So another thing I actually wanna show is. So. If we look at returns over time. So let's, take the ret-, the simple return graph here. And then, create a, a simple line chart. And so here is our one month rate of return. And, Now, one of the things you should sort of look at, this, this graph of returns. And so, you know? One thing to, to notice in these monthly returns. That the monthly returns are fluctuating at about zero, right? So on average over this time period, the rate of return, the monthly rate or return was about zero. Sometimes the monthly rate of return was as high as 30%, and sometimes the return was as low as 40%. So in one month you could of lost, you could of made, you know, a 30 percent increase in your money. So if you started with $100, then you would have $130. Or in some months, you could of almost lost half your money. So if a rate, you lose 40%, then start with $100, then you go down to $60. Now one of the things that's important to recognize about rates of return is that you know, it's, it's not a symmetric relationship. Right, so if you if say you loose half your money, so if the rate returned is minus 50 percent your $100 goes down to $50. Now what rate of return do you need in order to get your investment to get back up to $100? It's not 50%, right? Cuz if you go, you'd have 50 percent positive return, then your $50 goes to $75. You'd need to get 100 percent rate of return to get your money back whole, right? So this is one of the nasty features of returns is that a negative 50 percent return does not get cancelled out by a positive 50 percent return in the next period. You'd need to get 100 percent return to get you back whole. And so, And then you know by looking at the data that result is a bit hidden in. In this Now one of the things that's often done. So this, this, these are monthly rates of return, okay? Very often you know, we, we Might wanna plot what is the growth of a dollar invested every month. So the idea is you wanna calculate the, the future value of a dollar. So I start my investment with a dollar and then the next month you know, what does my dollar grow to, it grows to one plus the interest rate, and then after two months what does my dollar grow to, it's one plus the rate of return over the first month times one plus the rate of return over the second month. So very often in finance you see these growth of a dollar graphs. Right? So the idea is. If you have returns. Say R1, R2. Up to say R capital T. So these are all one month returns. So what is the growth of a dollar? So we start. With $one. Right? And so, in month one. The future value is, the $one, times one plus R1, right? Okay, and then in month two. The future value is my. What I have at one, at month one, and then that grows by one plus the monthly interest rate between months one and two, so that's one plus R2, and then similarly, all the way down to month T. My future value is one plus R one times one plus R two and that gets multiplied one plus R capital T. So this if you wanted to plot the growth of a dollar based upon investments giving you all of these rates of return, then I have to plot the cumulative products of all of these numbers. >> Okay. >> So we can do this in Excel. In a bunch of different ways. But essentially, you know, we need to compute our, our future value. And so, for example we can make this one plus the, Rate of return here. And then, what we can do then, is make this equal to this number times, one plus. The rate of return here. And so And so that I can just copy this formula down all the way. And so then I can plot the grow of the dollar. And so we see. Based on the rates return in Starbucks we started with a dollar in 1992 and we want to know at the end of the data sample, which is I think, I don't know what it is, our $one has now grown into about $30 over this period of time. So by holding Starbucks since it... Since it started, you had a huge increase in your wealth. So people investing in Starbucks would have done quite well. So this is called an equity curve, and it's just showing what happens to the growth of $one based on investing in Starbucks, and essentially, you know, what you're finding is what $one has grown to after every month. And so you saw, Notice that this graph here looks, it looks very much like the price graph of starbucks. Right. And you'll really think the difference between this graph and graphing the price is that you just normalize the starting price to be equal to one. Okay, so that's another way of viewing what this graph is. It, It says if we started with the stock at prices and we made the first price equal to one we normalize it by the first price and then we just clock the growth of prices over