16 - What do Imaginary & Complex Roots of Equations Mean? - By Math and Science
Transcript
00:00 | Hello . Welcome back to algebra . In this lesson | |
00:02 | . I'm going to teach you something what I find | |
00:04 | to be very , very interesting and I almost didn't | |
00:07 | teach this lesson because it's a little bit advanced for | |
00:09 | its quite a bit advanced actually for a typical algebra | |
00:12 | class . However , I'm confident I can break it | |
00:14 | down into easy to understand terms . I've got a | |
00:17 | computer demo right at the midway point of this lesson | |
00:19 | . That's gonna really , I think knock your socks | |
00:21 | off as far as demonstrating what I'm talking about . | |
00:23 | And this is the concept of these complex roots that | |
00:26 | we've been dealing with all the time in algebra , | |
00:28 | we complete the square on a polynomial and solve the | |
00:32 | polynomial equal to zero . Oftentimes we get imaginary or | |
00:35 | complex answers right ? Sometimes we get real , sometimes | |
00:37 | you get complex , we use the quadratic formula half | |
00:40 | the time you're getting real answers in half the time | |
00:42 | you're getting imaginary or complex answers . And when I | |
00:45 | first learned algebra the very first time I asked my | |
00:48 | teacher what do these imaginary things mean ? Like I | |
00:51 | I kind of understand what a real root right might | |
00:54 | mean , that's the crossing point when the graph crosses | |
00:56 | the X axis . But in the case of imaginary | |
00:59 | , what does that mean ? And the teacher just | |
01:00 | didn't know and there's nothing wrong with that because we | |
01:03 | often we don't know everything . Of course nobody knows | |
01:06 | everything , but it kind of nod at me and | |
01:08 | and and so on . And until I finally got | |
01:10 | higher up in math many years later and I finally | |
01:12 | understood why those roots pop up . So because we | |
01:16 | learn these things in algebra , complex roots of polynomial | |
01:19 | , I want to take the time to really explain | |
01:21 | what they are . So keep in mind this is | |
01:23 | kind of a more advanced concept . You won't typically | |
01:25 | learn this stuff for years down the road , You | |
01:27 | could probably skip this lesson . However , let me | |
01:29 | tell you , I wouldn't spend hours of my time | |
01:31 | writing this down and writing a computer program if I | |
01:35 | really didn't think it was cool . And you know | |
01:37 | with my students that watch these lessons , you know | |
01:39 | , I often have dreams and hopes that some of | |
01:41 | you guys or girls are going to go on to | |
01:43 | invent the next big thing in space travel or medical | |
01:46 | devices or power generation or whatever . So I want | |
01:49 | to give you every bit of knowledge that I have | |
01:51 | so that some of you can go on and do | |
01:52 | those amazing things . All right . So the bottom | |
01:55 | line is everything we're gonna talk about in this lesson | |
01:57 | applies to all polynomial when you set them equal to | |
01:59 | zero and find the roots . You know , quadratic | |
02:02 | have two routes , cubic equations have three roots when | |
02:05 | you set it equal to zero , you know and | |
02:07 | on and on and on . If you have 1/4 | |
02:08 | order polynomial , you get four routes and so on | |
02:11 | and so forth . But you all know by now | |
02:12 | that sometimes you get these imaginary or complex roots , | |
02:15 | what do they mean ? So let's crawl before we | |
02:17 | can walk . Let's take something extremely simple so that | |
02:21 | I can explain and build up your knowledge so that | |
02:23 | you're not gonna hit you over the head too much | |
02:25 | with this stuff . Let's take a very simple equation | |
02:27 | that everyone can visualize X squared minus one . How | |
02:31 | can we visualize this ? Well because if you take | |
02:33 | away the one here it's just F of X . | |
02:35 | Is equal to X squared . And you all know | |
02:37 | that that's a parabola , right ? So it has | |
02:39 | a parabola shape , The minus one just means that | |
02:42 | we grab the parabola and we shift it down by | |
02:44 | one unit because whatever X squared gives us , we | |
02:48 | just take away one from it and that's what the | |
02:49 | output is . So , if I were going to | |
02:52 | draw a picture of that and I am going to | |
02:53 | draw a picture of that , it would look something | |
02:55 | like this . If I draw a little quick little | |
02:57 | sketch over here , X and F of X . | |
03:02 | All right , And if I were going to draw | |
03:03 | this guy , the regular Parabola would go down and | |
03:06 | touch at zero and then go back up . But | |
03:08 | this is a regular parabola minus one . So , | |
03:10 | basically down here at minus one , we have a | |
03:13 | tick mark . And this parable is gonna come down | |
03:15 | to this point because basically you take the regular parabola | |
03:18 | and you're taking and subtracting one from every single point | |
03:21 | . So it goes down like this . So , | |
03:23 | the reason I chose this one is because it's easy | |
03:25 | to understand and you can see that there are two | |
03:27 | real crossing points where this function cuts into the X | |
03:30 | axis . So uh you can you can probably guess | |
03:34 | what these values are . But if you don't remember | |
03:36 | , let's go and find out what the roots of | |
03:38 | this thing is . If you take x squared minus | |
03:41 | one , set it equal to zero . You could | |
03:42 | run this through the quadratic formula . Of course you | |
03:44 | could . A is one , there is no X | |
03:47 | . Term , so be would be zero and C | |
03:49 | is negative one . You could do that . But | |
03:50 | this is even easier because you don't even need the | |
03:52 | quadratic formula . Just move the one over there like | |
03:55 | this . And then you say , well then X | |
03:58 | solving for X is going to be plus or minus | |
03:59 | the square root of one because you just take the | |
04:01 | square to both sides . And so then X is | |
04:04 | going to be plus or -1 . So when we | |
04:06 | set this thing equal to zero , the values of | |
04:08 | the X point or plus and minus one . So | |
04:10 | here is a root at X is equal to positive | |
04:13 | one . And here's the other route at X is | |
04:16 | equal to negative one . So this is what I've | |
04:19 | been telling you up until now , uh many , | |
04:21 | many times over when I've had the opportunity , as | |
04:24 | I've shown you , hey , when you solve roots | |
04:26 | of equations in this case , we're talking about quadratic | |
04:29 | but it works for any polynomial with fourth or fifth | |
04:32 | order . However many wiggles the thing has , wherever | |
04:35 | it crosses the X axis , we call it a | |
04:37 | route . And what that really means is these are | |
04:40 | the two values that when you plug them back into | |
04:43 | the equation gives you zero . Now you can see | |
04:46 | it graphically right here , because you can stick the | |
04:48 | negative one in here and it gives you zero and | |
04:51 | you can stick the positive one in here and it | |
04:53 | gives you zero . That's what the graphs representing . | |
04:54 | So in general , I tell you the roots , | |
04:57 | is basically telling you where the graph intersects the X | |
04:59 | axis . We've talked about that many times , but | |
05:02 | because I'm gonna generalize this in a second , what | |
05:05 | is , what the roots really mean is we can | |
05:08 | take these values of the route and we can sub | |
05:11 | back into the equation . So what is basically telling | |
05:14 | us is that if we take the value of one | |
05:16 | and substitute it back into the equation that we have | |
05:19 | , we know it's gonna give a zero from the | |
05:21 | graph . So it's kind of redundant . But if | |
05:23 | you take that one here and you say , well | |
05:24 | it's one squared minus one and we know this is | |
05:26 | one minus one which is zero . So a route | |
05:29 | is a value that I can substitute into the equation | |
05:32 | and gives me zero and I can of course do | |
05:34 | the same thing with negative one . If I take | |
05:36 | this and take the negative one and square it , | |
05:38 | I'm gonna get exactly the same thing . So it's | |
05:40 | gonna be one when you square this minus one which | |
05:43 | is zero . So we've proven about two different ways | |
05:45 | by looking at the shape of the graph , the | |
05:47 | intersection points here , and also by direct substitution that | |
05:50 | these are the special values , the roots of the | |
05:53 | special special values . So that when you substitute them | |
05:56 | back into your function you get zero . And that's | |
05:58 | what we've learned for functions we understand very well like | |
06:01 | this one . Now let's change this function very slightly | |
06:05 | so that it no longer has any intersection points here | |
06:08 | . And let's discuss what happens there . So let | |
06:11 | me kind of draw a little dividing line here . | |
06:12 | We're gonna do a little comparing contrasting above here . | |
06:16 | Let's take another related function F . Of X is | |
06:19 | equal to X squared exactly the same shape , but | |
06:22 | instead of a minus one , we're going to add | |
06:24 | one . So what this means is that the graph | |
06:27 | is still a parabola , it's still the same exact | |
06:29 | shape . But instead of shifting it down by subtracting | |
06:32 | one , we're actually going to shift the thing up | |
06:33 | by one unit . So now we all in our | |
06:36 | mind know exactly what the thing is going to look | |
06:37 | like . It's still gonna look like a parabola . | |
06:40 | So let's go over here and let's draw that shape | |
06:43 | . So here's X . Here's F . Of X | |
06:46 | . And we'll try to do our best to pick | |
06:48 | the same color . And so what's gonna happen here | |
06:50 | , if you do a table of values here , | |
06:52 | it's going to shift up . This is a one | |
06:54 | unit up . And that parable is going to go | |
06:56 | and touch or at the very lowest value at this | |
06:59 | at this point here , because every point on this | |
07:02 | parable a graph , you just add one to it | |
07:04 | , that's what the output is . So the whole | |
07:06 | thing is shifted up . The regular curve of course | |
07:08 | comes down to the origin right here . Now the | |
07:11 | interesting thing about this thing is that it appears to | |
07:14 | have no intersection values with the X . Axis . | |
07:17 | There are no places where this function cuts into the | |
07:21 | X axis . So you really think there should be | |
07:23 | no zeros of dysfunction because there are no values that | |
07:26 | make the thing equal to zero . So we see | |
07:29 | that this is the case from the graph . Let's | |
07:30 | go and calculate it the same way we did over | |
07:33 | here . We're going to take this exact thing . | |
07:35 | And we're gonna say , let's find all values where | |
07:38 | where this graph here , X squared plus one is | |
07:41 | actually equal to zero from the graph . We see | |
07:43 | that there are no values were equal zero , but | |
07:46 | let's go calculated . So what we're going to get | |
07:48 | is X squared is negative one . All right . | |
07:50 | And then we're gonna get that . When we solve | |
07:52 | for X , it's going to be equal to plus | |
07:54 | or minus . We have to insert that square root | |
07:57 | of negative one . You all know what the squared | |
07:59 | of negative one is now it's plus or minus I | |
08:03 | . So the interesting thing about this and we've seen | |
08:05 | this many times when we solve equations or use the | |
08:07 | quadratic formula or whatever . Sometimes we get routes that | |
08:11 | are imaginary . This case it's just plus I and | |
08:14 | -1 . But oftentimes we get even weirder roots like | |
08:17 | one plus two I or square root of two plus | |
08:20 | three I . Or square root of two minus three | |
08:23 | . I it's these weird complex numbers that pop up | |
08:26 | all the time when we're trying to find the roots | |
08:28 | of an equation , but no one ever tells you | |
08:30 | , especially in algebra class at a college level , | |
08:33 | even algebra class , like what they actually mean , | |
08:35 | because it's really beyond the scope of a typical class | |
08:38 | , but that's what we're gonna talk about today . | |
08:40 | What do these things mean ? Okay , well there's | |
08:43 | a couple ways to interpret it and we're gonna do | |
08:45 | a computer demo to show you exactly visually what they | |
08:47 | are . Um But what we have to go back | |
08:51 | to is our original definition . It looks like there | |
08:54 | is no values where this graph crosses the axis . | |
08:57 | So how can there be any roots and why are | |
08:59 | they imaginary ? Remember from the original problem we said | |
09:03 | a route is a value . When we substitute it | |
09:06 | back into the equation it gives zero . So if | |
09:09 | we've done our math right then we can substitute in | |
09:12 | these values . The ones that we got here F | |
09:16 | evaluated at I . And it should equal zero . | |
09:19 | So the original equation is X squared plus one . | |
09:21 | So if we put in the value of the imaginary | |
09:23 | number i it'll be I squared Plus one . I | |
09:26 | know it looks a little weird putting an imaginary number | |
09:28 | in there . But what you're gonna get is you | |
09:30 | know that I squared is always equal to negative one | |
09:32 | plus one . And so what you get is zero | |
09:35 | . Which it checks out the check here a root | |
09:38 | of a equation is a value that when you put | |
09:41 | it in their drives the function to zero . And | |
09:44 | then we can show the exact same thing is true | |
09:46 | for negative . I because that's the other route , | |
09:48 | right ? So if you're putting negative i in squaring | |
09:50 | it , you'll have negative I and you're squaring it | |
09:53 | like this , you have to be it's not negative | |
09:55 | ones are negative . I hear you have to be | |
09:57 | a little careful about negative I squared . So let's | |
09:59 | be really careful about it . This is negative . | |
10:01 | I multiply by negative . That's what negative I square | |
10:04 | it is plus one . And so negative times negative | |
10:08 | is positive , which means you have a positive thing | |
10:11 | and then I times eyes I squared plus one . | |
10:14 | This turns out to be exactly what we got before | |
10:17 | . We know this is gonna be a negative one | |
10:18 | plus a positive one . Which is going to give | |
10:20 | you a zero . So it checks out as well | |
10:23 | . So what we have found here is actually a | |
10:26 | little more profound than it seems on the surface . | |
10:28 | What we have found is that the concept of roots | |
10:31 | of an equation are basically just finding the values so | |
10:35 | that when we substitute them in they give us zero | |
10:38 | . Now when we graph and we have real values | |
10:40 | for these for these routes , then when we graph | |
10:43 | it , we get these graphically illustrated these graphical points | |
10:47 | here where the crossing point happens . And so it | |
10:50 | makes sense That plus and -1 are the places where | |
10:53 | it goes to zero because we can see it here | |
10:55 | . This makes a little less sense because the graph | |
10:57 | never actually goes to zero . So how can we | |
10:59 | actually have these routes ? We see that when we | |
11:03 | substitute them in we get zero . And so that's | |
11:06 | half of the answer . But really , what do | |
11:08 | they mean ? So here is the point where I | |
11:10 | need to do some talking or have some notes here | |
11:12 | and I want to talk to you and make sure | |
11:13 | I get it all down . And we're gonna go | |
11:14 | through where I'm gonna explain . We're gonna do a | |
11:17 | little more board work here where I can get you | |
11:20 | all prepared and then we're going to do you have | |
11:22 | a computer program that I wrote to show you graphically | |
11:25 | what these things mean . But in order to understand | |
11:27 | it , you really need to understand some background . | |
11:29 | So I have to talk a little bit . I'm | |
11:30 | sorry about that , but that's just the way it | |
11:32 | is . What do these roots mean ? Okay , | |
11:35 | there's no intersection point of the second function with the | |
11:38 | X axis . So how can there possibly be a | |
11:40 | route ? The quadratic formula frequently gives us these fruits | |
11:44 | , We talked about that you get imaginary or complex | |
11:46 | roots . So what do they actually mean ? The | |
11:49 | punch line here is for every function you've ever been | |
11:54 | exposed to in this case here is a function X | |
11:56 | squared plus one . Here's another function X squared minus | |
11:58 | one . But really in general for any function that | |
12:02 | you've ever heard of ever talked about , you know | |
12:05 | two X plus three . That's a function X squared | |
12:08 | plus four X minus nine . That's a function of | |
12:11 | X to the fourth plus three X squared plus two | |
12:14 | . That's a function . I can go on and | |
12:16 | on and less functions until the end of time . | |
12:18 | But every function you've ever ever been exposed to . | |
12:20 | Nobody ever told you this . But here's the punchline | |
12:23 | . All of those functions . Normally we take numbers | |
12:26 | and we stick them in the input and then we | |
12:28 | get numbers in the output . That's what we typically | |
12:30 | do in algebra class . But all of those functions | |
12:32 | can actually take as an input to the function . | |
12:35 | Not just numbers but complex numbers , they can all | |
12:38 | take as inputs complex numbers . And then of course | |
12:42 | as the output they will spit out another complex number | |
12:45 | and you can kind of see that as snuck it | |
12:46 | in right here . I said , hey you've never | |
12:48 | done this before . I don't think I've never taught | |
12:50 | in this lesson in this class . We substituted an | |
12:53 | imaginary number I in . And what do we do | |
12:55 | with it ? We just did exactly what we always | |
12:57 | do . We put numbers in . We get numbers | |
12:59 | out , it's just we put a number in that | |
13:00 | was imaginary . We squared it we added it , | |
13:03 | we got zero , we put this number in , | |
13:05 | we squared it , we added up , we get | |
13:06 | zero . But the general thing applies as well . | |
13:09 | Here I put in plus I and here I put | |
13:11 | in minus I . But I can stick into any | |
13:14 | function . Any complex number . I can put one | |
13:17 | plus two . I that's a complex number . I | |
13:19 | can put that in as an input to any function | |
13:22 | and then calculate the output , which will be another | |
13:25 | complex number . So I'm broadening your horizon right all | |
13:29 | the way up until now your entire exposure and math | |
13:32 | has been these things called functions . You put a | |
13:34 | number in like two or three . You get a | |
13:36 | number not a number out like five or seven . | |
13:39 | Right ? But I'm expanding that for you And telling | |
13:41 | you that all functions are really a bigger thing called | |
13:45 | complex functions . Actually when you get in the higher | |
13:47 | math , there's this thing called complex function theory is | |
13:50 | really what this actually is . So we're kind of | |
13:52 | what I said , it's kind of advanced but you | |
13:53 | can definitely understand it because what I'm telling you is | |
13:56 | complex numbers four plus five , I that's the most | |
14:00 | general kind of number . All of these functions can | |
14:02 | take as an input a complex number and then you | |
14:05 | crank through and calculated and you get an answer out | |
14:07 | that's a complex number . So I want to show | |
14:10 | you that explicitly . You know , when we talk | |
14:12 | about these functions of X , like X squared plus | |
14:15 | one . Typically we we know we're gonna be putting | |
14:17 | numbers in for X . But when you talk about | |
14:19 | substituting complex numbers in , usually don't use the letter | |
14:22 | X . You usually use the numbers E . It | |
14:25 | doesn't really matter so much , but I can change | |
14:27 | this function . For instance , instead of F of | |
14:29 | X is X squared plus one , I can make | |
14:31 | it F of Z , is z squared plus one | |
14:34 | . All this means when you see a Z . | |
14:35 | There is it just generally means that I'm probably gonna | |
14:38 | be substituting complex numbers in and getting complex numbers out | |
14:41 | . So as a simple example , we've already substituted | |
14:45 | in plus or minus . I . Let's substitute in | |
14:47 | something a little more complicated . Let's substitute the complex | |
14:50 | number one plus I it's just a number , it's | |
14:52 | just a different kind of number than you had to | |
14:54 | deal with and we can stick it right into here | |
14:56 | as we always do . So when we square the | |
14:59 | entire complex number has to be squared and then whatever | |
15:02 | we get as an answer , we have to add | |
15:04 | one to it . So normally in all the past | |
15:06 | , you know , you can stick real numbers in | |
15:08 | like 3456 put them in here and get answers . | |
15:11 | I'm just telling you that you can put for any | |
15:13 | of these functions . Any complex number you can think | |
15:15 | of here . I'm just picking one as an example | |
15:17 | . So how do you do this ? What you | |
15:18 | have to do foil on this ? Right ? Because | |
15:20 | it's one plus I times one plus I that's what | |
15:24 | this is what's not equals there's a plus one here | |
15:28 | . So I have to do foil . So it's | |
15:29 | more work , right ? But the first term is | |
15:31 | gonna be one times one is one . Inside term | |
15:34 | is one times I . Which means just I outside | |
15:37 | term is again one plus I . Which is I | |
15:39 | last term is I squared . And then I have | |
15:42 | a plus one . So here I have one plus | |
15:46 | I plus eyes to I plus I squared . Which | |
15:49 | you all know . You can always substitute negative one | |
15:51 | for that . Plus one . So the negative one | |
15:53 | plus the one is gonna disappear . We're gonna add | |
15:55 | to zero . So what you're gonna get is one | |
15:57 | plus two . I So what you basically found out | |
16:01 | that when you substitute the value I into this equation | |
16:05 | you get another complex number out . So I'm broadening | |
16:07 | your horizon to a really complex topic that you learn | |
16:10 | down the road . But it's really not that hard | |
16:12 | to understand . How do you know what a complex | |
16:14 | number is ? All of these functions that we have | |
16:16 | ? Every function you've ever heard of ? X squared | |
16:19 | plus 10 X plus five . You can of course | |
16:21 | put real numbers in and get real numbers out . | |
16:23 | That's what we've been doing all along . But you | |
16:26 | can also put complex numbers in and in general you | |
16:29 | will always get a complex number out some sort of | |
16:31 | way . Now when you actually do the calculation , | |
16:34 | there's more work involved because you have to do foil | |
16:36 | on the on the complex number often . But or | |
16:38 | some other expansion or some other multiplication . But in | |
16:41 | the end of the day you get a number which | |
16:43 | is a complex number . Now that goes in and | |
16:45 | then a complex number that comes out the other end | |
16:48 | . All right . So when you really broaden your | |
16:51 | horizons , when you go back to the beginning of | |
16:53 | time and you talk about the concept of function , | |
16:54 | all we did was plug in these values of X | |
16:57 | . But these are all just real numbers . So | |
17:00 | I put in negative four and I get an answer | |
17:02 | and I put negative three and I get an answer | |
17:04 | and I put in negative one here and I got | |
17:06 | an answer of zero . And here I put zero | |
17:08 | in for X and I got negative one and I | |
17:10 | put Positive one , I get zero . I've put | |
17:12 | to you see all the numbers I was substituting in | |
17:15 | in the olden days when you first learned this is | |
17:17 | just the real numbers on this single line . But | |
17:20 | now I'm telling you that a whole new universe exists | |
17:23 | where you can substitute any complex number you want into | |
17:26 | a function and you will get another complex number out | |
17:29 | . But remember , complex numbers are not represented on | |
17:32 | a single line because they have two parts , they | |
17:34 | have a real part in an imaginary part . So | |
17:36 | we have to represent them on a complex plane . | |
17:39 | So let's quickly sketch that complex plane . And I | |
17:43 | believe me , I wouldn't go through this if I | |
17:44 | didn't think it was critical for you to understand it | |
17:47 | . And I didn't think it was easily understandable by | |
17:49 | everybody here . I'm confident that everybody here is going | |
17:52 | to understand there's no problem . So here we have | |
17:55 | not an xy plane , This is not an xy | |
17:57 | plane , this is a real axis and this is | |
18:00 | the imaginary axis . And we talked about the real | |
18:03 | the complex playing in the past . Um you know | |
18:07 | , several lessons ago . So when you look on | |
18:10 | this axis , these tick marks are like 1234 And | |
18:13 | this on this side is negative one , negative two | |
18:15 | , negative three , negative four . But these tick | |
18:17 | marks are I two I . Three I . Four | |
18:20 | I negative I negative to negative three negative four I | |
18:24 | . Right , So I'll just write that down , | |
18:25 | here's I here's to I . And so on three | |
18:28 | I . And four , here's negative I negative two | |
18:31 | I . And then these numbers are just the regular | |
18:33 | numbers that you know , I'm not gonna put negatives | |
18:35 | because it'll clutter it up 123 negative 123 So then | |
18:39 | if you want to represent a number , let's say | |
18:42 | one plus I . The number we stuck into this | |
18:44 | thing into this plane . It's gonna live right here | |
18:47 | at the intersection point right here . Why ? Because | |
18:49 | the real part is one and the imaginary part is | |
18:52 | I . So it lives as a point in this | |
18:54 | plane right here where the real part is one and | |
18:57 | the imaginary part is I right ? And here's the | |
19:02 | part where you have to kind of really stretch your | |
19:04 | imagination a little bit at every single point in this | |
19:07 | plane , no matter where you are here , I | |
19:09 | picked one called one plus I here's another point over | |
19:12 | here . It's four plus four high . Here's another | |
19:15 | point over here . It's it's negative three comma negative | |
19:18 | two . I every single point in this plane has | |
19:22 | a real and imaginary part of its complex number , | |
19:25 | right ? But at every point in this plane I | |
19:28 | can substitute that point into this thing , crank through | |
19:31 | the math and get the output . So at this | |
19:33 | point this input , right . This input point was | |
19:38 | one plus I as an input . Mhm . Right | |
19:44 | . At one plus side this is the input point | |
19:46 | . But the output when you put it through that | |
19:48 | function is a totally another complex number one plus two | |
19:53 | . I which lives somewhere else on this plane . | |
19:56 | So you see , whereas a regular xy plane , | |
19:59 | you put numbers in for X and you get numbers | |
20:02 | out for why ? It's a mapping we always talked | |
20:05 | about with functions . It's a mapping . A number | |
20:07 | goes in . A number goes out . It's a | |
20:08 | mapping . It's a relationship between two numbers . Stick | |
20:11 | a number in . Get a number out here . | |
20:13 | I'm putting a complex number in . I'm getting a | |
20:15 | complex number out . But the thing is you have | |
20:18 | to imagine that there's a function kind of hovering over | |
20:21 | this plane . You can't see it because I can't | |
20:23 | draw in three dimensions . But in this plane is | |
20:26 | all the possible numbers that are that are complex possibilities | |
20:29 | . That could go into this function . And in | |
20:31 | every one of these points like here , I can | |
20:33 | hover my finger and I could put a little dot | |
20:35 | that says the output is one plus two . I | |
20:37 | here . If I put a number over here , | |
20:39 | I could say there's a number output of one plus | |
20:41 | of whatever output of the function . I could calculate | |
20:44 | their at every single one of these infinite number of | |
20:47 | points . I could calculate the output of the function | |
20:50 | which would be a new complex number . All right | |
20:54 | . That's what I want to say there . And | |
20:57 | at some very special locations in this plane , if | |
21:01 | I substitute into this function , it will drive that | |
21:04 | function not to a complex output , like some other | |
21:06 | complex number , but it'll drive it to zero . | |
21:08 | Those are the roots of the function . So if | |
21:11 | I had to kind of give you a punch line | |
21:13 | , I'm trying to give you a punch line several | |
21:14 | times through the lesson . When you get complex roots | |
21:17 | of a polynomial and you say , well you usually | |
21:19 | we just flush them and say , well , I | |
21:20 | don't care what they mean , I don't have any | |
21:22 | idea what they mean . Is that all of these | |
21:24 | functions we plot are really functions in the complex plane | |
21:28 | . We can put infinite amount of complex numbers into | |
21:31 | them and we can get complex numbers out . But | |
21:34 | in the complex plane there are certain special places where | |
21:37 | when you put those complex number into the function , | |
21:39 | the function goes to zero . Those are special points | |
21:42 | . We call roots for this point . Um over | |
21:45 | this function over here , X squared plus one . | |
21:47 | The very special points where plus or minus I . | |
21:50 | Those are the very special points we could put into | |
21:52 | the function and get zero out . But if you | |
21:54 | can use your imagination and say , here's the function | |
21:57 | here is the complex plane that every single one of | |
21:59 | these points and a complex function , a complex number | |
22:02 | pops out of this function . But at very special | |
22:05 | points which are actually plus and -1 . For this | |
22:08 | example , the function is driven to zero . And | |
22:12 | that is why we get complex uh an imaginary roots | |
22:16 | of functions , even though there is no intersection point | |
22:19 | here . The reason there's no intersection point here is | |
22:21 | because there are no real numbers that drive this function | |
22:24 | to zero . The closest I can get to zero | |
22:27 | is actually here , but it's still never gets to | |
22:28 | zero . But that just means there's no pure numbers | |
22:31 | that I can put in and calculate and get zero | |
22:33 | . But there are other numbers called imaginary or complex | |
22:36 | numbers that when you put them in actually drive the | |
22:39 | function to zero . So I want to make sure | |
22:41 | I've said everything and then we're gonna go do the | |
22:43 | computer demo because I think we're gonna get um a | |
22:48 | lot more um Yeah , I think I've said everything | |
22:51 | here . So what I want to do before we | |
22:53 | do that is I want you I want you to | |
22:54 | imagine this complex playing here full of complex numbers . | |
22:57 | You can plug those complex numbers into the function and | |
23:00 | then out spits another answer . So one more thing | |
23:03 | I want to write down because I'm going to have | |
23:05 | it in the computer demo is I want to we | |
23:08 | want to let's make a quick chart of this . | |
23:10 | Let's make a grid . We can construct the table | |
23:12 | . In other words , we can make a table | |
23:13 | of values . You know how when we plot functions | |
23:15 | , regular ffx functions , we make a table of | |
23:18 | values . We say here's the X values for input | |
23:21 | . We calculate the answer , we put the outputs | |
23:24 | for F of X . So we plot X . | |
23:26 | F of X F F . Put those points in | |
23:28 | the plane . That's how we grab functions . That's | |
23:29 | what they are here . We're going to construct something | |
23:31 | similar . But because it's a little more complicated , | |
23:34 | we have to make a table . So the function | |
23:36 | F of Z is Z squared plus one . Now | |
23:40 | I'm using Z because I'm gonna be using complex numbers | |
23:43 | here . So let me get the table on the | |
23:45 | board and then you'll understand it . We have a | |
23:47 | real part of all these things And we have an | |
23:50 | imaginary part . So the real part is going to | |
23:52 | be zero 1 2 . I'm just gonna go out | |
23:56 | to to negative one negative two . And then we | |
24:01 | have I'm gonna go sideways here , we have the | |
24:04 | imaginary we have the imaginary parts here and I'm gonna | |
24:10 | switch colors here . Let's go ahead and make this | |
24:13 | let's say this is um zero and we're going to | |
24:17 | say this is negative I . And negative two . | |
24:20 | I and this is positive I . And this is | |
24:23 | too I . So one eye to eye negative one | |
24:25 | negative two . I . So in other words because | |
24:27 | we have real and imaginary parts , we can't just | |
24:30 | make a simple table of values like we did for | |
24:32 | regular functions , we have to actually make a chart | |
24:34 | . So we know we've calculated one point at the | |
24:37 | value one plus I we calculate that one plus two | |
24:41 | eye pops out . So for the real part of | |
24:44 | one and the imaginary part of I we go down | |
24:48 | in the table at this point real part of one | |
24:50 | imaginary part of I one plus I in other words | |
24:53 | and the value that we get out of that is | |
24:56 | one plus two . I So we're constructing a table | |
24:59 | of values when we put an input of one plus | |
25:02 | I we get an output of one plus two . | |
25:04 | I right here and then we have let's see here | |
25:11 | , we can fill in some other values here at | |
25:13 | a value of negative two with no imaginary part negative | |
25:17 | two . We put in a value and we get | |
25:19 | a five -1 . We put in a value of | |
25:22 | that , we get an output of two , we | |
25:24 | put a value of zero , we get a value | |
25:26 | of one , we'll put a value of 12 and | |
25:30 | then we have a five here . You see the | |
25:31 | symmetry here . This line right here in the table | |
25:34 | is exactly what we plot . When we normally plot | |
25:38 | dysfunction , we're putting in values of X which are | |
25:40 | just real numbers . And we're getting outputs and we | |
25:43 | plot them . If you can ignore the rest of | |
25:45 | this entire chart . And just look here , see | |
25:47 | the imaginary part was setting equal to zero . When | |
25:50 | the real part is negative two , we get five | |
25:52 | real parts negative one . We get to we plug | |
25:54 | in a zero , we get a one , we | |
25:55 | plug in the one , we get it to we | |
25:57 | plug into two . We get a five . All | |
25:58 | we're doing is putting it in here . Two squared | |
26:00 | plus one is +51 squared plus one is +20 square | |
26:04 | plus one is one . This line right here is | |
26:07 | the table of values you would set up if you | |
26:10 | were just plotting a regular function with real numbers . | |
26:13 | But we have all of this beauty around it where | |
26:17 | we have other values in the complex plane . So | |
26:19 | we had when we calculated before one plus I we | |
26:22 | got this value now . What about the value ? | |
26:24 | I'm just I'm not gonna feel the whole chart up | |
26:26 | but one minus I would live up here and it's | |
26:28 | gonna be one minus two . Y you see there's | |
26:31 | a lot of symmetry here and the value of real | |
26:33 | value of one minus I we get this one plus | |
26:36 | I would get this and I'm gonna fill out a | |
26:38 | couple of more . Just so you can get an | |
26:39 | idea four minus four . I lives over here and | |
26:43 | four plus four I lives over here . That means | |
26:46 | if I put in a value of two minus I | |
26:49 | into this equation and calculate the answer . I'm gonna | |
26:51 | get this . If I put a value of two | |
26:54 | plus I as a number into this equation calculated I'm | |
26:57 | gonna get this value . And so the rest of | |
27:00 | the chart I'm not going to fill out . But | |
27:02 | you can imagine that in every possible location here -1 | |
27:06 | -2 . I I could put that in as a | |
27:07 | complex number , get an output , stick the value | |
27:09 | here and so on on the computer . I'm actually | |
27:12 | going to fill this entire chart out so you can | |
27:14 | see it in all its glory . But the point | |
27:16 | is , is that every value of the complex plane | |
27:19 | ? Really ? What I've done is I've constructed a | |
27:20 | complex plane here and I'm calculating output values at every | |
27:24 | point in the complex plane , right ? But for | |
27:27 | this particular example , we know that when we put | |
27:30 | I in we get a zero and we put a | |
27:32 | negative I in , we also get a zero . | |
27:34 | Because we calculated that . So when we look at | |
27:37 | the complex plane , I'm gonna do this in red | |
27:39 | to make it stand out . When we put a | |
27:42 | value of zero minus I . Which just means pure | |
27:45 | negative . I we get an output of zero and | |
27:48 | when we put a value here of positive , I | |
27:51 | we also get a value of zero . These points | |
27:53 | here are the roots of this equation . So the | |
27:56 | reason and I'm trying to show different ways and the | |
27:58 | reason in a nutshell why you get complex roots , | |
28:01 | even though there's no intersection points , is because the | |
28:03 | graphs of these functions that we were using all the | |
28:06 | way up until now to show you what the function | |
28:08 | look like really are incomplete . It looks like it | |
28:11 | doesn't make any sense that this function has any routes | |
28:14 | because it doesn't ever cross the X axis . But | |
28:17 | I'm trying to show you that the graph of those | |
28:19 | functions that we learned a long time ago are totally | |
28:21 | incomplete . Those graphs are only putting in real numbers | |
28:24 | and getting real numbers out . There's a whole richness | |
28:28 | to this where I can put complex numbers in and | |
28:30 | get complex numbers out . And it is true that | |
28:32 | if I set the imaginary inputs to zero , I'm | |
28:35 | gonna get only real numbers out . So there's no | |
28:37 | routes along the real axis . That is true . | |
28:39 | There's no intersection points on the real access . However | |
28:42 | , there are two special numbers that don't even live | |
28:44 | on the real axis , negative and positive , I | |
28:47 | that do drive the function to zero . So when | |
28:50 | you're solving a polynomial equation of any order and you | |
28:52 | get complex roots . Those are just the numbers in | |
28:56 | imaginary or complex form . That when you plug them | |
28:58 | into the function they drive to zero . And so | |
29:01 | you can't see them when you draw a regular plot | |
29:03 | of a function . Because the regular plots of these | |
29:05 | functions the old way that we do it , they | |
29:07 | only involve real numbers . They're not showing you everything | |
29:09 | else out there . So you have to imagine this | |
29:12 | grid of reality of complex numbers that in some special | |
29:15 | cases drive the function to zero . And now what | |
29:17 | I wanna do is I want to go to the | |
29:19 | computer and show you graphically . I can show you | |
29:21 | what these functions look like . We can play around | |
29:23 | with it and I can show you how the roots | |
29:24 | actually pop out of these equations . Hello , welcome | |
29:28 | back here . We have the computer demo here . | |
29:30 | We're going to talk about what do complex roots of | |
29:32 | a quadratic mean ? We're gonna do this uh this | |
29:34 | demo here . So here we have the equation dialed | |
29:37 | in that we've actually talked about in the lesson , | |
29:39 | X squared minus one . We see it cuts through | |
29:41 | the X axis and two locations and the roots are | |
29:43 | calculated for this thing . And I'll be able to | |
29:45 | change this equation and show you , you know that | |
29:47 | as we for instance , shift the thing up here | |
29:50 | , the roots change right ? So here we have | |
29:52 | uh imaginary roots here is we don't have any intersection | |
29:56 | points on the real axis . But then as we | |
29:58 | go deep below , we start to get real roots | |
29:59 | and so on . So let me go set it | |
30:01 | back to the place that it was before X square | |
30:03 | . If I can get it there X squared minus | |
30:05 | one like this . And so here are the roots | |
30:08 | , negative positive one . So let's go down and | |
30:10 | scroll down and take a look at what this table | |
30:11 | of values looks like in the complex plane . So | |
30:15 | if you were just plotting this , like we like | |
30:17 | we do like we did right here , like we | |
30:19 | just plotted it right here at table of values then | |
30:21 | really what you need to look at in terms of | |
30:23 | real numbers is just this line right here . This | |
30:26 | line right here represents what happens here we have I | |
30:29 | guess I should explain the column , the row along | |
30:31 | the top is the real part of the input to | |
30:34 | the function . And the over here on the side | |
30:37 | is the imaginary part of the input . So if | |
30:39 | we're just plotting this function in terms of its the | |
30:42 | real numbers , plotting what we have up here , | |
30:44 | then we're gonna set the imaginary part equal to zero | |
30:46 | , which is this value right here , set it | |
30:48 | equal to zero . And we're really only going to | |
30:49 | read this line of the chart . So you can | |
30:51 | see here that at zero you get a value of | |
30:54 | negative one at negative one , you get a value | |
30:57 | of zero and a positive when you get a value | |
30:59 | of zero . And you have all of these other | |
31:00 | values here , these values 15 , 83 and so | |
31:03 | on . These are the values that you plot in | |
31:05 | this curve up above . And you can see that | |
31:07 | the zeros of this graph are at negative one , | |
31:09 | X is equal to negative one , and X is | |
31:12 | equal to positive one here , the value of the | |
31:14 | imaginary zero . So these are the roots here , | |
31:16 | this is a route and this is a root . | |
31:18 | It lines up exactly with what is calculated up here | |
31:21 | above , right ? But I want to show you | |
31:23 | a little more uh the grandeur of this down below | |
31:27 | . So here this is a plot of the function | |
31:29 | with all of the value . See this plot up | |
31:31 | here is just showing the real values of the plots | |
31:34 | . Here is the table of values in the complex | |
31:37 | plane . Like I showed you on the board with | |
31:38 | the whole entire thing filled out . You can see | |
31:41 | complex numbers everywhere , you know , here's a complex | |
31:43 | number at a value of negative two minus three . | |
31:45 | I this would be the output right there if you | |
31:47 | stick negative two minus three I into the equation and | |
31:50 | so on . But there are two very special values | |
31:52 | where the function is driven to zero . And you | |
31:54 | can see this when we draw in three dimensions . | |
31:57 | When you look down below here , these little bump | |
31:59 | outs here and I know it's hard to read all | |
32:01 | this stuff , but right here and right here is | |
32:04 | where the function , these little kind of these , | |
32:06 | these points down here , that's where the function is | |
32:08 | driven all the way down to zero . And you | |
32:11 | can see and again I know it's hard to imagine | |
32:13 | visualize it , but I'm drawing a three dimensional plot | |
32:15 | . The real axis is down here , this axis | |
32:17 | here and the imaginary axis is over here . So | |
32:21 | when you kind of like turn it edge on here | |
32:23 | , you can see the imaginary axis being zero is | |
32:26 | lining up exactly what these little dimple points right here | |
32:29 | . And then when you look at , if I | |
32:31 | get a good angle here , the real part here | |
32:34 | is negative one and here is over here , a | |
32:36 | positive one . So the dimples here in this function | |
32:38 | occur exactly where the chart says they should occur , | |
32:41 | negative one and positive one on the real axis . | |
32:43 | Uh here because the imaginary part zero , where these | |
32:46 | dimples are gonna shifted over here , so you can | |
32:48 | see the imaginary part zero and those dimples are basically | |
32:51 | right there . So as this curve changes as I | |
32:55 | drag it farther and farther down , X squared minus | |
32:58 | two , X squared minus three . Let's go to | |
33:00 | x squared minus four . The roots are now at | |
33:03 | negative two and positive two . And again in this | |
33:07 | chart I see the roots again are now at negative | |
33:09 | two and positive to know imaginary parts uh needed for | |
33:13 | this because it's the roots are actually on the real | |
33:16 | axis . And then you can see that these routes | |
33:18 | are now farther apart , they're occurring at here . | |
33:21 | I know again , it's hard to read . The | |
33:22 | real part is negative two , that's this and positive | |
33:24 | too . And if you kind of line it up | |
33:26 | , you can see that these dimples at the bottom | |
33:28 | occur at that location . And again , if you | |
33:30 | shift it this way , you can see that it's | |
33:32 | right with the imaginary part is zero . So basically | |
33:35 | as as this function shifts around right here , you | |
33:39 | can make these routes farther and farther apart . If | |
33:42 | I go down here they're going to be even farther | |
33:44 | apart , Right ? And then of course if I | |
33:47 | go the other direction that can get closer and closer | |
33:49 | together , which is where we kind of started , | |
33:51 | let me go right here , let's start right there | |
33:54 | . So you can see that they're getting closer together | |
33:55 | . Now let's make them a little bit closer together | |
33:57 | still . So we'll go X squared minus one , | |
34:01 | which is where we started . This lesson will go | |
34:03 | and see where x squared minus one is . So | |
34:04 | the um the roots are occurring at negative one and | |
34:09 | positive one on the real axis , negative one here | |
34:12 | , positive one here on the real axis . That's | |
34:14 | where the roots are basically driving this thing to zero | |
34:16 | . Now if we take this quadratic and stick it | |
34:19 | right on the axis where the equation is X squared | |
34:23 | , Then we only have one dimple because they got | |
34:25 | so close together . Remember they were getting closer and | |
34:28 | closer and closer together . Finally they there's only one | |
34:31 | spot which now the chart is updated to reflect only | |
34:33 | one location here where the functions driven is zero . | |
34:36 | It was plus or -1 . Now it's right at | |
34:38 | zero because we only have one point right here where | |
34:40 | it's touching and that dimple in the complex plane is | |
34:43 | right in the middle of the whole entire thing , | |
34:46 | you can see it right there and so that's where | |
34:48 | the function is driven to zero . So we can | |
34:52 | go and drag this thing down and we have real | |
34:55 | roots that are separated . They get closer and closer | |
34:58 | and closer and closer and closer together . Finally they're | |
35:00 | right on top of each other , but then we | |
35:02 | go this direction and now we don't have any real | |
35:04 | roots anymore . Let me see if I can pick | |
35:06 | this one here , this is the other equation , | |
35:08 | we get X squared plus one . We know that | |
35:10 | the roots are plus or minus , I it's listed | |
35:12 | right here in the table . Now we see that | |
35:15 | this is a route and this is a route . | |
35:17 | So if you look at only the real numbers of | |
35:20 | this graph , which is this guy here , the | |
35:22 | imaginary parts set to zero . The real parts go | |
35:25 | from negative four to positive for every one of these | |
35:28 | values that shaded here is just a number , none | |
35:30 | of them hit zero , and that's because the function | |
35:33 | never gets down to zero . These are the values | |
35:35 | that we would use to plot this function but it | |
35:37 | never gets to zero . There are no real roots | |
35:39 | . However , there are other routes here . Zero | |
35:42 | , I'm sorry , located at negative I . And | |
35:44 | positive I . Negative and positive I . With a | |
35:47 | real part of zero . These are the values in | |
35:49 | the complex plane that are driven , driving this function | |
35:51 | to zero . Even though there's no intersection point here | |
35:54 | . That's just because this graph originally only has real | |
35:57 | numbers . It's a very thin slice of the actual | |
36:01 | full blown curve which is now down below . So | |
36:04 | now you can see two dimples whereas before they were | |
36:07 | on the real axis . But now these dimples are | |
36:10 | actually on the imaginary axis and you can see it | |
36:12 | if I flip this thing around now see now the | |
36:15 | imaginary axis is down here and this graph , the | |
36:18 | two dimples are at negative I and positive . I | |
36:20 | know it says negative two and negative four . This | |
36:22 | is the imaginary axis . So it's negative two , | |
36:24 | I negative four I positive to positive four . The | |
36:27 | dimples are occurring now in the imaginary part of the | |
36:30 | plane . And then as I shift this thing farther | |
36:32 | up , the same thing is going to happen when | |
36:34 | I get farther and farther away like this , then | |
36:36 | I'm going to have now I have roots at negative | |
36:39 | two and positive to I . And now I can | |
36:42 | see in this chart the roots have moved farther apart | |
36:45 | , negative two I am positive to I . And | |
36:47 | then in this diagram the roots have again moved farther | |
36:50 | apart , negative two , I positive to I . | |
36:52 | But if I line them up with the real axis | |
36:55 | , there is no real part to these routes because | |
36:57 | here the real part is zero . So the bottom | |
36:59 | line is as I play around with this function and | |
37:02 | I dragged those sliders around and change what where the | |
37:05 | roots are . These dimples will appear in different places | |
37:08 | of the complex plane , which will correspond to these | |
37:11 | zeros being in different parts of this little chart that | |
37:14 | I have pulled around . So that's basically the bottom | |
37:17 | line . When you see these imaginary roots pop up | |
37:20 | , then what you're really saying is that the that | |
37:24 | the complex plane has those locations that drive the function | |
37:28 | equal to zero . Now , here I have it | |
37:30 | set up where I have the graph first and then | |
37:32 | I have the chart and then I have this . | |
37:33 | But I have another version of this down below where | |
37:36 | I can more easily drag the sliders and you can | |
37:38 | see how these complex roots move around . So here | |
37:41 | is X squared minus one here . And now I'm | |
37:45 | going to drag the sliders farther up so it's going | |
37:49 | to be x squared plus one , X squared plus | |
37:51 | two . Here's the here's the function over here on | |
37:53 | the left , X squared plus three . So you | |
37:54 | see what's happening is as I drag the slider and | |
37:57 | change the function , the dimples are getting farther and | |
38:00 | farther and farther apart because the roots are getting farther | |
38:02 | apart . Um uh in this case the roots are | |
38:06 | in the imaginary axis here because if you saw this | |
38:10 | equation X squared plus 11 is equal to zero and | |
38:13 | move the 11 over , it'll be square root of | |
38:15 | negative 11 . You're getting imaginary roots here and they're | |
38:18 | farther and farther apart . As I slide this thing | |
38:20 | around as I make it closer and closer and closer | |
38:23 | to the axis , then what's going to happen is | |
38:26 | the function is going to have roots that are gonna | |
38:29 | be closer and closer and closer together . Now watch | |
38:31 | what happens when I go right through zero here , | |
38:34 | here's export plus one . Now here's the special equation | |
38:37 | why is equal or f of X is equal to | |
38:39 | X squared . The roots are right on top of | |
38:41 | each other . And then when I go through it | |
38:43 | then the the roots pop into the imaginary , I'm | |
38:46 | sorry , the real access here . So here now | |
38:48 | the roots are getting farther and farther apart in the | |
38:50 | real axis . So as I drag the slider down | |
38:53 | again approaching where this graph is approaching , uh the | |
38:57 | origin here , then the roots get closer and closer | |
39:00 | and closer together in terms of real uh numbers . | |
39:02 | And then they pop over into imaginary territory . And | |
39:05 | you can see the roots are now imaginary here . | |
39:07 | So that's what I wanted to show you . The | |
39:09 | reason why we have these complex roots is because there | |
39:11 | are just different values in the complex plane that drive | |
39:14 | the function to zero . And the reason that's not | |
39:16 | taught to you so much in algebra classes , just | |
39:18 | because it's a little beyond the scope of what you | |
39:20 | typically learn . Yes . Hello , Welcome back . | |
39:23 | I hope you've enjoyed the computer demo . It took | |
39:25 | me a while to put it together , but it's | |
39:26 | actually I think really instructive to show what's really going | |
39:29 | on with complex roots . So now when you saw | |
39:31 | the complex , I'm sorry , a quadratic equation with | |
39:34 | the quadratic formula and you get to complex roots out | |
39:37 | like three plus four I and three minus four I | |
39:40 | . Or something like that . Then you shouldn't so | |
39:43 | much wonder exactly what they mean now , because the | |
39:45 | point of this is trying to tell you what they | |
39:47 | mean , what they are is that these functions have | |
39:49 | a much richer nature to them than is what is | |
39:52 | originally described . All these functions can take complex numbers | |
39:55 | in and get complex numbers out . And all of | |
39:59 | these functions have special places in the complex plane . | |
40:02 | That when you substitute them into the function will drive | |
40:04 | the function to zero . I filled out just a | |
40:06 | portion of the chart here and then the computer , | |
40:08 | we saw the full chart . But you can imagine | |
40:10 | that even that chart on the computer is incomplete . | |
40:12 | I mean , there's millions of other infinite number of | |
40:14 | other numbers that can be substituted in . But the | |
40:17 | point is is all functions live in the complex plane | |
40:20 | . So when you give complex roots , even though | |
40:23 | the function never actually crosses the axis , there can | |
40:25 | still be other values in the complex plane that drive | |
40:28 | that function to zero . That is what a route | |
40:30 | is . If the root happens to be complex , | |
40:33 | it's okay . It's just another number in the complex | |
40:36 | plane . They're a pair of numbers that will drive | |
40:38 | the function to zero . I hope you've enjoyed this | |
40:40 | . I hope you've learn something from it . The | |
40:42 | concepts in this lesson are beyond the scope of most | |
40:44 | typical algebra classes until you get to the university level | |
40:47 | . But I think especially with the computer , it's | |
40:49 | it's easy to understand where these complex roots come from | |
40:52 | and that's what I was hoping to accomplish today . |
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