 the same kind of meaning from this particular data set. It's not too complex of a data set, but still the picture gives me a better, you know, a pictorial representation that that is a different angle to look at. And it usually kind of pops out a little bit more with the image. And if we have more complex data sets, then some data sets, the picture clearly is the only way we can even comprehend the data to be able to kind of assess what is going on. So now we've got the picture. Now this in Excel is what we call a bar, a bar chart. So it's just your standard bar chart. So what is happening on the x axis, we just have the list of the words and we just listed all of the words. And then on the y, you've got how many times going up the y axis, how many times they have showing up. And then clearly when we look at the bars 228, there's the 228. If we go to the look, we've got 49, which is listed down here around that bar around the 50 bar. So we get a nice pictorial representation. So the bar chart is quite nice when you have something on the x axis that that we can easily graph on the x axis. We'll take a look at data later where we have numerical data, possibly on an x axis, and it's less easy for us to just use each of these data points as a point on the x axis. And that's why we're going to use basically a histogram, which can be a little bit confusing because it looks kind of like a bar chart. And we can actually create a histogram using the bar chart tool in Excel. We'll take a look at later as well. But just that's the precursor to that. Now, if we did the same thing with other texts, like Harry Potter, this is with Harry Potter, these are most frequently used words in the series, most frequently used words in the series. So I just looked these up, you know, online, they say these are the most frequently were used words. Now note that if you if you went in and you counted all the words that show up in Harry Potter. And and you looked at this, you might say, Okay, now I've got this, this information might not be the most useful, because I have a lot of those, a lot of ands, a lot of twos, a lot of ofs. So you might you might say, Hey, I like I need to sort my data to be a little bit more restrictive, possibly possibly these are not. So now they've they've taken another step and they said display frequency of non stop words and the whole series. Now I don't want to go into detail on non stop words and what stop words are. But what they did is of course, they said, they said, Hey, look, I want to pull this particular data to get some particular meeting about Harry Potter, possibly the writing style for Harry Potter, possibly someone's trying to mimic maybe the writing strail for Harry Potter to have a similar success with it or something like that. And they pulled this information and they say, eh, you know, maybe that's maybe these words aren't helping me with my objective as much. What if I try to come up with a term of saying, I'm going to look at this data set and try to determine non non stop words and try to extract those particular words and possibly then I'll get a set of words that are more meaningful. So you can see how they're using techniques here to trim down the data set according to the objectives that are that are in that we have. So then the same thing would happen. We would want to sort the words possibly by the frequency, how often they show up. This is just another format of the bar chart. So we did the same thing. We've got the list of words here. And then instead of having the bar chart with the x axis having the words and then the count on the y. Now we've got the x axis having the count of the words and the words on the y. So now, of course, this one is for the is the highest count of the 51 that lines up this way. So when we're working in Excel, we can do this fairly easily. We can, you know, change and clearly when we're looking at these kind of charts, there's a couple objectives. Usually one objective is how can we look at pictorially so that we can get more meaning from it. And then when you're looking at it from a presentation standpoint, you're trying to give this data to somebody else. Then sometimes there's another objective, of course, of can I make this a little bit more appealing, possibly changing the colors just for the appeal of it, possibly changing it from a bar chart that's more standard that people have seen more often to turn it on its side so that it doesn't, you know, remove any information from the data but is more visually appealing or at least different maybe. So same thing here. Now we took the these words out and this was their count without those words. We made another chart with it and we just, you know, have a different color with it now, which these are things you can do in Excel, which we'll practice if you go to the Excel side of things and we'll build this one as well. Obviously, if we look at this word count, we see the names are used, Ron Hermione, Double Door, Looked, Professor Hagrid, Time, Wand, Eyes. So it's an interesting list. I'm not sure exactly what I would pull from that, but clearly there's a lot of conversations where they talk to each other and they like to say each other's name, I guess. So when you when you talk in a novel, you have to mention when they're talking to each other, the people's names a bunch of time. I don't know. I don't know what you extract from that. I'm not a novelist.