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lab 1 tutorial

Project: LS 30B-1 S18
Views: 297
#lab 1 tutorial #plotting #interactives #animations #solving a differential equation
var('x')
x
var('N') N+N+N+N
N 4*N
f(x) = 5*x^3 f(1)
5
plot(f, (x, -5,5), color="red", axes_labels=['x','f(x)'])
@interact def plot_this(a = (-2,2,1), b = (0,5), c=1): G(N) = a*N^2 + b*c p = plot(G) show(p)
Interact: please open in CoCalc
@interact def plot_this_thing(a=(0,5,1), n=(0,3), b=1): f(x) = a*x^3 + b p = plot(f, (x, -5,5), color="red", axes_labels=['x','f(x)']) show(p)
Interact: please open in CoCalc
# animations frames = [] for i in srange(0,10): p = plot(sin(i*x), (x,0,5)) frames.append(p) movie = animate(frames) show(movie, gif=True)
# animations frames = [] for i in srange(10): p = plot(sin(i*x), (x,0,5)) frames.append(p) movie = animate(frames) show(movie, gif=True)
# differential equations #1 setup #2 desolve_odeint #3 view results (time series or trajectory)
# setup # romeo and juliet var('R') var('J') DEs = [-.5*R + J, -J ] # R' is 1st, J' is 2nd ic = [1,2] t = srange(0,100,.1)
R J
# solving the DE sol = desolve_odeint(DEs, dvars=[R,J], ics=ic, times=t) sol
array([[ 1.00000000e+00, 2.00000000e+00], [ 1.13679743e+00, 1.80967485e+00], [ 1.24926408e+00, 1.63746151e+00], ..., [ -2.56445412e-11, -5.44200397e-15], [ -2.55186523e-11, -5.41390943e-15], [ -2.53927634e-11, -5.38581490e-15]])
# visualize data #trajectory list_plot(sol)
# time series zip(t,sol[:,0])
[(0.000000000000000, 1.0), (0.100000000000000, 1.1367974279197288), (0.200000000000000, 1.2492640787088778), (0.300000000000000, 1.3402669761409833), (0.400000000000000, 1.4123735511366169), (0.500000000000000, 1.4678812446817815), (0.600000000000000, 1.5088445109732522), (0.700000000000000, 1.5370991890403891), (0.800000000000000, 1.5542843612930173), (0.900000000000000, 1.5618621189131143), (1.00000000000000, 1.5611355359869399), (1.10000000000000, 1.5532647227947791), (1.20000000000000, 1.539281340115378), (1.30000000000000, 1.5201017211138705), (1.40000000000000, 1.4965386828224501), (1.50000000000000, 1.4693121458683605), (1.60000000000000, 1.4390587733584881), (1.70000000000000, 1.4063405910498779), (1.80000000000000, 1.3716527763068278), (1.90000000000000, 1.3354306721271119), (2.00000000000000, 1.2980561045264496), (2.10000000000000, 1.2598630641278872), (2.20000000000000, 1.221142816996907), (2.30000000000000, 1.1821485075065716), (2.40000000000000, 1.1430992774173752), (2.50000000000000, 1.104184007806789), (2.60000000000000, 1.0655646637737701), (2.70000000000000, 1.0273792606736767), (2.80000000000000, 0.98974457581994901), (2.90000000000000, 0.95275856594265851), (3.00000000000000, 0.91650253177582641), (3.10000000000000, 0.88104306393943133), (3.20000000000000, 0.84643377783169071), (3.30000000000000, 0.81271687621111577), (3.40000000000000, 0.77992454238173414), (3.50000000000000, 0.74808018478572957), (3.60000000000000, 0.71719954981142087), (3.70000000000000, 0.68729172382862269), (3.80000000000000, 0.65836000556234953), (3.90000000000000, 0.63040270930280506), (4.00000000000000, 0.60341385685762616), (4.10000000000000, 0.5773838127498917), (4.20000000000000, 0.55229982965966795), (4.30000000000000, 0.52814654891623303), (4.40000000000000, 0.50490642816629139), (4.50000000000000, 0.48256013280756005), (4.60000000000000, 0.46108687155875344), (4.70000000000000, 0.44046469880466188), (4.80000000000000, 0.42067077444732359), (4.90000000000000, 0.40168159661846875), (5.00000000000000, 0.38347320165927534), (5.10000000000000, 0.36602134029297251), (5.20000000000000, 0.34930163002370851), (5.30000000000000, 0.3332896865023951), (5.40000000000000, 0.31796123699071799), (5.50000000000000, 0.30329221743989554), (5.60000000000000, 0.28925885559177511), (5.70000000000000, 0.27583773997821359), (5.80000000000000, 0.26300587893967436), (5.90000000000000, 0.25074074823877512), (5.99999999999999, 0.23902033110020215), (6.09999999999999, 0.22782314911092644), (6.19999999999999, 0.21712828762570208), (6.29999999999999, 0.20691541353094189), (6.39999999999999, 0.19716478927623496), (6.49999999999999, 0.18785728093539977), (6.59999999999999, 0.17897436348476378), (6.69999999999999, 0.17049812118837226), (6.79999999999999, 0.16241124750670127), (6.89999999999999, 0.15469703867074475), (6.99999999999999, 0.14733938800507088), (7.09999999999999, 0.14032277794852316), (7.19999999999999, 0.13363226894196878), (7.29999999999999, 0.12725348888147422), (7.39999999999999, 0.12117262170189966), (7.49999999999999, 0.11537639208355345), (7.59999999999999, 0.10985205402680201), (7.69999999999999, 0.10458737381248272), (7.79999999999999, 0.099570617762223937), (7.89999999999999, 0.094790535049588925), (7.99999999999999, 0.090236344226428941), (8.09999999999999, 0.085897716850409436), (8.19999999999999, 0.081764762881944258), (8.29999999999999, 0.07782801523546666), (8.39999999999999, 0.074078414838801038), (8.49999999999999, 0.070507296073815798), (8.59999999999999, 0.067106371786396793), (8.69999999999999, 0.063867719524969349), (8.79999999999998, 0.060783767057088364), (8.89999999999998, 0.057847279206994735), (8.99999999999998, 0.055051343566599374), (9.09999999999998, 0.052389359053259837), (9.19999999999998, 0.049855021969539552), (9.29999999999998, 0.047442313745589909), (9.39999999999998, 0.045145491126325488), (9.49999999999998, 0.042959071058371781), (9.59999999999998, 0.040877823517978903), (9.69999999999998, 0.038896757929613349), (9.79999999999998, 0.037011113499943571), (9.89999999999998, 0.035216351350377643), (9.99999999999998, 0.033508140982334213), (10.1000000000000, 0.031882355315885555), (10.2000000000000, 0.030335058395525902), (10.3000000000000, 0.028862498434371966), (10.4000000000000, 0.027461100350054651), (10.5000000000000, 0.026127454574401382), (10.6000000000000, 0.024858314334313764), (10.7000000000000, 0.023650584680618678), (10.8000000000000, 0.02250131609972221), (10.9000000000000, 0.021407700476996139), (11.0000000000000, 0.020367060432958009), (11.1000000000000, 0.019376847080567521), (11.2000000000000, 0.018434632378155926), (11.3000000000000, 0.017538102548620888), (11.4000000000000, 0.016685055967927548), (11.5000000000000, 0.015873394357874968), (11.6000000000000, 0.01510111991462933), (11.7000000000000, 0.014366331287808926), (11.8000000000000, 0.013667216498002878), (11.9000000000000, 0.013002052540205424), (12.0000000000000, 0.01236919750505406), (12.1000000000000, 0.011767086810155272), (12.2000000000000, 0.011194230595755177), (12.3000000000000, 0.010649212950195584), (12.4000000000000, 0.010130685964573666), (12.5000000000000, 0.0096373683549807795), (12.6000000000000, 0.009168039408978949), (12.7000000000000, 0.0087215334307074698), (12.8000000000000, 0.0082967438672647206), (12.9000000000000, 0.0078926184210444689), (13.0000000000000, 0.0075081542806606982), (13.1000000000000, 0.0071423963611093556), (13.2000000000000, 0.0067944366779426396), (13.3000000000000, 0.006463411425158383), (13.4000000000000, 0.006148497834848856), (13.5000000000000, 0.0058489130249000914), (13.6000000000000, 0.0055639123480862931), (13.7000000000000, 0.0052927873576981586), (13.8000000000000, 0.0050348632926513343), (13.9000000000000, 0.0047894983351844528), (14.0000000000000, 0.0045560819934204041), (14.1000000000000, 0.004334033409317809), (14.2000000000000, 0.0041227994522028619), (14.3000000000000, 0.0039218541450632624), (14.4000000000000, 0.0037306972385936846), (14.5000000000000, 0.0035488526046145428), (14.6000000000000, 0.0033758667867581833), (14.7000000000000, 0.0032113086193427736), (14.8000000000000, 0.0030547679291605899), (14.9000000000000, 0.0029058543840486018), (15.0000000000000, 0.0027641966271546507), (15.1000000000000, 0.0026294415411829038), (15.2000000000000, 0.0025012532441611125), (15.3000000000000, 0.0023793121794806809), (15.4000000000000, 0.0022633137410211774), (15.5000000000000, 0.0021529686530324297), (15.6000000000000, 0.0020480016835337377), (15.7000000000000, 0.0019481507311940225), (15.8000000000000, 0.0018531665421336217), (15.9000000000000, 0.0017628120483631133), (16.0000000000000, 0.0016768617687738039), (16.1000000000000, 0.001595101205614079), (16.2000000000000, 0.0015173262023586358), (16.3000000000000, 0.0014433424536337402), (16.4000000000000, 0.0013729654964400996), (16.5000000000000, 0.0013060195689238087), (16.6000000000000, 0.0012423371503755671), (16.7000000000000, 0.0011817592044778343), (16.8000000000000, 0.001124134754863832), (16.9000000000000, 0.0010693197151786871), (17.0000000000000, 0.001017176884536782), (17.1000000000000, 0.0009675763458366197), (17.2000000000000, 0.00092039423131164578), (17.3000000000000, 0.00087551246952525879), (17.4000000000000, 0.0008328189484527607), (17.5000000000000, 0.00079220721121093542), (17.6000000000000, 0.00075357567420097265), (17.7000000000000, 0.00071682760382114506), (17.8000000000000, 0.00068187141143441748), (17.9000000000000, 0.00064861976539482002), (18.0000000000000, 0.00061698941414755845), (18.1000000000000, 0.00058690132294532762), (18.2000000000000, 0.00055828046189206222), (18.3000000000000, 0.00053105523582567832), (18.4000000000000, 0.0005051574735756751), (18.5000000000000, 0.0004805226081618136), (18.6000000000000, 0.00045708907848840359), (18.7000000000000, 0.00043479819930344638), (18.8000000000000, 0.00041359442677938075), (18.9000000000000, 0.00039342503810205334), (19.0000000000000, 0.00037423955051749168), (19.1000000000000, 0.00035598977296696726), (19.2000000000000, 0.00033862962750409622), (19.3000000000000, 0.00032211531817890037), (19.4000000000000, 0.00030640645692123935), (19.5000000000000, 0.00029146390515401473), (19.6000000000000, 0.00027725020931141698), (19.7000000000000, 0.00026372958792352555), (19.8000000000000, 0.00025086781122637725), (19.9000000000000, 0.00023863308126851186), (20.0000000000000, 0.00022699523064177214), (20.1000000000000, 0.00021592513900177418), (20.2000000000000, 0.00020539500265386303), (20.3000000000000, 0.00019537822968550058), (20.4000000000000, 0.00018584962358121325), (20.5000000000000, 0.00017678588210256064), (20.6000000000000, 0.00016816437028614856), (20.7000000000000, 0.00015996344588613251), (20.8000000000000, 0.00015216241606317131), (20.9000000000000, 0.00014474148848224428), (21.0000000000000, 0.0001376824058963181), (21.1000000000000, 0.00013096771961442895), (21.2000000000000, 0.00012458061430162734), (21.3000000000000, 0.00011850503402682615), (21.4000000000000, 0.00011272562197827097), (21.5000000000000, 0.0001072278884412747), (21.6000000000000, 0.00010199837759346845), (21.7000000000000, 9.7024016741241082e-05), (21.8000000000000, 9.2292321497721881e-05), (21.9000000000000, 8.7791357480006426e-05), (22.0000000000000, 8.3509740373959192e-05), (22.1000000000000, 7.9437076076950829e-05), (22.2000000000000, 7.5563290487122944e-05), (22.3000000000000, 7.1878658408896175e-05), (22.4000000000000, 6.8373865625047516e-05), (22.5000000000000, 6.5039969813463964e-05), (22.6000000000001, 6.1868361463896207e-05), (22.7000000000001, 5.8850875112193845e-05), (22.8000000000001, 5.598052240312481e-05), (22.9000000000001, 5.3250251014877307e-05), (23.0000000000001, 5.0653225922161639e-05), (23.1000000000001, 4.8182911110041837e-05), (23.2000000000001, 4.5833043102527603e-05), (23.3000000000001, 4.3597604491166273e-05), (23.4000000000001, 4.1470934994842002e-05), (23.5000000000001, 3.9448054529661561e-05), (23.6000000000001, 3.7523952085165365e-05), (23.7000000000001, 3.5693809382633871e-05), (23.8000000000001, 3.3953013431145144e-05), (23.9000000000001, 3.2297137127362822e-05), (24.0000000000001, 3.0721919855324112e-05), (24.1000000000001, 2.9223403579507928e-05), (24.2000000000001, 2.7798076205723125e-05), (24.3000000000001, 2.6442376730434922e-05), (24.4000000000001, 2.5152888661837418e-05), (24.5000000000001, 2.3926335049677314e-05), (24.6000000000001, 2.2759564438091661e-05), (24.7000000000001, 2.1649536818445631e-05), (24.8000000000001, 2.0593503633340043e-05), (24.9000000000001, 1.958901111521613e-05), (25.0000000000001, 1.8633550763510126e-05), (25.1000000000001, 1.7724726416922506e-05), (25.2000000000001, 1.6860245952897434e-05), (25.3000000000001, 1.6037911991754745e-05), (25.4000000000001, 1.5255612989615538e-05), (25.5000000000001, 1.4511440552196231e-05), (25.6000000000001, 1.3803610804036945e-05), (25.7000000000001, 1.3130354190250613e-05), (25.8000000000001, 1.2489978326361931e-05), (25.9000000000001, 1.1880861041291501e-05), (26.0000000000001, 1.1301443420339965e-05), (26.1000000000001, 1.0750226154321345e-05), (26.2000000000001, 1.0225887285770621e-05), (26.3000000000001, 9.7271602551218035e-06), (26.4000000000001, 9.2527924919962231e-06), (26.5000000000001, 8.8015845620701744e-06), (26.6000000000001, 8.3723851839256205e-06), (26.7000000000001, 7.9640862459008802e-06), (26.8000000000001, 7.5756259205685022e-06), (26.9000000000001, 7.2060947547394773e-06), (27.0000000000001, 6.8545979141083332e-06), (27.1000000000001, 6.5202568624213215e-06), (27.2000000000001, 6.2022324151581758e-06), (27.3000000000001, 5.8997214265794392e-06), (27.4000000000001, 5.6119534767737909e-06), (27.5000000000001, 5.3379718177224049e-06), (27.6000000000001, 5.0777031522165229e-06), (27.7000000000001, 4.8300879519606842e-06), (27.8000000000001, 4.5945362632008626e-06), (27.9000000000001, 4.3704734296124489e-06), (28.0000000000001, 4.1573400923002479e-06), (28.1000000000001, 3.9545921897984791e-06), (28.2000000000001, 3.7617171218817991e-06), (28.3000000000001, 3.5782790054698882e-06), (28.4000000000001, 3.4038180184453469e-06), (28.5000000000001, 3.2378870591799557e-06), (28.6000000000001, 3.0800576915240236e-06), (28.7000000000001, 2.9299201448063888e-06), (28.8000000000001, 2.7870833138344192e-06), (28.9000000000001, 2.6511747588940105e-06), (29.0000000000001, 2.5218408150352544e-06), (29.1000000000001, 2.3987617292072759e-06), (29.2000000000001, 2.2816381497763147e-06), (29.3000000000001, 2.170181929871106e-06), (29.4000000000001, 2.0641245408383309e-06), (29.5000000000001, 1.9632170722426116e-06), (29.6000000000002, 1.8672302318665126e-06), (29.7000000000002, 1.7759543457105415e-06), (29.8000000000002, 1.6891993579931486e-06), (29.9000000000002, 1.6067654020950139e-06), (30.0000000000002, 1.5283487590607479e-06), (30.1000000000002, 1.4537412248666924e-06), (30.2000000000002, 1.3827607199017314e-06), (30.3000000000002, 1.3152381302035805e-06), (30.4000000000002, 1.2510173074587863e-06), (30.5000000000002, 1.1899550690027266e-06), (30.6000000000002, 1.1319211978196107e-06), (30.7000000000002, 1.0767981208911648e-06), (30.8000000000002, 1.0244054476680971e-06), (30.9000000000002, 9.7456188555356194e-07), (31.0000000000002, 9.2713964388903086e-07), (31.1000000000002, 8.8201899578402446e-07), (31.2000000000002, 8.3908827811611168e-07), (31.3000000000002, 7.9824389153091052e-07), (31.4000000000002, 7.5939030044208762e-07), (31.5000000000002, 7.2244003303135823e-07), (31.6000000000002, 6.8631611451146412e-07), (31.7000000000002, 6.532877863071655e-07), (31.8000000000002, 6.2172252559400598e-07), (31.9000000000002, 5.9158099754507361e-07), (32.0000000000002, 5.6282386733345655e-07), (32.1000000000002, 5.3541180013224272e-07), (32.2000000000002, 5.0930546111452018e-07), (32.3000000000002, 4.8446551545337706e-07), (32.4000000000002, 4.6085257579598844e-07), (32.5000000000002, 4.3840231578045885e-07), (32.6000000000002, 4.1704762970842005e-07), (32.7000000000002, 3.9673891999174735e-07), (32.8000000000002, 3.7742658904231626e-07), (32.9000000000002, 3.5906103927200208e-07), (33.0000000000002, 3.4159267309268027e-07), (33.1000000000002, 3.2497189291622607e-07), (33.2000000000002, 3.0914910115451507e-07), (33.3000000000002, 2.9409158940780036e-07), (33.4000000000002, 2.7978441098802554e-07), (33.5000000000002, 2.6618889420711458e-07), (33.6000000000002, 2.5326593378111071e-07), (33.7000000000002, 2.4097642442605734e-07), (33.8000000000002, 2.2928126085799765e-07), (33.9000000000002, 2.1814133779297499e-07), (34.0000000000002, 2.075175499470326e-07), (34.1000000000002, 1.9738400744688507e-07), (34.2000000000002, 1.8775130264246955e-07), (34.3000000000002, 1.785973116942284e-07), (34.4000000000002, 1.6989679810416889e-07), (34.5000000000002, 1.6162452537429821e-07), (34.6000000000002, 1.5375525700662366e-07), 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list_plot(zip(t,sol[:,0])) list_plot(zip(t,sol[:,1]))
#set up var('R', 'J') system = [4*R + J, -J + R] # R', J' ic = (1,1) t = srange(0, 1, .1)
(R, J)
# solve sol = desolve_odeint(system, dvars=[R,J], ics=ic, times=t)
# view output #trajectory list_plot(sol, axes_labels=['R','J'])
[(0.000000000000000, 1.0), (0.100000000000000, 1.6157792168707819), (0.200000000000000, 2.5416026936833882), (0.300000000000000, 3.9401515644184388), (0.400000000000000, 6.0587020309759314), (0.500000000000000, 9.2731999276150034), (0.600000000000000, 14.155290102783971), (0.700000000000000, 21.574254513645933), (0.800000000000000, 32.852042082199389), (0.900000000000000, 49.999042128846817)]
# time series # zip(t,sol[:,0]) list_plot(zip(t,sol[:,0])) + list_plot(zip(t,sol[:,1]), color="red")
# plot_vector_field plot_vector_field(DEs, (R,-3,3), (J, -3,3)) + list_plot(sol) + point(ic, color="red", size=40)