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lib/plots.ex

defmodule Gnuplotlib do
# Copyright 2019-2019 Pieter Rijken
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
@moduledoc """
Provides various various plots using the [Gnuplot](https://hex.pm/packages/gnuplot) package.
"""
alias Chi2fit.Utilities, as: U
alias Gnuplot, as: G
@doc """
Draws a histogram of the data.
## Options
`:bin` - the size of the bins to use,
`:plottitle` - the title of the plot,
`:xrange` - the range for the x-values to use in the format '[x1:x2]'
`:xrange` - the range for the y-values to use in the format '[y1:y2]'
`:xlabel` - the label to use for the x-axis,
`:ylabel` - the label to use for the y-axis.
"""
@spec histogram(data :: [number], options :: Keyword.t) :: none()
def histogram(data, options \\ []) do
binsize = options[:bin] || 1
hist = data |> U.make_histogram(binsize,0) |> Enum.map(&Tuple.to_list/1)
commands = [
['width=#{binsize}'],
['hist(x,width)=width*floor(x/width)+width/2.0'],
[:set, :boxwidth, 'width*0.9'],
[:set, :style, :fill, :solid, 0.5],
if(options[:plottitle], do: [:set, :title, options[:plottitle]], else: []),
if(options[:xrange], do: [:set, :xrange, options[:xrange]], else: []),
if(options[:yrange], do: [:set, :yrange, options[:yrange]], else: []),
if(options[:xlabel], do: [:set, :xlabel, options[:xlabel]], else: []),
if(options[:ylabel], do: [:set, :ylabel, options[:ylabel], :rotate, :by, 90], else: [])
]
G.plot(commands ++
[[:plot, "-", :u, '(hist($1,width)):2', :smooth, :freq, :w, :boxes, :lc, 'rgb"green"', :notitle]],
[hist])
end
@doc """
Draws a graph of the empirical CDF as steps, the data points with error bars, and the (fitted) function.
## Options
`:bin` - the size of the bins to use,
`:plottitle` - the title of the plot,
`:xrange` - the range for the x-values to use in the format '[x1:x2]'
`:xrange` - the range for the y-values to use in the format '[y1:y2]'
`:xlabel` - the label to use for the x-axis,
`:ylabel` - the label to use for the y-axis,
`:func` - the data to use for the CDF curve as a list of `[x,y]`,
`:title` - the title to use for the CDF curve.
"""
@type datapoint() :: {x :: number, y :: number, ylow :: number, yhigh :: number}
@spec ecdf(data :: [datapoint], options :: Keyword.t) :: none()
def ecdf(data, options) do
hist = data |> Enum.map(&Tuple.to_list/1)
maxx = data |> Enum.map(&elem(&1,0)) |> Enum.max |> Kernel.*(1.2)
commands = [
[:set, :style, :line, 1,
:linecolor, :rgb, "#0060ad",
:linetype, 1, :linewidth, 2,
:pointtype, 7, :pointsize, 1.5],
[:set, :style, :line, 2,
:linecolor, :rgb, "#dd181f",
:linetype, 1, :linewidth, 2],
[:set, :style, :line, 3,
:linecolor, :rgb, "green",
:linetype, 1, :linewidth, 2],
if(options[:plottitle], do: [:set, :title, options[:plottitle]], else: []),
if(options[:xrange], do: [:set, :xrange, options[:xrange]], else: []),
if(options[:yrange], do: [:set, :yrange, options[:yrange]], else: ['[0:1.2]']),
if(options[:xlabel], do: [:set, :xlabel, options[:xlabel]], else: []),
if(options[:ylabel], do: [:set, :ylabel, options[:ylabel], :rotate, :by, 90], else: [])
]
G.plot(commands ++
[
[:plot, G.list([
~w('-' u 1:2 w steps ls 1 notitle)a,
~w('' u 1:2 w points ls 1 notitle)a,
~w('' u 1:2:3:4 w yerrorbars ls 2 title 'Empirical CDF')a,
if(options[:func], do: ["", :u, '1:2', :w, :lines, :ls, 3, :title, options[:title]], else: [])
])
]
],
[
[[0,0,0,0]|hist]++[[maxx,1,0,0]],
hist,
hist
] ++ if(options[:func], do: [options[:func]], else: []))
end
@doc """
Draws a graph of the PDF.
## Options
`:bin` - the size of the bins to use,
`:plottitle` - the title of the plot,
`:xrange` - the range for the x-values to use in the format '[x1:x2]'
`:xrange` - the range for the y-values to use in the format '[y1:y2]'
`:xlabel` - the label to use for the x-axis,
`:ylabel` - the label to use for the y-axis,
`:pdf` - the data to use for the PDF curve as a list of `[x,y]`,
`:title` - the title to use for the PDF curve.
"""
@spec pdf(data :: [number], options :: Keyword.t) :: none()
def pdf(data, options) do
bin = options[:bin] || 1
hist = data
|> U.make_histogram(bin,0)
|> Enum.map(&Tuple.to_list/1)
|> Enum.map(fn [x,y]->[(x-0.5)*bin,y] end)
commands = [
['count=#{length(data)}'],
['width=#{bin}'],
['hist(x,width)=width*floor(x/width)+width/2.0'],
[:set, :boxwidth, 'width*0.9'],
[:set, :style, :fill, :solid, 0.5],
if(options[:plottitle], do: [:set, :title, options[:plottitle]], else: []),
if(options[:xrange], do: [:set, :xrange, options[:xrange]], else: []),
if(options[:yrange], do: [:set, :yrange, options[:yrange]], else: []),
if(options[:xlabel], do: [:set, :xlabel, options[:xlabel]], else: []),
if(options[:ylabel], do: [:set, :ylabel, options[:ylabel], :rotate, :by, 90], else: [])
]
G.plot(commands ++
[
[:plot, G.list([
~w|'-' u (hist($1,width)):($2/count/#{bin}) smooth freq w boxes lc rgb "green" title "Empirical PDF"|a,
~w|'-' u (hist($1,width)):($2/count/#{bin}):(sqrt($2)/count/#{bin}) w errorbars ls 3 notitle|a,
["", :u, '1:2', :w, :lines, :ls, 3, :title, options[:title]]
])
]
],
[ hist,hist,options[:pdf] ])
end
end