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@@ -0,0 +1,525 @@
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+
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+/****************************************************************************
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+ *
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+ * MODULE: r.statistics3
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+ * AUTHOR(S): Glynn Clements <glynn gclements.plus.com> (original contributor),
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+ * PURPOSE: Compute category or object oriented quantiles using two passes
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+ *
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+ * This program is free software under the GNU General Public
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+ * License (>=v2). Read the file COPYING that comes with GRASS
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+ * for details.
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+ *
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+ *****************************************************************************/
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+#include <stdlib.h>
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+#include <string.h>
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+#include <math.h>
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+#include <grass/gis.h>
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+#include <grass/glocale.h>
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+#include <grass/spawn.h>
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+
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+#define MAX_CATS 1000
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+
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+struct bin
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+{
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+ unsigned long origin;
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+ DCELL min, max;
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+ int base, count;
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+};
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+
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+struct basecat
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+{
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+ unsigned int *slots;
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+ unsigned long total;
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+ int num_values;
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+ unsigned char *slot_bins;
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+ int num_bins;
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+ struct bin *bins;
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+ DCELL *values;
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+ DCELL *quants;
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+};
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+
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+static int num_quants;
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+static DCELL *quants;
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+static DCELL fmin, fmax;
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+static int num_slots;
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+static DCELL slot_size;
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+
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+static int rows, cols;
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+
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+static int min, max;
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+static int num_cats;
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+static struct basecat *basecats;
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+
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+static inline int get_slot(DCELL c)
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+{
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+ int i = (int)floor((c - min) / slot_size);
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+
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+ if (i < 0)
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+ i = 0;
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+ if (i > num_slots - 1)
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+ i = num_slots - 1;
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+ return i;
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+}
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+
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+static inline double get_quantile(struct basecat *bc, int n)
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+{
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+ return (double)bc->total * quants[n];
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+}
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+
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+static void get_slot_counts(int basefile, int coverfile)
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+{
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+ CELL *basebuf = G_allocate_c_raster_buf();
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+ DCELL *coverbuf = G_allocate_d_raster_buf();
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+ int row, col;
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+
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+ G_message(_("Computing histograms"));
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+
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+ for (row = 0; row < rows; row++) {
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+ G_get_c_raster_row(basefile, basebuf, row);
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+ G_get_d_raster_row(coverfile, coverbuf, row);
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+
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+ for (col = 0; col < cols; col++) {
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+ struct basecat *bc;
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+ int i;
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+
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+ if (G_is_c_null_value(&basebuf[col]))
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+ continue;
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+
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+ if (G_is_d_null_value(&coverbuf[col]))
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+ continue;
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+
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+ i = get_slot(coverbuf[col]);
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+ bc = &basecats[basebuf[col] - min];
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+
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+ bc->slots[i]++;
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+ bc->total++;
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+ }
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+
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+ G_percent(row, rows, 2);
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+ }
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+
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+ G_percent(rows, rows, 2);
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+ G_free(basebuf);
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+ G_free(coverbuf);
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+}
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+
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+static void initialize_bins(void)
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+{
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+ int cat;
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+
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+ G_message(_("Computing bins"));
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+
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+ for (cat = 0; cat < num_cats; cat++) {
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+ struct basecat *bc = &basecats[cat];
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+ int slot;
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+ double next;
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+ int num_values = 0;
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+ int bin = 0;
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+ unsigned long accum = 0;
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+ int quant = 0;
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+
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+ bc->bins = G_calloc(num_quants, sizeof(struct bin));
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+ bc->slot_bins = G_calloc(num_slots, sizeof(unsigned char));
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+
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+ next = get_quantile(bc, quant);
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+
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+ for (slot = 0; slot < num_slots; slot++) {
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+ unsigned int count = bc->slots[slot];
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+ unsigned long accum2 = accum + count;
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+
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+ if (accum2 > next) {
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+ struct bin *b = &bc->bins[bin];
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+
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+ bc->slot_bins[slot] = ++bin;
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+
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+ b->origin = accum;
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+ b->base = num_values;
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+ b->count = 0;
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+ b->min = min + slot_size * slot;
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+ b->max = min + slot_size * (slot + 1);
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+
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+ while (accum2 > next)
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+ next = get_quantile(bc, ++quant);
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+
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+ num_values += count;
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+ }
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+
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+ accum = accum2;
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+ }
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+
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+ bc->num_values = num_values;
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+ bc->num_bins = bin;
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+
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+ G_free(bc->slots);
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+
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+ bc->values = G_calloc(num_values, sizeof(DCELL));
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+ }
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+}
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+
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+static void fill_bins(int basefile, int coverfile)
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+{
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+ CELL *basebuf = G_allocate_c_raster_buf();
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+ DCELL *coverbuf = G_allocate_d_raster_buf();
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+ int row, col;
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+
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+ G_message(_("Binning data"));
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+
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+ for (row = 0; row < rows; row++) {
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+ G_get_c_raster_row(basefile, basebuf, row);
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+ G_get_d_raster_row(coverfile, coverbuf, row);
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+
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+ for (col = 0; col < cols; col++) {
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+ struct basecat *bc;
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+ int i, bin;
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+ struct bin *b;
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+
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+ if (G_is_c_null_value(&basebuf[col]))
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+ continue;
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+
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+ if (G_is_d_null_value(&coverbuf[col]))
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+ continue;
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+
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+ i = get_slot(coverbuf[col]);
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+ bc = &basecats[basebuf[col] - min];
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+ if (!bc->slot_bins[i])
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+ continue;
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+
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+ bin = bc->slot_bins[i] - 1;
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+ b = &bc->bins[bin];
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+
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+ bc->values[b->base + b->count++] = coverbuf[col];
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+ }
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+
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+ G_percent(row, rows, 2);
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+ }
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+
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+ G_percent(rows, rows, 2);
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+ G_free(basebuf);
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+ G_free(coverbuf);
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+}
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+
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+static int compare_dcell(const void *aa, const void *bb)
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+{
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+ DCELL a = *(const DCELL *)aa;
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+ DCELL b = *(const DCELL *)bb;
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+
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+ if (a < b)
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+ return -1;
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+ if (a > b)
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+ return 1;
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+ return 0;
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+}
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+
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+static void sort_bins(void)
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+{
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+ int cat;
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+
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+ G_message(_("Sorting bins"));
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+
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+ for (cat = 0; cat < num_cats; cat++) {
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+ struct basecat *bc = &basecats[cat];
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+ int bin;
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+
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+ G_free(bc->slot_bins);
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+
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+ for (bin = 0; bin < bc->num_bins; bin++) {
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+ struct bin *b = &bc->bins[bin];
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+
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+ qsort(&bc->values[b->base], b->count, sizeof(DCELL), compare_dcell);
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+ }
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+
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+ G_percent(cat, num_cats, 2);
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+ }
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+
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+ G_percent(cat, num_cats, 2);
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+}
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+
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+static void print_quantiles(void)
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+{
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+ int cat;
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+
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+ G_message(_("Printing quantiles"));
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+
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+ for (cat = 0; cat < num_cats; cat++) {
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+ struct basecat *bc = &basecats[cat];
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+ int quant;
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+
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+ for (quant = 0; quant < num_quants; quant++)
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+ printf("%d:%d:%f:%f\n", min + cat, quant, 100 * quants[quant], bc->quants[quant]);
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+ }
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+}
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+
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+static void compute_quantiles(void)
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+{
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+ int cat;
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+
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+ G_message(_("Computing quantiles"));
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+
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+ for (cat = 0; cat < num_cats; cat++) {
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+ struct basecat *bc = &basecats[cat];
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+ struct bin *b = &bc->bins[0];
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+ int quant;
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+
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+ bc->quants = G_malloc(num_quants * sizeof(DCELL));
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+
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+ for (quant = 0; quant < num_quants; quant++) {
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+ double next = get_quantile(bc, quant);
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+ double k, v;
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+ int i0, i1;
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+
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+ while (b->origin + b->count < next)
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+ b++;
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+
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+ k = next - b->origin;
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+ i0 = (int)floor(k);
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+ i1 = (int)ceil(k);
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+
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+ v = (i0 == i1)
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+ ? bc->values[b->base + i0]
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+ : bc->values[b->base + i0] * (i1 - k) + bc->values[b->base + i1] * (k - i0);
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+
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+ bc->quants[quant] = v;
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+ }
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+ }
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+}
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+
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+static void do_reclass(const char *basemap, char **outputs)
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+{
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+ const char *tempfile = G_tempfile();
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+ char *input_arg = G_malloc(strlen(basemap) + 7);
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+ char *rules_arg = G_malloc(strlen(tempfile) + 7);
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+ int quant;
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+
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+ G_message(_("Generating reclass maps"));
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+
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+ sprintf(input_arg, "input=%s", basemap);
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+ sprintf(rules_arg, "rules=%s", tempfile);
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+
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+ for (quant = 0; quant < num_quants; quant++) {
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+ const char *output = outputs[quant];
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+ char *output_arg = G_malloc(strlen(output) + 8);
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+ FILE *fp;
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+ int cat;
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+
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+ sprintf(output_arg, "output=%s", output);
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+
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+ fp = fopen(tempfile, "w");
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+ if (!fp)
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+ G_fatal_error(_("Unable to open temporary file"));
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+
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+ for (cat = 0; cat < num_cats; cat++)
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+ fprintf(fp, "%d = %d %f\n", min + cat, min + cat, basecats[cat].quants[quant]);
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+
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+ fclose(fp);
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+
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+ G_spawn("r.reclass", "r.reclass", input_arg, output_arg, rules_arg, NULL);
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+ }
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+
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+ remove(tempfile);
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+}
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+
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+static void do_output(int base_fd, char **outputs, const char *covermap)
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+{
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+ int *out_fd = G_malloc(num_quants * sizeof(int));
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+ CELL *base_buf = G_allocate_c_raster_buf();
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+ DCELL *out_buf = G_allocate_d_raster_buf();
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+ const char *mapset = G_mapset();
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+ struct Colors colors;
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+ int have_colors;
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+ int quant;
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+ int row, col;
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+
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+ G_message(_("Writing output maps"));
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+
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+ for (quant = 0; quant < num_quants; quant++) {
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+ const char *output = outputs[quant];
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+
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+ out_fd[quant] = G_open_fp_cell_new(output);
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+ if (out_fd[quant] < 0)
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+ G_fatal_error(_("Unable to open output map <%s>"), output);
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+ }
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+
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+ have_colors = G_read_colors(covermap, "", &colors) > 0;
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+
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+ for (row = 0; row < rows; row++) {
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+ G_get_c_raster_row(base_fd, base_buf, row);
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+
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+ for (quant = 0; quant < num_quants; quant++) {
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+ for (col = 0; col < cols; col++)
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+ if (G_is_c_null_value(&base_buf[col]))
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+ G_set_d_null_value(&out_buf[col], 1);
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+ else
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+ out_buf[col] = basecats[base_buf[col] - min].quants[quant];
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+
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+ G_put_d_raster_row(out_fd[quant], out_buf);
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+ }
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+
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+ G_percent(row, rows, 2);
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+ }
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+
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+ G_percent(row, rows, 2);
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+
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+ for (quant = 0; quant < num_quants; quant++) {
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+ G_close_cell(out_fd[quant]);
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+ if (have_colors)
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+ G_write_colors(outputs[quant], mapset, &colors);
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+ }
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+}
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+
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+int main(int argc, char *argv[])
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+{
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+ struct GModule *module;
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+ struct
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+ {
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+ struct Option *quant, *perc, *slots, *basemap, *covermap, *output;
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+ } opt;
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+ struct {
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+ struct Flag *r, *p;
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+ } flag;
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+ const char *basemap, *covermap;
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+ char **outputs;
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+ int reclass, print;
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+ int cover_fd, base_fd;
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+ struct Range range;
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+ struct FPRange fprange;
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+ int i;
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+
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+ G_gisinit(argv[0]);
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+
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+ module = G_define_module();
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+ module->keywords = _("raster, statistics");
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+ module->description = _("Compute category quantiles using two passes.");
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+
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+ opt.basemap = G_define_standard_option(G_OPT_R_BASE);
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+
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+ opt.covermap = G_define_standard_option(G_OPT_R_COVER);
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+
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+ opt.quant = G_define_option();
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+ opt.quant->key = "quantiles";
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+ opt.quant->type = TYPE_INTEGER;
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+ opt.quant->required = NO;
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+ opt.quant->description = _("Number of quantiles");
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+
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+ opt.perc = G_define_option();
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+ opt.perc->key = "percentiles";
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+ opt.perc->type = TYPE_DOUBLE;
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+ opt.perc->multiple = YES;
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+ opt.perc->description = _("List of percentiles");
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+ opt.perc->answer = "50";
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+
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+ opt.slots = G_define_option();
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+ opt.slots->key = "bins";
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+ opt.slots->type = TYPE_INTEGER;
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+ opt.slots->required = NO;
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+ opt.slots->description = _("Number of bins to use");
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+ opt.slots->answer = "1000";
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+
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+ opt.output = G_define_standard_option(G_OPT_R_OUTPUT);
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+ opt.output->description = _("Resultant raster map(s)");
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+ opt.output->required = NO;
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+ opt.output->multiple = YES;
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+
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+ flag.r = G_define_flag();
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+ flag.r->key = 'r';
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+ flag.r->description =
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+ _("Create reclass map with statistics as category labels");
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+
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+ flag.p = G_define_flag();
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+ flag.p->key = 'p';
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+ flag.p->description =
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+ _("Don't create output maps; just print statistics");
|
|
|
+
|
|
|
+ if (G_parser(argc, argv))
|
|
|
+ exit(EXIT_FAILURE);
|
|
|
+
|
|
|
+ basemap = opt.basemap->answer;
|
|
|
+ covermap = opt.covermap->answer;
|
|
|
+ outputs = opt.output->answers;
|
|
|
+ reclass = flag.r->answer;
|
|
|
+ print = flag.p->answer;
|
|
|
+
|
|
|
+ if (!print && !opt.output->answers)
|
|
|
+ G_fatal_error(_("Either -p or output= must be given"));
|
|
|
+
|
|
|
+ if (print && opt.output->answers)
|
|
|
+ G_fatal_error(_("-p and output= are mutually exclusive"));
|
|
|
+
|
|
|
+ num_slots = atoi(opt.slots->answer);
|
|
|
+
|
|
|
+ if (opt.quant->answer) {
|
|
|
+ num_quants = atoi(opt.quant->answer) - 1;
|
|
|
+ quants = G_calloc(num_quants, sizeof(DCELL));
|
|
|
+ for (i = 0; i < num_quants; i++)
|
|
|
+ quants[i] = 1.0 * (i + 1) / (num_quants + 1);
|
|
|
+ }
|
|
|
+ else {
|
|
|
+ for (i = 0; opt.perc->answers[i]; i++)
|
|
|
+ ;
|
|
|
+ num_quants = i;
|
|
|
+ quants = G_calloc(num_quants, sizeof(DCELL));
|
|
|
+ for (i = 0; i < num_quants; i++)
|
|
|
+ quants[i] = atof(opt.perc->answers[i]) / 100;
|
|
|
+ qsort(quants, num_quants, sizeof(DCELL), compare_dcell);
|
|
|
+ }
|
|
|
+
|
|
|
+ if (opt.output->answer) {
|
|
|
+ for (i = 0; opt.output->answers[i]; i++)
|
|
|
+ ;
|
|
|
+ if (i != num_quants)
|
|
|
+ G_fatal_error(_("Number of quantiles (%d) does not match number of output maps (%d)"),
|
|
|
+ num_quants, i);
|
|
|
+ }
|
|
|
+
|
|
|
+ base_fd = G_open_cell_old(basemap, "");
|
|
|
+ if (base_fd < 0)
|
|
|
+ G_fatal_error(_("Unable to open base map <%s>"), basemap);
|
|
|
+
|
|
|
+ cover_fd = G_open_cell_old(covermap, "");
|
|
|
+ if (cover_fd < 0)
|
|
|
+ G_fatal_error(_("Unable to open cover map <%s>"), covermap);
|
|
|
+
|
|
|
+ if (G_raster_map_is_fp(basemap, "") != 0)
|
|
|
+ G_fatal_error(_("The base map must be an integer (CELL) map"));
|
|
|
+
|
|
|
+ if (G_read_range(basemap, "", &range) < 0)
|
|
|
+ G_fatal_error(_("Unable to read range of base map <%s>"), basemap);
|
|
|
+
|
|
|
+ G_get_range_min_max(&range, &min, &max);
|
|
|
+ num_cats = max - min + 1;
|
|
|
+ if (num_cats > MAX_CATS)
|
|
|
+ G_fatal_error(_("Base map <%s> has too many categories (max: %d)"),
|
|
|
+ basemap, MAX_CATS);
|
|
|
+
|
|
|
+ G_read_fp_range(covermap, "", &fprange);
|
|
|
+ G_get_fp_range_min_max(&fprange, &fmin, &fmax);
|
|
|
+ slot_size = (fmax - fmin) / num_slots;
|
|
|
+
|
|
|
+ basecats = G_calloc(num_cats, sizeof(struct basecat));
|
|
|
+
|
|
|
+ for (i = 0; i < num_cats; i++)
|
|
|
+ basecats[i].slots = G_calloc(num_slots, sizeof(unsigned int));
|
|
|
+
|
|
|
+ rows = G_window_rows();
|
|
|
+ cols = G_window_cols();
|
|
|
+
|
|
|
+ get_slot_counts(base_fd, cover_fd);
|
|
|
+
|
|
|
+ initialize_bins();
|
|
|
+ fill_bins(base_fd, cover_fd);
|
|
|
+
|
|
|
+
|
|
|
+ sort_bins();
|
|
|
+ compute_quantiles();
|
|
|
+
|
|
|
+ if (print)
|
|
|
+ print_quantiles();
|
|
|
+ else if (reclass)
|
|
|
+ do_reclass(basemap, outputs);
|
|
|
+ else
|
|
|
+ do_output(base_fd, outputs, covermap);
|
|
|
+
|
|
|
+ G_close_cell(cover_fd);
|
|
|
+ G_close_cell(base_fd);
|
|
|
+
|
|
|
+ return (EXIT_SUCCESS);
|
|
|
+}
|