fixes, examples, and readme; also deprecated winston

.gitattributes

@@ -0,0 +1 @@
+*.gif filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -1,3 +1,6 @@
 *.jl.cov
 *.jl.*.cov
 *.jl.mem
+.DS_Store
+examples/.ipynb_checkpoints/*
+examples/meetup/.ipynb_checkpoints/*

.travis.yml

@@ -4,10 +4,18 @@ os:
   - linux
   - osx
 julia:
+  - 0.3
   - 0.4
+  #- nightly
 notifications:
-  email: false
+  email: true
 # uncomment the following lines to override the default test script
 script:
  - if [[ -a .git/shallow ]]; then git fetch --unshallow; fi
- - julia -e 'Pkg.clone(pwd()); Pkg.build("Plots"); Pkg.add("Gadfly"); Pkg.test("Plots"; coverage=true)'
+ - julia -e 'Pkg.clone("https://github.com/tbreloff/Images.jl.git"); Pkg.checkout("Images","tom_imgcompare");'
+ - julia -e 'Pkg.clone("ImageMagick"); Pkg.build("ImageMagick")'
+ - julia -e 'Pkg.clone("Cairo"); Pkg.build("Cairo")'
+ - julia -e 'ENV["PYTHON"] = ""; Pkg.clone("PyPlot"); Pkg.build("PyPlot")'
+ - julia -e 'Pkg.clone(pwd()); Pkg.build("Plots")'
+ - julia -e 'Pkg.test("Plots"; coverage=true)'
+ # - julia -e 'cd(Pkg.dir("Plots")); Pkg.add("Coverage"); using Coverage; Coveralls.submit(process_folder()); Codecov.submit(process_folder())'

README.md

@@ -1,224 +1,406 @@
 # Plots
 
 [![Build Status](https://travis-ci.org/tbreloff/Plots.jl.svg?branch=master)](https://travis-ci.org/tbreloff/Plots.jl)
+[![Plots](http://pkg.julialang.org/badges/Plots_0.3.svg)](http://pkg.julialang.org/?pkg=Plots&ver=0.3)
+[![Plots](http://pkg.julialang.org/badges/Plots_0.4.svg)](http://pkg.julialang.org/?pkg=Plots&ver=0.4)
+<!-- [![Coverage Status](https://coveralls.io/repos/tbreloff/Plots.jl/badge.svg?branch=master)](https://coveralls.io/r/tbreloff/Plots.jl?branch=master) -->
+<!-- [![codecov.io](http://codecov.io/github/tbreloff/Plots.jl/coverage.svg?branch=master)](http://codecov.io/github/tbreloff/Plots.jl?branch=master) -->
 
-Plotting interface and wrapper for several plotting packages.
+#### Author: Thomas Breloff (@tbreloff)
+
+Plots is a plotting API and toolset.  My goals with the package are:
+
+- **Intuitive**.  Start generating complex plots without reading volumes of documentation.  Commands should "just work".
+- **Concise**.  Less code means fewer mistakes and more efficient development/analysis.
+- **Flexible**.  Produce your favorite plots from your favorite package, but quicker and simpler.
+- **Consistent**.  Don't commit to one graphics package.  Use the same code and access the strengths of all backends.
+- **Lightweight**.  Very few dependencies, since backends are loaded and initialized dynamically.
+
+Use the preprocessing pipeline in Plots to fully describe your visualization before it calls the backend code.  This maintains modularity and allows for efficient separation of front end code, algorithms, and backend graphics.  New graphical backends can be added with minimal effort.
+
+Check out the [summary graphs](img/supported/supported.md) for the features that each backend supports.
 
 Please add wishlist items, bugs, or any other comments/questions to the issues list.
 
-## Examples
+## Examples for each implemented backend:
 
+- [Gadfly.jl/Immerse.jl](docs/gadfly_examples.md)
+- [PyPlot.jl](docs/pyplot_examples.md)
+- [UnicodePlots.jl](docs/unicodeplots_examples.md)
 - [Qwt.jl](docs/qwt_examples.md)
-- [Gadfly.jl](docs/gadfly_examples.md)
+
+Also check out the many [IJulia notebooks](http://nbviewer.ipython.org/github/tbreloff/Plots.jl/tree/master/examples/) with many examples.
 
 ## Installation
 
-First, clone the package, and get any plotting packages you need:
+First, add the package
 
+```julia
+Pkg.add("Plots")
+
+# if you want the latest features:
+Pkg.checkout("Plots")
+
+# or for the bleeding edge:
+Pkg.checkout("Plots", "dev")
 ```
-Pkg.clone("https://github.com/tbreloff/Plots.jl.git")
-Pkg.add("Gadfly")                                     # [optional]
-Pkg.clone("https://github.com/tbreloff/Qwt.jl.git")   # [optional] requires pyqt and pyqwt
+
+then get any plotting packages you need (obviously, you should get at least one backend).
+
+```julia
+Pkg.add("Gadfly")
+Pkg.add("Immerse")
+Pkg.add("PyPlot")
+Pkg.add("UnicodePlots")
+Pkg.clone("https://github.com/tbreloff/Qwt.jl.git")
 ```
 
 ## Use
 
-Load it in.  The underlying plotting backends are not imported until `plotter()` is called (which happens
-on your first call to `plot`).  This means that you don't need any backends to be installed when you call `using Plots`.
-For now, the default backend is Gadfly.
+Load it in.  The underlying plotting backends are not imported until `backend()` is called (which happens
+on your first call to `plot` or `subplot`).  This means that you don't need any backends to be installed when you call `using Plots`.
 
-```
+Plots will try to figure out a good default backend for you automatically based on what backends are installed.
+
+```julia
 using Plots
 ```
 
-Do a plot in Gadfly, then save a png:
+Do a plot in Gadfly (inspired by [this example](http://gadflyjl.org/geom_point.html)), then save a png:
 
-```
-plot(rand(10,2); marker = :rect)
-savepng(Plots.IMG_DIR * "gadfly1.png")
-```
+```julia
+gadfly()        # switch to Gadfly as a backend
+dataframes()    # turn on support for DataFrames inputs
 
-which saves:
+# load some data
+using RDatasets
+iris = dataset("datasets", "iris");
+
+# This will bring up a browser window with the plot. Add a semicolon at the end to skip display. 
+scatter(iris, :SepalLength, :SepalWidth, group=:Species, m=([:+ :d :s], 12), smooth=0.99, bg=:black)
+
+# save a png (equivalent to png("gadfly1.png") and savefig("gadfly1.png"))
+png("gadfly1")
+```
 
 ![gadfly_plt](img/gadfly1.png)
 
+## API
 
-Do a plot in Qwt, then save a png:
+Call `backend(backend::Symbol)` or the shorthands (`gadfly()`, `qwt()`, `unicodeplots()`, etc) to set the current plotting backend.
+Subsequent commands are converted into the relevant plotting commands for that package:
 
-```
-plotter!(:qwt)  # switches the backend to Qwt
-plot(rand(10,2); marker = :rect)
-savepng(Plots.IMG_DIR * "qwt1.png")
-```
-
-which saves:
-
-![qwt_plt](img/qwt1.png)
-
-
-
-## plot and plotter! interface (WIP)
-
-The main plot command.  Call `plotter!(:module)` to set the current plotting backend.
-Commands are converted into the relevant plotting commands for that package:
-
-```
-  plotter!(:gadfly)
-  plot(1:10)    # this effectively calls `y = 1:10; Gadfly.plot(x=1:length(y), y=y)`
-  plotter!(:qwt)
-  plot(1:10)    # this effectively calls `Qwt.plot(1:10)`
+```julia
+gadfly()
+plot(1:10)    # this effectively calls `y = 1:10; Gadfly.plot(x=1:length(y), y=y)`
+qwt()
+plot(1:10)    # this effectively calls `Qwt.plot(1:10)`
 ```
 
 Use `plot` to create a new plot object, and `plot!` to add to an existing one:
 
-```
-  plot(args...; kw...)                  # creates a new plot window, and sets it to be the `currentPlot`
-  plot!(args...; kw...)                 # adds to the `currentPlot`
-  plot!(plotobj, args...; kw...)        # adds to the plot `plotobj`
+```julia
+plot(args...; kw...)                  # creates a new plot window, and sets it to be the `current`
+plot!(args...; kw...)                 # adds to the `current`
+plot!(plotobj, args...; kw...)        # adds to the plot `plotobj`
 ```
 
 Now that you know which plot object you're updating (new, current, or other), I'll leave it off for simplicity.
-Here are some various args to supply, and the implicit mapping (AVec == AbstractVector and AMat == AbstractMatrix):
+There are many ways to pass in data to the plot functions... some examples:
 
-```
-  plot(y::AVec; kw...)                       # one line... x = 1:length(y)
-  plot(x::AVec, y::AVec; kw...)              # one line (will assert length(x) == length(y))
-  plot(y::AMat; kw...)                       # multiple lines (one per column of x), all sharing x = 1:size(y,1)
-  plot(x::AVec, y::AMat; kw...)              # multiple lines (one per column of x), all sharing x (will assert length(x) == size(y,1))
-  plot(x::AMat, y::AMat; kw...)              # multiple lines (one per column of x/y... will assert size(x) == size(y))
-  plot(x::AVec, f::Function; kw...)          # one line, y = f(x)
-  plot(x::AMat, f::Function; kw...)          # multiple lines, yᵢⱼ = f(xᵢⱼ)
-  plot(x::AVec, fs::AVec{Function}; kw...)   # multiple lines, yᵢⱼ = fⱼ(xᵢ)
-  plot(y::AVec{AVec}; kw...)                 # multiple lines, each with x = 1:length(y[i])
-  plot(x::AVec, y::AVec{AVec}; kw...)        # multiple lines, will assert length(x) == length(y[i])
-  plot(x::AVec{AVec}, y::AVec{AVec}; kw...)  # multiple lines, will assert length(x[i]) == length(y[i])
-  plot(n::Integer; kw...)                    # n lines, all empty (for updating plots)
+- Vector-like (subtypes of AbstractArray{T,1})
+- Matrix-like (subtypes of AbstractArray{T,2})
+- Vectors of Vectors
+- Functions
+- Vectors of Functions
+- DataFrames with column symbols (initialize with `dataframes()`)
 
-  # TODO: how do we handle NA values in dataframes?
-  plot(df::DataFrame; kw...)                 # one line per DataFrame column, labels == names(df)
-  plot(df::DataFrame, columns; kw...)        # one line per column, but on a subset of column names
+In general, you can pass in a `y` only, or an `x` and `y`, both of whatever type(s) you want, and Plots will slice up the data as needed.
+For matrices, data is split by columns.  For functions, data is mapped.  For DataFrames, a Symbol/Symbols in place of x/y will map to
+the relevant column(s).
+
+Here are some example usages... remember you can always use `plot!` to update an existing plot, and that, unless specified, you will update the `current()`.
+
+```julia
+plot()                                    # empty plot object
+plot(4)                                   # initialize with 4 empty series
+plot(rand(10))                            # plot 1 series... x = 1:10
+plot(rand(10,5))                          # plot 5 series... x = 1:10
+plot(rand(10), rand(10))                  # plot 1 series
+plot(rand(10,5), rand(10))                # plot 5 series... y is the same for all
+plot(sin, rand(10))                       # y = sin(x)
+plot(rand(10), sin)                       # same... y = sin(x)
+plot([sin,cos], 0:0.1:π)                  # plot 2 series, sin(x) and cos(x)
+plot([sin,cos], 0, π)                     # plot sin and cos on the range [0, π]
+plot(1:10, Any[rand(10), sin])            # plot 2 series, y = rand(10) for the first, y = sin(x) for the second... x = 1:10 for both
+plot(dataset("Ecdat", "Airline"), :Cost)  # plot from a DataFrame (call `dataframes()` first to import DataFrames and initialize)
 ```
 
-[TODO] You can swap out `plot` for `subplot`.  Each line will go into a separate plot.  Use the layout keyword:
+All plot methods accept a number of keyword arguments (see the tables below), which follow some rules:
+- Many arguments have aliases which are replaced during preprocessing.  `c` is the same as `color`, `m` is the same as `marker`, etc.  You can choose how verbose you'd like to be.  (see the tables below)
+- There are some special arguments (`xaxis`, `yaxis`, `line`, `marker`, `fill` and the aliases `l`, `m`, `f`) which magically set many related things at once.  (see the __Tip__ below)
+- If the argument is a "matrix-type", then each column will map to a series, cycling through columns if there are fewer columns than series.  Anything else will apply the argument value to every series.
+- Many arguments accept many different types... for example the `color` (also `markercolor`, `fillcolor`, etc) argument will accept strings or symbols with a color name, or any `Colors.Colorant`, or a `ColorScheme`, or a symbol representing a `ColorGradient`, or an AbstractVector of colors/symbols/etc...
 
+You can update certain plot settings after plot creation (not supported on all backends):
+
+```julia
+plot!(title = "New Title", xlabel = "New xlabel", ylabel = "New ylabel")
+plot!(xlims = (0, 5.5), ylims = (-2.2, 6), xticks = 0:0.5:10, yticks = [0,1,5,10])
+
+# using shorthands:
+xaxis!("mylabel", :log10, :flip)
 ```
-  y = rand(100,3)
-  subplot(y; layout=(2,2), kw...)           # creates 3 lines going into 3 separate plots, laid out on a 2x2 grid (last row is filled with plot #3)
-  subplot(y; layout=(1,3), kw...)           # again 3 plots, all in the same row
-  subplot(y; layout=[1,[2,3]])              # pass a nested Array to fully specify the layout.  here the first plot will take up the first row, 
-                                            # and the others will share the second row
+
+With `subplot`, create multiple plots at once, with flexible layout options:
+
+```julia
+y = rand(100,3)
+subplot(y; n = 3)             # create an automatic grid, and let it figure out the shape
+subplot(y; n = 3, nr = 1)     # create an automatic grid, but fix the number of rows
+subplot(y; n = 3, nc = 1)     # create an automatic grid, but fix the number of columns
+subplot(y; layout = [1, 2])   # explicit layout.  Lists the number of plots in each row
 ```
 
+__Tip__: You can call `subplot!(args...; kw...)` to add to an existing subplot.
+
+__Tip__: Calling `subplot!` on a `Plot` object, or `plot!` on a `Subplot` object will throw an error.
+
 Shorthands:
 
-```
-  scatter(args...; kw...)    = plot(args...; kw...,  linetype = :none, marker = :hexagon)
-  scatter!(args...; kw...)   = plot!(args...; kw..., linetype = :none, marker = :hexagon)
-  bar(args...; kw...)        = plot(args...; kw...,  linetype = :bar)
-  bar!(args...; kw...)       = plot!(args...; kw..., linetype = :bar)
-  histogram(args...; kw...)  = plot(args...; kw...,  linetype = :hist)
-  histogram!(args...; kw...) = plot!(args...; kw..., linetype = :hist)
-  heatmap(args...; kw...)    = plot(args...; kw...,  linetype = :heatmap)
-  heatmap!(args...; kw...)   = plot!(args...; kw..., linetype = :heatmap)
+```julia
+scatter(args...; kw...)    = plot(args...; kw...,  linetype = :scatter)
+scatter!(args...; kw...)   = plot!(args...; kw..., linetype = :scatter)
+bar(args...; kw...)        = plot(args...; kw...,  linetype = :bar)
+bar!(args...; kw...)       = plot!(args...; kw..., linetype = :bar)
+histogram(args...; kw...)  = plot(args...; kw...,  linetype = :hist)
+histogram!(args...; kw...) = plot!(args...; kw..., linetype = :hist)
+heatmap(args...; kw...)    = plot(args...; kw...,  linetype = :heatmap)
+heatmap!(args...; kw...)   = plot!(args...; kw..., linetype = :heatmap)
+sticks(args...; kw...)     = plot(args...; kw...,  linetype = :sticks, marker = :ellipse)
+sticks!(args...; kw...)    = plot!(args...; kw..., linetype = :sticks, marker = :ellipse)
+hline(args...; kw...)      = plot(args...; kw...,  linetype = :hline)
+hline!(args...; kw...)     = plot!(args...; kw..., linetype = :hline)
+vline(args...; kw...)      = plot(args...; kw...,  linetype = :vline)
+vline!(args...; kw...)     = plot!(args...; kw..., linetype = :vline)
+ohlc(args...; kw...)       = plot(args...; kw...,  linetype = :ohlc)
+ohlc!(args...; kw...)      = plot!(args...; kw..., linetype = :ohlc)
+
+title!(s::AbstractString)                 = plot!(title = s)
+xlabel!(s::AbstractString)                = plot!(xlabel = s)
+ylabel!(s::AbstractString)                = plot!(ylabel = s)
+xlims!{T<:Real,S<:Real}(lims::Tuple{T,S}) = plot!(xlims = lims)
+ylims!{T<:Real,S<:Real}(lims::Tuple{T,S}) = plot!(ylims = lims)
+xticks!{T<:Real}(v::AVec{T})              = plot!(xticks = v)
+yticks!{T<:Real}(v::AVec{T})              = plot!(yticks = v)
+xflip!(flip::Bool = true)                 = plot!(xflip = flip)
+yflip!(flip::Bool = true)                 = plot!(yflip = flip)
+xaxis!(args...)                           = plot!(xaxis = args)
+yaxis!(args...)                           = plot!(yaxis = args)
+annotate!(anns)                           = plot!(annotation = anns)
 ```
 
-Some keyword arguments you can set:
+### Keyword arguments:
+
+Keyword | Default | Type | Aliases 
+---- | ---- | ---- | ----
+`:annotation` | `nothing` | Series | `:ann`, `:annotate`, `:annotations`, `:anns`  
+`:axis` | `left` | Series | `:axiss`  
+`:background_color` | `RGB{U8}(1.0,1.0,1.0)` | Plot | `:background`, `:bg`, `:bg_color`, `:bgcolor`  
+`:color` | `auto` | Series | `:c`, `:colors`  
+`:color_palette` | `auto` | Plot | `:palette`  
+`:fill` | `nothing` | Series | `:area`, `:f`  
+`:fillcolor` | `match` | Series | `:fc`, `:fcolor`, `:fillcolors`  
+`:fillopacity` | `nothing` | Series | `:fillopacitys`, `:fo`  
+`:fillrange` | `nothing` | Series | `:fillranges`, `:fillrng`  
+`:foreground_color` | `auto` | Plot | `:fg`, `:fg_color`, `:fgcolor`, `:foreground`  
+`:grid` | `true` | Plot |   
+`:group` | `nothing` | Series | `:g`, `:groups`  
+`:guidefont` | `Plots.Font("Helvetica",11,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0))` | Plot |   
+`:label` | `AUTO` | Series | `:lab`, `:labels`  
+`:layout` | `nothing` | Plot |   
+`:legend` | `true` | Plot | `:leg`  
+`:legendfont` | `Plots.Font("Helvetica",8,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0))` | Plot |   
+`:line` | `nothing` | Series | `:l`  
+`:lineopacity` | `nothing` | Series | `:lineopacitys`, `:lo`  
+`:linestyle` | `solid` | Series | `:linestyles`, `:ls`, `:s`, `:style`  
+`:linetype` | `path` | Series | `:linetypes`, `:lt`, `:t`, `:type`  
+`:linewidth` | `1` | Series | `:linewidths`, `:lw`, `:w`, `:width`  
+`:link` | `false` | Plot |   
+`:linkfunc` | `nothing` | Plot |   
+`:linkx` | `false` | Plot | `:xlink`  
+`:linky` | `false` | Plot | `:ylink`  
+`:marker` | `nothing` | Series | `:m`, `:mark`  
+`:markercolor` | `match` | Series | `:markercolors`, `:mc`, `:mcolor`  
+`:markeropacity` | `nothing` | Series | `:alpha`, `:markeropacitys`, `:mo`, `:opacity`  
+`:markershape` | `none` | Series | `:markershapes`, `:shape`  
+`:markersize` | `6` | Series | `:markersizes`, `:ms`, `:msize`  
+`:n` | `-1` | Plot |   
+`:nbins` | `100` | Series | `:nb`, `:nbin`, `:nbinss`  
+`:nc` | `-1` | Plot |   
+`:nr` | `-1` | Plot |   
+`:pos` | `(0,0)` | Plot |   
+`:show` | `false` | Plot | `:display`, `:gui`  
+`:size` | `(500,300)` | Plot | `:windowsize`, `:wsize`  
+`:smooth` | `false` | Series | `:reg`, `:regression`, `:smooths`  
+`:tickfont` | `Plots.Font("Helvetica",8,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0))` | Plot |   
+`:title` | `` | Plot |   
+`:windowtitle` | `Plots.jl` | Plot | `:wtitle`  
+`:xaxis` | `nothing` | Plot |   
+`:xflip` | `false` | Plot |   
+`:xlabel` | `` | Plot | `:xlab`  
+`:xlims` | `auto` | Plot | `:xlim`, `:xlimit`, `:xlimits`  
+`:xscale` | `identity` | Plot |   
+`:xticks` | `auto` | Plot | `:xtick`  
+`:yaxis` | `nothing` | Plot |   
+`:yflip` | `false` | Plot |   
+`:ylabel` | `` | Plot | `:ylab`  
+`:ylims` | `auto` | Plot | `:ylim`, `:ylimit`, `:ylimits`  
+`:yrightlabel` | `` | Plot | `:y2lab`, `:y2label`, `:ylab2`, `:ylabel2`, `:ylabelright`, `:ylabr`, `:yrlab`  
+`:yscale` | `identity` | Plot |   
+`:yticks` | `auto` | Plot | `:ytick`  
+`:z` | `nothing` | Series | `:zs`  
+
+
+### Plot types:
+
+Type | Desc | Aliases
+---- | ---- | ----
+`:none` | No line | `:n`, `:no`  
+`:line` | Lines with sorted x-axis | `:l`  
+`:path` | Lines | `:p`  
+`:steppre` | Step plot (vertical then horizontal) | `:stepinv`, `:stepinverted`, `:stepsinv`, `:stepsinverted`  
+`:steppost` | Step plot (horizontal then vertical) | `:stair`, `:stairs`, `:step`, `:steps`  
+`:sticks` | Vertical lines | `:stem`, `:stems`  
+`:scatter` | Points, no lines | `:dots`  
+`:heatmap` | Colored regions by density |   
+`:hexbin` | Similar to heatmap |   
+`:hist` | Histogram (doesn't use x) | `:histogram`  
+`:bar` | Bar plot (centered on x values) |   
+`:hline` | Horizontal line (doesn't use x) |   
+`:vline` | Vertical line (doesn't use x) |   
+`:ohlc` | Open/High/Low/Close chart (expects y is AbstractVector{Plots.OHLC}) |   
+
+
+### Line styles:
+
+Type | Aliases
+---- | ----
+`:auto` | `:a`  
+`:solid` | `:s`  
+`:dash` | `:d`  
+`:dot` |   
+`:dashdot` | `:dd`  
+`:dashdotdot` | `:ddd`  
+
+
+### Markers:
+
+Type | Aliases
+---- | ----
+`:none` | `:n`, `:no`  
+`:auto` | `:a`  
+`:cross` | `:+`, `:plus`  
+`:diamond` | `:d`  
+`:dtriangle` | `:V`, `:downtri`, `:downtriangle`, `:dt`, `:dtri`, `:v`  
+`:ellipse` | `:c`, `:circle`  
+`:heptagon` | `:hep`  
+`:hexagon` | `:h`, `:hex`  
+`:octagon` | `:o`, `:oct`  
+`:pentagon` | `:p`, `:pent`  
+`:rect` | `:r`, `:sq`, `:square`  
+`:star4` |   
+`:star5` | `:s`, `:star`, `:star1`  
+`:star6` |   
+`:star7` |   
+`:star8` | `:s2`, `:star2`  
+`:utriangle` | `:^`, `:uptri`, `:uptriangle`, `:ut`, `:utri`  
+`:xcross` | `:X`, `:x`  
+
+
+__Tip__: With supported backends, you can pass a `Plots.Shape` object for the `marker`/`markershape` arguments.  `Shape` takes a vector of 2-tuples in the constructor, defining the points of the polygon's shape in a unit-scaled coordinate space.  To make a square, for example, you could do `Shape([(1,1),(1,-1),(-1,-1),(-1,1)])`
+
+__Tip__: You can see the default value for a given argument with `default(arg::Symbol)`, and set the default value with `default(arg::Symbol, value)` or `default(; kw...)`.  For example set the default window size and whether we should show a legend with `default(size=(600,400), leg=false)`.
+
+__Tip__: There are some helper arguments you can set:  `xaxis`, `yaxis`, `line`, `marker`, `fill`.  These go through special preprocessing to extract values into individual arguments.  The order doesn't matter, and if you pass a single value it's equivalent to wrapping it in a Tuple.  Examples:
 
 ```
-  axis            # :left or :right
-  color           # can be a string ("red") or a symbol (:red) or a ColorsTypes.jl Colorant (RGB(1,0,0)) or :auto (which lets the package pick)
-  label           # string or symbol, applies to that line, may go in a legend
-  width           # width of a line
-  linetype        # :line, :step, :stepinverted, :sticks, :dots, :none, :heatmap, :hexbin, :hist, :bar
-  linestyle       # :solid, :dash, :dot, :dashdot, :dashdotdot
-  marker          # :none, :ellipse, :rect, :diamond, :utriangle, :dtriangle, :cross, :xcross, :star1, :star2, :hexagon
-  markercolor     # same choices as `color`, or :match will set the color to be the same as `color`
-  markersize      # size of the marker
-  nbins           # number of bins for heatmap/hexbin and histograms
-  heatmap_c       # color cutoffs for Qwt heatmaps
-  fillto          # fillto value for area plots
-  title           # string or symbol, title of the plot
-  xlabel          # string or symbol, label on the bottom (x) axis
-  ylabel          # string or symbol, label on the left (y) axis
-  yrightlabel     # string or symbol, label on the right (y) axis
-  reg             # true or false, add a regression line for each line
-  size            # (Int,Int), resize the enclosing window
-  pos             # (Int,Int), move the enclosing window to this position
-  windowtitle     # string or symbol, set the title of the enclosing windowtitle
-  screen          # Integer, move enclosing window to this screen number (for multiscreen desktops)
-  show            # true or false, show the plot (in case you don't want the window to pop up right away)
+plot(y, xaxis = ("mylabel", :log, :flip, (-1,1)))   # this sets the `xlabel`, `xscale`, `xflip`, and `xlims` arguments automatically
+plot(y, line = (:bar, :blue, :dot, 10))             # this sets the `linetype`, `color`, `linestyle`, and `linewidth` arguments automatically
+plot(y, marker = (:rect, :red, 10))                 # this sets the `markershape`, `markercolor`, and `markersize` arguments automatically
+plot(y, fill = (:green, 10))                        # this sets the `fillcolor` and `fillrange` arguments automatically
+                                                    # Note: `fillrange` can be:
+                                                              a number (fill to horizontal line)
+                                                              a vector of numbers (different for each data point)
+                                                              a tuple of vectors (fill a band)
 ```
 
-If you don't include a keyword argument, these are the defaults:
-  
-```
-  axis = :left
-  color = :auto
-  label = automatically generated (y1, y2, ...., or y1 (R), y2 (R) for the right axis)
-  width = 1
-  linetype = :line
-  linestype = :solid
-  marker = :none
-  markercolor = :match
-  markersize = 3
-  nbins = 100
-  heatmap_c = (0.15, 0.5)
-  fillto = nothing
-  title = ""
-  xlabel = ""
-  ylabel = ""
-  yrightlabel = ""
-  reg = false
-  size = (800,600)
-  pos = (0,0)
-  windowtitle = ""
-  screen = 1
-  show = true
+__Tip__: When plotting multiple lines, you can set all series to use the same value, or pass in a matrix to cycle through values.  Example:
+
+```julia
+plot(rand(100,4); color = [:red RGB(0,0,1)],     # (Matrix) lines 1 and 3 are red, lines 2 and 4 are blue
+                  axis = :auto,                  # lines 1 and 3 are on the left axis, lines 2 and 4 are on the right
+                  markershape = [:rect, :star]   # (Vector) ALL lines are passed the vector [:rect, :star1]
+                  width = 5)                     # all lines have a width of 5
 ```
 
-When plotting multiple lines, you can give every line the same trait by using the singular, or add an "s" to pluralize.
-  (yes I know it's not gramatically correct, but it's easy to use and implement)
+__Tip__: Not all features are supported for each backend, but you can see what's supported by calling the functions: `supportedArgs()`, `supportedAxes()`, `supportedTypes()`, `supportedStyles()`, `supportedMarkers()`, `subplotSupported()`
 
-```
-  plot(rand(100,2); colors = [:red, RGB(.5,.5,0)], axiss = [:left, :right], width = 5)  # note the width=5 is applied to both lines
-```
+__Tip__: Call `gui()` to display the plot in a window.  Interactivity depends on backend.  Plotting at the REPL (without semicolon) implicitly calls `gui()`.
 
-# TODO
+### Animations
+
+Animations are created in 3 steps (see example #2):
+- Initialize an `Animation` object.
+- Save each frame of the animation with `frame(anim)`.
+- Convert the frames to an animated gif with `gif(anim, filename, fps=15)`
+
+
+## TODO features:
 
 - [x] Plot vectors/matrices/functions
-- [ ] Plot DataFrames
-- [ ] Subplots
-- [ ] Histograms
+- [x] Plot DataFrames
+- [x] Histograms
+- [x] Grouping
+- [x] Annotations
+- [x] Scales
+- [x] Categorical Inputs (strings, etc... for hist, bar? or can split one series into multiple?)
+- [x] Custom markers
+- [x] Animations
+- [x] Subplots
+- [ ] Contours
+- [ ] Boxplots
 - [ ] 3D plotting
 - [ ] Scenes/Drawing
 - [ ] Graphs
 - [ ] Interactivity (GUIs)
+
+## TODO backends:
+
 - [x] Gadfly.jl
-- [ ] PyPlot.jl
-- [ ] Winston.jl
-- [ ] Gaston.jl
-- [ ] GLPlot.jl
+- [x] Immerse.jl
+- [x] PyPlot.jl
+- [x] UnicodePlots.jl
 - [x] Qwt.jl
+- [x] Winston.jl (deprecated)
+- [ ] GLPlot.jl
 - [ ] Bokeh.jl
+- [ ] Vega.jl
+- [ ] Gaston.jl
 - [ ] Plotly.jl
 - [ ] GoogleCharts.jl
-- [ ] Vega.jl
 - [ ] PLplot.jl
 - [ ] TextPlots.jl
 - [ ] ASCIIPlots.jl
 - [ ] Sparklines.jl
-- [ ] UnicodePlots.jl
 - [ ] Hinton.jl
 - [ ] ImageTerm.jl
 - [ ] GraphViz.jl
 - [ ] TikzGraphs.jl
 - [ ] GraphLayout.jl
 
-# Backends
+## More information on backends (both supported and unsupported)
 
 See the wiki at: https://github.com/JuliaPlot/juliaplot_docs/wiki
 
-# Author
-
-Thomas Breloff (@tbreloff)
 

REQUIRE

@@ -1,4 +1,5 @@
-julia 0.4-
+julia 0.3
 
 Colors
-FactCheck
+Reexport
+Compat

docs/example_generation.jl

@@ -3,100 +3,223 @@ module PlotExamples
 
 using Plots
 using Colors
+using Compat
 
 const DOCDIR = Pkg.dir("Plots") * "/docs"
 const IMGDIR = Pkg.dir("Plots") * "/img"
 
-doc"""
+"""
 Holds all data needed for a documentation example... header, description, and plotting expression (Expr)
 """
 type PlotExample
-  header::String
-  desc::String
+  header::@compat(AbstractString)
+  desc::@compat(AbstractString)
   exprs::Vector{Expr}
 end
 
 
+
 # the examples we'll run for each
 const examples = PlotExample[
   PlotExample("Lines",
-              "A simple line plot of the 3 columns.",
-              [:(plot(rand(100,3)))]),
-  PlotExample("Functions",
-              "Plot multiple functions",
-              [:(plot(0:0.01:4π, [sin,cos]))]),
+              "A simple line plot of the columns.",
+              [
+                :(plot(Plots.fakedata(50,5), w=3))
+              ]),
+  PlotExample("Functions, adding data, and animations",
+              "Plot multiple functions.  You can also put the function first, or use the form `plot(f, xmin, xmax)` where f is a Function or AbstractVector{Function}.\n\nGet series data: `x, y = plt[i]`.  Set series data: `plt[i] = (x,y)`. Add to the series with `push!`/`append!`.\n\nEasily build animations.  (`convert` or `ffmpeg` must be available to generate the animation.)  Use command `gif(anim, filename, fps=15)` to save the animation.",
+              [
+                :(p = plot([sin,cos], zeros(0), leg=false)),
+                :(anim = Animation()),
+                :(for x in linspace(0, 10π, 200)
+                    push!(p, x, Float64[sin(x), cos(x)])
+                    frame(anim)
+                  end)
+              ]),
+  PlotExample("Parametric plots",
+              "Plot function pair (x(u), y(u)).",
+              [
+                :(plot(sin, x->sin(2x), 0, 2π, line=4, leg=false, fill=(0,:orange)))
+              ]),
+  PlotExample("Colors",
+              "Access predefined palettes (or build your own with the `colorscheme` method).  Line/marker colors are auto-generated from the plot's palette, unless overridden.  Set the `z` argument to turn on series gradients.",
+              [
+                :(y = rand(100)),
+                :(plot(0:10:100,rand(11,4),lab="lines",w=3, palette=:grays, fill=(0.5,:auto))),
+                :(scatter!(y, z=abs(y-.5), m=(10,:heat), lab="grad"))
+              ]),
   PlotExample("Global",
-              "Change the guides/background without a separate call.",
-              [:(plot(rand(10); title="TITLE", xlabel="XLABEL", ylabel="YLABEL", background_color = RGB(0.5,0.5,0.5)))]),
+              "Change the guides/background/limits/ticks.  Convenience args `xaxis` and `yaxis` allow you to pass a tuple or value which will be mapped to the relevant args automatically.  The `xaxis` below will be replaced with `xlabel` and `xlims` args automatically during the preprocessing step. You can also use shorthand functions: `title!`, `xaxis!`, `yaxis!`, `xlabel!`, `ylabel!`, `xlims!`, `ylims!`, `xticks!`, `yticks!`",
+              [
+                :(plot(rand(20,3), xaxis=("XLABEL",(-5,30),0:2:20,:flip), background_color = RGB(0.2,0.2,0.2), leg=false)),
+                :(title!("TITLE")),
+                :(yaxis!("YLABEL", :log10))
+              ]),
   PlotExample("Two-axis",
-              "Use the `axis` or `axiss` arguments.\n\nNote: This is only supported with Qwt right now",
-              [:(plot(Vector[randn(100), randn(100)*100]; axiss = [:left,:right]))]),
-  PlotExample("Vectors w/ pluralized args",
-              "Plot multiple series with different numbers of points.  Mix arguments that apply to all series (singular... see `marker`) with arguments unique to each series (pluralized... see `colors`).",
-              [:(plot(Vector[rand(10), rand(20)]; marker=:ellipse, markersize=8, colors=[:red,:blue]))]),
+              "Use the `axis` arguments.\n\nNote: Currently only supported with Qwt and PyPlot",
+              [
+                :(plot(Vector[randn(100), randn(100)*100], axis = [:l :r], ylabel="LEFT", yrightlabel="RIGHT"))
+              ]),
+  PlotExample("Arguments",
+              "Plot multiple series with different numbers of points.  Mix arguments that apply to all series (marker/markersize) with arguments unique to each series (colors).  Special arguments `line`, `marker`, and `fill` will automatically figure out what arguments to set (for example, we are setting the `linestyle`, `linewidth`, and `color` arguments with `line`.)  Note that we pass a matrix of colors, and this applies the colors to each series.",
+              [
+                :(plot(Vector[rand(10), rand(20)], marker=(:ellipse,8), line=(:dot,3,[:black :orange])))
+              ]),
   PlotExample("Build plot in pieces",
               "Start with a base plot...",
-              [:(plot(rand(100)/3; reg=true, fillto=0))]),
+              [
+                :(plot(rand(100)/3, reg=true, fill=(0,:green)))
+              ]),
   PlotExample("",
               "and add to it later.",
-              [:(scatter!(rand(100); markersize=6, color=:blue))]),
+              [
+                :(scatter!(rand(100), markersize=6, c=:orange))
+              ]),
   PlotExample("Heatmaps",
               "",
-              [:(heatmap(randn(10000),randn(10000); nbins=200))]),
-  PlotExample("Lots of line types",
-              "Options: (:line, :step, :stepinverted, :sticks, :dots, :none, :heatmap, :hexbin, :hist, :bar)  \nNote: some may not work with all backends",
-              [:(plot(rand(20,4); linetypes=[:line, :step, :sticks, :dots]))]),
+              [
+                :(heatmap(randn(10000),randn(10000), nbins=100))
+              ]),
+  PlotExample("Line types",
+              "",
+              [
+                :(types = intersect(supportedTypes(), [:line, :path, :steppre, :steppost, :sticks, :scatter])'),
+                :(n = length(types)),
+                :(x = Vector[sort(rand(20)) for i in 1:n]),
+                :(y = rand(20,n)),
+                :(plot(x, y, line=(types,3), lab=map(string,types), ms=15))
+              ]),
+  PlotExample("Line styles",
+              "",
+              [
+                :(styles = setdiff(supportedStyles(), [:auto])'),
+                :(plot(cumsum(randn(20,length(styles)),1), style=:auto, label=map(string,styles), w=5))
+              ]),
+  PlotExample("Marker types",
+              "",
+              [
+                :(markers = setdiff(supportedMarkers(), [:none,:auto,Shape])'),
+                :(n = length(markers)),
+                :(x = linspace(0,10,n+2)[2:end-1]),
+                :(y = repmat(reverse(x)', n, 1)),
+                :(scatter(x, y, m=(8,:auto), lab=map(string,markers), bg=:linen))
+              ]),
   PlotExample("Bar",
               "x is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)",
-              [:(bar(randn(1000)))]),
+              [
+                :(bar(randn(999)))
+              ]),
   PlotExample("Histogram",
-              "note: fillto isn't supported on all backends",
-              [:(histogram(randn(1000); nbins=50, fillto=20))]),
+              "",
+              [
+                :(histogram(randn(1000), nbins=50))
+              ]),
   PlotExample("Subplots",
               """
                 subplot and subplot! are distinct commands which create many plots and add series to them in a circular fashion.
                 You can define the layout with keyword params... either set the number of plots `n` (and optionally number of rows `nr` or 
-                number of columns `nc`), or you can set the layout directly with `layout`.  
-
-                Note: Gadfly is not very friendly here, and although you can create a plot and save a PNG, I haven't been able to actually display it.
+                number of columns `nc`), or you can set the layout directly with `layout`.
               """,
-              [:(subplot(randn(100,5); layout=[1,1,3], linetypes=[:line,:hist,:dots,:step,:bar], nbins=10, legend=false))]),
+              [
+                :(subplot(randn(100,5), layout=[1,1,3], t=[:line :hist :scatter :step :bar], nbins=10, leg=false))
+              ]),
   PlotExample("Adding to subplots",
               "Note here the automatic grid layout, as well as the order in which new series are added to the plots.",
-              [:(subplot(randn(100,5); n=4))]),
+              [
+                :(subplot(Plots.fakedata(100,10), n=4, palette=[:grays :blues :heat :lightrainbow], bg=[:orange :pink :darkblue :black]))
+              ]),
   PlotExample("",
               "",
-              [:(subplot!(randn(100,3)))]),
-
+              [
+                :(subplot!(Plots.fakedata(100,10)))
+              ]),
+  PlotExample("Open/High/Low/Close",
+              "Create an OHLC chart.  Pass in a vector of OHLC objects as your `y` argument.  Adjust the tick width with arg `markersize`.",
+              [
+                :(n=20),
+                :(hgt=rand(n)+1),
+                :(bot=randn(n)),
+                :(openpct=rand(n)),
+                :(closepct=rand(n)),
+                :(y = [OHLC(openpct[i]*hgt[i]+bot[i], bot[i]+hgt[i], bot[i], closepct[i]*hgt[i]+bot[i]) for i in 1:n]),
+                :(ohlc(y; markersize=8))
+              ]),
+  PlotExample("Annotations",
+              "Currently only text annotations are supported.  Pass in a tuple or vector-of-tuples: (x,y,text).  `annotate!(ann)` is shorthand for `plot!(; annotation=ann)`",
+              [
+                :(y = rand(10)),
+                :(plot(y, ann=(3,y[3],text("this is #3",:left)))),
+                :(annotate!([(5,y[5],text("this is #5",16,:red,:center)),
+                             (10,y[10],text("this is #10",:right,20,"courier"))]))
+              ]),
+  PlotExample("Custom Markers",
+              "A `Plots.Shape` is a light wrapper around vertices of a polygon.  For supported backends, pass arbitrary polygons as the marker shapes.  Note: The center is (0,0) and the size is expected to be rougly the area of the unit circle.",
+              [
+                :(verts = [(-1.0,1.0),(-1.28,0.6),(-0.2,-1.4),(0.2,-1.4),(1.28,0.6),(1.0,1.0),
+                           (-1.0,1.0),(-0.2,-0.6),(0.0,-0.2),(-0.4,0.6),(1.28,0.6),(0.2,-1.4),
+                           (-0.2,-1.4),(0.6,0.2),(-0.2,0.2),(0.0,-0.2),(0.2,0.2),(-0.2,-0.6)])
+                :(plot(0.1:0.2:0.9, 0.7rand(5)+0.15,
+                       l=(3,:dash,:lightblue), 
+                       m=(Shape(verts),30,RGBA(0,0,0,0.2)),
+                       bg=:pink, fg=:darkblue,
+                       xlim = (0,1), ylim=(0,1), leg=false))
+              ])
   
 ]
 
 
+function createStringOfMarkDownCodeValues(arr, prefix = "")
+  string("`", prefix, join(sort(map(string, arr)), "`, `$prefix"), "`")
+end
+createStringOfMarkDownSymbols(arr) = isempty(arr) ? "" : createStringOfMarkDownCodeValues(arr, ":")
+
+
 function generate_markdown(pkgname::Symbol)
 
-  # set up the plotter, and don't show the plots by default
-  plotter!(pkgname)
-  plotDefault!(:show, false)
+  # set up the backend, and don't show the plots by default
+  pkg = backend(pkgname)
+  # default(:show, false)
+
+  # mkdir if necessary
+  try
+    mkdir("$IMGDIR/$pkgname")
+  end
 
   # open the markdown file
   md = open("$DOCDIR/$(pkgname)_examples.md", "w")
 
+  write(md, "## Examples for backend: $pkgname\n\n")
+
+  write(md, "### Initialize\n\n```julia\nusing Plots\n$(pkgname)()\n```\n\n")
+
+
   for (i,example) in enumerate(examples)
 
     try
 
+      # we want to always produce consistent results
+      srand(1234)
+
       # run the code
       map(eval, example.exprs)
 
-      # save the png
-      imgname = "$(pkgname)_example_$i.png"
-      savepng("$IMGDIR/$imgname")
+      # # save the png
+      # imgname = "$(pkgname)_example_$i.png"
+
+      # NOTE: uncomment this to overwrite the images as well
+      if i == 2
+        imgname = "$(pkgname)_example_$i.gif"
+        gif(anim, "$IMGDIR/$pkgname/$imgname", fps=15)
+      else
+        imgname = "$(pkgname)_example_$i.png"
+        png("$IMGDIR/$pkgname/$imgname")
+      end
 
       # write out the header, description, code block, and image link
       write(md, "### $(example.header)\n\n")
       write(md, "$(example.desc)\n\n")
       write(md, "```julia\n$(join(map(string, example.exprs), "\n"))\n```\n\n")
-      write(md, "![](../img/$imgname)\n\n")
+      write(md, "![](../img/$pkgname/$imgname)\n\n")
 
     catch ex
       # TODO: put error info into markdown?
@@ -106,12 +229,154 @@ function generate_markdown(pkgname::Symbol)
     #
   end
 
+  write(md, "- Supported arguments: $(createStringOfMarkDownCodeValues(supportedArgs(pkg)))\n")
+  write(md, "- Supported values for axis: $(createStringOfMarkDownSymbols(supportedAxes(pkg)))\n")
+  write(md, "- Supported values for linetype: $(createStringOfMarkDownSymbols(supportedTypes(pkg)))\n")
+  write(md, "- Supported values for linestyle: $(createStringOfMarkDownSymbols(supportedStyles(pkg)))\n")
+  write(md, "- Supported values for marker: $(createStringOfMarkDownSymbols(supportedMarkers(pkg)))\n")
+  write(md, "- Is `subplot`/`subplot!` supported? $(subplotSupported(pkg) ? "Yes" : "No")\n\n")
+
+  write(md, "(Automatically generated: $(now()))")
   close(md)
 
 end
 
+
+# make and display one plot
+function test_examples(pkgname::Symbol, idx::Int; debug = true)
+  Plots._debugMode.on = debug
+  println("Testing plot: $pkgname:$idx:$(examples[idx].header)")
+  backend(pkgname)
+  backend()
+  map(eval, examples[idx].exprs)
+  plt = current()
+  gui(plt)
+  plt
+end
+
+# generate all plots and create a dict mapping idx --> plt
+function test_examples(pkgname::Symbol; debug = false)
+  Plots._debugMode.on = debug
+  plts = Dict()
+  for i in 1:length(examples)
+    # if examples[i].header == "Subplots" && !subplotSupported()
+    #   break
+    # end
+
+    try
+      plt = test_examples(pkgname, i, debug=debug)
+      plts[i] = plt
+    catch ex
+      # TODO: put error info into markdown?
+      warn("Example $pkgname:$i:$(examples[i].header) failed with: $ex")
+    end
+  end
+  plts
+end
+
+# axis            # :left or :right
+# color           # can be a string ("red") or a symbol (:red) or a ColorsTypes.jl 
+#                 #   Colorant (RGB(1,0,0)) or :auto (which lets the package pick)
+# label           # string or symbol, applies to that line, may go in a legend
+# width           # width of a line
+# linetype        # :line, :step, :stepinverted, :sticks, :scatter, :none, :heatmap, :hexbin, :hist, :bar
+# linestyle       # :solid, :dash, :dot, :dashdot, :dashdotdot
+# marker          # :none, :ellipse, :rect, :diamond, :utriangle, :dtriangle,
+#                 #   :cross, :xcross, :star1, :star2, :hexagon
+# markercolor     # same choices as `color`, or :match will set the color to be the same as `color`
+# markersize      # size of the marker
+# nbins           # number of bins for heatmap/hexbin and histograms
+# heatmap_c       # color cutoffs for Qwt heatmaps
+# fill          # fill value for area plots
+# title           # string or symbol, title of the plot
+# xlabel          # string or symbol, label on the bottom (x) axis
+# ylabel          # string or symbol, label on the left (y) axis
+# yrightlabel     # string or symbol, label on the right (y) axis
+# reg             # true or false, add a regression line for each line
+# size            # (Int,Int), resize the enclosing window
+# pos             # (Int,Int), move the enclosing window to this position
+# windowtitle     # string or symbol, set the title of the enclosing windowtitle
+# screen          # Integer, move enclosing window to this screen number (for multiscreen desktops)
+
+
+
+@compat const _ltdesc = Dict(
+    :none => "No line",
+    :line => "Lines with sorted x-axis",
+    :path => "Lines",
+    :steppre => "Step plot (vertical then horizontal)",
+    :steppost => "Step plot (horizontal then vertical)",
+    :sticks => "Vertical lines",
+    :scatter => "Points, no lines",
+    :heatmap => "Colored regions by density",
+    :hexbin => "Similar to heatmap",
+    :hist => "Histogram (doesn't use x)",
+    :bar => "Bar plot (centered on x values)",
+    :hline => "Horizontal line (doesn't use x)",
+    :vline => "Vertical line (doesn't use x)",
+    :ohlc => "Open/High/Low/Close chart (expects y is AbstractVector{Plots.OHLC})",
+  )
+
+function buildReadme()
+  readme = readall("$DOCDIR/readme_template.md")
+
+  # build keyword arg table
+  table = "Keyword | Default | Type | Aliases \n---- | ---- | ---- | ----\n"
+  allseries = merge(Plots._seriesDefaults, @compat(Dict(:line=>nothing, :marker=>nothing, :fill=>nothing)))
+  allplots = merge(Plots._plotDefaults, @compat(Dict(:xaxis=>nothing, :yaxis=>nothing)))
+  alldefs = merge(allseries, allplots)
+  for k in Plots.sortedkeys(alldefs)
+  # for d in (Plots._seriesDefaults, Plots._plotDefaults)
+  #   for k in Plots.sortedkeys(d)
+    aliasstr = createStringOfMarkDownSymbols(aliases(Plots._keyAliases, k))
+    table = string(table, "`:$k` | `$(alldefs[k])` | $(haskey(allseries,k) ? "Series" : "Plot") | $aliasstr  \n")
+    # end
+  end
+  readme = replace(readme, "[[KEYWORD_ARGS_TABLE]]", table)
+
+  # build linetypes table
+  table = "Type | Desc | Aliases\n---- | ---- | ----\n"
+  for lt in Plots._allTypes
+    aliasstr = createStringOfMarkDownSymbols(aliases(Plots._typeAliases, lt))
+    table = string(table, "`:$lt` | $(_ltdesc[lt]) | $aliasstr  \n")
+  end
+  readme = replace(readme, "[[LINETYPES_TABLE]]", table)
+
+  # build linestyles table
+  table = "Type | Aliases\n---- | ----\n"
+  for s in Plots._allStyles
+    aliasstr = createStringOfMarkDownSymbols(aliases(Plots._styleAliases, s))
+    table = string(table, "`:$s` | $aliasstr  \n")
+  end
+  readme = replace(readme, "[[LINESTYLES_TABLE]]", table)
+
+  # build markers table
+  table = "Type | Aliases\n---- | ----\n"
+  for s in Plots._allMarkers
+    aliasstr = createStringOfMarkDownSymbols(aliases(Plots._markerAliases, s))
+    table = string(table, "`:$s` | $aliasstr  \n")
+  end
+  readme = replace(readme, "[[MARKERS_TABLE]]", table)
+
+  readme_fn = Pkg.dir("Plots") * "/README.md"
+  f = open(readme_fn, "w")
+  write(f, readme)
+  close(f)
+
+  gadfly()
+  Plots.dumpSupportGraphs()
+end
+
+default(size=(500,300))
+
 # run it!
-map(generate_markdown, (:qwt, :gadfly))
+# note: generate separately so it's easy to comment out
+# @osx_only generate_markdown(:unicodeplots)
+# generate_markdown(:qwt)
+# generate_markdown(:gadfly)
+# generate_markdown(:pyplot)
+# generate_markdown(:immerse)
+# generate_markdown(:winston)
 
 
 end # module

docs/gadfly_examples.md

@@ -1,148 +1,249 @@
+## Examples for backend: gadfly
+
+### Initialize
+
+```julia
+using Plots
+gadfly()
+```
+
 ### Lines
 
-A simple line plot of the 3 columns.
+A simple line plot of the columns.
 
 ```julia
-plot(rand(100,3))
+plot(Plots.fakedata(50,5),w=3)
 ```
 
-![](../img/gadfly_example_1.png)
+![](../img/gadfly/gadfly_example_1.png)
 
-### Functions
+### Functions, adding data, and animations
 
-Plot multiple functions
+Plot multiple functions.  You can also put the function first, or use the form `plot(f, xmin, xmax)` where f is a Function or AbstractVector{Function}.
+
+Get series data: `x, y = plt[i]`.  Set series data: `plt[i] = (x,y)`. Add to the series with `push!`/`append!`.
+
+Easily build animations.  (`convert` or `ffmpeg` must be available to generate the animation.)  Use command `gif(anim, filename, fps=15)` to save the animation.
 
 ```julia
-plot(0:0.01:4π,[sin,cos])
+p = plot([sin,cos],zeros(0),leg=false)
+anim = Animation()
+for x = linspace(0,10π,200) # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 35:
+    push!(p,x,Float64[sin(x),cos(x)]) # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 36:
+    frame(anim)
+end
 ```
 
-![](../img/gadfly_example_2.png)
+![](../img/gadfly/gadfly_example_2.gif)
+
+### Parametric plots
+
+Plot function pair (x(u), y(u)).
+
+```julia
+plot(sin,(x->begin  # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 42:
+            sin(2x)
+        end),0,2π,line=4,leg=false,fill=(0,:orange))
+```
+
+![](../img/gadfly/gadfly_example_3.png)
+
+### Colors
+
+Access predefined palettes (or build your own with the `colorscheme` method).  Line/marker colors are auto-generated from the plot's palette, unless overridden.  Set the `z` argument to turn on series gradients.
+
+```julia
+y = rand(100)
+plot(0:10:100,rand(11,4),lab="lines",w=3,palette=:grays,fill=(0.5,:auto))
+scatter!(y,z=abs(y - 0.5),m=(10,:heat),lab="grad")
+```
+
+![](../img/gadfly/gadfly_example_4.png)
 
 ### Global
 
-Change the guides/background without a separate call.
+Change the guides/background/limits/ticks.  Convenience args `xaxis` and `yaxis` allow you to pass a tuple or value which will be mapped to the relevant args automatically.  The `xaxis` below will be replaced with `xlabel` and `xlims` args automatically during the preprocessing step. You can also use shorthand functions: `title!`, `xaxis!`, `yaxis!`, `xlabel!`, `ylabel!`, `xlims!`, `ylims!`, `xticks!`, `yticks!`
 
 ```julia
-plot(rand(10); title="TITLE",xlabel="XLABEL",ylabel="YLABEL",background_color=RGB(0.5,0.5,0.5))
+plot(rand(20,3),xaxis=("XLABEL",(-5,30),0:2:20,:flip),background_color=RGB(0.2,0.2,0.2),leg=false)
+title!("TITLE")
+yaxis!("YLABEL",:log10)
 ```
 
-![](../img/gadfly_example_3.png)
+![](../img/gadfly/gadfly_example_5.png)
 
 ### Two-axis
 
-Use the `axis` or `axiss` arguments.
+Use the `axis` arguments.
 
-Note: This is only supported with Qwt right now
+Note: Currently only supported with Qwt and PyPlot
 
 ```julia
-plot(Vector[randn(100),randn(100) * 100]; axiss=[:left,:right])
+plot(Vector[randn(100),randn(100) * 100],axis=[:l :r],ylabel="LEFT",yrightlabel="RIGHT")
 ```
 
-![](../img/gadfly_example_4.png)
+![](../img/gadfly/gadfly_example_6.png)
 
-### Vectors w/ pluralized args
+### Arguments
 
-Plot multiple series with different numbers of points.  Mix arguments that apply to all series (singular... see `marker`) with arguments unique to each series (pluralized... see `colors`).
+Plot multiple series with different numbers of points.  Mix arguments that apply to all series (marker/markersize) with arguments unique to each series (colors).  Special arguments `line`, `marker`, and `fill` will automatically figure out what arguments to set (for example, we are setting the `linestyle`, `linewidth`, and `color` arguments with `line`.)  Note that we pass a matrix of colors, and this applies the colors to each series.
 
 ```julia
-plot(Vector[rand(10),rand(20)]; marker=:ellipse,markersize=8,colors=[:red,:blue])
+plot(Vector[rand(10),rand(20)],marker=(:ellipse,8),line=(:dot,3,[:black :orange]))
 ```
 
-![](../img/gadfly_example_5.png)
+![](../img/gadfly/gadfly_example_7.png)
 
 ### Build plot in pieces
 
 Start with a base plot...
 
 ```julia
-plot(rand(100) / 3; reg=true,fillto=0)
+plot(rand(100) / 3,reg=true,fill=(0,:green))
 ```
 
-![](../img/gadfly_example_6.png)
+![](../img/gadfly/gadfly_example_8.png)
 
 ### 
 
 and add to it later.
 
 ```julia
-scatter!(rand(100); markersize=6,color=:blue)
+scatter!(rand(100),markersize=6,c=:orange)
 ```
 
-![](../img/gadfly_example_7.png)
+![](../img/gadfly/gadfly_example_9.png)
 
 ### Heatmaps
 
 
 
 ```julia
-heatmap(randn(10000),randn(10000); nbins=200)
+heatmap(randn(10000),randn(10000),nbins=100)
 ```
 
-![](../img/gadfly_example_8.png)
+![](../img/gadfly/gadfly_example_10.png)
+
+### Line types
 
-### Lots of line types
 
-Options: (:line, :step, :stepinverted, :sticks, :dots, :none, :heatmap, :hexbin, :hist, :bar)  
-Note: some may not work with all backends
 
 ```julia
-plot(rand(20,4); linetypes=[:line,:step,:sticks,:dots])
+types = intersect(supportedTypes(),[:line,:path,:steppre,:steppost,:sticks,:scatter])'
+n = length(types)
+x = Vector[sort(rand(20)) for i = 1:n]
+y = rand(20,n)
+plot(x,y,line=(types,3),lab=map(string,types),ms=15)
 ```
 
-![](../img/gadfly_example_9.png)
+![](../img/gadfly/gadfly_example_11.png)
+
+### Line styles
+
+
+
+```julia
+styles = setdiff(supportedStyles(),[:auto])'
+plot(cumsum(randn(20,length(styles)),1),style=:auto,label=map(string,styles),w=5)
+```
+
+![](../img/gadfly/gadfly_example_12.png)
+
+### Marker types
+
+
+
+```julia
+markers = setdiff(supportedMarkers(),[:none,:auto,Shape])'
+n = length(markers)
+x = (linspace(0,10,n + 2))[2:end - 1]
+y = repmat(reverse(x)',n,1)
+scatter(x,y,m=(8,:auto),lab=map(string,markers),bg=:linen)
+```
+
+![](../img/gadfly/gadfly_example_13.png)
 
 ### Bar
 
 x is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)
 
 ```julia
-bar(randn(1000))
+bar(randn(999))
 ```
 
-![](../img/gadfly_example_10.png)
+![](../img/gadfly/gadfly_example_14.png)
 
 ### Histogram
 
-note: fillto isn't supported on all backends
+
 
 ```julia
-histogram(randn(1000); nbins=50,fillto=20)
+histogram(randn(1000),nbins=50)
 ```
 
-![](../img/gadfly_example_11.png)
+![](../img/gadfly/gadfly_example_15.png)
 
 ### Subplots
 
   subplot and subplot! are distinct commands which create many plots and add series to them in a circular fashion.
   You can define the layout with keyword params... either set the number of plots `n` (and optionally number of rows `nr` or 
-  number of columns `nc`), or you can set the layout directly with `layout`.  
-
-  Note: Gadfly is not very friendly here, and although you can create a plot and save a PNG, I haven't been able to actually display it.
+  number of columns `nc`), or you can set the layout directly with `layout`.
 
 
 ```julia
-subplot(randn(100,5); layout=[1,1,3],linetypes=[:line,:hist,:dots,:step,:bar],nbins=10,legend=false)
+subplot(randn(100,5),layout=[1,1,3],t=[:line :hist :scatter :step :bar],nbins=10,leg=false)
 ```
 
-![](../img/gadfly_example_12.png)
+![](../img/gadfly/gadfly_example_16.png)
 
 ### Adding to subplots
 
 Note here the automatic grid layout, as well as the order in which new series are added to the plots.
 
 ```julia
-subplot(randn(100,5); n=4)
+subplot(Plots.fakedata(100,10),n=4,palette=[:grays :blues :heat :lightrainbow],bg=[:orange :pink :darkblue :black])
 ```
 
-![](../img/gadfly_example_13.png)
+![](../img/gadfly/gadfly_example_17.png)
 
 ### 
 
 
 
 ```julia
-subplot!(randn(100,3))
+subplot!(Plots.fakedata(100,10))
 ```
 
-![](../img/gadfly_example_14.png)
+![](../img/gadfly/gadfly_example_18.png)
 
+### Annotations
+
+Currently only text annotations are supported.  Pass in a tuple or vector-of-tuples: (x,y,text).  `annotate!(ann)` is shorthand for `plot!(; annotation=ann)`
+
+```julia
+y = rand(10)
+plot(y,ann=(3,y[3],text("this is #3",:left)))
+annotate!([(5,y[5],text("this is #5",16,:red,:center)),(10,y[10],text("this is #10",:right,20,"courier"))])
+```
+
+![](../img/gadfly/gadfly_example_20.png)
+
+### Custom Markers
+
+A `Plots.Shape` is a light wrapper around vertices of a polygon.  For supported backends, pass arbitrary polygons as the marker shapes.  Note: The center is (0,0) and the size is expected to be rougly the area of the unit circle.
+
+```julia
+verts = [(-1.0,1.0),(-1.28,0.6),(-0.2,-1.4),(0.2,-1.4),(1.28,0.6),(1.0,1.0),(-1.0,1.0),(-0.2,-0.6),(0.0,-0.2),(-0.4,0.6),(1.28,0.6),(0.2,-1.4),(-0.2,-1.4),(0.6,0.2),(-0.2,0.2),(0.0,-0.2),(0.2,0.2),(-0.2,-0.6)]
+plot(0.1:0.2:0.9,0.7 * rand(5) + 0.15,l=(3,:dash,:lightblue),m=(Shape(verts),30,RGBA(0,0,0,0.2)),bg=:pink,fg=:darkblue,xlim=(0,1),ylim=(0,1),leg=false)
+```
+
+![](../img/gadfly/gadfly_example_21.png)
+
+- Supported arguments: `annotation`, `background_color`, `color`, `color_palette`, `fillcolor`, `fillopacity`, `fillrange`, `foreground_color`, `grid`, `group`, `guidefont`, `label`, `layout`, `legend`, `legendfont`, `lineopacity`, `linestyle`, `linetype`, `linewidth`, `markercolor`, `markeropacity`, `markershape`, `markersize`, `n`, `nbins`, `nc`, `nr`, `show`, `size`, `smooth`, `tickfont`, `title`, `windowtitle`, `x`, `xflip`, `xlabel`, `xlims`, `xscale`, `xticks`, `y`, `yflip`, `ylabel`, `ylims`, `yscale`, `yticks`, `z`
+- Supported values for axis: `:auto`, `:left`
+- Supported values for linetype: `:bar`, `:heatmap`, `:hexbin`, `:hist`, `:hline`, `:line`, `:none`, `:ohlc`, `:path`, `:scatter`, `:steppost`, `:steppre`, `:sticks`, `:vline`
+- Supported values for linestyle: `:auto`, `:dash`, `:dashdot`, `:dashdotdot`, `:dot`, `:solid`
+- Supported values for marker: `:Plots.Shape`, `:auto`, `:cross`, `:diamond`, `:dtriangle`, `:ellipse`, `:heptagon`, `:hexagon`, `:none`, `:octagon`, `:pentagon`, `:rect`, `:star4`, `:star5`, `:star6`, `:star7`, `:star8`, `:utriangle`, `:xcross`
+- Is `subplot`/`subplot!` supported? Yes
+
+(Automatically generated: 2015-10-26T13:59:43)

docs/immerse_examples.md

@@ -0,0 +1,235 @@
+# Examples for backend: immerse
+
+- Supported arguments: `annotation`, `background_color`, `color`, `color_palette`, `fillrange`, `fillcolor`, `fillopacity`, `foreground_color`, `group`, `label`, `layout`, `legend`, `linestyle`, `linetype`, `linewidth`, `lineopacity`, `markershape`, `markercolor`, `markersize`, `markeropacity`, `n`, `nbins`, `nc`, `nr`, `smooth`, `show`, `size`, `title`, `windowtitle`, `x`, `xlabel`, `xlims`, `xticks`, `y`, `ylabel`, `ylims`, `yticks`, `xscale`, `yscale`, `xflip`, `yflip`, `z`, `tickfont`, `guidefont`, `legendfont`, `grid`
+- Supported values for axis: `:auto`, `:left`
+- Supported values for linetype: `:none`, `:line`, `:path`, `:steppre`, `:steppost`, `:sticks`, `:scatter`, `:heatmap`, `:hexbin`, `:hist`, `:bar`, `:hline`, `:vline`, `:ohlc`
+- Supported values for linestyle: `:auto`, `:solid`, `:dash`, `:dot`, `:dashdot`, `:dashdotdot`
+- Supported values for marker: `:none`, `:auto`, `:cross`, `:diamond`, `:dtriangle`, `:ellipse`, `:heptagon`, `:hexagon`, `:octagon`, `:pentagon`, `:rect`, `:star4`, `:star5`, `:star6`, `:star7`, `:star8`, `:utriangle`, `:xcross`, `:Plots.Shape`
+- Is `subplot`/`subplot!` supported? Yes
+
+### Initialize
+
+```julia
+using Plots
+immerse()
+```
+
+### Lines
+
+A simple line plot of the columns.
+
+```julia
+plot(fakedata(50,5),w=3)
+```
+
+![](../img/immerse/immerse_example_1.png)
+
+### Functions, adding data, and animations
+
+Plot multiple functions.  You can also put the function first, or use the form `plot(f, xmin, xmax)` where f is a Function or AbstractVector{Function}.  Set, get, and push/append to series data, and easily build animations.
+
+Note: ImageMagick's `convert` or `ffmpeg` must be runnable from pwd to generate the animation.
+
+```julia
+p = plot([sin,cos],zeros(0))
+anim = Animation()
+for x = linspace(0,10π,200) # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 43:
+    push!(p,x,Float64[sin(x),cos(x)]) # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 44:
+    frame(anim)
+end
+```
+
+![](../img/immerse/immerse_example_2.gif)
+
+### 
+
+Or make a parametric plot (i.e. plot: (fx(u), fy(u))) with plot(fx, fy, umin, umax).
+
+```julia
+plot(sin,(x->begin  # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 50:
+            sin(2x)
+        end),0,2π,line=4,leg=false,fill=(0,:orange))
+```
+
+![](../img/immerse/immerse_example_3.png)
+
+### Colors
+
+Access predefined palettes (or build your own with the `colorscheme` method).  Line/marker colors are auto-generated from the plot's palette, unless overridden.  Set the `z` argument to turn on series gradients.
+
+```julia
+y = rand(100)
+plot(0:10:100,rand(11,4),lab="lines",w=3,palette=:grays,fill=(0.5,:auto))
+scatter!(y,z=abs(y - 0.5),m=(10,:heat),lab="grad")
+```
+
+![](../img/immerse/immerse_example_4.png)
+
+### Global
+
+Change the guides/background/limits/ticks.  Convenience args `xaxis` and `yaxis` allow you to pass a tuple or value which will be mapped to the relevant args automatically.  The `xaxis` below will be replaced with `xlabel` and `xlims` args automatically during the preprocessing step. You can also use shorthand functions: `title!`, `xaxis!`, `yaxis!`, `xlabel!`, `ylabel!`, `xlims!`, `ylims!`, `xticks!`, `yticks!`
+
+```julia
+plot(rand(20,3),xaxis=("XLABEL",(-5,30),0:2:20,:flip),background_color=RGB(0.2,0.2,0.2),leg=false)
+title!("TITLE")
+yaxis!("YLABEL",:log10)
+```
+
+![](../img/immerse/immerse_example_5.png)
+
+### Two-axis
+
+Use the `axis` arguments.
+
+Note: Currently only supported with Qwt and PyPlot
+
+```julia
+plot(Vector[randn(100),randn(100) * 100],axis=[:l :r],ylabel="LEFT",yrightlabel="RIGHT")
+```
+
+![](../img/immerse/immerse_example_6.png)
+
+### Arguments
+
+Plot multiple series with different numbers of points.  Mix arguments that apply to all series (marker/markersize) with arguments unique to each series (colors).  Special arguments `line`, `marker`, and `fill` will automatically figure out what arguments to set (for example, we are setting the `linestyle`, `linewidth`, and `color` arguments with `line`.)  Note that we pass a matrix of colors, and this applies the colors to each series.
+
+```julia
+plot(Vector[rand(10),rand(20)],marker=(:ellipse,8),line=(:dot,3,[:black :orange]))
+```
+
+![](../img/immerse/immerse_example_7.png)
+
+### Build plot in pieces
+
+Start with a base plot...
+
+```julia
+plot(rand(100) / 3,reg=true,fill=(0,:green))
+```
+
+![](../img/immerse/immerse_example_8.png)
+
+### 
+
+and add to it later.
+
+```julia
+scatter!(rand(100),markersize=6,c=:orange)
+```
+
+![](../img/immerse/immerse_example_9.png)
+
+### Heatmaps
+
+
+
+```julia
+heatmap(randn(10000),randn(10000),nbins=100)
+```
+
+![](../img/immerse/immerse_example_10.png)
+
+### Line types
+
+
+
+```julia
+types = intersect(supportedTypes(),[:line,:path,:steppre,:steppost,:sticks,:scatter])'
+n = length(types)
+x = Vector[sort(rand(20)) for i = 1:n]
+y = rand(20,n)
+plot(x,y,line=(types,3),lab=map(string,types),ms=15)
+```
+
+![](../img/immerse/immerse_example_11.png)
+
+### Line styles
+
+
+
+```julia
+styles = setdiff(supportedStyles(),[:auto])'
+plot(cumsum(randn(20,length(styles)),1),style=:auto,label=map(string,styles),w=5)
+```
+
+![](../img/immerse/immerse_example_12.png)
+
+### Marker types
+
+
+
+```julia
+markers = setdiff(supportedMarkers(),[:none,:auto,Shape])'
+n = length(markers)
+x = (linspace(0,10,n + 2))[2:end - 1]
+y = repmat(reverse(x)',n,1)
+scatter(x,y,m=(12,:auto),lab=map(string,markers),bg=:linen)
+```
+
+![](../img/immerse/immerse_example_13.png)
+
+### Bar
+
+x is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)
+
+```julia
+bar(randn(999))
+```
+
+![](../img/immerse/immerse_example_14.png)
+
+### Histogram
+
+
+
+```julia
+histogram(randn(1000),nbins=50)
+```
+
+![](../img/immerse/immerse_example_15.png)
+
+### Subplots
+
+  subplot and subplot! are distinct commands which create many plots and add series to them in a circular fashion.
+  You can define the layout with keyword params... either set the number of plots `n` (and optionally number of rows `nr` or 
+  number of columns `nc`), or you can set the layout directly with `layout`.
+
+
+```julia
+subplot(randn(100,5),layout=[1,1,3],t=[:line :hist :scatter :step :bar],nbins=10,leg=false)
+```
+
+![](../img/immerse/immerse_example_16.png)
+
+### Adding to subplots
+
+Note here the automatic grid layout, as well as the order in which new series are added to the plots.
+
+```julia
+subplot(fakedata(100,10),n=4,palette=[:grays :blues :heat :lightrainbow],bg=[:orange :pink :darkblue :black])
+```
+
+![](../img/immerse/immerse_example_17.png)
+
+### 
+
+
+
+```julia
+subplot!(fakedata(100,10))
+```
+
+![](../img/immerse/immerse_example_18.png)
+
+### Annotations
+
+Currently only text annotations are supported.  Pass in a tuple or vector-of-tuples: (x,y,text).  `annotate!(ann)` is shorthand for `plot!(; annotation=ann)`
+
+```julia
+y = rand(10)
+plot(y,ann=(3,y[3],text("this is #3",:left)))
+annotate!([(5,y[5],text("this is #5",16,:red,:center)),(10,y[10],text("this is #10",:right,20,"courier"))])
+```
+
+![](../img/immerse/immerse_example_20.png)
+

docs/pyplot_examples.md

@@ -0,0 +1,249 @@
+## Examples for backend: pyplot
+
+### Initialize
+
+```julia
+using Plots
+pyplot()
+```
+
+### Lines
+
+A simple line plot of the columns.
+
+```julia
+plot(Plots.fakedata(50,5),w=3)
+```
+
+![](../img/pyplot/pyplot_example_1.png)
+
+### Functions, adding data, and animations
+
+Plot multiple functions.  You can also put the function first, or use the form `plot(f, xmin, xmax)` where f is a Function or AbstractVector{Function}.
+
+Get series data: `x, y = plt[i]`.  Set series data: `plt[i] = (x,y)`. Add to the series with `push!`/`append!`.
+
+Easily build animations.  (`convert` or `ffmpeg` must be available to generate the animation.)  Use command `gif(anim, filename, fps=15)` to save the animation.
+
+```julia
+p = plot([sin,cos],zeros(0),leg=false)
+anim = Animation()
+for x = linspace(0,10π,200) # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 35:
+    push!(p,x,Float64[sin(x),cos(x)]) # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 36:
+    frame(anim)
+end
+```
+
+![](../img/pyplot/pyplot_example_2.gif)
+
+### Parametric plots
+
+Plot function pair (x(u), y(u)).
+
+```julia
+plot(sin,(x->begin  # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 42:
+            sin(2x)
+        end),0,2π,line=4,leg=false,fill=(0,:orange))
+```
+
+![](../img/pyplot/pyplot_example_3.png)
+
+### Colors
+
+Access predefined palettes (or build your own with the `colorscheme` method).  Line/marker colors are auto-generated from the plot's palette, unless overridden.  Set the `z` argument to turn on series gradients.
+
+```julia
+y = rand(100)
+plot(0:10:100,rand(11,4),lab="lines",w=3,palette=:grays,fill=(0.5,:auto))
+scatter!(y,z=abs(y - 0.5),m=(10,:heat),lab="grad")
+```
+
+![](../img/pyplot/pyplot_example_4.png)
+
+### Global
+
+Change the guides/background/limits/ticks.  Convenience args `xaxis` and `yaxis` allow you to pass a tuple or value which will be mapped to the relevant args automatically.  The `xaxis` below will be replaced with `xlabel` and `xlims` args automatically during the preprocessing step. You can also use shorthand functions: `title!`, `xaxis!`, `yaxis!`, `xlabel!`, `ylabel!`, `xlims!`, `ylims!`, `xticks!`, `yticks!`
+
+```julia
+plot(rand(20,3),xaxis=("XLABEL",(-5,30),0:2:20,:flip),background_color=RGB(0.2,0.2,0.2),leg=false)
+title!("TITLE")
+yaxis!("YLABEL",:log10)
+```
+
+![](../img/pyplot/pyplot_example_5.png)
+
+### Two-axis
+
+Use the `axis` arguments.
+
+Note: Currently only supported with Qwt and PyPlot
+
+```julia
+plot(Vector[randn(100),randn(100) * 100],axis=[:l :r],ylabel="LEFT",yrightlabel="RIGHT")
+```
+
+![](../img/pyplot/pyplot_example_6.png)
+
+### Arguments
+
+Plot multiple series with different numbers of points.  Mix arguments that apply to all series (marker/markersize) with arguments unique to each series (colors).  Special arguments `line`, `marker`, and `fill` will automatically figure out what arguments to set (for example, we are setting the `linestyle`, `linewidth`, and `color` arguments with `line`.)  Note that we pass a matrix of colors, and this applies the colors to each series.
+
+```julia
+plot(Vector[rand(10),rand(20)],marker=(:ellipse,8),line=(:dot,3,[:black :orange]))
+```
+
+![](../img/pyplot/pyplot_example_7.png)
+
+### Build plot in pieces
+
+Start with a base plot...
+
+```julia
+plot(rand(100) / 3,reg=true,fill=(0,:green))
+```
+
+![](../img/pyplot/pyplot_example_8.png)
+
+### 
+
+and add to it later.
+
+```julia
+scatter!(rand(100),markersize=6,c=:orange)
+```
+
+![](../img/pyplot/pyplot_example_9.png)
+
+### Heatmaps
+
+
+
+```julia
+heatmap(randn(10000),randn(10000),nbins=100)
+```
+
+![](../img/pyplot/pyplot_example_10.png)
+
+### Line types
+
+
+
+```julia
+types = intersect(supportedTypes(),[:line,:path,:steppre,:steppost,:sticks,:scatter])'
+n = length(types)
+x = Vector[sort(rand(20)) for i = 1:n]
+y = rand(20,n)
+plot(x,y,line=(types,3),lab=map(string,types),ms=15)
+```
+
+![](../img/pyplot/pyplot_example_11.png)
+
+### Line styles
+
+
+
+```julia
+styles = setdiff(supportedStyles(),[:auto])'
+plot(cumsum(randn(20,length(styles)),1),style=:auto,label=map(string,styles),w=5)
+```
+
+![](../img/pyplot/pyplot_example_12.png)
+
+### Marker types
+
+
+
+```julia
+markers = setdiff(supportedMarkers(),[:none,:auto,Shape])'
+n = length(markers)
+x = (linspace(0,10,n + 2))[2:end - 1]
+y = repmat(reverse(x)',n,1)
+scatter(x,y,m=(8,:auto),lab=map(string,markers),bg=:linen)
+```
+
+![](../img/pyplot/pyplot_example_13.png)
+
+### Bar
+
+x is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)
+
+```julia
+bar(randn(999))
+```
+
+![](../img/pyplot/pyplot_example_14.png)
+
+### Histogram
+
+
+
+```julia
+histogram(randn(1000),nbins=50)
+```
+
+![](../img/pyplot/pyplot_example_15.png)
+
+### Subplots
+
+  subplot and subplot! are distinct commands which create many plots and add series to them in a circular fashion.
+  You can define the layout with keyword params... either set the number of plots `n` (and optionally number of rows `nr` or 
+  number of columns `nc`), or you can set the layout directly with `layout`.
+
+
+```julia
+subplot(randn(100,5),layout=[1,1,3],t=[:line :hist :scatter :step :bar],nbins=10,leg=false)
+```
+
+![](../img/pyplot/pyplot_example_16.png)
+
+### Adding to subplots
+
+Note here the automatic grid layout, as well as the order in which new series are added to the plots.
+
+```julia
+subplot(Plots.fakedata(100,10),n=4,palette=[:grays :blues :heat :lightrainbow],bg=[:orange :pink :darkblue :black])
+```
+
+![](../img/pyplot/pyplot_example_17.png)
+
+### 
+
+
+
+```julia
+subplot!(Plots.fakedata(100,10))
+```
+
+![](../img/pyplot/pyplot_example_18.png)
+
+### Annotations
+
+Currently only text annotations are supported.  Pass in a tuple or vector-of-tuples: (x,y,text).  `annotate!(ann)` is shorthand for `plot!(; annotation=ann)`
+
+```julia
+y = rand(10)
+plot(y,ann=(3,y[3],text("this is #3",:left)))
+annotate!([(5,y[5],text("this is #5",16,:red,:center)),(10,y[10],text("this is #10",:right,20,"courier"))])
+```
+
+![](../img/pyplot/pyplot_example_20.png)
+
+### Custom Markers
+
+A `Plots.Shape` is a light wrapper around vertices of a polygon.  For supported backends, pass arbitrary polygons as the marker shapes.  Note: The center is (0,0) and the size is expected to be rougly the area of the unit circle.
+
+```julia
+verts = [(-1.0,1.0),(-1.28,0.6),(-0.2,-1.4),(0.2,-1.4),(1.28,0.6),(1.0,1.0),(-1.0,1.0),(-0.2,-0.6),(0.0,-0.2),(-0.4,0.6),(1.28,0.6),(0.2,-1.4),(-0.2,-1.4),(0.6,0.2),(-0.2,0.2),(0.0,-0.2),(0.2,0.2),(-0.2,-0.6)]
+plot(0.1:0.2:0.9,0.7 * rand(5) + 0.15,l=(3,:dash,:lightblue),m=(Shape(verts),30,RGBA(0,0,0,0.2)),bg=:pink,fg=:darkblue,xlim=(0,1),ylim=(0,1),leg=false)
+```
+
+![](../img/pyplot/pyplot_example_21.png)
+
+- Supported arguments: `annotation`, `axis`, `background_color`, `color`, `color_palette`, `fillcolor`, `fillrange`, `foreground_color`, `group`, `guidefont`, `label`, `layout`, `legend`, `legendfont`, `linestyle`, `linetype`, `linewidth`, `markercolor`, `markershape`, `markersize`, `n`, `nbins`, `nc`, `nr`, `show`, `size`, `tickfont`, `title`, `windowtitle`, `x`, `xflip`, `xlabel`, `xlims`, `xscale`, `xticks`, `y`, `yflip`, `ylabel`, `ylims`, `yrightlabel`, `yscale`, `yticks`, `z`
+- Supported values for axis: `:auto`, `:left`, `:right`
+- Supported values for linetype: `:bar`, `:heatmap`, `:hexbin`, `:hist`, `:hline`, `:line`, `:none`, `:path`, `:scatter`, `:steppost`, `:steppre`, `:sticks`, `:vline`
+- Supported values for linestyle: `:auto`, `:dash`, `:dashdot`, `:dot`, `:solid`
+- Supported values for marker: `:Plots.Shape`, `:auto`, `:cross`, `:diamond`, `:dtriangle`, `:ellipse`, `:heptagon`, `:hexagon`, `:none`, `:octagon`, `:pentagon`, `:rect`, `:star4`, `:star5`, `:star6`, `:star7`, `:star8`, `:utriangle`, `:xcross`
+- Is `subplot`/`subplot!` supported? Yes
+
+(Automatically generated: 2015-10-26T14:00:57)

docs/qwt_examples.md

@@ -1,148 +1,238 @@
+## Examples for backend: qwt
+
+### Initialize
+
+```julia
+using Plots
+qwt()
+```
+
 ### Lines
 
-A simple line plot of the 3 columns.
+A simple line plot of the columns.
 
 ```julia
-plot(rand(100,3))
+plot(Plots.fakedata(50,5),w=3)
 ```
 
-![](../img/qwt_example_1.png)
+![](../img/qwt/qwt_example_1.png)
 
-### Functions
+### Functions, adding data, and animations
 
-Plot multiple functions
+Plot multiple functions.  You can also put the function first, or use the form `plot(f, xmin, xmax)` where f is a Function or AbstractVector{Function}.
+
+Get series data: `x, y = plt[i]`.  Set series data: `plt[i] = (x,y)`. Add to the series with `push!`/`append!`.
+
+Easily build animations.  (`convert` or `ffmpeg` must be available to generate the animation.)  Use command `gif(anim, filename, fps=15)` to save the animation.
 
 ```julia
-plot(0:0.01:4π,[sin,cos])
+p = plot([sin,cos],zeros(0),leg=false)
+anim = Animation()
+for x = linspace(0,10π,200) # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 35:
+    push!(p,x,Float64[sin(x),cos(x)]) # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 36:
+    frame(anim)
+end
 ```
 
-![](../img/qwt_example_2.png)
+![](../img/qwt/qwt_example_2.gif)
+
+### Parametric plots
+
+Plot function pair (x(u), y(u)).
+
+```julia
+plot(sin,(x->begin  # /home/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 42:
+            sin(2x)
+        end),0,2π,line=4,leg=false,fill=(0,:orange))
+```
+
+![](../img/qwt/qwt_example_3.png)
+
+### Colors
+
+Access predefined palettes (or build your own with the `colorscheme` method).  Line/marker colors are auto-generated from the plot's palette, unless overridden.  Set the `z` argument to turn on series gradients.
+
+```julia
+y = rand(100)
+plot(0:10:100,rand(11,4),lab="lines",w=3,palette=:grays,fill=(0.5,:auto))
+scatter!(y,z=abs(y - 0.5),m=(10,:heat),lab="grad")
+```
+
+![](../img/qwt/qwt_example_4.png)
 
 ### Global
 
-Change the guides/background without a separate call.
+Change the guides/background/limits/ticks.  Convenience args `xaxis` and `yaxis` allow you to pass a tuple or value which will be mapped to the relevant args automatically.  The `xaxis` below will be replaced with `xlabel` and `xlims` args automatically during the preprocessing step. You can also use shorthand functions: `title!`, `xaxis!`, `yaxis!`, `xlabel!`, `ylabel!`, `xlims!`, `ylims!`, `xticks!`, `yticks!`
 
 ```julia
-plot(rand(10); title="TITLE",xlabel="XLABEL",ylabel="YLABEL",background_color=RGB(0.5,0.5,0.5))
+plot(rand(20,3),xaxis=("XLABEL",(-5,30),0:2:20,:flip),background_color=RGB(0.2,0.2,0.2),leg=false)
+title!("TITLE")
+yaxis!("YLABEL",:log10)
 ```
 
-![](../img/qwt_example_3.png)
+![](../img/qwt/qwt_example_5.png)
 
 ### Two-axis
 
-Use the `axis` or `axiss` arguments.
+Use the `axis` arguments.
 
-Note: This is only supported with Qwt right now
+Note: Currently only supported with Qwt and PyPlot
 
 ```julia
-plot(Vector[randn(100),randn(100) * 100]; axiss=[:left,:right])
+plot(Vector[randn(100),randn(100) * 100],axis=[:l :r],ylabel="LEFT",yrightlabel="RIGHT")
 ```
 
-![](../img/qwt_example_4.png)
+![](../img/qwt/qwt_example_6.png)
 
-### Vectors w/ pluralized args
+### Arguments
 
-Plot multiple series with different numbers of points.  Mix arguments that apply to all series (singular... see `marker`) with arguments unique to each series (pluralized... see `colors`).
+Plot multiple series with different numbers of points.  Mix arguments that apply to all series (marker/markersize) with arguments unique to each series (colors).  Special arguments `line`, `marker`, and `fill` will automatically figure out what arguments to set (for example, we are setting the `linestyle`, `linewidth`, and `color` arguments with `line`.)  Note that we pass a matrix of colors, and this applies the colors to each series.
 
 ```julia
-plot(Vector[rand(10),rand(20)]; marker=:ellipse,markersize=8,colors=[:red,:blue])
+plot(Vector[rand(10),rand(20)],marker=(:ellipse,8),line=(:dot,3,[:black :orange]))
 ```
 
-![](../img/qwt_example_5.png)
+![](../img/qwt/qwt_example_7.png)
 
 ### Build plot in pieces
 
 Start with a base plot...
 
 ```julia
-plot(rand(100) / 3; reg=true,fillto=0)
+plot(rand(100) / 3,reg=true,fill=(0,:green))
 ```
 
-![](../img/qwt_example_6.png)
+![](../img/qwt/qwt_example_8.png)
 
 ### 
 
 and add to it later.
 
 ```julia
-scatter!(rand(100); markersize=6,color=:blue)
+scatter!(rand(100),markersize=6,c=:orange)
 ```
 
-![](../img/qwt_example_7.png)
+![](../img/qwt/qwt_example_9.png)
 
 ### Heatmaps
 
 
 
 ```julia
-heatmap(randn(10000),randn(10000); nbins=200)
+heatmap(randn(10000),randn(10000),nbins=100)
 ```
 
-![](../img/qwt_example_8.png)
+![](../img/qwt/qwt_example_10.png)
+
+### Line types
 
-### Lots of line types
 
-Options: (:line, :step, :stepinverted, :sticks, :dots, :none, :heatmap, :hexbin, :hist, :bar)  
-Note: some may not work with all backends
 
 ```julia
-plot(rand(20,4); linetypes=[:line,:step,:sticks,:dots])
+types = intersect(supportedTypes(),[:line,:path,:steppre,:steppost,:sticks,:scatter])'
+n = length(types)
+x = Vector[sort(rand(20)) for i = 1:n]
+y = rand(20,n)
+plot(x,y,line=(types,3),lab=map(string,types),ms=15)
 ```
 
-![](../img/qwt_example_9.png)
+![](../img/qwt/qwt_example_11.png)
+
+### Line styles
+
+
+
+```julia
+styles = setdiff(supportedStyles(),[:auto])'
+plot(cumsum(randn(20,length(styles)),1),style=:auto,label=map(string,styles),w=5)
+```
+
+![](../img/qwt/qwt_example_12.png)
+
+### Marker types
+
+
+
+```julia
+markers = setdiff(supportedMarkers(),[:none,:auto,Shape])'
+n = length(markers)
+x = (linspace(0,10,n + 2))[2:end - 1]
+y = repmat(reverse(x)',n,1)
+scatter(x,y,m=(8,:auto),lab=map(string,markers),bg=:linen)
+```
+
+![](../img/qwt/qwt_example_13.png)
 
 ### Bar
 
 x is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)
 
 ```julia
-bar(randn(1000))
+bar(randn(999))
 ```
 
-![](../img/qwt_example_10.png)
+![](../img/qwt/qwt_example_14.png)
 
 ### Histogram
 
-note: fillto isn't supported on all backends
+
 
 ```julia
-histogram(randn(1000); nbins=50,fillto=20)
+histogram(randn(1000),nbins=50)
 ```
 
-![](../img/qwt_example_11.png)
+![](../img/qwt/qwt_example_15.png)
 
 ### Subplots
 
   subplot and subplot! are distinct commands which create many plots and add series to them in a circular fashion.
   You can define the layout with keyword params... either set the number of plots `n` (and optionally number of rows `nr` or 
-  number of columns `nc`), or you can set the layout directly with `layout`.  
-
-  Note: Gadfly is not very friendly here, and although you can create a plot and save a PNG, I haven't been able to actually display it.
+  number of columns `nc`), or you can set the layout directly with `layout`.
 
 
 ```julia
-subplot(randn(100,5); layout=[1,1,3],linetypes=[:line,:hist,:dots,:step,:bar],nbins=10,legend=false)
+subplot(randn(100,5),layout=[1,1,3],t=[:line :hist :scatter :step :bar],nbins=10,leg=false)
 ```
 
-![](../img/qwt_example_12.png)
+![](../img/qwt/qwt_example_16.png)
 
 ### Adding to subplots
 
 Note here the automatic grid layout, as well as the order in which new series are added to the plots.
 
 ```julia
-subplot(randn(100,5); n=4)
+subplot(Plots.fakedata(100,10),n=4,palette=[:grays :blues :heat :lightrainbow],bg=[:orange :pink :darkblue :black])
 ```
 
-![](../img/qwt_example_13.png)
+![](../img/qwt/qwt_example_17.png)
 
 ### 
 
 
 
 ```julia
-subplot!(randn(100,3))
+subplot!(Plots.fakedata(100,10))
 ```
 
-![](../img/qwt_example_14.png)
+![](../img/qwt/qwt_example_18.png)
 
+### Annotations
+
+Currently only text annotations are supported.  Pass in a tuple or vector-of-tuples: (x,y,text).  `annotate!(ann)` is shorthand for `plot!(; annotation=ann)`
+
+```julia
+y = rand(10)
+plot(y,ann=(3,y[3],text("this is #3",:left)))
+annotate!([(5,y[5],text("this is #5",16,:red,:center)),(10,y[10],text("this is #10",:right,20,"courier"))])
+```
+
+![](../img/qwt/qwt_example_20.png)
+
+- Supported arguments: `annotation`, `axis`, `background_color`, `color`, `color_palette`, `fillcolor`, `fillrange`, `foreground_color`, `group`, `label`, `layout`, `legend`, `linestyle`, `linetype`, `linewidth`, `markercolor`, `markershape`, `markersize`, `n`, `nbins`, `nc`, `nr`, `pos`, `show`, `size`, `smooth`, `title`, `windowtitle`, `x`, `xlabel`, `xlims`, `xscale`, `xticks`, `y`, `ylabel`, `ylims`, `yrightlabel`, `yscale`, `yticks`
+- Supported values for axis: `:auto`, `:left`, `:right`
+- Supported values for linetype: `:bar`, `:heatmap`, `:hexbin`, `:hist`, `:hline`, `:line`, `:none`, `:path`, `:scatter`, `:steppost`, `:steppre`, `:sticks`, `:vline`
+- Supported values for linestyle: `:auto`, `:dash`, `:dashdot`, `:dashdotdot`, `:dot`, `:solid`
+- Supported values for marker: `:auto`, `:cross`, `:diamond`, `:dtriangle`, `:ellipse`, `:hexagon`, `:none`, `:rect`, `:star5`, `:star8`, `:utriangle`, `:xcross`
+- Is `subplot`/`subplot!` supported? Yes
+
+(Automatically generated: 2015-10-26T14:02:19)

docs/readme_template.md

@@ -0,0 +1,304 @@
+# Plots
+
+[![Build Status](https://travis-ci.org/tbreloff/Plots.jl.svg?branch=master)](https://travis-ci.org/tbreloff/Plots.jl)
+[![Plots](http://pkg.julialang.org/badges/Plots_0.3.svg)](http://pkg.julialang.org/?pkg=Plots&ver=0.3)
+[![Plots](http://pkg.julialang.org/badges/Plots_0.4.svg)](http://pkg.julialang.org/?pkg=Plots&ver=0.4)
+<!-- [![Coverage Status](https://coveralls.io/repos/tbreloff/Plots.jl/badge.svg?branch=master)](https://coveralls.io/r/tbreloff/Plots.jl?branch=master) -->
+<!-- [![codecov.io](http://codecov.io/github/tbreloff/Plots.jl/coverage.svg?branch=master)](http://codecov.io/github/tbreloff/Plots.jl?branch=master) -->
+
+#### Author: Thomas Breloff (@tbreloff)
+
+Plots is a plotting API and toolset.  My goals with the package are:
+
+- **Intuitive**.  Start generating complex plots without reading volumes of documentation.  Commands should "just work".
+- **Concise**.  Less code means fewer mistakes and more efficient development/analysis.
+- **Flexible**.  Produce your favorite plots from your favorite package, but quicker and simpler.
+- **Consistent**.  Don't commit to one graphics package.  Use the same code and access the strengths of all backends.
+- **Lightweight**.  Very few dependencies, since backends are loaded and initialized dynamically.
+
+Use the preprocessing pipeline in Plots to fully describe your visualization before it calls the backend code.  This maintains modularity and allows for efficient separation of front end code, algorithms, and backend graphics.  New graphical backends can be added with minimal effort.
+
+Check out the [summary graphs](img/supported/supported.md) for the features that each backend supports.
+
+Please add wishlist items, bugs, or any other comments/questions to the issues list.
+
+## Examples for each implemented backend:
+
+- [Gadfly.jl/Immerse.jl](docs/gadfly_examples.md)
+- [PyPlot.jl](docs/pyplot_examples.md)
+- [UnicodePlots.jl](docs/unicodeplots_examples.md)
+- [Qwt.jl](docs/qwt_examples.md)
+
+Also check out the many [IJulia notebooks](http://nbviewer.ipython.org/github/tbreloff/Plots.jl/tree/master/examples/) with many examples.
+
+## Installation
+
+First, add the package
+
+```julia
+Pkg.add("Plots")
+
+# if you want the latest features:
+Pkg.checkout("Plots")
+
+# or for the bleeding edge:
+Pkg.checkout("Plots", "dev")
+```
+
+then get any plotting packages you need (obviously, you should get at least one backend).
+
+```julia
+Pkg.add("Gadfly")
+Pkg.add("Immerse")
+Pkg.add("PyPlot")
+Pkg.add("UnicodePlots")
+Pkg.clone("https://github.com/tbreloff/Qwt.jl.git")
+```
+
+## Use
+
+Load it in.  The underlying plotting backends are not imported until `backend()` is called (which happens
+on your first call to `plot` or `subplot`).  This means that you don't need any backends to be installed when you call `using Plots`.
+
+Plots will try to figure out a good default backend for you automatically based on what backends are installed.
+
+```julia
+using Plots
+```
+
+Do a plot in Gadfly (inspired by [this example](http://gadflyjl.org/geom_point.html)), then save a png:
+
+```julia
+gadfly()        # switch to Gadfly as a backend
+dataframes()    # turn on support for DataFrames inputs
+
+# load some data
+using RDatasets
+iris = dataset("datasets", "iris");
+
+# This will bring up a browser window with the plot. Add a semicolon at the end to skip display. 
+scatter(iris, :SepalLength, :SepalWidth, group=:Species, m=([:+ :d :s], 12), smooth=0.99, bg=:black)
+
+# save a png (equivalent to png("gadfly1.png") and savefig("gadfly1.png"))
+png("gadfly1")
+```
+
+![gadfly_plt](img/gadfly1.png)
+
+## API
+
+Call `backend(backend::Symbol)` or the shorthands (`gadfly()`, `qwt()`, `unicodeplots()`, etc) to set the current plotting backend.
+Subsequent commands are converted into the relevant plotting commands for that package:
+
+```julia
+gadfly()
+plot(1:10)    # this effectively calls `y = 1:10; Gadfly.plot(x=1:length(y), y=y)`
+qwt()
+plot(1:10)    # this effectively calls `Qwt.plot(1:10)`
+```
+
+Use `plot` to create a new plot object, and `plot!` to add to an existing one:
+
+```julia
+plot(args...; kw...)                  # creates a new plot window, and sets it to be the `current`
+plot!(args...; kw...)                 # adds to the `current`
+plot!(plotobj, args...; kw...)        # adds to the plot `plotobj`
+```
+
+Now that you know which plot object you're updating (new, current, or other), I'll leave it off for simplicity.
+There are many ways to pass in data to the plot functions... some examples:
+
+- Vector-like (subtypes of AbstractArray{T,1})
+- Matrix-like (subtypes of AbstractArray{T,2})
+- Vectors of Vectors
+- Functions
+- Vectors of Functions
+- DataFrames with column symbols (initialize with `dataframes()`)
+
+In general, you can pass in a `y` only, or an `x` and `y`, both of whatever type(s) you want, and Plots will slice up the data as needed.
+For matrices, data is split by columns.  For functions, data is mapped.  For DataFrames, a Symbol/Symbols in place of x/y will map to
+the relevant column(s).
+
+Here are some example usages... remember you can always use `plot!` to update an existing plot, and that, unless specified, you will update the `current()`.
+
+```julia
+plot()                                    # empty plot object
+plot(4)                                   # initialize with 4 empty series
+plot(rand(10))                            # plot 1 series... x = 1:10
+plot(rand(10,5))                          # plot 5 series... x = 1:10
+plot(rand(10), rand(10))                  # plot 1 series
+plot(rand(10,5), rand(10))                # plot 5 series... y is the same for all
+plot(sin, rand(10))                       # y = sin(x)
+plot(rand(10), sin)                       # same... y = sin(x)
+plot([sin,cos], 0:0.1:π)                  # plot 2 series, sin(x) and cos(x)
+plot([sin,cos], 0, π)                     # plot sin and cos on the range [0, π]
+plot(1:10, Any[rand(10), sin])            # plot 2 series, y = rand(10) for the first, y = sin(x) for the second... x = 1:10 for both
+plot(dataset("Ecdat", "Airline"), :Cost)  # plot from a DataFrame (call `dataframes()` first to import DataFrames and initialize)
+```
+
+All plot methods accept a number of keyword arguments (see the tables below), which follow some rules:
+- Many arguments have aliases which are replaced during preprocessing.  `c` is the same as `color`, `m` is the same as `marker`, etc.  You can choose how verbose you'd like to be.  (see the tables below)
+- There are some special arguments (`xaxis`, `yaxis`, `line`, `marker`, `fill` and the aliases `l`, `m`, `f`) which magically set many related things at once.  (see the __Tip__ below)
+- If the argument is a "matrix-type", then each column will map to a series, cycling through columns if there are fewer columns than series.  Anything else will apply the argument value to every series.
+- Many arguments accept many different types... for example the `color` (also `markercolor`, `fillcolor`, etc) argument will accept strings or symbols with a color name, or any `Colors.Colorant`, or a `ColorScheme`, or a symbol representing a `ColorGradient`, or an AbstractVector of colors/symbols/etc...
+
+You can update certain plot settings after plot creation (not supported on all backends):
+
+```julia
+plot!(title = "New Title", xlabel = "New xlabel", ylabel = "New ylabel")
+plot!(xlims = (0, 5.5), ylims = (-2.2, 6), xticks = 0:0.5:10, yticks = [0,1,5,10])
+
+# using shorthands:
+xaxis!("mylabel", :log10, :flip)
+```
+
+With `subplot`, create multiple plots at once, with flexible layout options:
+
+```julia
+y = rand(100,3)
+subplot(y; n = 3)             # create an automatic grid, and let it figure out the shape
+subplot(y; n = 3, nr = 1)     # create an automatic grid, but fix the number of rows
+subplot(y; n = 3, nc = 1)     # create an automatic grid, but fix the number of columns
+subplot(y; layout = [1, 2])   # explicit layout.  Lists the number of plots in each row
+```
+
+__Tip__: You can call `subplot!(args...; kw...)` to add to an existing subplot.
+
+__Tip__: Calling `subplot!` on a `Plot` object, or `plot!` on a `Subplot` object will throw an error.
+
+Shorthands:
+
+```julia
+scatter(args...; kw...)    = plot(args...; kw...,  linetype = :scatter)
+scatter!(args...; kw...)   = plot!(args...; kw..., linetype = :scatter)
+bar(args...; kw...)        = plot(args...; kw...,  linetype = :bar)
+bar!(args...; kw...)       = plot!(args...; kw..., linetype = :bar)
+histogram(args...; kw...)  = plot(args...; kw...,  linetype = :hist)
+histogram!(args...; kw...) = plot!(args...; kw..., linetype = :hist)
+heatmap(args...; kw...)    = plot(args...; kw...,  linetype = :heatmap)
+heatmap!(args...; kw...)   = plot!(args...; kw..., linetype = :heatmap)
+sticks(args...; kw...)     = plot(args...; kw...,  linetype = :sticks, marker = :ellipse)
+sticks!(args...; kw...)    = plot!(args...; kw..., linetype = :sticks, marker = :ellipse)
+hline(args...; kw...)      = plot(args...; kw...,  linetype = :hline)
+hline!(args...; kw...)     = plot!(args...; kw..., linetype = :hline)
+vline(args...; kw...)      = plot(args...; kw...,  linetype = :vline)
+vline!(args...; kw...)     = plot!(args...; kw..., linetype = :vline)
+ohlc(args...; kw...)       = plot(args...; kw...,  linetype = :ohlc)
+ohlc!(args...; kw...)      = plot!(args...; kw..., linetype = :ohlc)
+
+title!(s::AbstractString)                 = plot!(title = s)
+xlabel!(s::AbstractString)                = plot!(xlabel = s)
+ylabel!(s::AbstractString)                = plot!(ylabel = s)
+xlims!{T<:Real,S<:Real}(lims::Tuple{T,S}) = plot!(xlims = lims)
+ylims!{T<:Real,S<:Real}(lims::Tuple{T,S}) = plot!(ylims = lims)
+xticks!{T<:Real}(v::AVec{T})              = plot!(xticks = v)
+yticks!{T<:Real}(v::AVec{T})              = plot!(yticks = v)
+xflip!(flip::Bool = true)                 = plot!(xflip = flip)
+yflip!(flip::Bool = true)                 = plot!(yflip = flip)
+xaxis!(args...)                           = plot!(xaxis = args)
+yaxis!(args...)                           = plot!(yaxis = args)
+annotate!(anns)                           = plot!(annotation = anns)
+```
+
+### Keyword arguments:
+
+[[KEYWORD_ARGS_TABLE]]
+
+### Plot types:
+
+[[LINETYPES_TABLE]]
+
+### Line styles:
+
+[[LINESTYLES_TABLE]]
+
+### Markers:
+
+[[MARKERS_TABLE]]
+
+__Tip__: With supported backends, you can pass a `Plots.Shape` object for the `marker`/`markershape` arguments.  `Shape` takes a vector of 2-tuples in the constructor, defining the points of the polygon's shape in a unit-scaled coordinate space.  To make a square, for example, you could do `Shape([(1,1),(1,-1),(-1,-1),(-1,1)])`
+
+__Tip__: You can see the default value for a given argument with `default(arg::Symbol)`, and set the default value with `default(arg::Symbol, value)` or `default(; kw...)`.  For example set the default window size and whether we should show a legend with `default(size=(600,400), leg=false)`.
+
+__Tip__: There are some helper arguments you can set:  `xaxis`, `yaxis`, `line`, `marker`, `fill`.  These go through special preprocessing to extract values into individual arguments.  The order doesn't matter, and if you pass a single value it's equivalent to wrapping it in a Tuple.  Examples:
+
+```
+plot(y, xaxis = ("mylabel", :log, :flip, (-1,1)))   # this sets the `xlabel`, `xscale`, `xflip`, and `xlims` arguments automatically
+plot(y, line = (:bar, :blue, :dot, 10))             # this sets the `linetype`, `color`, `linestyle`, and `linewidth` arguments automatically
+plot(y, marker = (:rect, :red, 10))                 # this sets the `markershape`, `markercolor`, and `markersize` arguments automatically
+plot(y, fill = (:green, 10))                        # this sets the `fillcolor` and `fillrange` arguments automatically
+                                                    # Note: `fillrange` can be:
+                                                              a number (fill to horizontal line)
+                                                              a vector of numbers (different for each data point)
+                                                              a tuple of vectors (fill a band)
+```
+
+__Tip__: When plotting multiple lines, you can set all series to use the same value, or pass in a matrix to cycle through values.  Example:
+
+```julia
+plot(rand(100,4); color = [:red RGB(0,0,1)],     # (Matrix) lines 1 and 3 are red, lines 2 and 4 are blue
+                  axis = :auto,                  # lines 1 and 3 are on the left axis, lines 2 and 4 are on the right
+                  markershape = [:rect, :star]   # (Vector) ALL lines are passed the vector [:rect, :star1]
+                  width = 5)                     # all lines have a width of 5
+```
+
+__Tip__: Not all features are supported for each backend, but you can see what's supported by calling the functions: `supportedArgs()`, `supportedAxes()`, `supportedTypes()`, `supportedStyles()`, `supportedMarkers()`, `subplotSupported()`
+
+__Tip__: Call `gui()` to display the plot in a window.  Interactivity depends on backend.  Plotting at the REPL (without semicolon) implicitly calls `gui()`.
+
+### Animations
+
+Animations are created in 3 steps (see example #2):
+- Initialize an `Animation` object.
+- Save each frame of the animation with `frame(anim)`.
+- Convert the frames to an animated gif with `gif(anim, filename, fps=15)`
+
+
+## TODO features:
+
+- [x] Plot vectors/matrices/functions
+- [x] Plot DataFrames
+- [x] Histograms
+- [x] Grouping
+- [x] Annotations
+- [x] Scales
+- [x] Categorical Inputs (strings, etc... for hist, bar? or can split one series into multiple?)
+- [x] Custom markers
+- [x] Animations
+- [x] Subplots
+- [ ] Contours
+- [ ] Boxplots
+- [ ] 3D plotting
+- [ ] Scenes/Drawing
+- [ ] Graphs
+- [ ] Interactivity (GUIs)
+
+## TODO backends:
+
+- [x] Gadfly.jl
+- [x] Immerse.jl
+- [x] PyPlot.jl
+- [x] UnicodePlots.jl
+- [x] Qwt.jl
+- [x] Winston.jl (deprecated)
+- [ ] GLPlot.jl
+- [ ] Bokeh.jl
+- [ ] Vega.jl
+- [ ] Gaston.jl
+- [ ] Plotly.jl
+- [ ] GoogleCharts.jl
+- [ ] PLplot.jl
+- [ ] TextPlots.jl
+- [ ] ASCIIPlots.jl
+- [ ] Sparklines.jl
+- [ ] Hinton.jl
+- [ ] ImageTerm.jl
+- [ ] GraphViz.jl
+- [ ] TikzGraphs.jl
+- [ ] GraphLayout.jl
+
+## More information on backends (both supported and unsupported)
+
+See the wiki at: https://github.com/JuliaPlot/juliaplot_docs/wiki
+
+

docs/unicodeplots_examples.md

@@ -0,0 +1,208 @@
+## Examples for backend: unicodeplots
+
+### Initialize
+
+```julia
+using Plots
+unicodeplots()
+```
+
+### Lines
+
+A simple line plot of the columns.
+
+```julia
+plot(fakedata(50,5),w=3)
+```
+
+![](../img/unicodeplots/unicodeplots_example_1.png)
+
+### Parametric plots
+
+Plot function pair (x(u), y(u)).
+
+```julia
+plot(sin,(x->begin  # /Users/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 50:
+            sin(2x)
+        end),0,2π,line=4,leg=false,fill=(0,:orange))
+```
+
+![](../img/unicodeplots/unicodeplots_example_3.png)
+
+### Colors
+
+Access predefined palettes (or build your own with the `colorscheme` method).  Line/marker colors are auto-generated from the plot's palette, unless overridden.  Set the `z` argument to turn on series gradients.
+
+```julia
+y = rand(100)
+plot(0:10:100,rand(11,4),lab="lines",w=3,palette=:grays,fill=(0.5,:auto))
+scatter!(y,z=abs(y - 0.5),m=(10,:heat),lab="grad")
+```
+
+![](../img/unicodeplots/unicodeplots_example_4.png)
+
+### Global
+
+Change the guides/background/limits/ticks.  Convenience args `xaxis` and `yaxis` allow you to pass a tuple or value which will be mapped to the relevant args automatically.  The `xaxis` below will be replaced with `xlabel` and `xlims` args automatically during the preprocessing step. You can also use shorthand functions: `title!`, `xaxis!`, `yaxis!`, `xlabel!`, `ylabel!`, `xlims!`, `ylims!`, `xticks!`, `yticks!`
+
+```julia
+plot(rand(20,3),xaxis=("XLABEL",(-5,30),0:2:20,:flip),background_color=RGB(0.2,0.2,0.2),leg=false)
+title!("TITLE")
+yaxis!("YLABEL",:log10)
+```
+
+![](../img/unicodeplots/unicodeplots_example_5.png)
+
+### Two-axis
+
+Use the `axis` arguments.
+
+Note: Currently only supported with Qwt and PyPlot
+
+```julia
+plot(Vector[randn(100),randn(100) * 100],axis=[:l :r],ylabel="LEFT",yrightlabel="RIGHT")
+```
+
+![](../img/unicodeplots/unicodeplots_example_6.png)
+
+### Arguments
+
+Plot multiple series with different numbers of points.  Mix arguments that apply to all series (marker/markersize) with arguments unique to each series (colors).  Special arguments `line`, `marker`, and `fill` will automatically figure out what arguments to set (for example, we are setting the `linestyle`, `linewidth`, and `color` arguments with `line`.)  Note that we pass a matrix of colors, and this applies the colors to each series.
+
+```julia
+plot(Vector[rand(10),rand(20)],marker=(:ellipse,8),line=(:dot,3,[:black :orange]))
+```
+
+![](../img/unicodeplots/unicodeplots_example_7.png)
+
+### Build plot in pieces
+
+Start with a base plot...
+
+```julia
+plot(rand(100) / 3,reg=true,fill=(0,:green))
+```
+
+![](../img/unicodeplots/unicodeplots_example_8.png)
+
+### 
+
+and add to it later.
+
+```julia
+scatter!(rand(100),markersize=6,c=:orange)
+```
+
+![](../img/unicodeplots/unicodeplots_example_9.png)
+
+### Line types
+
+
+
+```julia
+types = intersect(supportedTypes(),[:line,:path,:steppre,:steppost,:sticks,:scatter])'
+n = length(types)
+x = Vector[sort(rand(20)) for i = 1:n]
+y = rand(20,n)
+plot(x,y,line=(types,3),lab=map(string,types),ms=15)
+```
+
+![](../img/unicodeplots/unicodeplots_example_11.png)
+
+### Line styles
+
+
+
+```julia
+styles = setdiff(supportedStyles(),[:auto])'
+plot(cumsum(randn(20,length(styles)),1),style=:auto,label=map(string,styles),w=5)
+```
+
+![](../img/unicodeplots/unicodeplots_example_12.png)
+
+### Marker types
+
+
+
+```julia
+markers = setdiff(supportedMarkers(),[:none,:auto,Shape])'
+n = length(markers)
+x = (linspace(0,10,n + 2))[2:end - 1]
+y = repmat(reverse(x)',n,1)
+scatter(x,y,m=(8,:auto),lab=map(string,markers),bg=:linen)
+```
+
+![](../img/unicodeplots/unicodeplots_example_13.png)
+
+### Bar
+
+x is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)
+
+```julia
+bar(randn(999))
+```
+
+![](../img/unicodeplots/unicodeplots_example_14.png)
+
+### Histogram
+
+
+
+```julia
+histogram(randn(1000),nbins=50)
+```
+
+![](../img/unicodeplots/unicodeplots_example_15.png)
+
+### Subplots
+
+  subplot and subplot! are distinct commands which create many plots and add series to them in a circular fashion.
+  You can define the layout with keyword params... either set the number of plots `n` (and optionally number of rows `nr` or 
+  number of columns `nc`), or you can set the layout directly with `layout`.
+
+
+```julia
+subplot(randn(100,5),layout=[1,1,3],t=[:line :hist :scatter :step :bar],nbins=10,leg=false)
+```
+
+![](../img/unicodeplots/unicodeplots_example_16.png)
+
+### Adding to subplots
+
+Note here the automatic grid layout, as well as the order in which new series are added to the plots.
+
+```julia
+subplot(fakedata(100,10),n=4,palette=[:grays :blues :heat :lightrainbow],bg=[:orange :pink :darkblue :black])
+```
+
+![](../img/unicodeplots/unicodeplots_example_17.png)
+
+### 
+
+
+
+```julia
+subplot!(fakedata(100,10))
+```
+
+![](../img/unicodeplots/unicodeplots_example_18.png)
+
+### Custom Markers
+
+A `Plots.Shape` is a light wrapper around vertices of a polygon.  For supported backends, pass arbitrary polygons as the marker shapes.  Note: The center is (0,0) and the size is expected to be rougly the area of the unit circle.
+
+```julia
+verts = [(-1.0,1.0),(-1.28,0.6),(-0.2,-1.4),(0.2,-1.4),(1.28,0.6),(1.0,1.0),(-1.0,1.0),(-0.2,-0.6),(0.0,-0.2),(-0.4,0.6),(1.28,0.6),(0.2,-1.4),(-0.2,-1.4),(0.6,0.2),(-0.2,0.2),(0.0,-0.2),(0.2,0.2),(-0.2,-0.6)]
+plot(0.1:0.2:0.9,0.7 * rand(5) + 0.15,l=(3,:dash,:lightblue),m=(Shape(verts),30,RGBA(0,0,0,0.2)),bg=:pink,fg=:darkblue,xlim=(0,1),ylim=(0,1),leg=false)
+```
+
+![](../img/unicodeplots/unicodeplots_example_21.png)
+
+- Supported arguments: `group`, `label`, `legend`, `linestyle`, `linetype`, `markershape`, `nbins`, `show`, `size`, `title`, `windowtitle`, `x`, `xlabel`, `xlims`, `y`, `ylabel`, `ylims`
+- Supported values for axis: `:auto`, `:left`
+- Supported values for linetype: `:bar`, `:heatmap`, `:hexbin`, `:hist`, `:hline`, `:line`, `:none`, `:path`, `:scatter`, `:steppost`, `:sticks`, `:vline`
+- Supported values for linestyle: `:auto`, `:solid`
+- Supported values for marker: `:auto`, `:ellipse`, `:none`
+- Is `subplot`/`subplot!` supported? Yes
+
+(Automatically generated: 2015-10-18T00:07:46)

docs/winston_examples.md

@@ -0,0 +1,164 @@
+## Examples for backend: winston
+
+### Initialize
+
+```julia
+using Plots
+winston()
+```
+
+### Lines
+
+A simple line plot of the columns.
+
+```julia
+plot(fakedata(50,5),w=3)
+```
+
+![](../img/winston/winston_example_1.png)
+
+### Parametric plots
+
+Plot function pair (x(u), y(u)).
+
+```julia
+plot(sin,(x->begin  # /Users/tom/.julia/v0.4/Plots/docs/example_generation.jl, line 50:
+            sin(2x)
+        end),0,2π,line=4,leg=false,fill=(0,:orange))
+```
+
+![](../img/winston/winston_example_3.png)
+
+### Colors
+
+Access predefined palettes (or build your own with the `colorscheme` method).  Line/marker colors are auto-generated from the plot's palette, unless overridden.  Set the `z` argument to turn on series gradients.
+
+```julia
+y = rand(100)
+plot(0:10:100,rand(11,4),lab="lines",w=3,palette=:grays,fill=(0.5,:auto))
+scatter!(y,z=abs(y - 0.5),m=(10,:heat),lab="grad")
+```
+
+![](../img/winston/winston_example_4.png)
+
+### Global
+
+Change the guides/background/limits/ticks.  Convenience args `xaxis` and `yaxis` allow you to pass a tuple or value which will be mapped to the relevant args automatically.  The `xaxis` below will be replaced with `xlabel` and `xlims` args automatically during the preprocessing step. You can also use shorthand functions: `title!`, `xaxis!`, `yaxis!`, `xlabel!`, `ylabel!`, `xlims!`, `ylims!`, `xticks!`, `yticks!`
+
+```julia
+plot(rand(20,3),xaxis=("XLABEL",(-5,30),0:2:20,:flip),background_color=RGB(0.2,0.2,0.2),leg=false)
+title!("TITLE")
+yaxis!("YLABEL",:log10)
+```
+
+![](../img/winston/winston_example_5.png)
+
+### Two-axis
+
+Use the `axis` arguments.
+
+Note: Currently only supported with Qwt and PyPlot
+
+```julia
+plot(Vector[randn(100),randn(100) * 100],axis=[:l :r],ylabel="LEFT",yrightlabel="RIGHT")
+```
+
+![](../img/winston/winston_example_6.png)
+
+### Arguments
+
+Plot multiple series with different numbers of points.  Mix arguments that apply to all series (marker/markersize) with arguments unique to each series (colors).  Special arguments `line`, `marker`, and `fill` will automatically figure out what arguments to set (for example, we are setting the `linestyle`, `linewidth`, and `color` arguments with `line`.)  Note that we pass a matrix of colors, and this applies the colors to each series.
+
+```julia
+plot(Vector[rand(10),rand(20)],marker=(:ellipse,8),line=(:dot,3,[:black :orange]))
+```
+
+![](../img/winston/winston_example_7.png)
+
+### Build plot in pieces
+
+Start with a base plot...
+
+```julia
+plot(rand(100) / 3,reg=true,fill=(0,:green))
+```
+
+![](../img/winston/winston_example_8.png)
+
+### 
+
+and add to it later.
+
+```julia
+scatter!(rand(100),markersize=6,c=:orange)
+```
+
+![](../img/winston/winston_example_9.png)
+
+### Line types
+
+
+
+```julia
+types = intersect(supportedTypes(),[:line,:path,:steppre,:steppost,:sticks,:scatter])'
+n = length(types)
+x = Vector[sort(rand(20)) for i = 1:n]
+y = rand(20,n)
+plot(x,y,line=(types,3),lab=map(string,types),ms=15)
+```
+
+![](../img/winston/winston_example_11.png)
+
+### Line styles
+
+
+
+```julia
+styles = setdiff(supportedStyles(),[:auto])'
+plot(cumsum(randn(20,length(styles)),1),style=:auto,label=map(string,styles),w=5)
+```
+
+![](../img/winston/winston_example_12.png)
+
+### Marker types
+
+
+
+```julia
+markers = setdiff(supportedMarkers(),[:none,:auto,Shape])'
+n = length(markers)
+x = (linspace(0,10,n + 2))[2:end - 1]
+y = repmat(reverse(x)',n,1)
+scatter(x,y,m=(8,:auto),lab=map(string,markers),bg=:linen)
+```
+
+![](../img/winston/winston_example_13.png)
+
+### Bar
+
+x is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)
+
+```julia
+bar(randn(999))
+```
+
+![](../img/winston/winston_example_14.png)
+
+### Histogram
+
+
+
+```julia
+histogram(randn(1000),nbins=50)
+```
+
+![](../img/winston/winston_example_15.png)
+
+- Supported arguments: `annotation`, `color`, `color_palette`, `fillcolor`, `fillrange`, `group`, `label`, `legend`, `linestyle`, `linetype`, `linewidth`, `markercolor`, `markershape`, `markersize`, `nbins`, `show`, `size`, `smooth`, `title`, `windowtitle`, `x`, `xlabel`, `xlims`, `xscale`, `y`, `ylabel`, `ylims`, `yscale`
+- Supported values for axis: `:auto`, `:left`
+- Supported values for linetype: `:bar`, `:hist`, `:line`, `:none`, `:path`, `:scatter`, `:sticks`
+- Supported values for linestyle: `:auto`, `:dash`, `:dashdot`, `:dot`, `:solid`
+- Supported values for marker: `:auto`, `:cross`, `:diamond`, `:dtriangle`, `:ellipse`, `:none`, `:rect`, `:star5`, `:utriangle`, `:xcross`
+- Is `subplot`/`subplot!` supported? No
+
+(Automatically generated: 2015-10-18T00:50:13)

examples/animations.ipynb

@@ -0,0 +1,119 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Plots.jl] Initializing backend: gadfly\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO: Saved animation to /home/tom/.julia/v0.4/Plots/examples/tmp.gif\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img src=\"tmp.gif?0.4950005887019313>\" />"
+      ],
+      "text/plain": [
+       "Plots.AnimatedGif(\"/home/tom/.julia/v0.4/Plots/examples/tmp.gif\")"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "using Plots\n",
+    "gadfly()\n",
+    "\n",
+    "# create a plot\n",
+    "n = 10\n",
+    "p = scatter(randn(n), randn(n), size=(500,300))\n",
+    "\n",
+    "# make an animation by adding data and saving the frames\n",
+    "anim = Animation()\n",
+    "for i in 1:100\n",
+    "    append!(p, 1, randn(n), randn(n))\n",
+    "    frame(anim)\n",
+    "end\n",
+    "g = gif(anim, fps=50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO: Saved animation to /home/tom/.julia/v0.4/Plots/examples/tmp.gif\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img src=\"tmp.gif?0.30448413983944445>\" />"
+      ],
+      "text/plain": [
+       "Plots.AnimatedGif(\"/home/tom/.julia/v0.4/Plots/examples/tmp.gif\")"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "g = gif(anim, fps=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "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
+}

examples/meetup/nba_2013.csv

@@ -0,0 +1,482 @@
+player,pos,age,bref_team_id,g,gs,mp,fg,fga,fg.,x3p,x3pa,x3p.,x2p,x2pa,x2p.,efg.,ft,fta,ft.,orb,drb,trb,ast,stl,blk,tov,pf,pts,season,season_end
+Quincy Acy,SF,23,TOT,63,0,847,66,141,0.468,4,15,0.266666666666667,62,126,0.492063492063492,0.482,35,53,0.66,72,144,216,28,23,26,30,122,171,2013-2014,2013
+Steven Adams,C,20,OKC,81,20,1197,93,185,0.503,0,0,NA,93,185,0.502702702702703,0.503,79,136,0.581,142,190,332,43,40,57,71,203,265,2013-2014,2013
+Jeff Adrien,PF,27,TOT,53,12,961,143,275,0.52,0,0,NA,143,275,0.52,0.52,76,119,0.639,102,204,306,38,24,36,39,108,362,2013-2014,2013
+Arron Afflalo,SG,28,ORL,73,73,2552,464,1011,0.459,128,300,0.426666666666667,336,711,0.472573839662447,0.522,274,336,0.815,32,230,262,248,35,3,146,136,1330,2013-2014,2013
+Alexis Ajinca,C,25,NOP,56,30,951,136,249,0.546,0,1,0,136,248,0.548387096774194,0.546,56,67,0.836,94,183,277,40,23,46,63,187,328,2013-2014,2013
+Cole Aldrich,C,25,NYK,46,2,330,33,61,0.541,0,0,NA,33,61,0.540983606557377,0.541,26,30,0.867,37,92,129,14,8,30,18,40,92,2013-2014,2013
+LaMarcus Aldridge,PF,28,POR,69,69,2498,652,1423,0.458,3,15,0.2,649,1408,0.4609375,0.459,296,360,0.822,166,599,765,178,63,68,123,147,1603,2013-2014,2013
+Lavoy Allen,PF,24,TOT,65,2,1072,134,300,0.447,2,13,0.153846153846154,132,287,0.45993031358885,0.45,33,50,0.66,119,192,311,71,24,33,44,126,303,2013-2014,2013
+Ray Allen,SG,38,MIA,73,9,1936,240,543,0.442,116,309,0.375404530744337,124,234,0.52991452991453,0.549,105,116,0.905,23,182,205,143,54,8,84,115,701,2013-2014,2013
+Tony Allen,SG,32,MEM,55,28,1278,204,413,0.494,11,47,0.234042553191489,193,366,0.527322404371585,0.507,76,121,0.628,79,129,208,94,90,19,90,121,495,2013-2014,2013
+Al-Farouq Aminu,SF,23,NOP,80,65,2045,234,494,0.474,13,48,0.270833333333333,221,446,0.495515695067265,0.487,91,137,0.664,129,367,496,114,82,38,88,147,572,2013-2014,2013
+Louis Amundson,PF,31,TOT,19,0,185,16,32,0.5,0,0,NA,16,32,0.5,0.5,6,24,0.25,28,27,55,6,9,11,14,49,38,2013-2014,2013
+Chris Andersen,C,35,MIA,72,0,1396,177,275,0.644,3,12,0.25,174,263,0.661596958174905,0.649,120,169,0.71,129,250,379,19,32,97,53,162,477,2013-2014,2013
+Alan Anderson,SF,31,BRK,78,26,1773,194,485,0.4,84,248,0.338709677419355,110,237,0.464135021097046,0.487,92,118,0.78,40,135,175,81,48,11,62,147,564,2013-2014,2013
+James Anderson,SG,24,PHI,80,62,2309,309,717,0.431,115,351,0.327635327635328,194,366,0.530054644808743,0.511,77,106,0.726,59,241,300,149,74,28,106,154,810,2013-2014,2013
+Ryan Anderson,PF,25,NOP,22,14,795,155,354,0.438,67,164,0.408536585365854,88,190,0.463157894736842,0.532,59,62,0.952,66,76,142,17,10,7,20,47,436,2013-2014,2013
+Giannis Antetokounmpo,SF,19,MIL,77,23,1897,173,418,0.414,41,118,0.347457627118644,132,300,0.44,0.463,138,202,0.683,78,261,339,150,60,61,122,173,525,2013-2014,2013
+Carmelo Anthony,PF,29,NYK,77,77,2982,743,1643,0.452,167,415,0.402409638554217,576,1228,0.469055374592834,0.503,459,541,0.848,145,477,622,242,95,51,198,224,2112,2013-2014,2013
+Joel Anthony,C,31,TOT,33,0,186,12,32,0.375,0,0,NA,12,32,0.375,0.375,4,8,0.5,15,23,38,2,3,12,3,17,28,2013-2014,2013
+Pero Antic,PF,31,ATL,50,26,925,123,294,0.418,56,171,0.327485380116959,67,123,0.544715447154472,0.514,50,66,0.758,57,152,209,58,19,12,55,126,352,2013-2014,2013
+Trevor Ariza,SF,28,WAS,77,77,2723,389,853,0.456,180,442,0.407239819004525,209,411,0.508515815085158,0.562,149,193,0.772,99,376,475,191,126,20,132,179,1107,2013-2014,2013
+Hilton Armstrong,C,29,GSW,15,1,97,9,19,0.474,0,0,NA,9,19,0.473684210526316,0.474,7,16,0.438,19,28,47,5,4,4,6,11,25,2013-2014,2013
+Darrell Arthur,SF,25,DEN,68,1,1161,162,410,0.395,24,64,0.375,138,346,0.398843930635838,0.424,53,62,0.855,52,158,210,61,39,47,58,185,401,2013-2014,2013
+Omer Asik,C,27,HOU,48,19,968,101,190,0.532,0,0,NA,101,190,0.531578947368421,0.532,78,126,0.619,101,277,378,25,14,37,59,92,280,2013-2014,2013
+D.J. Augustin,PG,26,TOT,71,9,1939,298,718,0.415,133,332,0.400602409638554,165,386,0.427461139896373,0.508,201,227,0.885,15,115,130,313,53,3,125,147,930,2013-2014,2013
+Gustavo Ayon,C,28,ATL,26,14,429,52,102,0.51,0,0,NA,52,102,0.509803921568627,0.51,8,20,0.4,42,83,125,28,25,10,29,47,112,2013-2014,2013
+Jeff Ayres,PF,26,SAS,73,10,952,101,174,0.58,0,0,NA,101,174,0.580459770114943,0.58,38,55,0.691,89,169,258,60,13,25,63,146,240,2013-2014,2013
+Chris Babb,SG,23,BOS,14,0,132,8,30,0.267,6,27,0.222222222222222,2,3,0.666666666666667,0.367,0,0,NA,4,13,17,3,6,0,3,13,22,2013-2014,2013
+Luke Babbitt,PF,24,NOP,27,2,473,60,154,0.39,36,95,0.378947368421053,24,59,0.406779661016949,0.506,14,18,0.778,18,70,88,29,7,11,15,52,170,2013-2014,2013
+Leandro Barbosa,PG,31,PHO,20,0,368,56,131,0.427,7,25,0.28,49,106,0.462264150943396,0.454,31,39,0.795,5,32,37,32,7,4,19,30,150,2013-2014,2013
+Jose Barea,PG,29,MIN,79,1,1471,254,656,0.387,73,231,0.316017316017316,181,425,0.425882352941176,0.443,79,100,0.79,16,138,154,303,26,0,125,129,660,2013-2014,2013
+Andrea Bargnani,C,28,NYK,42,39,1257,222,502,0.442,30,108,0.277777777777778,192,394,0.487309644670051,0.472,84,102,0.824,69,153,222,45,14,52,58,100,558,2013-2014,2013
+Harrison Barnes,SF,21,GSW,78,24,2204,271,679,0.399,66,190,0.347368421052632,205,489,0.419222903885481,0.448,130,181,0.718,66,245,311,116,65,20,84,158,738,2013-2014,2013
+Matt Barnes,SF,33,LAC,63,40,1735,231,527,0.438,97,283,0.342756183745583,134,244,0.549180327868853,0.53,66,90,0.733,60,232,292,125,56,28,85,185,625,2013-2014,2013
+Will Barton,SG,23,POR,41,0,387,65,156,0.417,10,33,0.303030303030303,55,123,0.447154471544715,0.449,26,32,0.813,16,58,74,33,9,7,18,31,166,2013-2014,2013
+Brandon Bass,PF,28,BOS,82,73,2266,352,725,0.486,2,6,0.333333333333333,350,719,0.486787204450626,0.487,205,239,0.858,161,309,470,87,36,71,102,190,911,2013-2014,2013
+Shane Battier,SF,35,MIA,73,56,1468,105,275,0.382,73,210,0.347619047619048,32,65,0.492307692307692,0.515,15,23,0.652,34,104,138,63,50,39,21,124,298,2013-2014,2013
+Nicolas Batum,SF,25,POR,82,82,2956,381,819,0.465,145,402,0.360696517412935,236,417,0.565947242206235,0.554,163,203,0.803,116,495,611,420,75,57,208,156,1070,2013-2014,2013
+Jerryd Bayless,PG,25,TOT,72,19,1686,248,617,0.402,76,212,0.358490566037736,172,405,0.424691358024691,0.464,94,118,0.797,22,123,145,194,60,9,82,161,666,2013-2014,2013
+Aron Baynes,C,27,SAS,53,4,491,71,163,0.436,0,0,NA,71,163,0.43558282208589,0.436,19,21,0.905,57,88,145,34,2,5,36,77,161,2013-2014,2013
+Kent Bazemore,SG,24,TOT,67,15,911,147,343,0.429,43,128,0.3359375,104,215,0.483720930232558,0.491,66,109,0.606,10,107,117,91,43,13,79,102,403,2013-2014,2013
+Bradley Beal,SG,20,WAS,73,73,2530,481,1149,0.419,138,343,0.402332361516035,343,806,0.425558312655087,0.479,149,189,0.788,54,219,273,243,71,18,128,153,1249,2013-2014,2013
+Michael Beasley,SF,25,MIA,55,2,831,177,355,0.499,21,54,0.388888888888889,156,301,0.518272425249169,0.528,61,79,0.772,31,141,172,42,23,21,57,93,436,2013-2014,2013
+Marco Belinelli,SF,27,SAS,80,25,2016,337,695,0.485,126,293,0.430034129692833,211,402,0.524875621890547,0.576,111,131,0.847,18,208,226,179,50,7,95,130,911,2013-2014,2013
+Anthony Bennett,SF,20,CLE,52,0,663,80,225,0.356,13,53,0.245283018867925,67,172,0.38953488372093,0.384,44,69,0.638,49,106,155,17,21,8,47,93,217,2013-2014,2013
+Patrick Beverley,SG,25,HOU,56,55,1751,199,481,0.414,92,255,0.36078431372549,107,226,0.473451327433628,0.509,83,102,0.814,72,124,196,151,77,23,66,174,573,2013-2014,2013
+Andris Biedrins,C,27,UTA,6,0,45,1,1,1,0,0,NA,1,1,1,1,1,6,0.167,2,15,17,0,0,0,2,6,3,2013-2014,2013
+Chauncey Billups,SG,37,DET,19,7,309,24,79,0.304,14,48,0.291666666666667,10,31,0.32258064516129,0.392,10,12,0.833,4,24,28,42,8,1,25,25,72,2013-2014,2013
+Bismack Biyombo,C,21,CHA,77,9,1072,88,144,0.611,0,0,NA,88,144,0.611111111111111,0.611,46,89,0.517,105,261,366,8,7,86,40,124,222,2013-2014,2013
+DeJuan Blair,PF,24,DAL,78,13,1214,210,393,0.534,0,2,0,210,391,0.537084398976982,0.534,77,121,0.636,139,229,368,70,60,21,77,192,497,2013-2014,2013
+Steve Blake,PG,33,TOT,55,28,1498,133,353,0.377,79,210,0.376190476190476,54,143,0.377622377622378,0.489,33,43,0.767,13,146,159,307,54,8,102,85,378,2013-2014,2013
+Andray Blatche,PF,27,BRK,73,7,1618,321,674,0.476,15,54,0.277777777777778,306,620,0.493548387096774,0.487,164,221,0.742,120,270,390,112,75,38,110,166,821,2013-2014,2013
+Eric Bledsoe,PG,24,PHO,43,40,1416,265,556,0.477,50,140,0.357142857142857,215,416,0.516826923076923,0.522,183,237,0.772,27,175,202,235,69,14,143,99,763,2013-2014,2013
+Vander Blue,SG,21,BOS,3,0,15,2,4,0.5,0,1,0,2,3,0.666666666666667,0.5,1,5,0.2,0,3,3,1,0,0,2,1,5,2013-2014,2013
+Keith Bogans,SG,33,BOS,6,0,55,3,6,0.5,3,6,0.5,0,0,NA,0.75,3,3,1,0,3,3,3,1,0,1,2,12,2013-2014,2013
+Andrew Bogut,C,29,GSW,67,67,1769,235,375,0.627,0,0,NA,235,375,0.626666666666667,0.627,22,64,0.344,182,489,671,112,47,121,97,210,492,2013-2014,2013
+Matt Bonner,PF,33,SAS,61,0,690,73,164,0.445,42,98,0.428571428571429,31,66,0.46969696969697,0.573,9,12,0.75,16,114,130,31,15,11,16,49,197,2013-2014,2013
+Trevor Booker,PF,26,WAS,72,45,1553,222,403,0.551,0,2,0,222,401,0.553615960099751,0.551,47,76,0.618,149,230,379,64,41,45,58,131,491,2013-2014,2013
+Carlos Boozer,PF,32,CHI,76,76,2141,447,980,0.456,0,2,0,447,978,0.457055214723926,0.456,148,193,0.767,137,495,632,118,53,22,154,216,1042,2013-2014,2013
+Chris Bosh,C,29,MIA,79,79,2531,492,953,0.516,74,218,0.339449541284404,418,735,0.568707482993197,0.555,223,272,0.82,98,424,522,87,80,78,125,192,1281,2013-2014,2013
+Avery Bradley,PG,23,BOS,60,58,1855,361,825,0.438,79,200,0.395,282,625,0.4512,0.485,90,112,0.804,48,178,226,85,63,11,96,145,891,2013-2014,2013
+Elton Brand,PF,34,ATL,73,15,1414,179,332,0.539,0,2,0,179,330,0.542424242424242,0.539,61,94,0.649,97,264,361,74,40,88,60,192,419,2013-2014,2013
+Corey Brewer,SF,27,MIN,81,81,2609,388,807,0.481,59,211,0.279620853080569,329,596,0.552013422818792,0.517,163,227,0.718,63,144,207,135,151,30,105,210,998,2013-2014,2013
+Ronnie Brewer,SF,28,TOT,24,3,160,3,15,0.2,1,8,0.125,2,7,0.285714285714286,0.233,0,2,0,2,12,14,10,6,1,2,4,7,2013-2014,2013
+Aaron Brooks,PG,29,TOT,72,12,1557,233,581,0.401,96,248,0.387096774193548,137,333,0.411411411411411,0.484,83,95,0.874,43,97,140,233,52,13,117,146,645,2013-2014,2013
+MarShon Brooks,SG,25,TOT,35,0,316,57,125,0.456,13,25,0.52,44,100,0.44,0.508,32,44,0.727,10,44,54,25,14,4,24,21,159,2013-2014,2013
+Lorenzo Brown,SG,23,PHI,26,0,224,26,86,0.302,3,30,0.1,23,56,0.410714285714286,0.32,9,13,0.692,8,20,28,41,13,3,16,19,64,2013-2014,2013
+Shannon Brown,SG,28,TOT,29,1,251,24,66,0.364,0,2,0,24,64,0.375,0.364,15,21,0.714,7,21,28,9,13,0,18,24,63,2013-2014,2013
+Kobe Bryant,SG,35,LAL,6,6,177,31,73,0.425,3,16,0.1875,28,57,0.491228070175439,0.445,18,21,0.857,2,24,26,38,7,1,34,9,83,2013-2014,2013
+Chase Budinger,SF,25,MIN,41,8,751,100,254,0.394,42,120,0.35,58,134,0.432835820895522,0.476,32,39,0.821,19,84,103,31,19,2,24,58,274,2013-2014,2013
+Reggie Bullock,SF,22,LAC,43,0,395,43,121,0.355,22,73,0.301369863013699,21,48,0.4375,0.446,7,9,0.778,11,43,54,12,9,1,13,26,115,2013-2014,2013
+Trey Burke,PG,21,UTA,70,68,2262,341,897,0.38,111,336,0.330357142857143,230,561,0.409982174688057,0.442,102,113,0.903,37,171,208,396,42,6,131,145,895,2013-2014,2013
+Alec Burks,SG,22,UTA,78,12,2193,380,831,0.457,50,143,0.34965034965035,330,688,0.479651162790698,0.487,279,373,0.748,59,198,257,212,69,14,149,190,1089,2013-2014,2013
+Caron Butler,SF,33,TOT,56,13,1419,213,540,0.394,98,249,0.393574297188755,115,291,0.395189003436426,0.485,63,75,0.84,21,208,229,82,47,17,60,120,587,2013-2014,2013
+Jimmy Butler,SG,24,CHI,67,67,2591,275,693,0.397,68,240,0.283333333333333,207,453,0.456953642384106,0.446,260,338,0.769,87,243,330,175,127,36,102,106,878,2013-2014,2013
+Rasual Butler,SG,34,IND,50,2,378,51,110,0.464,26,62,0.419354838709677,25,48,0.520833333333333,0.582,8,14,0.571,6,35,41,17,7,9,11,30,136,2013-2014,2013
+Dwight Buycks,PG,24,TOR,14,0,146,15,48,0.313,5,17,0.294117647058824,10,31,0.32258064516129,0.365,8,9,0.889,4,19,23,10,8,0,10,11,43,2013-2014,2013
+Andrew Bynum,C,26,TOT,26,19,516,94,225,0.418,0,0,NA,94,225,0.417777777777778,0.418,37,49,0.755,53,92,145,29,6,29,34,31,225,2013-2014,2013
+Will Bynum,PG,31,DET,56,3,1054,184,430,0.428,20,62,0.32258064516129,164,368,0.445652173913043,0.451,97,121,0.802,24,75,99,216,39,7,103,121,485,2013-2014,2013
+Nick Calathes,SG,24,MEM,71,7,1173,142,311,0.457,19,61,0.311475409836066,123,250,0.492,0.487,44,72,0.611,23,114,137,207,66,8,101,117,347,2013-2014,2013
+Jose Calderon,SG,32,DAL,81,81,2468,341,748,0.456,191,425,0.449411764705882,150,323,0.464396284829721,0.584,52,63,0.825,29,163,192,377,69,11,103,136,925,2013-2014,2013
+Kentavious Caldwell-Pope,SG,20,DET,80,41,1583,182,460,0.396,59,185,0.318918918918919,123,275,0.447272727272727,0.46,47,61,0.77,38,118,156,55,75,12,28,145,470,2013-2014,2013
+Isaiah Canaan,PG,22,HOU,22,0,252,31,87,0.356,18,55,0.327272727272727,13,32,0.40625,0.46,21,29,0.724,7,17,24,22,8,4,21,25,101,2013-2014,2013
+DeMarre Carroll,SF,27,ATL,73,73,2341,302,642,0.47,97,268,0.361940298507463,205,374,0.548128342245989,0.546,109,141,0.773,107,296,403,134,108,21,79,188,810,2013-2014,2013
+Vince Carter,SG,37,DAL,81,0,1973,330,811,0.407,146,371,0.393530997304582,184,440,0.418181818181818,0.497,161,196,0.821,67,217,284,212,61,35,108,209,967,2013-2014,2013
+Michael Carter-Williams,PG,22,PHI,70,70,2414,427,1054,0.405,55,208,0.264423076923077,372,846,0.439716312056738,0.431,258,367,0.703,101,336,437,441,130,43,247,213,1167,2013-2014,2013
+Omri Casspi,PF,25,HOU,71,2,1283,173,410,0.422,61,176,0.346590909090909,112,234,0.478632478632479,0.496,83,122,0.68,55,205,260,88,44,14,72,100,490,2013-2014,2013
+Mario Chalmers,PG,27,MIA,73,73,2178,254,560,0.454,87,226,0.384955752212389,167,334,0.5,0.531,121,163,0.742,41,173,214,357,119,16,162,210,716,2013-2014,2013
+Tyson Chandler,C,31,NYK,55,55,1662,191,322,0.593,0,1,0,191,321,0.595015576323987,0.593,98,155,0.632,159,370,529,59,36,63,71,145,480,2013-2014,2013
+Wilson Chandler,SF,26,DEN,62,55,1927,307,738,0.416,122,351,0.347578347578348,185,387,0.478036175710594,0.499,110,152,0.724,58,236,294,114,46,31,79,193,846,2013-2014,2013
+Josh Childress,SF,30,NOP,4,0,24,0,0,NA,0,0,NA,0,0,NA,NA,0,0,NA,0,3,3,2,1,0,1,1,0,2013-2014,2013
+Dionte Christmas,SF,27,PHO,31,0,198,22,62,0.355,9,31,0.290322580645161,13,31,0.419354838709677,0.427,18,24,0.75,13,25,38,8,2,3,6,19,71,2013-2014,2013
+Earl Clark,PF,26,TOT,54,17,768,97,261,0.372,41,122,0.336065573770492,56,139,0.402877697841727,0.45,22,34,0.647,22,121,143,18,17,25,31,67,257,2013-2014,2013
+Ian Clark,SG,22,UTA,23,0,172,26,67,0.388,11,31,0.354838709677419,15,36,0.416666666666667,0.47,5,7,0.714,3,16,19,15,8,2,14,24,68,2013-2014,2013
+Victor Claver,SF,25,POR,21,0,184,17,42,0.405,3,18,0.166666666666667,14,24,0.583333333333333,0.44,10,11,0.909,9,30,39,12,3,3,11,16,47,2013-2014,2013
+Norris Cole,PG,25,MIA,82,6,2014,207,500,0.414,60,174,0.344827586206897,147,326,0.450920245398773,0.474,53,68,0.779,17,143,160,248,77,5,127,156,527,2013-2014,2013
+Jason Collins,C,35,BRK,22,1,172,11,24,0.458,0,3,0,11,21,0.523809523809524,0.458,3,4,0.75,7,12,19,4,8,1,7,30,25,2013-2014,2013
+Darren Collison,PG,26,LAC,80,35,2069,324,694,0.467,71,189,0.375661375661376,253,505,0.500990099009901,0.518,192,224,0.857,47,141,188,297,93,15,132,150,911,2013-2014,2013
+Nick Collison,PF,33,OKC,81,0,1353,134,241,0.556,4,17,0.235294117647059,130,224,0.580357142857143,0.564,66,93,0.71,116,177,293,104,30,28,71,187,338,2013-2014,2013
+Mike Conley,PG,26,MEM,73,73,2446,463,1030,0.45,105,291,0.360824742268041,358,739,0.484438430311231,0.5,225,276,0.815,41,172,213,441,110,13,150,141,1256,2013-2014,2013
+Chris Copeland,SF,29,IND,41,0,265,55,117,0.47,33,79,0.417721518987342,22,38,0.578947368421053,0.611,10,14,0.714,7,25,32,18,3,7,14,38,153,2013-2014,2013
+DeMarcus Cousins,C,23,SAC,71,71,2298,591,1191,0.496,0,7,0,591,1184,0.499155405405405,0.496,432,595,0.726,218,613,831,207,109,91,251,270,1614,2013-2014,2013
+Robert Covington,SF,23,HOU,7,0,34,6,14,0.429,4,11,0.363636363636364,2,3,0.666666666666667,0.571,0,0,NA,2,3,5,0,2,0,1,3,16,2013-2014,2013
+Allen Crabbe,SG,21,POR,15,0,100,12,33,0.364,6,14,0.428571428571429,6,19,0.315789473684211,0.455,3,4,0.75,1,8,9,6,2,1,3,10,33,2013-2014,2013
+Jamal Crawford,SG,33,LAC,69,24,2094,421,1011,0.416,161,446,0.360986547085202,260,565,0.460176991150442,0.496,279,322,0.866,34,124,158,223,59,12,135,120,1282,2013-2014,2013
+Jordan Crawford,SG,25,TOT,81,35,1859,327,788,0.415,90,285,0.315789473684211,237,503,0.47117296222664,0.472,146,169,0.864,28,155,183,281,47,5,134,120,890,2013-2014,2013
+Jae Crowder,SF,23,DAL,78,8,1254,130,296,0.439,50,151,0.33112582781457,80,145,0.551724137931034,0.524,46,61,0.754,46,148,194,60,59,21,41,100,356,2013-2014,2013
+Dante Cunningham,SF,26,MIN,81,7,1635,236,509,0.464,0,5,0,236,504,0.468253968253968,0.464,38,67,0.567,112,218,330,83,62,58,42,146,510,2013-2014,2013
+Jared Cunningham,SG,22,TOT,13,0,80,6,21,0.286,1,7,0.142857142857143,5,14,0.357142857142857,0.31,13,16,0.813,1,5,6,8,3,0,2,16,26,2013-2014,2013
+Seth Curry,PG,23,TOT,2,0,13,1,3,0.333,1,1,1,0,2,0,0.5,0,0,NA,0,1,1,0,2,0,0,0,3,2013-2014,2013
+Stephen Curry,PG,25,GSW,78,78,2846,652,1383,0.471,261,615,0.424390243902439,391,768,0.509114583333333,0.566,308,348,0.885,46,288,334,666,128,14,294,194,1873,2013-2014,2013
+Samuel Dalembert,C,32,DAL,80,68,1614,214,377,0.568,0,1,0,214,376,0.569148936170213,0.568,101,137,0.737,200,341,541,38,41,94,90,210,529,2013-2014,2013
+Troy Daniels,SG,22,HOU,5,1,75,15,31,0.484,12,25,0.48,3,6,0.5,0.677,0,0,NA,0,4,4,5,0,0,3,6,42,2013-2014,2013
+Luigi Datome,SF,26,DET,34,0,238,34,97,0.351,7,39,0.179487179487179,27,58,0.46551724137931,0.387,8,10,0.8,14,32,46,11,6,1,11,20,83,2013-2014,2013
+Brandon Davies,PF,22,PHI,51,0,575,54,128,0.422,2,10,0.2,52,118,0.440677966101695,0.43,34,53,0.642,38,71,109,28,24,8,35,92,144,2013-2014,2013
+Anthony Davis,C,20,NOP,67,66,2358,522,1005,0.519,2,9,0.222222222222222,520,996,0.522088353413655,0.52,348,440,0.791,207,466,673,105,89,189,109,200,1394,2013-2014,2013
+Ed Davis,PF,24,MEM,63,4,956,155,290,0.534,0,0,NA,155,290,0.53448275862069,0.534,47,89,0.528,92,168,260,27,17,43,40,114,357,2013-2014,2013
+Glen Davis,PF,28,TOT,68,44,1662,271,593,0.457,4,11,0.363636363636364,267,582,0.458762886597938,0.46,95,137,0.693,108,243,351,77,58,29,76,159,641,2013-2014,2013
+Austin Daye,SF,25,TOT,22,1,148,24,68,0.353,12,37,0.324324324324324,12,31,0.387096774193548,0.441,6,10,0.6,5,22,27,8,4,4,5,18,66,2013-2014,2013
+Nando De Colo,SF,26,TOT,47,3,494,64,153,0.418,18,53,0.339622641509434,46,100,0.46,0.477,31,35,0.886,14,59,73,65,22,6,35,48,177,2013-2014,2013
+Dewayne Dedmon,C,24,TOT,31,6,390,38,83,0.458,0,0,NA,38,83,0.457831325301205,0.458,21,32,0.656,38,89,127,5,7,22,18,66,97,2013-2014,2013
+Matthew Dellavedova,SG,23,CLE,72,4,1271,122,296,0.412,57,155,0.367741935483871,65,141,0.460992907801418,0.508,38,48,0.792,29,94,123,187,33,5,60,121,339,2013-2014,2013
+Luol Deng,SF,28,TOT,63,63,2213,371,860,0.431,57,189,0.301587301587302,314,671,0.46795827123696,0.465,212,268,0.791,99,262,361,183,62,9,114,111,1011,2013-2014,2013
+DeMar DeRozan,SG,24,TOR,79,79,3017,604,1407,0.429,64,210,0.304761904761905,540,1197,0.451127819548872,0.452,519,630,0.824,51,292,343,313,86,28,176,197,1791,2013-2014,2013
+Boris Diaw,PF,31,SAS,79,24,1974,302,580,0.521,45,112,0.401785714285714,257,468,0.549145299145299,0.559,68,92,0.739,74,252,326,222,44,32,121,140,717,2013-2014,2013
+Gorgui Dieng,C,24,MIN,60,15,818,113,227,0.498,1,1,1,112,226,0.495575221238938,0.5,59,93,0.634,103,197,300,39,30,50,54,108,286,2013-2014,2013
+Toney Douglas,PG,27,TOT,51,17,675,73,190,0.384,31,102,0.303921568627451,42,88,0.477272727272727,0.466,25,34,0.735,18,69,87,68,19,5,34,81,202,2013-2014,2013
+Chris Douglas-Roberts,SF,27,CHA,49,8,1016,111,252,0.44,51,132,0.386363636363636,60,120,0.5,0.542,66,82,0.805,16,103,119,51,29,16,36,61,339,2013-2014,2013
+Goran Dragic,SG,27,PHO,76,75,2668,552,1093,0.505,122,299,0.408026755852843,430,794,0.541561712846348,0.561,316,416,0.76,69,176,245,447,104,22,213,206,1542,2013-2014,2013
+Andre Drummond,C,20,DET,81,81,2619,479,769,0.623,0,2,0,479,767,0.624511082138201,0.623,137,328,0.418,440,631,1071,35,101,131,110,273,1095,2013-2014,2013
+Jared Dudley,SF,28,LAC,74,43,1729,196,447,0.438,81,225,0.36,115,222,0.518018018018018,0.529,38,58,0.655,36,124,160,104,41,10,56,146,511,2013-2014,2013
+Tim Duncan,C,37,SAS,74,74,2158,444,906,0.49,0,5,0,444,901,0.492785793562708,0.49,231,316,0.731,158,563,721,220,43,139,159,134,1119,2013-2014,2013
+Mike Dunleavy,SF,33,CHI,82,61,2584,333,774,0.43,123,324,0.37962962962963,210,450,0.466666666666667,0.51,140,164,0.854,46,299,345,186,64,46,108,163,929,2013-2014,2013
+Kevin Durant,SF,25,OKC,81,81,3122,849,1688,0.503,192,491,0.391038696537678,657,1197,0.548872180451128,0.56,703,805,0.873,58,540,598,445,103,59,285,174,2593,2013-2014,2013
+Shane Edwards,SF,26,CLE,2,0,12,1,3,0.333,0,0,NA,1,3,0.333333333333333,0.333,0,0,NA,1,1,2,0,0,0,1,1,2,2013-2014,2013
+Wayne Ellington,SG,26,DAL,45,1,393,55,126,0.437,25,59,0.423728813559322,30,67,0.447761194029851,0.536,10,11,0.909,8,35,43,19,16,2,11,33,145,2013-2014,2013
+Monta Ellis,PG,28,DAL,82,82,3023,576,1278,0.451,69,209,0.330143540669856,507,1069,0.474275023386342,0.478,339,430,0.788,38,257,295,471,141,23,264,197,1560,2013-2014,2013
+Melvin Ely,C,35,NOP,2,0,27,3,6,0.5,0,0,NA,3,6,0.5,0.5,0,0,NA,0,1,1,0,0,1,0,5,6,2013-2014,2013
+Jeremy Evans,SF,26,UTA,66,4,1209,175,332,0.527,0,2,0,175,330,0.53030303030303,0.527,51,75,0.68,120,190,310,44,42,46,40,139,401,2013-2014,2013
+Reggie Evans,PF,33,TOT,54,20,899,71,150,0.473,0,0,NA,71,150,0.473333333333333,0.473,72,130,0.554,115,219,334,21,37,3,58,119,214,2013-2014,2013
+Tyreke Evans,SF,24,NOP,72,22,2028,391,897,0.436,21,95,0.221052631578947,370,802,0.461346633416459,0.448,239,310,0.771,76,265,341,363,84,21,175,155,1042,2013-2014,2013
+Kenneth Faried,PF,24,DEN,80,77,2178,447,820,0.545,0,3,0,447,817,0.547123623011016,0.545,202,311,0.65,238,446,684,96,70,69,135,193,1096,2013-2014,2013
+Jordan Farmar,PG,27,LAL,41,5,912,151,364,0.415,70,160,0.4375,81,204,0.397058823529412,0.511,44,59,0.746,20,84,104,199,38,8,95,65,416,2013-2014,2013
+Vitor Faverani,C,25,BOS,37,8,488,64,147,0.435,12,40,0.3,52,107,0.485981308411215,0.476,24,37,0.649,42,86,128,16,14,27,41,74,164,2013-2014,2013
+Derrick Favors,PF,22,UTA,73,73,2201,390,747,0.522,0,1,0,390,746,0.522788203753351,0.522,190,284,0.669,199,438,637,91,75,108,129,236,970,2013-2014,2013
+Carrick Felix,SG,23,CLE,7,0,38,7,14,0.5,2,5,0.4,5,9,0.555555555555556,0.571,3,4,0.75,1,5,6,4,0,0,4,4,19,2013-2014,2013
+Raymond Felton,PG,29,NYK,65,65,2017,240,608,0.395,62,195,0.317948717948718,178,413,0.430992736077482,0.446,88,122,0.721,54,143,197,365,78,27,129,157,630,2013-2014,2013
+Landry Fields,SF,25,TOR,30,2,322,27,67,0.403,0,5,0,27,62,0.435483870967742,0.403,14,22,0.636,15,44,59,20,10,3,11,25,68,2013-2014,2013
+Derek Fisher,SG,39,OKC,81,0,1428,141,361,0.391,88,229,0.384279475982533,53,132,0.401515151515151,0.512,55,71,0.775,12,110,122,117,70,3,49,157,425,2013-2014,2013
+Evan Fournier,SG,21,DEN,76,4,1503,228,544,0.419,89,237,0.375527426160338,139,307,0.452768729641694,0.501,93,123,0.756,34,168,202,112,34,7,100,179,638,2013-2014,2013
+Randy Foye,SG,30,DEN,81,78,2485,361,875,0.413,189,498,0.379518072289157,172,377,0.456233421750663,0.521,157,185,0.849,36,196,232,287,67,39,145,205,1068,2013-2014,2013
+Jamaal Franklin,SG,22,MEM,21,0,161,16,39,0.41,5,11,0.454545454545455,11,28,0.392857142857143,0.474,2,2,1,4,19,23,6,4,2,11,23,39,2013-2014,2013
+Jimmer Fredette,SG,24,TOT,49,0,519,107,227,0.471,40,84,0.476190476190476,67,143,0.468531468531469,0.559,19,21,0.905,8,44,52,64,14,3,48,35,273,2013-2014,2013
+Joel Freeland,C,26,POR,52,0,727,77,162,0.475,0,2,0,77,160,0.48125,0.475,20,29,0.69,88,120,208,36,10,22,32,95,174,2013-2014,2013
+Channing Frye,PF,30,PHO,82,82,2312,336,778,0.432,160,432,0.37037037037037,176,346,0.508670520231214,0.535,78,95,0.821,73,343,416,98,60,63,89,245,910,2013-2014,2013
+Francisco Garcia,SF,32,HOU,55,4,1083,118,294,0.401,69,193,0.357512953367876,49,101,0.485148514851485,0.519,10,19,0.526,21,101,122,63,27,33,30,120,315,2013-2014,2013
+Kevin Garnett,C,37,BRK,54,54,1109,157,356,0.441,0,3,0,157,353,0.444759206798867,0.441,38,47,0.809,60,298,358,82,43,40,69,123,352,2013-2014,2013
+Diante Garrett,PG,25,UTA,71,0,1048,101,265,0.381,36,96,0.375,65,169,0.384615384615385,0.449,10,12,0.833,11,86,97,120,41,5,75,75,248,2013-2014,2013
+Marc Gasol,C,29,MEM,59,59,1970,336,711,0.473,2,11,0.181818181818182,334,700,0.477142857142857,0.474,185,241,0.768,84,340,424,215,59,76,111,150,859,2013-2014,2013
+Pau Gasol,C,33,LAL,60,60,1884,425,885,0.48,4,14,0.285714285714286,421,871,0.483352468427095,0.482,187,254,0.736,124,456,580,201,27,92,141,124,1041,2013-2014,2013
+Rudy Gay,SF,27,TOT,73,73,2531,537,1179,0.455,65,197,0.32994923857868,472,982,0.480651731160896,0.483,318,387,0.822,113,324,437,209,95,56,224,171,1457,2013-2014,2013
+Alonzo Gee,SF,26,CLE,65,24,1020,98,236,0.415,19,58,0.327586206896552,79,178,0.443820224719101,0.456,43,61,0.705,35,114,149,47,39,15,44,96,258,2013-2014,2013
+Paul George,SF,23,IND,80,80,2898,577,1362,0.424,182,500,0.364,395,862,0.458236658932715,0.49,401,464,0.864,64,478,542,283,151,22,224,198,1737,2013-2014,2013
+Taj Gibson,PF,28,CHI,82,8,2351,429,896,0.479,0,7,0,429,889,0.482564679415073,0.479,211,281,0.751,200,358,558,91,41,112,150,207,1069,2013-2014,2013
+Manu Ginobili,SG,36,SAS,68,3,1550,294,627,0.469,90,258,0.348837209302326,204,369,0.552845528455285,0.541,160,188,0.851,30,172,202,293,70,17,139,128,838,2013-2014,2013
+Rudy Gobert,C,21,UTA,45,0,434,36,74,0.486,0,0,NA,36,74,0.486486486486487,0.486,32,65,0.492,51,104,155,7,8,41,32,57,104,2013-2014,2013
+Ryan Gomes,SF,31,OKC,5,0,34,3,8,0.375,0,2,0,3,6,0.5,0.375,0,0,NA,0,4,4,1,0,0,1,5,6,2013-2014,2013
+Drew Gooden,C,32,WAS,22,0,395,76,143,0.531,7,17,0.411764705882353,69,126,0.547619047619048,0.556,24,27,0.889,37,77,114,15,10,7,17,53,183,2013-2014,2013
+Archie Goodwin,SG,19,PHO,52,0,533,76,167,0.455,5,36,0.138888888888889,71,131,0.541984732824427,0.47,37,55,0.673,25,62,87,20,20,11,44,45,194,2013-2014,2013
+Ben Gordon,SG,30,CHA,19,0,279,37,108,0.343,8,29,0.275862068965517,29,79,0.367088607594937,0.38,17,21,0.81,3,24,27,21,10,2,21,18,99,2013-2014,2013
+Eric Gordon,SG,25,NOP,64,64,2057,356,817,0.436,101,258,0.391472868217054,255,559,0.456171735241503,0.498,175,223,0.785,30,135,165,208,74,12,134,114,988,2013-2014,2013
+Marcin Gortat,C,29,WAS,81,80,2655,455,840,0.542,1,1,1,454,839,0.541120381406436,0.542,157,229,0.686,202,565,767,138,41,121,126,201,1068,2013-2014,2013
+Danny Granger,SF,30,TOT,41,2,847,116,307,0.378,43,128,0.3359375,73,179,0.407821229050279,0.448,63,67,0.94,31,102,133,41,12,17,46,62,338,2013-2014,2013
+Aaron Gray,C,29,TOT,37,6,355,27,61,0.443,0,1,0,27,60,0.45,0.443,11,20,0.55,42,69,111,22,10,8,31,64,65,2013-2014,2013
+Danny Green,SG,26,SAS,68,59,1651,218,505,0.432,132,318,0.415094339622642,86,187,0.459893048128342,0.562,50,63,0.794,25,204,229,104,65,61,76,107,618,2013-2014,2013
+Draymond Green,SF,23,GSW,82,12,1797,187,459,0.407,55,165,0.333333333333333,132,294,0.448979591836735,0.467,82,123,0.667,86,323,409,152,102,72,91,231,511,2013-2014,2013
+Gerald Green,SG,28,PHO,82,48,2330,448,1006,0.445,204,510,0.4,244,496,0.491935483870968,0.547,195,230,0.848,48,227,275,122,70,42,145,220,1295,2013-2014,2013
+Jeff Green,SF,27,BOS,82,82,2805,482,1171,0.412,135,396,0.340909090909091,347,775,0.447741935483871,0.469,283,356,0.795,54,326,380,138,57,47,165,180,1382,2013-2014,2013
+Willie Green,SG,32,LAC,55,9,869,102,271,0.376,41,121,0.338842975206612,61,150,0.406666666666667,0.452,28,34,0.824,12,66,78,50,22,11,34,96,273,2013-2014,2013
+Blake Griffin,PF,24,LAC,80,80,2863,718,1359,0.528,12,44,0.272727272727273,706,1315,0.536882129277567,0.533,482,674,0.715,192,565,757,309,92,51,224,265,1930,2013-2014,2013
+Jorge Gutierrez,PG,25,BRK,15,2,244,25,54,0.463,3,12,0.25,22,42,0.523809523809524,0.491,9,12,0.75,3,19,22,30,10,1,14,37,62,2013-2014,2013
+Jordan Hamilton,SF,23,TOT,60,12,1019,147,376,0.391,70,198,0.353535353535354,77,178,0.432584269662921,0.484,40,51,0.784,32,162,194,52,44,20,46,67,404,2013-2014,2013
+Justin Hamilton,C,23,TOT,8,0,72,9,20,0.45,3,9,0.333333333333333,6,11,0.545454545454545,0.525,5,5,1,4,3,7,0,5,0,4,8,26,2013-2014,2013
+Tyler Hansbrough,PF,28,TOR,64,4,978,93,196,0.474,0,2,0,93,194,0.479381443298969,0.474,126,185,0.681,120,167,287,17,28,19,47,132,312,2013-2014,2013
+Tim Hardaway,SG,21,NYK,81,1,1875,294,687,0.428,130,358,0.363128491620112,164,329,0.498480243161094,0.523,106,128,0.828,19,102,121,66,44,7,47,144,824,2013-2014,2013
+James Harden,SG,24,HOU,73,73,2777,549,1205,0.456,177,483,0.366459627329193,372,722,0.515235457063712,0.529,576,665,0.866,61,283,344,446,115,29,265,177,1851,2013-2014,2013
+Maurice Harkless,SF,20,ORL,80,41,1950,224,483,0.464,59,154,0.383116883116883,165,329,0.501519756838906,0.525,85,143,0.594,69,195,264,80,97,50,86,140,592,2013-2014,2013
+Josh Harrellson,C,24,DET,32,0,317,38,82,0.463,12,31,0.387096774193548,26,51,0.509803921568627,0.537,5,7,0.714,30,46,76,15,6,15,10,44,93,2013-2014,2013
+Al Harrington,PF,33,WAS,34,0,511,82,207,0.396,34,100,0.34,48,107,0.448598130841121,0.478,27,35,0.771,15,65,80,28,14,0,34,72,225,2013-2014,2013
+Devin Harris,PG,30,DAL,40,0,818,96,254,0.378,31,101,0.306930693069307,65,153,0.42483660130719,0.439,92,115,0.8,8,77,85,178,28,2,59,72,315,2013-2014,2013
+Elias Harris,SF,24,LAL,2,0,11,0,1,0,0,0,NA,0,1,0,0,0,0,NA,1,0,1,1,1,0,0,0,0,2013-2014,2013
+Manny Harris,SG,24,LAL,9,0,180,28,70,0.4,7,20,0.35,21,50,0.42,0.45,10,12,0.833,7,27,34,11,4,1,9,10,73,2013-2014,2013
+Mike Harris,PF,30,UTA,20,0,225,29,61,0.475,0,2,0,29,59,0.491525423728814,0.475,26,27,0.963,15,18,33,5,16,7,11,36,84,2013-2014,2013
+Tobias Harris,PF,21,ORL,61,36,1850,332,716,0.464,32,126,0.253968253968254,300,590,0.508474576271186,0.486,197,244,0.807,88,336,424,82,41,24,78,143,893,2013-2014,2013
+Udonis Haslem,PF,33,MIA,46,18,653,74,146,0.507,0,0,NA,74,146,0.506849315068493,0.507,25,44,0.568,42,133,175,13,11,15,24,79,173,2013-2014,2013
+Spencer Hawes,C,25,TOT,80,78,2470,403,883,0.456,128,308,0.415584415584416,275,575,0.478260869565217,0.529,119,152,0.783,131,529,660,240,44,94,173,237,1053,2013-2014,2013
+Chuck Hayes,C,30,TOT,61,1,754,56,130,0.431,0,1,0,56,129,0.434108527131783,0.431,20,25,0.8,69,141,210,35,34,12,33,95,132,2013-2014,2013
+Gordon Hayward,SF,23,UTA,77,77,2800,426,1032,0.413,85,280,0.303571428571429,341,752,0.453457446808511,0.454,311,381,0.816,62,329,391,400,110,40,212,155,1248,2013-2014,2013
+Gerald Henderson,SG,26,CHA,77,77,2461,403,930,0.433,40,115,0.347826086956522,363,815,0.445398773006135,0.455,235,309,0.761,31,279,310,199,51,32,113,159,1081,2013-2014,2013
+Xavier Henry,SF,22,LAL,43,5,908,144,345,0.417,28,81,0.345679012345679,116,264,0.439393939393939,0.458,116,177,0.655,25,89,114,51,44,7,57,79,432,2013-2014,2013
+John Henson,PF,23,MIL,70,23,1856,344,639,0.538,0,1,0,344,638,0.539184952978056,0.538,91,177,0.514,171,326,497,113,41,116,114,185,779,2013-2014,2013
+Roy Hibbert,C,27,IND,81,81,2409,331,754,0.439,2,5,0.4,329,749,0.439252336448598,0.44,207,269,0.77,202,336,538,91,29,182,148,269,871,2013-2014,2013
+J.J. Hickson,PF,25,DEN,69,52,1859,332,654,0.508,0,8,0,332,646,0.513931888544892,0.508,150,290,0.517,206,426,632,96,47,51,128,177,814,2013-2014,2013
+Nene Hilario,PF,31,WAS,53,37,1560,299,594,0.503,1,5,0.2,298,589,0.505942275042445,0.504,155,266,0.583,65,229,294,153,64,47,117,164,754,2013-2014,2013
+George Hill,PG,27,IND,76,76,2434,272,616,0.442,95,260,0.365384615384615,177,356,0.497191011235955,0.519,142,176,0.807,53,230,283,265,75,23,92,158,781,2013-2014,2013
+Jordan Hill,PF,26,LAL,72,32,1500,286,521,0.549,0,1,0,286,520,0.55,0.549,124,181,0.685,194,341,535,54,29,64,75,172,696,2013-2014,2013
+Solomon Hill,SF,22,IND,28,0,226,17,40,0.425,7,23,0.304347826086957,10,17,0.588235294117647,0.513,6,7,0.857,9,32,41,12,5,2,13,19,47,2013-2014,2013
+Kirk Hinrich,PG,33,CHI,73,61,2116,243,619,0.393,85,242,0.351239669421488,158,377,0.419098143236074,0.461,95,125,0.76,31,161,192,286,80,26,120,203,666,2013-2014,2013
+Jrue Holiday,PG,23,NOP,34,34,1143,203,454,0.447,30,77,0.38961038961039,173,377,0.458885941644562,0.48,51,63,0.81,28,114,142,268,56,12,105,92,487,2013-2014,2013
+Ryan Hollins,PF,29,LAC,61,0,482,53,72,0.736,0,0,NA,53,72,0.736111111111111,0.736,35,56,0.625,31,59,90,8,9,31,29,87,141,2013-2014,2013
+Scotty Hopson,SG,24,CLE,2,0,7,0,4,0,0,2,0,0,2,0,0,1,2,0.5,0,0,0,1,1,0,0,0,1,2013-2014,2013
+Al Horford,C,27,ATL,29,29,958,238,420,0.567,4,11,0.363636363636364,234,409,0.572127139364303,0.571,58,85,0.682,66,178,244,76,27,44,64,56,538,2013-2014,2013
+Dwight Howard,C,28,HOU,71,71,2396,473,800,0.591,2,7,0.285714285714286,471,793,0.593947036569987,0.593,349,638,0.547,231,635,866,131,60,128,229,240,1297,2013-2014,2013
+Robbie Hummel,SF,24,MIN,53,5,655,67,177,0.379,32,89,0.359550561797753,35,88,0.397727272727273,0.469,15,16,0.938,35,97,132,23,16,2,10,57,181,2013-2014,2013
+Kris Humphries,PF,28,BOS,69,30,1376,231,461,0.501,0,2,0,231,459,0.503267973856209,0.501,117,144,0.813,127,282,409,67,31,61,64,136,579,2013-2014,2013
+Serge Ibaka,PF,24,OKC,81,81,2666,524,978,0.536,23,60,0.383333333333333,501,918,0.545751633986928,0.548,156,199,0.784,224,485,709,85,39,219,123,233,1227,2013-2014,2013
+Andre Iguodala,SF,30,GSW,63,63,2040,220,458,0.48,62,175,0.354285714285714,158,283,0.558303886925795,0.548,86,132,0.652,53,240,293,263,95,18,100,103,588,2013-2014,2013
+Ersan Ilyasova,PF,26,MIL,55,47,1478,237,579,0.409,37,131,0.282442748091603,200,448,0.446428571428571,0.441,107,130,0.823,107,235,342,72,46,8,61,135,618,2013-2014,2013
+Kyrie Irving,PG,21,CLE,71,71,2496,532,1237,0.43,123,344,0.357558139534884,409,893,0.458006718924972,0.48,291,338,0.861,52,207,259,433,108,23,190,163,1478,2013-2014,2013
+Royal Ivey,SG,32,OKC,2,0,5,0,2,0,0,1,0,0,1,0,0,0,0,NA,0,1,1,0,0,0,0,1,0,2013-2014,2013
+Jarrett Jack,PG,30,CLE,80,31,2252,286,698,0.41,63,185,0.340540540540541,223,513,0.434697855750487,0.455,125,149,0.839,22,201,223,324,56,22,133,133,760,2013-2014,2013
+Reggie Jackson,PG,23,OKC,80,36,2277,403,916,0.44,83,245,0.338775510204082,320,671,0.476900149031297,0.485,158,177,0.893,43,270,313,331,85,9,168,142,1047,2013-2014,2013
+Stephen Jackson,SF,35,LAC,9,0,107,6,26,0.231,1,14,0.0714285714285714,5,12,0.416666666666667,0.25,2,4,0.5,2,8,10,5,6,1,6,11,15,2013-2014,2013
+Bernard James,C,28,DAL,30,0,146,11,23,0.478,0,1,0,11,22,0.5,0.478,6,11,0.545,15,27,42,3,3,8,10,24,28,2013-2014,2013
+Damion James,G,26,SAS,5,1,50,2,9,0.222,0,2,0,2,7,0.285714285714286,0.222,2,2,1,1,11,12,3,0,1,1,3,6,2013-2014,2013
+LeBron James,PF,29,MIA,77,77,2902,767,1353,0.567,116,306,0.379084967320261,651,1047,0.621776504297994,0.61,439,585,0.75,81,452,533,488,121,26,270,126,2089,2013-2014,2013
+Mike James,PG,38,CHI,11,0,77,5,21,0.238,1,5,0.2,4,16,0.25,0.262,0,2,0,0,7,7,17,2,0,5,11,11,2013-2014,2013
+Antawn Jamison,PF,37,LAC,22,0,248,29,92,0.315,8,41,0.195121951219512,21,51,0.411764705882353,0.359,18,25,0.72,9,46,55,7,9,3,7,29,84,2013-2014,2013
+Othyus Jeffers,SG,28,TOT,6,1,47,3,6,0.5,0,2,0,3,4,0.75,0.5,3,4,0.75,1,8,9,1,0,0,1,3,9,2013-2014,2013
+Al Jefferson,C,29,CHA,73,73,2553,700,1376,0.509,3,15,0.2,697,1361,0.512123438648053,0.51,191,277,0.69,156,636,792,155,67,79,124,176,1594,2013-2014,2013
+Richard Jefferson,SF,33,UTA,82,78,2213,294,654,0.45,123,301,0.408637873754153,171,353,0.484419263456091,0.544,120,162,0.741,18,201,219,130,56,14,94,168,831,2013-2014,2013
+John Jenkins,SG,22,ATL,13,0,158,16,42,0.381,4,18,0.222222222222222,12,24,0.5,0.429,4,4,1,3,19,22,11,1,1,11,11,40,2013-2014,2013
+Brandon Jennings,PG,24,DET,80,79,2728,423,1135,0.373,154,457,0.336980306345733,269,678,0.396755162241888,0.441,241,321,0.751,59,185,244,609,101,8,215,157,1241,2013-2014,2013
+Jonas Jerebko,PF,26,DET,64,0,741,98,208,0.471,31,74,0.418918918918919,67,134,0.5,0.546,43,59,0.729,51,124,175,39,21,6,43,85,270,2013-2014,2013
+Amir Johnson,PF,26,TOR,77,72,2214,344,612,0.562,20,66,0.303030303030303,324,546,0.593406593406593,0.578,91,143,0.636,172,333,505,115,56,88,123,271,799,2013-2014,2013
+Chris Johnson,SF,23,BOS,40,0,789,85,214,0.397,43,127,0.338582677165354,42,87,0.482758620689655,0.498,37,43,0.86,31,66,97,31,27,4,22,63,250,2013-2014,2013
+James Johnson,SF,26,MEM,52,4,956,143,308,0.464,22,87,0.252873563218391,121,221,0.547511312217195,0.5,76,90,0.844,60,106,166,111,42,57,66,102,384,2013-2014,2013
+Joe Johnson,SG,32,BRK,79,79,2575,462,1018,0.454,162,404,0.400990099009901,300,614,0.488599348534202,0.533,159,195,0.815,48,222,270,216,47,10,120,129,1245,2013-2014,2013
+Orlando Johnson,SG,24,TOT,45,0,392,36,113,0.319,9,47,0.191489361702128,27,66,0.409090909090909,0.358,19,26,0.731,9,46,55,20,6,2,15,26,100,2013-2014,2013
+Wesley Johnson,SF,26,LAL,79,62,2240,277,651,0.425,100,271,0.3690036900369,177,380,0.465789473684211,0.502,61,77,0.792,70,278,348,124,86,77,90,207,715,2013-2014,2013
+Darius Johnson-Odom,SG,24,PHI,3,0,15,0,7,0,0,3,0,0,4,0,0,0,2,0,0,2,2,1,1,0,2,3,0,2013-2014,2013
+James Jones,SF,33,MIA,20,6,236,31,68,0.456,28,54,0.518518518518518,3,14,0.214285714285714,0.662,7,11,0.636,2,21,23,9,3,4,4,6,97,2013-2014,2013
+Perry Jones,PF,22,OKC,62,7,764,83,181,0.459,22,61,0.360655737704918,61,120,0.508333333333333,0.519,28,42,0.667,28,86,114,26,14,19,21,62,216,2013-2014,2013
+Solomon Jones,PF,29,ORL,11,0,85,6,17,0.353,0,0,NA,6,17,0.352941176470588,0.353,2,4,0.5,8,8,16,2,2,2,2,12,14,2013-2014,2013
+Terrence Jones,PF,22,HOU,76,71,2078,386,712,0.542,31,101,0.306930693069307,355,611,0.5810147299509,0.564,118,195,0.605,162,366,528,87,53,99,71,139,921,2013-2014,2013
+DeAndre Jordan,C,25,LAC,82,82,2870,348,515,0.676,0,0,NA,348,515,0.675728155339806,0.676,160,374,0.428,331,783,1114,74,80,203,123,264,856,2013-2014,2013
+Cory Joseph,SG,22,SAS,68,19,936,126,265,0.475,12,38,0.315789473684211,114,227,0.502202643171806,0.498,79,96,0.823,32,75,107,114,35,14,43,84,343,2013-2014,2013
+Chris Kaman,C,31,LAL,39,13,736,176,346,0.509,0,3,0,176,343,0.513119533527697,0.509,52,68,0.765,54,175,229,58,11,40,74,93,404,2013-2014,2013
+Enes Kanter,C,21,UTA,80,37,2138,419,853,0.491,0,1,0,419,852,0.491784037558685,0.491,149,204,0.73,222,376,598,75,28,42,144,230,987,2013-2014,2013
+Sergey Karasev,SF,20,CLE,22,1,156,12,35,0.343,4,19,0.210526315789474,8,16,0.5,0.4,9,10,0.9,0,16,16,6,3,1,11,22,37,2013-2014,2013
+Ryan Kelly,PF,22,LAL,59,25,1312,157,371,0.423,48,142,0.338028169014085,109,229,0.475982532751092,0.488,110,135,0.815,42,177,219,95,32,45,47,147,472,2013-2014,2013
+Michael Kidd-Gilchrist,SF,20,CHA,62,62,1502,167,353,0.473,1,9,0.111111111111111,166,344,0.482558139534884,0.475,113,184,0.614,109,215,324,52,43,39,60,145,448,2013-2014,2013
+Andrei Kirilenko,PF,32,BRK,45,4,857,82,160,0.513,1,5,0.2,81,155,0.52258064516129,0.516,61,119,0.513,55,91,146,72,40,19,54,65,226,2013-2014,2013
+Brandon Knight,PG,22,MIL,72,69,2400,461,1092,0.422,110,338,0.325443786982249,351,754,0.46551724137931,0.473,259,323,0.802,46,209,255,352,69,17,188,146,1291,2013-2014,2013
+Kyle Korver,SG,32,ATL,71,71,2408,289,609,0.475,185,392,0.471938775510204,104,217,0.47926267281106,0.626,87,94,0.926,22,260,282,208,70,24,102,147,850,2013-2014,2013
+Kosta Koufos,C,24,MEM,80,22,1349,227,459,0.495,0,0,NA,227,459,0.494553376906318,0.495,60,93,0.645,160,258,418,39,32,71,67,182,514,2013-2014,2013
+Viacheslav Kravtsov,C,26,PHO,20,0,59,8,15,0.533,0,0,NA,8,15,0.533333333333333,0.533,4,8,0.5,9,8,17,1,0,1,6,7,20,2013-2014,2013
+Ognjen Kuzmic,C,23,GSW,21,0,92,5,13,0.385,0,0,NA,5,13,0.384615384615385,0.385,5,11,0.455,10,11,21,2,3,4,10,17,15,2013-2014,2013
+Doron Lamb,SG,22,ORL,53,0,695,63,160,0.394,36,90,0.4,27,70,0.385714285714286,0.506,29,36,0.806,8,41,49,43,11,1,27,54,191,2013-2014,2013
+Jeremy Lamb,SG,21,OKC,78,0,1538,263,609,0.432,88,247,0.356275303643725,175,362,0.483425414364641,0.504,51,64,0.797,27,162,189,115,56,26,61,143,665,2013-2014,2013
+Carl Landry,PF,30,SAC,18,1,233,31,60,0.517,0,0,NA,31,60,0.516666666666667,0.517,14,17,0.824,15,42,57,5,3,1,9,34,76,2013-2014,2013
+Shane Larkin,PG,21,DAL,48,0,489,52,137,0.38,12,38,0.315789473684211,40,99,0.404040404040404,0.423,16,25,0.64,11,31,42,71,26,1,39,46,132,2013-2014,2013
+Ty Lawson,PG,26,DEN,62,61,2222,347,806,0.431,72,202,0.356435643564356,275,604,0.455298013245033,0.475,324,406,0.798,40,175,215,543,100,10,200,113,1090,2013-2014,2013
+Ricky Ledo,SG,21,DAL,11,0,33,6,17,0.353,3,8,0.375,3,9,0.333333333333333,0.441,4,4,1,0,2,2,2,1,0,2,2,19,2013-2014,2013
+Courtney Lee,SG,28,TOT,79,47,1973,295,614,0.48,72,194,0.371134020618557,223,420,0.530952380952381,0.539,99,112,0.884,29,158,187,115,65,28,73,127,761,2013-2014,2013
+David Lee,PF,30,GSW,69,67,2288,513,981,0.523,0,1,0,513,980,0.523469387755102,0.523,231,296,0.78,182,461,643,147,48,26,152,206,1257,2013-2014,2013
+Alex Len,C,20,PHO,42,3,362,33,78,0.423,0,0,NA,33,78,0.423076923076923,0.423,20,31,0.645,39,60,99,4,4,18,26,68,86,2013-2014,2013
+Kawhi Leonard,SF,22,SAS,66,65,1923,337,645,0.522,69,182,0.379120879120879,268,463,0.578833693304536,0.576,101,126,0.802,76,336,412,133,114,50,80,127,844,2013-2014,2013
+Meyers Leonard,C,21,POR,40,0,355,41,91,0.451,0,6,0,41,85,0.482352941176471,0.451,16,21,0.762,26,85,111,18,7,5,15,76,98,2013-2014,2013
+Jon Leuer,PF,24,MEM,49,0,642,121,246,0.492,23,49,0.469387755102041,98,197,0.49746192893401,0.539,37,47,0.787,37,121,158,20,18,13,27,63,302,2013-2014,2013
+Rashard Lewis,SF,34,MIA,60,6,971,98,236,0.415,46,134,0.343283582089552,52,102,0.509803921568627,0.513,26,33,0.788,24,86,110,57,53,8,35,90,268,2013-2014,2013
+DeAndre Liggins,SG,25,MIA,1,0,1,1,1,1,0,0,NA,1,1,1,1,0,0,NA,1,0,1,0,0,0,0,0,2,2013-2014,2013
+Damian Lillard,PG,23,POR,82,82,2937,553,1304,0.424,218,554,0.393501805054152,335,750,0.446666666666667,0.508,371,426,0.871,35,253,288,457,64,22,193,197,1695,2013-2014,2013
+Jeremy Lin,PG,25,HOU,71,33,2054,295,662,0.446,82,229,0.358078602620087,213,433,0.491916859122402,0.508,218,265,0.823,34,153,187,294,68,27,176,166,890,2013-2014,2013
+Shaun Livingston,PG,28,BRK,76,54,1974,235,487,0.483,1,6,0.166666666666667,234,481,0.486486486486487,0.484,158,191,0.827,67,179,246,245,93,31,105,172,629,2013-2014,2013
+Brook Lopez,C,25,BRK,17,17,533,129,229,0.563,0,1,0,129,228,0.565789473684211,0.563,94,115,0.817,39,63,102,16,9,30,28,52,352,2013-2014,2013
+Robin Lopez,C,25,POR,82,82,2603,355,644,0.551,0,1,0,355,643,0.552099533437014,0.551,198,242,0.818,326,374,700,73,25,139,84,196,908,2013-2014,2013
+Kevin Love,PF,25,MIN,77,77,2797,650,1421,0.457,190,505,0.376237623762376,460,916,0.502183406113537,0.524,520,633,0.821,224,739,963,341,59,35,196,136,2010,2013-2014,2013
+Kyle Lowry,PG,27,TOR,79,79,2862,457,1080,0.423,190,500,0.38,267,580,0.460344827586207,0.511,313,385,0.813,88,281,369,586,121,15,194,267,1417,2013-2014,2013
+John Lucas,PG,31,UTA,42,6,591,62,190,0.326,25,84,0.297619047619048,37,106,0.349056603773585,0.392,10,16,0.625,12,27,39,42,14,0,22,41,159,2013-2014,2013
+Shelvin Mack,PG,23,ATL,73,11,1490,209,501,0.417,62,184,0.33695652173913,147,317,0.463722397476341,0.479,64,74,0.865,21,139,160,271,50,2,89,100,544,2013-2014,2013
+Ian Mahinmi,C,27,IND,77,1,1248,91,189,0.481,0,1,0,91,188,0.484042553191489,0.481,90,145,0.621,107,150,257,24,41,72,58,207,272,2013-2014,2013
+Shawn Marion,SF,35,DAL,76,76,2409,341,708,0.482,58,162,0.358024691358025,283,546,0.518315018315018,0.523,51,65,0.785,132,365,497,124,90,37,95,125,791,2013-2014,2013
+Kendall Marshall,PG,22,LAL,54,45,1564,170,419,0.406,71,178,0.398876404494382,99,241,0.410788381742739,0.49,19,36,0.528,15,140,155,477,48,4,150,76,430,2013-2014,2013
+Cartier Martin,SF,29,TOT,59,6,870,111,264,0.42,59,151,0.390728476821192,52,113,0.460176991150442,0.532,48,65,0.738,13,97,110,33,27,7,34,71,329,2013-2014,2013
+Kenyon Martin,PF,36,NYK,32,15,633,63,123,0.512,0,1,0,63,122,0.516393442622951,0.512,11,19,0.579,36,98,134,50,25,27,26,85,137,2013-2014,2013
+Kevin Martin,SG,30,MIN,68,68,2177,440,1023,0.43,115,297,0.387205387205387,325,726,0.447658402203857,0.486,303,340,0.891,34,169,203,121,66,6,106,123,1298,2013-2014,2013
+Roger Mason,SG,33,MIA,25,2,260,25,67,0.373,17,48,0.354166666666667,8,19,0.421052631578947,0.5,7,7,1,1,21,22,19,6,1,9,26,74,2013-2014,2013
+Wesley Matthews,SG,27,POR,82,82,2780,445,1009,0.441,201,511,0.393346379647749,244,498,0.48995983935743,0.541,252,301,0.837,51,238,289,197,76,14,110,176,1343,2013-2014,2013
+Jason Maxiell,PF,30,ORL,34,13,488,47,105,0.448,0,0,NA,47,105,0.447619047619048,0.448,15,31,0.484,28,58,86,9,8,20,14,47,109,2013-2014,2013
+Eric Maynor,PG,26,TOT,31,0,327,32,101,0.317,12,37,0.324324324324324,20,64,0.3125,0.376,6,11,0.545,9,30,39,52,9,3,29,17,82,2013-2014,2013
+O.J. Mayo,SG,26,MIL,52,23,1346,224,550,0.407,84,227,0.370044052863436,140,323,0.43343653250774,0.484,76,88,0.864,24,100,124,113,28,13,95,111,608,2013-2014,2013
+Luc Mbah a Moute,PF,27,TOT,64,7,1003,87,193,0.451,4,17,0.235294117647059,83,176,0.471590909090909,0.461,46,67,0.687,56,90,146,36,30,14,40,68,224,2013-2014,2013
+Ray McCallum,PG,22,SAC,45,10,897,113,300,0.377,22,59,0.372881355932203,91,241,0.377593360995851,0.413,32,43,0.744,18,61,79,120,22,9,39,69,280,2013-2014,2013
+C.J. McCollum,SG,22,POR,38,0,476,74,178,0.416,30,80,0.375,44,98,0.448979591836735,0.5,23,34,0.676,7,41,48,27,14,2,35,53,201,2013-2014,2013
+JaVale McGee,C,26,DEN,5,5,79,17,38,0.447,0,0,NA,17,38,0.447368421052632,0.447,1,1,1,10,7,17,2,1,7,8,16,35,2013-2014,2013
+Ben McLemore,SG,20,SAC,82,55,2187,255,679,0.376,95,297,0.31986531986532,160,382,0.418848167539267,0.446,115,143,0.804,53,182,235,82,45,18,96,201,720,2013-2014,2013
+Josh McRoberts,PF,26,CHA,78,78,2360,247,566,0.436,105,291,0.360824742268041,142,275,0.516363636363636,0.529,62,85,0.729,85,288,373,333,58,46,83,189,661,2013-2014,2013
+Jodie Meeks,SG,26,LAL,77,70,2556,413,892,0.463,162,404,0.400990099009901,251,488,0.514344262295082,0.554,221,258,0.857,30,164,194,138,111,4,111,119,1209,2013-2014,2013
+Gal Mekel,PG,25,DAL,31,1,292,30,86,0.349,5,20,0.25,25,66,0.378787878787879,0.378,8,12,0.667,5,22,27,63,4,1,31,31,73,2013-2014,2013
+Khris Middleton,SF,22,MIL,82,64,2460,376,854,0.44,120,290,0.413793103448276,256,564,0.453900709219858,0.511,118,137,0.861,60,250,310,169,83,20,123,243,990,2013-2014,2013
+C.J. Miles,SG,26,CLE,51,34,984,178,409,0.435,83,211,0.393364928909953,95,198,0.47979797979798,0.537,64,75,0.853,18,85,103,52,46,15,44,103,503,2013-2014,2013
+Andre Miller,SG,37,TOT,58,2,982,106,231,0.459,11,21,0.523809523809524,95,210,0.452380952380952,0.483,60,77,0.779,28,102,130,197,34,9,61,75,283,2013-2014,2013
+Darius Miller,SF,23,NOP,45,7,723,73,166,0.44,25,77,0.324675324675325,48,89,0.539325842696629,0.515,29,36,0.806,9,43,52,43,24,9,22,88,200,2013-2014,2013
+Mike Miller,SF,33,MEM,82,4,1707,213,443,0.481,107,233,0.459227467811159,106,210,0.504761904761905,0.602,46,56,0.821,30,177,207,130,26,5,77,95,579,2013-2014,2013
+Quincy Miller,SF,21,DEN,52,16,789,94,256,0.367,30,94,0.319148936170213,64,162,0.395061728395062,0.426,39,55,0.709,36,111,147,26,22,32,48,70,257,2013-2014,2013
+Patrick Mills,PG,25,SAS,81,2,1527,309,666,0.464,135,318,0.424528301886792,174,348,0.5,0.565,73,82,0.89,34,135,169,149,68,9,63,114,826,2013-2014,2013
+Paul Millsap,PF,28,ATL,74,73,2482,483,1047,0.461,76,212,0.358490566037736,407,835,0.487425149700599,0.498,286,391,0.731,154,473,627,232,129,78,185,210,1328,2013-2014,2013
+Tony Mitchell,PF,21,DET,21,0,79,5,12,0.417,1,1,1,4,11,0.363636363636364,0.458,11,19,0.579,15,11,26,2,6,3,4,9,22,2013-2014,2013
+Nazr Mohammed,C,36,CHI,80,1,562,54,126,0.429,0,0,NA,54,126,0.428571428571429,0.429,16,30,0.533,66,109,175,20,14,30,37,77,124,2013-2014,2013
+Greg Monroe,PF,23,DET,82,82,2690,504,1015,0.497,0,1,0,504,1014,0.497041420118343,0.497,241,367,0.657,256,504,760,171,91,47,166,205,1249,2013-2014,2013
+E'Twaun Moore,SG,24,ORL,79,3,1506,195,456,0.428,57,161,0.354037267080745,138,295,0.467796610169492,0.49,52,68,0.765,29,107,136,112,60,13,55,106,499,2013-2014,2013
+Darius Morris,PG,23,TOT,27,0,313,39,96,0.406,12,38,0.315789473684211,27,58,0.46551724137931,0.469,17,26,0.654,7,19,26,44,13,0,27,33,107,2013-2014,2013
+Marcus Morris,SF,24,PHO,82,1,1800,288,651,0.442,99,260,0.380769230769231,189,391,0.483375959079284,0.518,121,159,0.761,84,235,319,88,72,18,95,157,796,2013-2014,2013
+Markieff Morris,PF,24,PHO,81,0,2153,411,845,0.486,34,108,0.314814814814815,377,737,0.511533242876526,0.507,259,327,0.792,139,346,485,144,68,51,147,232,1115,2013-2014,2013
+Anthony Morrow,SG,28,NOP,76,9,1426,238,520,0.458,88,195,0.451282051282051,150,325,0.461538461538462,0.542,72,87,0.828,29,111,140,59,38,12,51,102,636,2013-2014,2013
+Donatas Motiejunas,PF,23,HOU,62,3,952,131,296,0.443,21,84,0.25,110,212,0.518867924528302,0.478,58,96,0.604,60,165,225,34,20,21,49,132,341,2013-2014,2013
+Arnett Moultrie,PF,23,PHI,12,2,187,16,38,0.421,0,0,NA,16,38,0.421052631578947,0.421,4,5,0.8,11,24,35,2,8,4,7,22,36,2013-2014,2013
+Timofey Mozgov,C,27,DEN,82,30,1770,285,545,0.523,4,24,0.166666666666667,281,521,0.539347408829175,0.527,196,260,0.754,171,357,528,62,27,100,122,213,770,2013-2014,2013
+Shabazz Muhammad,SG,21,MIN,37,0,290,57,124,0.46,3,11,0.272727272727273,54,113,0.47787610619469,0.472,26,40,0.65,24,29,53,6,8,1,16,24,143,2013-2014,2013
+Byron Mullens,C,24,TOT,45,0,414,73,165,0.442,33,89,0.370786516853933,40,76,0.526315789473684,0.542,10,20,0.5,24,68,92,14,15,11,27,64,189,2013-2014,2013
+Erik Murphy,C,23,CHI,24,0,62,3,13,0.231,0,3,0,3,10,0.3,0.231,0,0,NA,2,6,8,2,0,4,2,7,6,2013-2014,2013
+Toure' Murry,PG,24,NYK,51,0,373,56,129,0.434,5,12,0.416666666666667,51,117,0.435897435897436,0.453,23,39,0.59,13,31,44,49,19,1,34,46,140,2013-2014,2013
+Mike Muscala,C,22,ATL,20,0,215,31,73,0.425,0,3,0,31,70,0.442857142857143,0.425,14,14,1,17,35,52,7,3,10,12,29,76,2013-2014,2013
+Hamady N'Diaye,C,27,SAC,14,0,74,3,9,0.333,0,0,NA,3,9,0.333333333333333,0.333,0,1,0,5,13,18,3,0,4,3,15,6,2013-2014,2013
+Steve Nash,PG,39,LAL,15,10,313,36,94,0.383,8,24,0.333333333333333,28,70,0.4,0.426,22,24,0.917,4,25,29,86,7,2,31,18,102,2013-2014,2013
+Gary Neal,SG,29,TOT,52,3,1114,193,471,0.41,68,180,0.377777777777778,125,291,0.429553264604811,0.482,94,105,0.895,10,80,90,83,18,0,64,65,548,2013-2014,2013
+Nemanja Nedovic,SG,22,GSW,24,0,142,8,39,0.205,3,18,0.166666666666667,5,21,0.238095238095238,0.244,7,8,0.875,3,12,15,13,0,1,13,13,26,2013-2014,2013
+Jameer Nelson,PG,31,ORL,68,68,2179,294,747,0.394,136,391,0.347826086956522,158,356,0.443820224719101,0.485,96,112,0.857,29,202,231,476,52,5,166,146,820,2013-2014,2013
+Andrew Nicholson,PF,24,ORL,76,5,1174,180,420,0.429,28,89,0.314606741573034,152,331,0.459214501510574,0.462,47,57,0.825,53,202,255,25,18,23,51,150,435,2013-2014,2013
+Joakim Noah,C,28,CHI,80,80,2820,380,800,0.475,0,2,0,380,798,0.476190476190476,0.475,247,335,0.737,282,618,900,431,99,121,194,245,1007,2013-2014,2013
+Steve Novak,PF,30,TOR,54,1,540,60,146,0.411,52,122,0.426229508196721,8,24,0.333333333333333,0.589,6,6,1,8,50,58,13,12,4,5,44,178,2013-2014,2013
+Dirk Nowitzki,PF,35,DAL,80,80,2628,633,1273,0.497,131,329,0.398176291793313,502,944,0.531779661016949,0.549,338,376,0.899,40,458,498,216,73,45,117,165,1735,2013-2014,2013
+James Nunnally,SF,23,TOT,13,0,165,15,46,0.326,8,25,0.32,7,21,0.333333333333333,0.413,6,9,0.667,1,18,19,8,6,2,7,11,44,2013-2014,2013
+Jermaine O'Neal,PF,35,GSW,44,13,883,125,248,0.504,0,0,NA,125,248,0.504032258064516,0.504,99,132,0.75,85,157,242,25,14,40,52,102,349,2013-2014,2013
+Kyle O'Quinn,C,23,ORL,69,19,1188,186,371,0.501,0,3,0,186,368,0.505434782608696,0.501,57,83,0.687,100,264,364,78,39,88,78,165,429,2013-2014,2013
+Greg Oden,C,26,MIA,23,6,212,27,49,0.551,0,0,NA,27,49,0.551020408163265,0.551,13,23,0.565,23,31,54,1,7,13,12,52,67,2013-2014,2013
+Victor Oladipo,PG,21,ORL,80,44,2487,392,936,0.419,74,226,0.327433628318584,318,710,0.447887323943662,0.458,248,318,0.78,43,286,329,327,129,37,256,210,1106,2013-2014,2013
+Kelly Olynyk,C,22,BOS,70,9,1400,234,502,0.466,40,114,0.350877192982456,194,388,0.5,0.506,99,122,0.811,140,225,365,109,35,27,106,227,607,2013-2014,2013
+Arinze Onuaku,PF,26,TOT,5,0,30,1,5,0.2,0,0,NA,1,5,0.2,0.2,1,2,0.5,2,6,8,3,0,0,1,3,3,2013-2014,2013
+Daniel Orton,C,23,PHI,22,4,251,21,47,0.447,0,0,NA,21,47,0.446808510638298,0.447,23,30,0.767,16,45,61,15,6,16,18,38,65,2013-2014,2013
+Travis Outlaw,SF,29,SAC,63,4,1065,130,326,0.399,41,117,0.35042735042735,89,209,0.425837320574163,0.462,42,52,0.808,36,132,168,48,20,19,26,94,343,2013-2014,2013
+Zaza Pachulia,C,29,MIL,53,43,1325,149,349,0.427,0,1,0,149,348,0.42816091954023,0.427,110,130,0.846,141,192,333,136,45,14,92,124,408,2013-2014,2013
+Jannero Pargo,PG,34,CHA,29,0,242,52,118,0.441,24,60,0.4,28,58,0.482758620689655,0.542,8,11,0.727,1,19,20,52,14,1,26,17,136,2013-2014,2013
+Tony Parker,PG,31,SAS,68,68,1997,456,914,0.499,25,67,0.373134328358209,431,847,0.508854781582054,0.513,197,243,0.811,17,138,155,388,36,9,151,86,1134,2013-2014,2013
+Chandler Parsons,SF,25,HOU,74,74,2783,466,987,0.472,130,351,0.37037037037037,336,636,0.528301886792453,0.538,164,221,0.742,69,340,409,298,88,29,144,168,1226,2013-2014,2013
+Patrick Patterson,PF,24,TOT,65,13,1533,225,489,0.46,55,151,0.364238410596026,170,338,0.502958579881657,0.516,50,71,0.704,117,225,342,78,55,37,65,159,555,2013-2014,2013
+Chris Paul,PG,28,LAC,62,62,2171,406,870,0.467,78,212,0.367924528301887,328,658,0.498480243161094,0.511,295,345,0.855,38,230,268,663,154,4,145,157,1185,2013-2014,2013
+Nikola Pekovic,C,28,MIN,54,54,1663,379,701,0.541,0,0,NA,379,701,0.540656205420827,0.541,186,249,0.747,206,262,468,50,30,23,84,129,944,2013-2014,2013
+Kendrick Perkins,C,29,OKC,62,62,1207,87,193,0.451,0,1,0,87,192,0.453125,0.451,37,67,0.552,82,223,305,67,26,32,90,177,211,2013-2014,2013
+Paul Pierce,SF,36,BRK,75,68,2098,321,712,0.451,112,300,0.373333333333333,209,412,0.507281553398058,0.529,256,310,0.826,26,322,348,178,86,31,153,190,1010,2013-2014,2013
+Dexter Pittman,C,25,ATL,2,0,3,0,1,0,0,0,NA,0,1,0,0,0,2,0,3,0,3,0,0,0,0,0,0,2013-2014,2013
+Mason Plumlee,PF,23,BRK,70,22,1275,199,302,0.659,0,3,0,199,299,0.665551839464883,0.659,122,195,0.626,99,209,308,60,49,55,77,171,520,2013-2014,2013
+Miles Plumlee,C,25,PHO,80,79,1964,286,553,0.517,0,0,NA,286,553,0.517179023508137,0.517,74,132,0.561,198,428,626,43,50,90,111,185,646,2013-2014,2013
+Quincy Pondexter,SG,25,MEM,15,2,270,31,79,0.392,11,34,0.323529411764706,20,45,0.444444444444444,0.462,21,26,0.808,10,16,26,20,5,1,15,18,94,2013-2014,2013
+Otto Porter,SF,20,WAS,37,0,319,33,91,0.363,4,21,0.19047619047619,29,70,0.414285714285714,0.385,8,12,0.667,21,36,57,10,8,1,14,26,78,2013-2014,2013
+Josh Powell,F,31,HOU,1,0,19,2,6,0.333,0,0,NA,2,6,0.333333333333333,0.333,0,0,NA,0,5,5,0,0,1,1,1,4,2013-2014,2013
+Phil Pressey,PG,22,BOS,75,11,1132,78,253,0.308,28,106,0.264150943396226,50,147,0.340136054421769,0.364,29,45,0.644,20,85,105,241,68,5,87,97,213,2013-2014,2013
+A.J. Price,SG,27,MIN,28,0,99,19,46,0.413,6,22,0.272727272727273,13,24,0.541666666666667,0.478,0,2,0,1,9,10,13,1,0,7,5,44,2013-2014,2013
+Ronnie Price,SG,30,ORL,31,2,377,28,92,0.304,9,43,0.209302325581395,19,49,0.387755102040816,0.353,9,13,0.692,8,35,43,66,25,2,26,50,74,2013-2014,2013
+Pablo Prigioni,PG,36,NYK,66,27,1283,88,191,0.461,65,140,0.464285714285714,23,51,0.450980392156863,0.631,11,12,0.917,36,93,129,228,67,2,60,132,252,2013-2014,2013
+Tayshaun Prince,SF,33,MEM,76,76,1948,200,492,0.407,20,69,0.289855072463768,180,423,0.425531914893617,0.427,34,60,0.567,32,202,234,119,39,19,41,63,454,2013-2014,2013
+Miroslav Raduljica,C,26,MIL,48,2,465,68,126,0.54,0,0,NA,68,126,0.53968253968254,0.54,45,55,0.818,54,54,108,23,7,13,28,84,181,2013-2014,2013
+Anthony Randolph,PF,24,DEN,43,5,527,68,176,0.386,18,61,0.295081967213115,50,115,0.434782608695652,0.438,52,69,0.754,20,102,122,32,26,19,39,64,206,2013-2014,2013
+Shavlik Randolph,PF,30,PHO,14,0,95,7,14,0.5,0,0,NA,7,14,0.5,0.5,6,11,0.545,7,18,25,1,3,1,5,15,20,2013-2014,2013
+Zach Randolph,PF,32,MEM,79,79,2705,560,1198,0.467,2,20,0.1,558,1178,0.473684210526316,0.468,250,337,0.742,265,530,795,200,54,23,183,210,1372,2013-2014,2013
+J.J. Redick,SG,29,LAC,35,34,987,181,398,0.455,73,185,0.394594594594595,108,213,0.507042253521127,0.546,97,106,0.915,9,65,74,78,28,3,42,65,532,2013-2014,2013
+Glen Rice,SG,23,WAS,11,1,109,11,37,0.297,5,17,0.294117647058824,6,20,0.3,0.365,5,7,0.714,4,16,20,7,6,1,9,7,32,2013-2014,2013
+Luke Ridnour,PG,32,TOT,61,14,1141,126,327,0.385,37,108,0.342592592592593,89,219,0.406392694063927,0.442,17,26,0.654,23,74,97,176,32,8,66,92,306,2013-2014,2013
+Austin Rivers,SG,21,NOP,69,4,1339,192,474,0.405,36,99,0.363636363636364,156,375,0.416,0.443,110,173,0.636,26,103,129,160,45,9,77,134,530,2013-2014,2013
+Andre Roberson,PF,22,OKC,40,16,399,33,68,0.485,2,13,0.153846153846154,31,55,0.563636363636364,0.5,7,10,0.7,36,58,94,15,19,10,19,74,75,2013-2014,2013
+Brian Roberts,PG,28,NOP,72,42,1667,244,581,0.42,64,178,0.359550561797753,180,403,0.446650124069479,0.475,125,133,0.94,17,119,136,234,43,7,95,132,677,2013-2014,2013
+Nate Robinson,PG,29,DEN,44,1,866,164,383,0.428,58,154,0.376623376623377,106,229,0.462882096069869,0.504,71,85,0.835,21,60,81,112,36,4,58,92,457,2013-2014,2013
+Thomas Robinson,PF,22,POR,70,0,873,141,293,0.481,0,1,0,141,292,0.482876712328767,0.481,57,101,0.564,105,202,307,34,23,20,57,131,339,2013-2014,2013
+Rajon Rondo,PG,27,BOS,30,30,998,141,350,0.403,26,90,0.288888888888889,115,260,0.442307692307692,0.44,42,67,0.627,22,142,164,294,40,2,99,65,350,2013-2014,2013
+Derrick Rose,PG,25,CHI,10,10,311,58,164,0.354,16,47,0.340425531914894,42,117,0.358974358974359,0.402,27,32,0.844,9,23,32,43,5,1,34,15,159,2013-2014,2013
+Terrence Ross,SG,22,TOR,81,62,2159,318,751,0.423,161,408,0.394607843137255,157,343,0.457725947521866,0.531,82,98,0.837,43,209,252,79,64,27,88,183,879,2013-2014,2013
+Ricky Rubio,PG,23,MIN,82,82,2638,255,670,0.381,44,133,0.330827067669173,211,537,0.39292364990689,0.413,227,283,0.802,61,281,342,704,191,11,221,218,781,2013-2014,2013
+Brandon Rush,SG,28,UTA,38,0,418,30,90,0.333,16,47,0.340425531914894,14,43,0.325581395348837,0.422,3,5,0.6,5,39,44,24,5,9,20,31,79,2013-2014,2013
+Robert Sacre,C,24,LAL,65,13,1089,143,300,0.477,0,0,NA,143,300,0.476666666666667,0.477,64,94,0.681,82,172,254,51,24,47,44,134,350,2013-2014,2013
+John Salmons,SG,34,TOT,78,8,1726,150,413,0.363,63,163,0.386503067484663,87,250,0.348,0.439,40,52,0.769,20,143,163,147,47,19,54,124,403,2013-2014,2013
+Larry Sanders,C,25,MIL,23,20,584,76,162,0.469,0,1,0,76,161,0.472049689440994,0.469,26,55,0.473,60,105,165,19,18,40,26,74,178,2013-2014,2013
+Dennis Schröder,PG,20,ATL,49,0,641,72,188,0.383,10,42,0.238095238095238,62,146,0.424657534246575,0.41,29,43,0.674,5,55,60,93,17,0,61,54,183,2013-2014,2013
+Luis Scola,PF,33,IND,82,2,1399,263,560,0.47,1,7,0.142857142857143,262,553,0.47377938517179,0.471,99,136,0.728,86,305,391,81,26,16,108,164,626,2013-2014,2013
+Mike Scott,PF,25,ATL,80,6,1482,301,628,0.479,62,200,0.31,239,428,0.558411214953271,0.529,103,132,0.78,62,222,284,75,30,7,79,121,767,2013-2014,2013
+Thabo Sefolosha,SG,29,OKC,61,61,1584,141,340,0.415,48,152,0.315789473684211,93,188,0.49468085106383,0.485,53,69,0.768,50,170,220,94,79,17,55,90,383,2013-2014,2013
+Kevin Seraphin,C,24,WAS,53,1,578,111,220,0.505,0,0,NA,111,220,0.504545454545455,0.505,27,31,0.871,53,75,128,17,3,26,41,103,249,2013-2014,2013
+Ramon Sessions,PG,27,TOT,83,19,2214,330,769,0.429,35,124,0.282258064516129,295,645,0.457364341085271,0.452,326,404,0.807,38,165,203,340,49,9,148,90,1021,2013-2014,2013
+Mustafa Shakur,PG,29,OKC,3,0,11,0,3,0,0,1,0,0,2,0,0,1,2,0.5,0,0,0,4,0,0,2,2,1,2013-2014,2013
+Tornike Shengelia,SF,22,TOT,26,0,154,13,28,0.464,0,6,0,13,22,0.590909090909091,0.464,3,8,0.375,4,12,16,14,3,1,12,18,29,2013-2014,2013
+Iman Shumpert,SG,23,NYK,74,58,1962,183,484,0.378,76,228,0.333333333333333,107,256,0.41796875,0.457,53,71,0.746,81,227,308,129,92,13,79,209,495,2013-2014,2013
+Alexey Shved,SG,25,MIN,63,0,664,76,237,0.321,30,102,0.294117647058824,46,135,0.340740740740741,0.384,68,90,0.756,21,60,81,68,26,16,48,36,250,2013-2014,2013
+Henry Sims,C,23,TOT,46,25,875,130,274,0.474,0,1,0,130,273,0.476190476190476,0.474,90,121,0.744,104,133,237,52,28,20,41,116,350,2013-2014,2013
+Kyle Singler,SF,25,DET,82,36,2337,269,602,0.447,94,246,0.382113821138211,175,356,0.491573033707865,0.525,152,184,0.826,116,187,303,75,61,38,79,211,784,2013-2014,2013
+Chris Singleton,SF,24,WAS,25,0,250,25,67,0.373,7,19,0.368421052631579,18,48,0.375,0.425,18,25,0.72,18,37,55,6,9,3,17,25,75,2013-2014,2013
+Peyton Siva,SG,23,DET,24,0,224,18,57,0.316,7,25,0.28,11,32,0.34375,0.377,11,15,0.733,2,12,14,34,9,1,18,27,54,2013-2014,2013
+Donald Sloan,SG,26,IND,48,1,392,44,117,0.376,10,42,0.238095238095238,34,75,0.453333333333333,0.419,12,20,0.6,4,40,44,50,10,1,22,19,110,2013-2014,2013
+Chris Smith,PG,26,NYK,2,0,2,0,0,NA,0,0,NA,0,0,NA,NA,0,0,NA,0,0,0,0,0,0,0,0,0,2013-2014,2013
+Greg Smith,C,23,HOU,11,0,100,18,28,0.643,0,0,NA,18,28,0.642857142857143,0.643,2,5,0.4,11,16,27,0,1,2,5,17,38,2013-2014,2013
+Ish Smith,PG,25,PHO,70,1,1006,119,281,0.423,1,23,0.0434782608695652,118,258,0.457364341085271,0.425,22,39,0.564,31,98,129,179,49,13,65,66,261,2013-2014,2013
+J.R. Smith,SF,28,NYK,74,37,2421,396,955,0.415,189,480,0.39375,207,475,0.435789473684211,0.514,90,138,0.652,35,261,296,219,65,20,108,196,1071,2013-2014,2013
+Jason Smith,PF,27,NOP,31,27,830,131,282,0.465,0,0,NA,131,282,0.464539007092199,0.465,39,50,0.78,51,130,181,29,11,29,28,100,301,2013-2014,2013
+Josh Smith,SF,28,DET,77,76,2730,517,1233,0.419,70,265,0.264150943396226,447,968,0.461776859504132,0.448,160,301,0.532,102,418,520,252,105,110,199,197,1264,2013-2014,2013
+Tony Snell,SG,22,CHI,77,12,1231,129,336,0.384,57,178,0.320224719101124,72,158,0.455696202531646,0.469,31,41,0.756,19,105,124,68,29,15,44,84,346,2013-2014,2013
+James Southerland,SF,23,TOT,4,0,30,5,15,0.333,3,6,0.5,2,9,0.222222222222222,0.433,1,2,0.5,0,8,8,0,1,2,1,3,14,2013-2014,2013
+Marreese Speights,C,26,GSW,79,3,982,195,442,0.441,8,31,0.258064516129032,187,411,0.454987834549878,0.45,110,134,0.821,101,189,290,32,10,34,66,148,508,2013-2014,2013
+Tiago Splitter,C,29,SAS,59,50,1271,181,346,0.523,0,3,0,181,343,0.527696793002915,0.523,121,173,0.699,123,240,363,90,29,31,75,117,483,2013-2014,2013
+D.J. Stephens,SG,23,MIL,3,0,15,3,7,0.429,0,0,NA,3,7,0.428571428571429,0.429,1,1,1,1,4,5,0,0,0,0,0,7,2013-2014,2013
+Lance Stephenson,SG,23,IND,78,78,2752,427,870,0.491,86,244,0.352459016393443,341,626,0.544728434504792,0.54,140,197,0.711,95,463,558,359,54,7,210,195,1080,2013-2014,2013
+Greg Stiemsma,C,28,NOP,55,20,1007,70,122,0.574,0,1,0,70,121,0.578512396694215,0.574,19,32,0.594,72,154,226,36,35,57,44,169,159,2013-2014,2013
+Julyan Stone,SG,25,TOR,21,0,120,7,17,0.412,2,8,0.25,5,9,0.555555555555556,0.471,2,3,0.667,2,18,20,12,3,0,5,13,18,2013-2014,2013
+Amar'e Stoudemire,C,31,NYK,65,21,1466,311,558,0.557,0,0,NA,311,558,0.557347670250896,0.557,150,203,0.739,112,208,320,34,23,37,91,159,772,2013-2014,2013
+Rodney Stuckey,SG,27,DET,73,5,1950,372,853,0.436,24,88,0.272727272727273,348,765,0.454901960784314,0.45,244,292,0.836,39,130,169,152,54,10,125,131,1012,2013-2014,2013
+Jared Sullinger,PF,21,BOS,74,44,2041,384,899,0.427,56,208,0.269230769230769,328,691,0.474674384949349,0.458,158,203,0.778,241,360,601,118,35,49,119,251,982,2013-2014,2013
+Jeffery Taylor,SF,24,CHA,26,8,629,82,218,0.376,18,67,0.26865671641791,64,151,0.423841059602649,0.417,26,47,0.553,15,45,60,22,13,5,25,62,208,2013-2014,2013
+Tyshawn Taylor,PG,23,BRK,23,3,270,31,91,0.341,3,12,0.25,28,79,0.354430379746835,0.357,24,30,0.8,3,12,15,36,12,1,31,29,89,2013-2014,2013
+Jeff Teague,PG,25,ATL,79,79,2542,456,1040,0.438,74,225,0.328888888888889,382,815,0.468711656441718,0.474,318,376,0.846,34,174,208,528,89,17,232,158,1304,2013-2014,2013
+Marquis Teague,SG,20,TOT,40,3,443,38,119,0.319,5,18,0.277777777777778,33,101,0.326732673267327,0.34,26,35,0.743,1,39,40,58,10,5,39,46,107,2013-2014,2013
+Mirza Teletovic,SF,28,BRK,72,7,1396,221,529,0.418,136,349,0.389684813753582,85,180,0.472222222222222,0.546,44,62,0.71,60,206,266,57,29,23,54,143,622,2013-2014,2013
+Garrett Temple,SG,27,WAS,75,0,638,51,141,0.362,6,29,0.206896551724138,45,112,0.401785714285714,0.383,30,43,0.698,21,47,68,72,35,11,42,72,138,2013-2014,2013
+Jason Terry,PG,36,BRK,35,0,570,55,152,0.362,39,103,0.378640776699029,16,49,0.326530612244898,0.49,10,15,0.667,4,33,37,56,13,0,27,48,159,2013-2014,2013
+Hasheem Thabeet,C,26,OKC,23,0,192,13,23,0.565,0,0,NA,13,23,0.565217391304348,0.565,1,5,0.2,9,31,40,1,4,9,14,47,27,2013-2014,2013
+Adonis Thomas,SF,20,TOT,6,1,37,6,14,0.429,1,5,0.2,5,9,0.555555555555556,0.464,1,1,1,0,3,3,3,0,0,1,6,14,2013-2014,2013
+Isaiah Thomas,PG,24,SAC,72,54,2497,496,1096,0.453,127,364,0.348901098901099,369,732,0.504098360655738,0.51,346,407,0.85,47,163,210,454,93,8,213,185,1465,2013-2014,2013
+Lance Thomas,SF,25,NOP,5,0,42,2,9,0.222,0,0,NA,2,9,0.222222222222222,0.222,2,4,0.5,2,5,7,3,0,0,2,4,6,2013-2014,2013
+Malcolm Thomas,PF,25,TOT,8,0,63,7,16,0.438,1,4,0.25,6,12,0.5,0.469,0,2,0,5,16,21,2,0,3,9,5,15,2013-2014,2013
+Hollis Thompson,SF,22,PHI,77,41,1742,171,372,0.46,67,167,0.401197604790419,104,205,0.507317073170732,0.55,52,73,0.712,73,174,247,73,53,12,60,144,461,2013-2014,2013
+Jason Thompson,PF,27,SAC,82,61,2007,251,496,0.506,0,0,NA,251,496,0.506048387096774,0.506,84,145,0.579,153,374,527,53,32,56,95,251,586,2013-2014,2013
+Klay Thompson,SG,23,GSW,81,81,2868,559,1259,0.444,223,535,0.416822429906542,336,724,0.464088397790055,0.533,147,185,0.795,38,211,249,181,74,37,135,234,1488,2013-2014,2013
+Tristan Thompson,PF,22,CLE,82,82,2594,363,761,0.477,0,1,0,363,760,0.477631578947368,0.477,235,339,0.693,269,485,754,72,42,35,108,188,961,2013-2014,2013
+Marcus Thornton,SG,26,TOT,72,27,1741,252,639,0.394,109,316,0.34493670886076,143,323,0.442724458204334,0.48,90,112,0.804,57,141,198,77,58,11,67,110,703,2013-2014,2013
+Jamaal Tinsley,PG,35,UTA,8,5,110,4,20,0.2,1,15,0.0666666666666667,3,5,0.6,0.225,0,0,NA,2,9,11,23,2,0,9,10,9,2013-2014,2013
+Anthony Tolliver,PF,28,CHA,64,9,1298,129,307,0.42,102,247,0.412955465587045,27,60,0.45,0.586,33,41,0.805,33,135,168,42,19,15,23,82,393,2013-2014,2013
+P.J. Tucker,SF,28,PHO,81,81,2490,265,615,0.431,74,191,0.387434554973822,191,424,0.450471698113208,0.491,156,201,0.776,161,368,529,141,110,23,102,204,760,2013-2014,2013
+Ronny Turiaf,PF,31,MIN,31,10,606,64,107,0.598,0,0,NA,64,107,0.598130841121495,0.598,21,50,0.42,55,119,174,24,8,50,24,65,149,2013-2014,2013
+Hedo Turkoglu,SF,34,LAC,38,0,392,42,109,0.385,22,50,0.44,20,59,0.338983050847458,0.486,9,18,0.5,11,78,89,33,19,10,16,50,115,2013-2014,2013
+Evan Turner,SF,25,TOT,81,56,2457,434,1021,0.425,50,156,0.320512820512821,384,865,0.44393063583815,0.45,213,262,0.813,62,346,408,262,67,7,189,195,1131,2013-2014,2013
+Jeremy Tyler,C,22,NYK,41,0,398,60,116,0.517,0,0,NA,60,116,0.517241379310345,0.517,26,48,0.542,38,71,109,8,6,20,26,70,146,2013-2014,2013
+Ekpe Udoh,PF,26,MIL,42,14,804,57,143,0.399,0,0,NA,57,143,0.398601398601399,0.399,30,47,0.638,61,87,148,31,15,44,38,96,144,2013-2014,2013
+Beno Udrih,SG,31,TOT,41,12,643,78,178,0.438,19,42,0.452380952380952,59,136,0.433823529411765,0.492,25,30,0.833,10,49,59,116,23,4,47,50,200,2013-2014,2013
+Jonas Valanciunas,C,21,TOR,81,81,2282,359,676,0.531,0,1,0,359,675,0.531851851851852,0.531,198,260,0.762,226,488,714,57,24,71,136,249,916,2013-2014,2013
+Anderson Varejao,C,31,CLE,65,29,1800,227,459,0.495,0,7,0,227,452,0.502212389380531,0.495,92,135,0.681,187,442,629,140,69,39,72,164,546,2013-2014,2013
+Jarvis Varnado,PF,25,TOT,24,0,339,36,60,0.6,0,0,NA,36,60,0.6,0.6,27,52,0.519,19,44,63,13,10,29,10,62,99,2013-2014,2013
+Greivis Vasquez,SG,27,TOT,79,23,1779,277,658,0.421,109,289,0.377162629757785,168,369,0.455284552845528,0.504,95,108,0.88,20,153,173,323,31,5,128,143,758,2013-2014,2013
+Jan Vesely,PF,23,TOT,54,1,776,89,173,0.514,0,0,NA,89,173,0.514450867052023,0.514,19,56,0.339,81,110,191,21,53,35,36,121,197,2013-2014,2013
+Charlie Villanueva,PF,29,DET,20,0,180,35,92,0.38,14,56,0.25,21,36,0.583333333333333,0.457,8,14,0.571,6,28,34,6,4,5,7,16,92,2013-2014,2013
+Nikola Vucevic,C,23,ORL,57,57,1812,353,696,0.507,0,0,NA,353,696,0.507183908045977,0.507,105,137,0.766,185,441,626,104,60,47,112,169,811,2013-2014,2013
+Sasha Vujacic,SG,29,LAC,2,0,10,2,5,0.4,1,2,0.5,1,3,0.333333333333333,0.5,0,0,NA,0,3,3,0,1,0,3,1,5,2013-2014,2013
+Dwyane Wade,SG,32,MIA,54,53,1775,415,761,0.545,9,32,0.28125,406,729,0.556927297668038,0.551,189,258,0.733,60,181,241,252,79,29,161,106,1028,2013-2014,2013
+Dion Waiters,SG,22,CLE,70,24,2072,430,993,0.433,92,250,0.368,338,743,0.454912516823688,0.479,161,235,0.685,32,163,195,209,63,17,154,153,1113,2013-2014,2013
+Kemba Walker,PG,23,CHA,73,73,2614,449,1143,0.393,109,327,0.333333333333333,340,816,0.416666666666667,0.441,282,337,0.837,39,267,306,447,86,32,169,128,1289,2013-2014,2013
+John Wall,PG,23,WAS,82,82,2980,579,1337,0.433,108,308,0.350649350649351,471,1029,0.457725947521866,0.473,317,394,0.805,38,295,333,721,149,40,295,219,1583,2013-2014,2013
+Gerald Wallace,SF,31,BOS,58,16,1416,116,230,0.504,19,64,0.296875,97,166,0.58433734939759,0.546,47,101,0.465,36,176,212,143,73,14,97,79,298,2013-2014,2013
+Casper Ware,PG,24,PHI,9,0,116,18,42,0.429,7,21,0.333333333333333,11,21,0.523809523809524,0.512,5,6,0.833,0,9,9,10,8,0,5,11,48,2013-2014,2013
+C.J. Watson,PG,29,IND,63,5,1193,146,334,0.437,53,145,0.36551724137931,93,189,0.492063492063492,0.516,69,88,0.784,19,82,101,107,60,8,60,66,414,2013-2014,2013
+Earl Watson,PG,34,POR,24,0,161,3,11,0.273,2,7,0.285714285714286,1,4,0.25,0.364,4,4,1,5,10,15,28,5,1,17,33,12,2013-2014,2013
+Maalik Wayns,PG,22,LAC,2,0,9,1,2,0.5,0,0,NA,1,2,0.5,0.5,0,0,NA,0,2,2,2,2,0,0,4,2,2013-2014,2013
+Martell Webster,SF,27,WAS,78,13,2157,254,587,0.433,146,372,0.39247311827957,108,215,0.502325581395349,0.557,105,125,0.84,38,184,222,97,41,15,58,150,759,2013-2014,2013
+David West,PF,33,IND,80,80,2472,458,939,0.488,4,15,0.266666666666667,454,924,0.491341991341991,0.49,198,251,0.789,120,422,542,223,61,74,133,186,1118,2013-2014,2013
+Russell Westbrook,PG,25,OKC,46,46,1412,346,791,0.437,68,214,0.317757009345794,278,577,0.481802426343154,0.48,242,293,0.826,55,208,263,319,88,7,177,104,1002,2013-2014,2013
+D.J. White,PF,27,CHA,2,0,10,0,1,0,0,0,NA,0,1,0,0,0,0,NA,0,2,2,0,1,0,0,1,0,2013-2014,2013
+Royce White,PF,22,SAC,3,0,9,0,1,0,0,0,NA,0,1,0,0,0,0,NA,0,0,0,0,0,0,0,2,0,2013-2014,2013
+Deron Williams,PG,29,BRK,64,58,2059,322,716,0.45,98,268,0.365671641791045,224,448,0.5,0.518,173,216,0.801,15,153,168,392,93,13,143,148,915,2013-2014,2013
+Derrick Williams,SF,22,TOT,78,15,1820,206,482,0.427,26,99,0.262626262626263,180,383,0.469973890339426,0.454,186,259,0.718,71,252,323,56,48,20,76,114,624,2013-2014,2013
+Elliot Williams,SG,24,PHI,67,2,1157,140,337,0.415,37,125,0.296,103,212,0.485849056603774,0.47,87,119,0.731,30,100,130,72,35,3,68,126,404,2013-2014,2013
+Louis Williams,PG,27,ATL,60,7,1445,197,493,0.4,79,231,0.341991341991342,118,262,0.450381679389313,0.48,152,179,0.849,10,114,124,210,45,4,92,65,625,2013-2014,2013
+Marvin Williams,PF,27,UTA,66,50,1674,231,526,0.439,84,234,0.358974358974359,147,292,0.503424657534247,0.519,57,73,0.781,82,252,334,78,54,31,53,151,603,2013-2014,2013
+Mo Williams,PG,31,POR,74,0,1834,280,672,0.417,83,225,0.368888888888889,197,447,0.440715883668904,0.478,78,89,0.876,42,111,153,321,55,10,149,197,721,2013-2014,2013
+Reggie Williams,SF,27,OKC,3,0,17,5,9,0.556,1,3,0.333333333333333,4,6,0.666666666666667,0.611,0,0,NA,0,0,0,1,1,0,2,1,11,2013-2014,2013
+Shawne Williams,PF,27,LAL,36,13,751,73,192,0.38,42,129,0.325581395348837,31,63,0.492063492063492,0.49,14,20,0.7,25,142,167,30,19,30,21,93,202,2013-2014,2013
+Jeff Withey,C,23,NOP,58,4,684,69,129,0.535,0,1,0,69,128,0.5390625,0.535,52,73,0.712,49,101,150,26,15,50,20,73,190,2013-2014,2013
+Nate Wolters,PG,22,MIL,58,31,1309,170,389,0.437,18,62,0.290322580645161,152,327,0.464831804281346,0.46,59,90,0.656,33,116,149,187,35,15,57,67,417,2013-2014,2013
+Metta World Peace,SF,34,NYK,29,1,388,56,141,0.397,17,54,0.314814814814815,39,87,0.448275862068966,0.457,10,16,0.625,18,41,59,17,24,8,19,44,139,2013-2014,2013
+Brandan Wright,C,26,DAL,58,0,1077,224,331,0.677,0,0,NA,224,331,0.676737160120846,0.677,77,106,0.726,102,142,244,31,32,55,35,94,525,2013-2014,2013
+Chris Wright,SF,25,MIL,8,0,126,21,35,0.6,0,1,0,21,34,0.617647058823529,0.6,6,15,0.4,10,10,20,5,7,5,5,17,48,2013-2014,2013
+Dorell Wright,SF,28,POR,68,13,984,111,297,0.374,69,202,0.341584158415842,42,95,0.442105263157895,0.49,52,69,0.754,29,162,191,64,23,16,39,62,343,2013-2014,2013
+Tony Wroten,SG,20,PHI,72,16,1765,345,808,0.427,40,188,0.212765957446809,305,620,0.491935483870968,0.452,209,326,0.641,69,159,228,217,78,16,204,151,939,2013-2014,2013
+Nick Young,SG,28,LAL,64,9,1810,387,889,0.435,135,350,0.385714285714286,252,539,0.467532467532468,0.511,235,285,0.825,29,137,166,95,46,12,95,156,1144,2013-2014,2013
+Thaddeus Young,PF,25,PHI,79,78,2718,582,1283,0.454,90,292,0.308219178082192,492,991,0.496468213925328,0.489,163,229,0.712,166,310,476,182,167,36,165,213,1417,2013-2014,2013
+Cody Zeller,C,21,CHA,82,3,1416,172,404,0.426,0,1,0,172,403,0.426799007444169,0.426,146,200,0.73,118,235,353,92,40,41,87,170,490,2013-2014,2013
+Tyler Zeller,C,24,CLE,70,9,1049,156,290,0.538,0,1,0,156,289,0.539792387543253,0.538,87,121,0.719,103,179,282,36,18,38,60,137,399,2013-2014,2013

examples/meetup/nnet.ipynb

@@ -0,0 +1,642 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "ENV[\"PYTHONPATH\"] = joinpath(Pkg.dir(\"Qwt\"), \"src\", \"python\");\n",
+    "\n",
+    "using Plots, Distributions; qwt()\n",
+    "default(size=(500,300), leg=false)\n",
+    "\n",
+    "# creates x/y vectors which can define a grid in a zig-zag pattern\n",
+    "function gridxy(lim, n::Int)\n",
+    "    xs = linspace(lim..., n)\n",
+    "    xypairs = vec([(x,y) for x in vcat(xs,reverse(xs)), y in xs])\n",
+    "    Plots.unzip(xypairs)\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# The problem... can we classify the functions?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# these are the functions we want to classify\n",
+    "scalar = 5  # larger is harder\n",
+    "noise = Distributions.Normal(0, 0.05)\n",
+    "\n",
+    "# # problem #1... non-overlapping\n",
+    "f1(x) = 0.6sin(scalar * x) + 0.1 + rand(noise)\n",
+    "f2(x) = f1(x) - 0.3\n",
+    "\n",
+    "# problem #2... overlapping\n",
+    "# f1(x) = 0.6sin(scalar * x)\n",
+    "# f2(x) = 0.6sin(scalar * (x+0.1))\n",
+    "\n",
+    "# our target function is ∈ {-1,1}\n",
+    "target(f) = f == f1 ? 1.0 : -1.0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# On to the fun..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# pick the plotting limits\n",
+    "lim = (-1,1)\n",
+    "funcs = [f1, f2]\n",
+    "n = 20\n",
+    "gridx, gridy = gridxy(lim, n)\n",
+    "# default(xlim = lim, ylim = lim)\n",
+    "\n",
+    "function initialize_plot(funcs, lim, gridx, gridy; kw...)\n",
+    "    # show the grid\n",
+    "    plot([gridx gridy], [gridy gridx], c=:black; kw...)\n",
+    "\n",
+    "    # show the funcs\n",
+    "    plot!(funcs, lim..., l=(4,[:royalblue :orangered]))\n",
+    "end\n",
+    "\n",
+    "# kick off an animation... we can save frames whenever we want, lets save the starting frame\n",
+    "function initialize_animation()\n",
+    "    anim = Animation()\n",
+    "    frame(anim)\n",
+    "    anim\n",
+    "end\n",
+    "\n",
+    "# lets see what we're dealing with...\n",
+    "p = initialize_plot(funcs, lim, gridx, gridy)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lets build a neural net!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "using OnlineAI\n",
+    "\n",
+    "# gradientModel = SGDModel(η=1e-4, μ=0.8, λ=0)\n",
+    "# gradientModel = AdagradModel(η=1e-1)\n",
+    "# gradientModel = AdadeltaModel(η=0.1, ρ=0.99, λ=0)\n",
+    "# gradientModel = AdamModel(η=1e-4, λ=1e-8)\n",
+    "gradientModel = AdaMaxModel(η=1e-4, ρ1=0.9, ρ2=0.9)\n",
+    "\n",
+    "# learningRateModel = FixedLearningRate()\n",
+    "learningRateModel = AdaptiveLearningRate(gradientModel, 2e-2, 0.05, wgt=ExponentialWeighting(30))\n",
+    "\n",
+    "function OnlineAI.initialWeights(nin::Int, nout::Int, activation::Activation)\n",
+    "    0.1randn(nout, nin) / sqrt(nin) + eye(nout, nin)\n",
+    "end\n",
+    "\n",
+    "net = buildTanhClassificationNet(\n",
+    "    2,    # number of inputs\n",
+    "    1,    # number of outputs\n",
+    "    [2,2,2,2,2,2], # hidden layers structure\n",
+    "    params = NetParams(gradientModel = gradientModel)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Update our model and the visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# set up a visualization of the projections\n",
+    "layers = filter(l -> l.nout == 2, net.layers[1:end-1])\n",
+    "num_hidden_layers = length(layers)\n",
+    "plts = [initialize_plot(funcs, lim, gridx, gridy, title=\"Hidden Layer $i\") for i in 1:num_hidden_layers]\n",
+    "sz = round(Int, sqrt(num_hidden_layers) * 400)\n",
+    "projectionviz = subplot(plts..., n=num_hidden_layers, size=(sz,sz))\n",
+    "\n",
+    "# setup animation, then show the plots in a window\n",
+    "anim = initialize_animation()\n",
+    "gui()\n",
+    "\n",
+    "# create another visualization to track the internal progress of the neural net\n",
+    "progressviz = track_progress(net, fields=[:w,:b,:Σ,:a], size=(num_hidden_layers*300,800), m=2, w=0);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "dist = Distributions.Uniform(lim...)\n",
+    "# dist = Distributions.Uniform(-0.6,0.6)\n",
+    "progressgui = false\n",
+    "\n",
+    "function test_data(n, lim, funcs)\n",
+    "    xs = linspace(lim..., n)\n",
+    "    x1, x2 = [hcat(xs,map(f,xs)) for f in funcs]\n",
+    "    y1, y2 = ones(n), -ones(n)\n",
+    "    DataPoints(vcat(x1,x2), vcat(y1,y2))\n",
+    "end\n",
+    "\n",
+    "testn = 100\n",
+    "testdata = test_data(testn, lim, funcs)\n",
+    "\n",
+    "function activateHidden(net, layers, x, y, seriesidx, plts)\n",
+    "    n = length(x)\n",
+    "    p = length(layers)\n",
+    "    projx, projy = zeros(n,p), zeros(n,p)\n",
+    "    for i in 1:n\n",
+    "        # feed the data through the neural net\n",
+    "        OnlineAI.forward!(net, [x[i], y[i]])\n",
+    "        \n",
+    "        # grab the net's activations at each layer\n",
+    "        for j in 1:p\n",
+    "            projx[i,j], projy[i,j] = layers[j].Σ\n",
+    "        end\n",
+    "    end\n",
+    "    \n",
+    "    # now we can update the plots\n",
+    "    for j in 1:p\n",
+    "        plts[j][seriesidx] = (vec(projx[:,j]), vec(projy[:,j]))\n",
+    "    end\n",
+    "end\n",
+    "\n",
+    "# final plot to track test error\n",
+    "errviz = subplot([totalCost(net, testdata) gradientModel.η], m=3, title=[\"Error\" \"η\"], n=2,nc=1, pos=(800,0))\n",
+    "gui(errviz)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "iterations_per_frame = 1000\n",
+    "total_frames = 100\n",
+    "for frm in 1:total_frames\n",
+    "    # pick one of the functions at random, sample from the x line, then update the\n",
+    "    # neural net with [x, f(x)] as the inputs\n",
+    "    for i in 1:iterations_per_frame\n",
+    "        f = sample(funcs)\n",
+    "        x = rand(dist)\n",
+    "        y = target(f)\n",
+    "        update!(net, Float64[x, f(x)], [y])\n",
+    "    end\n",
+    "    \n",
+    "    # update the progress visualization\n",
+    "    update!(progressviz, true, show=progressgui)\n",
+    "    \n",
+    "    # update the error plot\n",
+    "    err = totalCost(net, testdata)\n",
+    "    push!(errviz.plts[1], err)\n",
+    "    update!(learningRateModel, err)\n",
+    "    push!(errviz.plts[2], gradientModel.η)\n",
+    "    gui(errviz)\n",
+    "\n",
+    "    # update the projections\n",
+    "    x = linspace(lim..., 70)\n",
+    "    for (seriesidx, (x,y)) in enumerate([(gridx,gridy), (gridy,gridx), (x,map(f1,x)), (x,map(f2,x))])\n",
+    "        activateHidden(net, layers, x, y, seriesidx, projectionviz.plts)\n",
+    "    end\n",
+    "    \n",
+    "    # show/update the plot\n",
+    "    gui(projectionviz)\n",
+    "    frame(anim)\n",
+    "    sleep(0.001)\n",
+    "end\n",
+    "\n",
+    "# displays the progress if there's no gui\n",
+    "progressgui || progressviz.subplt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# # show stacked and linked histograms of the predictions for each class\n",
+    "xs = OnlineAI.unzip(testdata)[1]\n",
+    "yhat = predict(net, xs)\n",
+    "yhat1, yhat2 = yhat[1:testn], yhat[testn+1:end]\n",
+    "subplot(histogram(yhat1), histogram(yhat2), nc=1, linkx=true, title=[\"f1 prediction\" \"f2 prediction\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "xs = xs[1:testn]\n",
+    "plot(xs, hcat(map(f1,xs), map(f2,xs), yhat1, yhat2), leg=true,\n",
+    "    line=([2 2 5 5], [:royalblue :orangered], [:solid :solid :dash :dash]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Animate!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "gif(anim, fps = 10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "# Network viz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# show the network (uses Qwt, visualize isn't available unless you import it)\n",
+    "ENV[\"PYTHONPATH\"] = joinpath(Pkg.dir(\"Qwt\"), \"src\", \"python\");\n",
+    "import Qwt\n",
+    "viz = visualize(net);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# update the net representation with weights, etc\n",
+    "update!(viz)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "# testing..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "selection[3][2]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "p[4][2] |> length"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "gui(progressviz.subplt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "histogram(yhat1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "progressviz.subplt.plts[1].seriesargs[1][:serieshandle][:get_offsets]()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "learningRateModel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "update!(d,5)\n",
+    "diff(d)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "using Plots\n",
+    "p1 = plot(rand(20))\n",
+    "p2 = plot(rand(10))\n",
+    "p3 = scatter(rand(100))\n",
+    "p4 = plot(rand(1000))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "subplot(p1,p2,p3,p4, nr=1, leg=false)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# ENV[\"MPLBACKEND\"] = \"qt4agg\"\n",
+    "using Plots; pyplot()\n",
+    "p = scatter(rand(10))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "p.seriesargs[1][:serieshandle][:get_offsets]()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "PyPlot.backend"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "gui()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "append!(p,1,rand(10))\n",
+    "gui()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "sp = progressviz.subplt.plts[1].o.widget[:minimumSizeHint]()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "testn = 100\n",
+    "xs = linspace(lim..., testn)\n",
+    "x1, x2 = [hcat(xs,map(f,xs)) for f in funcs]\n",
+    "y1, y2 = ones(testn), -ones(testn)\n",
+    "yhat1, yhat2 = [vec(predict(net, x)) for x in (x1,x2)]\n",
+    "DataPoints(vcat(x1,x2), vcat(y1,y2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 0.4.0",
+   "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
+}

examples/meetup/svm.ipynb

@@ -0,0 +1,157 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Base.FloatingPoint is deprecated, use AbstractFloat instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Qwt/src/widgets.jl:5\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:13\n",
+      "WARNING: Base.Uint32 is deprecated, use UInt32 instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:13\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:13\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:18\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:18\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:21\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:21\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:45\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:120\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:191\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:274\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:336\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:338\n",
+      "WARNING: Base.String is deprecated, use AbstractString instead.\n",
+      "  likely near /home/tom/.julia/v0.4/Glob/src/Glob.jl:346\n"
+     ]
+    },
+    {
+     "ename": "LoadError",
+     "evalue": "LoadError: LoadError: LoadError: ArgumentError: Calendar not found in path\nwhile loading /home/tom/.julia/v0.4/CTechCommon/src/CTechCommon.jl, in expression starting on line 9\nwhile loading /home/tom/.julia/v0.4/OnlineAI/src/OnlineAI.jl, in expression starting on line 9\nwhile loading In[1], in expression starting on line 1",
+     "output_type": "error",
+     "traceback": [
+      "LoadError: LoadError: LoadError: ArgumentError: Calendar not found in path\nwhile loading /home/tom/.julia/v0.4/CTechCommon/src/CTechCommon.jl, in expression starting on line 9\nwhile loading /home/tom/.julia/v0.4/OnlineAI/src/OnlineAI.jl, in expression starting on line 9\nwhile loading In[1], in expression starting on line 1",
+      "",
+      " in require at ./loading.jl:233",
+      " in include at ./boot.jl:261",
+      " in include_from_node1 at ./loading.jl:304",
+      " in require at ./loading.jl:243",
+      " in include at ./boot.jl:261",
+      " in include_from_node1 at ./loading.jl:304",
+      " in require at ./loading.jl:243"
+     ]
+    }
+   ],
+   "source": [
+    "using Plots, DataFrames, OnlineStats, OnlineAI\n",
+    "gadfly(); default(size=(500,300))\n",
+    "df = readtable(joinpath(Pkg.dir(\"Plots\"), \"examples\", \"meetup\", \"winequality-white.csv\"), separator=';');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "y = float(df[:quality] .> 6)\n",
+    "x = Array(df[:,1:11])\n",
+    "n, p = size(x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# logistic regression\n",
+    "reg = StochasticModel(x, y; model=LogisticRegression())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "yhat = predict(reg, x)\n",
+    "scatter(yhat, y, xlab=\"Estimate\", ylab=\"Actual\", title=\"Logistic Regression\", smooth=.95, alpha=0.2, w=0, nbins=50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "for i in 1:10000\n",
+    "    row = sample(1:n)\n",
+    "    update!(reg, vec(x[row,:]), y[row])\n",
+    "end\n",
+    "reg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 0.4.0",
+   "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
+}