5 Code examples from study session 2024-02-25
| This is part of the Scicloj Clojure Data Scrapbook. |
(ns study-session-20240225
(:require [clojisr.v1.r :as r :refer [r]]
[clojisr.v1.applications.plotting :as plotting]
[scicloj.kindly.v4.kind :as kind]
[tablecloth.api :as tc]
[scicloj.metamorph.ml.toydata :as toydata]
[scicloj.metamorph.ml.toydata.ggplot :as toydata.ggplot]
[representing]))Add ggplot2 to the R runtime:
(r/library "ggplot2") [1] "ggtrace" "ggplot2" "Rserve" "stats" "graphics" "grDevices"
[7] "utils" "datasets" "methods" "base"
The mpg dataset:
(r "mpg")# A tibble: 234 × 11
manufacturer model displ year cyl trans drv cty hwy fl class
<chr> <chr> <dbl> <int> <int> <chr> <chr> <int> <int> <chr> <chr>
1 audi a4 1.8 1999 4 auto… f 18 29 p comp…
2 audi a4 1.8 1999 4 manu… f 21 29 p comp…
3 audi a4 2 2008 4 manu… f 20 31 p comp…
4 audi a4 2 2008 4 auto… f 21 30 p comp…
5 audi a4 2.8 1999 6 auto… f 16 26 p comp…
6 audi a4 2.8 1999 6 manu… f 18 26 p comp…
7 audi a4 3.1 2008 6 auto… f 18 27 p comp…
8 audi a4 quattro 1.8 1999 4 manu… 4 18 26 p comp…
9 audi a4 quattro 1.8 1999 4 auto… 4 16 25 p comp…
10 audi a4 quattro 2 2008 4 manu… 4 20 28 p comp…
# ℹ 224 more rows
Evaluating R and showing a plot as a bitmap image:
(plotting/plot->buffered-image
(r "
(ggplot(mpg, aes(x = cty, y = hwy, color = year)) +
geom_point())
"))
Showing a plot as svg:
(plotting/plot->svg
(r "
(ggplot(mpg, aes(x = cty, y = hwy, color = year)) +
geom_point())
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style=\"fill:none;stroke-width:0.375;stroke-linecap:butt;stroke-linejoin:round;stroke:rgb(100%,100%,100%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 450.28125 260.757812 L 453.738281 260.757812 \"/>\n<path style=\"fill:none;stroke-width:0.375;stroke-linecap:butt;stroke-linejoin:round;stroke:rgb(100%,100%,100%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 450.28125 241.621094 L 453.738281 241.621094 \"/>\n<path style=\"fill:none;stroke-width:0.375;stroke-linecap:butt;stroke-linejoin:round;stroke:rgb(100%,100%,100%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 450.28125 222.484375 L 453.738281 222.484375 \"/>\n<path style=\"fill:none;stroke-width:0.375;stroke-linecap:butt;stroke-linejoin:round;stroke:rgb(100%,100%,100%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 450.28125 203.347656 L 453.738281 203.347656 \"/>\n<path style=\"fill:none;stroke-width:0.375;stroke-linecap:butt;stroke-linejoin:round;stroke:rgb(100%,100%,100%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 464.105469 279.890625 L 467.5625 279.890625 \"/>\n<path style=\"fill:none;stroke-width:0.375;stroke-linecap:butt;stroke-linejoin:round;stroke:rgb(100%,100%,100%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 464.105469 260.757812 L 467.5625 260.757812 \"/>\n<path style=\"fill:none;stroke-width:0.375;stroke-linecap:butt;stroke-linejoin:round;stroke:rgb(100%,100%,100%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 464.105469 241.621094 L 467.5625 241.621094 \"/>\n<path style=\"fill:none;stroke-width:0.375;stroke-linecap:butt;stroke-linejoin:round;stroke:rgb(100%,100%,100%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 464.105469 222.484375 L 467.5625 222.484375 \"/>\n<path style=\"fill:none;stroke-width:0.375;stroke-linecap:butt;stroke-linejoin:round;stroke:rgb(100%,100%,100%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 464.105469 203.347656 L 467.5625 203.347656 \"/>\n</g>\n</svg>\n"Use ggplot2 as a Clojure namespace:
(r/require-r '[ggplot2 :as gg])nilThe mpg dataset as a Clojure (tech.ml.dataset) dataset:
toydata.ggplot/mpg_unnamed [234 11]:
| :manufacturer | :model | :displ | :year | :cyl | :trans | :drv | :cty | :hwy | :fl | :class |
|---|---|---|---|---|---|---|---|---|---|---|
| audi | a4 | 1.8 | 1999 | 4 | auto(l5) | f | 18 | 29 | p | compact |
| audi | a4 | 1.8 | 1999 | 4 | manual(m5) | f | 21 | 29 | p | compact |
| audi | a4 | 2.0 | 2008 | 4 | manual(m6) | f | 20 | 31 | p | compact |
| audi | a4 | 2.0 | 2008 | 4 | auto(av) | f | 21 | 30 | p | compact |
| audi | a4 | 2.8 | 1999 | 6 | auto(l5) | f | 16 | 26 | p | compact |
| audi | a4 | 2.8 | 1999 | 6 | manual(m5) | f | 18 | 26 | p | compact |
| audi | a4 | 3.1 | 2008 | 6 | auto(av) | f | 18 | 27 | p | compact |
| audi | a4 quattro | 1.8 | 1999 | 4 | manual(m5) | 4 | 18 | 26 | p | compact |
| audi | a4 quattro | 1.8 | 1999 | 4 | auto(l5) | 4 | 16 | 25 | p | compact |
| audi | a4 quattro | 2.0 | 2008 | 4 | manual(m6) | 4 | 20 | 28 | p | compact |
| … | … | … | … | … | … | … | … | … | … | … |
| volkswagen | new beetle | 2.0 | 1999 | 4 | manual(m5) | f | 21 | 29 | r | subcompact |
| volkswagen | new beetle | 2.0 | 1999 | 4 | auto(l4) | f | 19 | 26 | r | subcompact |
| volkswagen | new beetle | 2.5 | 2008 | 5 | manual(m5) | f | 20 | 28 | r | subcompact |
| volkswagen | new beetle | 2.5 | 2008 | 5 | auto(s6) | f | 20 | 29 | r | subcompact |
| volkswagen | passat | 1.8 | 1999 | 4 | manual(m5) | f | 21 | 29 | p | midsize |
| volkswagen | passat | 1.8 | 1999 | 4 | auto(l5) | f | 18 | 29 | p | midsize |
| volkswagen | passat | 2.0 | 2008 | 4 | auto(s6) | f | 19 | 28 | p | midsize |
| volkswagen | passat | 2.0 | 2008 | 4 | manual(m6) | f | 21 | 29 | p | midsize |
| volkswagen | passat | 2.8 | 1999 | 6 | auto(l5) | f | 16 | 26 | p | midsize |
| volkswagen | passat | 2.8 | 1999 | 6 | manual(m5) | f | 18 | 26 | p | midsize |
| volkswagen | passat | 3.6 | 2008 | 6 | auto(s6) | f | 17 | 26 | p | midsize |
Evaluating R code generated from the Clojure namespace, with Clojure data.
(-> toydata.ggplot/mpg
(gg/ggplot (gg/aes :x 'cty
:y 'hwy
:color 'year))
(r/r+ (gg/geom_point))
r
plotting/plot->buffered-image)
Representing a ggplot plot as Clojure data:
(-> toydata.ggplot/mpg
(gg/ggplot (gg/aes :x 'cty
:y 'hwy
:color 'year))
(r/r+ (gg/geom_point))
r
representing/ggplot->clj
;; (dissoc the dataset itself
;; to keep the structure small)
(dissoc :data)){:layers
[{:aes_params [],
:stat {:compute_layer :ggproto-method, :super :ggproto-method},
:show.legend [nil],
:mapping nil,
:super :ggproto-method,
:inherit.aes [true],
:geom_params {:na.rm [false]},
:geom
{:non_missing_aes ["size" "shape" "colour"],
:draw_key :ggproto-method,
:default_aes
{:shape [19.0],
:colour ["black"],
:size [1.5],
:fill [nil],
:alpha [nil],
:stroke [0.5]},
:super :ggproto-method,
:required_aes ["x" "y"],
:draw_panel :ggproto-method},
:stat_params {:na.rm [false]},
:constructor [[$ .MEM x04d1ec48fa8b4a52]],
:position {:compute_layer :ggproto-method, :super :ggproto-method},
:data []}],
:scales {:scales [], :super :ggproto-method},
:mapping {:x [~ cty], :y [~ hwy], :colour [~ year]},
:theme [],
:coordinates
{:expand [true],
:clip ["on"],
:limits {:x nil, :y nil},
:super :ggproto-method,
:default [true]},
:facet {:shrink [true], :super :ggproto-method},
:labels {:x ["cty"], :y ["hwy"], :colour ["year"]}}Using log scale (keeping axis labels, changing the spacing):
(-> toydata.ggplot/mpg
(gg/ggplot (gg/aes :x 'cty
:y 'hwy
:color 'year))
(r/r+ (gg/geom_point :size 5)
(gg/scale_y_log10))
r
plotting/plot->svg
kind/html)