We now turn to the concept of the dark matter which is where the most of the matter in the universe is. The original discovery of the dark matter was due to Fritz Zwicky in 1930's who did a very simple experiment. He looked at galaxies in Coma cluster, some of the velocities were measured. From that, he could derive the kinetic energy in the coma cluster. From virial equilibrium that told him how much total mass there has to be in order to bind galaxies together. And that turned out to be several hundred times more than the actual amount of mass he could see in stars. Nobody quite believed it at the time. Never the less he was completely right. And the more modern versions of same measurement bore him correct. The reason why we believe that dark matter must be there is not just this one thing. There are many different methods that leads to more or less the same result. So here is how this works. In a system in a gravitational equilibrium or virial equilibrium, the kinetic energy should be 1/2 of the potential energy to it inside and for galaxies as test particles probing cluster potential, we can look at velocity dispersion as means of their kinetic energy per unit mass that has to be balanced by the potential energy due to the gravitational traction. And that's how we can estimate mass of clusters of galaxies. We measure the velocity dispersion of galaxies through the red shifts. Assuming that there is a tropic so there is just, the radial motion is represented to other 2 outer components. Correct for that, measure the mean projected separation of galaxies, plug it in this formula and derive cluster mass. Typical cluster velocity dispersion are several hundred kilometers per second, even a couple thousand kilometers per second, for galaxies moving within the cluster potential well. Typical mean separation cluster radii are of the, between galaxies, are of the order of a few megaparsecs. Plugging these two, in, numbers, into the equation above, gives us cluster masses of the order of 10^14 or 10^15 solar masses. At the same time, we can simply add up luminosity in galaxies, and find out that the net mass to light ratio, that is mass of stars plus the mass of dark matter, derived by the luminosity from stars, is of the order of several hundred, exactly what Zwicky originally predicted. So clusters must be dominated by huge amounts of dark Dark matter. A different way to measure that, would be from the x-ray gas they contain. In addition to galaxies and dark matter, cluster's also contain copious amount's of intergalactic gas. This is gas that was partly ejected from galaxies, due to the super nova treatments stellar winds, and partly simply leftover gas from the original formation of structure fell into the potential well. In any case, any test particle whether it's a proton or electron or entire galaxy has to move with same average velocities to balance the gravitational potential. So instead of hundreds of galaxies, we have untold numbers of protons and electrons serving as test particles. The kinetic energy then translates into a temperature which we can measure from extra observations. And thus we can find out what the velocity dispersion of particles is in the cluster. Turns out to be the same as in the case of galaxies. If we assume the clusters are an average in hydrostatic equilibrium, then that gives us a means of, the, the body think their masses directly, from, and actually their temperature and their density profiles. And the result is the same, the typical masses of clusters are in the range of 10^14, or 10^15 solar masses, only about 5% of which is luminous mass, that we see in stars and x-ray gas. Only about, 1/6 is the stuff in Baryons and everything else must be the dark matter. A slightly different approach to this is to measure the Baryonic fraction, in clusters of galaxies. So the fraction of the total mass in Baryons is the sum of fraction in stars, frac-, in gas and in dark Baryonic which as we already learned are actually form of extra gas. So if we assume that, that's a fair mix, that mix in clusters, which are the largest bound structures we see, is the same as universe at large, then gives us an opportunity of actually estimating omega variance or omega dark matter. We do have to assume Omega variance from nuclear synthesis. And, that is a fairly reliable measurement and from micro background and from cosmic nucleus synthesis. The physics of that is well understood. It's a fairly well established number. So roughly speaking, 15 or 20% of mass in clusters is in form of x-ray gas, and that gives us limits. Same time, we can say what is the lower limit to be a fraction of Baryons and also what is the upper limit on omega matter. A more detailed analysis which also includes mass and galaxies then yields to the typical Baryonic fraction clusters of, of the order of 15%. and the omega matter total for clusters of galaxies, which we can then assume is not different from universe as a whole on the order of 0.25. This is in excellent agreement with completely different measurements obtained by other means that we covered in cosmological tests The second major piece of evidence for the existence of dark matter are the rotation curves of these galaxies, spiral galaxies. And they all tend to look more or less the same. There is a rapid rise in the middle and then the curve becomes more or less flat, all the way we can measure it. It's only in the more modern days that people manage to measure them so far that actually see them decline. But for the, most of the extent of visible galaxies, by visible, I mean both stars and gas, the rotation curves remain fairly flat. This has a very important consequences. We can decompose rotation curves to the contributions from different components. The gas is moving a circular orbit, roughly speaking, and centrifugal forces equal centripetal force. So, we can derive the total amount of mass inside the given radius. We could simply add up the mass that we see inside that radius in stars or gas. And from that, we can see that, up to radius of several kiloparsecs, like solar radius and milky way, visible stuff does not mix, the total irritational potential. But further out you go, it's contribution drops now. And something else must be contributing the mass which requires high circular speeds. If you think in terms of say, solar system, the velocities of outer planets are much slower than the velocities of the inner planets, for the reason, that the rotational potential in outer regions is much weaker. And if there were no dark matter, something similar would apply to galaxies. So the argument is really very simple. This is the most elementary Newtonian dynamics. If you have test particles orbiting in circles, which is more or less correct, we can immediately say, what is the mass inside of that circle. Now, if we only take luminous mass, we can come up with a model that predicts what circular velocity should be, as a function of radius. And, in the inner parts of disks, that's not so bad. But then in the outer parts the model predicts that velocity should be declining and it doesn't. That means that it has to be, there is a missing component in the model. So measuring the circular velocity as a function of radius gives us a direct estimation of the mass inside the radius and therefore what is the denisity is a function of radius. If we assume that it is a power-law, we can, and this is a reasonable assumption, it turns out, flat rotation curve has shown a simple evaluation here, so it's very easy to derive that a flat rotation curve implies the density law that is behaving as r^-2. That is called singular isothermal sphere. It's singular because mass that goes to infinity in the middle. This is obviously not the case in reality but small rounding off in the middle make no difference here, in size of thermal because the velocity is the same throughout. If you integrate density distribution like this in the sphere, you get mass than increases linearly with the radius. Recall, if the density was constant, the mass would increase as a cube of the radius, but because that the radius, because the density declines as a square of the radius then whats left is just one power, which means that as far as we can trace the rotation curve and spirals. And they stay flat. The mass keeps increasing and until recently we didn't really know where it stops. You can do very similar thing for elliptical galaxies which is essentially same thing we've done for clusters. There, the orbits of stars are fairly random and we cannot make circular orbit assumption, we can follow velocity dispersion of stars, and that will do more or less the same thing. But we can also use gas because elliptical galaxies do contain copious amounts of x-ray gas, and treatment there is exactly the same as we did for clusters. And the answer is that the inner visible parts of the elliptical galaxies, visible material dominates the gravitational potential, but as you go to ever larger radii, the contribution of the dark matter does increase. Instead of the x-ray gas, you can use other test particles in case of elliptical galaxies, those could be globular clusters or dwarf galaxies around them. And even though their numbers are much smaller, the, the, they produce exactly the same result. There is one kind of galaxy that is actually completely dominated by dark matter and those are so called dwarf spheroidals. These are dwarf galaxies, Milky Way has on the order of 20 of them orbiting around, they do not contain much in terms of Stellar mass, indeed, millions to 100 millions of solar luminosities. But, they do seem to contain a lot of dark matter, and we evaluate that in exactly same way as before. We use their stars as test particles, probing the gravitational potential, we measure their velocity of dispersion, function radius and we derive the amount of mass needed in order to bind these stars to a galaxy. The mass to light ratios reached levels of 100. Recall that for a pure stellar population the mass to light ration would be on the order of few. And so therefore there could be a large amount of dark matter in these galaxies. There is a reasonable physical model how that can happen, that the superrnova driven Winds can expel a lot of gas from our galaxy, but they do not expel the dark matter, because it does not react to the pressure it's just non-gravitational. And there is one more way in which we can do this, and this is by using now velocities all the galaxies and large-scale structure, overall measuring the peculiar velocities of clusters and groups inferring what the density field is from them to have such velocities and then averaging to find our what is the overall matter density corresponding to such a velocity field. The answer to that, again, brings that. Omega matter is less than 0.3 but it's probably more than 0.2.