1. Graphs by Individual Variables

Many quality characteristics can be expressed in terms of numeric values. Measurable quality characteristics such as weight, dimension or volume are called variables.

Example 1:

We will upload data regarding the viscosity of a given product.

Lot Viscosity Band
1 33.75
2 33.05 0.70
3 34.00 0.95
4 33.81 0.19
5 33.46 0.35
6 34.02 0.56
7 33.68 0.34
8 33.27 0.41
9 33.49 0.22
10 33.20 0.29
11 33.62 0.42
12 33.00 0.62
13 33.12 0.12
14 34.84 1.72
15 33.79 1.05
16 33.85 0.06
17 34.05 0.20
18 34.02 0.03
19 33.89 0.13
20 34.12 0.23
21 34.10 0.02
22 33.99 0.11
23 34.11 0.12

Setting as shown in the figure below to perform the analysis

  • Click on “Test Options” to decide which tests we will run. In our case, we will select all of them and click OK.

Then click Calculate we obtain the results. You can also generate the analyses and download them in Word format.

The results are:

Individual Values ​​Chart

Value
Upper Limit 34.817
Center line 33.749
Lower Limit 32.681

Moving Amplitude Chart

Value
Upper Limit 1.313
Center line 0.402
Lower Limit 0.000
Standard deviation 0.356

Points out of control - Individual Values ​​Chart

Subgroups Value Test
14 34.84 1 point more than 3 Sigmas from the center line
13 33.12 7 points or more in sequence on the same side of the center line
23 34.11 7 points or more in sequence on the same side of the center line

Points out of control - Moving Amplitude Chart

Subgroups Value Test
14 1.72 1 point more than 3 Sigma from the center line
23 0.12 7 points or more in a row on the same side of the center line
15 1.05 2 of 3 consecutive points greater than 2 deviations pattern from the center line

Example 2:

Consider the example above, after some changes in production, new viscosity measurements were made. We want to make a comparison between before and after these changes.

Factor Lot Viscosity
Before 1 33.75
Before 2 33.05
Before 3 34.00
Before 4 33.81
Before 5 33.46
Before 6 34.02
Before 7 33.68
Before 8 33.27
Before 9 33.49
Before 10 33.20
Before 11 33.62
Before 12 33.00
Before 13 33.12
Before 14 34.84
Before 15 33.79
Before 16 33.85
Before 17 34.05
Before 18 34.02
Before 19 33.89
Before 20 34.12
Before 21 34.10
Before 22 33.99
Before 23 34.11
After 1 33.56
After 2 34.23
After 3 33.82
After 4 33.23
After 5 33.39
After 6 33.70
After 7 33.67
After 8 33.84
After 9 33.81
After 10 33.55
After 11 33.90
After 12 33.69
After 13 33.84
After 14 33.68
After 15 34.20
After 16 33.41
After 17 34.09
After 18 33.42
After 19 33.49
After 20 33.96
After 21 34.16
After 22 33.62
After 23 32.90

Setting as shown in the figure below to perform the analysis

  • Click on “Test Options” to decide which tests we will run. In our case, we will select all of them and click OK.

Then click Calculate we obtain the results. You can also generate the analyses and download them in Word format.

The results are:

Individual ​​Chart

Before After
Upper Limit 34.817 34.689
Center line 33.749 33.703
Lower Limit 32.681 32.716

Moving Range Chart

Before After
Upper Limit 1.313 1.212
Center line 0.402 0.371
Lower Limit 0.000 0.000

Moving Range Chart (Standard Deviation)

Before After
Standard Deviation 0.356 0.329

Out of control points - Individual Values ​​Chart

Subgroups Value Factor Test
14 34.84 Before 1 point greater than 3 Sigmas from the center line
13 33.12 Before 7 points or more in sequence on the same side of the center line
23 34.11 Before 7 points or more in sequence on the same side of the center line

Out of control points - Moving Amplitude Chart

Subgroups Value Factor Test
14 1.72 Before 1 point greater than 3 Sigma from the center line
23 0.12 Before 7 points or more in sequence on the same side of the center line
15 1.05 Before 2 of 3 consecutive points greater than 2 sigmas from the center line
14 0.16 After 7 points or more in sequence on the same side of the center line

Last modified 19.11.2025: Atualizar Manual (288ad71)