Welcome to Huberman Lab Essentials, [music] where we revisit past episodes for the most potent and actionable science-based tools for mental health, physical health, and performance. I'm Andrew Huberman, and I'm a professor of neurobiology and ophthalmology at Stanford School of Medicine. And now for my discussion with Dr. Noam Sobel. Dr. Sobel, Noam, welcome. >> Thank you. >> I must say I am extremely excited for this conversation. I've been a huge fan of your work, and today I'd love for you to share with us all about the amazing landscape of chemosensation, in particular olfaction, our sense of smell, and some related perceptual abilities, or subconscious abilities, including pheromones, etc. To get everybody on the same page, I'd like to just start off by asking what are the major components of our ability to smell? >> [snorts] >> Obviously, or I like to think it involves the nose at some level. >> It does. >> Now, if you could just give us the top contour, or even deep contour if you like, of the the parts list, and the various roles they play. >> Primary olfaction is referred to as orthonasal olfaction, that is through our nose. We sniff, and sniffing is a big thing. Well, I have a sense we might talk about that a lot today, in all sorts of contexts. So, we sniff in through our nose, and to answer your general question of the organization of the system, um so, molecules, airborne molecules, travel up our nose a distance in the human of about 6 or 7 cm to about here, where they interact with I will use the word sheet of receptors, but sheet is a bit misleading here. It's not a sheet, it's very convoluted. We have about 7 million such receptors uh lining a structure known as the olfactory epithelium. This is the sensory surface of the olfactory system, the olfactory epithelium. Again, about probably about 6 or 7 million receptors in the human. In the human, probably of about 350 different kinds. So, that's amazing. That means a meaningful percentage of your genome is devoted just to this, just to the kinds of olfactory receptor subtypes you have in your nose. So, odorants interact with these receptors here in our epithelium where they undergo what is referred to as transduction. That is, the odorants are docked at a receptor and turn into a neural signal and this neural signal, in fact, action potentials, not gradient potentials of any kind, uh propagates via the olfactory nerve through the thinnest part of our skull, which is perforated. It has a lot of holes. The nerve goes through those holes and synapses at the first target in the brain, which is the olfactory bulb. The pattern of that synapsing follows what's referred to as the most extreme case of convergence in the mammalian nervous system. More specifically, what happens is that all the receptors of one subtype converge to one location in the bulb. And this location is referred to as a glomerulus or in plural, glomeruli. And and that may be a slight oversimplification. It's in fact two glomeruli. The textbook view of how things work is that every such receptor subtype is responsive to a small subset of different molecular shapes, what's sometimes referred to as odoritopes, the molecular aspects of the odorant. And each odoritope will activate a different subset of receptors. Then, because of this convergence, you end up having on the bulb in the way of a map reflecting receptor identity. So, so let's say this coffee activates receptors of type 1, 3, and 7. So, the glomeruli of receptors 1, 3, and 7 will light up, quote unquote, when I smell the coffee. And if you could take a snapshot of that, theoretically, you would have the map of coffee. This is sort of the textbook view of how the system works. And then information goes from the bulb to several targets in the brain. I mean, what is referred to as primary olfactory cortex is piriform cortex and and entorhinal cortex. This is on the ventral surface of the brain, the lower portion of our temporal lobe, and information goes there directly, but it also goes directly to the amygdala. It probably goes directly to the hypothalamus. It may go directly to the cerebellum. Uh it goes all over the brain. So so information projects widely from there, and as far as people understand, the map that may exist on the bulb uh doesn't exist in the rest of the brain, and the understanding of of how coding occurs in the rest of the brain is is murky. Again, in our lab, we already said, "You know, yeah, we know this. This is old news." But but to people who who come from different worlds, we have to reiterate this. Sometimes when I give uh you know, public lectures to to non-olfaction audiences, I reiterate this. Humans have an utterly remarkable sense of smell. We look at human behavior a lot. We try to look at it through our nose and in the way we look at what people are doing. You know, we try to think, you know, if I was a dog, what what would I think of this? And and you know, if you look at dogs, right? They they you know, when they interact, they visibly sniff each other. It's very obvious. They walk up to each other, and they sniff each other. And yet, humans don't typically walk up to a stranger and carefully sniff them, right? I mean, it's We're we're sort of obliged to sniff our our babies. That's considered almost something you're supposed to do. Um and it's not culturally taboo to sniff our loved ones. It's sort of doesn't seem like an odd thing to do. But we don't sniff strangers, all right? Well, or do we? So we're finding more and more mechanisms where we do this. And And the one I'm referring to now, for one example, is we started looking at handshaking. There's really poor understanding of how this behavior evolved. Like, where did where did this thing come from? You know, if you look for the Wikipedia version, right? Then they'll tell you that it's to show that you're not holding a weapon in your hand. But there's really no good evidence for that. And we started looking at people handshaking, and and we noticed, or it seemed to us that we're noticing that you know people will shake hands and then we'll go like this and like >> For those of you listening not watching, Noam um he was taking his hand and and wiping it on his face. >> Yeah, they were touching myself. Yeah, these things these things that we do all the time. >> After a handshake. >> Well, so so first of all we do them all the time just period, right? The baseline here is really high and we'll get to that in a second, but but but these behaviors that you know you you you could easily not notice, right? And and so we we asked whether that's a real thing. And this was a study led by Idan Frumin in our lab at the time. So what we did is we brought in participants to our lab and we sat them in the room uh experiment room and and told them the experiment would start soon and they should wait for us there. They didn't know what they were coming from. Unbeknownst to them they were already being videoed and they would sit there for 3 minutes. And during those 3 minutes we could later quantify how much indeed they just by baseline how much they touch their nose or their forehead or their chin or how many times their hand uh uh reaches their face. And by the way that baseline is not low. And then 3 minutes later an experimenter would walk into the room and would share a consistent text it would be you know we're still setting up our equipment in the other room uh and and so just wait here and we'll be right back with you, but in the meantime just wait here. And in half of the cases it included a handshake. This was a new experimenter, not the one who put them in the room. So that's the first time they met. So it would be hello, I'm you know so-and-so they would put out their hand and shake their hand or not. And so you had handshake and no handshake conditions and then you can quantify that behavior of the hand going to the nose after handshake. And there was a remarkable increase in the hand going to the nose after handshake. It's unreal. >> So interesting. >> hand goes to the nose. Now we did a few controls here to verify that this is an olfactory behavior. One is unbeknownst to anti-participants we measured nasal airflow. And and and people not only bring their hand to their nose, they sniff it. So and this is perfectly timed. They go like this, okay? So, they're sniffing their hands. So, this was an olfactory behavior. No doubt about it. I mean, we're we're quite confident. And there's an interesting thing going on here, too, because people didn't only smell the hand that shook. They also smelled the other hand. And we think that there's something going on here comparing self to other. And we think a lot of self-sampling might might reflect that. >> I'd like to take a quick break and acknowledge one of our sponsors, Element. Element is an electrolyte drink that has everything you need and nothing you don't. That means the electrolytes, sodium, magnesium, and potassium in the correct amounts, but no sugar. Proper hydration is critical for optimal brain and body function. Even a slight degree of dehydration can diminish cognitive and physical performance. It's also important that you get adequate electrolytes. The electrolytes, sodium, magnesium, and potassium, are vital for functioning of all the cells in your body, especially your neurons or your nerve cells. Drinking Element dissolved in water makes it very easy to ensure that you're getting adequate hydration and adequate electrolytes. To make sure that I'm getting proper amounts of hydration and electrolytes, I dissolve one packet of Element in about 16 to 32 oz of water when I first wake up in the morning, and I drink that basically first thing in the morning. I'll also drink Element dissolved in water during any kind of physical exercise that I'm doing, especially on hot days when I'm sweating a lot and losing water and electrolytes. Element has a bunch of great-tasting flavors. I love the raspberry. I love the citrus flavor. Right now, Element has a limited edition lemonade flavor that is absolutely delicious. I hate to say that I love one more than all the others, but this lemonade flavor is right up there with my favorite other one, which is raspberry or watermelon. Again, I can't pick just one flavor. I love them all. If [snorts] you'd like to try Element, you can go to drinkelement.com/huberman, spelled drinklmnt.com/huberman, to claim a free Element sample pack with a purchase of any Element drink mix. Again, that's drinkelement.com/huberman to claim a free sample pack. >> There's a study we published by Inbal Raviv in in our lab. Um where Inbal came with this uh uh basic interest in this phenomenon that's loosely referred to as click friendships. So, people you meet and you click right away. Everybody experienced this in their life, you know, to some extent. And the question is what what was there, right? What was it? Was it because you looked the same? Could be. Was it because, you know, you had the same sports team that you liked? Or is there something uh deeper here? And and Inbal's theory was that a similarity in body odor may contribute to this. That people who smell the same will click in some way. And so, to address that, she she actually recruited click friends from all over Israel. She posted all over social media uh to identify pairs of friends. So, these are our same-sex non-romantic dyads. So, these are friends, men and women, whose friendship started as a click. And then she um sampled their body odor. And And we have a a protocol for this. Uh they're given, you know, uh odorless shampoo and soap to use for 3 weeks or something. And then they sleep two nights in this T-shirt uh where they have to sleep alone. And then we extract the body odor from the T-shirt. And so, we have a way to extract a method to extract body odor. And then she she first asked whether indeed click friends are more similar in their body odor than you would expect by chance. And she first tested this with a with a device, a machine we call an electronic nose. So, an electronic nose is sort of a very poor effort to mimic what the mammalian nose does. Basically, it's a bunch of sensors that respond to airborne molecules. In this case, sensors referred to as MOX sensors as a metal oxide-covered sensors. And so, she used an electronic nose to sample these body odors. And she found that click friends are indeed more similar to each other uh than you would expect uh by chance, by random dyads. And And this was a significant difference. And after she found that a device could do this, she had other participants do this. So So she had people smelling the click friends versus non-click friends and and they judged them as being more similar to each other than not. Now again, you you might wonder is this causal or not, right? Because maybe click friends go to the same restaurant together or all the time or whatever or live in the same neighborhood and and that's why they they they smell the same. So to address causality, she recruited total strangers and first smell them with the electronic nose and then engage them in a social interaction, something called the mirror game. So in the mirror game, one person moves their hands and the other person is really close to them, like right here, so they can smell each other and has to move their hands with the other person. And one one prediction there panned out, uh but another didn't. The one that didn't So she predicted that people would smell more uh similar to each other would be better at the mirror game. That is, they would follow each other better. That did not pan out. However, she then also had the interaction was completely nonverbal. They were not allowed to speak with each other and she did an entire round robin, so everybody played with everybody else. This was an insane experiment to run. She [snorts] then at the end of the experiment, each person rated each other person as to how much they think they would want to be their friends and also on a bunch of ratings, how nice they think they are, how affectionate they think a bunch of ratings, okay? All of this was predicted by the electronic nose. So people who smell more similar to each other think that the other person is more likely to be their friend, is more likely to be a nice person, etc. etc. So we could actually predict friendship using the electronic nose. So this is not a result of friendship. It's It It plays into the causal elements of of building friendship. People are constantly smelling themselves, constantly smelling others. >> I want to touch on some other uh so-called pheromone effects. Whether or not it's a classic pheromone effect or whether or not it's olfaction or something else. This is chemosensory signaling between individuals. >> It all becomes semantics, right? >> of like nerdy inside ball. >> Yeah, it's all semantics. So, I don't I in our publications, we don't use the term pheromone, you know, because it would not help me and it would probably only hurt us. And so, you know, we talk about chemo signals and humans definitely emit chemo signals from their body and these chemo signals influence other humans and influence their behavior. The flavor of the month for the past 10 years in this field is what's referred to as the smell of fear. Humans emit a particular body odor when they're in a state of fear and this body odor influences other humans in effect increasing their autonomic arousal, their sympathetic state. So, in effect, you could say that fear is contagious a bit. So, the smell of fear is contagious. By the way, culturally, we know for ages that dogs can smell fear in humans, but actually that was only really shown about a year and a half ago in a study. So, it it was always said, but it wasn't really shown effectively. It was shown about a year and a half ago in study that dogs indeed can smell human fear. And humans can smell human fear. So, several labs starting from Denise Chen and Haviland Jones and and then in our lab and in other labs, if if you collect body odor from people in a state of fear and collect body odor from the same people when they're not in a state of fear, other people can determine which is is the state of fear or not and and this influences their behavior. And they just highlight again, you know, that that we're incredibly olfactory animals. >> We had a guest on this podcast who I'm sure you're familiar Charles Zucker, a professor at Columbia has done incredible work in vision and olfaction and thirst sensing and I talked a little bit about this that there's something in the breath of romantic partners that's hopefully appetitive, not aversive. As well as in children, he was talking about the smell of his grandchild's the back the nape of their the back of their neck and how he misses that smell because it when he thinks about missing his grandchild or children, it's that smell that that that's associated with that feeling. >> hexadecanal. >> Hexadecanal? >> Yes. This is a study uh ran by uh Eva Mishor uh who was a graduate student in our lab. Eva was interested in aggression. And so, when she started off, we said, "Okay, let's do chemo signaling of aggression." She actually was going to like MMA clubs and collecting body odors. Uh and we we we had all sorts of ideas going and and she's she worked on that for quite a bit. It never went anywhere really. At the same time, Heinz Breer, he was studying in his lab uh a molecule hexadecanal um that was a chemo signal in mice that promotes social buffering. So, when lots of mice are together, they feel good about being in a group, and that's social buffering. And it's promoted by hexadecanal, which they emit in their feces. So, Breer and his colleague Stortzman, they they discovered the receptor for this. And then they went and discovered that the receptor is very highly conserved uh throughout mammalian evolution, and therefore they hypothesized that maybe this is a universal mammalian signal. Now, which is unusual because in in chemo signaling, typically you you tend to think of things as being very species-specific. So, he approached us and said, "Look, you got to study this stuff in humans, right?" Because he knows us as the human people, right? I mean, we go to these olfaction conferences where where lots of people study mice and and and and zebrafish and whatnot, and we're the the human group. And eventually, he just FedExed us hexadecanal. And Eva was not going anywhere with her aggression studies with sweat from human participants. And yet she built the entire um paradigm to study human aggression. So, they're standard paradigms. This is a paradigm known as the TAP, the Taylor Aggression Paradigm. And what's nice about this is that then allows you to quantify aggression. And so, you have a a measure of aggression. Again, the Taylor Aggression Paradigm, obviously invented by Taylor, very well validated, studied all over, you know, a very standard protocol. So, uh we brought in participants and had them play uh the Tyler the tap uh either under exposure to hexadecanal or control. And I'll first tell you the result with men, which is that hexadecanal consistently reduced aggression. People were less aggressive under hexadecanal. Um the effect size was uh quite meaningful compared to the effects seen in the aggression world in in research. Really, really strong effects. So, unusually strong. So, hexadecanal lowered aggression in men, and we were like, "Cool, this is, you know, sort of what we were hoping to to see, consistent with the hypothesis uh and consistent with what it seems to do in mice." But, then we looked at the data from women. And hexadecanal increased aggression, equally significantly. Is this thought to be something related to maternal protectiveness? >> We're getting there. >> So, she went and did the entire experiment again, and this time she did it within the fMRI magnet so that we we can also track uh brain activity uh while this was happening. And first of all, it replicated again. So, once again, uh hexadecanal in men made men less aggressive and women more aggressive. And yet, I was telling you, "You know, you know, but you know, this makes no sense to me." And then and then her insight, which of course afterwards is like, "Duh." It is, "No, there's a place where this makes perfect sense. And that is if you're a mammalian offspring." Because paternal aggression is often directed at you. There's infanticide all over, and sadly, there's male aggression towards human children as well. And maternal aggression is often protective. So, if you're an offspring, if you have a molecule that will make your mother more aggressive and your daddy less aggressive, both of those are good for you. So, you're winning. So, the bottom line of all this is that hexadecanal is the most abundant semi-volatile in baby heads. It's tons of it coming out of baby heads. Well, babies are conducting chemical warfare, right? They're reducing aggression in their fathers or males around them and increasing aggression in their mothers or females around them, and both of those things are good for them. I'd like to take a quick break and acknowledge our sponsor, AG1. I'm excited to share that AG1 has just launched their newest formulation, AG1 Pro. AG1 Pro takes the clinically backed AG1 formula, which is a blend of vitamins, minerals, probiotics, and adaptogens, and adds three important new ingredients: creatine monohydrate, calcium HMB, and zinc carnosine. 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Tears are a bodily liquid, emotional tears, that that we emit in emotional situations where where these are situations where nonverbal communication is is critical and key. The most influential text I think till this day in in in emotion research is is Darwin's book The Expression of the Emotions in Man and Animals, I think is the full name of the book. >> six is devoted to tears. So, Darwin systematically went through the expressions of emotions and for each one went to their functional antecedent and explained everything very nicely. And then he got stuck with tears, right? Because tears are an obviously emotional expression. And he could not find a functional uh antecedent. So, he ended up saying, "You know, this is an epiphenomenon." So, we thought, "Well, maybe the function is is a chemical signal." So, with that in mind, we we harvested emotional tears. So, we collected uh tears and we exposed uh participants to these tears. First of all, the tears are completely odorless. You cannot detect them at all. Completely odorless. Um and yet when you sniff them you have a pronounced uh reduction in testosterone uh within about 20 minutes, half an hour. >> This is men and women smelling women's tears. Just men smelling women's tears, but not perceiving any odor. >> Nothing. Just sniffing them. And you have uh about a 14% drop in free testosterone. And people who study testosterone, which is not me, but they tell me this is a really strong effect. Like it's it's hard to even pharmacologically get an effect like that that fast. I mean, no in pharmacology. >> Yeah, years ago I spent time studying endocrine effects of this sort um and it's a a tremendous re-size effect. >> Uh and so, here I'll point out in passing uh that uh what one of the concerns we had because of the uh effort to run this study is that nobody would ever try to replicate it. And to our joy, about 2 years later, an independent group from uh South Korea uh Oh et al., who I don't know at all, uh replicated the testosterone effect to a T. I mean, like same numbers. So, [snorts] so um it it lowers testosterone. And and we then also looked uh using MR at the at the uh effect on brain activity and saw pronounced effect on activity, a dampening, a lowering of activity under under an arousing state, a lowering of activity both in the hypothalamus um, and in the fusiform gyrus for whatever reason, I don't know. >> area. >> Amongst other things, yes. Um, and we don't know why. Um, but pronounced. So, usually in our chemo signaling work, we look at what happens in rodents and we see if the same thing is happening in humans. This was a rare case where after we did this work, more or less identical effects were discovered in rodents. So, a paper published in Nature 2 years later found that mouse tears uh, mouse pup tears lower aggression in in um, male adult mice towards them. >> In a smell dependent way. >> Yeah, yeah, yeah. And they also actually found the actual component in tears that so, the tear pheromone that lowers aggression. Right? So, so, you know, this has us thinking of a gret is tears is is is you can think of tears is like a chemical blanket in a way that that you're covering yourself up again with, you know, to protect against aggression, right? >> Smell being such a rich source of behavioral and hormonal and other sorts of deep deep information, [snorts] what is your experience with generating smells in silico in computers? And here folks, if for those of you that aren't catching on to this and and I don't expect that everyone would because what we're really alluding to here um, is the idea that you'll look at you'll put into a search engine um, blueberry pancakes recipe and that not only will you get photos of those blueberry pancakes and a recipe, but you will get the hopefully validated odor of those pancakes and that recipe coming at you in real time through the computer. >> So, Google had an April Fools spoof. >> All right. >> And they put out this video of Google smell. Okay? And and it had all these like classic like sales images of you know, holding up your phone to a rose and it generating rose and and and all these things, right? So, Google is now trying to do that, you know, to digitize uh smell. And there are other companies that are trying to do this as well. And recently in our lab we've had and and I hope this doesn't come across as overly arrogant, but we we've had a sort of mini breakthrough on this front. >> To call something a mini breakthrough is far from arrogant. >> [laughter] >> And and and and this is a paper uh led by Aaron Raviv uh uh from our lab and Kobe Snitz also a major contributor there. A paper published in nature. And in this paper we develop an algorithmic framework uh where we can predict the perceptual similarity of any two molecular mixtures with very very high accuracy. So, if you give me two molecular mixtures, I can predict how similar you you will smell them to be. Okay? Not only could we predict that, but we could design it. So, we can generate um uh mixtures with known similarities. The result was highlighted and and and you'll appreciate this coming from vision uh is that using our algorithmic solution, we generated olfactory metamers. So, we measured mixtures completely non-overlapping in their molecular structure but they smell exactly the same. Okay? Now, if you would come to a classic perfumer or most classic perfumers and tell them that you can generate two mixtures with zero molecules in common, but smell exactly the same, they would tell you no. And yet, we did and and anybody can recreate them. This is simple, actually. And in the paper we do a few things like we generate a metamer for uh Chanel No. 5 with no component from Chanel No. 5 in it. >> I'd like to take a quick break and acknowledge our sponsor, Eight Sleep. Eight Sleep makes smart mattress covers with cooling, heating, and sleep tracking capacity. Eight Sleep just launched the Pod 6, which is their most advanced sleep system. The Pod 6 is half the size of their previous models. It's 20% faster with its cooling and heating, and it has nine times as many sensors for tracking your sleep. 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If you would like to try Eight Sleep, go to eightsleep.com/huberman to get up to $200 off their new Pod 6. Eight Sleep ships to many countries worldwide, including Mexico and the UAE. Again, that's eightsleep.com/huberman to save up to $200. >> In a way, we've generated the the the infrastructure for digitizing smell because, again, what our algorithm predicts our our framework predicts is similarity. But in a way, that's enough for you. Why is that enough? We have a map of 4,000 molecules. Uh for each one, we know their perceived smell. Now, you can make up any mixture you want for me. I can project it into that map and measure its pairwise distance from all the points in the map. If it falls on lemon, then what you generated smells like lemon. And if it falls, you know, on tomato, then what you generated smells like tomato. So, we we now solved that problem. We can predict the odor of any molecular mixture. We we say how it's going to smell. What we can do is then find a set of components, which we call odor primaries, that can be used to mix any odor that you can perceive. And that's what we're working on now. So, this is in collaboration with the lab of a Jonathan Williams and Max Planck in Munich. Um Jonathan Williams is an atmospheric chemist, uh >> [snorts] >> but he's really good at at using GCMS, these tools that measure molecules. So, uh Jonathan Williams measured odorants in Germany, uh transmitted the information to us over IP. Uh we fed that into our algorithmic framework and recreated it from a device that mixes primaries. And we tried to do four different odorants uh in our our proof-of-concept test. Uh one of them uh was rose, and we failed at recreating rose. It we in fact recreated something that had a percept, but most people perceived it as bubblegum. Uh the second one we tried to do was anise, and we failed at recreating anise. Um and most people said it was cherry, which is not very far, but it failed. The third was gasoline, and we were slightly but significantly better than chance at recreating gasoline. And the fourth was violets. And 15 of 16 people said violets. So, the first odor ever transmitted over IP is violets. You know, we're don't hold your breath for this to be on your table tomorrow. You know, all we have in hand is this very initial proof-of-concept, but we're on we're on the path. We're talking now of trying to achieve uh the olfactory equivalent of circa 1956 black-and-white TV, okay? Basically, right? And you know, I'm not dreaming, let's say, of being able to transmit to you the difference between a cabernet or a merlot, right? But if I can generate something that's vaguely wine, that will be an amazing success from my perspective, right? But jump ahead in your imagination to to 4K odor transmission then medical diagnostics is where you want to be talking about because this is uh uh over uh extension but you can almost say that every disease will have an odor. I mean every disease is a specific metabolic process. Metabolic process have metabolites, metabolites have a smell. Olfaction once it's digitized and and high resolution which again it in our hands it's not going to be I mean we're talking you know in my retirement maybe I'll read about this one day if I'll still have vision. I mean this is not close. But when when olfaction digitization is brought to the equivalent of 4K uh uh vision and audition that you have now then it will be in medical diagnosis. Excuse me for the uh imagery but you will have an electronic nose in your bathroom. Uh each one of us will have in the toilet. And it will be doing diagnostics all the time. And and uh that's that's where it's going to go. But again not anywhere in the very close future. >> Now my I want to say thank you for your time today. First of all uh this was a tremendously interesting conversation. I mean we touched on so many things hormones, smells, the architecture of the olfactory system. I know that people listening to this are realizing but I'm going to say it anyway uh what an incredible gift you've given us in um as a as a expert in this field giving us this tour of of the work that you and others uh who you credit so generously um have done and the spirit that you bring to it. Whatever drives that spirit as the great late Ben Barres used to say keep going because we are all benefiting tremendously. And I also just want to say that you know for people listening to this the the spirit of science is one of as you mentioned there's complex politics and all these things but it's absolutely clear that you delight in the work you do. And um so I delight in it. I'm grateful for it. I'm grateful for your time today. And so on behalf of me and and the many, many people listening to this, I just want to extend a huge debt of gratitude. Thank you so much. >> Thank you so much for very [music] warm words. >> [music]