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+#!/usr/bin/awk -f
+
+### lin_reg2.awk
+# simple linear regression between columns
+
+BEGIN {
+ sign = "[+-]?"
+ decimal = "[0-9]+[.]?[0-9]*"
+ fraction = "[.][0-9]*"
+ exponent = "([Ee]" sign "[0-9]+)?"
+ number = "^" sign "(" decimal "|" fraction ")" exponent "$"
+}
+
+NR == 1 {
+ for (n=1; n<=NF; n++)
+ ($n ~ number) ? header[n] = "col" n : header[n] = $n
+}
+
+NF > 0 {
+ if (NF > nf_max)
+ nf_max = NF
+
+ ### iterate over columns
+ for (y=1; y<=nf_max; y++) {
+ if ($y ~ number) {
+
+ ### mean
+ count[y] += 1
+ sum[y] += $y
+ sum2[y] += $y*$y
+ mean[y] = sum[y]/count[y]
+
+ ### difference from the mean
+ delta[y] = $y - mean[y]
+ sum_delta[y] += delta[y]
+ sum_delta2[y] += delta[y]*delta[y]
+
+ ### sample variance
+ (count[y] > 1) ? var[y] = sum_delta2[y]/(count[y] - 1) : var[y] = ""
+
+ # x = row, y = col
+ for (x=1; x<=nf_max; x++) {
+ count[x,y] += 1
+ sum_xy[x,y] += $x*$y
+ sum_delta_xy[x,y] += delta[x]*delta[y]
+
+ # correlation
+ r_den[x,y] = sqrt(sum_delta2[x]*sum_delta2[y])
+ (r_den[x,y]) ? r[x,y] = sum_delta_xy[x,y]/r_den[x,y] : r[x,y] = 1
+
+ ab_den[x,y] = (count[x,y]*sum2[x] - sum[x]*sum[x])
+ if (ab_den[x,y]) {
+ a[x,y] = (sum[y]*sum2[x] - sum[x]*sum_xy[x,y])/ab_den[x,y]
+ b[x,y] = (count[x,y]*sum_xy[x,y] - sum[x]*sum[y])/ab_den[x,y]
+ }
+ else {
+ a[x,y] = 0
+ b[x,y] = 1
+ }
+
+ ### error estimate
+ err_den[x,y] = count[x,y]*(count[x,y] - 2)
+ if (count[x,y] > 2) {
+ err[x,y] = $y - (a[x,y] + b[x,y]*$x)
+ sum_err2[x,y] += err[x,y]*err[x,y]
+ }
+ b_err_den[x,y] = (count[x,y] - 2)*sum_delta2[x]
+ if (b_err_den[x,y])
+ b_err[x,y] = sqrt(sum_err2[x,y]/b_err_den[x,y])
+ a_err_den[x,y] = count[x,y]*b_err_den[x,y]
+ if (a_err_den[x,y])
+ a_err[x,y] = sqrt(sum2[x]/count[x,y])*b_err[x,y]
+ }
+ }
+ else
+ continue
+ }
+}
+
+END {
+ for (y=1; y<=nf_max; y++) {
+ for (x=1; x<=nf_max; x++) {
+ if (x != y && r[x,y]) {
+ printf(OFMT OFS "(%s)" OFS " = (" OFMT " +/- " OFMT ")(%s)" OFS " + (" OFMT " +/- " OFMT ")" ORS,
+ 10.0*log(r[x,y]*r[x,y])/log(10), header[y], b[x,y], b_err[x,y], header[x],
+ a[x,y], a_err[x,y])
+ }
+ }
+ }
+}
+