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694 lines
28 KiB
Plaintext
Episode: 3126
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Title: HPR3126: Metrics part II
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Source: https://hub.hackerpublicradio.org/ccdn.php?filename=/eps/hpr3126/hpr3126.mp3
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Transcribed: 2025-10-24 17:20:46
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---
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This is Hacker Public Radio Episode 3126 for Monday the 27th of July 2020. Today's show is entitled
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Metrics Part 2. It is hosted by Andrew Conway,
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and is about 33 minutes long
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and carries a clean flag. The summer is
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the metric of a 2D curved surface.
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This episode of HPR is brought to you by Ananasthost.com.
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Get 15% discount on all shared hosting
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with the offer code HPR15. That's HPR15.
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Better web hosting that's Honest and Fair at Ananasthost.com.
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Hello, this is McNalloo and this is the
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second part in my series.
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It might just be two parts, who knows, on metrics.
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There is a first part and it was show 3101.
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I was slightly excited for a moment when I thought 3101 was a prime number,
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but it turns out you can divide it by 7.
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One day I'll get a show that's a prime number.
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I might have been on one already, I've not checked all of them.
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Anyway, I digress almost immediately.
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What my show was about was it was describing the concept in mathematics of a metric.
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I think it's a concept that goes beyond mathematics like many things mathematics does or do.
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Now, I described it in very short time terms as the metric is like a mathematical ruler.
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What that means is that you dispecify a position in coordinates and you specify another position in some
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a set of coordinates too.
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The metric will take those coordinates and tell you the distance between those two points.
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That is essentially what it does.
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Well, it's a bit more to it than that in that you also have to define metrics over very, very tiny distances.
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So small that they're very small, but they're not actually zero.
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So it's opposite idea of an infinity number.
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So big that it's bigger than any number you care to imagine, but isn't actually a number.
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So metrics really describe infinitesimal distances, which is a very strange concept,
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but you'll see why that matters.
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Because in some cases, like the one I'm going to talk about today in a minute,
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it really does matter where you are distance.
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I think of distance as, you know, distance between two points.
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Well, that's true, but your coordinates will change and give you different distances depending on where you are.
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And that is a point I'll come to in a minute.
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So that's why it's important to talk about things what's called locally.
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You can only talk about infinitesimal, very small changes in distance.
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You can measure any distance you want, but you have to build that up by looking at adding up lots of small distances,
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or small changes in coordinates.
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And the last time I looked really at a flat surface, and I said,
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you had Cartesian coordinates that were x and y, and they were the simplest.
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Their metric is Pythagoras.
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That has a strange property that it is global.
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It is true everywhere Pythagoras can, the Pythagoras theorem can be used to construct a metric
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where the distance between any two points is the difference,
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well, the difference between any two points squared is equal to the sum of their x coordinate difference squared plus the y coordinate difference squared.
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So it's Pythagoras, three sides of a rectangle triangle.
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Now, that isn't almost the most convenient coordinates you use.
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You could use polar coordinates, which is essentially like a distance and a bearing.
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Or a direction measured as an angle.
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And if you do that, then you still talk about a flat surface,
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but then you get a coordinate that the angle that depends on your radius,
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how far away you are from the origin of your coordinate system.
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So that very simple example illustrated where you might not want to use x and y coordinates.
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You might choose polar coordinates, but then your metric becomes complicated,
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and a change in angle will, as I say, depend on your other coordinate, your radius.
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And that complicates things.
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Now, that's a choice that you might choose to make in a flat 2D surface.
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But in other, in fact, just what every other case you can imagine,
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every other kind of 2D surface that's not flat,
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you just can't use a pair of x and y coordinates.
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It's impossible. You could use it locally, but you can't extend that globally,
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because if you've got a curved surface, you can't use x and y,
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because it depends where in the surface you are and how it curves at that particular point in the surface.
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That's the short explanation.
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But let me press on and talk about a particular curved surface.
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I'm not going to tell you what it is yet.
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You might think you're going to guess what it is,
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but you'll have to think through this little puzzle that I'm setting you.
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Well, it almost sounds like a paradox, but it isn't,
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because I will immediately explain why it might be surprising.
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So I would have asked you to imagine that you are standing on some curved surface.
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And you don't know what it is.
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But you know that it may look flat locally, like standing on the earth,
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but in fact, it isn't flat, it's curved.
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And then you decide you pick a direction, and you can pick any direction that will work,
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whatever direction you decide to move in.
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And you move, let's say, x kilometers.
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Now, it doesn't matter exactly what x is right now, just that it is x.
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Then after you've walked x kilometers in a direction of your choice,
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you can choose any direction you like, you turn right by,
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you make a 90 degree right turn.
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And then you walk any distance you like.
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It can be one step.
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You can get in a plane and fly for 10 hours.
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It doesn't matter, you can just travel any distance you like.
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And then at some point you stop, you turn right,
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and then you travel x kilometers again.
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And you are absolutely guaranteed,
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and the surface time describing, to be back where you started.
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So you've picked a direction, any direction,
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you've gone x kilometers, you then turn right,
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then you travel any distance you like.
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And then you turn right again, and walk to x kilometers or moved x kilometers again,
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and you're back where you started.
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What kind of curved surface is that?
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Well, actually, there's more than one type of curved surface it could be.
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The one that I actually mentioned already,
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and I said I was going to talk about it, so you might have guessed it.
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I'm not talking about some hyper-dimensional sphere
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that you might find in a book by Stephen Hawking.
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No, I'm talking about the surface of the earth,
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the surface of a sphere.
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Okay, the earth isn't quite exactly spherical,
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but let's imagine it is.
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So we're talking about the surface of a sphere like the earth.
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Now, what I just described, as I described it,
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actually will only work if the distance x is a quarter
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of the circumference of the earth.
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So, the easiest way to imagine it is if you start at the pole of the earth,
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and you walk, pick any direction you like,
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because at the pole any direction you like is going to be south.
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As to be south, there's at the north pole,
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there is no other way you can move in at the south pole,
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you can only go north.
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And you move until you get to the equator,
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so that's a quarter of their circumference.
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And then you turn right, so you then walk around the equator,
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and you go around the equator as much as you like, doesn't matter.
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And then you make another right turn,
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and then you'll be heading north, back north,
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but not necessarily the same way you came,
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but you will, you're guaranteed, if you head north,
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you're guaranteed to arrive back at the pole.
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So that's how that works.
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Now, actually, there are ways to do something similar
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without being on the surface of the sphere,
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and I'm not interested in talking about that.
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Incidentally, a quarter of the circumference of the earth
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is very close to 10,000 kilometers.
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Just thought I'd mention that.
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Now, the important thing about this,
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is if you think about it,
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and making this three-legged journey
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with a 90-degree turn at each point in the journey,
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you have drawn what looks like a triangle
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on the surface of the earth.
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And this triangle is called a spherical triangle.
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Now, there's a few things that we're seeing about this.
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Now, the first thing is the sides of this triangle
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are not straight lines.
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There are no such things as a straight line in the surface of the earth.
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You can't draw a straight line on the surface of the earth.
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It's impossible.
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So the sides of this triangle are not straight lines,
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but they are arcs.
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I'll say a little bit more about that in a minute.
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Now, the other thing that's interesting about this triangle,
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is it's got three angles at each corner,
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and each one of them is 90 degrees.
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Well, sorry.
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Actually, the one at the top needn't be 90 degrees,
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but let's say that each side of the triangle you've walked
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and let's change the example a little bit,
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specify a bit more precisely
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that you walk a quarter of an earth circumference on each side.
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So it's an equilateral triangle on the surface of the sphere.
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And what you will find is that the triangle,
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what's called a spherical triangle,
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if you add up the angles,
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you get 270 degrees in this example.
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And if you know about normal triangles in a 2D flat surface,
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you would know that the angle of the triangle
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always adds up to 180 degrees.
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So this version of a triangle called the spherical triangle
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is different.
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It can have angles add up to more than 180 degrees.
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The smaller the triangle gets, by the way,
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the closer the triangles, angles,
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will be to adding up to 180 degrees
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and the closer the sides of the triangle
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look to being straight lines.
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That's just saying if you are working locally
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in the surface of the sphere in a small enough scale,
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much less in the radius of the earth,
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then everything starts to look flat again.
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So that's all that is.
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Now, the reason I'm sort of laboring this thing about spherical triangle
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is so I can now make an important analogy.
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I'll draw your attention to a similarity that's going on here.
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The sides of a triangle are straight lines.
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Straight lines are special and two-dimensional flat surfaces
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because they are the fastest way to get between any two points.
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So if you join any two points with the straight line,
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that is the fastest route between them.
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That is the shortest distance you need to travel
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to go from one point to the other.
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The same is true of the things that make up the sides
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of this spherical triangle.
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They are called arcs of great circles.
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And the great circle is to the sphere
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what the straight line is to a flat 2D surface.
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And a great circle, I should say,
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is any circle drawn on the surface of a sphere
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that has the same radius as the sphere.
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So for the earth, the most famous example of a great circle
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would be the equator.
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And indeed, any two diametrically opposite points on a sphere,
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so the two poles, for example,
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can be used to construct a great circle
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that runs through both of them.
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And so you can imagine there's a great many great circles
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that you can draw all over the surface of a sphere and the earth.
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But we only have a name for one special one,
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the earth, and that's the equator.
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You could argue that we have the Greenwich Meridian,
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but that's actually only half a circle,
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it's only half a great circle,
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because the other half is from the back.
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And I think that's called the international date line,
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so we don't have a name for that whole great circle.
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I don't think, at least, if there is, I've not heard it.
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So, that little triangular walk
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was to introduce you to that idea.
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Now, the important point there is,
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I've introduced the idea of,
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there's a special thing on your surface,
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a special shape, one dimensional shape,
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that you can use to measure a special distance,
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the short, which is the shortest distance,
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in the cases we're looking at.
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And for the flat surface, it was a line,
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for the sphere, it's the great circle.
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And there are a few things to worth noting,
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that, well, first of all,
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there's no such thing as parallel lines
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on the surface of a sphere.
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There's no obvious analog to that.
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You get parallel lines on the surface,
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on the flat surface,
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but on the surface of the sphere,
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no lines are parallel.
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Well, no two great circles can be parallel,
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so let's move on from that
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to the metric.
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So, what is the metric for a sphere?
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Well, let's start with the fact
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that we need to construct some coordinates
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in order to talk about metric.
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So, the most obvious ones for the Earth are longitude and latitude.
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So, your latitude is the angular distance
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you are away from the equator.
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And as you go further north from the equator,
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this angle increases until you finally get
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to 90 degrees north at the north pole.
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And as you go south from the equator of that angle latitude,
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decreases until you get to minus 90 degrees
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or 90 degrees south at the south pole.
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And then the other angle you need to use
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is called the longitude.
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And we measure longitude from the line I've already mentioned,
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which is the Greenwich Meridian,
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which runs from the north pole to the south pole
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through, for historical reasons,
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through Greenwich and London,
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the French wanted it to run through Paris,
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but who had the bigger navy at the time?
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I'm quite sure that if the zero of longitude
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was decided in the 20th century,
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it would have gone through Washington, DC,
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and if it was decided now,
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it could quite possibly go through Beijing.
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Anyway, whoever's got the biggest navy at the time
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gets to decide where it goes.
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And it happened to be the British,
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so it goes through London and Greenwich.
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And then we got the Greenwich Meridian.
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Or the Prime Meridian,
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I think that was an attempt to de-emphasize
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the geographical geopolitical significance
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of that Meridian.
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Anyway, so you draw this line
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and then if you're heading east or west,
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you're changing your longitude.
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So I'm currently sat
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actually very slightly west
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of the Greenwich Meridian,
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so I'm, I think, four degrees west
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here in Glasgow and in Scotland.
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And then if you keep going west,
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eventually you get to North America
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and then through the Pacific
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and then you'll get to international deadline,
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which has a longitude of either 180 degrees
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east or west,
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don't which you would call it, actually.
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Sometimes longitude is also defined as positive or negative
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and it's positive going west, I think,
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but I usually like to specify west,
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at least to avoid having to remember which way is which.
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So those are our coordinates.
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So we need to work with those.
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Now, what we want to do
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is the metric will tell us,
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if we change our longitude
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and latitude by small amounts,
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what distance will we have moved?
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Okay, that is what the metric
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is going to do for us.
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And you'll see, it'll be a nice example,
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better, I think, than the 2D one,
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of why this has to be infinitesimal distance.
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It has to be very small distances.
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And it's, as I said before,
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it's because the change in distance
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depends where you are in the earth.
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We'll see why.
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Now, let's, first of all,
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keep things simple,
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let's fix one of the two coordinates.
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So let's fix longitude first.
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That's easier one to fix first.
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So we're going to be moving up and down a meridian.
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So let's just, even greater simplest states,
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imagine we're on the green edge,
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when I'm doing zero degrees longitude.
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It doesn't actually matter,
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but I like to have a picture in my head.
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And also, in the cell,
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you'd come and visit me,
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or at least visit the North of Scotland,
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probably closer to where my friend Kavi is,
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and when I am, anyway,
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that doesn't matter.
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What matters is that we're constraining ourselves
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to move along a line of longitude here.
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So we're going to vary the latitude
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and it's actually quite simple.
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If we move in latitude by one degree,
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and it doesn't matter where we are on the earth,
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if we change our latitude by one degree,
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we'll have moved 60 nautical miles.
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Okay?
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And what is the definition of a nautical mile?
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Well, it's actually 1.15 statutory normal miles,
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or it's about 1.8 kilometers.
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But actually, this is the definition.
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What I'm talking about is the definition
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of the nautical mile,
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because just like an hour,
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sometimes too long,
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a period for us to use,
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we'd like to divide it into 60 subdivisions called minutes.
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Astronomers, in particular,
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and old-fashioned nautical people do that with degrees as well,
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because a degree is quite big.
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So you subdivide a degree into 60 arc minutes,
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and now you can see what I'm about to say, hopefully,
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that one arc minute change in latitude
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is always equal to one nautical mile.
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So the nautical mile is defined with this in mind.
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It just so happens that a 60th of a degree on the earth
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comes out as 1.15 nautical miles.
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Maybe there's some historical reason for the choice of that.
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I don't know.
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Wait, it's just a coincidence.
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But it's not exactly a mile, is it?
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It's 1.15.
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It's not one for the numerologists out there.
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Anyway.
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Now, if you don't like that,
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if you want to work in kilometers or a normal miles,
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let's say kilometers,
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because that's the,
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then it's actually not that difficult.
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You take your change in latitude,
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you express it in radians.
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So if you work in degrees,
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you multiply by pi and divide by 180.
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But you express your change in latitude in radians,
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and then all you have to do
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is multiply by the radius of the earth,
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which is 6400 kilometers,
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and bingo you've got your distance.
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And if you think about it,
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if your change in latitude is 2 pi,
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that is, you've gone all the way around the earth,
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you know, you've done a second navigation through the poles,
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so a change in latitude of 2 pi,
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then it's 2 pi times the radius,
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2 pi times the radius,
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is a circumference of the earth.
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There you go.
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So, now I'm probably getting a bit off track here.
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Anyway, my point is,
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that it's a very simple relationship.
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But let's stick with the arc minutes.
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So one arc minute,
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change one arc minute of latitude,
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equals one more to come mile.
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And that's latitude.
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We've done latitude.
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Okay, let's move on to longitude.
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And let's now imagine
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we're on the equator of the earth,
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and we only move east or we move west.
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Okay, so we're on the equator.
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Now the equator is a great circle,
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just like the Greenwich Meridian is on a great circle.
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So the same thing applies.
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If we're just moving around the equator,
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one arc minute change in longitude
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gives you one more to come mile.
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Okay, so,
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or if you prefer,
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you take the change in your longitude and radians,
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multiply by the radius of the earth.
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Bingo.
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You've got your distance.
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You just travel.
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Okay.
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But this is where it gets.
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Complicated stroke.
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Interesting.
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Let's now imagine that you've come to visit me
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up in Glasgow,
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which is okay,
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or maybe a bit further north than that.
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But let's say it's 60 degrees north
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in the earth.
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And I'll tell you why it's 60 degrees north
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and that'll make things a little bit simpler.
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Now, the first thing I'd like you to imagine
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is that if we're moving in longitude
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on the equator,
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we're moving around a great circle,
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a circumference of the earth.
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If we're moving around the circle of longitude
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that's at 60 degrees north,
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I think you can imagine
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that that's going to be a smaller circle.
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And indeed, if we went all the way to the,
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as we get closer and closer to the pole,
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that circle becomes smaller and smaller
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until at the pole,
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where, you know,
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our distance travelled is nothing
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because there's no,
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you can't define longitude in the pole.
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There's only,
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well, you've only got a latitude of 90 degrees
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and there's no longitude you can talk about.
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So you need to step away from the pole.
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You've got a longitude.
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But on the pole,
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that's undefined.
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Anyway, so it's 60 degrees north.
|
|
It turns out that if you,
|
|
into a little bit of trigonometry,
|
|
you can work out that the radius
|
|
of that circle at 60 degrees north
|
|
is exactly half
|
|
that of their circumference.
|
|
And that's because the size of the circle,
|
|
the radius of this circle,
|
|
scales as the cosine of the latitude,
|
|
if you're into your trigonometry.
|
|
And the cosine of 60 degrees is exactly a half,
|
|
which is why I picked 60 degrees.
|
|
Now, I think you can now see what I'm talking about.
|
|
Because, away from the equator,
|
|
at a constant latitude,
|
|
the circles get smaller and smaller
|
|
as you get to the poles,
|
|
and same is true in the southern hemisphere of the earth.
|
|
And I'm obviously northern hemisphere centric.
|
|
I admit that, I apologize.
|
|
I do occasionally mention the southern hemisphere,
|
|
but I've been there,
|
|
but most of my life has been in the northern hemisphere.
|
|
So yeah, another show there about northern hemisphereism
|
|
or whatever you want to call it.
|
|
Anyway,
|
|
the point being that a change in longitude,
|
|
away from the equator,
|
|
involves smaller and smaller distances
|
|
as you get closer and closer to the pole.
|
|
And you need to multiply
|
|
by the cosine of your latitude.
|
|
So we can fix this problem.
|
|
We can now say that away from the equator,
|
|
the distance traveled
|
|
when you move,
|
|
or you change longitude by a certain amount,
|
|
is equal to the change in that
|
|
longitude multiplied by the cosine of the latitude that you're at.
|
|
And whatever that gives you,
|
|
is the distance that you've moved in nautical miles.
|
|
And again, you can do the exact same thing.
|
|
You can express the change in longitude as radians
|
|
and then multiply by the radius of the earth,
|
|
then multiply by the cosine of the latitude.
|
|
That works too.
|
|
Okay, so I think you've hopefully got,
|
|
even if the trigonometry isn't your taste,
|
|
you've got the idea that the change in longitude
|
|
depends on where you are in the earth.
|
|
It depends on your latitude.
|
|
It doesn't depend on your longitude,
|
|
it just depends on your latitude.
|
|
So we can put all this together
|
|
and the metric for the surface of a sphere
|
|
is as follows.
|
|
So the change in,
|
|
well, the distance,
|
|
the small distance traveled squared
|
|
equals the change
|
|
in your latitude squared
|
|
plus the change in your longitude squared
|
|
times the cosine of your latitude squared.
|
|
Okay?
|
|
In other words,
|
|
what we've really done is applied Pythagoras locally
|
|
using everything that I've just talked through there.
|
|
I'll try and put some diagrams in the show notes.
|
|
If I have time, I can't put on a set,
|
|
but I will try.
|
|
So,
|
|
because I do appreciate it,
|
|
it's quite difficult to picture these things.
|
|
I'm trying my best,
|
|
but I'm not very good at drawing pictures.
|
|
But hopefully,
|
|
this is about,
|
|
yeah, we were in HPR,
|
|
so hopefully an audio,
|
|
verbal description is getting us somewhere.
|
|
Right, now,
|
|
just to reiterate,
|
|
for that to work,
|
|
you need to express all your changes in longitude and latitude
|
|
in arc minutes,
|
|
and the distance that comes up at the end of that
|
|
will be in nautical miles.
|
|
And again,
|
|
you could use the radius of the earth and radians
|
|
as we described as well.
|
|
So,
|
|
that will let you measure the distance.
|
|
So, if you talk about a small change in longitude and latitude,
|
|
that will allow you to measure the distance.
|
|
And that then,
|
|
if you imagine a complicated wiggly path,
|
|
maybe you're sailing,
|
|
but you're sailing your own earth,
|
|
in a wiggly wiggly fashion with the wind
|
|
because your wind's blowing your own.
|
|
Every day,
|
|
you can add up your little changes in longitude,
|
|
calculate all the distances using that metric.
|
|
And you know, it would work fine.
|
|
You get there.
|
|
You get the correct distance that you'd travelled,
|
|
that your fancy GPS device would tell you.
|
|
But now you can do it using pen and paper,
|
|
assuming you could actually work out
|
|
what longitude and latitude you were at,
|
|
any given time, which might actually require a GPS device,
|
|
unless you're very skilled
|
|
with your astronomical observations,
|
|
and had a good clock.
|
|
So, I want to end this little,
|
|
two of the flat surface of a sphere with,
|
|
by introducing you to the concept of geodesics.
|
|
Now, actually, I've already done it.
|
|
The geodesic on a flat 2D surface is the straight line.
|
|
The geodesic on the surface of a sphere is,
|
|
yep, I think you probably guessed it,
|
|
it's a great circle.
|
|
Now, what do I mean?
|
|
But what do I mean?
|
|
Well, actually, I don't know what the geomeans earth.
|
|
Yeah, in the comments,
|
|
please tell me what the desic,
|
|
but it means I can't think of top of my head,
|
|
what that means from the Greek.
|
|
But the concept of it is it's telling you
|
|
what the special path is on the geometry
|
|
of the surface that you're working on.
|
|
Straight line for a flat, for a sphere,
|
|
it's a great circle.
|
|
And the special thing about the geodesic
|
|
is it tells you what the extremal path is.
|
|
An extremal in this case means extremism,
|
|
the shortest path.
|
|
So as you specify two points on a sphere,
|
|
the shortest distance between them is measured
|
|
along a great circle.
|
|
If you specify two points on a flat 2D surface,
|
|
the shortest distance between them is along a straight line.
|
|
Now, this actually starts to leak into a real world
|
|
in that if you are travelling
|
|
in an ideal fashion on the surface of a sphere,
|
|
for example, let's say we're travelling on a flat surface
|
|
with no friction or any other force acting,
|
|
then if you start moving and no other forces are acting
|
|
and there's no friction or anything,
|
|
you'll just keep going and going in that straight line.
|
|
That's what's special.
|
|
That's why it's called a geodesic.
|
|
If nothing else is going on,
|
|
that's where you're going.
|
|
That's what's going to happen.
|
|
That's where you're moving.
|
|
On the surface of a sphere,
|
|
if you pick a direction and start moving in it,
|
|
and then no other forces act on you,
|
|
you'll move at a constant speed,
|
|
along a geodesic, along a great circle.
|
|
And of course, this has a real life application.
|
|
If you are running a nail line company,
|
|
and you want to say fuel,
|
|
you do not want to fly or along constant lines of latitude.
|
|
No, no, no.
|
|
You will want to fly along great circles.
|
|
You know, locally, you know,
|
|
from short distances inside countries, probably not.
|
|
But certainly when you're going to thousands of kilometers
|
|
and above, you definitely want to be flying along great circles.
|
|
Unless it takes you somewhere dangerous,
|
|
like I don't know, South Pole, North Pole,
|
|
if there's a storm or something.
|
|
Well, you can fly over the North and South Pole.
|
|
I'm not talking about you can do it.
|
|
But I do remember during the Iraq war,
|
|
us taking a very large dog leg around the rack for obvious reasons
|
|
when I was flying.
|
|
So the geodesics have the special property.
|
|
But the importance is actually even deeper than that.
|
|
They're linked closely to the geometry of the space time that you're in.
|
|
And in fact, in Einstein's theory of relativity,
|
|
what that says is the presence of energy and mass
|
|
is what dictates how space time is curved.
|
|
And then you can work at what the geodesics are,
|
|
where if there's no other forces acting,
|
|
how a test particle would move through space and time.
|
|
Or I should say space time, not space and time, space time.
|
|
So energy and mass tells space time how to curve.
|
|
And space time, its curvature, then tells mass how to move.
|
|
It literally dictates what the geodesics are.
|
|
And here's the interesting.
|
|
But this does away with the need for gravity.
|
|
You don't need gravity in Einstein's theory of relativity.
|
|
It's embodied in the nature of the curvature of space and time itself.
|
|
And the path of any free object,
|
|
freely moving object, is one of these geodesics.
|
|
So I think I'll leave it there.
|
|
I've teased you a little bit about what this has to do with relativity.
|
|
I think I got nice comments in the first show.
|
|
So thank you to the various people who said they liked it.
|
|
If I see similar comments for this show,
|
|
I probably will do another episode.
|
|
I kind of feel in the mood to be honest.
|
|
So I probably will, even if you, unless you see you hate it, actually.
|
|
If you say you hate it, I'll probably just go in cries and wear.
|
|
But otherwise, I probably will do another episode.
|
|
And if I do another episode,
|
|
it's going to be on a three-dimensional curve space.
|
|
I've talked about two-dimensional curve space
|
|
and I have this lovely example called the surface of the earth.
|
|
For you to wonder about on.
|
|
And three-dimensional curve space
|
|
our intuition fails us.
|
|
And I have no example to talk about.
|
|
And lots of really wacky interesting things happen.
|
|
And it won't matter that this is HDR
|
|
and it's all due only.
|
|
And you can't give you any diagrams.
|
|
It will just be lovely.
|
|
It'll be great.
|
|
I look forward to that.
|
|
Doing it myself.
|
|
And hopefully you, you people will enjoy listening.
|
|
So I have to fight it here.
|
|
Anyway, until next time.
|
|
Thank you very much for listening and remember.
|
|
Please do leave comments.
|
|
I like comments.
|
|
And this is HDR.
|
|
So please do record a show
|
|
if you've got something to add or correct about what I've just said.
|
|
Thank you very much.
|
|
Bye-bye.
|
|
Thank you very much.
|
|
Bye-bye.
|