As I said, turning to the next homework instead of that pile of paper, just, you know, just handed it to me electronically and I'm, should be nice. How do I turn this off? Okay. Sorry about that. I don't want you guys to read my mail. It can cook. It can do everything you think of. It does. No, it doesn't. All right. So I think I'm ready to start the tape now. Okay. Thanks. Oh, I'm not. Let's see. So before I just want to mention one thing about the, this kind of probably models we haven't really start talking about seriously. So we should hopefully today. But I do want to point out one of the books that I listed in the syllabus. Well, there are lots of places you can find. Well, let me, let me say this. You can find, you can make any model. You can include a probabilistic, a random kind of a non deterministic component and then make it, you know, stochastic probabilistic model. But the ones that are kind of a good, good, good sample of those or some, some example of such are in this one book, mathematical modeling for life sciences. So if you go there, you will see a few of the chapters starting with chapter five. It talks about Markov chains and diffusion. These are two topics we're going to actually cover. Chapter six has some more, you know, random processes and also has a little bit of statistics. So I'm going to refer to some of this. I want to start talking about Markov chains and diffusion. But, you know, feel free to browse through this before that. Okay, so last time I kind of gave you an example of a random variable that has some distribution. It's the wrong one. By the way, this comes with a stylus too. So I'm going to be confused with stylus to use all the devices you have. Okay, so, so if I have X to be a random variable, which again in the discrete case, it's just like a function from the sample space to the real numbers. So this would be a real random variable, rv for short. Then we talked about expectation, right? And expectation really means kind of an average. And we're going to be defining this for continuous random variables as an integral. But if it's discrete random variable, then we know what this means is, so discrete is simply a summation of over all possible, you know, you can say over all possible numbers, all possible values that this random variable takes of K times the probability that X takes the value K. Okay? And then depending on the experiment, depending on the random variable that you're observing out of that experiment, you know, oftentimes you can actually compute this explicitly. So this is for discrete and we'll see what it means for continuous. The next thing is the variance. Let's say I think that's, I mean notation may change slightly. I think I just use the one that's in the book. The variance of a discrete random variable, let's say, is actually the expectation of, if you want of a new random variable, define as X minus its expectation squared. Okay? So again, for now just think of discrete random variables where you have X takes a discrete set of values. Okay? So if X is, let's say, what's an even simpler, a simpler, well, let's say that the experiment is passing one die. Okay?  Okay? Yeah. So, I mean, this, okay, this is probably over simple, I mean too simple to have any meaning. But maybe it's, think about the one with two dies and take the sum of the two.  Well, there's only two possibilities, zero with the possibility for the outcome, right? Zero, so this is zero times the probability of X being zero, and that's always zero. Plus one times the probability that X is one, and that's a half, right? So the expectation is a half, and what's the variance? So that's, well, what is the, to compute the variance, it's enough to compute what is the X minus its expectation, right? And what is it going to be? Negative a half and one half, right? If the number, the die appearing on the, the number appearing on the die is even and a half if it's odd, right? Yep. So, so what's the E minus X minus C of X squared? Well, it's always one quarter, right? Well, if you have a random variable that's constant, obviously the expectation of that random variable is, is that constant, right? So it's, so the random, the variance of this random variable would be one quarter. And so again, this is maybe too simplistic, but I just wanted to kind of to, you know, show what that formula means. And so that's the variance, and of course there is the so-called standard deviation, which says, which is defined as the square root of the variance. So this is the variance, maybe just use sigma, sigma of X. So this is the square root of the variance. So it is, you know, the formula becomes maybe a little bit harder to memorize, but it's expectation of X minus expectation of X squared, everything to one half. Okay, so it's a number. So in this example would be one half, right? In that simple example, it would be one half, meaning that, so you would say that the random variable has expectation one half. And variance one half, right? And standard deviation one half. Okay, so you can actually do this obviously for other distributions. So for example, plus one distribution. So if I have a random variable such that the probability, it being taken the value n is, what was it last time we wrote down? e to the minus lambda n, lambda to the n over n factorial. No, e to the minus lambda, excuse me. Yes, question? I was just wondering what is the application of the variance? Is that a very good answer? So what does that mean in this simple example? Nothing. I mean, think about it. The standard deviation as being the... Oh, the ultimate rule. Yeah, I mean standard deviation has a meaning, so we know that. Okay, so for a random variable having this kind of distribution, right? So we're not saying what the experiment is. We're not saying what the random variable is. We're saying any random variable that has this distribution, right? Has, and we said last time, has the expectation to be... Well, it's simply the summation of overall n, positive n, I guess starting with zero. So n starting from zero, one, two. Of n times probability of x being equal to n, and this ended up being equal to lambda. So this parameter lambda was, this is with rate lambda, signifies exactly the expected value of this random variable. And let's see, if you are to compute... Well, okay, so there are two ways to go about competing the standard deviation of the variance and then take the square root, right? So one way would be to... Let's see, by the way, the variance is the square of the standard deviation. So oftentimes you just write like this instead of the variance, and it's going to be expectation of x minus expectation of x squared. And it's not maybe that hard to see, but it's not easy either to see what the expectation of... So applying this formula directly would actually make the computation a little bit harder because we know this is lambda, right? And then you would have to compute the expectation of x minus lambda squared, right? So using this row, it would actually look like it's going to be a summation of what? Somebody tell me, squared, probability that x minus lambda squared is n minus lambda squared. So it's not undoable, but, you know, so again, this probability is the same as the probability that x is n, right? So then you plug it in and you do the... You compute the series and what you're going to get is, again, this is lambda, okay? So the square of the standard deviation is, again, the variance is also going to be lambda. I'm going to leave this as an exercise if you don't object, right? Because it's e to the minus lambda and, I'm sorry, lambda to the n over n factorial, right? You're experts in computing series, right? From calculus, too. So you know the computer series, you would just... e to the minus lambda is a common factor, right? So here what you would do is square the n minus lambda, right? And then you're going to have three series, okay? Do the math and it's going to look like it's going to simplify to just being lambda, okay? So this Poisson distribution has this very special feature that you have variance and expectation is, again, equal to lambda. Now there's an alternate way to compute the variance or the square of the standard deviation. And that is that the expectation becomes expectation of x squared minus the expectation of x squared, okay? Now you can actually see this if you do the same. So why is this? Because what was the definition? It was x minus the expectation of x. By the way, sometimes we're going to use e of x without parenthesis. This term is expectation of x, right? So what's the expectation of? What's this random variable that we take the expectation of? It's x minus a constant square. So you can square this. Then minus twice x times e of x plus e of x squared. So this is for a general. This computation shows is a valid for any random variable. So even if it's not discrete, but if it's discrete, expectation of a sum of random variables is a sum of the expectations. So there are certain properties that one uses, and those can be formalized very carefully. It's linear in the random variable, yes. It's like being an integral, right? So that's why it's good to think about it as an integral, even though one is discrete is really a sum. But think about a sum as an integral, then you know that when you integrate a sum of two random variables is the sum of the integrals. So this is also a constant comes outside of the integral sign, right? So you have the expectation of x times the expectation of x. Yep. And the last one is expectation of a constant random variable is that constant, right? So you see how you end up with expectation of x squared minus twice the expectation of x, the square of the expectation of x, so it's minus. You pretty much have to know when to put parenthesis and when you don't have to be least confusing, I guess. But obviously this confirms that. So an alternative way would be to, let's say for this Poisson random variable would be, that's for the Poisson distribution. It would lead to not a huge simplification, but sum, it would tell you that the variance of the square of the standard deviation is the expectation of the square minus the square of the expectation of x. And again, each of this is a series, but the one for x squared is slightly simplified. It's n squared, but times the probability that x squared is n squared, which is the same as probability of x equal to n, right? And we know the probability of x squared, we know this is already lambda. Yep. So you see it just kind of simplifies a little bit because, I mean, I'm saying this thing, but maybe it's not clear. So the probability that x squared is n squared is the same as probability that x is n. Say it in a sentence. Yeah. So why are these probabilities the same? Is the probability of what? Okay, when we say probability, it's probability of what? Yeah. And what is that? That is an event. Okay, it's the probability of an event. In an event, the event that x squared is n squared is identical with the event that x is n, right? Of course, assuming x is positive, x only takes a positive, right? So these are the exact same events. That's why, so in probability theory, you can always kind of, it's like taking the squares, but you don't take the square roots, right? You just say, well, this event can be written like this. It's slightly different, right? It's the same event. It's rewriting the event. It's an empower. Because you can rewrite the event, the actual event doesn't matter. Well, and you're going to write it in the simplest way possible. You know? So an event could be written like in a very convoluted way, right? Or in a simplified fashion. And oftentimes you can actually, you can pursue the computation by rephrasing the event you're looking at. That's, you know, yeah. Right, so the event that this happens is identical with the event that this happens. They're the same events. They're the same subsets of the sample space.  When you run it runs. When you run that experiment several times, right? The outcome that x squared is n squared is the same as the outcome that x is n, right? It's just rephrasing of the event. Yeah. Yeah, I mean, okay, it is specialized to this, but I wanted to make sure that, because oftentimes in this computation we'll just rewrite the event and we're going to say probability of this equals the probability of something else. And I know people have, you know, sometimes a hard time saying, how come I just take the square root? What is that taking the square root? You know, how come, right? It's just re-saying that same event in different words. And then, of course, this is, now it's e to the minus lambda, lambda to the n over n factorial. Okay, so you see the slight advantage here? You said this is one series compared to the before you had three series coming from the squaring the n minus lambda squared. Not a big advantage, but some, yeah. In general, is that what's going to happen if your function that you're doing in the x and the n is the reverse function over your set? Say it again, if... Is this going to happen in general if the function you're doing in your dash has a reverse function on your set? Yeah, yeah, you can... Right, I mean, you're talking about this, right? The fact that events are the same. Yeah, yeah. Yeah, I mean, the square is not important. It's true that it's because of one to one. So, you know, it has an inverse. But, okay, we'll see this again. That's why I want to kind of emphasize it.  So, what comes out is just lambda, okay? So, again, for the... For such distributions, for Poisson distribution, this is what you need to remember, is that if it is a Poisson distribution with rate lambda, then the expected value of that random variable is precisely lambda and the standard deviation is squared of lambda for any X random variable with Poisson distribution. Okay. So, why are these things important? Well, here's one thing that's important to write down and to understand. It's called the strong law of large numbers. So, it says that if I have a sequence of random variables with same distribution and they are independent, that's going to be a new concept in independent random variables, and of course, moreover, well, okay, then this average over the first n, so this is called a Cesare average, but it doesn't matter how it's called. It's the average of the first n random variables. This in itself is a random variable. You agree with that? Because what is a random variable? It's a function. Okay, in this good case, right? So, you can add two random variables. You're going to get a random variable. You can get n random variables, so that'd be a random variable, right? So, this is now a new sequence and this sequence converges to a constant. The constant being the expected value of each of the random variables, therefore of all the random variables, because the random variables we're starting with is all have the same distribution. So, since they have the same distribution, how come they have the same average or expected value? I want to make another. We want it to be finite, so of course the example we talked about is clear that it's finite, but this might be applied. You could try to apply it for... There are random variables that have infinite expectation, so... Yeah. What you just wrote says even capital X... I. Oh, I. So, basically what I'm saying is that because they all have the same distribution, probability distribution, they all have the same expectation. Because expectation is only depending on the probability distribution, right? So, they all have the same number. The expected value is the same for all random variables. Call it E of X, right? This is E of X1, E of X2, E of Xn. All of them are the same. Well, so a strong law of large number says that as n goes to infinity, on average, if you want to think out like this, the average of these random variables converges to this expected value. Now, the key ingredient here is that these random variables are independent. So, what does it mean that we have independent random variables? So, independence is kind of the foundation of the probability theory. And we're not going to do much of it, I mean theoretically, but just to say that if I have two events, so two events, A and B, of course these are subsets of the same sample space, are called independent if the probability of both occurring at the same time, and that's the event of A intersect with B, right? The event of A intersect with B contains all the outcomes that are both in A and in B, right? So, if I remember this sample space, right, and I have two events, then I'm going to have, if the experiment, if a run of an experiment ends up with an outcome here, then both events are occurring, right? So, we say that these two are independent if the probability of the intersection is the product of the probabilities. This is very different than the probability of the union, for instance. The probability of the union of two events is, we talked about it earlier, right? We said that if the two events are disjoint, so they are incompatible, right? So, all this wording is kind of, it takes a little bit to digest, but if two events are incompatible, then the probability of the, either of two occurring is the sum of the probabilities, right? If they have an overlap, then the sum of the two probabilities minus the probability of the intersection. So, this is actually different now. It says it's a property of the intersection only, which of course would spill in the probability of the union, but it's a specific probability of the intersection. So, for instance, if I have two events that are incompatible, are they going to be independent? No intersection was probability of the empty set. Zero. So, for them to be independent, one of them has to have probability zero, right? So, if I have two events that are incompatible, and neither has probability zero, right? Then are they independent? No, because it doesn't satisfy zero, it's going to be not equal to the product of the two. And that makes sense because it says that if they're incompatible and one happens, the other doesn't happen. So, they're not independent in that sense, right? If one happens, the other doesn't happen. Now, of course, there will be cases when there are events that are overlap and they're still independent, right? It just has to have that, this property has to hold. Okay? Yeah? Yes, you can have, yeah, certainly. Right. And you can, I mean, again, we can cook examples of that. Throwing two dice and looking at, I don't know, probability that one has, I don't know. It's negative. You're following? Yeah. It's just come up with two events for which there's an intersection and the intersection is, either has this problem or doesn't have this property, right? Yeah? That's the way you get an event itself, provided your first die is included. Right. So that the sum is even and the other event would be that the sum is, no, that would be incompatible, right? The other one is that the, one of them is even, right? Right? Or, I don't know. So, let's see. So, they can overlap and have both. So, they could be independent or they could overlap and they could be not independent, right? But let's see. Is there a possibility that one is a subset of the other? If one is a subset of the other, the intersection is the smaller of the two, right? So, how can a probability of the smaller of the two equal the product of the probabilities of the two? Well, the probability of the larger one has to be one. So, the larger one has to be the whole set. So, that's, it's also not a possible to have two events, one a subset of the other, unless the big, well, and the big one should not be the whole set, right? Then they're not independent. And again, it makes sense because it says if the smaller one happens, then the larger one happens, right? So, it's not an independent pair. Okay. But, again, we could spend a whole lecture on just the significance of the independence. And this, unfortunately, we're not going to have the time, but it is an extremely important, well, it's the most important concept and probability of independence. Now, what it has to do with the random variables, though? Well, so here's what it has to do. So, two random variables, X and Y, are independent if the probability that of the event where one takes values within a range and the other takes values within another range. So, by the way, this is just saying that this is one event, right? This is not an event. And when we say this and this, we mean the intersection of the two, right? So, that's the same as the probability that the product of the probability is, okay? So, the random, independence of two random variables reduces to really the independence of the events when the random variables are within a certain range, okay? Which, in the discrete case, it would be even, it would reduce to even more, you know, more restrictive case. For instance, the probability that X is n and Y is m, let's imagine of two, so, for discrete random variables. By the way, this, the one above, it's really true for continuous also. But for discrete random variables, when you say that something is in a range, and you can narrow that range until you only kind of, in your range, there's only one value, right? So, it says the probability that X takes a certain value and the probability that, and Y takes another value is the same as the probability that X, sorry, sometimes I'm using accolades, sometimes I'm using square brackets, sometimes I'm using brackets. But this is what independent random variables mean, okay? And this is if there are two of them, right? And now you can think about probability that you can talk about independence of not two, but any number of random variables, right? So, the formalizing of this concept is, again, it's very important in probability and it's something we're not going to have the luxury to go into much detail. But I want to show this to you on a practical problem called, let's say it's the, well, it's a manufacturing problem, it's a problem coming from manufacturing diodes or any sort of electronic components and it's kind of at the beginning of chapter seven. So, let me just summarize that. The problem is quality control, this product that is being manufactured. So, there's a testing for faulty diodes and one way to test something like, you know, you manufacture the same product over and over again, is you take individual diode, you can take each of them and test it, right? If it's good or bad, right? If it's bad, you throw it out. If it's good, you keep it, right? So, certainly that's going to do the job, right? But it's not going to be the most efficient way. So, just simply because of the costs that are going to be incurred. So, the testing for faulty diodes will be done as follows. So, it can be done in two different ways. One is, as I said individually, at a cost of five cents each diode. Or it can be done in groups of diodes. And here's how that's done. So, let me show you individually. You produce one diode, then you test it. Then you produce the next one and you test it, right? And there's going to be some of them that are going to be faulty in each of them. And the ones that are faulty, you just label, you put them on the side, right? So, you can see the cost. If you have a thousand diodes producing and you do it individually, it's going to be a thousand times five cents each, right? So, it's very simple. The question though is, is there a cheaper way of doing it? And the answer will be yes. So, the groups of diodes is going to be the following. So, if I, for instance, decide I'm going to do groups of three diodes, for an example. I'm saying, I'm just picking an example. So, if I'm picking groups of three and I test them, I test these groups as an entity, each as an entity, right? And I, when I put this, whatever, in series, so if I, if I test a group and the group ends up being good, then the conclusion is that each member of that group is good, right? If the group is bad, then what is next thing to do? Then we know that at least one is wrong, faulty. So, then we're going to test individuals in that group, okay? So, the whole problem is figure out which one is the more efficient way and we should know what is the cost of testing a group. So, this at a cost of four cents. A group. Okay? Yeah, three or four times. To help a really large group identify a bad group, break it down and then break that into smaller groups. Sure, sure. But that's not, that's not our problem. Our problem is between these two, if it is to decide on a strategy, the strategy is how many, how large a group should we use the first time? Yeah. Four questions at once, okay. Something must be wrong. Yeah, good question. So, you're right. So, maybe I'll fix this because I'm sure you've read the problem before, right? So, this is really four plus n. But yes, if this is faulty, then you do it individually and it's going to be five each. Okay? Four plus five n. Okay, let me just set this up here so you can see. So, it's okay. So, first group, n is the number of diodes. So, this picture represents the corresponding n equals three. Okay, so, what is the problem? The problem is the goal, determine an optimal strategy. That is, what should be the number of diodes to be tested at once in a group, such that the total cost is minimized. And you, excuse me. And of course, you still want to exhaust like every single one. You want to pass the good ones and identify the bad ones. Yeah. What's the cost of faulty diodes? Well, you don't know in ahead of time. Until you test it, you don't know if it's faulty or not. Well, yeah, I know that if there is a faulty diode, what's the consequences of cost and money if it's faulty? Again, that would be an additional thing in the problem. I mean, all of this, right. I mean, if you see yourself with a hat in that factory, yes, you're going to ask all those questions, yeah. But the point is you don't know. You don't know your ratio. You know your ratio. But what you know, okay. So what you know is you know the probability. Let's see. So I'm missing something. You're right. So I'm missing the probability that a manufactured diode is faulty. Right? So the probability, so that's an assumption, is the probability that, let me just say how they say it here. So the assumption is that 0.3% of all diodes are faulty. Okay? And this can come from whatever. Right? The previous experience. Okay. So here's kind of where the strong law of large number comes in the picture. So think about the first group of diodes. What would be the cost of testing that group? The cost is going to be either 4 plus n if whole group is good. I mean, each member in the group is good. It's 4 plus n plus 5 times n if at least one diode in the group is faulty. The cost. I'm saying the cost. So here's the thing. C1 is a random variable. Okay? And maybe you don't want C1. Let's call it X1. So I'm saying this is going to be X1. I define it to be this random variable, which represents the cost. Now, it's a function that takes for the first group of diodes, right, any outcome of the manufacturing and testing process, right, and it assigns a number to it. Okay? Now, why is that a random variable? Why is this random? Is it 4 plus n or 4 plus n plus 5? Well, it's true. So each will have some probability of occurring, right? Yeah. So the event, so underlying this, there is this sample space, right? So the sample space is unpicking n diodes and they may all be good. Some may be wrong, right? So with some probability. Now, do you agree that this is a discrete random variable? It only has two possible values, right? Now, the sample space may not actually be discrete or finite, right? It's even hard to define what the sample space is, right? The sample space is an outcome in that experiment is you pick a group of diodes that are only good, some may be bad, right? That's the best you can do in describing the sample space, yeah? But the random variable is very simple to write. And now you do the same with the second group. And it's going to be exactly the same. Now, it's not only that it's going to be exactly the same distribution, right? But can we say that these two random variables are independent? Well, I don't know. You can argue not, but... I was going to say that when two diodes of the second group are faulty, would not. Exactly. A direct outcome. Unless you pick the second group from the faulty ones from the first group. Like if there's a replacement there, right? Yeah, if you don't do that, right? You just have like a sea of diodes, right? And you just pick groups, right? Those are, I don't know, intuitively they're independent, right? Yeah. That's good enough for us. Okay. For me, at least. It's the same distribution. And this is the same with the k-th group, okay? And that's where I should have... Anyway, they call it x. Can I change it to xk? Doesn't matter. N was for a number of diodes, but... Okay, so... So xk... Now, why do we even say these are distinct random variables? Why not just say this is the one I wanted? I don't know, because the time sequence, you take the first diode, right? You test it, then the second diode. So they are... They are not the same... They're different random variables, but with the same distribution, and they're independent. Yeah. Yeah, they're also going to be different. Okay, anybody has anything against this? They're not the same random variables? Although they have the same distribution? Because they actually physically... You observe different things, right, in different experiments. Yep.  If you're really analytical about this, you can have issues, but we don't want to have too many issues with this thing. The point of this exercise is that we want to draw a practical conclusion from these assumptions, okay? And that is very simple to do, so the distribution xi is going to be always the same. xi is 4 plus n with probability, with a certain probability, and 4 plus n plus 5n with a certain probability. Now, here's where we have to talk about probability of the event in which the whole group is good. I have n diodes, and all of them are good. This means what? This means that each of them in that group is good with a probability of what? 1 minus 0.0003. Yeah, that's 0.3%, right? And because each diode is good with this probability, how can all n of them be good with that probability? Again, assuming they're independent, then this would be the product. So it's the product of this. And what's the opposite? Well, the complement is going to be with probability. So if I call this p, then it's going to be probably 1 minus p, okay? So that's how we find the distribution. And then what is the expected value of this? It's simply taking the values that each of this random variable takes, 4 plus n times p plus 4 plus n plus 5n times 1 minus p. Now, this is not pleasant, but it can be written explicitly. So 1 minus 0.0003 to the power n plus, that's 4 plus 6n, 1 minus 1 minus 0.0003n, which is 1 minus that power of n. Okay, so take a look at what we've gotten. We've just simply gotten a function of n. n is a number. It can be 1 to a million, right? And we have the sequence of random variables. By the strong law of large number, we can say that on average, when I have lots of groups of such, so when this k is large enough, when k is large, the x1 plus xk over k goes to this, or let me say it's close to, we're not taking a limit. We're just saying when k is large, this average is this number, right? Now, in words, what does this average mean? x1 was for the first group, x2 for the second group, xk was for the kth group. So this is simply saying what is the average cost, right? For testing a group of dials. So this is the average cost for testing the first k, the groups of dials. Okay, so if k is large, this is actually what you want, is you want this quantity, so the objective is you want to minimize the cost, what did I say? We minimize.  Wrong, well, let's see. Is it total cost or is it the, it's not the total cost, so if I could change it so you can see, is the cost per diode. So the point is you want to minimize the average cost for a group of diodes divided by the number of diodes in that group. So this is the average cost per diode. Until now, x was the average cost per, so this is the cost per group of diodes, right? Okay, so this is all kind of setting it up. What is then the actual solving? So that's the step in which you solve the model. So you have to minimize 1 over n times this messy thing, which was 4 plus n, 0.0997 to the n plus 4 plus 6n, 1 minus 0.997 to the power n. What is going to be your favorite tool? Is that again? Random? There's nothing random at this stage. You see, you just need to minimize a function of n. I mean, you can actually, yeah, you can actually simulate, you can actually show that this is the average cost, but in the end, it's just an optimization problem of one variable, right? It just differentiates how to do it. Yeah, so if you could differentiate set derivative equal to 0 and check whatever, fine. The problem here is going to be there's powers n in the power n in the infront, right? So it's not going to be an easy way to differentiate, right? So you can try symbolically, but what I would say is just plot. Or you can actually run a search, you know, through the possible values, but it's a non-linear optimization, one-dimensional optimization, right? And whichever way you do it, you will see that 17, again, it may be 17 or 18, and then you have to decide which one. 17 is optimal. That is the minimum number, the minimum cost on average, right? So the optimal strategy will be to take groups of 17, and if a group is faulty, then you're going to test it individually, right? And then you can figure out what the minimum cost is. Okay? So a big part in this model is actually just setting it up, figuring out what are the random variables, how can you use the tools of probability to actually reduce it. But I'll tell you that this little secret in this whole business that we do for the next three or four weeks, we're going to actually end up with a function to maximize or minimize. Okay? So the whole thing is, how can you actually bring it down to that level, and then just use an optimization tool to draw your conclusion. Okay? So, and again, we're going to learn other things about probability, but not everything. We're going to learn next Wednesday all about continuous random variables and how you can use that for modeling certain processes. Okay? Hopefully I'm going to have the iPad working by Wednesday. It will work better. My lectures will be...


Do you think that black person is going to end up in the dock, indicted by a grand jury, and prospectively spending the rest of his life in prison? The answer, of course, is no. That is not a thing that will cross any prosecutor's mind. It would not end up in a courtroom. However, if a white person does it and the person in question who died is a crazed homeless black person who is threatening people on the subway system, then the white person may end up in jail for the rest of his life. And that is the case currently with Daniel Penny. You just listened to a snippet of Ben Shapiro's monologue where he defends Jordan Neely's killer, Daniel Penny. Now he made this video following news of Penny's indictment by a grand jury in New York.  And he said no, which idiotically suggests that black Americans in blue cities specifically, that's the caveat that he made, would have some sort of a privilege when it comes to incarceration. He actually said Ben Shapiro's supposed intellectual is implying that black Americans have a privilege that white Americans don't have specifically with regard to jails in this country. Hey, Ben, have you looked up any stats at all on massive incarceration? You know what? Don't bother because I'll do it for you. In 2020, an analysis of Bureau of Justice Statistics by the Prison Policy Initiative detailed how black men outnumber white men in prisons in literally every single age group. And they report black Americans are still incarcerated in state and federal prisons at five times the rate of white Americans. 1.1% of all black Americans are incarcerated compared to 0.2% of white Americans. The numbers are even more disturbing when we focus in on black men. 150 black men are incarcerated, including over one in 25 black men between the age of 25 and 44. But according to Ben Shapiro, there is supposedly this double standard where black Americans get away with crimes that white people would be punished for. I mean, are we living in the twilight zone? This is somebody who is supposedly an intellectual on the right. Well, if he's an intellectual, it tells you why the right is in such bad shape currently.  But the most egregious part of his commentary has got to be the title. His video here is titled, The Woke Lynching of Daniel Penny. Let that sink in. He is calling the violent killer the one who's being lynched, not the man who was killed. It's Daniel Penny. He's the one who's being lynched. That's the word that he chose to use.  Now, Senator Nina Turner also responded saying Jordan Neely is literally dead, was killed, lynched. Ben Shapiro and those like him are sick. Now, Ben Shapiro actually responded to that by doubling down saying Jordan Neely was not lynched. He was a crazed homeless person with 42 prior arrests who was threatening women and children on the subway. Penny put him in a submission hold to restrain him and he died. That is not remotely close to lynching, yeah, but apparently inditing Penny is lynching according to Ben Shapiro. Now, Senator Nina Turner responded saying it's while that you claim the man who died wasn't lynched yet are claiming the man who was alive is being lynched. I'll say. Now, she also shared this Tik Tok with Ben Shapiro and it's not like Ben Shapiro isn't aware of this, but the Tik Tok was presumably shared by her to educate the people who follow Ben Shapiro about lynchings in the United States and their disgusting history. I want you all to hear eight out of thousands of reasons Black people were lynched according to the Equal Justice Initiative's report of reported lynchings. John Stoner was lynched in Doss, Louisiana in 1909 for swinging the white man who killed his cow.  Ernest Green and Charlie Lang both 14 were lynched in Shabuda, Mississippi in 1942 after a white girl said they were threatening. Oliver Moore was lynched in Edgecum County, North Carolina in 1930 for frightening a white girl. Henry Patterson was lynched in LaBelle, Florida in 1926 for asking a white woman for a drink of water. Elizabeth Lawrence was lynched in Birmingham, Alabama in 1933 for reprimanding white children who threw rocks at her. Jesse Thornton was lynched in Laverne, Alabama in 1940 for addressing a white police officer without the title Mister. A Black construction worker was lynched at Camp Blanding, Florida in 1941 for insisting that a white co-worker return his shovel. And Jordan Neely was lynched on a subway in New York in 2023 by Daniel Penny after he was accused of being threatening. Now prior to his death, he was filmed presumably asking for food. It's hard to tell what he's saying in the audio, but you can see he's very clearly visibly suffering from a mental health crisis. Now as HuffPost explains, witnesses in the incident say Neely, who has struggled with his mental health, was behaving in an agitated manner but not threatening anyone on the train. Juan Alberto Vasquez, a freelance journalist who recorded the chokehold, said that Neely was yelling that he didn't have food and water and that he was tired and didn't care if he died. Now it is plausible that some people felt threatened by him, but feeling threatened should not result in a literal death sentence. And according to Juan Alberto Vasquez, the witness who was just quoted here and who filmed the incident, Daniel Penny held Neely in a chokehold for about 15 minutes. 15 minutes. Now Daniel Penny disputes that, but regardless of how long it was, Daniel Penny took Jordan Neely's life. And as HuffPost adds, the New York City Medical Examiner's office said Neely died of compression to his neck as a result of the chokehold and ruled his death a homicide. But according to Ben Shapiro, Daniel Penny is the one who was lynched. Just despicable, absolutely despicable behavior here. But this commentary is part of a larger trend that we're seeing from right-wing propagandists, where they're in this sort of race to a bottom of sorts to see who can say the most extreme thing. And I want to move on from Ben Shapiro to give you some additional examples here, because this is what we're seeing more and more. And to be clear, the right never had intelligent commentary ever, but they're getting worse. And this is deliberate. So here's Michael Knowles, also part of the Daily Wire, Ben Shapiro's network. And let's listen to what he says about the Pride flag. Now keep in mind that this is the side of the political aisle that claims they care the most about freedom of speech. But let's see what he says about the Pride flag.  It is a symbol of pride, the deadliest of the seven deadly sins. It obviously has no place in a middle school classroom. And frankly, it should be banned from all public spaces, because it's evil and degenerate, and signifies an ideology that is contrary to truth, goodness, beauty, and reality. How pro-free speech of him. Also, hey Michael, this shoe. That was, uh, thanks. Um, yeah, uh, sure. Hmm. Seems like degeneracy to me, but there's more.  I mean, when was America great specifically? Was it the 1980s? The 1950s? Well, Michael Knowles is going to tell us the era that he'd like us all to return to. I want our civilization to be as socially conservative as we were in 1220. Okay. I forget it. I don't even want the 1950s. I don't even want the 1880s. I want 1220. I think that would be a good spot to land at. I want, at the very least, I think we ought to be as conservative as we were before all the modern ideologies started corroding our civilization. Very interesting. They are increasingly saying the quiet part loud and telling on themselves more frequently. He wants to go back not to the era of hyper social conservatism and racism in the United States, but he wants to go further back. Let's go back to the era where we burned witches when we suspected them of doing witchcraft. Let's go back to the era where we, uh, stoned gays because according to Michael Knowles, he would fare well in this era too. Sorry, brother, hate to break it to you, but you would be stoned along with the gays if we return to that era because they're not going to accept your stint as a failed actor, as a justification for your homosexual deviancy. They're just going to stone you like all the other core people. So, I mean, you think that you'd be spared here, right? But you're going right into the blender as well. And by advocating for this, I don't think that these conservatives realize that they're cutting off their own noses to spite their face. But look, I would be remiss to not also mention the paranoia that we're seeing from these conservatives. So let's listen to Charlie Kirk explain his thought process when he opens his refrigerator. We are now having to, I'm guilty of this. I'm going through my kitchen. I'm going to my refrigerator and I'm starting to ask the question, well, is this ketchup bottle woke? Is this mustard? I mean, literally. We're at the place now where we have to go through is the company that makes us. And so very normal. I'm sure that Charlie Kirk is living the most happy and fulfilled life. Hey, remember when conservatives said that cancel culture was actually bad? Wasn't that long ago, was it? Now, here's the thing about all of these conservatives and the crazy things that they're saying, the crazier things that they're saying to be specific.  I just don't. I mean, perhaps some do, some drank the Kool-Aid, but I think that a lot of them, if not most of them, they're just saying what they believe their audience wants to hear. And in this space, the way that you differentiate yourself in this day and age as a commentator is to be as outrageous and extreme as possible. It is unfortunately the level that they have to stoop to in order to get attention since they can't attract eyeballs based on talent or intelligence.  And that's how they attract an audience. But I'll say this, keep letting your freak flag fly, conservative propagandists, because you're only making yourselves look very, very foolish to reasonable people who don't exist within your bubbles. So keep it up. Get even dumber, I say.


Well, I guess we have already spoiled the surprise, you've already seen who is in the building. We have arguably the best African female rapper in studio with us on Y244 for the very first time. My name is Hilda Wadidhi and you are watching Social Friday on your Y in the morning. On Tuesday you can find us at Y244 channel, the hashtag is Y in the morning, hashtag Social Friday on Instagram Y244 underscore channel, on Facebook Y244. So do make sure you catch up with us on DSTV channel 376 at time 54 signet 84. Yes. So Kareem Goose and I miss Petra. Thank you. What are you doing? I'm okay. It's lovely to be here with you. You're also like the best hoax in Africa. Man, you got me. You got me all excited. Yeah. Thank you very much. All right. What's up? What's up? What's up? My name is Petra. Oh my. Well, yeah, that's the only one. I have a crush on you, by the way. It's lovely to be here with you. You took my number. Yeah. Excuse me. Excuse me. Her boss is in town. Please, can we be careful? Amy, Petra, let's talk. It's about time the fans get to know you. So tell us about your journey. What happened? What's going on? How did you end up the best female rapper we have so far? It's been a long road. It hasn't been easy. I've just kept on pushing, like not giving up. Yeah. Yes. That's it. That's all you can say. Yeah. What about your connections and your people right next to you? How helpful have they been?   Because I'm an indie artist. But I have a whole team behind me that keeps on supporting me. But all in all, it all comes up to me. If I don't have the drive to keep on pushing, I'll keep pushing. So yeah, I'd also like to give me the props first before I give my team any recognition. Because without me, Hakuna. Without you Hakuna, sure. All right. Well, let's talk about, when you first started out, when I first met you, we were young girls. Yeah. We felt like, what, 18, 19? Mm-hmm. And you had been doing music already. Yeah. So how did you sustain yourself? Was your family supporting you? What was the big, how was the big move from Costa to Nairobi? Mm-hmm. You know? That's not about that. My family has always been supportive of me. Mm-hmm. And there comes times where it's just like, ah, do you really need to keep on doing this music thing? Yeah. Because there's a whole lot of mess that comes with. In the music industry, it's not all rosy-rosy, like how people think, or how we are portrayed to be in the music videos and maybe our performances. It takes a lot of hard work. And sometimes, like most of the times, you'll get disappointed. Mm-hmm. So you just have to have that drive and that, you just have to keep pushing. That's why I started with that. Mm-hmm. Yeah. That has always been my motive. Mm-hmm. And even the people I look up to, mm-hmm. That has always been the key. Like, you just have that drive, that passion, keep pushing, and you'll just attain your goals. Okay. But according to me, I haven't reached the level where I can say, like, okay, I'm a star. Like, I haven't. Mm-hmm. Just my fans will come up to me and I'm like, oh, my God. So I even have fans. Like, wow. Because I haven't even, like even a quarter of what I want to accomplish. Mm-hmm. Okay. Maybe I have like a quarter. Mm-hmm. But I don't let it get to my head. Mm-hmm. Because most, most, I don't want to talk about anybody. Mm-hmm. But most people, not artists to be precise. Mm-hmm. But most people who are in Mahali mm-hmm. in Anzaku, in Giyakua, Kichua. Mm-hmm. So me, I aim for higher. Mm-hmm. So that doesn't usually get into my head. Mm-hmm. Well, I'd like to talk about the personality difference. Mm-hmm. It's so different. Like, in person, you're very quiet, subtle. Mm-hmm. But then on the microphone, my goodness. Mm-hmm. So what happens when you step into the booth? What happens? Where is this Petra coming from? Mm-hmm. Yeah. Mm-hmm. Yeah. So you know me personally. Yes. That is, that is a, that is a character. Mm-hmm. Like I'm usually in character. Oh, uh-huh.  Mm-hmm. He plays a very big role in my team. Mm-hmm. So he's a perfectionist. Mm-hmm. So everything I do has to be 100% perfect. So I'm going to act like an angel. Mm-hmm. I have to make sure.  Like it's 100%. Mm-hmm. It's like a movie role. Mm-hmm. Like how Angelina Jolie is like bad, bad us. Mm-hmm. Mm-hmm.  Come on, it's a quaevo, then nothing is going to happen. Mm-hmm. So I, like that has really, like kept me, it's discipline. Mm-hmm. Discipline has kept me, mm-hmm. has made me learn how to, how to balance the two personalities. So can you look forward to seeing in a movie role for me? I know that you know your role so well. Yeah. Yeah, but I'm not thinking, that's not like my objective for now. Mm-hmm. Like I'm not thinking about that, but whatever comes in future, mm-hmm. it'll just come. So, I'm prepared. I'm glad that you mentioned your husband. Mm-hmm. Now can we talk about the directors that you have been working with? Mm-hmm. Have you worked with any other directors that you've been working with? Yeah, I have. When I was starting out, mm-hmm. I worked with Lese Joe, I worked with Enos, mm-hmm. I worked with, um, I worked with, uh, quite a few. Mm-hmm. So, um, So he's not the only one, he's not the monopoly? No, but so, it's my team, like he's now, he's now part of my team. Mm-hmm. That's why I'm, I'm saying like, it's a visual department, I love audio, it's a visual department. Mm-hmm. It's a visual department, I love audio departments. Mm-hmm. Okay, right now, for the audio department, I work with Yulopa. Mm-hmm. Like it's, it's just a team. They have their own separate companies, I also have my own thing going on. Mm-hmm. Like, my own thing, uh, like, Biashara and whatever and stuff going on. Mm-hmm. But at the end of the day, when it comes to the Petra brand, mm-hmm. Like all these people, mm-hmm. Itabidi wa elewane kuja, ko sababu yayo brand Petra. Mm-hmm. So, yeah. I still have to go back home to my team. I still have to consult them. Okay. Yeah. So now we know that is the team. That is the main brand. That is the team. Kamawatu wa waku wa nadu wa iwo. Mm-hmm. I make a wazi. Well, I'll be very unfair to the audience if I did not ask you how you're balancing your baby, your marital life and the rap of Petra. Hmm. It's just, how do I do it? I don't even know how I do it myself. Like, it's, it's crazy. It's crazy.  Mm-hmm. So it just has to be like, kamani mama kuwa perfected that. Mm-hmm. Kuwa perfect kuwa malezi, kamani music kuwa perfect kuwa iwo. Mm-hmm. If I can't, ni heri ni wachi. Mm-hmm. Okay. But since. So you're a perfectionist as well. Yeah, I had to, I had to learn how to, and it's a, it's a really good thing. Mm-hmm. Like, in any, in any career, anyone wants to, to take on, to pursue. Mm-hmm. Like it's, it's really, like even you, you have to be a perfectionist at what you're doing. Like, kamani. I try. No, you are like you're doing your best. 100% best. Okay. If someone tells you, not a, not a negative critique. Mm-hmm. How ze. Mm-hmm. But the positive critique akuja kuambie hilda. Mm-hmm. Instead of doing this, you could have done this like you should do this next time. Mm-hmm. It'll make it better. Yes. If you're intelligent enough, you'll, you'll listen. Yeah. And you'll, you'll tend to be so that you can, you can be perfect at what you do. Yes. Mm-hmm. So it's a, it's a key, it's also a key, a key word in my, in my, it must be perfect. Must be perfect. Okay. Speaking of perfection and your perfect collaborations, you have featured a really good bunch of celebrities that we know here. Mm-hmm. How is it like working with Kaligraf? How is it like working with Victoria Kimani? You also had some Russians in your video. Yeah. My God. And then before I ask you about being a role model, let's first hear how some of these people are on set. What is it like working with Kaligraf? Kaligraf is a, more of like a family, family person to me. Mm-hmm. Like I met, like we go way back with Kaligraf. So it's not, it's not different. Like me, he's like part of the team. Yeah, he's like part of my team. Like any, any, any time he'll be like, if you're making a wrong move, he'll be like, eh, apple mechoma. No, no, no. Mm-hmm. So he's still like part of, he's always been part of my journey. Like, he's just always been my family. Wow. So with him, it was just normally, it was fun. It was like having your brother or your sister on set. Uh-huh. Yeah. Also, it's a bit easier. Like, it's a bit easier. It's a bit easier, yeah. What about Victoria Kimani? What say you? Victoria. Mm-hmm. Victoria is a very interesting person to work with because she's very honest. Like she'll tell you. Oh. Yeah, she's very, she's very, she speaks her mind. Mm-hmm. Yeah, so if she likes something, she'll be like, oh my God, oh my God. You know?  Mm-hmm. But I actually find people like that, like, very easy to work with. Mm-hmm. Mm-hmm. Because come again, Freisha. Yeah. You know, stuff like that. So she was very nice. Mm-hmm.  Mm-hmm. Like, it was just a great vibe. Mm-hmm. Yeah. All right. Great vibe, Victoria Kimani. Very honest of me here. So what about Akina Anfisa, the Russians? How, in God's good name, did that collab happen? Um, their management contacted me because they wanted to do a project like, that's African based. Mm-hmm. They wanted to do something with an African artist. Mm-hmm. And, yeah, with an African artist. You can just put it down. Oh. Yeah. Yeah, that's how I was like, yeah, this thing. Mm-hmm. Yeah. So, yeah, so they reached out to me because they loved what I was doing and they loved my style, my vibe and everything. Mm-hmm. And it all worked out great. Mm-hmm. Yeah, they flew all the way from China. Wow. So, the day they were set to travel. Oh. So, they were on tour in Russia, so they had to connect. Mm-hmm. Therefore, we did some interviews on some media station, media houses, hyped the project up and it ended up being successful. It was a good song anyway. Yeah. Also, mm-hmm. Also, I was on a project with Bobby Valentino. What? Yeah. Oh, wait, wait, you didn't see that. It was Kanja's song and I was featured on it. Oh, yes. Yeah. Yeah. So, shout out to King Kanja. It was a beautiful experience. It was actually a good song. It was a beautiful experience. The one who produced it. Yes, Yulopa has produced a majority of my songs. Mm-hmm. As I said, he's part of Brand Petra. Yeah. Like wherever I go, even if Jay-Z comes to me, the proposal, I still have to go back to my team. Okay. Now how and you are two angles. So, Bobby V. Oh, can you, can you please give us a taste of that? What does he look like? Does he taste like? In person. It tastes like. Sorry. Oh, my. He's always been the love of boy for the young girl. Yeah, yeah. So, what do you feel like meeting him for the first time? It was exciting. It was nice. Mm-hmm. He had so many people around him. So many, uh-huh. What time can I use for ladies who are ladies, beautiful ladies around him. Beautiful ladies. Yeah, he was occupied. Okay. So, I didn't really, I didn't really interact with him one-on-one. Like, like, but we bump to each other to get to know each other. Like, oh, I love what you're doing. My God, I wish I was there. Yeah, it was nice. He's a nice person. Alright. Yeah. So, let's talk about the content of your videos. It looks like first of all, they've not been done here. And also, they're explicit. When you have an explicit kind of content and you have a daughter, like, where do you draw the line? Like, she knows she's going to grow up and watch this. Where do you draw the line? Like, Dana is very explicit. No, that's not explicit. I have even more explicit. You have the dance hall one. Yeah, like perfection.  Yeah, you go home on everything. So, with my daughter, she has her own life. And, as I said, like balancing, that's where the balance comes in. Mm-hmm. So, it's a very different, two very different personalities. Mm-hmm. Actually, it's like three different personalities. I think it's just many because there's the wife. Mm-hmm. And then there's the mom. Mm-hmm. I love that there's now the friend. Mm-hmm. Like, I'm your friend. Yes.  There's this. The artist. Yeah, the artist. Yeah. Okay, so if, first of all, his name will bet you. Mm-hmm. Because I know that has thrown all too much. You see, oh, do you have any, do you have any mind-crush in the industry that you look up to or you'd like to work with even? You know, you can let us know. Chris Brown. Chris Brown. He's not my mind-crush, but he's, he's like, he's, he's that guy. Everything. Okay. Okay. I'll take one. What about a female one? Which female artist or which female rapper inspires you that you look up to? Rapper. Mm-hmm. Rap is Foxy Brown. Mm-hmm. Like, it goes way back, like those old school. Old school. Yeah, Foxy Brown, a little bit of Lil Kim, a little bit of MC Light. Ash.  Yeah, yeah, I think people call you a Lil Kim.   This is Miss B. That's my aim, that's my goal. So, you know, can you come up, like Lupita made it, so anybody can make it. As long as the drive and the passion and the persistency, consistency is there. Mm-hmm. Yeah. That's what's up. Okay, so before we conclude with your newest dance so, a birthday party that's coming through on the 30th of this month in Rio. Yes. Yes, before we go right into that, there's a song that you have called, you know, I'm a politician and I love politics and I love politics and politics are mandated by the way, please do make sure you check that segment out. You've done a song about creating social awareness. Yeah. What inspired this track? Hmm. That's actually a track I did. Yes. During the community amongst, amongst like the citizens of Kenya. Mm-hmm. Especially the youth. Yeah. Because I even softened out on that track, like I was in hardcore. Mm-hmm. I was just hardcore on the part where I said social media is fake and these teas are fake as tea out here. Oh, no, no, they're teas are very common but it's cool. Yeah, so it was just all about uniting the youth like we are actually bigger, like Sisindotuna, Tunajiri hour too. Yes. Like all these politics and everything, they need us. Mm-hmm. We don't need them. Mm-hmm. Like, yeah, that's basically it. We are the bosses. So as in we are the bosses in short. Yeah. That's fair. So we don't really need to fight over. Mm-hmm. Over. Like we don't need to beef because we are like if you saw on social media. Yes. The whole generation was actually beefing. Yeah. And you understand what? Tri-ball beef. Mm-hmm. Like what? Mm-hmm. And you understand what? And you understand what? It's illiteracy. Mm-hmm. Now when you are like our parents have sacrificed so much. Yeah. In order for us to have a a great education. Yes. A proper education. For us to go back to thinking like that. Yeah. We are the ones who are supposed to be like enlightening the ones who you exposure to. Exposure. Like All right. That we got. So now that's Petra, the activist. Yeah. Yeah. That's a different Petra. Petra. Well, now you have a new dance whole track which you've broken out into and it's supported we continue this segment. So let's just talk a little bit about that track. Mm-hmm. What inspired this particular track that's extremely exclusive by the way? Mm-hmm. It was actually it was uploaded on a Jamaican site. Oh. It's not like Kenya based. I didn't upload it on my channel. Mm-hmm. Because of disclaimer issues. Oh. And guidelines I have to follow. Mm-hmm. Like we have to follow as citizens of Kenya. Mm-hmm. So it was suggested that project was suggested for me to me by a Jamaican DJ. Oh. Yeah. So it was like there's a guy called Gage. Mm-hmm. He's done a song. Mm-hmm. And I really think you'd really like you're the one who would like kill this track. Then I'm like one of the Jamaican I was like I see guys calling you Spice up in there. Yeah. Mm-hmm. You know Spice is like one of my like in terms of dance hall. Mm-hmm. She's the one. She's one of my skater. Mm-hmm. And Rang Gaza and Boss. Brokkal. Brokkal. Okay if you haven't checked out that song you need to check out our Facebook page to see the song as well. All right, but first we conclude this petra. Mm-hmm. You know which song I I want for you to do for us in the party shows. Yes, yes. Yes because it's my favorite one. Mm-hmm. But then I have a birthday celebration coming up on the 30th, and it's not your normal type of birthday bash. It's like more of a corporate event, so it's an opportunity to my fans to come and network with some of the big, should I say big shots of me in the industry. So you can come and network, like there's a beauty department, there's some treats I'm going to be giving out. So for five of my fans, I'm going to be giving out Posh Palace, courtesy of Susan Kaitani. Posh Palace makeover for two of my wonderful giver fans. And the second one is Bambia House, three night getaway to Lamu. And the third one is, courtesy of Starboard Safari, we're giving out a surprise getaway with me, I'll be accompanying you, so we'll have so much fun together. And the last but not least is to all my drinker fans, I don't do any alcohol, any drug substances. So look, Belair is going to be giving out a bottle of champagne to one of my die-hard party pooper fans. Okay, I don't know if you, Petra is just calling you a party pooper, because she does not subscribe to drinking. No, I see you love me. All right, all right. So the party pooper. Okay, so I guess I'm in the party pooper now, but it's okay, there's a bottle of champagne, there's look Belair. Yes, so thank you so much for coming through. Petra, where can they find you on social media? Social media is at Petra Music with the ZIC on Instagram, Petra Music with the ZIK on Twitter. Although I'm not always like, I'm not active on Twitter, but I work on that. Petra Music Kenya for both Facebook and YouTube. So you can check me out, check out all of my interviews and videos and everything. Wait, and this amazing party party is going to be happening at the Golden Ice Bistro. At the Golden Ice Bistro, one of Africa's top leading... Yes. ...where your master of torture. Excuse me, this is the master of torture. Oh, really? You can tell us about Golden Ice. No, me neither. Yes, Golden Ice. Nashanga, Nashanga is the place to be expensive. I'm luxurious. From which? My fans are invited, like it's free. So the free tickets will be available. You just have to register, put in the amount of tickets you want. And then you'll get an electronic ticket, email to you. Yes, so just register, name, email, click.  You'll get your ticket. Yeah, please, please go visit. If you do, I'll also be sharing it on my social media pages. I'll also be in attendance, by the way. Yeah, so do make sure you pull up over there. Petra, you can grab the mic. Well, I say goodbye to the fans. As you have had party poopers, you know, please don't drink and treat. It is Friday. I know we have a chance at your weekend. At Santani Sana for watching Social Friday. We've seen the body art. We've seen people get tattooed in studio. My goodness. So do make sure you do catch up with us next week. We do this between every Monday and Friday, 7 to 10 a.m. in the morning. My name is Hilda Wadibi. Adbari Moses was here. Join me in chatting. Please do not go anywhere. We are just about to tap out with Mambis P. She's going to be performing the bass. I got that. You know, I was trying to avoid that. All right, so I'm about to end my page the way for one. This is me, at Santani Sana for watching.


Hello everybody and welcome back to another video. Gunslinging Aspie here, ready to give you the lowdown on some news. Not really. Today I am talking about me today because I'm such a great person and everyone wants to know about me because I'm cool and I've got a leather jacket on because I wanted to give off the impression that this was not filmed directly after another video and even though it is and I'm still very tired if you're wondering. Today I am talking about myself. I am going to answer some questions that I have made for myself because I am trying to think of things that people would want to know possibly about me because as I said I know it's a bit egotistical but I haven't received any personal questions yet. I haven't sent anything out to ask for personal questions or anything like that.  I've got my trusty old book here with a few questions in for me to answer. Just in case you want to know anything about good old Thomas, you know what I mean? So how have you been feeling lately with your grandparents? Have they been taking you to the zoo often? So my friends, question one. Where was I born? I was born in Harrogate which is the district of North Yorkshire, the north of the Yorkshire place in the UK, in England. I was born in Harrogate and I've stayed in Harrogate until I moved to uni and I love Harrogate. Some people call it Harrogate but it's Harrogate. If you know anybody from Harrogate or if you're from Harrogate you'll know that most people around or basically anywhere else calls it Harrogate. So it's just a little weird cult type niche that we have in Harrogate. Harrogate. How old I am? I am 21 as of the 17th of February and every year. That's kidding. In 1997 which was the year that I was born, the year that I graced this earth with my magnificent presence. Am I autistic? I am autistic. Recently the DSM which is like a psychological manual has grouped together asperges and orders, classical orders and into one bundle of one diagnosis which is absolutely crazy in my opinion and a lot of other people's opinions but prior to that I was diagnosed with Asperger's syndrome. In terms of my traits, I'm actually very high on the traits of Asperger's so I don't know I'm more towards classical autism than neurotypical just by the way that I think and by my symptoms and anxiety and stimming and stuff that I had as a child and socializing. I am very happy to be autistic. I love being autistic. I could not live life any other way apart from if I did and then it would be but I would not like to if I am if you're presuming that I am autistic and have the choice to do it. See this is what I mean autism. Which schools did I go to? I'm not going to really say that. There was two in Harrogate of the OT kind that I went to. OT kind being something to do with a name. I've already disclosed a name. You can't even follow me there so, Olin's. I was in Olin schools. They were not my favorite schools. They were not very good with autism so as soon as I moved into secondary school everybody's social skills just completely left me in the dust and I started to get all the loneliness and all that kind of stuff associated with you know being autistic with autism neurotypicals running about and splitting their emotions and speech and weird learning habits at me and then after these primary and secondary schools I went to... what am I talking about? Basically my primary school was split up into two schools for like reception year one, year two and then crossed over to the other school which was what like a mile away and went there for secondary school until about year six. Graduated from that. Did well in my GCSEs. Well more well than I thought I would and went into A-levels where I spent another two years there in that lovely place. I actually had a lot better experience in comparison to the experience I had in secondary school prior to that with all the depression and relationship problems and all that kind of tomfoolery that I'm not going to go into now. And now I'm at Manchester University which brings us on to the next question. When I work I do not work. I live off the government.  I'm a uni student. I am at Manchester University, the university of Manchester. It's not a man met. Don't want to go to that place. If anybody else on this is from man met or self bid, get off. I'm joking. I love you. See I've been studying there for two years and I'm in the 30th study here. I took a year out and went to Thailand. It's a research. I suppose that is a job. An unpaid job. But it is a job. So I don't know what you would classify as a job. Sorry. And now I'm working as another year as a student. And then I'll graduate and I've got no idea what I'm doing. I've got lots of ideas actually. I just don't know which one I'm doing. So I've got a year to sort it out. Eight months. Give or take. Maybe. Do I have a girlfriend? I do have a girlfriend and she is magnificent. I love her to bits. We met in Thailand. She is a lovely Nepalese Thai girl that I have done. Oh God. Now I have done videos with for the YouTube channel that I age a bit. Oh my God. I've completely screwed that up. Sorry Roma if you're watching. She's lovely. She is a model and she has an Instagram page. If you want to go check it out. Roma at Roma Urasa. She's beautiful. Just don't post any weird comments please because she gets enough of them anyway and it makes me cry. I'm just kidding. I'm a man. What do I do to relax? What do I do to try to relax? This will be a better question. I'm not very good at relaxing. The only thing that really relaxes me is either really intense exercise, which is good I guess. I can't really do that all the time because it exhausts me and I don't have enough time. I'm just going out with mates and drinking. I have a few drinks. Not going out out. That's not like out out is like out is when you go to the pub, out with friends and stuff and eat and stuff. Out out is when you go to the clubs just for any Americans that are watching. But yeah I like to do that kind of stuff. I try to relax with you know TV. Just keep my mind occupied. I watch some series on Netflix and I like to make these YouTube videos. They're very cathartic. They make me feel nice and relaxed and all emptied of thoughts and all that kind of stuff. I like it very much. I like my martial arts a lot. As you may know I am a very keen Taekwondo athlete and I like doing Muay Thai and ever since I went to Thailand and I'm starting up a lot of different things. I'll go into that as another question on that. Next question. My parents. I have two parents which is usually how it works. One of which is a lovely woman who used to be a teacher. Her herself after having me. Not during having me. I am mortally injured in any way. During or after the birth. I'm going into too much detail here. She injured herself and then she was out for a bit and went to police and then came back and she started training as a special needs teacher. I wonder why. My dad is a awesome guy. He's one of the nicest guys. I know they're both the nicest people. I love them to bits and I could not hope for a better family. They've been so incredibly supported for me. With my endeavors they support me. I don't get that much grants for uni because of the places that we live and the styles that we live so they help me a lot with the funding and they also give me a lot of motivation. They help me go to competitions, take me abroad to go to competitions and stuff and for my Taekwondo which is really helpful and has really had a big impact on me. I don't want to talk too much about them but they are the best people. For me. I love them to bits. My dad is a hot wire. He is a hot glove linesman which means he works on live wires with big rubber gloves. Lovely. Nice and sweaty. What season do I like? If you would ask me this, if I'd have asked me this considering I made the questions about three or four years ago I would have said winter just to be cool. Yeah I love the winter it's nice and cold and stuff. But I kind of like all seasons to be honest in England it's pretty much the same. It's just really dependent on the timing to be honest. I prefer to have a lot more daylight so you know summer can be better for that but I do like a bit of coldness. It chills me out. Helps with the cold air on my face. Loads my blood pressure. I also like to snow a lot and contrary to what most people do I like to eat ice lollies when it's cold because I don't like my ice lollies melting in the hot sun and getting all over my hands and making me all sticky. What series am I watching currently? I have just finished the last season of Bojack Horseman which is my absolute favorite TV show ever. Probably one of my favorite just CDO type things in general. Bojack Horseman is like it's it's basically the reason why I like it so much is because I'm a very nice person and a lot of his thought patterns and stuff he has in the series are very similar to like how I think so I kind of relate to him in that way and he also gives me a an idea of what I could be like if I carried on with his kind of way of thinking and did all the stupid stuff that he did in the series and stuff so it's it's a good it was a good like learning experience for me to go through that series and it was also very fun. It's nice to have characters you can relate to that isn't all bubbly and frantic and stuff in a lot of soap operas and American TV shows. I can't understand the things. Friends get off the table. Dessert or starter. Easy one there. Definitely dessert. I'm a complete sugar fiend. Anything that's addictive like that I've had like I'll just be on it non-stop. I've got a really addictive personality. I used to drink too much sugar for my own good and got a lot of cavities and fillings because of it and it's taken a bit of a doubt and isn't this I really like desserts. Sugar is the best. I love sugar so much. It's really good and it's my cocaine but sugar is but desserts are definitely if I can get a star in as well you know both to be honest I quite like a bit of a star you know a bit of prawn cocktail.  Do I go to the gym? I sort of do. I sometimes go to the gym. Usually when I go I just use the punch bag and kick it around make a lot of noise and annoy people and hit the bag for about I don't know how easy stay for about one and a half to two hours just so I get a lot of kicking done and stuff. Get all the cardio and working some techniques. I do a bit of body weight training in my spare time. I've got some exercise equipment in my room that I sometimes use. I use it maybe every two or three days and there's like a little sculpture near my university on the way to university so I just go up to that and do some pull-ups every hand in the morning and just to keep the fitness up. Now I'm not really fan of gyms. I don't particularly like the people or the atmosphere that's going on in gyms and I much prefer like nice environments like classes and stuff if I was gonna go to the gym and to be honest I just go to type 1-0 classes because we do circuit training there anyway so. Sort of yes but sort of now used to go a lot. Hobbies excluding YouTube and Taekwondo. I have recently taken interest in swing dancing not swinging swing dancing swing dancing swing dancing is a type of old sort of style dancing and it's really fun and I did it with my girlfriend when I was in Thailand and it's amazing and I want to go back and I think I'm going tonight actually with my friend and her boyfriend that's come around and stay for a little bit.  I also really like my interest kind of fluctuate quite a lot. The general interest I have most of the time.  I think someone's doing the other room up. I think we're gonna have a new occupant coming in. I forgot to mention like this is my new room. I didn't mention it in the other room, the other video that I did. This is my new room. You can see a little bit of it because following this way this half of the room is not very clean because I need to get rid of some take some stuff back out of some boxes and stuff so you're not seeing that. I don't want to tarnish my reputation that's already so pristine. Any more hobbies? I love philosophy. Philosophy is one of my passions that I have not actually divulged any of my work to yet because I'm saving it for my upcoming book which comes on to the writing aspect of my hobbies I guess. I like hobbies. I used to game a lot but I have stopped that now because it kills my productivity and I get addicted to it. I also like to write some lyrics and do a bit of rapping and all that kind of stuff. I'm actually thinking of doing a rap video about autism. Tell me what you think in the comments if you want me to do it or not. Might be a good 1000 subscriber special or 2000 subscriber special depending on when I can get it out for. I go running now and again with my friends at Running Club. Planning on going to athletics maybe doing a bit of sprinting all that kind of juicy stuff and my time. It's my time. I don't know if I mentioned that already. Next thing my achievements. This is a great time for me to brag. I have A levels which are good. I've got A star AB in my A levels. I think that's a good achievement for me. I've had a lot of success in the university just doing different little roles. Mental health ambassador first year student rap. That kind of stuff just to boost up my CV. I've also had a lot of success in Taekwondo. I got a Commonwealth gold medal and best male athlete of the competition. I'll show you my trophy. My dad likes to put apples in it whenever it's home. Just to kind of degrade my achievement. Just joking. And there's my medal. Which I am very proud of. It was one of the most difficult competitions I've ever done. I was fighting an above weight person who was about 10-15 kilos heavier than me and about three or four inches bigger than me as well. That was fun. It was probably the closest match that I've ever had and when it was happening like people were screaming so much because it was like one of the last fights because it was heavy weights and it was just mad. I've never heard so much noise and stress and we were both tired and like sweating and sweating over each other and stuff just like trying to kick each other just to get some points. One of my best experiences. The other people in the category, the merged category, were all Australian so it was about three Australians in a row. Yes Britain! I also have a few international medals that I've done. I've got bronze in one of them. I've got a few silvers as well and some of the other ones when I was in juniors which is like under 17s. I've got a few national medals, a lot of silver ones in my starting phase of my Taekwondo career but these are my babies. I've got Shanie. These are the national championship medals for 2014-2015 which I'm very proud of because it was something that I'd buy too for a long time when I started and it really gave me a confidence boost and helped with my depression and stuff and it was overall like one of the best things that I've ever done getting into the sport. But yeah that's my Taekwondo achievements. I came fourth in the under 21 European Championships. Don't know if that means anything to you and I was a finalist just looking at the poster over there in the young males sportsman for Bradford. Even though I'm Bradford but the club isn't Bradford so I don't know.  I'm really trying struggling to think of other things. I swear there was some other things I was gonna say. Anyway I don't want to brag too much even though I already have. Please let me have it. Please don't bash me in the comments. I just want to make you proud of me mom. I'm sorry about that. What do I love and hate about YouTube? I've just noticed that I'm sort of flicking this book in the bottom of the screen a bit too much so I'm sorry if that's a bit annoying. What do I hate about YouTube? I love YouTube because it's free and I don't need to use storage and I can just upload my videos and I should really keep a backup to honest but I just like to upload my videos get my content out there. I like to be understood by people and I like to help people so this is a really good platform for me to do that. It helps me with my communication skills which should be good for my presentations and science and trying to go into the whole media thing and my book and all that kind of stuff it gives me a lot of opportunity to think about stuff for my videos and you know try and communicate to a wide audience sounds like a CV doesn't it?  It's extremely hard to start and if you have good content and you have good scripts and stuff but if you don't have the know-how on the software and you don't have the actual software or hardware to do it all and it's very hard to start up and when you start I know you've got a lot of progress to make so until a certain point maybe doing like a year or something and I think I made like 15 videos in a year and it wasn't that successful I got up to about 150 people I'll take and that was a bit difficult to start up it's a bit annoying because I think you know we've got some quality content here you've got quality lovely old Aspie here to deliver it to you I'm really tooting my whole trumpet here I well so I hate about YouTube just the dynamics of it just how it works and type of people that get put in front of you know if you regurgitate the same format and content and where you're talking and you remove all the personal you know things that we have going on here and stuff is just kind of dilute so it makes it feel like you just watching some kind of short and television program which is no one trying to do here like I always want to be trying trying to be genuine with you and talk to you as if I your friend or you love her I'm stuck if my mom was watching this please like just ignore that why am I here kind of ties in the last one I guess I'm here because I like making videos I love you guys and I say that a lot I'm saying a lot on time being very affectionate I hope you don't like get weeded out and don't text me for a couple of weeks or something so that would be very demoralizing for me but yeah like I really like talking to a large group of people and trying to help people on a large scale get my ideas out there you know trying to start a community going to people to you know seek help and help others and it's kind of it's kind of why I'm doing it and it's fun I guess kind of nice having a face on something and kind of makes me feel like I'm making progress towards something bigger and I probably am to be honest and very happy with it very happy with why I'm here and this stuff I'm doing so that about wraps up the video I know it's been a long video and I hope I haven't dragged on too much and I hope you found it somewhat interesting to know about me I hope you enjoyed this video comment down in the comments is where else would you comment I'll know some message board on some random website and tell me about what you've been eating how you've been feeling seeing any good TV programs lately and tell me about the kind of videos that you want me to put out give you some feedback whatever tell me if you like this video or not and yeah I thought someone just called me maybe they talked to someone on the phone thank you very much for watching and I'll see you guys in the next video where we will be we will be going over your past trauma and your events that have been leading up to this very moment they've been causing you to have some drastic withdrawal from Asperger Square of content and I'll be prescribing you some hopefully consistent and regular stuff and we'll get you right and ready just for the next and next appointment


Like check my check Waiting for some people to get in here What's good job, I'm just doing a little quick stream right now because I'm trying to fix this up What's good a appreciated a I'm about to hop in the game and see if everything is still in sync. That's really what I'm about to do So that's why I started it up. I'll be streaming later on today Once I get this all sorted out a was good Ross. Everything sounds all good I'm just trying to make sure if I can hop in the game I'm about to go here because I can't find them but thanks so I'm about to hop into a game and to see if The audio for the game is correct because if you guys was in the last stream earlier today My audio from the gameplay was desync for whatever reason. I don't know why I need you guys help with this one now But thanks for everyone that's joining in. Thanks for everyone is watching this labor. I really appreciate that you guys are the goat Yeah, oh you talking about lady D, man. She's a she's a baddie. Oh She is a baddie. So what I need y'all to do is to let me know if the game play audio is still in sync If it's good Like when I shoot Does it you know shoot at the same time? Let me know if everything's in sync. It's good. So the So the gunplay sound good. It's not sounding all out of things and stuff Game audio is good. Hey, there we go. I fixed it There's earlier. It was just out of sync for all. I don't know why There's good bet Y'all understand how happy I am about that So game audio good Just had to make sure it's good I'm trying to make sure my web cams not out of sync either That's what I'm trying to do.   Oh She She he knew I was right there Yeah, I probably doing that Soon was behind me if I had didn't have my tech match on I would have died Telling you tech mass saving my life right now. Oh No Well battle-hardened that's what it's called really I got him We it's getting getting hectic over here y'all. Oh Wow, I got obliterated Okay, I'm not going to change that. It's getting real over here. Let me know if my My web cams out of sync. He shot me dude.   Where was he?  I'm better than Monday night raw, and I'm just one person. You know Just trying to check this audio Boss do be a lot more entertaining Just trying to check this But yeah raw has Hasn't been good in a very long time be honest with you a Long time bro. It's been a minute Raw has not been good in a little minute. What's your favorite shoe that you own? That's a tough one right now, I'm gonna be honest with you. It's kind of hard for me to choose That's a real tough one I have no idea I Can't I'm not even gonna lie to you on it. I have no idea.  Yeah I think I may need to switch up my classes. I love quick fix, but cold-blooded.  Yeah, I'm not finding no match y'all not in at least Headquarters not a lot of people talk about this, but Gaza versus Kong was garbage.  You ain't like the CGI quick fix is something that That's on most of my classes Like it's it's really good. It's a really good perk But the problem is like I said when people are running streaks Like I'm forced to stay inside. Oh, I'm just gonna be feeding them kills So I've started using back cold-blooded again But it is good Make a Godzilla was looking crisp in my opinion I think the CGI was bad in Kong versus Godzilla me personally was it the best? No, but I think I think it was serviceable. It wasn't that bad to me personally The story was kind of trash. I mean story is simple You just want to see Godzilla versus Kong and then they introduced mecha guys that that's Not much story that you need. I Just want them to fight. Hey Ross, can I play a match with you real quick? Probably not tonight? What I will do I Probably set up a stream Probably later on today. Well, I'm a stream with the subs.  I think I want to do that again play with the subscribers So I'm gonna try to stream earlier today because I have some stuff I'm probably end up doing later on tonight. So I was too busy just having fun watching them fight The story in every versus movie is garbage look at Batman v Superman Batman v Superman the story could have been way much better. It's just I don't know why it wasn't I Think they I Don't know. I don't know why that I don't know why that movie Was as bad as it was it it it was it was definitely forced tension Like that's literally what it was.   I'ma try to I'ma try to the DCEU was meant to be about Superman But now it's literally all about Batman. I wouldn't say that. I mean granted, like I said, they rushed it They rushed the death of Superman took place in the second movie that he was in That's not something that should take place right then if you're gonna do the death of Superman That should at least be like the third movie the first movie is introducing us to Superman the second movie should be Us, you know seeing seeing what Superman? Overcomes some type of opposite school some type of situation the third movie should have been like the death of Superman Because now we have two movies to care when Superman died at the admin at the end of beat Batman v Superman Did anyone care? No because we just got used to the guy Now he's already fighting Batman. You know I'm saying that that was a problem Yeah, the Dark Knight hands down was the best on-screen adaptation of any DC comic book property And that's because he grounded it in reality as much as he possibly could Also, if you kill off Superman don't bring him back right away. I Mean I get that But yeah, literally they killed him off and then in the next movie. He's brought back again You know I'm saying like there needs to be some time There needs to be a gap where we feel The loss of Superman. It's a problem. Like it's it's it's not a problem There's still other superheroes, but we feel that impact We didn't get a chance to empathize or care about him dying because we just got used to him Like he was only in one movie and in the next movie. He's dead and in the next movie He's alive They rushed it bro They was trying to catch up with Marvel and that's the one thing that you should never ever ever ever do Try to catch up with something that's already been established for like 10 years the reason why the Infinity War movie worked so well is Because it had been 10 years since we've been waiting for this moment and it finally happened You know Zane, that's why it worked. That's why Marvel got the dove there because they waited They took their time. They were patient Lawn hits a clutch three over Kerry Ross game was insane. I was watching it watching Well, I was watching your stream as it was happening. Yeah, I heard about that I wish my stream was a little bit better Then it was It was it was if you was watching the stream early, I'm sorry about that. My game was so delayed She was ridiculous Yeah, there's some of the favorites my favorite superhero movies I've ever seen soundtrack the visuals Like it's some of the best best movies I've ever seen Speaking of John Cena in DC the new Suicide Squad movie doesn't look that bad. I know I Know I'm actually looking forward to seeing it the first Suicide Squad movie It was okay. It was really okay, but you can tell that was kind of rushed this one looks a lot more what we should have got and I believe James Gunn is directing it Yeah, the same director that did Hold on. Let me see who's directing the new Suicide Squad James Gunn. Oh, and it makes sense because James. Yeah, he directed Guardians of the Galaxy. Yeah, he did He did and that movie was one of the best Marvel movies out And it makes sense because Guardian in the Galaxy is like they're the B team to the Avengers in the same way with The Suicide Squad is like the Z team to the Justice League So I think it makes sense that he's involved in that. I know the soundtrack is gonna be lit I know it's gonna be is I think I think he's gonna do the characters justice, bro In effect John Cena's in there his character I'm looking forward to it from the trailers dude seems hilarious, bro So I can't I can't wait to see it John Cena He's gonna be heel in two movies in that one and fast nine.  I can think of in recent memory that were that good Lost is gonna Fiend Fiend you later in the afternoon, huh? Gonna friend you later in the afternoon But I cannot find a lobby for Headquarters, I'm probably have to go play in a different game of Roman is actually enjoyable to watch. You feel me? Oh, no, he's the best thing to watch Triple H to an edge. Yeah triple H was a really good heel that you just wanted the kid his ass whooped He was a huge majority of his career and edge was to When Edgster had a single run, he was despicable, bro Like he was like one of those type of people you really just wanted to just beat him up and that's good That that's that's so good, bro Yeah, Roman save smack now without Roman rain smack down Would be just as bad as raw my opinion. I'm gonna be honest with you Roman rain If you want me to be deadly honest, you may you guys may disagree with me Roman Reigns is He's the only reason why these pay-per-views are Are are watchable for the most part? Because he mains events all these pay-per-views. He's usually the last match for all these pay-per-views and He's usually the best match on all these pay-per-views Tell me I'm wrong a lot of me and tell me that Roman Reigns isn't one of the best things on These pay-per-views since he came back last year Tell me I'm wrong. I Will I refute whatever you telling me? Tell me I'm wrong here on our edge was a fantastic heel too. Oh, yeah facts, bro. Like he He's the best thing Every single match I've seen since Roman has came back They've been at least eight to tens His match he had with Kevin Owens Fantastic bro Fantastic the match he had the first match he had with not the one with elimination chamber after elimination chamber But the next match he had with Daniel Bryan one of the best matches. I've seen on y'all here, bro So good, bro So goddamn good, bro. Yeah, there's only three people in here Where's everybody at?  What?   Why? Tell me why do we get only two people on my team?  Oh, yeah. Yeah, we got one more person. Yeah Son of a get off me, bro. If my teammate wouldn't have killed him.   I'm in dog Just when I be going on a roll Should be another one. Okay. I'm trying to try to get something on bro Get these tags.   It's a little bit too close and then with the meanest plank y'all Oh Man, I was a close one. Yo. Oh, yeah, I've seen well I think seen like most of the highlights from the invisible a show Avvy I actually haven't watched it fully, but I've seen like a lot of the clips and stuff like that So I think I may play some more kill confirm, bro 23 confirms. I'll take that. How can you watch it if it's invisible? Well, I think they miss meant to say invincible, but I got it But Ross you need to watch invisible when that's a good show.  Who's this? Who are you deal ninja? I think the show is amazing. It's one of the best first seasons. I've ever not it shows amazing The real good show. Yo, Ross, what's your favorite show in 2021? I've actually Been watching a snowfall. That was that's been my favorite show so far this year Ross, I'm a ninja Viewer. I don't comment or like this is I just watch them. I mean, that's fine. Hey appreciate you checking it out I Spawns about to flip Well, that's that's really not fair That's not That's not fair, bro. They just was getting spawn trapped. Oh my god. Oh, bro.   That's this is messed up, man I got the double kill.  I went 59 51 and five That was yeah, that Bro, I'm sorry. That wasn't cool They kept getting spawn killed. I that went cool. Yeah, that yeah, that was that was Checking something real quick chat. Do y'all have The Grizzlies winning against Golden State? I don't know. That's that's a good one. That's a good one. I don't know Be interested in the sea They had definitely going to the upper room. Yeah, they that was awful Ross I've wanted to know why the middle guy in the clutch returned out of nowhere Um, well, we actually had a conversation with him We hadn't talked to him in a little minute and you know saying we Me and the side that it was cool for him to come back But of course things would have to change behind the scenes on how we operate with each other You know saying and that's literally what it was. So I know some people feel you know saying he shouldn't have came back But that was the home, you know, we started with him So as it's just one of those type of situations where we you know We can overlook things that happened in the past and move forward Ross do you ever play Cold War? I have Cold War. I haven't played it in months and I'm not playing it no more I'm sure it looks probably amazing on here now, but I Can't play it bro. It's just not that it's not fun to me You need you need a token white guy in your videos. I think we're good. I think we're good with just us I think we are a okay brawn don't need the space jam cast in June he need them right now against Brooklyn Maybe so when y'all gonna start back with the skits, uh, it should be coming soon. So Being a lookout for that. All righty Ladies and gents were back with another game.     Yeah, we made it making the comeback.  This is a close one y'all Oh this game.  Yeah, we came back 414 man I went 13 and 4 the game was going super slow Thank you What's up base god Also, you see John while resigning with Houston at any point? I don't know what they're definitely doing a rebuild when it comes to the Houston rockets So I I couldn't really even tell you bear Houston rockets right now. It's just they're not in man Unfortunately, I'm sorry. Are they coming for me?    Yeah, I'm going crazy right now, bro. Look at look at my kills compared to everyone else Let's go. How you doing that, bro? They finally took me out. Come on now, bro I'm around the corner on my screen.  That's getting real over here you ladies and gents. Oh, you're dead Bro, look at the kills, bro Compared to everyone else. Look at what I'm doing. Not another one. Let's go Stop shooting on my top is man. This is ridiculous 64 kills, bro Thank god. He missed. He was over here What's up? Dude, what's coming?  I don't know why it's glitched out, but So, yeah, man but I think I'm gonna call it a night, y'all man. I want to say thank y'all so much for checking out the late night stream I'm gonna save this one because I just wanted to make sure this one was Better than the last one the last stream. It was a little bit of a delay between the gameplay and the gameplay audio So I'm glad it's much better now. Thank you guys so much for all the love and support Road to 40k more videos dropping on my personal channel and then in the clutch page and I'll catch you guys Next time. Thank you for being a part of this test stream and I'm out