author | Puneeth Chaganti <punchagan@fossee.in> |
Wed, 13 Oct 2010 11:13:01 +0530 | |
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Symbolics with Sage |
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This tutorial on using Sage for symbolic calculation is brought to you |
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by Fossee group. |
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.. #[Madhu: Sounds more or less like an ad!] |
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{{{ Part of Notebook with title }}} |
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.. #[Madhu: Please make your instructions, instructional. While |
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recording if I have to read this, think what you are actually |
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meaning it will take a lot of time] |
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We would be using simple mathematical functions on the sage notebook |
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for this tutorial. |
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.. #[Madhu: What is this line doing here. I don't see much use of it] |
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During the course of the tutorial we will learn |
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{{{ Part of Notebook with outline }}} |
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To define symbolic expressions in sage. Use built-in costants and |
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function. Integration, differentiation using sage. Defining |
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matrices. Defining Symbolic functions. Simplifying and solving |
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symbolic expressions and functions. |
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.. #[Nishanth]: The formatting is all messed up |
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First fix the formatting and compile the rst |
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The I shall review |
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.. #[Madhu: Please make the above items full english sentences, not |
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the slides like points. The person recording should be able to |
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read your script as is. It can read something like "we will learn |
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how to define symbolic expressions in Sage, using built-in ..."] |
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Using sage we can perform mathematical operations on symbols. |
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.. #[Madhu: Same mistake with period symbols! Please get the |
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punctuation right. Also you may have to rephrase the above |
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sentence as "We can use Sage to perform sybmolic mathematical |
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operations" or such] |
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On the sage notebook type:: |
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sin(y) |
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It raises a name error saying that y is not defined. But in sage we |
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can declare y as a symbol using var function. |
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.. #[Madhu: But is not required] |
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:: |
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var('y') |
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Now if you type:: |
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sin(y) |
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sage simply returns the expression . |
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.. #[Madhu: Why is this line indented? Also full stop. When will you |
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learn? Yes we can correct you. But corrections are for you to |
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learn. If you don't learn from your mistakes, I don't know what |
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to say] |
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thus now sage treats sin(y) as a symbolic expression . You can use |
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this to do a lot of symbolic maths using sage's built-in constants and |
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expressions . |
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.. #[Madhu: "Thus now"? It sounds like Dus and Nou, i.e 10 and 9 in |
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Hindi! Full stop again. "a lot" doesn't mean anything until you |
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quantify it or give examples.] |
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Try out |
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.. #[Madhu: "So let us try" sounds better] |
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:: |
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var('x,alpha,y,beta') x^2/alpha^2+y^2/beta^2 |
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Similarly , we can define many algebraic and trigonometric expressions |
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using sage . |
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.. #[Madhu: comma again. Show some more examples?] |
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Sage also provides a few built-in constants which are commonly used in |
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mathematics . |
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example : pi,e,oo , Function n gives the numerical values of all these |
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constants. |
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.. #[Madhu: This doesn't sound like scripts. How will I read this |
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while recording. Also if I were recording I would have read your |
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third constant as Oh-Oh i.e. double O. It took me at least 30 |
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seconds to figure out it is infinity] |
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For instance:: |
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n(e) |
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2.71828182845905 |
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gives numerical value of e. |
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If you look into the documentation of n by doing |
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.. #[Madhu: "documentation of the function "n"?] |
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:: |
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n(<Tab> |
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You will see what all arguments it can take etc .. It will be very |
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helpful if you look at the documentation of all functions introduced |
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.. #[Madhu: What does etc .. mean in a script?] |
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Also we can define the no of digits we wish to use in the numerical |
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value . For this we have to pass an argument digits. Type |
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.. #[Madhu: "no of digits"? Also "We wish to obtain" than "we wish to |
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use"?] |
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:: |
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n(pi, digits = 10) |
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Apart from the constants sage also has a lot of builtin functions like |
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sin,cos,sinh,cosh,log,factorial,gamma,exp,arcsin,arccos,arctan etc ... |
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lets try some out on the sage notebook. |
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.. #[Madhu: Here "a lot" makes sense] |
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:: |
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sin(pi/2) |
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arctan(oo) |
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log(e,e) |
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Given that we have defined variables like x,y etc .. , We can define |
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an arbitrary function with desired name in the following way.:: |
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var('x') function(<tab> {{{ Just to show the documentation |
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extend this line }}} function('f',x) |
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.. #[Madhu: What will the person recording show in the documentation |
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without a script for it? Please don't assume recorder can cook up |
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things while recording. It is impractical] |
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Here f is the name of the function and x is the independent variable . |
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Now we can define f(x) to be :: |
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f(x) = x/2 + sin(x) |
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Evaluating this function f for the value x=pi returns pi/2.:: |
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f(pi) |
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We can also define functions that are not continuous but defined |
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piecewise. We will be using a function which is a parabola between 0 |
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to 1 and a constant from 1 to 2 . type the following as given on the |
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screen |
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.. #[Madhu: Instead of "We will be using ..." how about "Let us define |
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a function ..."] |
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:: |
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var('x') h(x)=x^2 g(x)=1 f=Piecewise(<Tab> {{{ Just to show the |
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documentation extend this line }}} |
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f=Piecewise([[(0,1),h(x)],[(1,2),g(x)]],x) f |
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Checking f at 0.4, 1.4 and 3 :: f(0.4) f(1.4) f(3) |
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.. #[Madhu: Again this doesn't sound like a script] |
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for f(3) it raises a value not defined in domain error . |
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Apart from operations on expressions and functions one can also use |
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them for series . |
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.. #[Madhu: I am not able to understand this line. "Use them as |
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.. series". Use what as series?] |
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We first define a function f(n) in the way discussed above.:: |
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var('n') function('f', n) |
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.. #[Madhu: Shouldn't this be on 2 separate lines?] |
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To sum the function for a range of discrete values of n, we use the |
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sage function sum. |
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For a convergent series , f(n)=1/n^2 we can say :: |
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var('n') function('f', n) |
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f(n) = 1/n^2 |
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sum(f(n), n, 1, oo) |
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For the famous Madhava series :: var('n') function('f', n) |
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.. #[Madhu: What is this? your double colon says it must be code block |
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but where is the indentation and other things. How will the |
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recorder know about it?] |
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f(n) = (-1)^(n-1)*1/(2*n - 1) |
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This series converges to pi/4. It was used by ancient Indians to |
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interpret pi. |
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.. #[Madhu: I am losing the context. Please add something to bring |
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this thing to the context] |
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For a divergent series, sum would raise a an error 'Sum is |
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divergent' :: |
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var('n') |
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function('f', n) |
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f(n) = 1/n sum(f(n), n,1, oo) |
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We can perform simple calculus operation using sage |
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.. #[Madhu: When you switch to irrelevant topics make sure you use |
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some connectors in English like "Moving on let us see how to |
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perform simple calculus operations using Sage" or something like |
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that] |
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For example lets try an expression first :: |
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diff(x**2+sin(x),x) 2x+cos(x) |
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The diff function differentiates an expression or a function . Its |
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first argument is expression or function and second argument is the |
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independent variable . |
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.. #[Madhu: Full stop, Full stop, Full stop] |
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We have already tried an expression now lets try a function :: |
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f=exp(x^2)+arcsin(x) diff(f(x),x) |
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To get a higher order differentiation we need to add an extra argument |
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for order :: |
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diff(<tab> diff(f(x),x,3) |
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.. #[Madhu: Please try to be more explicit saying third argument] |
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in this case it is 3. |
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Just like differentiation of expression you can also integrate them :: |
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x = var('x') s = integral(1/(1 + (tan(x))**2),x) s |
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.. #[Madhu: Two separate lines.] |
148 | 263 |
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To find the factors of an expression use the "factor" function |
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.. #[Madhu: See the diff] |
148 | 267 |
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:: |
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factor(<tab> y = (x^100 - x^70)*(cos(x)^2 + cos(x)^2*tan(x)^2) f = |
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factor(y) |
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One can also simplify complicated expression using sage :: |
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f.simplify_full() |
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This simplifies the expression fully . You can also do simplification |
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of just the algebraic part and the trigonometric part :: |
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f.simplify_exp() f.simplify_trig() |
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.. #[Madhu: Separate lines?] |
148 | 281 |
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One can also find roots of an equation by using find_root function:: |
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phi = var('phi') find_root(cos(phi)==sin(phi),0,pi/2) |
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.. #[Madhu: Separate lines?] |
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148 | 288 |
Lets substitute this solution into the equation and see we were |
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correct :: |
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var('phi') f(phi)=cos(phi)-sin(phi) |
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root=find_root(f(phi)==0,0,pi/2) f.substitute(phi=root) |
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.. #[Madhu: Separate lines?] |
148 | 295 |
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as we can see the solution is almost equal to zero . |
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.. #[Madhu: So what?] |
148 | 299 |
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We can also define symbolic matrices :: |
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var('a,b,c,d') A=matrix([[a,1,0],[0,b,0],[0,c,d]]) A |
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.. #[Madhu: Why don't you break the lines?] |
148 | 307 |
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Now lets do some of the matrix operations on this matrix |
148 | 309 |
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.. #[Madhu: Why don't you break the lines? Also how do you connect |
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this up? Use some transformation keywords in English] |
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:: |
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A.det() A.inverse() |
148 | 314 |
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.. #[Madhu: Why don't you break the lines?] |
148 | 316 |
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You can do :: |
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A.<Tab> |
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To see what all operations are available |
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.. #[Madhu: Sounds very abrupt] |
148 | 324 |
|
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{{{ Part of the notebook with summary }}} |
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So in this tutorial we learnt how to |
|
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329 |
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330 |
We learnt about defining symbolic expression and functions . |
|
331 |
And some built-in constants and functions . |
|
332 |
Getting value of built-in constants using n function. |
|
333 |
Using Tab to see the documentation. |
|
334 |
Also we learnt how to sum a series using sum function. |
|
335 |
diff() and integrate() for calculus operations . |
|
336 |
Finding roots , factors and simplifying expression using find_root(), |
|
337 |
factor() , simplify_full, simplify_exp , simplify_trig . |
|
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Substituting values in expression using substitute function. |
|
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And finally creating symbolic matrices and performing operation on them . |
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|
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.. #[Madhu: See what Nishanth is doing. He has written this as |
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342 |
points. So easy to read out while recording. You may want to |
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343 |
reorganize like that] |