File:Xbar chart for a paired xbar and R chart.svg

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Summary[edit]

Description
English: Example xbar chart for a process that experienced a 1.5σ drift starting at midnight.
Date
Source Own work
Author DanielPenfield

Creation technique[edit]

  1. Simulate process observations using en:perl, output to file.
  2. Read file into R, use qcc package to render control chart.
  3. Save to PDF.
  4. Import into en:Inkscape, save to SVG.

en:Perl[edit]

#!/usr/bin/perl -w

use strict;
use Math::Random;

my %shiftSchedule = (
    "first" =>  { "start" => 6.00, "end" => 14.00 },
    "second" => { "start" => 14.00, "end" => 22.00 },
    "third" =>  { "start" => 22.00, "end" =>  6.00 }
);
my $shift = "third";         # shift to monitor
my $inspectionRate = 1 / 2;  # every 1/2 hour
my $drift = 1.5;             # drift to simulate
my $m = 25;                  # samples in control chart setup
my $n = 3;                   # observations per sample
my $target = 100.0;          # quality characteristic target

my $hour;
my $i;
my $j;
my $minute;
my $observation;
my $setupM = $m;

print "timestamp sample observation phase\r\n";

for ($i = 1; $i <= $m; $i++) {
    for ($j = 0; $j < $n; $j++) {
	$observation = $target + random_normal();
	printf "     0:00 %6d     %7.3f setup\r\n", $i, $observation;
    }
}

$m = $shiftSchedule{$shift}{"end"} - $shiftSchedule{$shift}{"start"};
if ($m < 0) {
    $m += 24;
}
$m /= $inspectionRate;
for ($i = 1; $i <= $m; $i++) {
    $hour = int($i * $inspectionRate + $shiftSchedule{$shift}{"start"});
    if ($hour >= 24) {
	$hour -= 24;
    }
    $minute = ($i & 0x1) ? (60 * $inspectionRate) : 0;
    for ($j = 0; $j < $n; $j++) {
	$observation = $target + random_normal();
	if ($i >= (0.25 * $m)) {
	    if ($i < (0.75 * $m)) {
		$observation += ($drift / (0.5 * $m)) * ($i - (0.25 * $m));
	    } else {
		$observation += $drift;
	    }
	}
	printf "    %2d:%02d %6d     %7.3f monitoring\r\n", $hour, $minute, $setupM + $i, $observation;
    }
}

R logo.svg This chart was created with R:

R code

observations <- read.table("observations.txt", TRUE)

require(qcc)
attach(observations)

# identify "observation" and "sample" columns as providing the
# observations and sample numbers
observation <- qcc.groups(observation, sample)

# number of observations per sample
n = ncol(observation)
# number of samples in phase I ("setup")
m = length(phase[phase == "setup"]) / n

# we do not plot the phase I ("setup") data, so just provide a filler
setupTimestamps <- rep.int(c(""), m)

# extract the timestamps to display for the phase II ("monitoring") data
monitoringTimestamps <- as.character(timestamp[phase == "monitoring"])
# reduce from one per observation to one per sample
monitoringTimestamps <- monitoringTimestamps[seq(1, length(monitoringTimestamps), n)]
# reduce to one per hour
for (i in 1:length(monitoringTimestamps)) {
    minutes <- strsplit(monitoringTimestamps[[i]], ":")[[1]][[2]]
    if (minutes != "00") monitoringTimestamps[[i]] <- ""
}

# plot xbar chart
obj <- qcc(data = observation[1:m,],
           type = "xbar",
	   newdata = observation[-(1:m),],
	   labels = setupTimestamps,
	   newlabels = monitoringTimestamps,
	   axes.las = 3,
	   chart.all = FALSE,
	   title = "xbar chart for quality characteristic XXX",
	   xlab = "Sample",
	   ylab = "Mean value (units)")


Licensing[edit]

I, the copyright holder of this work, hereby publish it under the following licenses:
w:en:Creative Commons

attribution share alike

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  • share alike – If you remix, transform, or build upon the material, you must distribute your contributions under the same or compatible license as the original.

GNU head Permission is granted to copy, distribute and/or modify this document under the terms of the GNU Free Documentation License, Version 1.2 or any later version published by the Free Software Foundation; with no Invariant Sections, no Front-Cover Texts, and no Back-Cover Texts. A copy of the license is included in the section entitled GNU Free Documentation License.
You may select the license of your choice.

File history

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Date/TimeThumbnailDimensionsUserComment
current21:53, 16 January 2010Thumbnail for version as of 21:53, 16 January 2010630 × 629 (37 KB)DanielPenfield (talk | contribs){{Information |Description={{en|1=Example xbar chart for a process that experienced a 1.5σ drift starting at midnight.}} |Source={{own}} |Author=DanielPenfield |Date=2010-01-16 |Permission= |other_versions

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