1 00:00:12,060 --> 00:00:19,590 OK, great. Thank you very much for the kind introduction and thanks to all of you guys for coming to listen to me talk today. 2 00:00:19,590 --> 00:00:24,930 So as you've probably got by now, I'm here to talk about prime numbers. 3 00:00:24,930 --> 00:00:36,570 And in particular, prime numbers seem to have this space in the public consciousness of being the ultimate symbol of obscure mathematical geekery. 4 00:00:36,570 --> 00:00:42,750 And what I like to try and persuade you today is that actually prime numbers are some of 5 00:00:42,750 --> 00:00:48,900 the most simple and fundamental objects you can possibly imagine in the whole universe. 6 00:00:48,900 --> 00:00:52,680 But more than just them being important in this way, 7 00:00:52,680 --> 00:00:59,490 they're also completely mysterious and fascinating because they're very poorly understood and difficult, 8 00:00:59,490 --> 00:01:03,360 despite at the same time, it's been so simple. 9 00:01:03,360 --> 00:01:11,550 So the basic question that I'd like to talk about is why on earth should you care about numbers that maybe you've heard about prime numbers, 10 00:01:11,550 --> 00:01:18,780 but why on earth should a mathematician or someone in the general public have even heard of prime numbers, 11 00:01:18,780 --> 00:01:23,880 let alone spend any time thinking about them? And. 12 00:01:23,880 --> 00:01:29,580 If you're of my millennial generation, then maybe you are told that you have a very short attention span. 13 00:01:29,580 --> 00:01:37,650 So the one minute tagline is that primes are these very fundamental basic building blocks of the universe. 14 00:01:37,650 --> 00:01:43,950 But despite on the one hand being the most natural, simple objects you can possibly imagine, 15 00:01:43,950 --> 00:01:49,110 they're also somehow unbelievably complicated, and we really don't understand them at all. 16 00:01:49,110 --> 00:01:53,850 Even though mathematicians and some of the smartest mathematicians in the history of 17 00:01:53,850 --> 00:01:59,190 mathematics have been trying to understand them for thousands and thousands of years. 18 00:01:59,190 --> 00:02:07,440 So if all you wanted was one minute summary, that's fine, you can wander out now. 19 00:02:07,440 --> 00:02:10,200 If you'd like to hear a tiny little bit more, 20 00:02:10,200 --> 00:02:19,020 this is roughly how I envisage trying to persuade you that times are both important but also beautiful in their own right. 21 00:02:19,020 --> 00:02:30,840 So first, I'd like to explain why the times are important, particularly to mathematicians as fundamental building blocks of nature in the universe. 22 00:02:30,840 --> 00:02:38,330 And then I'd like to illustrate this. Point about claims being both important on the one hand, 23 00:02:38,330 --> 00:02:44,360 but exceptionally complicated and poorly understood, on the other hand, through two different examples. 24 00:02:44,360 --> 00:02:50,910 So my first example is going to be problem, a problem coming out in the real world. 25 00:02:50,910 --> 00:02:54,800 Both of the examples are slightly artificial, but the header to illustrate the point. 26 00:02:54,800 --> 00:02:56,720 This is going to be a real world problem. 27 00:02:56,720 --> 00:03:05,870 The both sees the fact that times of these fundamental building blocks but are somehow, at the same time, very poorly understood. 28 00:03:05,870 --> 00:03:12,740 And then secondly, I'd like to give an example in pure mathematics, which is completely on the other end of the spectrum, 29 00:03:12,740 --> 00:03:17,330 where again, times as fundamental building blocks play a super important role. 30 00:03:17,330 --> 00:03:24,340 But they quite quickly lead to questions that we've been thinking about for hundreds and hundreds of years, and we don't understand it to. 31 00:03:24,340 --> 00:03:30,860 Now, at this point, you might be slightly depressed, because maybe if I'd been successful in convincing you, 32 00:03:30,860 --> 00:03:33,610 you will accept that there are these important objects, 33 00:03:33,610 --> 00:03:41,860 but you might also feel that all these super smart people, these old white guys from thousands of years ago who've spent their time thinking about it. 34 00:03:41,860 --> 00:03:47,860 And if they can't do anything and we've been trying for hundreds of years to do anything, how on earth can we possibly say anything at all? 35 00:03:47,860 --> 00:03:53,710 So then like to try and end on a slightly positive note that despite there are been all 36 00:03:53,710 --> 00:03:58,000 these very basic questions about farm numbers that we really don't understand at all, 37 00:03:58,000 --> 00:04:01,840 we have nonetheless been able to make some progress on time numbers and we 38 00:04:01,840 --> 00:04:07,530 are able to say something new about it and progress is really happening now. 39 00:04:07,530 --> 00:04:13,140 OK, so let's move on. And the first stage is famous is building blocks. 40 00:04:13,140 --> 00:04:23,200 So this is really why I think of times as important objects, because they're somehow very much the building blocks for mathematicians. 41 00:04:23,200 --> 00:04:28,600 So but before we get ahead of ourselves, let's remind ourselves what a prime number is. 42 00:04:28,600 --> 00:04:33,910 So if you nicon a textbook or maybe if you go on Wikipedia, 43 00:04:33,910 --> 00:04:39,280 you'll find the following or something like this is a rather dry definition of what prime numbers are. 44 00:04:39,280 --> 00:04:47,320 So a prime number is a whole number, which is bigger than one, and it can't be written as two smaller numbers. 45 00:04:47,320 --> 00:05:00,510 Two smaller numbers multiplied together. So 15 is not a time number, because 15 is three times five, which is black and it's two smaller numbers, 46 00:05:00,510 --> 00:05:09,390 but certainly is a prime number because you can't write seven as two smaller numbers multiplied together, but. 47 00:05:09,390 --> 00:05:15,390 A fairly natural question, if you see this definition for the first time is, so what? 48 00:05:15,390 --> 00:05:19,050 OK, fine, you can call upon no, this. But this doesn't mean anything. 49 00:05:19,050 --> 00:05:28,980 It seems completely artificial. We've got this somewhat arbitrary point that we send that time number has to be big and one wasn't one to find. 50 00:05:28,980 --> 00:05:36,390 No. And why on earth should you care about writing numbers is too small, the whole numbers. 51 00:05:36,390 --> 00:05:42,990 And this is a pretty reasonable question, I think. But it is the case at times important. 52 00:05:42,990 --> 00:05:51,570 And that's because this definition is actually precisely the right definition, and it's incredibly useful for mathematicians. 53 00:05:51,570 --> 00:06:01,500 So what do I mean by useful? Well, scientists and I think in my experience, mathematicians in particular are lazy? 54 00:06:01,500 --> 00:06:12,360 OK. We often spend our time thinking about very complicated big systems of interacting things, and it's really difficult to think about these things. 55 00:06:12,360 --> 00:06:21,240 It really hurts. You had to think about them. So rather than often directly attacking this big, complicated problem, we like to, 56 00:06:21,240 --> 00:06:28,410 we found this trick of just breaking problem and unit has lots of smaller problems, all multiplied together. 57 00:06:28,410 --> 00:06:35,880 And if we can understand the little elements that make up the big problem, then maybe we can understand something about the big problem. 58 00:06:35,880 --> 00:06:44,430 And this is a principle in mathematics only. It's a principle that cuts all the way across science and wider. 59 00:06:44,430 --> 00:06:49,170 If you're studying for your GCSE, then but I remember when I was studying for my Jesuses, 60 00:06:49,170 --> 00:06:54,780 those GCSE Bite-Size, which was about breaking up your vision into smaller blocks. 61 00:06:54,780 --> 00:07:03,690 So for example, if you're a chemist, then maybe you want to study large chemical compounds, very complicated objects of lots and lots of things. 62 00:07:03,690 --> 00:07:07,740 But we know that chemicals are made up of lots of atoms join together. 63 00:07:07,740 --> 00:07:11,670 And if you know what atoms make up a chemical and how they join together, 64 00:07:11,670 --> 00:07:18,000 you can understand some things, not necessarily everything about the big, complicated chemical. 65 00:07:18,000 --> 00:07:23,750 Similarly, if you're a geneticist, maybe you're interested in some genetic disease. 66 00:07:23,750 --> 00:07:29,690 And you can begin to understand something about the genetic disease by looking up, 67 00:07:29,690 --> 00:07:39,410 looking at the base pairs and sequencing parts of the genome to understand different values as part of a gene which determine the genetic phenotypes. 68 00:07:39,410 --> 00:07:48,050 And so both of these are big, complicated problems that you can understand, at least in part by looking at the small constituent parts. 69 00:07:48,050 --> 00:07:54,560 And there's just a relatively small number of choices of possible atomic elements. 70 00:07:54,560 --> 00:07:56,930 This is the famous periodic table. 71 00:07:56,930 --> 00:08:08,920 Similarly, there's only a very small number of possible choices of base pairs and so relatively few relevant values for your genes. 72 00:08:08,920 --> 00:08:17,410 OK, so it's all very well talking in this abstract language about nice principles of taking things into small blocks. 73 00:08:17,410 --> 00:08:20,650 How would this possibly work in maths? 74 00:08:20,650 --> 00:08:30,230 Well, I'm a no theorist and so as a no theorist, I want to investigate and study properties of the whole numbers. 75 00:08:30,230 --> 00:08:38,060 And, OK, you might think that the whole numbers are very simple, but to me, at least the whole numbers are very complicated. 76 00:08:38,060 --> 00:08:43,550 If you questions that I might be interested in is if you write down some equation. 77 00:08:43,550 --> 00:08:46,520 Does this have a solution in the whole numbers or not? 78 00:08:46,520 --> 00:08:53,510 And in fact, this seems to be a very, very difficult question, which we know in general doesn't have a computer to answer. 79 00:08:53,510 --> 00:09:04,460 Even it's undesirable. But in slightly simpler cases, we might hope to understand something about questions involving the whole numbers. 80 00:09:04,460 --> 00:09:15,560 If we can break that question down into simpler building blocks. But phone numbers come with very, very natural operations that you can do to them. 81 00:09:15,560 --> 00:09:21,170 In fact, there's two natural operations. You can add whole numbers together, and if you had to hold numbers together, 82 00:09:21,170 --> 00:09:26,910 you get another whole number or you can multiply whole numbers together to get another whole number. 83 00:09:26,910 --> 00:09:32,100 Subtraction and division are essentially the inverse of addition and multiplication. 84 00:09:32,100 --> 00:09:40,370 And so you can study the whole numbers from the point of view of addition or the whole numbers from the point of view of multiplication. 85 00:09:40,370 --> 00:09:47,090 And from the point of view of addition, all the numbers are generated just by the number one, 86 00:09:47,090 --> 00:09:50,690 you get any number by, just keep on adding one to itself. 87 00:09:50,690 --> 00:09:57,320 And this means that certain questions about how numbers, particularly a bit of an additive flavour, 88 00:09:57,320 --> 00:10:04,040 very quickly become exceptionally trivial because they just boil down to a question about the number one. 89 00:10:04,040 --> 00:10:12,720 So what sort of gaps between how numbers? Well, all gaps between hole numbers are just one. 90 00:10:12,720 --> 00:10:21,720 So this is a weak example of this concept of very complicated things down into simpler things that works exceptionally effectively. 91 00:10:21,720 --> 00:10:31,410 Basically, because the problems are just generated by this one, no one from the times, the whole numbers are generated by just this one, no one. 92 00:10:31,410 --> 00:10:37,900 But from the point of view of multiplication, things suddenly become much, much more complicated. 93 00:10:37,900 --> 00:10:46,600 So whole numbers are generated by prime numbers, every whole number is can be broken down into prime numbers, 94 00:10:46,600 --> 00:10:49,980 but then they can't be broken down any further. 95 00:10:49,980 --> 00:10:56,610 And this means that if you have a problem about the whole numbers that involves multiplication in some way, 96 00:10:56,610 --> 00:11:03,570 then you might hope to break it down into a simple question about prime numbers. 97 00:11:03,570 --> 00:11:09,810 But the sudden first difficulties, because you need to understand the simpler problem about crime numbers, 98 00:11:09,810 --> 00:11:12,900 and so you need to understand something about times. 99 00:11:12,900 --> 00:11:21,090 So my life would be a lot easier if no terrorists had our own periodic table where it had a list of every pride number. 100 00:11:21,090 --> 00:11:27,090 And then maybe you would have some problem involving multiplication and we could reduce this to a problem about farm numbers. 101 00:11:27,090 --> 00:11:31,590 And then we could go through each poem in the periodic table and solve the problem for each time. 102 00:11:31,590 --> 00:11:40,080 And then we'd be done. However, it's a famous torso from the ancient Greeks that there's infinitely many prime numbers. 103 00:11:40,080 --> 00:11:47,550 And so this isn't a very good approach to doing things since we have an infant sized periodic table. 104 00:11:47,550 --> 00:11:55,880 And so we naturally need a more theoretical understanding of how things can work so we can do this with all times at the same time. 105 00:11:55,880 --> 00:12:02,480 But this concept of times been the building blocks of numbers and from the point of view of multiplication, 106 00:12:02,480 --> 00:12:08,610 have you no been able to be broken down into times is an absolutely fundamental one in mathematics. 107 00:12:08,610 --> 00:12:14,960 It's so fundamental that we give it the funny title, the fundamental theorem of arithmetic. 108 00:12:14,960 --> 00:12:20,240 So this essentially goes back to the ancient Greeks, and this is that every hole, no, 109 00:12:20,240 --> 00:12:28,880 which is bigger than one can be written down uniquely, apart from the order in which you multiply the numbers as a product of times. 110 00:12:28,880 --> 00:12:35,270 So 15 can be broken down as three times five. And there's no other prime numbers that can possibly come up. 111 00:12:35,270 --> 00:12:42,640 You can't have another way of writing. 15 that would be two times seven. It always has to involve one three and one five and nothing else. 112 00:12:42,640 --> 00:12:51,220 And this is also why we say that one is not a prime number, because if one was a prime number, 113 00:12:51,220 --> 00:12:58,960 you could write 15 as three times five or three times five times one or three times five times one times one and so on. 114 00:12:58,960 --> 00:13:04,900 And there'll be lots and lots of different ways of doing it, which then mean that one would somehow be this annoying exception. 115 00:13:04,900 --> 00:13:09,430 And every result about time numbers would say let PBA Prime. 116 00:13:09,430 --> 00:13:16,910 That's not one, because once it's funny time, that keeps them messing everything else up. 117 00:13:16,910 --> 00:13:21,260 So in this way, you can think of if you want to visualise things, 118 00:13:21,260 --> 00:13:29,660 you can think of times as being the atoms that make up the chemicals of integers with respect to multiplication. 119 00:13:29,660 --> 00:13:34,220 So one hundred and thirty five is five times, three times three times three. 120 00:13:34,220 --> 00:13:39,290 And so here's my visual representation of five times, three times, three times three. 121 00:13:39,290 --> 00:13:49,700 And if you somehow understand questions about three and five very well, then you might hope to understand questions about 135 very well. 122 00:13:49,700 --> 00:13:56,930 And I at least claim that somehow questions about three and five by virtue of these atoms that can't be broken down 123 00:13:56,930 --> 00:14:05,940 anymore are fundamentally simpler than questions about these more complicated numbers that have lots of different factors. 124 00:14:05,940 --> 00:14:15,960 And this is really the reason that I think times important that these are these fundamental building blocks of whole numbers, 125 00:14:15,960 --> 00:14:23,310 so concur was somewhat unusual for a mathematician in the sense that philosophically he didn't 126 00:14:23,310 --> 00:14:29,550 really believe that maths was out there and mathematicians just discovered truths of the universe. 127 00:14:29,550 --> 00:14:35,820 He felt that lots of lots of the work of mathematicians was somehow artificial constructs of man. 128 00:14:35,820 --> 00:14:40,800 But even to concur, he said, God made the whole numbers. 129 00:14:40,800 --> 00:14:42,280 Everything else is the work of man. 130 00:14:42,280 --> 00:14:49,830 So even to Conacher, he decided that the whole numbers are somehow so fundamental to the universe that they were made by gods. 131 00:14:49,830 --> 00:14:54,780 And similarly, if I try to imagine an alternative universe, 132 00:14:54,780 --> 00:15:02,460 I could potentially use go a bit crazy and think of something where gravity didn't work in the same way we had different fundamental forces. 133 00:15:02,460 --> 00:15:04,320 Maybe life didn't exist. 134 00:15:04,320 --> 00:15:14,780 But I can't possibly imagine a world where there isn't some concept of the whole numbers of just counting one, two, three, four, five and so on. 135 00:15:14,780 --> 00:15:17,810 And if I could imagine a world without whole numbers, 136 00:15:17,810 --> 00:15:23,600 then I certainly can't imagine a world without the building blocks of whole numbers, which are the final. 137 00:15:23,600 --> 00:15:29,540 And so it's this fact that the prime numbers of these really fundamental building blocks of the whole numbers, 138 00:15:29,540 --> 00:15:38,010 which are maybe the most natural objects in the entire universe. That is really why I think of times is important. 139 00:15:38,010 --> 00:15:44,630 But that's not necessarily why I find time interesting. And. 140 00:15:44,630 --> 00:15:52,010 The really the real reason that I find primes so fascinating is this contrast between, on the one hand, 141 00:15:52,010 --> 00:16:02,780 you having these exceptionally simple numbers, just the whole number is almost the simplest thing you can possibly imagine is an abstract concept. 142 00:16:02,780 --> 00:16:06,500 And very naturally from them multiplying numbers together, 143 00:16:06,500 --> 00:16:14,240 you break them down to their building blocks and then you ask some exceptionally elementary question about prime numbers, 144 00:16:14,240 --> 00:16:17,090 and we don't know how to solve it. 145 00:16:17,090 --> 00:16:23,060 So it's the fact that on the one hand, Prime seem to be exceptionally simple, but on the other hand, exceptionally complicated. 146 00:16:23,060 --> 00:16:31,790 That is really what fascinates me about times. So Donziger uses it much better than I possibly can. 147 00:16:31,790 --> 00:16:38,870 So this is a quote from him. Despite the simple definition and goal is the building blocks of the natural numbers, 148 00:16:38,870 --> 00:16:45,530 the prime numbers grow like weeds amongst the natural numbers seeming to be no other lower than that of chance, 149 00:16:45,530 --> 00:16:48,620 and nobody can predict where the next one will sprout. 150 00:16:48,620 --> 00:16:54,650 And somehow, this very much captures the fact that even though primes are completely vigorously pinned down, 151 00:16:54,650 --> 00:16:57,500 you can ask your computer, Is this large of a problem or not? 152 00:16:57,500 --> 00:17:02,390 And it will say yes or no tool extents and purposes from the point of view of mathematicians, 153 00:17:02,390 --> 00:17:07,510 they look as if they just appear randomly, and we have no understanding at all. 154 00:17:07,510 --> 00:17:18,430 So just to give one example of this, you might have heard of the winning hypothesis, it's dubbed sometimes the most important problem in mathematics. 155 00:17:18,430 --> 00:17:26,540 And if you had a good answer to how many times are there, which are less than some large number X? 156 00:17:26,540 --> 00:17:29,780 Then essentially, you would have solved the women hypothesis, 157 00:17:29,780 --> 00:17:35,870 and this would make someone like me exceptionally happy, we'd have a fantastic and it's only a permanent base. 158 00:17:35,870 --> 00:17:40,820 If you couldn't care less about making me happy than maybe you'd be happy because the Climate Institute, 159 00:17:40,820 --> 00:17:44,570 based in Oxford, have offered $1 million for the solution. 160 00:17:44,570 --> 00:17:53,300 And so you'd be a little bit richer. But this is one of the most basic questions you can possibly ask about how often department members come. 161 00:17:53,300 --> 00:17:57,410 And the answer is, well, we don't know. We haven't known for hundreds of years, 162 00:17:57,410 --> 00:18:05,430 and we really we're so stuck on this that we view it as one of the most important problems in the whole of mathematics. 163 00:18:05,430 --> 00:18:13,860 OK, so that's given a slight feel of why it's important, because there are these fundamental building blocks of the whole numbers, 164 00:18:13,860 --> 00:18:18,360 which are the most natural objects in my mind in the entire world. 165 00:18:18,360 --> 00:18:23,970 And also why they're fascinating because even though they have this very fundamental definition, 166 00:18:23,970 --> 00:18:29,310 they're really so poorly understood and they look as if they could just become random. 167 00:18:29,310 --> 00:18:34,050 And I'd like to I'd like to explain these two properties see two examples. 168 00:18:34,050 --> 00:18:42,260 And so the first one is real world example. So maybe some of you at the back here a little bit bored and you playing on your phone. 169 00:18:42,260 --> 00:18:43,940 And if you're planning on your phone, 170 00:18:43,940 --> 00:18:50,980 maybe you decide that a good thing to do would be to make the world's richest man a little bit richer by buying something on Amazon. 171 00:18:50,980 --> 00:18:58,610 So, OK, I'm a no since, say the sort of things that I find exciting to buy on Amazon books about No3. 172 00:18:58,610 --> 00:19:02,870 Maybe you find something else exciting. 173 00:19:02,870 --> 00:19:12,670 But certainly, if you were going to buy something on Amazon, it would be pretty important that your credit card details could remain secure. 174 00:19:12,670 --> 00:19:24,220 So depending on your politics, you can view this nefarious figure as some teenage anarchist or some shady government organisation. 175 00:19:24,220 --> 00:19:30,640 But one downside of the internet is that whenever you send a message to someone else over the internet in principle, 176 00:19:30,640 --> 00:19:34,850 it's very easy for someone else to eavesdrop and to hear what you're saying. 177 00:19:34,850 --> 00:19:43,190 And so to get around this, you need to have some code so that you can communicate with someone else. 178 00:19:43,190 --> 00:19:49,130 And even if someone can literally hear what you're saying over computer cables, 179 00:19:49,130 --> 00:19:53,930 they can't work out what that means is this if you were talking in the secret code language 180 00:19:53,930 --> 00:20:00,290 and say the way that this is done is by turning your secret information that you'd like to 181 00:20:00,290 --> 00:20:06,470 pass along into some number and then doing some mathematical operations to encrypt the number 182 00:20:06,470 --> 00:20:13,610 in a way that it's very difficult for someone who knows nothing secret at all to decrypt. 183 00:20:13,610 --> 00:20:21,780 But someone on the other side can decrypt without too much difficulty. So this first clever ideas as to how to do this. 184 00:20:21,780 --> 00:20:28,380 But the key point is that all of these commonly used crypto systems for this sort of setup 185 00:20:28,380 --> 00:20:34,740 involve multiplying numbers together and doing things that look like multiplication. 186 00:20:34,740 --> 00:20:40,970 So this is a problem that's involving whole numbers being multiplied together. 187 00:20:40,970 --> 00:20:47,300 And so because part numbers are the building blocks of whole numbers, you might naturally think that you can try and understand the situation a bit 188 00:20:47,300 --> 00:20:53,540 better if you look at it from the point of view is either if you want to yourself, 189 00:20:53,540 --> 00:20:59,060 be the hacker who's hacking someone else's details or if you want to be the person who's 190 00:20:59,060 --> 00:21:10,140 reasonably confident that someone else isn't going to be able to hack your details. So there's a few different ways of encrypting things, 191 00:21:10,140 --> 00:21:16,170 but one of the common ways roughly you can analyse from the point of view point numbers and the 192 00:21:16,170 --> 00:21:24,570 whole question comes boils down to is it easy to factor some large number into its final bits? 193 00:21:24,570 --> 00:21:30,060 So we've seen that every number can be written uniquely as part of the phone numbers. 194 00:21:30,060 --> 00:21:35,460 But that doesn't mean it's necessarily easy to do this if I give you some large number. 195 00:21:35,460 --> 00:21:43,040 Can you like it as its prime factors? So for example? 196 00:21:43,040 --> 00:21:47,810 You could take the number four hundred and forty nine thousand six hundred twenty three. 197 00:21:47,810 --> 00:21:50,000 Can you write it as foreign factors? 198 00:21:50,000 --> 00:21:56,900 OK, I can see that everyone can tell you that this is obviously five hundred and twenty one times eight hundred and sixty three. 199 00:21:56,900 --> 00:22:03,550 And this isn't too difficult, at least for your computer, because it can find these factors very quickly. 200 00:22:03,550 --> 00:22:10,700 However, when the numbers are larger, we believe that this very quickly becomes very difficult. 201 00:22:10,700 --> 00:22:15,720 And this means that it's very difficult to hack any internet communications. 202 00:22:15,720 --> 00:22:18,000 So, for example, you could take the slightly larger number, 203 00:22:18,000 --> 00:22:25,260 which I'm not going to eat out for you and those of you at the back who are bored and buying things on Amazon. 204 00:22:25,260 --> 00:22:32,370 Well, you can go on a bit more of a spending spree because you get seventy five thousand dollars if you even know how to factor this number. 205 00:22:32,370 --> 00:22:38,130 And one thing I'd like to point out is, although this number is certainly quite a lot larger than the other number, 206 00:22:38,130 --> 00:22:48,330 it has maybe 100 times as many digits. But your laptop can do this factorisation in less than one hundredth of a second very easily, 207 00:22:48,330 --> 00:22:53,700 whereas it would take hundred supercomputers more than a billion years. 208 00:22:53,700 --> 00:23:03,010 The fact this number, as far as we know. So it really becomes much, much harder to factor numbers as you get to bigger and bigger numbers. 209 00:23:03,010 --> 00:23:07,060 We don't have any theoretical proof of this, but this is at least what we believe. 210 00:23:07,060 --> 00:23:13,530 And so we therefore believe that when you buy things on Amazon, you card details won't get hacked. 211 00:23:13,530 --> 00:23:19,530 But this but the example is less about the precise cryptographic protocol, but more. 212 00:23:19,530 --> 00:23:26,280 This is a very real world example that boil down to a problem about multiplying numbers together, 213 00:23:26,280 --> 00:23:32,640 and because it involves multiplication of whole numbers, it could be understood via prime numbers. 214 00:23:32,640 --> 00:23:38,550 And firm numbers allowed you to get a feeling of whether this was easy or difficult. 215 00:23:38,550 --> 00:23:46,040 But you can actually analyse this a little bit more. If you think a bit more from the point of view of prime numbers. 216 00:23:46,040 --> 00:23:56,750 So it's a fact, and it's not super complicated fact that you can factor no easily if it has factors. 217 00:23:56,750 --> 00:24:03,770 Prime factors say could one of the time factors P where P minus one itself only has small boat taxes? 218 00:24:03,770 --> 00:24:05,750 So this seems like a fairly odd thing. 219 00:24:05,750 --> 00:24:12,050 You take a number, you take one of its factors, you take one away and then you factor that and have all of those factors very small. 220 00:24:12,050 --> 00:24:16,620 Then there's a quick way of factoring the original number. 221 00:24:16,620 --> 00:24:22,830 So this is another example of prime numbers being used to say something about the regional problem. 222 00:24:22,830 --> 00:24:31,170 So for example, you could take the time to time three times, four times up to three hundred twenty then and one that is in fact the phone number. 223 00:24:31,170 --> 00:24:35,650 And this when you take one away from it, it has. 224 00:24:35,650 --> 00:24:42,320 Foreign partners, which are smaller than 320. And then if you gave me some large number, which is this prime times, 225 00:24:42,320 --> 00:24:46,160 some other big thing, but you didn't tell me that it was actually most of that time. 226 00:24:46,160 --> 00:24:53,390 But you did tell me that it has a has a prime factor P. Where people on this one in his small town factors that would be very, 227 00:24:53,390 --> 00:25:01,450 very quick for me to factor it, even though this number is much larger than the $75000 number that I put up on the previous slide. 228 00:25:01,450 --> 00:25:09,520 And so this is another example of. Question of times understanding the situation. 229 00:25:09,520 --> 00:25:16,720 But then the sorts of questions that aren't really interested in are how many times are there with certain properties? 230 00:25:16,720 --> 00:25:24,010 And so an actual question you might have based on this is how often is it the P minus one in his small prime factors? 231 00:25:24,010 --> 00:25:30,850 If this happened virtually all the time, then you should be pretty worried about buying things on Amazon. 232 00:25:30,850 --> 00:25:36,580 Now, fortunately, we know a little bit about this problem with a not a huge amount about this problem. 233 00:25:36,580 --> 00:25:41,620 And we know that it's not very common for people one to only have lots and lots of small factors, 234 00:25:41,620 --> 00:25:48,560 and therefore you don't need to worry too much about your internet purchases. But despite this. 235 00:25:48,560 --> 00:25:56,270 It has been suggested by some people who work on this, but because it's really bad at P minus one has lots of small form factors, 236 00:25:56,270 --> 00:26:05,370 you should do the opposite thing and have it as having as few small time factors as possible now all times bigger than to your aunt. 237 00:26:05,370 --> 00:26:12,080 So p minus one is always going to be an even number. So maybe the furthest thing you could possibly have away from p minus one only having 238 00:26:12,080 --> 00:26:20,040 lots of small fun factors would be if P minus one was two times some other large fine. 239 00:26:20,040 --> 00:26:24,660 This way, this way of trying to hack your credit card details will completely fail. 240 00:26:24,660 --> 00:26:29,950 And you could be a little bit secure that this is a safe time to use. 241 00:26:29,950 --> 00:26:32,610 And so these are indeed called safe times. 242 00:26:32,610 --> 00:26:42,900 And actually, it is an option in some of the very common internet protocols to use safe firearms, even if it's not the typical default option. 243 00:26:42,900 --> 00:26:49,570 But then. There's another question, how many of these safe forms are there? 244 00:26:49,570 --> 00:26:56,020 Imagine you to only use any subprime pee where p minus one or two was a prime number. 245 00:26:56,020 --> 00:27:01,840 Well, if there aren't any of these times, then you're not going to be able to communicate with Amazon at all. 246 00:27:01,840 --> 00:27:07,330 You're not just going to sit there thinking and thinking, looking to try and find one of these things that doesn't exist, 247 00:27:07,330 --> 00:27:13,590 which means you certainly won't be able to buy your number textbook or whatever it is that you are wanting to buy in the first place. 248 00:27:13,590 --> 00:27:17,940 However, it almost be even worse if there were a few of them, but only a small number, 249 00:27:17,940 --> 00:27:22,680 imagine there's only 10 of them out there of the right sort of size that your computer's looking for. 250 00:27:22,680 --> 00:27:25,170 Then maybe your computer will find it or communicate, 251 00:27:25,170 --> 00:27:34,050 but maybe the hacker can also find one of each of these 10 numbers can try them each one by one, and then can actual details very, very easily. 252 00:27:34,050 --> 00:27:44,400 So a natural question is, well, what do we know about these safe times where payments one for two is prime and. 253 00:27:44,400 --> 00:27:46,590 We believe there should be lots and lots of these. 254 00:27:46,590 --> 00:27:53,280 But this is an example of a famous unsolved problem on prime numbers, which has been open for hundreds of years. 255 00:27:53,280 --> 00:27:59,260 So you become very famous if anyone solves this during the process of my talk. 256 00:27:59,260 --> 00:28:05,080 Just other infinitely many times such that P minus one I for two is itself a prime number. 257 00:28:05,080 --> 00:28:10,410 This is very much an open problem, and we really don't know how to solve it, it's all. 258 00:28:10,410 --> 00:28:19,010 But this is a question that naturally arises if you're using these cryptographic schemes to buy something on Amazon. 259 00:28:19,010 --> 00:28:24,390 So that's just basically what I said before, it's one of the most notorious problems. 260 00:28:24,390 --> 00:28:29,550 OK, so that's one example of a real world situation, just buying something on Amazon. 261 00:28:29,550 --> 00:28:36,060 The very quickly gets related to encryption and multiplying numbers together because it involves whole numbers multiplied together. 262 00:28:36,060 --> 00:28:41,520 You can break it down into problem, but times you can start to understand the situation by primes. 263 00:28:41,520 --> 00:28:47,130 But quite quickly you start getting into questions about how many problems are there with this sort of property. 264 00:28:47,130 --> 00:28:54,700 And unfortunately, you quite quickly run into famous 100 year old problems that people don't know how to solve. 265 00:28:54,700 --> 00:29:02,890 OK, so now let's see. Change gears completely and go to the complete opposite end of the spectrum and 266 00:29:02,890 --> 00:29:06,910 give an example as to why a pure mathematician might care about prime numbers. 267 00:29:06,910 --> 00:29:12,340 So you are no serious, but you don't work on time numbers per se. 268 00:29:12,340 --> 00:29:21,100 And so my example is going to be may be the most famous theorem in pure mathematics, fermat's last thing. 269 00:29:21,100 --> 00:29:29,050 So if you went to where this was originally suggested by the farmer that there are no 270 00:29:29,050 --> 00:29:35,920 solutions to eight then plus between 16 and whole numbers whenever and is bigger than two. 271 00:29:35,920 --> 00:29:41,800 So we're not in the Pythagoras system case, apart from the obvious ones where one of the numbers is equal to zero. 272 00:29:41,800 --> 00:29:48,430 And so you can have people who see an accuser. So this was. 273 00:29:48,430 --> 00:29:52,970 Conjectured a very long time ago by a farmer and. 274 00:29:52,970 --> 00:30:00,380 Driven by Andrew Wiles, and of course, you're in the Andrew Wilds building, so I felt obliged to use this as an example. 275 00:30:00,380 --> 00:30:10,550 And OK, so this is a problem to do with how numbers you just taken on a you multiply it by itself and times you add it to number B, 276 00:30:10,550 --> 00:30:20,380 which is multiplied itself, and times and distance equals C for some numbers, c multiplied by two itself and times. 277 00:30:20,380 --> 00:30:25,150 And this involves whole numbers, and it involves multiplication, 278 00:30:25,150 --> 00:30:30,960 so you might naturally think that you can start to analyse this by thinking about prime numbers. 279 00:30:30,960 --> 00:30:43,620 And it's the result that rather than having to worry about all possible home numbers and you can just concentrate on when and is a prime number. 280 00:30:43,620 --> 00:30:47,700 So you're only multiplying your numbers together a prime number of times. 281 00:30:47,700 --> 00:30:52,020 And this is actually it might seem that this doesn't make the problem much easier, 282 00:30:52,020 --> 00:30:59,240 but there's lots of special properties when and it's fine, which does actually make this problem technically quite a lot easier. 283 00:30:59,240 --> 00:31:06,100 So let me roughly sketch the idea of this claim. So imagine. 284 00:31:06,100 --> 00:31:10,540 Let's think about the case when he's 15. So we're thinking about how you multiply. 285 00:31:10,540 --> 00:31:17,080 So 15 times plus be marked by 15 times. Does that ever frequency multiplied 15 times? 286 00:31:17,080 --> 00:31:25,480 And I imagine that format was wrong. This is the sort of fake news thinking that mathematicians like still the time we like to 287 00:31:25,480 --> 00:31:31,120 imagine all of these crazy worlds where true things are false and false things are true. 288 00:31:31,120 --> 00:31:40,790 So imagine there was some example of some numbers A, B and C such that A15 plus B-15 equals 50. 289 00:31:40,790 --> 00:31:46,350 Well. 1815 is a most fight together 15 times. 290 00:31:46,350 --> 00:31:55,440 But one thing doing that, I could take a multiply together five times and then multiply that number to itself three times. 291 00:31:55,440 --> 00:32:01,870 So mathematical language shorthand 1815 is 85 to the power three. 292 00:32:01,870 --> 00:32:08,140 It's just two different ways of collecting 15 lots of money together and multiplying them all together. 293 00:32:08,140 --> 00:32:17,230 But that means that if I did have numbers A, B and C, where if the 15 plus B 15 was equal to CS 15, 294 00:32:17,230 --> 00:32:21,940 I would have that eight to five to the three plus beats. 295 00:32:21,940 --> 00:32:26,430 The five to the three would equal C to the five to the three. 296 00:32:26,430 --> 00:32:33,130 And so this means that I would have a counterexample for Fermat's last year when I was three. 297 00:32:33,130 --> 00:32:41,520 Because I've now found three numbers where when I raised them to the third palace, I get a counter example to Fermat's not to. 298 00:32:41,520 --> 00:32:47,340 So if I had a counter example for 15, then I will get a counterexample for three. 299 00:32:47,340 --> 00:32:51,720 And very similarly, the 15 is eight to three to the five. 300 00:32:51,720 --> 00:32:54,320 So I'd also get a example for five. 301 00:32:54,320 --> 00:33:04,450 And if you think about it a little bit, this example works in general that if I have a counter example for any integer and that I get a, 302 00:33:04,450 --> 00:33:13,200 for example, for any prime factor of an. And so it's essentially enough to Fermat's last June, 303 00:33:13,200 --> 00:33:20,790 when it is time I've skipped over the case when and it's just got lots of practise, which are all equal to two. 304 00:33:20,790 --> 00:33:26,310 But this was a case that was already nine Typekit firmer. So we can just assume that. 305 00:33:26,310 --> 00:33:31,080 And the point of this is, again, we've taken a problem involving whole numbers and multiplication, 306 00:33:31,080 --> 00:33:37,970 and we've reduced it down to a problem involving five members. So. 307 00:33:37,970 --> 00:33:44,030 Wales's result is famous, and it's really a pinnacle of modern mathematics, it's exceptionally complicated. 308 00:33:44,030 --> 00:33:50,140 So unfortunately, there's not enough space in the slide for me to give the foolproof. 309 00:33:50,140 --> 00:33:56,230 But before wowsers work, there was nonetheless lots of other important partial progress to Fermat's Last there. 310 00:33:56,230 --> 00:34:01,750 One reason the Fermat's Last became such a celebrated problem in mathematics is because 311 00:34:01,750 --> 00:34:06,280 it led to the development of so many different beautiful ideas in mathematics. 312 00:34:06,280 --> 00:34:18,320 And so one. Very. Old result, but maybe one of the first sort of fundamental it's trying to attack famous last name in general, was weaker. 313 00:34:18,320 --> 00:34:21,790 Sophie Germain back in the 1820s. 314 00:34:21,790 --> 00:34:30,600 So she was thinking about from its last term, and she knew that I she only needed to consider the problem when Ed was a prime member. 315 00:34:30,600 --> 00:34:43,630 And she realised that if he was applying no such, that 2+1 was also a prime number, then there was a good way of attacking Fermat's last year. 316 00:34:43,630 --> 00:34:53,810 So if he was prime of two plus one was prime, then essentially this new solutions to Fermat's Last Theorem with the exponent P. 317 00:34:53,810 --> 00:34:59,270 Now there is a technical condition about ABC not being the rupee, which is like ABC not being equals zero. 318 00:34:59,270 --> 00:35:05,330 But this allows you to show lots and lots of cases of Fermat's Last, in which one and at all. 319 00:35:05,330 --> 00:35:13,540 Back in the 1820s. So this was really very clever ideas. 320 00:35:13,540 --> 00:35:22,660 Apart from there's one natural question that arises, when does the assumptions of Sophie Germain stadium actually occur? 321 00:35:22,660 --> 00:35:27,610 How many programmes are there such that two plus one is also a prime number? 322 00:35:27,610 --> 00:35:32,490 Does this even ever occur? OK, so it works for three. 323 00:35:32,490 --> 00:35:36,400 Because two people, one when three is seven. 324 00:35:36,400 --> 00:35:43,200 So we get a few examples concretely. But now if we think about. 325 00:35:43,200 --> 00:35:48,810 I've given you two examples of questions which boil down to probing about prime numbers. 326 00:35:48,810 --> 00:35:53,130 And just like the other example, we don't know how to solve this. 327 00:35:53,130 --> 00:35:58,620 It's a famous problem that's been open for a hundred years and we don't know how to solve this. 328 00:35:58,620 --> 00:36:05,460 Like the other example, because they're the same problem. But before I was asking, is he minus one over to apply? 329 00:36:05,460 --> 00:36:13,390 No, but if p minus one I for two was a prime number. If you call that phone number Q, then two plus one is a number. 330 00:36:13,390 --> 00:36:17,250 So this is just exactly the same question rewritten slightly. 331 00:36:17,250 --> 00:36:22,980 And so here's two examples of problems that occur in the complete opposite ends of the spectrum. 332 00:36:22,980 --> 00:36:30,390 One is button something on Amazon. One is trying to solve some cases of the most famous problem in pure mathematics. 333 00:36:30,390 --> 00:36:38,430 Both of them involve maybe not obviously, but involve integers multiplied together because they involve integers multiplied together. 334 00:36:38,430 --> 00:36:43,950 You can start to study the problems using prime numbers, and you can certainly start making some progress. 335 00:36:43,950 --> 00:36:50,340 If you knew that there were certain times with certain doctors and these questions arise so naturally. 336 00:36:50,340 --> 00:37:00,200 And it turns out that for these two cases, exactly the same problem arises either from many times such that 2+1 one subprime. 337 00:37:00,200 --> 00:37:08,210 And this is a problem that despite having been studied for several hundred years, mathematicians still really don't have any clue of how to prove it. 338 00:37:08,210 --> 00:37:15,300 We all believe it is the case, but we have no idea of how to prove it. 339 00:37:15,300 --> 00:37:22,100 OK. So finally, I. 340 00:37:22,100 --> 00:37:28,630 For the time I have left in this talk, I'd like to talk a little bit about some positive results. 341 00:37:28,630 --> 00:37:31,730 So as I mentioned, maybe at this stage in the talk, 342 00:37:31,730 --> 00:37:37,580 you're not really convinced that at least with my examples, there's some problems involving numbers. 343 00:37:37,580 --> 00:37:41,690 They can be broken down into similar problems involving firearms, 344 00:37:41,690 --> 00:37:47,300 but you might feel that every time I have a problem involving phone numbers and break it down into problem involving primes, 345 00:37:47,300 --> 00:37:51,680 I run straight into a brick wall because I get into some problem involving prime numbers, 346 00:37:51,680 --> 00:37:56,060 which all these super smart guys from antiquity have thought about and failed to solve. 347 00:37:56,060 --> 00:38:06,820 And so how on earth we possibly can make any progress? So, um, and these are really the sorts of problems that I like to think about day to day. 348 00:38:06,820 --> 00:38:14,810 I do not work on encryption because maybe people in this audience who are much, much more expert on this to me simply, 349 00:38:14,810 --> 00:38:23,680 I don't work on trying to solve explicit equations like from its them, although I do like things like that. 350 00:38:23,680 --> 00:38:31,060 But I really like to think about is how many just very basic problems of the times, how many times out there with a certain property. 351 00:38:31,060 --> 00:38:40,890 So you've seen a couple of examples. Today, the question really is how many primes are there such the P minus one in his small prime factors? 352 00:38:40,890 --> 00:38:49,840 Now the question was how many times are the such that p minus one i produce prime? 353 00:38:49,840 --> 00:38:56,830 So I guess I mentioned the Lehman hypothesis. How many firms are there, which are less than some larger number X? 354 00:38:56,830 --> 00:39:02,050 So this is a case of something where we did make some partial progress. 355 00:39:02,050 --> 00:39:06,070 So we know the prime number theorem that says approximately how many numbers there are. 356 00:39:06,070 --> 00:39:13,030 Even a hypothesis is really about what does approximate mean and how accurately can we describe this number? 357 00:39:13,030 --> 00:39:17,710 And then one other question that's again, a big, famous opium problem, 358 00:39:17,710 --> 00:39:27,190 but is particularly close to my heart is how close confinement be to each other, other infinitely many passing times, which differ by exactly two. 359 00:39:27,190 --> 00:39:31,420 So I mentioned right at the beginning of the talk that we can understand gaps 360 00:39:31,420 --> 00:39:35,080 between industries very easily because industries are just generated by one. 361 00:39:35,080 --> 00:39:42,160 So somehow all gaps in the number line on a science one. And I also mentioned the old times bigger than two. 362 00:39:42,160 --> 00:39:49,690 Even so, apart from the Times two and three or gaps between times have to be of size at least two. 363 00:39:49,690 --> 00:39:53,530 And then one very natural question on the basic distribution of times. 364 00:39:53,530 --> 00:40:02,050 Almost one of the easiest questions you can possibly ask is do these gaps occur often or is it the case that the gaps gradually get bigger? 365 00:40:02,050 --> 00:40:04,570 If you think about the square numbers, for example, 366 00:40:04,570 --> 00:40:10,320 the gaps between square numbers always get bigger and bigger and bigger as you look at bigger and bigger numbers. 367 00:40:10,320 --> 00:40:15,180 And we know that typically for prime numbers, the gaps get bigger. 368 00:40:15,180 --> 00:40:21,720 But actually, we believe they should be. And for me, often these rare films that come clumped very close together. 369 00:40:21,720 --> 00:40:30,750 So these are about as simple as questions you can possibly ask if you're just interested in basic distributional questions about the prime numbers. 370 00:40:30,750 --> 00:40:34,680 And so these are the sorts of questions that I think about, 371 00:40:34,680 --> 00:40:41,250 I would be exceptionally happy if I could really answer any of these questions in a very strong way. 372 00:40:41,250 --> 00:40:47,700 But my aim is to develop flexible tools to try and understand something to do the distribution of the firearms. 373 00:40:47,700 --> 00:40:59,130 And to give some hints that there has been progress made on these problems for the question of downstream times, 374 00:40:59,130 --> 00:41:06,420 we now know that there is some even no less than two hundred and forty six two hundred forty six is 375 00:41:06,420 --> 00:41:11,790 just in slightly artificial number that comes out from some computations that they're infinite. 376 00:41:11,790 --> 00:41:19,470 Many pairs of times the difference by exactly age. So if I then send some number eight thousand two hundred forty six, 377 00:41:19,470 --> 00:41:24,630 I could take equals to our proof, the term conjecture, and I'll be very happy indeed. 378 00:41:24,630 --> 00:41:30,210 Unfortunately, we don't know how to prove the time conjecture, but up until six years ago, 379 00:41:30,210 --> 00:41:34,650 we didn't know at all that it couldn't be the case that the gap between the parties got bigger and bigger and bigger 380 00:41:34,650 --> 00:41:40,350 in the same way that the gap between the squares could gradually get because you look at bigger and bigger numbers. 381 00:41:40,350 --> 00:41:46,950 But we now know, at least, that they do come together and fairly often, even if we don't know precisely how it happens. 382 00:41:46,950 --> 00:41:55,320 Similarly, I mentioned several times the two examples in my talk boil down to a question about other than filling me primes. 383 00:41:55,320 --> 00:42:02,670 Such the P minus one divided by two is a prime number. And again, unfortunately, I don't know how to solve this. 384 00:42:02,670 --> 00:42:10,950 I would love to be able to solve that. But in the same spirit as the first term, it is the case that relatively recently. 385 00:42:10,950 --> 00:42:20,580 We do know that there are two fixed numbers. Are you one of to such as those infinitely many times PE with p minus three one divided by two? 386 00:42:20,580 --> 00:42:28,410 Also a prime number. So if I could take a one to be one in 80 to be two out of some of the original problem, I can't quite do that. 387 00:42:28,410 --> 00:42:38,530 I need a little bit more flexibility. But this is exciting progress that we've made on some of these famous 100 year old problems. 388 00:42:38,530 --> 00:42:41,110 So I'm nearing the end of my time now, 389 00:42:41,110 --> 00:42:49,310 so I just want to recap some of the things that I've hopefully talked about today, and I hope you found interesting. 390 00:42:49,310 --> 00:42:57,500 So there's lots of interesting and important questions that arise both in the real world and in pure mathematics that involve whole 391 00:42:57,500 --> 00:43:05,860 numbers and whole numbers of somehow some of the most basic fundamental objects that you can possibly imagine in the universe. 392 00:43:05,860 --> 00:43:12,640 But whenever these problems involve multiplication, which is empirically quite often. 393 00:43:12,640 --> 00:43:18,730 Then often these problems can be broken down into simpler problems involving prime numbers. 394 00:43:18,730 --> 00:43:25,280 And so if you understand the problems very well, then you could solve the original problem and you'd be really happy. 395 00:43:25,280 --> 00:43:29,560 Now. So therefore, 396 00:43:29,560 --> 00:43:33,970 people like me try and understand the distribution of the firearms in general as 397 00:43:33,970 --> 00:43:39,190 a flexible toolbox so it could work for any problem that someone else comes, 398 00:43:39,190 --> 00:43:46,660 mathematicians tend to get quite specialised as they get older. So I welcome prime numbers, but I have lots of colleagues who work on other things. 399 00:43:46,660 --> 00:43:53,680 So the sorts of interactions are often someone will come to my office and say, Hey, I could do this really great thing in my field. 400 00:43:53,680 --> 00:43:59,140 If only I could understand this other problem to do prime numbers. Do you know if this is solvable or not? 401 00:43:59,140 --> 00:44:04,600 And if it's very if we're very lucky, I say yes, I know how to solve that. 402 00:44:04,600 --> 00:44:11,710 We can write a paper together more often. I say, unfortunately, this is a famous 100 year old problem, so we can't do anything. 403 00:44:11,710 --> 00:44:20,610 But such is life. So unfortunately, often you can break it down and you can see a path to solving the original problem. 404 00:44:20,610 --> 00:44:27,870 But you run into these big hard walls of these famous fundamental problems about the distribution of primes because realistically, 405 00:44:27,870 --> 00:44:30,420 we hardly know anything about the distribution of primes. 406 00:44:30,420 --> 00:44:40,650 Slightly embarrassing for me to say, but very slowly we are making progress and we are gradually understanding the times, slowly but surely. 407 00:44:40,650 --> 00:44:44,790 And so it's actually a very exciting time in the field and we feel that it's current 408 00:44:44,790 --> 00:44:49,230 and progress is being made and we are able to understand these problems much, 409 00:44:49,230 --> 00:44:53,280 much better. So I think I'm going to stop there. Thanks a lot for listening. 410 00:44:53,280 --> 00:45:17,176 I hope you enjoyed the talk.