lisp/calc/calc-stat.el

   1 ;;; calc-stat.el --- statistical functions for Calc
   2
   3 ;; Copyright (C) 1990-1993, 2001-2014 Free Software Foundation, Inc.
   4
   5 ;; Author: David Gillespie <daveg@synaptics.com>
   6 ;; Maintainer: Jay Belanger <jay.p.belanger@gmail.com>
   7
   8 ;; This file is part of GNU Emacs.
   9
  10 ;; GNU Emacs is free software: you can redistribute it and/or modify
  11 ;; it under the terms of the GNU General Public License as published by
  12 ;; the Free Software Foundation, either version 3 of the License, or
  13 ;; (at your option) any later version.
  14
  15 ;; GNU Emacs is distributed in the hope that it will be useful,
  16 ;; but WITHOUT ANY WARRANTY; without even the implied warranty of
  17 ;; MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
  18 ;; GNU General Public License for more details.
  19
  20 ;; You should have received a copy of the GNU General Public License
  21 ;; along with GNU Emacs.  If not, see <http://www.gnu.org/licenses/>.
  22
  23 ;;; Commentary:
  24
  25 ;;; Code:
  26
  27 ;; This file is autoloaded from calc-ext.el.
  28
  29 (require 'calc-ext)
  30 (require 'calc-macs)
  31
  32 ;;; Statistical operations on vectors.
  33
  34 (defun calc-vector-count (arg)
  35   (interactive "P")
  36   (calc-slow-wrapper
  37    (calc-vector-op "coun" 'calcFunc-vcount arg)))
  38
  39 (defun calc-vector-sum (arg)
  40   (interactive "P")
  41   (calc-slow-wrapper
  42    (if (calc-is-hyperbolic)
  43        (calc-vector-op "vprd" 'calcFunc-vprod arg)
  44      (calc-vector-op "vsum" 'calcFunc-vsum arg))))
  45
  46 (defun calc-vector-product (arg)
  47   (interactive "P")
  48   (calc-hyperbolic-func)
  49   (calc-vector-sum arg))
  50
  51 (defun calc-vector-max (arg)
  52   (interactive "P")
  53   (calc-slow-wrapper
  54    (if (calc-is-inverse)
  55        (calc-vector-op "vmin" 'calcFunc-vmin arg)
  56      (calc-vector-op "vmax" 'calcFunc-vmax arg))))
  57
  58 (defun calc-vector-min (arg)
  59   (interactive "P")
  60   (calc-invert-func)
  61   (calc-vector-max arg))
  62
  63 (defun calc-vector-mean (arg)
  64   (interactive "P")
  65   (calc-slow-wrapper
  66    (if (calc-is-hyperbolic)
  67        (if (calc-is-inverse)
  68            (calc-vector-op "harm" 'calcFunc-vhmean arg)
  69          (calc-vector-op "medn" 'calcFunc-vmedian arg))
  70      (if (calc-is-inverse)
  71          (calc-vector-op "meae" 'calcFunc-vmeane arg)
  72        (calc-vector-op "mean" 'calcFunc-vmean arg)))))
  73
  74 (defun calc-vector-mean-error (arg)
  75   (interactive "P")
  76   (calc-invert-func)
  77   (calc-vector-mean arg))
  78
  79 (defun calc-vector-median (arg)
  80   (interactive "P")
  81   (calc-hyperbolic-func)
  82   (calc-vector-mean arg))
  83
  84 (defun calc-vector-harmonic-mean (arg)
  85   (interactive "P")
  86   (calc-invert-func)
  87   (calc-hyperbolic-func)
  88   (calc-vector-mean arg))
  89
  90 (defun calc-vector-geometric-mean (arg)
  91   (interactive "P")
  92   (calc-slow-wrapper
  93    (if (calc-is-hyperbolic)
  94        (calc-binary-op "geom" 'calcFunc-agmean arg)
  95      (calc-vector-op "geom" 'calcFunc-vgmean arg))))
  96
  97 (defun calc-vector-sdev (arg)
  98   (interactive "P")
  99   (calc-slow-wrapper
 100    (if (calc-is-hyperbolic)
 101        (if (calc-is-inverse)
 102            (calc-vector-op "pvar" 'calcFunc-vpvar arg)
 103          (calc-vector-op "var" 'calcFunc-vvar arg))
 104      (if (calc-is-inverse)
 105          (calc-vector-op "psdv" 'calcFunc-vpsdev arg)
 106        (calc-vector-op "sdev" 'calcFunc-vsdev arg)))))
 107
 108 (defun calc-vector-pop-sdev (arg)
 109   (interactive "P")
 110   (calc-invert-func)
 111   (calc-vector-sdev arg))
 112
 113 (defun calc-vector-variance (arg)
 114   (interactive "P")
 115   (calc-hyperbolic-func)
 116   (calc-vector-sdev arg))
 117
 118 (defun calc-vector-pop-variance (arg)
 119   (interactive "P")
 120   (calc-invert-func)
 121   (calc-hyperbolic-func)
 122   (calc-vector-sdev arg))
 123
 124 (defun calc-vector-covariance (arg)
 125   (interactive "P")
 126   (calc-slow-wrapper
 127    (let ((n (if (eq arg 1) 1 2)))
 128      (if (calc-is-hyperbolic)
 129          (calc-enter-result n "corr" (cons 'calcFunc-vcorr
 130                                            (calc-top-list-n n)))
 131        (if (calc-is-inverse)
 132            (calc-enter-result n "pcov" (cons 'calcFunc-vpcov
 133                                              (calc-top-list-n n)))
 134          (calc-enter-result n "cov" (cons 'calcFunc-vcov
 135                                           (calc-top-list-n n))))))))
 136
 137 (defun calc-vector-pop-covariance (arg)
 138   (interactive "P")
 139   (calc-invert-func)
 140   (calc-vector-covariance arg))
 141
 142 (defun calc-vector-correlation (arg)
 143   (interactive "P")
 144   (calc-hyperbolic-func)
 145   (calc-vector-covariance arg))
 146
 147 (defun calc-vector-op (name func arg)
 148   (setq calc-aborted-prefix name
 149         arg (prefix-numeric-value arg))
 150   (if (< arg 0)
 151       (error "Negative arguments not allowed"))
 152   (calc-enter-result arg name (cons func (calc-top-list-n arg))))
 153
 154
 155
 156
 157 ;;; Useful statistical functions
 158
 159 ;;; Sum, product, etc., of one or more values or vectors.
 160 ;;; Each argument must be either a number or a vector.  Vectors
 161 ;;; are flattened, but variables inside are assumed to represent
 162 ;;; non-vectors.
 163
 164 (defun calcFunc-vsum (&rest vecs)
 165   (math-reduce-many-vecs 'calcFunc-add 'calcFunc-vsum vecs 0))
 166
 167 (defun calcFunc-vprod (&rest vecs)
 168   (math-reduce-many-vecs 'calcFunc-mul 'calcFunc-vprod vecs 1))
 169
 170 (defun calcFunc-vmax (&rest vecs)
 171   (if (eq (car-safe (car vecs)) 'sdev)
 172       '(var inf var-inf)
 173     (if (eq (car-safe (car vecs)) 'intv)
 174         (nth 3 (math-fix-int-intv (car vecs)))
 175       (math-reduce-many-vecs 'calcFunc-max 'calcFunc-vmax vecs
 176                              '(neg (var inf var-inf))))))
 177
 178 (defun calcFunc-vmin (&rest vecs)
 179   (if (eq (car-safe (car vecs)) 'sdev)
 180       '(neg (var inf var-inf))
 181     (if (eq (car-safe (car vecs)) 'intv)
 182         (nth 2 (math-fix-int-intv (car vecs)))
 183       (math-reduce-many-vecs 'calcFunc-min 'calcFunc-vmin vecs
 184                              '(var inf var-inf)))))
 185
 186 (defun math-reduce-many-vecs (func whole-func vecs ident)
 187   (let ((const-part nil)
 188         (symb-part nil)
 189         val vec)
 190     (let ((calc-internal-prec (+ calc-internal-prec 2)))
 191       (while vecs
 192         (setq val (car vecs))
 193         (and (eq (car-safe val) 'var)
 194              (eq (car-safe (calc-var-value (nth 2 val))) 'vec)
 195              (setq val (symbol-value (nth 2 val))))
 196         (cond ((Math-vectorp val)
 197                (setq vec (append (and const-part (list const-part))
 198                                  (math-flatten-vector val)))
 199                (setq const-part (if vec
 200                                     (calcFunc-reducer
 201                                      (math-calcFunc-to-var func)
 202                                      (cons 'vec vec))
 203                                   ident)))
 204               ((or (Math-objectp val) (math-infinitep val))
 205                (setq const-part (if const-part
 206                                     (funcall func const-part val)
 207                                   val)))
 208               (t
 209                (setq symb-part (nconc symb-part (list val)))))
 210         (setq vecs (cdr vecs))))
 211     (if const-part
 212         (progn
 213           (setq const-part (math-normalize const-part))
 214           (if symb-part
 215               (funcall func const-part (cons whole-func symb-part))
 216             const-part))
 217       (if symb-part (cons whole-func symb-part) ident))))
 218
 219
 220 ;;; Return the number of data elements among the arguments.
 221 (defun calcFunc-vcount (&rest vecs)
 222   (let ((count 0))
 223     (while vecs
 224       (setq count (if (Math-vectorp (car vecs))
 225                       (+ count (math-count-elements (car vecs)))
 226                     (if (Math-objectp (car vecs))
 227                         (1+ count)
 228                       (if (and (eq (car-safe (car vecs)) 'var)
 229                                (eq (car-safe (calc-var-value
 230                                               (nth 2 (car vecs))))
 231                                    'vec))
 232                           (+ count (math-count-elements
 233                                     (symbol-value (nth 2 (car vecs)))))
 234                         (math-reject-arg (car vecs) 'numvecp))))
 235             vecs (cdr vecs)))
 236     count))
 237
 238 (defun math-count-elements (vec)
 239   (let ((count 0))
 240     (while (setq vec (cdr vec))
 241       (setq count (if (Math-vectorp (car vec))
 242                       (+ count (math-count-elements (car vec)))
 243                     (1+ count))))
 244     count))
 245
 246
 247 (defun math-flatten-many-vecs (vecs)
 248   (let ((p vecs)
 249         (vec (list 'vec)))
 250     (while p
 251       (setq vec (nconc vec
 252                        (if (Math-vectorp (car p))
 253                            (math-flatten-vector (car p))
 254                          (if (Math-objectp (car p))
 255                              (list (car p))
 256                            (if (and (eq (car-safe (car p)) 'var)
 257                                     (eq (car-safe (calc-var-value
 258                                                    (nth 2 (car p)))) 'vec))
 259                                (math-flatten-vector (symbol-value
 260                                                      (nth 2 (car p))))
 261                              (math-reject-arg (car p) 'numvecp)))))
 262             p (cdr p)))
 263     vec))
 264
 265 (defun calcFunc-vflat (&rest vecs)
 266   (math-flatten-many-vecs vecs))
 267
 268 (defun math-split-sdev-vec (vec zero-ok)
 269   (let ((means (list 'vec))
 270         (wts (list 'vec))
 271         (exact nil)
 272         (p vec))
 273     (while (and (setq p (cdr p))
 274                 (not (and (consp (car p))
 275                           (eq (car (car p)) 'sdev)))))
 276     (if (null p)
 277         (list vec nil)
 278       (while (setq vec (cdr vec))
 279         (if (and (consp (setq p (car vec)))
 280                  (eq (car p) 'sdev))
 281             (or exact
 282                 (setq means (cons (nth 1 p) means)
 283                       wts (cons (nth 2 p) wts)))
 284           (if zero-ok
 285               (setq means (cons (nth 1 p) means)
 286                     wts (cons 0 wts))
 287             (or exact
 288                 (setq means (list 'vec)
 289                       wts nil
 290                       exact t))
 291             (setq means (cons p means)))))
 292       (list (nreverse means)
 293             (and wts (nreverse wts))))))
 294
 295
 296 ;;; Return the arithmetic mean of the argument numbers or vectors.
 297 ;;; (If numbers are error forms, computes the weighted mean.)
 298 (defun calcFunc-vmean (&rest vecs)
 299   (let* ((split (math-split-sdev-vec (math-flatten-many-vecs vecs) nil))
 300          (means (car split))
 301          (wts (nth 1 split))
 302          (len (1- (length means))))
 303     (if (= len 0)
 304         (math-reject-arg nil "*Must be at least 1 argument")
 305       (if (and (= len 1) (eq (car-safe (nth 1 means)) 'intv))
 306           (let ((x (math-fix-int-intv (nth 1 means))))
 307             (calcFunc-vmean (nth 2 x) (nth 3 x)))
 308         (math-with-extra-prec 2
 309           (if (and wts (> len 1))
 310               (let* ((sqrwts (calcFunc-map '(var mul var-mul) wts wts))
 311                      (suminvsqrwts (calcFunc-reduce
 312                                     '(var add var-add)
 313                                     (calcFunc-map '(var div var-div)
 314                                                   1 sqrwts))))
 315                 (math-div (calcFunc-reduce '(var add var-add)
 316                                            (calcFunc-map '(var div var-div)
 317                                                          means sqrwts))
 318                           suminvsqrwts))
 319             (math-div (calcFunc-reduce '(var add var-add) means) len)))))))
 320
 321 (defun math-fix-int-intv (x)
 322   (if (math-floatp x)
 323       x
 324     (list 'intv 3
 325           (if (memq (nth 1 x) '(2 3)) (nth 2 x) (math-add (nth 2 x) 1))
 326           (if (memq (nth 1 x) '(1 3)) (nth 3 x) (math-sub (nth 3 x) 1)))))
 327
 328 ;;; Compute the mean with an error estimate.
 329 (defun calcFunc-vmeane (&rest vecs)
 330   (let* ((split (math-split-sdev-vec (math-flatten-many-vecs vecs) nil))
 331          (means (car split))
 332          (wts (nth 1 split))
 333          (len (1- (length means))))
 334     (if (= len 0)
 335         (math-reject-arg nil "*Must be at least 1 argument")
 336       (math-with-extra-prec 2
 337         (if wts
 338             (let* ((sqrwts (calcFunc-map '(var mul var-mul) wts wts))
 339                    (suminvsqrwts (calcFunc-reduce
 340                                   '(var add var-add)
 341                                   (calcFunc-map '(var div var-div)
 342                                                 1 sqrwts))))
 343               (math-make-sdev
 344                (math-div (calcFunc-reduce '(var add var-add)
 345                                           (calcFunc-map '(var div var-div)
 346                                                         means sqrwts))
 347                          suminvsqrwts)
 348                (list 'calcFunc-sqrt (math-div 1 suminvsqrwts))))
 349           (let ((mean (math-div (calcFunc-reduce '(var add var-add) means)
 350                                 len)))
 351             (math-make-sdev
 352              mean
 353              (list 'calcFunc-sqrt
 354                    (math-div (calcFunc-reducer
 355                               '(var add var-add)
 356                               (calcFunc-map '(var pow var-pow)
 357                                             (calcFunc-map '(var abs var-abs)
 358                                                           (calcFunc-map
 359                                                            '(var add var-add)
 360                                                            means
 361                                                            (math-neg mean)))
 362                                             2))
 363                              (math-mul len (1- len)))))))))))
 364
 365
 366 ;;; Compute the median of a list of values.
 367 (defun calcFunc-vmedian (&rest vecs)
 368   (let* ((flat (copy-sequence (cdr (math-flatten-many-vecs vecs))))
 369          (p flat)
 370          (len (length flat))
 371          (hlen (/ len 2)))
 372     (if (= len 0)
 373         (math-reject-arg nil "*Must be at least 1 argument")
 374       (if (and (= len 1) (memq (car-safe (car flat)) '(sdev intv)))
 375           (calcFunc-vmean (car flat))
 376         (while p
 377           (if (eq (car-safe (car p)) 'sdev)
 378               (setcar p (nth 1 (car p))))
 379           (or (Math-anglep (car p))
 380               (math-reject-arg (car p) 'anglep))
 381           (setq p (cdr p)))
 382         (setq flat (sort flat 'math-lessp))
 383         (if (= (% len 2) 0)
 384             (math-div (math-add (nth (1- hlen) flat) (nth hlen flat)) 2)
 385           (nth hlen flat))))))
 386
 387
 388 (defun calcFunc-vgmean (&rest vecs)
 389   (let* ((flat (math-flatten-many-vecs vecs))
 390          (len (1- (length flat))))
 391     (if (= len 0)
 392         (math-reject-arg nil "*Must be at least 1 argument")
 393       (math-with-extra-prec 2
 394         (let ((x (calcFunc-reduce '(var mul math-mul) flat)))
 395           (if (= len 2)
 396               (math-sqrt x)
 397             (math-pow x (list 'frac 1 len))))))))
 398
 399
 400 (defun calcFunc-agmean (a b)
 401   (cond ((Math-equal a b) a)
 402         ((math-zerop a) a)
 403         ((math-zerop b) b)
 404         (calc-symbolic-mode (math-inexact-result))
 405         ((not (Math-realp a)) (math-reject-arg a 'realp))
 406         ((not (Math-realp b)) (math-reject-arg b 'realp))
 407         (t
 408          (math-with-extra-prec 2
 409            (setq a (math-float (math-abs a))
 410                  b (math-float (math-abs b)))
 411            (let (mean)
 412              (while (not (math-nearly-equal-float a b))
 413                (setq mean (math-mul-float (math-add-float a b) '(float 5 -1))
 414                      b (math-sqrt-float (math-mul-float a b))
 415                      a mean))
 416              a)))))
 417
 418
 419 (defun calcFunc-vhmean (&rest vecs)
 420   (let* ((flat (math-flatten-many-vecs vecs))
 421          (len (1- (length flat))))
 422     (if (= len 0)
 423         (math-reject-arg nil "*Must be at least 1 argument")
 424       (math-with-extra-prec 2
 425         (math-div len
 426                   (calcFunc-reduce '(var add math-add)
 427                                    (calcFunc-map '(var inv var-inv) flat)))))))
 428
 429
 430
 431 ;;; Compute the sample variance or standard deviation of numbers or vectors.
 432 ;;; (If the numbers are error forms, only the mean part of them is used.)
 433 (defun calcFunc-vvar (&rest vecs)
 434   (if (and (= (length vecs) 1)
 435            (memq (car-safe (car vecs)) '(sdev intv)))
 436       (if (eq (car-safe (car vecs)) 'intv)
 437           (math-intv-variance (car vecs) nil)
 438         (math-sqr (nth 2 (car vecs))))
 439     (math-covariance vecs nil nil 0)))
 440
 441 (defun calcFunc-vsdev (&rest vecs)
 442   (if (and (= (length vecs) 1)
 443            (memq (car-safe (car vecs)) '(sdev intv)))
 444       (if (eq (car-safe (car vecs)) 'intv)
 445           (if (math-floatp (car vecs))
 446               (math-div (math-sub (nth 3 (car vecs)) (nth 2 (car vecs)))
 447                         (math-sqrt-12))
 448             (math-sqrt (calcFunc-vvar (car vecs))))
 449         (nth 2 (car vecs)))
 450     (math-sqrt (math-covariance vecs nil nil 0))))
 451
 452 ;;; Compute the population variance or std deviation of numbers or vectors.
 453 (defun calcFunc-vpvar (&rest vecs)
 454   (if (and (= (length vecs) 1)
 455            (memq (car-safe (car vecs)) '(sdev intv)))
 456       (if (eq (car-safe (car vecs)) 'intv)
 457           (math-intv-variance (car vecs) t)
 458         (math-sqr (nth 2 (car vecs))))
 459     (math-covariance vecs nil t 0)))
 460
 461 (defun calcFunc-vpsdev (&rest vecs)
 462   (if (and (= (length vecs) 1)
 463            (memq (car-safe (car vecs)) '(sdev intv)))
 464       (if (eq (car-safe (car vecs)) 'intv)
 465           (if (math-floatp (car vecs))
 466               (math-div (math-sub (nth 3 (car vecs)) (nth 2 (car vecs)))
 467                         (math-sqrt-12))
 468             (math-sqrt (calcFunc-vpvar (car vecs))))
 469         (nth 2 (car vecs)))
 470     (math-sqrt (math-covariance vecs nil t 0))))
 471
 472 (defun math-intv-variance (x pop)
 473   (or (math-constp x) (math-reject-arg x 'constp))
 474   (if (math-floatp x)
 475       (math-div (math-sqr (math-sub (nth 3 x) (nth 2 x))) 12)
 476     (let* ((x (math-fix-int-intv x))
 477            (len (math-sub (nth 3 x) (nth 2 x)))
 478            (hlen (math-quotient len 2)))
 479       (math-div (if (math-evenp len)
 480                     (calcFunc-sum '(^ (var X var-X) 2) '(var X var-X)
 481                                   (math-neg hlen) hlen)
 482                   (calcFunc-sum '(^ (- (var X var-X) (/ 1 2)) 2)
 483                                 '(var X var-X)
 484                                 (math-neg hlen) (math-add hlen 1)))
 485                 (if pop (math-add len 1) len)))))
 486
 487 ;;; Compute the covariance and linear correlation coefficient.
 488 (defun calcFunc-vcov (vec1 &optional vec2)
 489   (math-covariance (list vec1) (list vec2) nil 1))
 490
 491 (defun calcFunc-vpcov (vec1 &optional vec2)
 492   (math-covariance (list vec1) (list vec2) t 1))
 493
 494 (defun calcFunc-vcorr (vec1 &optional vec2)
 495   (math-covariance (list vec1) (list vec2) nil 2))
 496
 497
 498 (defun math-covariance (vec1 vec2 pop mode)
 499   (or (car vec2) (= mode 0)
 500       (progn
 501         (if (and (eq (car-safe (car vec1)) 'var)
 502                  (eq (car-safe (calc-var-value (nth 2 (car vec1)))) 'vec))
 503             (setq vec1 (symbol-value (nth 2 (car vec1))))
 504           (setq vec1 (car vec1)))
 505         (or (math-matrixp vec1) (math-dimension-error))
 506         (or (= (length (nth 1 vec1)) 3) (math-dimension-error))
 507         (setq vec2 (list (math-mat-col vec1 2))
 508               vec1 (list (math-mat-col vec1 1)))))
 509   (math-with-extra-prec 2
 510     (let* ((split1 (math-split-sdev-vec (math-flatten-many-vecs vec1) nil))
 511            (means1 (car split1))
 512            (wts1 (nth 1 split1))
 513            split2 means2 (wts2 nil)
 514            (sqrwts nil)
 515            suminvsqrwts
 516            (len (1- (length means1))))
 517       (if (< len (if pop 1 2))
 518           (math-reject-arg nil (if pop
 519                                    "*Must be at least 1 argument"
 520                                  "*Must be at least 2 arguments")))
 521       (if (or wts1 wts2)
 522           (setq sqrwts (math-add
 523                         (if wts1
 524                             (calcFunc-map '(var mul var-mul) wts1 wts1)
 525                           0)
 526                         (if wts2
 527                             (calcFunc-map '(var mul var-mul) wts2 wts2)
 528                           0))
 529                 suminvsqrwts (calcFunc-reduce
 530                               '(var add var-add)
 531                               (calcFunc-map '(var div var-div) 1 sqrwts))))
 532       (or (= mode 0)
 533           (progn
 534             (setq split2 (math-split-sdev-vec (math-flatten-many-vecs vec2)
 535                                               nil)
 536                   means2 (car split2)
 537                   wts2 (nth 2 split1))
 538             (or (= len (1- (length means2))) (math-dimension-error))))
 539       (let* ((diff1 (calcFunc-map
 540                      '(var add var-add)
 541                      means1
 542                      (if sqrwts
 543                          (math-div (calcFunc-reduce
 544                                     '(var add var-add)
 545                                     (calcFunc-map '(var div var-div)
 546                                                   means1 sqrwts))
 547                                    (math-neg suminvsqrwts))
 548                        (math-div (calcFunc-reducer '(var add var-add) means1)
 549                                  (- len)))))
 550              (diff2 (if (= mode 0)
 551                         diff1
 552                       (calcFunc-map
 553                        '(var add var-add)
 554                        means2
 555                        (if sqrwts
 556                            (math-div (calcFunc-reduce
 557                                       '(var add var-add)
 558                                       (calcFunc-map '(var div var-div)
 559                                                     means2 sqrwts))
 560                                      (math-neg suminvsqrwts))
 561                          (math-div (calcFunc-reducer '(var add var-add) means2)
 562                                    (- len))))))
 563              (covar (calcFunc-map '(var mul var-mul) diff1 diff2)))
 564         (if sqrwts
 565             (setq covar (calcFunc-map '(var div var-div) covar sqrwts)))
 566         (math-div
 567          (calcFunc-reducer '(var add var-add) covar)
 568          (if (= mode 2)
 569              (let ((var1 (calcFunc-map '(var mul var-mul) diff1 diff1))
 570                    (var2 (calcFunc-map '(var mul var-mul) diff2 diff2)))
 571                (if sqrwts
 572                    (setq var1 (calcFunc-map '(var div var-div) var1 sqrwts)
 573                          var2 (calcFunc-map '(var div var-div) var2 sqrwts)))
 574                (math-sqrt
 575                 (math-mul (calcFunc-reducer '(var add var-add) var1)
 576                           (calcFunc-reducer '(var add var-add) var2))))
 577            (if sqrwts
 578                (if pop
 579                    suminvsqrwts
 580                  (math-div (math-mul suminvsqrwts (1- len)) len))
 581              (if pop len (1- len)))))))))
 582
 583 (provide 'calc-stat)
 584
 585 ;;; calc-stat.el ends here