488 lines
225 KiB
Plaintext
488 lines
225 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"# Visualization and Learning in Julia\n",
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"\n",
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"Tom Breloff\n",
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"\n",
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"https://github.com/tbreloff"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"### Outline\n",
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"- Background\n",
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"- Julia packages\n",
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"- Plots.jl\n",
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"- Fun with data"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## My background\n",
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"- BA Mathematics and Economics (U. of Rochester)\n",
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"- MS Mathematics (NYU Courant Institute)\n",
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"- Trader, researcher, quant, developer at several big banks and hedge funds, including one which I founded\n",
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"- High speed algorithmic arbitrage trading and market making\n",
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"- Machine learning and visualization enthusiast\n",
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"- Lifelong programmer (since learning BASIC in 4th grade)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Before Julia\n",
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"- Python and C/C++\n",
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"- MATLAB and Java (so many files!!)\n",
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"- Throughout the years: Mathematica, Go, R, C#, Javascript, Visual Basic/Excel, Lisp, Erlang, ..."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Things I like\n",
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"- Python\n",
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" - Solid packages\n",
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" - Easy to get stuff done\n",
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"- C/C++\n",
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" - Fast (when you put in the effort)\n",
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"- MATLAB\n",
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" - Great matrix operations\n",
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" - Easy visualizations\n",
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"- Java\n",
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" - Hmmm... \n",
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" ```\n",
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" public static boolean DoTheFunctionNamesReallyNeedToBeLongerThanThatMaryPoppinsSong() {\n",
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" return true; \n",
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" }```"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Why Julia?\n",
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"- Easy to code\n",
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"- Fast with little effort\n",
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"- Solid vector/matrix support, but more flexible\n",
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"- Macros and staged functions\n",
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"- so much more!\n",
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"\n",
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"(Slow clap...)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"# Julia's Package Ecosystem"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Top packages by stars\n",
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"Package | Github Stars | 2-week change | Type\n",
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"------ | -------- | ------------- | --------\n",
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"Gadfly\t| 732\t| 14 | Plotting\n",
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"IJulia | 732 | 11 | Workflow\n",
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"Mocha | 496 | 36 | Learning\n",
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"DataFrames | 230 | 12 | Data Structures\n",
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"PyCall | 204 | 4 | Language Wrapper\n",
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"JuMP | 182 | 5 | Optimization\n",
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"Escher | 135 | 10 | GUIs\n",
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"Optim | 131 | 4 | Optimization\n",
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"Morsel | 128 | -1 | Web (deprecated)\n",
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"Distributions | 125 | 7 | Statistics"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Recent trends\n",
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"Package | Github Stars | 2-week change | Type\n",
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"------ | -------- | ------------- | --------\n",
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"Mocha | 496 | 36 | Learning\n",
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"Gadfly | 732 | 14 | Plotting\n",
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"DataFrames | 230 | 12 | Data Structures\n",
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"IJulia | 732 | 11 | Workflow\n",
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"Escher | 135 | 10 | GUIs\n",
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"Interact| 102 | 8 | GUIs\n",
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"Distributions| 125 | 7 | Statistics\n",
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"Plots| 23 | 6 | Plotting\n",
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"Seismic| 7 | 6 | Statistics\n",
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"Immerse | 23 | 5 | Plotting"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Statistics and Learning in Julia\n",
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"- Stats (mostly in JuliaStats)\n",
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" - StatsBase\n",
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" - Distributions\n",
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" - DataFrames, DataArrays, NullableArrays\n",
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" - MultivariateStats, GLM\n",
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" - OnlineStats\n",
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" - many more...\n",
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" "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Statistics and Learning in Julia\n",
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"- Optimization (mostly in JuliaOpt)\n",
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" - MathProgBase\n",
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" - JuMP\n",
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" - Optim\n",
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" - Convex\n",
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" - NLOpt\n",
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" "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Statistics and Learning in Julia\n",
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"- Machine learning\n",
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" - Mocha\n",
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" - GeneticAlgorithms\n",
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" - Orchestra\n",
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" - TextAnalysis\n",
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" - Clustering\n",
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" - OnlineAI\n",
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" - many more..."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Visualization in Julia\n",
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"\n",
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"Lots of packages: Gadfly, PyPlot, Vega, Winston, UnicodePlots, Qwt, Bokeh, Immerse, GLPlot ... \n",
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"\n",
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"Strengths:\n",
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"- Interactive: Immerse, PyPlot, Qwt\n",
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"- Fast: GLPlot\n",
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"- Easy/concise: UnicodePlots, Winston, Qwt\n",
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"- Pretty: Gadfly, Vega, Bokeh\n",
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"- Native: Gadfly, Winston, UnicodePlots\n",
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"- Features: PyPlot\n",
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"\n",
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"Learning more than one or two packages is time consuming and impractical...\n",
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"\n",
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"### Why do I have to choose one?!?"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"# What makes good code design?"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Good design: AbstractArray\n",
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"Many concrete array-types:\n",
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"- Dense arrays\n",
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"- Sparse arrays\n",
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"- Ranges\n",
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"- Distributed arrays\n",
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"- Shared arrays\n",
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"- GPU arrays\n",
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"- Custom data structures\n",
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"\n",
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"Common code is implemented once for AbstractArray, and all concrete types get the benefit."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 52,
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"metadata": {
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"collapsed": false,
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"5-element ScaryVec:\n",
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" 1 \n",
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" \"BOO!\"\n",
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" 3 \n",
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" 4 \n",
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" 5 "
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]
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},
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"execution_count": 52,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"type ScaryVec <: AbstractArray{Int,1}\n",
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" boo::Int\n",
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" n::Int\n",
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" ScaryVec(n::Integer) = new(rand(1:n), n)\n",
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"end\n",
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"Base.size(sv::ScaryVec) = (sv.n,)\n",
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"Base.getindex(sv::ScaryVec, i::Integer) = (i == sv.boo ? \"BOO!\" : i)\n",
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"\n",
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"sv = ScaryVec(5)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 53,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"4-element Array{Int64,1}:\n",
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" 1\n",
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" 3\n",
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" 4\n",
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" 5"
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]
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},
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"execution_count": 53,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"filter(x -> isa(x, Number), sv)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Good design: AbstractArray\n",
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"- Inheriting from AbstractArray gives you a lot \"for free\":\n",
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" - Iteration (`map`, `for x in ...`, `filter`, ...)\n",
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" - Operations\n",
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" - Printing\n",
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" - etc\n",
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"- Few methods to implement... only what's needed.\n",
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"- Abstractions put overlapping functionality in one place\n",
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" - Easy to code\n",
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" - Easy to maintain\n",
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"\n",
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"\n",
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"### Imagine if there were no AbstractArray..."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"### Gadfly : `____________` :: ScaryVector : AbstractArray\n",
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"\n",
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"Thinking of graphics packages as concrete types, we see that we have many different types, but no abstraction linking them together. "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"# Plots.jl\n",
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"### The AbstractArray of plotting..."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"metadata": {
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"collapsed": false,
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"data": {
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"image/png": 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",
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"text/plain": [
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"Plot{Plots.GadflyPackage() n=1}"
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]
|
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},
|
|
"execution_count": 18,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
|
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"source": [
|
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"# setup... choose Gadfly as the backend, set some session defaults\n",
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"using Plots\n",
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"gadfly()\n",
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"default(size=(600,500), legend=false)\n",
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"\n",
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"# create parametric functions\n",
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"fx(u) = 1.6sin(u)^3\n",
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"fy(u) = 0.1 + 1.5cos(u) - 0.6cos(2u) - 0.25cos(3u) - cos(4u)/8\n",
|
|
"\n",
|
|
"# plot and annotate\n",
|
|
"plot(fx, fy, 0, 2π, line=(5,:darkred), xlim=(-2,2), ylim=(-2,2))\n",
|
|
"annotate!(0, 0, text(\" I ♡\\nPlots\", 50, -0.1π, :darkred))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"Plot{Plots.GadflyPackage() n=2}"
|
|
]
|
|
},
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# use the same parametric functions to create a custom marker\n",
|
|
"us = linspace(0, 2π, 100)\n",
|
|
"heart = Shape([(fx(u), -fy(u)) for u in us])\n",
|
|
"\n",
|
|
"# generate some data\n",
|
|
"n = 50\n",
|
|
"x, y = Vector[4rand(n)-2 for i in 1:2]\n",
|
|
"numbers = [(x[i], y[i], text(i)) for i in 1:n]\n",
|
|
"\n",
|
|
"# add to the plot\n",
|
|
"title!(\"Let me count the ways...\")\n",
|
|
"scatter!(x, y, z=1:n, marker=(heart,15,:reds), ann=numbers)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"## Fun with data - UCI Wine Quality Dataset\n",
|
|
"\n",
|
|
"\n",
|
|
"P. Cortez, A. Cerdeira, F. Almeida, T. Matos and J. Reis. \n",
|
|
"Modeling wine preferences by data mining from physicochemical properties. In Decision Support Systems, Elsevier, 47(4):547-553, 2009."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"celltoolbar": "Slideshow",
|
|
"kernelspec": {
|
|
"display_name": "Julia 0.4.0-rc4",
|
|
"language": "julia",
|
|
"name": "julia-0.4"
|
|
},
|
|
"language_info": {
|
|
"file_extension": ".jl",
|
|
"mimetype": "application/julia",
|
|
"name": "julia",
|
|
"version": "0.4.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
}
|