism feeds on another organism. How do you want to change that? Get into life and... By eating plant-based Burger King. So that we're vegan and just get sucked back into like the culture. That's fantastic. That's where the danger is, the apathy. Like, I'll just mindlessly consume them. I don't really care. That's what most... No, it's much better to consume mindlessly vegan junk food. That's better. So when we get to him, he snaps away. Really... The animals really need him. Yeah, they need you.  And I was just like touring all the time. Yeah, yeah, I get you. So it was harder for me to do it. I get you. So I got to the stage where I was... Because when I was doing it, I wasn't... I wouldn't even eat honey. Yeah, yeah. Not for the bees or something like that. So I used to pack my meals and take it. I don't go that far. Because now in the UK it's easy. Yeah, but now, yeah. How long ago was this when you... I'm talking maybe... Maybe like 10 years ago. F*** it, bro. Oh my God. 10 years ago and I was... Yeah, I do. Yeah, I do. That's three years. Yeah, I do s***. Everything's changed now, man. Everything changed now, guys. You can get vegan takeout no matter where you go. If you then, however, fell on that vegan restaurant diet, you did it wrong. It should be, brother. You're against this stuff, obviously. Obviously. I support it. Yeah. Which I feel bad for because I support it, yet I'm a part of it. Which is not really what I want. Maybe seeing you today is maybe... Maybe the messages that I've been sort of, you know, telling myself over the last three or four weeks. Hey, mate. Um, you know, maybe that is a case that, um, you know, just seeing you today by chance, um, is something that will make me go away and maybe start. Thank you for today. Yes, I've been... Thank you, Joey. Changing lives. One at a time. Maybe it's a sign. It's a sign from God. It's a sign. He sent Joey. Yeah. Yeah. You can just see his ego blowing up. Okay, anyone here? Yeah. Nice to meet you. Go vegan. Thank you so much. Thanks, mate.   All right, guys, and this is it for today's video. Long enough as it is. If you liked it, leave it a thumbs up. If you haven't subscribed already, guys, please do so. And if you want to support this channel, all the links are in the description box below. Thank you so much for your ongoing support. As always, may God bless you all. Much love and peace.


What's everyone take down here? Welcome back to the hockey card video today. We're gonna be opening up both of these boxes We have the 2021 at 22 upper deck series to blaster box Which I'm looking to be hopefully getting some young guns out of that We're also gonna be opening up the 2021 at 22 NHL star rookies box set Hopefully we can get a autographed card out of this I was gonna do these both as a separate video, but I realized it's not gonna take too much time for each So we did both open both up right now. We're gonna start off with the rookie set here again, I'm going for hopefully a Autograph card, I know you can receive the auto got autograph cards out of this and unlike opening up the pack You just have 25 cards here. So the complete set is 25 total You will get 26 if you get the autograph card, but we're gonna be opening these up here And see make sure they are in order, which it does appear that the air So we have Cole Caulfield Trevor Zegress Jeremy Swayman Alex Newhook Spencer Knight, that's the young guns. I want the most hopefully with the retail box. We open up soon We do get that's Dressdale Quinton byfield that's one that's I believe you can get out of this box. That's what we're gonna be going for Callan Addison Ross Colton Shane Pinto would be another great one to get roulette Union Zack Jones no autograph yet. Holtz Ludwist Perfetti Snyder another one to get can't believe no Raymond no autograph yet Cavish and That is all 25. So we did not receive a autograph card this year yet again I have been getting the last couple of years out of them. So that is unfortunate. I remember they used to have them I think it was last year the year before every two boxes. You got a autographed this time you get I Can't remember where it says somewhere on the back here. I think it's one out of One out of 20 boxes. So one out of 20 boxes will have an autograph Whereas I think it was last year or the year before It was one out of every two boxes get a autograph. So they definitely upped that's but now we're gonna be opening up this one here There should be Six packs inside eight cards per pack Yep, let's open these up next Do the first one here. I absolutely love the green coloring that looks amazing See what we get here Matt Murray We did get a young guns for Brandon and Deuce Mani I butchered that completely and I do apologize Rest are all base open up the next pack here. Oh We did get something here the card slid and we did get a marky rookie for Tanner Lansky ski I butchered that completely but this is a I believe it's called the retro rookies Yeah retro rookie So that's pretty cool to get Rest again are all base Next pack here. Oh Again, it's it's slid these cards are slippery, but we did get a green at Dazzlers for Trocek. That's pretty cool Definitely a player that I don't get to see much, but it is awesome to get him Rest are all base. These are slippery cards for series two. That's weird Just not expecting that. Let's go a little slower this time Jonathan Taze throw me yet sliding already And it goes straight to it. We have a upper deck portrait rookie for Weatherby Jasper weatherby not familiar with the player to comment down below I'm not sure the value of that card and the rest are all base. We have two more. This one seems thick So we're gonna leave this here. I Did get a checklist out of this at least see it slippery slips right to the card Simon Benoit Markey rookie And we did get it did get a checklist for series two as well Let's put that in the wrong spots and we do have the last pack here. We're opening up We only got one young guns. Hopefully we get a second one the quints in my field would be what I've been going for But we didn't we got an upper-neck canvas for Jacob Slavin It does look like a really cool clean and crisp canvas card, but Definitely not what I was going for But still really cool so this was the 22 and a 2021 22 series to hockey box Blaster and we also had the base rookie set as well. Hope you guys enjoyed this video. We didn't get too much We got one young guns one retro marquee rookie a regular marquee rookie green dazzler rookie portraits Yes, I'm pretty cool stuff. I'm not sure if the value was here Obviously this here was only $25 so that to me was worth it because I do like getting the rookie set every year And the blaster box here was only I think $20 for it because it was on sale for End of the year sale or something like that. So hope you guys enjoyed the video. I'll see you guys in the next hockey card video Please take care peace


Erahaji Yakubo Otobo, chairman by also state council for Islamic affairs, has eulogized Governor Doya Deerey for supporting the Muslim community during his first ten-hour. He met these known after a Juma service on Friday at the Obogoro Central Mosque in Yenegwa, where they equally prayed for a successful swearing-in ceremony by the governor's second term in office, slated to hold on February 14, 2024. The Juma service for the swearing-in ceremony, and at the same time to equally thank God for the governor for having his first ten-hour running up by Wednesday, and our expectation from the governor is to do more, because in this first ten-hour he has worked so hard to make Bayesa come out in mass, to vote for him for second ten-hour, so we are solely behind the governor, and we will keep on praying for him, for him to succeed more. As the Quran clearly tells us, it said we should pray for our leaders, and today we are here to pray for him, to pray for the whole state, for this new era, this new government that is coming on board should be a better one, may Almighty Allah give him the needed wisdom for him to pilot the affairs of the state, to lead the state to a higher height in this newly dispensation. Earlier, the religious advisers of the state government, Reverend Godspower, Asingbar, called on the Muslim community to be consistent in praying for the governor. In order for the Christians and the Muslims to work together, we set up an interfaith committee to mediate between the Christians and the Muslim. My call to the Muslim community is to consistently remain in the place of prayers, because prayers is the secret hand that turns things around. So, doyadiri is called a miracle governor because it believes that it was God that placed him at the aim of our affairs. NEWS OPDATES


Hey everyone, namaste. Welcome to my N5D Facebook live. You guys all know me. I'm Greg. I'm the owner of N5D.com and today I got a lot of topics I want to cover including ascension symptoms, vertigo, I'm gonna touch on the three waves of energy and the event and so much going on. I see everybody filing in right now and thank you so much for joining me. Okay so while people are filing in right now I just want to cover a couple things that I've been going through today. The first thing is I was updating my email server for our daily subscribers on N5D and I upgraded from mail poet 2 to mail poet 3 the premium service which means that you guys are now gonna get instead of one email for each article and flooding your inbox you're gonna get one email with all the articles for that day one email and it's sent on their server so it's super quick and it's not gonna tie down the N5D server. I have a dedicated server and it's pretty expensive but the less you bog down your server the quicker everyone else is able to get to all the awesome articles on N5D. So that's one thing I was working on and anyone that's visiting N5D right now I'm getting a what's called a cloud flare and what that does is it basically puts all of your archived stuff stuff that's been on the internet into basically what they call the cloud okay and it helps the website load even faster so we're going through a little downtime while cloud players being installed and hopefully it'll be installed within the next couple hours or so and if you're watching this on the replay it's probably already resolved and it's old news but you should notice a big difference on how quickly everything uploads on N5D. Okay so what I like to do while people are still filing in hide everyone I'm looking at also trying to keep track here what does one do to get better finances I'm gonna have to write that one down if you have any questions please start it off with a question mark or a couple of them and that way it stands out and I'm able to see it a lot easier and I'm gonna write down Lar had a question what does one do to get better finances got it I'll cover that as we go on but right now before we get started I just want to share with you what I do every day and sometimes two or three times a day and it's my walk of gratitude and I'm gonna say it slowly so if you guys want to join me I welcome you to do so and it's really ultimately to help the world make the world a better place for all of us so I'll say it slowly if you want to join me please do dear creator source and universe spear guides and guardian angels friends and family on both sides of the veil galactic neighbors and friends higher self and mother earth I'm sorry if I don't say this as often as I should please forgive me thank you for your unconditional love safety support protection and abundance and everything that's good in life as I promise to listen with open eyes ears mind and heart I ask that you turn on all the codons in my DNA and activate all past current and future strands of DNA so I can heal myself and others in humanities best interests more than anything I love you so thank you for everyone who joined with me on that I have an article on N5D that I'll put right here and it basically tells you everything that I just said and it's basically it's called change your life with a walk of gratitude and it's something I do every day so once again thank you for joining me so tonight I'd like to talk about vertigo because I made a post yesterday it was a quick energy update and I mentioned about how this all of a sudden came on to me but before I get to that I want to talk a little about the event and what happened at last week's N5D Beach Meetup so one of the first things I was talking about at the meet-up was the event what's going to happen and well what happens before the event is that these there's these three waves of energy and what I saw was three tidal waves the first two converge and the last one's like a cleansing wave and when the first two when I saw the first one coming I turned around and I was going to go into a beach house and there was a second one that I estimated to be about ten times larger than the first one coming from the opposite direction so I see a beach house and I run inside there and the waves converge over me and then they reside but while the waves were over me there was a window there I could stick my hand through the window and touch the water and there was absolutely no fear whatsoever it was actually a really cool dream so I get out of the house and I look up and over in the opposite direction again comes another tidal wave so I go back in the house the water washes over and goes back again and I get out of the house and this time I remembered that my truck which I don't own a truck but my truck was up on the top of this hill or mountain so I go up there and the energy had changed completely to unconditional love so I posted this video about the three waves these three tidal waves it's not what you think it is because what it is is these are three waves of energy waters immutable energy it can be solid liquid gas so these are waves of energy that are coming so when I posted that video not only did so many other people say that they've had these dreams of tidal waves that and they felt calm and relaxed and it was a beautiful thing not anything to fear but also there was a number of people who said they saw three waves as well so what this says is that we're many of us are drawing from the eighth or the same message basically using our antennas to make that connection and get the same message and it's all of us that are putting this out there to help you guys understand this is where we're heading and it's an amazing thing it's a beautiful process now one thing I don't get is dates and I'm always kind of skeptical of anyone that does give a date because I think you know time is only relative to this third-dimensional construct if somebody outside of this third-dimensional construct is trying to give you a date they really have no concept of what you know October 4th or October 3rd is you know it's completely beyond so it's met you know when as a matter of fact when you're on the other side of the veil there is no time so you know how can you get a date from somebody that has no concept of time you can't and one thing I've never gotten was dates but we all feel this happening that it's impending it's going to happen we all feel it in our blood and in our hearts so the next piece of the clue I got was this vision and as many of you know I'm a visionary I see things before they happen and this time I saw myself standing in front of myself and I was looking at toward the back of my head and in the blink of an eye white light floods the planet and that's the exact word I use floods the planet just like the waves of energy floods energy so energy floods the planet and when that happens the only way I can really describe it the feeling that you get is source energy pure source energy okay imagine the one thing that you love the most on this planet for me it's my daughter Brittany love her more than anything if it wasn't for my daughter Brittany and 5d it wouldn't exist and we wouldn't be having this Facebook live so imagine that one thing or those that one person or people that you love more than anything else in the world magnify that a million times and I'm underestimating the number a million completely underestimating it I can't put a number on it when this white light floods the planet the only thing you'll feel is perfect unconditional love you couldn't think of anything to get you upset at that point there's no fear whatsoever why would you fear anything at that point all you feel is that love there's no retribution or hatred you're not going to turn around and then all of a sudden say well you know this person's been a fucktard and and do something like that all you feel is that love and with love comes all the other positive emotions that go along with it with forgiveness and gratitude and all that all third dimensional worries like money government politics religion all that stuff is gone you're having a you know bad relationship with your spouse or boyfriend girlfriend whatever it's no no longer existent if your your boss is a fucktard it doesn't matter anymore you know the only thing you will feel is that perfect unconditional love when this white light floods the planet and that's where we're heading and it's up to me and this is one of the jobs i have and this is what i got through my galactic download is that i need to help raise the critical mass to get us to that point and i appreciate everyone sharing articles and posts on m5d because that really does help raise the critical mass and helps also to bring star family and soul groups together which we're all tied together and anyway if you're listening you're all tied in with me and vice versa so sending you you guys all much love and for being part of this amazing experience now if that wasn't enough getting back to the n5d beach meetup i had a week ago from this past sunday there was a girl net there her name is christa and she had a near-death experience and in her near-death experience she basically saw the same thing that i saw that whole feeling of unconditional love and she said the same thing you can't put a number on it how many times more of the love that you feel when you're in this pure source consciousness energy so it's just once again confirmation and i'm sure there's other people that have experienced this i know that i've brought this up before and other people have made comments that they've been there they've experienced it and yes it's totally indescribable the energy that you're going to feel when that happens it's going to happen just don't know when but like i said we feel that it's you know inevitably going to happen so you know i've been after the beach meetup i i met with rebecca who i'm not going to mention any last names on here but i met with her she came there with a friend of hers and we decided to meet up afterwards and she was telling me we spent the day here on siesta key and uh she was telling me about how she's been experiencing vertigo now i've read about it never experienced it but just two days ago bam all of a sudden i've got it i remember i went down to bend over to to get something out of my refrigerator and i stood up and i i lost balance it was that it hit me that hard and all throughout the day i could feel it and she said that she's been experiencing experiencing this vertigo for years and uh so and sometimes it's more prominent than others and you know i made the post on infid as well as my personal facebook page and these are just a few of the responses i'm going to read them to you because it's really important that you know you understand that we're all going through something synchronistically together so stacey said yeah my head felt so full and it had strange pressure in it for most of the weekend never had anything like that before sonny said dude got hit by an energy wave last night from left to right ringing so much vertigo i got nauseated kathy said oh my god i was totally dizzy at my yoga class and had to just lay out because i couldn't lift my head without swirling i had it yesterday and today just out of the blue just like me and then lis said similar to rebecca her started in 2012 with the ringing in her ears she said she goes on to say i feel it's frequencies you're balancing veils lifting dimensions changing getting used to multi-dimensional in 3d bodies and i love that explanation rob says he's been getting it for a few days now feels like i lost this past week and weekend debbie said yes got it strong today wow patricia i look forward to hearing your view on this i never had vertigo before now but have had it since august jackie totally me today i even missed the last step on the stairs this morning and i fell at home work was a toughy because i had a hard time standing this evening cali said i had it so bad i fell flat on my face then jackie said me too i don't know how i totally missed the last step so dizzy fred goes on to say things i've noticed recently can't walk that long in the streets feel like the world is spinning good thing you wrote something about this a sigh of relief uh vicki i have i have that every so often had a bad for two days straight and a couple of days ago karen karen says she's had it for a while now amy says i've been experiencing vertigo for about four days now on and off that's amazing you brought this to my attention dan goes on to say wow yes i've had it as well which is not something i'm accustomed to so it caught me off guard kaz goes on to say been bad this past week with me been doing a lot of grounding work but as soon as i've stopped it's right back again and i'm exactly with you because i'll go to the beach and i went there for an hour today and i felt great and i came back and it came back again sandra i also have vertigo for the first time for the last four days almost fell a few times was wondering if it was ascension related maryland usually i have vertigo a couple days before the full moon and here we are approaching the full moon and finally chantel says oh my god it just hit me an hour ago i've been deep breathing and sipping water no fun looking forward to your input well that's why i'm here and that's what i'm gonna do and i appreciate all the comments that you guys have had and are making right now colmary says i love that word fucked hard lol it's a funny word to use you know and i say it just ingest so on n5d i researched vertigo and as you guys know there's thousands of articles on there all you gotta do is go to the right hand corner of any page on n5d and you'll there's a search button and just type in whatever you're looking for and chances are you'll find it here on n5d except while i'm going through an upgrade with a cloud flare the site's probably going to be down right now but if you're watching this on a recorded version it'll be fine if you're on a cell phone all you gotta do is scroll down until you get past the articles and there's a search box there so search for anything on n5d and chances are you'll find it there now here are some of the articles that i found that are in relation but and i'm going to read some of this stuff to you but there's also something that i came up with that's pretty profound afterwards that i was guided to tell you so there's an article called transmutational ascension symptoms and it's by Sabrina Rieber and she talks about vertigo dizziness and spaciness a lot is going on in our brains the right and left sides of the brains our masculine and feminine energies are being balanced and the pineal pituitary and hypothalamus glands are being activated we're also having a difficult time staying grounded because of the higher energies from the galactic center and of our god self entering through the crown chakra daily grounding exercises and expanding and growing energetic roots out of our root chakra into the earth will be helpful and she mentioned the same thing doing the grounding make sure you do get the grounding because what we're seeing i've mentioned this time and time again people who are not grounding are getting mentally unstable and they're just losing it so make sure you get out there and ground whether it's at a lake in a park or even holding like a black tourmaline or a black obsidian stone you know if you have no place to go do that okay there in an article called shifts symptoms while going from a carbon base to a crystalline crystalline silicon body this is from the book diamond codes light information for the new reality by celia then she goes on to talk about dizziness loss of balance vertigo and spinning and she says this happens when our macabre is forming the macabre is a transportation vehicle of the light body it is a six dimensional cube that rotates and spins during its formation you may feel periods of dizziness and vertigo as the cube calibrates itself with your energy when this happens sit down and take a break for a little while it usually doesn't last too long well what we're seeing is it is happening a little bit longer now so i think maybe the maybe the term of what she described has changed a little bit as this is happening to many of us and with each one of these articles what i'll do is i'll go back through this facebook live and the recorded version i'll put a link to all the articles in here at the point of where i'm reading them so you guys can check them out yourselves in this article 14 unique symptoms of a spiritual awakening by andrea schulman andrea says that the process of ascension is one of transformation and change as our energy ascends sometimes you may feel off balance deep breathing and meditation can help ground you if you are experiencing vertigo once again grounding techniques get yourself grounded if you're feeling that vertigo get yourself grounded and uh the last one is from an energy update physical cleansing and pineal gland activation and this is by lisa brown and she goes on to say when gravity goes as your heart opens your head is taken offline your body goes weak for a while some call it vertigo a human word for your soul waking up inside your eyes can't focus you can't stay awake you feel like you're walking in a foggy croggy dream you can't remember simple things as you shift dimensionally so we see a common theme here that is part of the ascension symptoms now there are medical symptoms that are related to vertigo and if you're feeling that this is a medical issue by all means get checked out by a doctor but when so many people are experiencing these symptoms at the same time there's gotta be something more to it it just doesn't happen to literally tens of thousands of people the same day all at once there's something greater and deeper to it so this is what i got out of it and it's something that nobody else was writing about and this is what i was shown obviously there's the reptilian brain in the back of your head this is where i was if i had to pinpoint the location of where the vertigo was emanating from i would say it would be back there in that general area what i also felt was a slight pressure on my forehead where the pineal gland is as well so there's two different pressures that are going on so what i'm being shown is that the reptilian brain is dissolving or actually disengaging would be a better word i think the reptilian brain is the gives us the flight or flight fight or flight mechanism and it really ends up making people overthink a lot of things and uh making you live in fear that's that where that fight or flight mechanism comes from it's basically telling us to get out of our heads and into our hearts now when the sperm fertilizes the egg do you guys know the first thing to form the heart and everything forms from there and grows outwards there's an interesting article that i have on n5d it's called the heart has its own brain and consciousness i'd like to read you guys an excerpt from that the heart is now recognized by scientists as a highly complex system with its own functional brain the heart generates the body's most powerful and most extensive rhythmic electromagnetic field compared to the electromagnetic field produced by the brain the electrical component of the heart's field is about 60 times greater in amplitude and permeates every cell in the body the magnetic component is approximately 5 000 times stronger than the brain's magnetic field and can be detected several feet away from the body with sensitive magnetometers so it all makes sense when you go into the heart when you ground the vertigo subsides and goes away but also realize that this is part of your awakening process and as long as you're not feeling that it is medically related to something else tune into it go with it realize that you're growing spiritually and this is part of your rebirth that you're going through right now i guess i'd like to close off if there's no questions here i haven't really been paying attention there and what i'll end up doing is probably i'll go back and read all the questions again and do a subsequent video where i address the questions but uh once again i find it i have to tell you guys because this is what my guys tell me and anyone that knows me knows my guys have been right 100 of the time and they they keep telling me this to tell you guys over and over and over again it's so important that that i tell you this love number one love just love okay express gratitude be grateful for the things that are in your life there's so much good that's going on just the fact that you wake up the the the next day and there's a roof over your head and you had something to eat there's so many more other blessings than that but just express gratitude for the simplest things in life forgive that's huge you don't want to walk around hating people you want to clear that karma and what we're finding right now is that karma is instantaneous things are happening so quickly right now and when you put out those bad vibes to other people it comes back at you instantaneously so forgive and move on and remember to forgive yourself as well okay maintain a high vibration uh that's huge you know you just want to walk around exuding that light that you are a true source energy put it out there when i do my walk of gratitude at the end i do what i call a love bubble meditation and i ask that i ask my posse you know creator source universe spirit guides guardian angels right down the line i asked them to join me in a love bubble meditation where they send out loving healing energy from their heart center and extend it out as far as they can throughout the planet galaxy universe multiverse and omniverse and uh you know that that's what we do and then we take that light energy and we just thread it out as far as we can so maintain that high vibration because other people are going to be picking up on it and you're i guarantee you're picking it up on it right now you can feel it right now i guarantee it and the last thing is grounding make sure you ground um that is one of the biggest things you can do to get out of a spiritual funk get out in nature uh go to a park go to a beach go to a lake go out in the snow if it's snowing where you are you know just make that connection and get out and make that connection and and and just allow mother earth to absorb your energy send it down and then send it right back up through to the uh galactic core and uh you'll feel like a jillion times better so that's where i'm going to pretty much leave it off right now um and uh in an upcoming facebook live this is interesting because i'm working on an article i've been putting together why is it that all of a sudden so many people are really tired and then the week later the ones many of us that were tired have all this energy and i can't figure out why well i'm starting to put the pieces of the puzzle together and it has everything to do with solar flares x flares coronal mass ejections what the sun is going what's going on with the sun has a direct correlation with what's going on with our own circadian rhythms and i'm sure that the moon and the moon cycles are tied in with this as well but you know there'll be times where we find that we're sleeping a lot and other times that our energy is just off the boards i remember one time i went through that period of sleeping a lot and then once i got over it i was up for like 27 28 hours straight without needing to sleep and not only was i going through that i document everything i'll make little posts on my facebook page so if you're not following me please follow me and then join in but i'll make posts on there and so many other people are going through the same things that i am so i highly encourage you as well on your facebook page to document everything that's going on when you have these strange anomalies that are going on in your life put it out there because i guarantee there's many other people that are going through the same thing that we're going through right now so oh as a matter of fact that was one comment also by this woman and she she's putting the pieces of the puzzle together too and one of the comments i got on the vertigo she goes usually i have vertigo a couple days before the full moon so this helps by putting that out there this helps all of us put these pieces of the puzzle together until we get it all down so i guess that's going to wrap it up for here thank you for joining me and sharing your thoughts and energy and until the next time namaste everyone i love you all


Welcome back for another episode of Code Club. I'm your host, Pat Schloss. One of the things I love about analyzing data is that I can use a small set of tools to answer an endless array of questions. For the previous episodes of Code Club, I've really tried to highlight on one primary concept per episode. We've covered a lot of ground. Be sure you go back and check them out if you're just joining us. Besides learning a new concept, in each of those episodes, we've been advancing a larger analysis looking at the ability of Amplicon Sequence Variance, or ASVs, to differentiate between different species of bacteria. Now, for today's episode, I'm going to revisit the content of many of those episodes and spend some time showing you how I think about problems. When I have a particularly challenging problem, or a problem that will require many steps, I like to create an outline to help me think about my strategy. It allows me to separate how I'm going to do things from what I'm going to do by focusing on the what. This outline can be written in code, but more often, it's written in normal English. We'll call this outline of steps pseudocode. It serves a similar purpose to an outline that we might use to write an abstract or a paper. It helps us focus our efforts, identify the parts that we're unsure of, and gives us a map for where we want to go. Across the previous episodes, we've already seen that a single bacterial genome can have multiple ASVs, and that depending on the species we're looking at, there may be as many ASVs as there are genome sequences for that species. To me, this says that ASVs pose a risk of unnaturally splitting a species and even a genome into multiple taxonomic groupings. In my book, that's not good. Today, I want to ask an equally important question. If I have an ASV, what's the probability that it's also found in another taxonomic group from the same rank? In other words, if I have an ASV from bacillus subtilis, what's the probability of finding it in bacillus serious? Of course, it's probably more likely to find bacillus subtilis ASV in a more closely related organism like bacillus serious than say Escherichia coli, which is much more distantly related. Perhaps we can control for relatedness in a future episode, but for today, I want to show you how I would go about answering this question for any two taxa from the same rank. Even if you're only watching this video to learn more about R and don't know what a 16S RNA gene is, I'm sure you'll get a lot out of today's episode. Please take the time to follow along on your own computer. If you haven't been following along but would like to, welcome. Please be sure to check out the blog post that accompanies this video where you'll find instructions on catching up, reference notes, and links to supplemental material. The link to the blog post for today's video is below in the notes. I've already gone in and created issue 31 to measure the specificity of ASVs for each taxonomic rank and region of the 16S RNA gene. We can imagine that the specificity might vary according to the region. And thinking back to some of the earlier episodes, we looked at the overall specificity of genomes and whether or not the same ASV was found in multiple genomes. And we saw that for the V4 region, there was less specificity of an ASV per genome but more specificity for the full rank. And so we want to kind of expand that analysis instead of looking at individual genomes. We want to look across all taxonomic levels. So we'll do that now. If I come to my terminal, I've already created an issue as well as a R Markdown document. And I will go ahead and open up R Studio. We see that we're in our working directory. If I look over at my files tab, I see my R Markdown document here and quantifying the overlap of ASVs between taxa. And so that's good. In this code chunk we've been using in most of our analyses lately. Again, what it does is it reads in the metadata that we have from the RRNDB about each genome. How it also contains our taxonomic information. And ASV then also reads in our information about which ASVs are found in which genomes as well as how many times they show up in each genome. And what we're really interested in is this metadata ASV. I'm going to go ahead and run this code chunk. That's good. And the question then is how often is the same ASV found in multiple taxa from the same rank? And I kind of already talked about this in the introductory remarks, but you'll recall that we have metadata ASV. And looking at this, we have many columns. We have the genome ID, the kingdom, the phylum, the class order family genus species, strain, the region, the ASV and the count. So I'm not so interested in the count, nor am I interested in like the strain or the genus. And what we really want to know is how often is that ASV found in different taxa from the same rank? So if we look at species, are there multiple species that have the same ASV? So again, how do we think through this? So I'll go ahead and create an outline and I'll use these pound signs. I know I haven't used a lot of comments in our code and I'm guilty of that, but what I'm going to show you today with our pseudocode is a very straightforward way to force yourself to have commented code, right? So for each taxonomic rank, right? So like phylum through species, I'm going to group by the region. What am I going to group by? I'm going to group by my ASVs. And I basically want to know how many taxa in that rank does the ASV appear in, right? That's the overall question, right? And so again, this is the goal. I've even got my favorite typos. This is what we're going to do, right? Okay, so we're going to group by our ASVs and then what I want to know is how many taxa in that rank does the ASV appear in? So that's kind of like a big question, but like maybe a sub step that we might think about is that we would want to know, yeah, so can we group by ASVs and then for each ASV, can we count the number of taxa, right? And then can we count the number of ASVs the total number of ASVs as well as count the number of ASVs that appear in more than one taxa. And then I want to get, find the ratio of the number of ASVs in more than one taxa to the total number of taxa. Or total number of ASVs, right? All right, and so that you can see we've taken that initial question and fleshed it out more, right? Of course, I don't want to just do it for each taxonomic rank. I want to also do it for each region and taxonomic rank. The other thing I'd like to do is to create a plot showing the specificity at each taxonomic rank. Taxonomic rank for each region, right? And so my x-axis is going to be the taxonomic rank. And when I say rank, I mean things like kingdom, phylum, class, order, family, genus species. Y is going to be the specificity or percent of ASVs found in more than one taxa. And my geome that I'm going to use is to do a line plot. And again, I'm going to have different lines for each region of the 16S gene, right? So again, this gives us an outline of where we go, where we want to go and what we want to do. And as I've already shown you with metadata ASV, it's not quite in the format that we want it, right? So let's go back and kind of think also about how we're going to get metadata ASV into the shape that we want it in, right? So metadata ASV is our input data. And we're going to want to focus on taxonomic levels, ranks from kingdom to species. And ASV and region, right? And so you're perhaps thinking, ah, we'll do that with the select function, right? So that's good. We will then kind of make our data tidy, make data frame tidy. We'll also want to remove lines from the data where we don't have a taxonomy, right? So if you remember, I like this Gamma Proteobacterium HDN1, like, let's see. So it doesn't have a genus or order or family name. So those are going to show up in our data frame as NA values. So we'll want to get rid of those. And we'll want to get rid of, we'll want to remove redundant lines, right? So we really only want to focus on unique pairings of our ASV and our taxa name for each rank, okay? And let me go ahead and kind of indent these. I don't know, I like having structure to my outline because it kind of tells me something about the flow and then this will flow into here, right? So this is my pseudocode. This is what I want to do and this is what we're going to do today using all the concepts we've covered in the past almost 30 episodes, right? So what we can do is we're going to pipe metadata ASV into this next line. And again, that's what I'm going to put here. And we're going to use select as we expected. And I'm, instead of listing out all the taxonomic levels that I want, I'm going to say the things I don't want. So I'll say minus genome ID, minus count. And was there something else? Minus strain, right? And so I can run these lines and I then get kingdom file and class order family. And if I scroll to the right here, genus species, region ASV, great. So that's the first step, right? And look at that. We already have a comment on what we want. Now we want to make our data tidy. So I'll do pivot longer. And the calls, I'm going to join on. Again, I'm going to do what I don't want to join on because that's shorter. Again, we've talked about this before if you want to be positive or negative in what you keep or what you remove. So we're going to join everything except for the ASV and the region. And the names too will be rank. Or no, it's going to be, yeah, the names of the column will be the rank. The values too will be the taxa, taxon, okay? And so again, running that, we then get that we have our region, our ASV, our rank, and our taxon. So we're in good shape. Now we see these NA values and I think that's the next step that we want to remove, right? So be sure we add that pipe and then we'll do drop NA on taxon and running that. We then see that we've lost those rows that had the NA values for the taxon. So we're chugging along, right? And so we can hopefully see that by having this outline that allows us to kind of go through our analysis much quicker and perhaps more confidently because we've already thought about the strategy of where we want to go, right? So we also want to remove the redundant lines. I don't know if we can so easily see this here. Yeah, so yeah, I probably can't see it so easily here but we see that there's 781,000 rows here. A lot of those are redundant where it's the same taxa and the same ASV and the same region and everything, right? And so we can use distinct to get the unique rows. And we see we're down to 326,000 rows. So we're really only working on those unique rows. Okay, so now we're gonna think about for each region and taxonomic rank we wanna group by the ASVs. So we're gonna do group by and I'll group by the region and the rank and the ASV. And again, so that's going to effectively create sub tables within our overall data frame. All right, so for each ASV count the number of taxa I'm gonna pipe that into a summarize and I will then say n taxa equals the n function and this will tell me for each ASV how many taxa does it appear in? This will take a couple of seconds to run while it's running. Remember to go ahead and subscribe to the channel if you haven't already and click on the bell icon so you know when the next episode is released. And again, it's telling us that as we talked about in a previous episode that it's regrouping the output by region and rank. And so what I'm gonna do is with this summarize I'll say dot groups equals drop last to make it explicit what I want. So that's great. And so now we're looking within each region and each rank and where did the output go? All right, it showed it down here below. And so we see the region, the rank, the ASV and the number of AS, number of taxa that each ASV is found in. Okay, so what I'd like to know is what's the number of ASVs that appear in more than one taxa? I think initially I had this highlighted step first but at this point I think it's gonna be easier because what I'm gonna do is I'm gonna pipe this to a count function where I'm going to count the n taxa, right? And so we run this and so what we see now is the region, the rank, the number of taxa that the ASV is found in and then the number of taxa where the ASV or the number of ASVs, right, the number of ASVs that are only found in one taxa and the number of ASVs that are found in two taxas, right? Taxa. And so again, this number 48 indicates there's 48 ASVs that are found in two genera but there's 23,085 ASVs that are only found in one genera, and so that's great. What we'd like to do now is that we wanna count the total number of ASVs and find the ratio of the number of ASVs is more than one taxa, is in more than one taxa is the number of ASVs. So what I could do I think, yeah, and so, and we're currently grouping by our region and rank and we will then pipe this and I'm gonna do this next step as a summarize and what I'm gonna do is call this overlap and the overlap, if I kinda look down at my columns here, minimize that, is that overlap is gonna be this, so it's gonna be the number that are found in more than one taxa and so that's gonna be some, we can sum n taxa greater than one, so if it's greater than one it's gonna be true, true has a value of one and then I wanna multiply that by n or the n column, not the n function because I want that number, right? So for v19 class I want the value to be one in the numerator, the denominator I'm gonna want to be 23,119 but for family I want it to be four in the numerator I guess it's gonna be 23,119 plus one, right? So that divided by the sum of the n column, right? So we're gonna look at these two values and basically the output should be one divided by 23,120 and we run all this and I'm forgetting a parenthesis at the end here, I run that unexpected symbol, I'm not sure what that was about but rerunning it, we then get all these different, the region, the rank as well as the level of overlap. I see that I'm getting two values for each of those. So I think I know what's happening, I think I've got a problem with parenthesis here that what's happening is that I'm outputting a data frame that's the same number of rows as the sub data frame, right? And so if class had one and two, then that's because this is gonna give me one number, right? So this is gonna give me a zero or one and then the n is gonna have two values. So in this first case for class it was like some really big number and then like one, right? And so I think what I really wanna do is I wanted to do this that because the order of operations scares me, I think I was just missing a set of parenthesis there. So let's go ahead and give this another shot and I think we should be in good shape. And sure enough, yeah, now we have the region, the rank and the overlap for each region and each taxonomic rank, okay? Very good. Again, the trick there was the problem was my problem of parenthesis that overlap was as long as the input data when it really should only had one row of output. So I'm gonna go ahead and save this, or write this to a variable, all called overlap data because I wanna use this to build a plot and as we say down here, right? And I've kind of given myself the specifications. So we'll say overlap data, I'm gonna pipe this to ggplot and then my x is going to be rank, my y is going to be the overlap and my group is going to be by region and color is gonna be by region, right? And then geomline, that should be good and let's give that a run and we see kind of an ugly plot over here. I'm gonna go ahead for now and go ahead and put this back in line. Let's see where to go. There we are. And so we see that these levels are out of whack, right? And so just because we write pseudocode doesn't mean that that pseudocode is like written in the stone and that's exactly what we have to do. It helps us get maybe 90% of the problems ironed out and of course we're gonna have problems figuring out what the code should be as I showed up here on line 55 and also we're gonna identify new problems, right? Like that our taxonomic levels are out of order. So what I'm gonna do is I'm gonna add a mutate line back up here to mutate rank to be a factor and I'm gonna set levels as kingdom, phylum, order, family, genus and species. Run that and then we can come down and run this other bit of code here and we now see that we've got kingdom flat. We've got our levels right in our regions. We could go in and make this look a little bit more attractive but for now I think this looks really good and what we see is as we kind of saw earlier with the genome data that the V4 and V34 and V45 data really are far less specific than the V19 for a species and genus. Once we get to like the order level and higher, there's really no overlap that they're very specific to those taxonomic groups but we do see that if you take any random ASV there's about a 13% chance that that ASV if you have a V4 will be shared by at least one other species. Okay, so I'm gonna go ahead and save this and I'm gonna write some conclusions and so the subregions are less specific at the species level, then full length and maybe what I will do is to get some data, I'll do overlap data and then I'll filter rank species, right? And so this then shows us the output of that and we talked last time about using cable perhaps and something I'm gonna do to add to this mutate and I wanna write these as percentages. So I'll say mutate overlap, 100 times overlap to get things into percentages, run all these chunks at the same time. So subregions less specific than this, at the species level, then full length. Still full length has, it outputted it into this other data frame at about 3.6% or between 8.8 and 12.6% overlap, okay? So something that occurs to me still is that this analysis does not control for uneven sampling of different species, right? So recall that like E. coli has over a thousand or close to a thousand genomes in the database and so that's potentially skewing what we see. So in the next episode, we're gonna come back and think about how we can account for that uneven sampling and perhaps do something like sample five genomes from each species and see how that changes the results. And I'm gonna go ahead for now and pipe this out to cable and remember we need to add library knitter. Wonderful, showed both to us, maybe not. Anyway, this gets us pretty good shape answering the issue. I'm not gonna totally close out the issue though because I would like to come back on this issue and correct for uneven depth of sampling. So I'll go ahead and do get status, that we need to add something to our make file. I will come down and create a rule for all this, so 2020, 10, 22. And I was calling this ASV taxa overlap, change all the names, that should be good. I will then make that ASV taxa overlap, 21, not 22. Gotta get the date right. And then I tried to build the wrong target. Fun with copying and pasting, huh? So this is gonna run for us. I'll go ahead and commit the changes that we have, create plot of spest of overlap of ASVs across taxa within a rank, addresses number 31, and we're good. So again, what I wanted to drive home in today's episode was this idea of making pseudo code. And again, we could take a problem that might seem really challenging at first. And by breaking it down into steps, we can think about what are the steps gonna be? What are the prerequisites that we need to get to that point? What are we gonna do with the output? And again, in my mind, for me at least, it helps me to liberate the thinking of what do I wanna do versus how am I going to do it? Those are different questions. And often when we stare at a blank screen, we're thinking about both of the things at the same time. Pseudo code allows me to separate the how from the what and focuses on what am I going to do? As you get better at writing your own pseudo code and thinking through problems, you might kind of put in some of that information, some of that coding information into your pseudo code. So here instead of say, make data frame tidy, I may have said pivot longer to make a column for taxa and rank, right? But depending on where you are, the other thing this allows you to do is it allows you to identify those points that you're not sure how to do what you want to do, right? And so perhaps that involves a Google search. Perhaps that involves taking that step and breaking it down into finer steps. But it really is a great organizational tool to help you to think about how you're gonna do your data analysis. So I would encourage you on anything you're working on for your projects to come up with some pseudo code and then flesh it out with the actual code and see if that doesn't help you get through some of those more challenging problems in your data analysis. So I hope you keep practicing. Leave some comments down below in the notes, in the comments about what you thought of today's episode. Have you tried using pseudo code? Does it work for you? Does it not? Where do you find that you still struggle even after you've got pseudo code? All right, so keep practicing. Tell your friends about these episodes of Code Club. Be sure that you subscribe to the channel and we'll see you next time for another episode of Code Club where we'll dig into this question of how can we correct for uneven sampling of our species?


Statistics and Excel. Histogram versus bar chart. Got data? Let's get stuck into it with statistics and Excel. You're not required to, but if you have access to OneNote, we're in the icon left hand side OneNote and Excel presentation tab 1030 Histogram versus bar chart. We will also try to put the transcripts in OneNote as well. And if you go to the View tab, the Immersive Reader tool, you can actually change the language on the transcripts if you so choose and either read or listen to the transcripts in multiple languages. Desktop version of OneNote here. We have the information on the left hand side. Our data imagining it to be yearly salary or income of employees at a corporation. We've already ordered the data from smallest to largest. In other words, instead of being in order by like alphabetical order of the employees, we've taken the data and put it from smallest to largest, which is a typical thing to do as a first step in sorting the data when we're trying to pull information from it. Now we want to think about the relationship between a histogram and a bar chart. So we've taken a look at some histograms and prior presentation. Here's one that we built from this data set in a prior presentation. So we want to actually use the bar chart and think about like a bar chart and how we can use Excel's function of a bar chart to create in essence a histogram. And that will give us a better sense of kind of the relationship between what the similarities and differences are. So up top, we just have some of our standard data up top. So you'll recall that the mean or the average is can be done in a manual method, or it can be done with a function. So if we used an Excel function in order to take the mean or the average, we can use the average function. So equals average, and then we would just select the data. So here's the data in the table, and that would give us the average. If we did the manual calculation, we can then say that it's going to be the sum, meaning we add up all the data to do that, we can use the trustee sum function equals the sum of all the data. And then we can count the data, meaning counting 123 for all of the data. And in Excel, we can use the trustee equals count function to do that, and then select all the data, which is nice. And then of course, we're going to divide that out. If we used Excel, we would take this cell, which is referenced by the D five divided by this cell referenced by D six, 3630 400 divided by 51 gives us the average 71 184, which matches what we got with the function. And then if we take the median, we can do that in Excel by saying equals the median, or the second quartile, we could use quartiles if we want, but the median is more common. And if we were going to do it in a manual method, remember, it's just like Rocky's trainer, the boxer Rocky's trainer, if it's an old movie, but you hit the one in the middle when you see three of them out there, you hit the one in the middle, that's the advice of so so Rocky's trainer was a was a fan of using the median hit the one in the middle. So then if we look at our our histogram, the major components of the histogram are the buckets down below that we've discussed in prior presentation. So you can see here, the definition of the buckets are now 2000 apart. And we have 15 of them. So<PHONE_NUMBER>011123415 buckets. And they're separate and they're spanning 2000 55,000 to 57,000. So you can see that in this range, we only have the one data point in it. And then we have nothing from 57 all the way up to us to what 67. And then at 67269, we have 769 to 711971 to 731573 to 757. Now note that if you were to try to select this data in Excel and create a bar chart, instead of a histogram, then you're going to run into problems because the bar chart, what it wants to do is try to put all of these data sets kind of on the x axis and then and then basically say how often they each one of them appear. But you can't have all of these separately listed. Because because they might you might not have two numbers that are the same, right? Like if you if you had a small set of data where you had a lot of repetition, and whatever it is that was coming up, then you could use the bar chart and it would basically give you the proper x axis. But here, what we want to do is say a range, we have to take this information and make a range from it like 55,000 to 57,000, so that we have the appropriate bucket. And then we can have a something like a hit this histogram looks a lot like a bar chart. So you might say, Hey, I could do that myself, like I could just make my own buckets, I can make these ranges, and I can count how much are in the range. And and then I can use the bar chart function to create a histogram. And that if so let's see what that would look like that will give you an idea of the similarities between again a bar chart and histogram. And also sometimes it's useful to do that process to actually make your own buckets, create your own histogram. Because if you wanted to put like two histograms on top of each other, sometimes that's easier to do with like a bar chart than a histogram. So let's see how we can construct this this histogram using like a bar chart method. If we take our information on the left hand side, we could start with the smallest point, which would be 55. So the 55 is the first bucket, I'm going to bring it down to 49. However, just for that first bucket, and then I'm going to go to to the 57. And I'll show you why when we do the function. And then from there, we're just going to keep on going up by 2000. So you can see these this range goes from 57 to 59 to 61 to 63. So all I do with a formula here is just take the prior one starting at this point 57,000 plus 2000 is 59,000 plus 2000 is 61,000 plus 2000 is 63,000. And if I had a formula here that just said equals the one above it plus 2000, I can drag that formula down. And it'll give us a it'll be able to to give us all of our numbers. So these are the beginning


What's up guys and welcome to trendy update of our SPM buzz. Now onto the trending news today is the thailambaya and jojinanjega. Oh people had speculated that they had broken up and even also after NASA judi their instagrama claimed that thailambaya had borrowed her money and buy a kweza kuzi rudisha. Lake ni sasaleo a new song has come out of featuring lexile and jovio the artist and this song is called don't give up and it is starring jojinanjega and the thailambaya. Now clearly kenyans have come to say that to lichezwa and they are saying that this is cloud that imeenda shule. Deza kukusome o komendspale ko sababu na joa kenyua li kuwana seven. There is a trouble in paradise when nas judi reviewed that thaila had asked money from her lakini a kuweza kuzi rudisha na pia konam tu mingina leza kujito keza kusema koamba aja rudishi wa pesana thaila. And now you know kenyans are asking was it cloud ama hii njimu ilikui meza kushuti wa kitambo. I'm going to be reading some of the comments kenyans o meza kusema pale. Loki fashion trend says kipindi imeenda shule polite. Kuliko yao bondi. Tekremedios hapa. Jambi fever says hapa nayo tu lichezwa aki. Wanjiko Stephens na na sema ma fansendio umia. Flosu trick it na na sema. I wish thaila would be the one would have done the song sasa na benefit na 5000 peke na jovio anakula views. Slim tea says nice. This is really amazing. Nimepeenda. Msi waka shifu. This is what we want in our entertainment around over plowsforth. Hades official na na sema this round mulitu pata kiki imeenda shule. And it is well noted that both Jojina and Thaila have also posted this song by Lexie Lenjovio. Na Jojina pale alieza kwandika out now na comment section pale moa isha meza kumuambia. Add actor to your bio because you did so well. Iyanu naya kama mwambia cloud kidogo na maombi mingi. Na umi Steven says iya ni kuliku wa kiturame watu wa imudaku umtakoma. Lakin e pale thaila mbaya meza ku uploadi lenye moa kandika iko out. A meka tu love imoji pale. Lakin e meza pia kuzima comment section. Kwaifu atuzeza kuju wa wakenya wana mwambia pale nini. Let us know down on the comment section what are your thoughts about Jojina ene Thaila biniu feature in the new song of Lexie Lenjovio. Ukaiza kutu mbia una fikiriya ni cloud. A mapia ni mambu mbaya nikuwa meza kufa nika katia Thaila pale na nasa judi. Let us know down on the comment section but in the meantime keep it trendy. Updates hapa SPM buzz.


If you forgive me for the pun, I mean we at our office would refer to this location as center ice because it is really in the heart of the downtown, accessible by all means of transportation, very close to all the major shopping and entertainment options that are available here. And so you know it certainly plays a key role during the winter time but it's been used during the summer as well for all types of dancing events. And so it's a really popular public square which is under cover and you know serves a variety of different purposes so it's an important asset for the downtown.


Hi, it's Caroline for Science and Tech News. We're surrounded with TVs, consoles, joystick, video games. It's like a mini arcade here. Anink, can you tell me what's going on? Well, Caroline, the team is super excited. We're actually working on a video game themed exhibition. What's really exciting is the Sex Exhibition's opening next year, actually in 2016 in Science North and that's up in Sudbury. And then it'll travel everywhere in Canada multiple cities across our nation and we'll finish off here at the new opening in 2017. So today we're testing different video games, different styles, different genres. So from the arcade games to the traditional console games, the computer games, and even tablets. So a whole range of games. Today's testing will actually help us guide the decision-making, the different games that we would like to showcase in this fun and crazy exhibition.


You got a lot of women customers. Yeah. They got more money than me. They spend it. I invest in women's dunks, sizes, all the women. G.O.N., it is awfully quiet in here. You're not taking this seriously enough of me. Oh, yeah. It is time to go to work. You ain't have a plan. We got one job today. It's time to let him know the black market is a good market if we didn't have no shoe store or at least a good shoe plug that can pull up to the black market and tell you to meet my size, to pop a drug on you and bring your size. Come on, ain't nothing better than that. I've been up in all the plugs ever since we got to the black market. Now, people been asking me, where can we get the plugs, man? What we need? We need the sneakers. We need to. Some niggas call them sneakers. Sneaks. I never call them sneakers. I just need some shoes. Shoes. Then you know that my partner got the sneakers, though. Old people call them tennis. You're going to tennis? We'll get your tennis shoes. We'll get your tennis shoes. Yeah, get your tennis shoes.  Look right at the camera and give him a brief introduction to yourself and your business. Yes, sir. So what's up, everybody? My name is Leo. I'm one third of the Coolass shop called Versus ATL. Hey. We're a buy sale trade shop in the heart of Atlanta, right beside Mercedes Stadium right now, off Nelson. We've been in business for seven years. We do what's called buy selling and trading for shoes, streetwear, and vintage. We've had the pleasure to be featured on Netflix series Swap Shop, just covering some of the things that we do on the day-to-day operations. We've done pop-ups from LA to Miami. You name it. We're a household name. We're for the people and buy the people. Always giving back to the community and just having fun doing it. That's real. Yeah, man. OK. Say you needed the plug, man. Yeah, I needed it. I'm bringing the plugs in. I need to come out there. I ain't been out there, man. Man, let me know. We'll open up the shop tonight for you. OK. Don't tempt me. Hey, don't, hey. Don't tempt me. Let me know. I'm damn sure need some kicks, bro. How did y'all get started in the business? Man, honestly, bro, my part of the business started back in high school, just collecting a lot of different things, sneakers, thrifting, collecting hats. And just holding on to things off of the fact that I like nostalgic things. I was raised by an older couple, my grandparents, like most people. And, man, it just got to a point where I started hoarding things and came across someone who introduced me to the idea of putting things on eBay. Was in college selling a lot of stuff to different DJs and athletes and some of the homies from around the way. And it kind of became a vision. And I was like, hey, I want to open up a store. And I know I'm going to need a team to do it. I'm big on like manifestation. So I would go to different shows as I got older, sneaker shows, trade shows. And I would sell, I would have one of the dopest booths. My booth was mainly focused on vintage fashion. So I would have the old school starter jackets that you would find at the Mama Pop flea markets in the yard sales. And I would have fun like Nostalgia Jordans, 85s. When was this for you? Man, honestly, man. So high school, I graduated 07. OK. So you were doing it when it was, you could still kind of find in the market. Yeah, you can get your hands on it. You just had to go out there and dig for it. OK. Me, I like to travel and find different things. And I like to book and like ask different people, can I go behind your scenes to like look for old nostalgic things? So I kind of grabbed that love for that aspect of it. And I would go to sneaker shows. And that's when I would connect with one of my business partners, Denny. He was living in Tennessee, Knoxville. And we kind of like, we connected over dinner, like every time we ran into each other at shows. And then one of my buddies from high school, John, you know, he was a big collector, like myself. And we kind of like, I kind of presented the idea to my team. I was like, yo, this is business model, buy, sell, trade, bro. Like, we got to set it off. I've been traveling around the world. I've been seeing things. And Atlanta just doesn't have it. And it's not done correctly. It's big in LA. It's big in New York. It's big in Virginia. But it's not done correctly here in the city. So long story short, rode around, scouted different locations, and stumbled on this spot over in East Atlanta, East Atlanta Village.  Found this old spot. This old guy gave us opportunities. A couple of young cats gave us opportunity. Similar to the cat before, I was working at the bank. So just giving you some indication of like my background. So understanding like business and systems and like how to make some money. And but making it cool and fun and not thinking too hard about it. So the older guy gave us a shot, you know what I mean, to rent his store, rent the building. So we opened up the spot in 2012. You know what I mean? We started running ever since, you know. All kind of people have come through from your Travis Scott's pulling up, buying vintage t-shirts to your J. Cole's. Matter of fact, that Hornets jacket that went viral on Twitter, that came from us. You know what I mean?  Y'all been right by the woodchickers. I have been there. Yeah, I've been there. Back in the day, Chad was like, he was thinking about going to 85 South like studio right beside our store. And look at this now, my guy, like it's like crazy to be like the seedest, like in the seed of growth. And everybody's just growing and manifesting things. And yeah, man. Yeah, it's a long story. But we just have fun over right now, as far as vintage items, man, we got a whole network.  I think I probably got one of the biggest Freaknik collections and I'm working on the project. It's hard to find, bro. Yeah, that's art. Because it's super regional. We're talking about black art. We're talking like these are art pieces that were put on t-shirts that actually, they weren't just freaky stuff. It was black kids saying they wanted to have a voice. You know what I mean? They're coming from all over. And I think that's the... Man, we gotta try to find some of them artists that did some of them shirts. Yeah, man. I would always like to know that, man.   And what's crazy is people were cutting up their art, clean they rooms in the early 2000s. And now those tees, I've seen them sell from $600 to $1,000, bro. Yeah, it's crazy. But I just love like storytelling. I love making sure I'm not gonna just say I'm my whole team. We love making sure people feel good with what they're doing. It doesn't make you, the shoe don't make you.   Like you might go on some of these resale shops and they just don't understand people. And I think the thing is we created community where people keep coming back, you know, and they almost feel like, dang, like I'm a part of this, you know. So when you... What's some of your personal favorites out of your personal collection? The vintage part, like I say, I'm big on the Freak Nick Tees. I think that's a big staple. Where you find most of them, man? Man, it's traveling. Like you go to a different city, somebody moved, somebody's from Jersey when they came to Atlanta, somebody's from D.C. Somebody moved to L.A. They just, you know, just wherever. I try to like, Dallas, like I go all over just sourcing different things. But yeah, but that's the vintage aspect. I'm big on like every day, like functional looking pieces. Like a kid came in from Virginia this week on the buy sale trade. And he sold me this dope vintage varsity jacket. And I was like, this is green, popping. You know what I mean? Got a good deal for that. Good colorway right now. Yeah, yeah, I like green, green, my color. In regards to shoes, man, I'm an Air Max one type of guy. You know what I mean? Like class of Air Max ones. I like Jordan for us, the Braille for us. If we're gonna go with Jordans, you know what I mean? I just, I'm big on the new balances right now. They super comfortable, you know what I mean? That's pretty good. And I just, I tell people to do what you like, you know what I mean?  Like just feel comfortable in your own, you know? And I think in the resale game, they kind of shifted people's telling you you supposed to look this way, you supposed to do that. And I think the focus of versus bring that back to feeling good about yourself.  Honestly, I like, I got like all the old school, like I like the vintage Spike Lee pieces, man. Where you got some Africa medallion? You got some? Yeah, like you come to the store, we're gonna have to do an episode in the storage room. You gotta come to the storage room. That's crazy. That's crazy.  And now I'm getting crazy. I'm starting to look for cars and stuff. I heard you the car man. So I just bought a vintage 94 Corvette with 25,000 miles on it. Okay. Yeah, it's for unbelievable deal recently. And Chad was telling me like, yo, you got to meet it. Now that's about to be a new thing. Cars, vintage cars. But I love nostalgia. I think that's, I think storytelling is a big thing. So, yeah. You got the toys, you got some wrestlers? Yeah, we had wrestling toys in the store. Like you come in the store, the store is set up, where my phone at? They might have to have me as another partner.  Yeah, man.    Let me see if I can show you a little something. Here's the sign.  This part here, I'm gonna go live on the ring real quick. This room alone is a vintage room in our store. It's set up like a vintage bedroom. Yeah, you got all the shacks, everything. Yeah, you can see all the crazy stuff. Spaceships, that's just the vintage room. You got to come in the store, you don't, it's not like any other spot.   Yeah, it's crazy, man. Just do it, cause it's nice. 96 Olympic pieces. I can't do it, man. We got to meet some... This is original. 10,000, 60,000. It's an experience, you feel it? It's an experience when you come in, like people like, they feel good. You know what I mean? And like I said, we're in the heart of Atlanta. Like, World Cup's gonna be near us in a few more. We got... You got cars too? EAV. Cards? Cards. We got them too. Basketball, we got all that. Like, so yeah, man. Nobody got more Michael Jordan's than me. So we used to be in East Atlanta Village. Nobody. We closed that location down in August. We was using that for like a pop-up spot, giving back to the community. People could book the spot for $500 a day. You know what I mean? To like sell their own brand. So we were big. We're still big on that like pop-ups giving back. We invest in people's independent brands, give them a shot, put their stuff on the rack. Not just the hype brands. But yeah, man.  Brought the whole fleet. They would be popping up everywhere in his head. Like before, when he was coming from the All-Star Game, came, he heard about Versus, and he came right to Atlanta.  He came in and kicked it with us for a minute, signed stuff, had drinks, had a good time. People was fanning out. Yeah. But yeah, it's been fun. It's a fun journey. Drop the address one more time. Yeah, where you at? Dude, long as we talk, we gon' just get more and more excited. So the addy is 323 Nelson Street, Atlanta, Georgia, 30313. Right on the opposite side of fellowship. Right beside Brooklyn T, more black businesses, you know what I mean? Smoky Style, a lot of black businesses in the neighborhood. So yeah, yeah, yeah. Dennis, the barber.  We got a gang of. Man, you can reach us in multiple platforms. So it's VSATL, you can DM us. You can email us at VSATL online at gmail.com. You can reach out to me, Leo, VSATL. Danny, VSATL. Like just reach out to us. Like we'll pull up on you. We buy out all the time. We set appointment. We go crazy. Well, there you have it folks. Black market. Yeah.


Recently, Pike County Sheriff's Office obtained a new canine unit from canine working dog International. Two-year-old Addy comes from the Czech Republic and is ready to aid the department in various ways. She is also certified in patrol, narcotics detection, and tracking. We got her through canine international. She actually came from the Czech Republic and as you can tell she's a beautiful dog, very, very intelligent. You know, she's certified in several different things, tracking, narcotics, patrol. She's our new one and like I said she's a beautiful dog and very, very smart and very friendly. She's young and full of energy and so we expect to get several years out of her. Northern Eye Center in Pikeville, your local vision experts, experienced doctors using state-of-the-art technology. Choose from top designer frames from Oakley, Ray Ban, Nike, and more. We accept Medicaid and Medicare plus most insurances are accepted. Northern Eye Center in Pikeville next to Tractor Supply. Addy will be active in Pike County schools helping deter young students from drugs. Overall, she makes a friendly and useful addition to the Sheriff's Office. We'll be doing 80% of our time in our school system. We've got five high schools, ton of feeder schools. We'll be going to classrooms. It's like our Chevy Valley Tuesday. We're not there to cause any problems with ours or deterrent to make it a better place for the kids and students, staff, and that's our main goal. That's the reason we chose the breed we did as far as the giant snails are instead of a shepherd or traditional Belgian Malawa or that nature is because they're a little bit more level-headed. They're clear-thinking um K9 working dog international.  What we was looking for that there's going to be around kids. There's going to be in schools and we needed something a little clearer thinking and and she they worked hard. David Caldwell and Jason Fields at the jail worked real hard to find her and they did a great job when I got her reporting from out on top news. I'm Nick Colum.


We all have dreams while asleep, but we don't have a solid answer for why we have them. Dreams often reveal feelings and desires that we have hidden deep down inside of us. In psychology, the interpretation of dreams is the royal road to a knowledge of the unconscious activities of the soul. According to Sigmund Freud, the father of psychoanalysis, dreams are the disguise fulfillment of suppressed wishes which are concealed realization of repressed desires. They satisfy wishes excited during the day which remain unrealized. For him, the virtuous man contents himself with dreaming that which the wicked man does in actual life. Interestingly, we tend to make a distinction between dreams that we have while asleep and dreams that we have while we are awake. But in reality, these two kinds of dreams are highly complementary. So what is the relation between the two types? Dreaming at night and having dreams in life are about the yearnings that are held deep inside us. They are both a reflection of our unconscious mind and our emotional truth. These are manifestations of who we truly are at the core of ourselves. Some of our desires are so secret that we dare not share them with others. Those of us that dare to express our dreams are showing the courage that they will come through. Take a moment to imagine your deepest desire without letting fear or anxiety dictate your response. What is your mission in life? In any case, remember that you are the driver of your destiny, passenger of none, in control and looking forward of things that must be done. You are the captain of your ship, destination unknown, plans to help you get there and freedom to bring you home. You are the pilot of your airplane, fly as high as you can, life is what you make it, so follow your plan. Hopes and dreams not yet reach motivation on display, a journey full of ups and downs experience gain each day. Direction is always forward, backwards remains the same, discover your authentic self, this is the reason why you came. We all have wishes and dreams which we wouldn't like to tell to others, which we don't want to admit even to ourselves. Be brave enough to live the life of your dreams according to your vision and purposes, instead of the expectations and opinions of others. Surround yourself with people who believe in your dreams, encourage your ideas, support your ambitions and bring out the best in you. Thank you for watching. Let me know in the comments what are your deepest dreams and desires and do not forget to never stop dreaming and believing in what you can achieve. Stay safe and healthy, bye.


Strategic foresight is a planning-oriented discipline related to futures studies, the study of the future. Strategy is a high-level plan to achieve one or more goals under conditions of uncertainty. Strategic foresight happens when any planner uses SC and inputs, forecasts, alternative futures exploration, analysis and feedback to produce or alter plans and actions of the organization. Strategic planning always includes analysis, but it may or may not involve serious foresight on the way to developing the plan, or taking an action. A consideration of possible futures-alternative futures and of probable futures forecasts, predictions is important to developing a preferred future plan. Even the simple mental plans made prior to taking an action.For it is the job of the strategic foresight professional to make sure appropriately diverse and relevant inputs, forecasts and alternatives are considered in the analysis, decision-making and planning processes that plans are appropriately communicated and that when actions are taken, appropriate feedback occurs and after action reviews take place to improve the foresight process. Strategic foresight is a growing practice and corporate foresight in large companies. Its use is also growing in government and non-profit organizations. Strategic foresight can be practiced at multiple levels, including personal, personal and professional goal-setting and action-planning organizational, carrying out tomorrow's business better social, moving toward the next civilization, the one that lies beyond the current hegemony of techno slash industrial slash capitalist interests.