488 lines
213 KiB
Plaintext
488 lines
213 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": 48,
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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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",
|
|
"text/plain": [
|
|
"Plot{Plots.GadflyPackage() n=1}"
|
|
]
|
|
},
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# setup... choose Gadfly as the backend, set some session defaults\n",
|
|
"using Plots\n",
|
|
"gadfly()\n",
|
|
"default(size=(600,500), legend=false)\n",
|
|
"\n",
|
|
"# create parametric functions\n",
|
|
"fx(u) = 1.6sin(u)^3\n",
|
|
"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\", 26, -0.1π, :darkred))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"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=2}"
|
|
]
|
|
},
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# use the same parametric functions to create a custom marker\n",
|
|
"us = linspace(0, 2π, 100)\n",
|
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"heart = Shape([(fx(u), -fy(u)) for u in us])\n",
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"\n",
|
|
"# generate some data\n",
|
|
"n = 50\n",
|
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"x, y = Vector[4rand(n)-2 for i in 1:2]\n",
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"numbers = [(x[i], y[i], text(i)) for i in 1:n]\n",
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"\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
|
|
}
|