diff --git a/proys/InsectPopulation/AutomDiff_V2.jl b/proys/InsectPopulation/AutomDiff_V2.jl new file mode 100644 index 0000000..0b99f5b --- /dev/null +++ b/proys/InsectPopulation/AutomDiff_V2.jl @@ -0,0 +1,95 @@ +#Modulo de Diferenciacion Automatica +#El siguiente modulo define la estructura de los objetos "duales" asi como las operaciones entre ellos. +#Autores: Daniel (https://github.com/danmarurr) y Fernanda (https://github.com/FernandaPerez) + + +__precompile__(true) + +module AD + import Base: +, -, *, /, ^, == + + export Dual, xdual + + + + type Dual{T<:Real} + # código: + fun :: T + der :: T + end + + Dual(a, b) = Dual(promote(a, b) ...) + # Aqui se define un método que garantiza que el dual de un número cumple lo requerido + Dual(a) = Dual(a, zero(0)) + # Aqui se define la función `xdual`, que se usará para identificar la variable independiente + + function xdual(x0) + Dual(x0, one(x0)) + end + + # Definiendo operaciones cuando los argumentos son Duales + +(a::Dual, b::Dual) = Dual(a.fun + b.fun, a.der + b.der) + -(a::Dual, b::Dual) = Dual(a.fun - b.fun, a.der - b.der) + *(a::Dual, b::Dual) = Dual(a.fun * b.fun, a.der*b.fun + b.der*a.fun) + /(a::Dual, b::Dual) = Dual(a.fun / b.fun, (a.der - b.der*(a.fun/b.fun))/b.fun) + ^{T<:Int}(a::Dual, α::T) = Dual(a.fun^α, α*a.fun^(α - 1)*a.der) + ^{T<:Float64}(a::Dual, α::T) = Dual(a.fun^α, α*a.fun^(α - 1)*a.der) + ^{T<:Rational}(a::Dual, α::T) = Dual(a.fun^α, α*a.fun^(α - 1)*a.der) + ^{T<:Irrational}(a::Dual, α::T) = Dual(a.fun^α, α*a.fun^(α - 1)*a.der) + ==(a::Dual, b::Dual) = (a.fun == b.fun && a.der == b.der) + + + # Definiendo operaciones cuando el argumento de la derecha es un número + +{T<:Real}(a::Dual, γ::T) = +(a, Dual(γ)) + -{T<:Real}(a::Dual, γ::T) = -(a, Dual(γ)) + *{T<:Real}(a::Dual, γ::T) = *(a, Dual(γ)) + /{T<:Real}(a::Dual, γ::T) = /(a, Dual(γ)) + + # Definiendo operaciones cuando el argumento de la izquierda es un número + + +{T<:Real}(γ::T, a::Dual) = +(Dual(γ), a) + -{T<:Real}(γ::T, a::Dual) = -(Dual(γ), a) + *{T<:Real}(γ::T, a::Dual) = *(Dual(γ), a) + /{T<:Real}(γ::T, a::Dual) = /(Dual(γ), a) + + +#Importamos todas las funciones para las cuales queremos definir su operacion +import Base: ^, exp, sqrt, cbrt, sin, cos, tan, cot, sec, csc, sinh, cosh, tanh, coth, sech, csch, +asin, acos, atan, acot, asec, acsc, +asinh, acosh, atanh, acoth, asech, acsch + +#Vector con todos los símbolos asociados a las funciones trigométricas, exponenciales, etc. y sus respectivas +#derivadas +Vec_Func = [(:sin, :cos), (:cos, :(x -> -sin(x))), (:tan, :(x -> (sec(x))^2)), (:cot, :(x -> -(csc(x))^2)), + (:sec, :(x -> sec(x)*tan(x))), (:csc, :(x -> -csc(x)*cot(x))), (:sinh, :cosh), (:cosh, :sinh), + (:tanh, :(x -> (sech(x))^2)), (:coth, :(x -> -(csch(x))^2)), (:asin, :(x -> 1/sqrt(1-x^2))), + (:acos, :(x -> -1/sqrt(1-x^2))), (:atan, :(x -> 1/(1+x^2))), (:acot, :(x -> -1/(1+x^2))), + (:asec, :(x -> 1/(sqrt(x^2-1)*x))), (:acsc, :(x -> -1/(sqrt(x^2-1)*x))), (:asinh, :(x -> 1/sqrt(1+x^2))), + (:acosh, :(x -> 1/sqrt(x^2-1))), (:atanh, :(x -> 1/(1-x^2))), (:acoth, :(x -> 1/(1-x^2))), + (:asech, :(x -> 1/(x*sqrt(1-x^2)))), (:acsch, :(x -> -1/(x*sqrt(1+x^2)))), (:sqrt, :(x -> 1/(2*sqrt(x)))), (:exp, :exp), + (:cbrt, :(x -> 1/(3*x^(2/3))))] + +#Casos especiales: los logarítmos y a^x +log(a::Dual) = Dual(log(a.fun), a.der/a.fun) +log{T<:Real}(b::T, a::Dual) = Dual(log(b,a.fun), a.der/(log(b)*a.fun)) +^{T<:Real}(b::T, a::Dual) = Dual(b^a.fun, a.der*log(b)*b^a.fun) + +#Loop para crear los nuevos métodos a partir de los símbolos +for r in 1:length(Vec_Func) + fn = Vec_Func[r][1] #El primer símbolo está asociado a la función + der = Vec_Func[r][2] #El segundo símbolo está asociado a la derivada de la función + ex = quote #Creamos una nueva expresión + function ($fn)(a::Dual) #Definimos fn(a::Dual) + fun = ($fn)(a.fun) + derv = ($der)(a.fun) + return Dual(fun, derv*a.der) #Aplicamos la regla de la cadena + end + end + @eval $ex #Evaluamos la expresión para crear el método +end + + + + +end + 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+50,62,74,86,99,111,123,135,148,160,172,184,197,209,221,233,246,258,270,282,295,307,319,331,344,356,368,380,393,405,417,429,442,454,466,478 +51,63,76,88,101,113,126,138,151,163,176,188,201,213,226,238,251,263,276,288,301,313,326,338,351,363,376,388,401,413,426,438,451,463,476,488 diff --git a/proys/InsectPopulation/PabloProy/finalpopulation.ipynb b/proys/InsectPopulation/PabloProy/finalpopulation.ipynb new file mode 100644 index 0000000..52dbcc8 --- /dev/null +++ b/proys/InsectPopulation/PabloProy/finalpopulation.ipynb @@ -0,0 +1,908 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Control de Poblaciones de Insectos al Introducir Insectos Estériles\n", + "\n", + "$$\n", + "N_{t+1}=\\frac{R N_t^2}{(R-1)\\frac{N_t^2}{M}+N_t+S}\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "En 1937, E. F. Knipling, propuso la Técnica de Insectos Estériles (SIT, en inglés). La técnica no fue implementada haste 1958 sobre una plaga de `screwworm` en EEUU usando métodos físicos y químicos para causar esterilidad. El método ha sido implementado en México o otros países de Sudamérica con éxito.\n", + "\n", + "\n", + "\n", + "\n", + "Hasta años recientes SIT sigue siendo una técnica usada y estudiada en genética de poblaciones\n", + "\n", + "* `Oliva, C., Damiens, D., Vreysen, M., Lempeiere, G., & Gilles, J. (2013). Reproductive strategies of aedes albopictus (diptera: Culicidae) and implications for the sterile insect technique. Plos One, 8(11), e78884. doi:10.1371/journal.pone.0078884`\n", + "\n", + "\n", + "* `Barnes, B. N., Hofmeyr, J. H., Groenewald, S., Conlong, D. E., & Wohlfarter, M. (2015). The sterile insect technique in agricultural crops in south africa: A metamorphosis …. but will it fly? African Entomology, 23(1), 1-18. doi:10.4001/003.023.0103`\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: No working GUI backend found for matplotlib.\n" + ] + }, + { + "data": { + "text/plain": [ + "Plots.PyPlotBackend()" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using Plots, LaTeXStrings\n", + "\n", + "pyplot()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "f (generic function with 1 method)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f(x,α,β,γ) = (α*(x)^2)/((((α-1.0)*(x^2))/β + γ + x))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "iteramapeo (generic function with 1 method)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "``` Este código nos permite iterar una función f n veces dada una condición inicial x0. \n", + "``` \n", + "\n", + "function iteramapeo(f, x0, n)\n", + " xx = [x0]\n", + " fx = [0.0]\n", + " for it = 1:n\n", + " x1 = f(x0)\n", + " push!(xx, x0)\n", + " push!(fx, x1)\n", + " x0 = x1\n", + " push!(xx,x1)\n", + " push!(fx,x1)\n", + " end\n", + " xx, fx\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(::#1) (generic function with 1 method)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "``` Aquí definimos el valor de los parámetros que utilizamos con la convención \\alpha \\equiv R, \\beta \\equiv M,\n", + "``` \\gamma \\equiv S ```\n", + "α=500.0\n", + "β=10.0\n", + "γ=2.0\n", + "func = x -> f(x,α,β,γ)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
Plotly javascript loaded.
\n", + "To load again call
init_notebook(true)\n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Plots.PlotlyJSBackend()" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using Plots\n", + "plotlyjs()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2016-12-04T23:40:57.380825", + "start_time": "2016-12-05T05:40:53.891Z" + }, + "collapsed": true, + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "mm = readcsv(\"DatosPlano/mms2.csv\")[:,1]\n", + "rr = readcsv(\"DatosPlano/rrs2.csv\")[:,1]\n", + "cs = readcsv(\"DatosPlano/ccs2.csv\")[:,1];\n", + "append!(mm, readcsv(\"DatosPlano/mms3.csv\")[:,1])\n", + "append!(rr, readcsv(\"DatosPlano/rrs3.csv\")[:,1])\n", + "append!(cs, readcsv(\"DatosPlano/ccs3.csv\")[:,1]);\n", + "append!(mm, readcsv(\"DatosPlano/mms1.csv\")[:,1])\n", + "append!(rr, readcsv(\"DatosPlano/rrs1.csv\")[:,1])\n", + "append!(cs, readcsv(\"DatosPlano/ccs1.csv\")[:,1]);" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2016-12-04T23:41:11.272203", + "start_time": "2016-12-05T05:40:55.352Z" + }, + "collapsed": false, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot(mm, rr, cs)\n", + "xlabel!(\"M\")\n", + "ylabel!(\"R\")" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "kernelspec": { + "display_name": "Julia 0.5.0", + "language": "julia", + "name": "julia-0.5" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "0.5.0" + }, + "latex_envs": { + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 0 + }, + "widgets": { + "state": { + "016118e6-7893-4f00-af84-3af6c9eda509": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "2b4434be-7b6b-4df3-ad70-dab8658a5499": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "409c09cc-6a50-44eb-ba68-ca230f32868f": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "86393c53-2969-4873-bf86-7fc248790cd5": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "ad32d8d3-a6d7-48bf-b407-588a5da06684": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "fb4909b9-c2a1-41b0-ada0-0fe564fb9fbc": { + "views": [ + { + "cell_index": 5 + } + ] + } + }, + "version": "1.2.0" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/proys/InsectPopulation/ProySofi/Proyecciones.ipynb b/proys/InsectPopulation/ProySofi/Proyecciones.ipynb new file mode 100644 index 0000000..02efbae --- /dev/null +++ b/proys/InsectPopulation/ProySofi/Proyecciones.ipynb @@ -0,0 +1,1356 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "using Plots, LaTeXStrings, TaylorSeries\n", + "include(\"AutomDiff_V2.jl\")\n", + "import AD: Dual, xdual\n", + "#pyplot(grid=:false, size=(400,267))" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "ciclosestables!" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"\"\"\n", + " ciclosestables!(xx, f, nit, nout, cc)\n", + "\n", + "Esta función itera el mapeo `f`, de una variable, `nit+nout` veces, \n", + "usando como condición inicial `x0=0`; los últimos `nout` iterados \n", + "actualizan al vector `xx` que tiene longitud `nout`. `cc` es el valor\n", + "del parámetro del mapeo `f`. El mapeo `f` debe ser definido de \n", + "tal manera que `f(x0,cc)` tenga sentido. La idea es los últimos \n", + "`nout` iterados reflejen los ciclos estables del mapeo `f`. \n", + "\"\"\"\n", + "function ciclosestables!(xx, f, nit, nout, cc,x0)\n", + " @assert nit > 0 && nout > 0\n", + " \n", + " # Primeros nit iterados\n", + " \n", + " for it = 1:nit\n", + " x0 = f(x0, cc)\n", + " end\n", + " \n", + " # Se guardan los siguientes nout iterados\n", + " for it = 1:nout\n", + " x0 = f(x0, cc)\n", + " @inbounds xx[it] = x0\n", + " end\n", + " \n", + " nothing\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "diagbifurc" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"\"\"\n", + " diagbifurc(f, nit, nout, crange)\n", + "\n", + "Itera el mapeo `f` `nit+nout` veces y regresa una matriz\n", + "cuya columna `i` tiene los últimos `nout` iterados del mapeo\n", + "para el valor del parámetro del mapeo `crange[i]`.\n", + "\n", + "La función `f` debe ser definida de tal manera que `f(x0, c)` \n", + "tenga sentido.\n", + "\"\"\"\n", + "function diagbifurc(f, nit, nout, crange,x0)\n", + " xx = Vector{Float64}(nout)\n", + " ff = Array{Float64,2}(nout, length(crange))\n", + " \n", + " for ic in eachindex(crange)\n", + " c = crange[ic]\n", + " ciclosestables!(xx, f, nit, nout, c,x0)\n", + " ff[:,ic] = xx\n", + " end\n", + " \n", + " return ff\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "Ict(x,m, r,s) = (r*x^2)/((r-1)*x^2/m + x + s)\n", + "\n", + "M=63\n", + "R=20\n", + "Ict1(x,s) = Ict(x,M,R,s)\n", + "\n", + "crange = 0:1000\n", + "\n", + "ff = diagbifurc(Ict1, 1000, 256, crange,50); \n", + "cc = ones(size(ff)[1])*crange';\n", + "\n", + "# Esto cambia las matrices en vectores; ayuda un poco para los dibujos\n", + "ff = reshape(ff, size(ff)[1]*size(ff)[2]);\n", + "cc = reshape(cc, size(ff));" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scatter(cc, ff, markersize= 0.05)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/sof9409/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:1288: UserWarning: findfont: Font family [u'Helvetica'] not found. Falling back to Bitstream Vera Sans\n", + " (prop.get_family(), self.defaultFamily[fontext]))\n" + ] + }, + { + "data": { + "text/plain": [ + "1-element Array{Float64,1}:\n", + " 300.0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n = length(cc)\n", + "sc=Float64[]\n", + "for i in 1:n\n", + " if ff[i]==0.0\n", + " push!(sc,cc[i])\n", + " \n", + " break\n", + " end\n", + "end\n", + "sc" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "mapeo_liap_all" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "doc\"\"\"\n", + " iterado(F,x0,n)\n", + "\n", + "Dado un punto $x_0$, esta funció guarda a todas la iteraciones bajo $F$ en un arreglo.\n", + "\"\"\"\n", + "\n", + "function iterado(F::Function,x0::Float64,n::Int)\n", + " y = Float64[x0] ##El primer elemento es x_0\n", + " x = x0\n", + " for i in 1:n\n", + " x=F(x) #El valor de x cambia con cada iteración\n", + " push!(y,x) #Este nuevo valor se guarda en el arreglo\n", + " end\n", + " y\n", + "end\n", + "\n", + "doc\"\"\"\n", + " Lyapunov(y, F)\n", + "\n", + "Dado un punto un arreglo que contenga todas las iteraciones bajo $F$ de $x_0$, calcula \n", + "$\\frac{1}{n} \\sum_{i=1}^n \\log\\Big| \\, f'(x_i)\\, \\Big|.$\n", + "\"\"\"\n", + "\n", + "function Lyapunov(y, F::Function)\n", + " n = length(y)\n", + " l = 0\n", + " \n", + " for i in 1:n\n", + " x = abs((F(xdual(y[i]))).der)\n", + " l = l + log(x)\n", + " \n", + " end\n", + " l/n\n", + "end\n", + "\n", + "doc\"\"\"\n", + "mapeo_liap_all(crange::FloatRange, Qc::Function, x0::Float64, n = 100000)\n", + "\n", + "Calcula el exponente de Lyapunov para un mapeo paramétrico $Q_c = Q_c(x, c)$ en un rango de parámetros `crange`, un\n", + "valor inicial `x0` y `n` iteraciones.\n", + "\"\"\"\n", + "\n", + "function mapeo_liap_all(crange::FloatRange, Qc::Function, x0::Float64, n = 100000)\n", + " mapeo = Float64[]\n", + " \n", + " for i in crange\n", + " Qci(x) = Qc(x,i) \n", + " y = iterado(Qci,x0,n)\n", + " l = Lyapunov(y, Qci)\n", + " if abs(l)
Plotly javascript loaded.
\n", + "To load again call
init_notebook(true)\n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Plots.PlotlyJSBackend()" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using Plots\n", + "plotlyjs()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2016-12-05T01:10:22.463525", + "start_time": "2016-12-05T07:10:20.647Z" + }, + "collapsed": false, + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "mm = readcsv(\"DatosPlano/mms2.csv\")[:,1]\n", + "rr = readcsv(\"DatosPlano/rrs2.csv\")[:,1]\n", + "cs = readcsv(\"DatosPlano/ccs2.csv\")[:,1];\n", + "append!(mm, readcsv(\"DatosPlano/mms3.csv\")[:,1])\n", + "append!(rr, readcsv(\"DatosPlano/rrs3.csv\")[:,1])\n", + "append!(cs, readcsv(\"DatosPlano/ccs3.csv\")[:,1]);\n", + "append!(mm, readcsv(\"DatosPlano/mms1.csv\")[:,1])\n", + "append!(rr, readcsv(\"DatosPlano/rrs1.csv\")[:,1])\n", + "append!(cs, readcsv(\"DatosPlano/ccs1.csv\")[:,1]);" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2016-12-05T01:10:35.775895", + "start_time": "2016-12-05T07:10:21.261Z" + }, + "collapsed": false, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot(mm, rr, cs)\n", + "xlabel!(\"M\")\n", + "ylabel!(\"R\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# ¡Gracias por su atención!\n", + "\n", + "![](Figures/git.png)" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "celltoolbar": "Slideshow", + "kernelspec": { + "display_name": "Julia 0.5.0", + "language": "julia", + "name": "julia-0.5" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "0.5.0" + }, + "latex_envs": { + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 0 + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}