So far we have discussed large scale structure in a sense of where the galaxies are. But where are they moving? So let's find out what we mean by the term of peculiar velocity for galaxies is a velocity component in addition to their Hubble flow, due to the expansion of the universe. So in other words If the galaxy was at rest compared to, say, microwave background in comoving coordinates, it will have peculiar velocity of 0. The only component we could observe for it would be due to the radial expansion of the universe. Now even though velocities are three-dimensional vectors, we can only observe the radial component. Due to the velocity because galaxies move way too slow to, on the sky to actually be able to measure them. So if you're interested in some aspect of cosmological expansion then these peculiar velocities are like velocity noise atop of the actual Hubble hole signal. And so for example, if you're plotting a Hubble diagram which is some form of distance versus [unknown] you can have errors in distances but you can also have, well it's not really an error in velocity, but a shift. In other words it's error in a sense if you assume that velocity is All made due to the expansion of the universe. And the origin of this is obvious. If there is a large-scale density field, there has to be a large-scale peculiar velocity field. A reason for this is that during the age of the universe, galaxies will fall towards the nearest massive structures to them. Acquire velocity gradually from zero to whatever they have today. So in some sense, the pattern of peculiar velocities has to reflect a pattern of the density distribution. Now there is one peculiar velocity, some people say only one, which we know with a great deal of precision. And this is our motion, relative to the cosmic microwave background. This causes a dipole cosmic micro background is a little hotter in the direction that we're moving to, and the velocity is about 620 kilometers per second in a particular direction in the sky. It turns out this is fairly [unknown] with typical peculiar velocities in the large scale structure around us today, or for galaxies maybe a little less - couple hundred kilometers per second. But Virgo cluster has Hubble Recession velocity of only like 1000 or 1200 kilometres per second. So a peculiar velocity component like this could really make a difference. So we have a simple equation that relates total observed velocity. The distance to the galaxy, Hubble constant and it's peculiar velocity. So we can easily measure a total velocity that's the redshift. We can ostensibly measure Hubble constant. But then the tricky part is the distances. So the errors in stimation of distances to galaxies will map directly into the errors in estimates of their peculiar velocities. You may recall that there is a number of distance indicators for galaxies which we can use to compute their distances. They're not given by the redshift. But each one of them has its intrinsic scatter. And each one of them will then yield errors in the estimates of the peculiar velocity. For most part peculiar velocities are comensurate with Hubble velocities, only in the nearest universe. And, if we go further say, beyond local supercluster, most of the velocities due to Hubble expansion. But the fractional error of the Hubble expansion times the velocity gives you the absolute error of the peculiar velocity and so the sensitivity is much higher. Sometimes we measure distances not to individual galaxies but clusters to which they belong and that's were we can hour its measurement over a large number of galaxies have improved the corresponding measurement for the entire cluster, so measuring distance to galaxies is very tricky as we probably recall from the various chapter, but there is another way in which we can measure peculiar velocities and that is from red shift surveys themselves. Now, first remember about the redshift space. We observe some structure of galaxies an individual galaxy and if it is a very massive structure it's realized like core of rich a cluster. Galaxies will have their own Thermo velocity due to the potential well of the cluster itself. Now we do not measure the component that conventional in the sky, but the radio component will be there. And so, the higher the velocity dispersion in the cluster, the more will galaxies scatter in velocity around their true Hubble expansion value. And if you assume, naively, that measured velocity is only Hubble velocity in converting to distance, then a spherical cluster will become allocated along the line of sight, due to these peculiar components. That is known as the finger of God effect. On the other hand. If we are still in a linear regime, that is, low density, contrast, galaxies are slowly falling toward some filament or sheet, then the opposite will happen, there will be some intrinsic width of that filament on the skies, it's perpendicular through our line of site. The galaxies falling towards it, on the side, on our side, will acquire a little external velocity, will look like, look like they are little further away than they are. Galaxies on the other side are falling back. This is what they look like. They look closer than they really are. The net effect of that is that the filament looks thinner in the radio direction than it really is. So statistically, you can do this for whole ensemble galaxies including [inaudible] survey. And what's shown here is a density plot that, that corresponds to radial component of the distance, as well as the orthogonal component. Which you can measure from angular suppression of the sky. So note that there's two features to this. A very small angular separations, which will largely be for galaxies that really are physically close together like in clusters or galaxies. You see a vertical elongation, the finger of God effect. But for most of the rest, you see flattening of the distribution which normally should be spherical. The flattening is due to that linear infall into the structures along the line of sight. So, how can we measure peculiar velocities, when all we are measuring is total velocities in our Redshift survey. It goes like this. You assume first that galaxies are where they're observed velocities imply. That gives you first approximation to the density distribution in space. Then, making some assumptions about mass to light ratios and dark matter and so on. You figure out how much would galaxies there would have acquired in terms of peculiar velocities through the history of the universe and then you subtract the component from the original measured velocity. You reevaluate the density field at that point and repeat this several times. At that point you should have, statistically at least, a good separation between true distribution in space and the peculiar velocity distribution. So you can do this without measurement or distances altogether. However, the prob, the problem is that there is a model dependence. So you have to assume something about, say amounts of dark matter in these structures and so on. So here is the local kinematics of the large-scale structure plot. We are falling towards virgo with the speed of about 270 kilometres per second. The whole local supercluster is moving in the direction of Hydra-Centaurus supercluster at somewhat higher speed. And things may acutally go even beyond that. So here's map of galaxies in the sky. The band in the middle is the galactic plane, the zone of avoidance, and you can see large structure of many elements labeled. The hatched blue area on the left corresponds to replication of the masses. Or mass responsible for our peculiar velocity which was called the great attractor for a period of time, but I think now people refer to it by it's original name of the hydra centaurus supercluster. So I mentioned it, given a peculiar velocity field, you can derive the underlying density field which must be responsible for it. And here examples of what it might look like in projection to the super galactic plane. Of course, the real thing is in three dimensions. But here in this density of But here in this landscape, the height corresponds to the local density, and the plot on the upper right shows the vector field, the velocities that correspond to those density distribution. So we're in the middle of this map, in the valley. A little bump next to us is the local super cluster, and the much bigger mountain to the left is the Great Detractor. The large mountain on the other side is Perseus-Pisces Supercluster. And so if you'll look at the velocity field just above it, you'll see that there's a [unknown] flow between these two massive structures. You can do this with any Redshift survey, and it, it was indeed done so. That's good, because these are tricky measurements, and it's good to do them as many independent times as possible. You may remember there is, there was a survey based on IRAS [inaudible] galaxies which is called PSCz Survey, and this is what their density distributional galaxy looks like projected on the super galactic plane. And here is what the corresponding velocity field's like. There are again two huge attractors. There's a big one, Hydra-Centaurus, and then there is one on the other side, the Perseus-Pisces Supercluster. But the flow may continue. Deeper Redshift surveys suggest that, that in fact this whole local volume is moving towards an even larger mass concentration, couple hundred mega parsecs out called the Shapley Concentration of clusters. Named so because Harlow Shapley noticed that there seems to be excess number of clusters in that are of the sky. The picture here showing, shows where some of those clusters are in projection, and they're also close by and large, in three dimensions. And that's about as large density fluctuation that can cause peculiar [unknown] as you expect. Not everybody agrees with that, though. Sasha Kaslinksy and collaborators used distant clusters of galaxies, measuring their distances from x-rays on, and they concluded that the flow continues even beyond. They call it the Dark Flow. Of the face value, this seems to be in contradiction without understanding of structure formation because we simply not expect that there will be a substantial loss in build up due to the structure larger than a couple hundreds mega parsecs. But if this is true, then there must be an explanation like that. One possibility that people have discussed is that in fact, there is a huge mass-concentration beyond the horizon of our universe due to the inflation. We are close at one point but now we don't see it. But the reason over all gradient in gravitational potential in that direction and some people called it the tilted universe. The universe is rolling downhill towards this unseen hypothetical huge mass concentration, and I'll emphasize the word, hypothetical. So, to summarize, measuring particular velocities is very difficult. If you have to use distances to subtract them directly from observed [unknown] then errors in distances are very important. And systematic errors that could be present in distance indicator relations like Their zero point may be function of something could really play havoc with that. The other possibility is an internally self consistent solution from a redshift survey alone, but that requires you to make an assumption about underlying mass distribution models. We are falling towards Virgo cluster, two or 300 kilometers per second. And local superclusters falling toward the Hydra-Centaurus about 4 or 500 kilometers per second. And maybe the whole thing is moving towards an even larger concentration. But most people think that our net peculiar velocity, the one that we measure with respect to the cosmic micro background, is pretty much due to the masses within the 50 mega parsecs for mass or so. Just not too far from local supercluster. This is not entirely settled, but it, it is an emerging [unknown] view. Another important result from analysis like this is that it appears that on large scales, indeed, the mass and the light are distributed pretty much in the same way. Galaxies are where the dark matter is. This is not the case of small scales, like scales of the galaxies, where that there is real a separation. But scales of large scale structures, this is true. Because, and we know this because the pecu path there, and peculiar velocities we see is exactly what we'd expect from the density field. If the dark matter was associated with galaxies, it was in same general, we think. Next time we will talk about phenomenon of biasing and how is clustering evolving in time.