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/* statistics/wskew_source.c
 * Copyright (C) 1996, 1997, 1998, 1999, 2000 Jim Davies, Brian Gough
 * This program is free software; you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation; either version 2 of the License, or (at
 * your option) any later version.
 * This program is distributed in the hope that it will be useful, but
 * WITHOUT ANY WARRANTY; without even the implied warranty of
 * General Public License for more details.
 * You should have received a copy of the GNU General Public License
 * along with this program; if not, write to the Free Software
 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.

FUNCTION(gsl_stats,wskew) (const BASE w[], const size_t wstride, const BASE data[], const size_t stride, const size_t n)
  const double wmean = FUNCTION(gsl_stats,wmean)(w, wstride, data, stride, n);
  const double wsd = FUNCTION(gsl_stats,wsd_m)(w, wstride, data, stride, n, wmean);
  return FUNCTION(gsl_stats,wskew_m_sd)(w, wstride, data, stride, n, wmean, wsd);
FUNCTION(gsl_stats,wskew_m_sd) (const BASE w[], const size_t wstride, 
                                const BASE data[], 
                                const size_t stride, const size_t n,
                                const double wmean, const double wsd)
  /* Compute the weighted skewness of a dataset */

  long double wskew = 0;
  long double W = 0;

  size_t i;

  /* find the sum of the cubed deviations, normalized by the sd. */

  /* we use a recurrence relation to stably update a running value so
     there aren't any large sums that can overflow */

  for (i = 0; i < n; i++)
      BASE wi = w[i * wstride];
      if (wi > 0) {
        const long double x = (data[i * stride] - wmean) / wsd;
        W += wi ;
        wskew += (x * x * x - wskew) * (wi / W);

  return wskew;

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