Created
June 7, 2009 20:13
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(use '(incanter core charts)) | |
(def x (range (* -2 Math/PI) (* 2 Math/PI) 0.01)) | |
(def plot (xy-plot x (sin x))) | |
(view plot) | |
;; annotate the plot | |
(doto plot | |
(add-pointer (- Math/PI) (sin (- Math/PI)) | |
:text "(-pi, (sin -pi))") | |
(add-pointer Math/PI (sin Math/PI) | |
:text "(pi, (sin pi))" :angle :ne) | |
(add-pointer (* 1/2 Math/PI) (sin (* 1/2 Math/PI)) | |
:text "(pi/2, (sin pi/2))" :angle :south)) | |
;; try the different angle options | |
(doto plot | |
(add-pointer 0 0 :text "north" :angle :north) | |
(add-pointer 0 0 :text "nw" :angle :nw) | |
(add-pointer 0 0 :text "ne" :angle :ne) | |
(add-pointer 0 0 :text "west" :angle :west) | |
(add-pointer 0 0 :text "east" :angle :east) | |
(add-pointer 0 0 :text "south" :angle :south) | |
(add-pointer 0 0 :text "sw" :angle :sw) | |
(add-pointer 0 0 :text "se" :angle :se)) | |
;; PCA chart example | |
(use '(incanter core stats charts datasets)) | |
;; load the iris dataset | |
(def iris (to-matrix (get-dataset :iris))) | |
;; run the pca | |
(def pca (principal-components (sel iris :cols (range 4)))) | |
;; extract the first two principal components | |
(def pc1 (sel (:rotation pca) :cols 0)) | |
(def pc2 (sel (:rotation pca) :cols 1)) | |
;; project the first four dimension of the iris data onto the first | |
;; two principal components | |
(def x1 (mmult (sel iris :cols (range 4)) pc1)) | |
(def x2 (mmult (sel iris :cols (range 4)) pc2)) | |
;; now plot the transformed data, coloring each species a different color | |
(def plot (scatter-plot x1 x2 | |
:group-by (sel iris :cols 4) | |
:x-label "PC1" :y-label "PC2" :title "Iris PCA")) | |
(view plot) | |
;; add some text annotations | |
(doto plot | |
(add-text -2.5 -6.5 "Setosa") | |
(add-text -5 -5.5 "Versicolor") | |
(add-text -8 -5.5 "Virginica")) | |
;; put box around the first group | |
(add-polygon plot [[-3.2 -6.3] [-2 -6.3] [-2 -3.78] [-3.2 -3.78]]) | |
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