(module histogram-2d mzscheme
(define-values (struct:histogram-2d
histogram-2d-constructor
histogram-2d?
histogram-2d-field-ref
set-histogram-2d-field!)
(make-struct-type 'histogram-2d #f 6 0))
(require (lib "contract.ss"))
(provide/contract
(histogram-2d?
(-> any/c boolean?))
(make-histogram-2d
(-> (integer-in 1 +inf.0) (integer-in 1 +inf.0) histogram-2d?))
(make-histogram-2d-with-ranges-uniform
(->r ((nx (integer-in 1 +inf.0))
(xy (integer-in 1 +inf.0))
(x-min real?)
(x-max (>/c x-min))
(y-min real?)
(y-max (>/c y-min)))
histogram-2d?))
(histogram-2d-nx
(-> histogram-2d? (integer-in 1 +inf.0)))
(histogram-2d-ny
(-> histogram-2d? (integer-in 1 +inf.0)))
(histogram-2d-x-ranges
(-> histogram-2d? (vectorof real?)))
(histogram-2d-y-ranges
(-> histogram-2d? (vectorof real?)))
(set-histogram-2d-ranges!
(-> histogram-2d? (vectorof real?) (vectorof real?) void?))
(set-histogram-2d-ranges-uniform!
(->r ((h histogram-2d?)
(x-min real?)
(x-max (>/c x-min))
(y-min real?)
(y-max (>/c y-min)))
void?))
(histogram-2d-bins
(-> histogram-2d? (vectorof real?)))
(histogram-2d-increment!
(-> histogram-2d? real? real? void?))
(histogram-2d-accumulate!
(-> histogram-2d? real? real? (>=/c 0.0) void?))
(histogram-2d-get
(-> histogram-2d? natural-number/c natural-number/c (>=/c 0.0)))
(histogram-2d-get-x-range
(-> histogram-2d? natural-number/c (values real? real?)))
(histogram-2d-get-y-range
(-> histogram-2d? natural-number/c (values real? real?)))
(histogram-2d-max
(-> histogram-2d? (>=/c 0.0)))
(histogram-2d-min
(-> histogram-2d? (>=/c 0.0)))
(histogram-2d-sum
(-> histogram-2d? (>=/c 0.0)))
(histogram-2d-x-mean
(-> histogram-2d? real?))
(histogram-2d-y-mean
(-> histogram-2d? real?))
(histogram-2d-x-sigma
(-> histogram-2d? (>=/c 0.0)))
(histogram-2d-y-sigma
(-> histogram-2d? (>=/c 0.0)))
(histogram-2d-covariance
(-> histogram-2d? (>=/c 0.0))))
(define (make-histogram-2d nx ny)
(histogram-2d-constructor
nx ny
(make-vector (+ nx 1))
(make-vector (+ ny 1))
(make-vector (* nx ny))
#f))
(define (make-histogram-2d-with-ranges-uniform
nx ny x-min x-max y-min y-max)
(let ((h (make-histogram-2d nx ny)))
(set-histogram-2d-ranges-uniform! h x-min x-max y-min y-max)
h))
(define histogram-2d-nx
(make-struct-field-accessor histogram-2d-field-ref 0 'nx))
(define histogram-2d-ny
(make-struct-field-accessor histogram-2d-field-ref 1 'ny))
(define histogram-2d-x-ranges
(make-struct-field-accessor histogram-2d-field-ref 2 'x-ranges))
(define histogram-2d-y-ranges
(make-struct-field-accessor histogram-2d-field-ref 3 'y-ranges))
(define (set-histogram-2d-ranges! h x-ranges y-ranges)
(let ((nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(x-ranges (histogram-2d-x-ranges h))
(y-ranges (histogram-2d-y-ranges h))
(bins (histogram-2d-bins h)))
(do ((i 0 (+ i 1)))
((> i nx) (void))
(vector-set! x-ranges i
(vector-ref x-ranges i)))
(do ((i 0 (+ i 1)))
((> i ny) (void))
(vector-set! y-ranges i
(vector-ref y-ranges i)))
(do ((i 0 (+ i 1)))
((= i (* nx ny)) (void))
(vector-set! bins i 0))
(set-histogram-2d-ranges-uniform?! h #f)
(void)))
(define (set-histogram-2d-ranges-uniform!
h x-min x-max y-min y-max)
(let* ((nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(x-ranges (histogram-2d-x-ranges h))
(y-ranges (histogram-2d-y-ranges h))
(bins (histogram-2d-bins h))
(x-bin-width (/ (- x-max x-min) nx))
(y-bin-width (/ (- y-max y-min) ny)))
(do ((i 0 (+ i 1)))
((= i nx) (void))
(vector-set! x-ranges i (+ x-min (* i x-bin-width))))
(vector-set! x-ranges nx x-max)
(do ((i 0 (+ i 1)))
((= i ny) (void))
(vector-set! y-ranges i (+ y-min (* i y-bin-width))))
(vector-set! y-ranges ny y-max)
(do ((i 0 (+ i 1)))
((= i (* nx ny)) (void))
(vector-set! bins i 0))
(set-histogram-2d-ranges-uniform?! h #t)
(void)))
(define histogram-2d-bins
(make-struct-field-accessor histogram-2d-field-ref 4 'bins))
(define histogram-2d-ranges-uniform?
(make-struct-field-accessor histogram-2d-field-ref 5 'ranges-uniform?))
(define set-histogram-2d-ranges-uniform?!
(make-struct-field-mutator set-histogram-2d-field! 5 'ranges-uniform?))
(define (histogram-2d-increment! h x y)
(histogram-2d-accumulate! h x y 1))
(define (histogram-2d-accumulate! h x y weight)
(let ((nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(x-ranges (histogram-2d-x-ranges h))
(y-ranges (histogram-2d-y-ranges h))
(bins (histogram-2d-bins h))
(ranges-uniform? (histogram-2d-ranges-uniform? h)))
(if ranges-uniform?
(let ((i (inexact->exact
(floor (/ (- x (vector-ref x-ranges 0))
(/ (- (vector-ref x-ranges nx)
(vector-ref x-ranges 0))
nx)))))
(j (inexact->exact
(floor (/ (- y (vector-ref y-ranges 0))
(/ (- (vector-ref y-ranges ny)
(vector-ref y-ranges 0))
ny))))))
(if (and (<= 0 i (- nx 1))
(<= 0 j (- ny 1)))
(let ((bin (+ (* i ny) j)))
(vector-set! bins bin
(+ (vector-ref bins bin) weight)))))
(let/ec exit
(if (or (< x (vector-ref x-ranges 0))
(< y (vector-ref y-ranges 0)))
(exit))
(do ((i 0 (+ i 1)))
((= i nx) (void))
(if (< x (vector-ref x-ranges (+ i 1)))
(do ((j 0 (+ j i)))
((= 1 ny) (exit))
(if (< y (vector-ref y-ranges (+ j 1)))
(begin
(let ((bin (+ (* i ny) j)))
(vector-set! bins bin
(+ (vector-ref bins bin) weight)))
(exit))))))))))
(define (histogram-2d-get h i j)
(let* ((nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(bins (histogram-2d-bins h))
(bin (+ (* i ny) j)))
(vector-ref bins bin)))
(define (histogram-2d-get-x-range h i)
(let ((nx (histogram-2d-nx h))
(x-ranges (histogram-2d-x-ranges h)))
(values (vector-ref x-ranges i)
(vector-ref x-ranges (+ i 1)))))
(define (histogram-2d-get-y-range h j)
(let ((ny (histogram-2d-ny h))
(y-ranges (histogram-2d-y-ranges h)))
(values (vector-ref y-ranges j)
(vector-ref y-ranges (+ j 1)))))
(define (histogram-2d-max h)
(let ((nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(bins (histogram-2d-bins h))
(max-value -inf.0))
(do ((i 0 (+ i 1)))
((= i nx) max-value)
(do ((j 0 (+ j 1)))
((= j ny) (void))
(let ((bin (+ (* i ny) j)))
(set! max-value (max max-value (vector-ref bins bin))))))))
(define (histogram-2d-min h)
(let ((nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(bins (histogram-2d-bins h))
(min-value +inf.0))
(do ((i 0 (+ i 1)))
((= i nx) min-value)
(do ((j 0 (+ j 1)))
((= j ny) (void))
(let ((bin (+ (* i ny) j)))
(set! min-value (min min-value (vector-ref bins bin))))))))
(define (histogram-2d-sum h)
(let ((n (* (histogram-2d-nx h) (histogram-2d-ny h)))
(bins (histogram-2d-bins h))
(sum 0))
(do ((i 0 (+ i 1)))
((= i n) sum)
(set! sum (+ sum (vector-ref bins i))))))
(define (histogram-2d-x-mean h)
(let ((nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(bins (histogram-2d-bins))
(x-ranges (histogram-2d-x-ranges h))
(wmean 0.0)
(W 0.0))
(do ((i 0 (+ i 1)))
((= i nx) wmean)
(let ((xi (/ (+ (vector-ref x-ranges i)
(vector-ref x-ranges (+ i 1)))
2.0))
(wi 0.0))
(do ((j 0 (+ j 1)))
((= j ny) (void))
(let ((wij (vector-ref bins (+ (* i ny) j))))
(if (> wij 0)
(set! wi (+ wi wij)))))
(if (> wi 0)
(begin
(set! W (+ W wi))
(set! wmean (+ wmean (* (- xi wmean) (/ wi W))))))))))
(define (histogram-2d-y-mean h)
(let ((nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(bins (histogram-2d-bins h))
(y-ranges (histogram-2d-x-ranges h))
(wmean 0.0)
(W 0.0))
(do ((j 0 (+ j 1)))
((= j ny) wmean)
(let ((yj (/ (+ (vector-ref y-ranges j)
(vector-ref y-ranges (+ j 1)))
2.0))
(wj 0.0))
(do ((i 0 (+ i 1)))
((= i nx) (void))
(let ((wij (vector-ref bins (+ (* i ny) j))))
(if (> wij 0)
(set! wj (+ wj wij)))))
(if (> wj 0)
(begin
(set! W (+ W wj))
(set! wmean (+ wmean (* (- yj wmean) (/ wj W))))))))))
(define (histogram-2d-x-sigma h)
(let ((x-mean (histogram-2d-x-mean h))
(nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(bins (histogram-2d-bins h))
(x-ranges (histogram-2d-x-ranges h))
(wvariance 0.0)
(W 0.0))
(do ((i 0 (+ i 1)))
((= i nx) (sqrt wvariance))
(let ((xi (/ (+ (vector-ref x-ranges i)
(vector-ref x-ranges (+ i 1)))
(- 2.0 x-mean)))
(wi 0.0))
(do ((j 0 (+ j 1)))
((= j ny) (void))
(let ((wij (vector-ref bins (+ (* i ny) j))))
(if (> wij 0)
(set! wi (+ wi wij)))))
(if (> wi 0)
(begin
(set! W (+ W wi))
(set! wvariance (+ wvariance (* (- (* xi xi) wvariance)
(/ wi W))))))))))
(define (histogram-2d-y-sigma h)
(let ((y-mean (histogram-2d-y-mean h))
(nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(bins (histogram-2d-bins h))
(y-ranges (histogram-2d-y-ranges h))
(wvariance 0.0)
(W 0.0))
(do ((j 0 (+ j 1)))
((= j ny) (sqrt wvariance))
(let ((yj (/ (+ (vector-ref y-ranges j)
(vector-ref y-ranges (+ j 1)))
(- 2.0 y-mean)))
(wj 0.0))
(do ((i 0 (+ i 1)))
((= i nx) (void))
(let ((wij (vector-ref bins (+ (* i ny) j))))
(if (> wij 0)
(set! wj (+ wj wij)))))
(if (> wj 0)
(begin
(set! W (+ W wj))
(set! wvariance (+ wvariance (* (- (* yj yj) wvariance)
(/ wj W))))))))))
(define (histogram-2d-covariance h)
(let ((x-mean (histogram-2d-x-mean h))
(y-mean (histogram-2d-y-mean h))
(nx (histogram-2d-nx h))
(ny (histogram-2d-ny h))
(bins (histogram-2d-bins h))
(x-ranges (histogram-2d-x-ranges h))
(y-ranges (histogram-2d-y-ranges h))
(wcovariance 0.0)
(W 0.0))
(do ((i 0 (+ i 1)))
((= i nx) wcovariance)
(let ((xi (/ (+ (vector-ref x-ranges i)
(vector-ref x-ranges (+ i 1)))
(- 2.0 x-mean))))
(do ((j 0 (+ j 1)))
((= j ny) (void))
(let ((yj (/ (+ (vector-ref y-ranges j)
(vector-ref y-ranges (+ j 1)))
(- 2.0 y-mean)))
(wij (vector-ref bins (+ (* i ny) j))))
(if (> wij 0)
(begin
(set! W (+ W wij))
(set! wcovariance (+ wcovariance
(* (- (* xi yj) wcovariance)
(/ wij W))))))))))))
)