test.clj

;; gorilla-repl.fileformat = 1

;; **
;;; # Graphing tests
;;; 
;;; A showcase of gorilla-plot graph types. Here I load both the vega and core namespaces. This is useful for development, but if you're just using the library then you only need to load the 'gorilla-plot.core namespace.
;; **

;; @@
(use 'gorilla-plot.vega :reload)
(use 'gorilla-plot.core :reload)
(use 'clojure.pprint)
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-nil'>nil</span>","value":"nil"}
;; <=

;; **
;;; Some data to look at. And some gratuitous mathematics @@x = 5@@
;;; 
;;; $$a_i = \int_0^{l_i} \sin(x) dx$$
;; **

;; @@
(def d
  [1 3 5 7 9 5 4 6 9 8 3 5 6])
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;user/d</span>","value":"#'user/d"}
;; <=

;; **
;;; List plot plots data in the style of a scatter plot by default.
;; **

;; @@
(list-plot d)
;; @@
;; =>
;;; {"type":"vega","content":{"axes":[{"type":"x","scale":"x"},{"type":"y","scale":"y"}],"scales":[{"name":"x","type":"linear","range":"width","zero":false,"domain":{"data":"cb6175a5-91be-4816-a8c7-b5c27e18fc46","field":"data.x"}},{"name":"y","type":"linear","range":"height","nice":true,"zero":false,"domain":{"data":"cb6175a5-91be-4816-a8c7-b5c27e18fc46","field":"data.y"}}],"marks":[{"type":"symbol","from":{"data":"cb6175a5-91be-4816-a8c7-b5c27e18fc46"},"properties":{"enter":{"x":{"field":"data.x","scale":"x"},"y":{"field":"data.y","scale":"y"},"fill":{"value":"steelblue"},"fillOpacity":{"value":1}},"update":{"shape":"circle","size":{"value":70},"stroke":{"value":"transparent"}},"hover":{"size":{"value":210},"stroke":{"value":"white"}}}}],"data":[{"name":"cb6175a5-91be-4816-a8c7-b5c27e18fc46","values":[{"x":0,"y":1},{"x":1,"y":3},{"x":2,"y":5},{"x":3,"y":7},{"x":4,"y":9},{"x":5,"y":5},{"x":6,"y":4},{"x":7,"y":6},{"x":8,"y":9},{"x":9,"y":8},{"x":10,"y":3},{"x":11,"y":5},{"x":12,"y":6}]}],"width":400,"height":247.2187957763672,"padding":{"bottom":20,"top":10,"right":10,"left":50}},"value":"#gorilla_repl.vega.VegaView{:content {:axes [{:type \"x\", :scale \"x\"} {:type \"y\", :scale \"y\"}], :scales [{:name \"x\", :type \"linear\", :range \"width\", :zero false, :domain {:data \"cb6175a5-91be-4816-a8c7-b5c27e18fc46\", :field \"data.x\"}} {:name \"y\", :type \"linear\", :range \"height\", :nice true, :zero false, :domain {:data \"cb6175a5-91be-4816-a8c7-b5c27e18fc46\", :field \"data.y\"}}], :marks [{:type \"symbol\", :from {:data \"cb6175a5-91be-4816-a8c7-b5c27e18fc46\"}, :properties {:enter {:x {:field \"data.x\", :scale \"x\"}, :y {:field \"data.y\", :scale \"y\"}, :fill {:value \"steelblue\"}, :fillOpacity {:value 1}}, :update {:shape \"circle\", :size {:value 70}, :stroke {:value \"transparent\"}}, :hover {:size {:value 210}, :stroke {:value \"white\"}}}}], :data [{:name \"cb6175a5-91be-4816-a8c7-b5c27e18fc46\", :values ({:x 0, :y 1} {:x 1, :y 3} {:x 2, :y 5} {:x 3, :y 7} {:x 4, :y 9} {:x 5, :y 5} {:x 6, :y 4} {:x 7, :y 6} {:x 8, :y 9} {:x 9, :y 8} {:x 10, :y 3} {:x 11, :y 5} {:x 12, :y 6})}], :width 400, :height 247.2188, :padding {:bottom 20, :top 10, :right 10, :left 50}}}"}
;; <=

;; **
;;; There are a number of options that can be given to the plot. At the moment your best bet is to peak at the source code to see what they are.
;; **

;; @@
(list-plot d :joined true :plot-size 600 :aspect-ratio 6 :opacity 0.5 :plot-range [:all :all])
;; @@
;; =>
;;; {"type":"vega","content":{"axes":[{"type":"x","scale":"x"},{"type":"y","scale":"y"}],"scales":[{"name":"x","type":"linear","range":"width","zero":false,"domain":{"data":"39d7833b-49eb-45df-998a-531c956f4d84","field":"data.x"}},{"name":"y","type":"linear","range":"height","nice":true,"zero":false,"domain":{"data":"39d7833b-49eb-45df-998a-531c956f4d84","field":"data.y"}}],"marks":[{"type":"line","from":{"data":"39d7833b-49eb-45df-998a-531c956f4d84"},"properties":{"enter":{"x":{"field":"data.x","scale":"x"},"y":{"field":"data.y","scale":"y"},"stroke":{"value":"#FF29D2"},"strokeWidth":{"value":2},"strokeOpacity":{"value":0.5}}}}],"data":[{"name":"39d7833b-49eb-45df-998a-531c956f4d84","values":[{"x":0,"y":1},{"x":1,"y":3},{"x":2,"y":5},{"x":3,"y":7},{"x":4,"y":9},{"x":5,"y":5},{"x":6,"y":4},{"x":7,"y":6},{"x":8,"y":9},{"x":9,"y":8},{"x":10,"y":3},{"x":11,"y":5},{"x":12,"y":6}]}],"width":600,"height":100.0,"padding":{"bottom":20,"top":10,"right":10,"left":50}},"value":"#gorilla_repl.vega.VegaView{:content {:axes [{:type \"x\", :scale \"x\"} {:type \"y\", :scale \"y\"}], :scales [{:name \"x\", :type \"linear\", :range \"width\", :zero false, :domain {:data \"39d7833b-49eb-45df-998a-531c956f4d84\", :field \"data.x\"}} {:name \"y\", :type \"linear\", :range \"height\", :nice true, :zero false, :domain {:data \"39d7833b-49eb-45df-998a-531c956f4d84\", :field \"data.y\"}}], :marks [{:type \"line\", :from {:data \"39d7833b-49eb-45df-998a-531c956f4d84\"}, :properties {:enter {:x {:field \"data.x\", :scale \"x\"}, :y {:field \"data.y\", :scale \"y\"}, :stroke {:value \"#FF29D2\"}, :strokeWidth {:value 2}, :strokeOpacity {:value 0.5}}}}], :data [{:name \"39d7833b-49eb-45df-998a-531c956f4d84\", :values ({:x 0, :y 1} {:x 1, :y 3} {:x 2, :y 5} {:x 3, :y 7} {:x 4, :y 9} {:x 5, :y 5} {:x 6, :y 4} {:x 7, :y 6} {:x 8, :y 9} {:x 9, :y 8} {:x 10, :y 3} {:x 11, :y 5} {:x 12, :y 6})}], :width 600, :height 100.0, :padding {:bottom 20, :top 10, :right 10, :left 50}}}"}
;; <=

;; **
;;; You can also plot bar charts. The first argument is the list of category names, the second the category values.
;; **

;; @@
(bar-chart (range (count d)) d)
;; @@
;; =>
;;; {"type":"vega","content":{"axes":[{"type":"x","scale":"x"},{"type":"y","scale":"y"}],"scales":[{"name":"x","type":"ordinal","range":"width","domain":{"data":"cb576eed-a95e-4cfa-a678-db97fbf8f6c1","field":"data.x"}},{"name":"y","range":"height","nice":true,"domain":{"data":"cb576eed-a95e-4cfa-a678-db97fbf8f6c1","field":"data.y"}}],"marks":[{"type":"rect","from":{"data":"cb576eed-a95e-4cfa-a678-db97fbf8f6c1"},"properties":{"enter":{"width":{"offset":-1,"band":true,"scale":"x"},"y":{"field":"data.y","scale":"y"},"x":{"field":"data.x","scale":"x"},"y2":{"scale":"y","value":0}},"update":{"fill":{"value":"steelblue"},"opacity":{"value":1}},"hover":{"fill":{"value":"#FF29D2"}}}}],"data":[{"name":"cb576eed-a95e-4cfa-a678-db97fbf8f6c1","values":[{"x":0,"y":1},{"x":1,"y":3},{"x":2,"y":5},{"x":3,"y":7},{"x":4,"y":9},{"x":5,"y":5},{"x":6,"y":4},{"x":7,"y":6},{"x":8,"y":9},{"x":9,"y":8},{"x":10,"y":3},{"x":11,"y":5},{"x":12,"y":6}]}],"width":400,"height":247.2187957763672,"padding":{"bottom":20,"top":10,"right":10,"left":50}},"value":"#gorilla_repl.vega.VegaView{:content {:axes [{:type \"x\", :scale \"x\"} {:type \"y\", :scale \"y\"}], :scales [{:name \"x\", :type \"ordinal\", :range \"width\", :domain {:data \"cb576eed-a95e-4cfa-a678-db97fbf8f6c1\", :field \"data.x\"}} {:name \"y\", :range \"height\", :nice true, :domain {:data \"cb576eed-a95e-4cfa-a678-db97fbf8f6c1\", :field \"data.y\"}}], :marks [{:type \"rect\", :from {:data \"cb576eed-a95e-4cfa-a678-db97fbf8f6c1\"}, :properties {:enter {:width {:offset -1, :band true, :scale \"x\"}, :y {:field \"data.y\", :scale \"y\"}, :x {:field \"data.x\", :scale \"x\"}, :y2 {:scale \"y\", :value 0}}, :update {:fill {:value \"steelblue\"}, :opacity {:value 1}}, :hover {:fill {:value \"#FF29D2\"}}}}], :data [{:name \"cb576eed-a95e-4cfa-a678-db97fbf8f6c1\", :values ({:x 0, :y 1} {:x 1, :y 3} {:x 2, :y 5} {:x 3, :y 7} {:x 4, :y 9} {:x 5, :y 5} {:x 6, :y 4} {:x 7, :y 6} {:x 8, :y 9} {:x 9, :y 8} {:x 10, :y 3} {:x 11, :y 5} {:x 12, :y 6})}], :width 400, :height 247.2188, :padding {:bottom 20, :top 10, :right 10, :left 50}}}"}
;; <=

;; **
;;; It's interesting to look at the structure of a plot.
;; **

;; @@
(def p (list-plot d))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;user/p</span>","value":"#'user/p"}
;; <=

;; **
;;; It's nothing but a clojure value, which is interpreted by Gorilla as a Vega visualisation and rendered appropriately.
;; **

;; @@
(pprint p)
;; @@
;; ->
;;; {:content
;;;  {:axes [{:type &quot;x&quot;, :scale &quot;x&quot;} {:type &quot;y&quot;, :scale &quot;y&quot;}],
;;;   :scales
;;;   [{:name &quot;x&quot;,
;;;     :type &quot;linear&quot;,
;;;     :range &quot;width&quot;,
;;;     :zero false,
;;;     :domain
;;;     {:data &quot;90e8e8e5-08a3-4587-bb5f-ba3d6204af1e&quot;, :field &quot;data.x&quot;}}
;;;    {:name &quot;y&quot;,
;;;     :type &quot;linear&quot;,
;;;     :range &quot;height&quot;,
;;;     :nice true,
;;;     :zero false,
;;;     :domain
;;;     {:data &quot;90e8e8e5-08a3-4587-bb5f-ba3d6204af1e&quot;, :field &quot;data.y&quot;}}],
;;;   :marks
;;;   [{:type &quot;symbol&quot;,
;;;     :from {:data &quot;90e8e8e5-08a3-4587-bb5f-ba3d6204af1e&quot;},
;;;     :properties
;;;     {:enter
;;;      {:x {:field &quot;data.x&quot;, :scale &quot;x&quot;},
;;;       :y {:field &quot;data.y&quot;, :scale &quot;y&quot;},
;;;       :fill {:value &quot;steelblue&quot;},
;;;       :fillOpacity {:value 1}},
;;;      :update
;;;      {:shape &quot;circle&quot;,
;;;       :size {:value 70},
;;;       :stroke {:value &quot;transparent&quot;}},
;;;      :hover {:size {:value 210}, :stroke {:value &quot;white&quot;}}}}],
;;;   :data
;;;   [{:name &quot;90e8e8e5-08a3-4587-bb5f-ba3d6204af1e&quot;,
;;;     :values
;;;     ({:x 0, :y 1}
;;;      {:x 1, :y 3}
;;;      {:x 2, :y 5}
;;;      {:x 3, :y 7}
;;;      {:x 4, :y 9}
;;;      {:x 5, :y 5}
;;;      {:x 6, :y 4}
;;;      {:x 7, :y 6}
;;;      {:x 8, :y 9}
;;;      {:x 9, :y 8}
;;;      {:x 10, :y 3}
;;;      {:x 11, :y 5}
;;;      {:x 12, :y 6})}],
;;;   :width 400,
;;;   :height 247.2188,
;;;   :padding {:bottom 20, :top 10, :right 10, :left 50}}}
;;; 
;; <-
;; =>
;;; {"type":"html","content":"<span class='clj-nil'>nil</span>","value":"nil"}
;; <=

;; **
;;; This makes it easy to tweak plot properties 'after the fact'.
;; **

;; @@
(assoc-in p [:content "marks" 0 "properties" "enter" "fill" "value"] "red")
;; @@
;; =>
;;; {"type":"vega","content":{"marks":{"0":{"properties":{"enter":{"fill":{"value":"red"}}}}},"axes":[{"type":"x","scale":"x"},{"type":"y","scale":"y"}],"scales":[{"name":"x","type":"linear","range":"width","zero":false,"domain":{"data":"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e","field":"data.x"}},{"name":"y","type":"linear","range":"height","nice":true,"zero":false,"domain":{"data":"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e","field":"data.y"}}],"marks":[{"type":"symbol","from":{"data":"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e"},"properties":{"enter":{"x":{"field":"data.x","scale":"x"},"y":{"field":"data.y","scale":"y"},"fill":{"value":"steelblue"},"fillOpacity":{"value":1}},"update":{"shape":"circle","size":{"value":70},"stroke":{"value":"transparent"}},"hover":{"size":{"value":210},"stroke":{"value":"white"}}}}],"data":[{"name":"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e","values":[{"x":0,"y":1},{"x":1,"y":3},{"x":2,"y":5},{"x":3,"y":7},{"x":4,"y":9},{"x":5,"y":5},{"x":6,"y":4},{"x":7,"y":6},{"x":8,"y":9},{"x":9,"y":8},{"x":10,"y":3},{"x":11,"y":5},{"x":12,"y":6}]}],"width":400,"height":247.2187957763672,"padding":{"bottom":20,"top":10,"right":10,"left":50}},"value":"#gorilla_repl.vega.VegaView{:content {\"marks\" {0 {\"properties\" {\"enter\" {\"fill\" {\"value\" \"red\"}}}}}, :axes [{:type \"x\", :scale \"x\"} {:type \"y\", :scale \"y\"}], :scales [{:name \"x\", :type \"linear\", :range \"width\", :zero false, :domain {:data \"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e\", :field \"data.x\"}} {:name \"y\", :type \"linear\", :range \"height\", :nice true, :zero false, :domain {:data \"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e\", :field \"data.y\"}}], :marks [{:type \"symbol\", :from {:data \"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e\"}, :properties {:enter {:x {:field \"data.x\", :scale \"x\"}, :y {:field \"data.y\", :scale \"y\"}, :fill {:value \"steelblue\"}, :fillOpacity {:value 1}}, :update {:shape \"circle\", :size {:value 70}, :stroke {:value \"transparent\"}}, :hover {:size {:value 210}, :stroke {:value \"white\"}}}}], :data [{:name \"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e\", :values ({:x 0, :y 1} {:x 1, :y 3} {:x 2, :y 5} {:x 3, :y 7} {:x 4, :y 9} {:x 5, :y 5} {:x 6, :y 4} {:x 7, :y 6} {:x 8, :y 9} {:x 9, :y 8} {:x 10, :y 3} {:x 11, :y 5} {:x 12, :y 6})}], :width 400, :height 247.2188, :padding {:bottom 20, :top 10, :right 10, :left 50}}}"}
;; <=

;; **
;;; Another key feature of gorilla-plot, is that because plots are values, it's straighforward to compose them. Here's another plot
;; **

;; @@
(def p2 (list-plot d :joined true :plot-range [:all [1 5]]))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;user/p2</span>","value":"#'user/p2"}
;; <=

;; **
;;; And here we compose them to form a single plot. The axes and plot range are taken from the first plot given to compose.
;; **

;; @@
(compose p p2)
;; @@
;; =>
;;; {"type":"vega","content":{"width":400,"height":247.2187957763672,"padding":{"bottom":20,"top":10,"right":10,"left":50},"scales":[{"name":"x","type":"linear","range":"width","zero":false,"domain":{"data":"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e","field":"data.x"}},{"name":"y","type":"linear","range":"height","nice":true,"zero":false,"domain":{"data":"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e","field":"data.y"}}],"axes":[{"type":"x","scale":"x"},{"type":"y","scale":"y"}],"data":[{"name":"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e","values":[{"x":0,"y":1},{"x":1,"y":3},{"x":2,"y":5},{"x":3,"y":7},{"x":4,"y":9},{"x":5,"y":5},{"x":6,"y":4},{"x":7,"y":6},{"x":8,"y":9},{"x":9,"y":8},{"x":10,"y":3},{"x":11,"y":5},{"x":12,"y":6}]},{"name":"70224453-07a1-4e75-940c-928423bfe52f","values":[{"x":0,"y":1},{"x":1,"y":3},{"x":2,"y":5},{"x":3,"y":7},{"x":4,"y":9},{"x":5,"y":5},{"x":6,"y":4},{"x":7,"y":6},{"x":8,"y":9},{"x":9,"y":8},{"x":10,"y":3},{"x":11,"y":5},{"x":12,"y":6}]}],"marks":[{"type":"symbol","from":{"data":"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e"},"properties":{"enter":{"x":{"field":"data.x","scale":"x"},"y":{"field":"data.y","scale":"y"},"fill":{"value":"steelblue"},"fillOpacity":{"value":1}},"update":{"shape":"circle","size":{"value":70},"stroke":{"value":"transparent"}},"hover":{"size":{"value":210},"stroke":{"value":"white"}}}},{"type":"line","from":{"data":"70224453-07a1-4e75-940c-928423bfe52f"},"properties":{"enter":{"x":{"field":"data.x","scale":"x"},"y":{"field":"data.y","scale":"y"},"stroke":{"value":"#FF29D2"},"strokeWidth":{"value":2},"strokeOpacity":{"value":1}}}}]},"value":"#gorilla_repl.vega.VegaView{:content {:width 400, :height 247.2188, :padding {:bottom 20, :top 10, :right 10, :left 50}, :scales [{:name \"x\", :type \"linear\", :range \"width\", :zero false, :domain {:data \"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e\", :field \"data.x\"}} {:name \"y\", :type \"linear\", :range \"height\", :nice true, :zero false, :domain {:data \"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e\", :field \"data.y\"}}], :axes [{:type \"x\", :scale \"x\"} {:type \"y\", :scale \"y\"}], :data ({:name \"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e\", :values ({:x 0, :y 1} {:x 1, :y 3} {:x 2, :y 5} {:x 3, :y 7} {:x 4, :y 9} {:x 5, :y 5} {:x 6, :y 4} {:x 7, :y 6} {:x 8, :y 9} {:x 9, :y 8} {:x 10, :y 3} {:x 11, :y 5} {:x 12, :y 6})} {:name \"70224453-07a1-4e75-940c-928423bfe52f\", :values ({:x 0, :y 1} {:x 1, :y 3} {:x 2, :y 5} {:x 3, :y 7} {:x 4, :y 9} {:x 5, :y 5} {:x 6, :y 4} {:x 7, :y 6} {:x 8, :y 9} {:x 9, :y 8} {:x 10, :y 3} {:x 11, :y 5} {:x 12, :y 6})}), :marks ({:type \"symbol\", :from {:data \"90e8e8e5-08a3-4587-bb5f-ba3d6204af1e\"}, :properties {:enter {:x {:field \"data.x\", :scale \"x\"}, :y {:field \"data.y\", :scale \"y\"}, :fill {:value \"steelblue\"}, :fillOpacity {:value 1}}, :update {:shape \"circle\", :size {:value 70}, :stroke {:value \"transparent\"}}, :hover {:size {:value 210}, :stroke {:value \"white\"}}}} {:type \"line\", :from {:data \"70224453-07a1-4e75-940c-928423bfe52f\"}, :properties {:enter {:x {:field \"data.x\", :scale \"x\"}, :y {:field \"data.y\", :scale \"y\"}, :stroke {:value \"#FF29D2\"}, :strokeWidth {:value 2}, :strokeOpacity {:value 1}}}})}}"}
;; <=

;; **
;;; You can also plot functions.
;; **

;; @@
(plot (fn [x] (Math/sin x)) [0 10] :color "orange" :plot-points 50)
;; @@
;; =>
;;; 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;; <=

;; **
;;; And, of course, these plots compose too.
;; **

;; @@
(compose
  (list-plot (map #(vector % (rand %)) (range 0 10 0.01)) :opacity 0.3 :symbol-size 50)
  (plot (fn [x] (* x (Math/pow (Math/sin x) 2))) [0 10]))
;; @@
;; =>
;;; 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;; <=

;; **
;;; There's a histogram plot type as well. As above, it composes with list-plots well.
;; **

;; @@
(compose
  (histogram (repeatedly 1000 #(rand 10)) :color "steelblue" :bins 100 :normalize :probability-density)
  (plot (constantly 0.1) [0 10]))
;; @@
;; =>
;;; 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;; <=

;; **
;;; Something a little fancier!
;; **

;; @@
(compose
  (histogram (repeatedly 10000 #(- (apply + (repeatedly 50 rand)) 25))
             :bins 100
             :normalise :probability-density)
  (plot #(gaussian % 2 0) [-10 10]))
;; @@
;; =>
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;; <=

;; @@
(compose
  (histogram (repeatedly 10000 #(- (apply + (repeatedly 50 rand)) 25))
             :bins 100
             :normalise :probability-density)
  (histogram (repeatedly 10000 #(- (apply + (repeatedly 50 rand)) 23))
             :bins 100
             :normalise :probability-density
             :colour "green")
  (plot #(gaussian % 2 0) [-10 10])
  (plot #(gaussian % 2 2) [-10 10] :colour "orange"))
;; @@
;; =>
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;; @@

;; @@