| Literature DB >> 29882890 |
David Gomez Baquero1, Kadri Koppel2, Delores Chambers3, Karolina Hołda4, Robert Głogowski5, Edgar Chambers6.
Abstract
Sensory analysis of pet foods has been emerging as an important field of study for the pet food industry over the last few decades. Few studies have been conducted on understanding the pet owners’ perception of pet foods. The objective of this study is to gain a deeper understanding on the perception of the visual characteristics of dry dog foods by dog owners in different consumer segments. A total of 120 consumers evaluated the appearance of 30 dry dog food samples with varying visual characteristics. The consumers rated the acceptance of the samples and associated each one with a list of positive and negative beliefs. Cluster Analysis, ANOVA and Correspondence Analysis were used to analyze the consumer responses. The acceptability of the appearance of dry dog foods was affected by the number of different kibbles present, color(s), shape(s), and size(s) of the kibbles in the product. Three consumer clusters were identified. Consumers rated highest single-kibble samples of medium sizes, traditional shapes, and brown colors. Participants disliked extra-small or extra-large kibble sizes, shapes with high-dimensional contrast, and kibbles of light brown color. These findings can help dry dog food manufacturers to meet consumers’ needs with increasing benefits to the pet food and commodity industries.Entities:
Keywords: affective tests; appearance; cluster analysis; consumer acceptance; consumer perception; dry dog food; kibble
Year: 2018 PMID: 29882890 PMCID: PMC6025449 DOI: 10.3390/ani8060079
Source DB: PubMed Journal: Animals (Basel) ISSN: 2076-2615 Impact factor: 2.752
Description of the samples (n = 30) used and their visual characteristics.
| Sample | Sample Type | Number of Kibbles Present | Color(s) | Relative Size(s) Score (1–7) | Shape(s) |
|---|---|---|---|---|---|
| S1 | Single-kibble | 1 | Bright gold | 5 | Bones |
| S2 | Single-kibble | 1 | Bright gold | 6 | Clovers |
| S3 | Single-kibble | 1 | Golden brown | 6 | Cylindrical ‘X’ |
| S4 | Single-kibble | 1 | Golden brown | 4 | Rounded cuboids |
| S5 | Single-kibble | 1 | Amber brown | 7 | Sticks |
| S6 | Single-kibble | 1 | Light brown | 5 | Discs |
| S7 | Single-kibble | 1 | Shades of brown (from bright gold to medium brown) | 7 | Cylinders |
| S8 | Single-kibble | 1 | Golden brown | 2 | Cuboids |
| S9 | Single-kibble | 1 | Medium brown | 4 | Flat triangular prisms with center hole |
| S10 | Single-kibble | 1 | Amber brown | 4 | Puffs (irregular) |
| S11 | Single-kibble | 1 | Medium brown | 3 | Flat ‘X’ |
| S12 | Single-kibble | 1 | Medium brown | 3 | Flat cuboids with center hole |
| S13 | Single-kibble | 1 | Medium brown | 3 | Flat cylinders |
| S14 | Single-kibble | 1 | Medium brown | 5 | Rounded triangular prisms |
| S15 | Single-kibble | 1 | Medium brown | 4 | Flat triangular prisms |
| S16 | Single-kibble | 1 | Medium brown | 6 | Rack of ribs |
| S17 | Single-kibble | 1 | Dark brown | 5 | Semi-flat cuboids |
| S18 | Single-kibble | 1 | Extra-dark brown | 1 | Spheres |
| S19 | Single-kibble | 1 | Medium green | 3 | Puffs |
| S20 | Single-kibble | 1 | Dark green | 6 | Flat elongated cuboids with rounded corners |
| S21 | Single-kibble | 1 | Red | 3 | Rounded cuboids |
| S22 | Single-kibble | 1 | Red meat and white fat, marbled | 6 | Steaks |
| M1 | Multiple-kibble | 2 | Light brown, Medium brown | 4, 5 | Discs, flat triangular prisms with center hole |
| M2 | Multiple-kibble | 2 | Golden brown, Red | 3, 4 | Rounded cuboids |
| M3 | Multiple-kibble | 3 | Light brown, Medium green, Medium brown | 3, 4, 5 | Discs, flat triangular prisms with center hole, puffs |
| M4 | Multiple-kibble | 3 | Golden brown, Dark brown, Red | 2, 3, 4 | Rounded cuboids, flat cylinders |
| M5 | Multiple-kibble | 4 | Light brown, Medium green, Medium brown | 3, 4, 5 | Discs, flat triangular prisms with center hole, puffs, flat triangular prisms |
| M6 | Multiple-kibble | 4 | Golden brown, Dark brown, Medium green, Red | 2, 3, 4 | Rounded cuboids, flat cylinders, puffs |
| M7 | Multiple-kibble | 5 | Golden brown, Bright gold, Light brown, Medium brown | 4, 5, 6 | Clovers, discs, cylindrical ‘X’, flat triangular prisms, flat triangular prisms with center hole |
| M8 | Multiple-kibble | 5 | Bright gold, Golden brown, Dark brown, Medium green, Red | 2, 3, 4, 5 | Rounded cuboids, flat cylinders, puffs, rounded triangular prisms |
A relative size scoring method ranging from 1 (smallest size) to 7 (largest size) was used to classify the size of the kibbles as follows: 1 = extra-small; 2 = small; 3 = small-to-medium; 4 = medium; 5 = medium-to-large; 6 = large; 7 = extra-large. All relative sizes were assigned based on the largest dimension for each of the kibbles, regardless of the shape.
Summary of the demographics of the participants in the consumer study (%).
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| 40.8% | 59.2% | ||||||
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| 41.7% | 58.3% | ||||||
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| 64.2% | 22.5% | 6.7% | 3.3% | 3.3% | |||
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| 5.8% | 33.3% | 36.7% | 39.2% | 9.2% | |||
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| 13.3% | 68.3% | 18.3% | |||||
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| 54.2% | 45.8% | ||||||
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| 30.8% | 30.0% | 50.8% | 10.0% | 70.8% | 75.0% | 6.7% | |
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| 54.2% | 15.0% | 10.0% | 30.0% | 44.2% | 5.0% | ||
Summary of the two-way ANOVA tests for all the participants and for each of the three consumer clusters. Overall Liking, Size Liking, Shape Liking and Color Liking as dependent variables. Sample and Consumer as explanatory variables. A level of significance α = 0.05 was used.
| Parameter | Consumers | Dependent Variable | |||
|---|---|---|---|---|---|
| Overall Liking | Size Liking | Shape Liking | Color Liking | ||
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| 0.314 | 0.351 | 0.367 | 0.324 |
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| 0.214 | 0.235 | 0.306 | 0.300 | |
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| 0.270 | 0.315 | 0.272 | 0.240 | |
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| 0.313 | 0.359 | 0.400 | 0.415 | |
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| 10.652 | 12.606 | 13.512 | 11.179 |
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| 2.578 | 2.907 | 4.156 | 4.048 | |
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| 6.157 | 7.650 | 6.212 | 5.264 | |
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| 9.079 | 11.186 | 13.285 | 14.184 | |
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| <0.0001 | <0.0001 | <0.0001 | <0.0001 |
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| <0.0001 | <0.0001 | <0.0001 | <0.0001 | |
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| <0.0001 | <0.0001 | <0.0001 | <0.0001 | |
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| <0.0001 | <0.0001 | <0.0001 | <0.0001 | |
Type III Sum of Squares for the two-way ANOVA tests for all the participants and for each of the three consumer clusters. Analysis of the impact of Sample on the model. Overall Liking, Size Liking, Shape Liking and Color Liking as dependent variables. Sample and Consumer as explanatory variables. A level of significance α = 0.05 was used.
| Dependent Variable | All Participants | Cluster 1 | Cluster 2 | Cluster 3 | ||||
|---|---|---|---|---|---|---|---|---|
| F | F | F | F | |||||
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| 18.758 | <0.0001 | 1.9 | 0.004 | 11.39 | <0.0001 | 21.24 | <0.0001 |
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| 28.371 | <0.0001 | 2.67 | <0.0001 | 12.99 | <0.0001 | 17.06 | <0.0001 |
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| 26.151 | <0.0001 | 2.03 | 0.002 | 9.143 | <0.0001 | 23.87 | <0.0001 |
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| 20.559 | <0.0001 | 1.66 | 0.019 | 7.473 | <0.0001 | 32.57 | <0.0001 |
Summary of the Tukey’s Honest Significant Difference post-hoc comparison tests for the ANOVA models for all the participants and for each of the three consumer clusters. Overall Liking, Size Liking, Shape Liking and Color Liking as dependent variables. Analysis of Sample as factor for multiple comparisons. A level of significance α = 0.05 was used. For each of the dependent variables, samples not sharing the same letter differ significantly (on each column).
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| S14 | 6.3 a | 6.4 a | 6.5 a | 6.2 ab |
| S15 | 6.3 a | 6.0 abc | 6.3 ab | 6.6 a |
| S16 | 5.9 ab | 6.0 abc | 5.8 abc | 5.9 abcd |
| S3 | 5.6 abcd | 6.2 ab | 5.8 abc | 5.1 cdef |
| S4 | 5.6 abc | 5.8 abcd | 6.2 ab | 5.0 cdefg |
| S17 | 5.2 bcdefgh | 5.8 abcd | 5.9 abc | 5.0 defgh |
| S1 | 5.4 abcdef | 5.7 abcdef | 5.6 bc | 4.8 efghi |
| S13 | 5.4 abcde | 4.3 ij | 5.8 abc | 5.6 bcde |
| M2 | 4.7 cdefghij | 5.6 abcdef | 5.9 abc | 4.3 fghijkl |
| S2 | 5.3 bcdefg | 5.7 abcde | 5.1 cd | 4.7 efghijk |
| S11 | 5.2 bcdefg | 4.3 ij | 5.2 cd | 6.0 abc |
| S22 | 4.8 cdefghi | 5.7 abcdef | 5.4 bc | 4.1 fghijkl |
| S7 | 4.7 cdefghij | 4.3 hij | 5.2 cd | 5.1 cdef |
| M8 | 4.6 efghijk | 5.6 bcdef | 5.6 bc | 3.9 ijkl |
| S10 | 4.4 ghijkl | 5.6 abcdef | 5.4 bc | 4.2 fghijkl |
| M6 | 4.5 fghijkl | 5.2 cdefg | 5.6 abc | 3.8 jkl |
| M4 | 4.5 fghijkl | 5.0 defghi | 5.5 bc | 4.1 ghijkl |
| S8 | 4.7 defghijk | 3.3 kl | 5.2 cd | 5.0 cdefg |
| M7 | 4.4 ghijkl | 5.1 cdefgh | 4.3 de | 4.3 fghijkl |
| S19 | 4.0 ijkl | 5.1 defghi | 5.7 abc | 3.5 l |
| S21 | 3.8 jkl | 5.1 cdefgh | 5.6 bc | 3.4 l |
| M5 | 4.3 hijkl | 4.8 fghij | 4.1 e | 4.0 hijkl |
| S9 | 4.3 hijkl | 4.5 ghij | 4.1 ef | 4.2 fghijkl |
| S12 | 4.1 ijkl | 4.0 jk | 4.1 ef | 4.3 fghijkl |
| M1 | 4.2 ijkl | 4.5 ghij | 3.8 ef | 4.2 fghijkl |
| S18 | 3.8 jkl | 3.1 l | 4.3 de | 4.8 efghij |
| S20 | 3.9 ijkl | 4.9 efghij | 4.4 de | 3.5 l |
| M3 | 3.8 jkl | 4.6 ghij | 3.9 ef | 3.7 kl |
| S5 | 3.7 l | 3.3 kl | 3.2 f | 4.3 fghijkl |
| S6 | 3.8 kl | 4.6 ghij | 3.8 ef | 3.6 l |
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| <0.0001 | <0.0001 | <0.0001 | <0.0001 |
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| Yes | Yes | Yes | Yes |
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| 3.7 | 3.1 | 3.2 | 3.4 |
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| 6.3 | 6.4 | 6.5 | 6.6 |
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| 2.6 | 3.3 | 3.3 | 3.2 |
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| 120 | |||
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| 100% | |||
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| S1 | 7.6 a | 7.2 a | 8.0 a | 7.4 a |
| S14 | 7.3 ab | 7.1 ab | 7.1 ab | 7.2 ab |
| S15 | 7.1 ab | 7.1 ab | 7.2 ab | 7.1 ab |
| S16 | 7.3 ab | 7.2 a | 7.2 ab | 6.6 ab |
| S2 | 7.3 ab | 6.8 abc | 7.6 ab | 6.3 ab |
| S11 | 7.5 ab | 6.3 abc | 7.3 ab | 7.1 ab |
| S3 | 6.8 ab | 6.8 abc | 7.5 ab | 7.0 ab |
| M7 | 6.9 ab | 7.0 ab | 7.2 ab | 6.3 ab |
| S4 | 7.0 ab | 6.9 ab | 6.9 ab | 6.5 ab |
| M5 | 7.1 ab | 6.8 abc | 6.7 ab | 7.0 ab |
| S17 | 6.9 ab | 6.6 abc | 7.1 ab | 6.6 ab |
| S22 | 6.6 ab | 7.1 ab | 7.4 ab | 5.8 ab |
| M8 | 7.0 ab | 6.7 abc | 7.1 ab | 6.2 ab |
| S12 | 6.9 ab | 6.5 abc | 7.4 ab | 6.0 ab |
| S10 | 6.6 ab | 6.9 abc | 6.8 ab | 6.3 ab |
| M4 | 6.8 ab | 6.8 abc | 6.7 ab | 6.3 ab |
| S19 | 6.1 ab | 6.7 abc | 7.0 ab | 6.2 ab |
| S8 | 6.5 ab | 4.9 abc | 6.8 ab | 7.1 ab |
| S13 | 6.8 ab | 5.9 abc | 6.2 ab | 6.7 ab |
| S9 | 6.7 ab | 6.1 abc | 6.5 ab | 6.5 ab |
| M3 | 6.6 ab | 6.5 abc | 6.7 ab | 6.1 ab |
| M2 | 6.0 ab | 6.6 abc | 6.9 ab | 6.0 ab |
| M1 | 6.7 ab | 6.3 abc | 6.2 ab | 6.2 ab |
| M6 | 5.9 ab | 6.8 abc | 6.7 ab | 5.3 ab |
| S7 | 6.1 ab | 4.4 c | 5.7 ab | 6.5 ab |
| S20 | 6.1 ab | 6.5 abc | 6.1 ab | 5.5 ab |
| S6 | 5.6 ab | 6.0 abc | 6.0 ab | 5.1 ab |
| S5 | 5.6 ab | 5.1 abc | 5.3 b | 5.7 ab |
| S21 | 5.0 b | 5.4 abc | 6.1 ab | 4.6 b |
| S18 | 5.5 ab | 4.7 bc | 5.7 ab | 5.5 ab |
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| <0.0001 | <0.0001 | <0.0001 | <0.0001 |
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| Yes | Yes | Yes | Yes |
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| 5.0 | 4.4 | 5.3 | 4.6 |
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| 7.6 | 7.2 | 8.0 | 7.4 |
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| 2.6 | 2.8 | 2.7 | 2.8 |
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| 15 | |||
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| 12.5% | |||
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| S16 | 6.4 a | 6.3 a | 6.5 a | 6.0 ab |
| S22 | 6.4 a | 6.3 a | 6.2 ab | 5.9 ab |
| S14 | 5.8 abcd | 6.4 a | 6.2 ab | 5.8 abc |
| M2 | 6.1 ab | 6.0 ab | 6.2 ab | 5.8 abc |
| S15 | 6.0 ab | 5.8 abc | 6.1 abc | 6.1 a |
| S3 | 5.8 abc | 6.4 a | 6.2 ab | 5.2 abcde |
| M8 | 6.0 ab | 5.8 ab | 6.2 abc | 5.6 abcd |
| M6 | 6.3 a | 5.3 abcd | 6.0 abc | 5.6 abcd |
| M4 | 5.9 abc | 5.3 abcd | 5.9 abcd | 5.8 abc |
| S2 | 5.8 abc | 5.8 ab | 5.5 abcdef | 5.2 abcde |
| S10 | 5.3 abcdefg | 5.9 ab | 5.6 abcd | 5.6 abcd |
| S7 | 5.7 abcde | 5.2 abcde | 5.8 abcd | 5.7 abc |
| S4 | 5.5 abcdef | 5.6 abc | 5.9 abcd | 5.0 abcdef |
| S1 | 5.3 abcdefg | 5.6 abc | 5.7 abcd | 5.0 abcdef |
| M7 | 5.4 abcdefg | 5.7 abc | 5.3 abcdefg | 5.0 abcdef |
| S21 | 5.0 abcdefgh | 5.6 abc | 5.8 abcd | 4.7 abcdef |
| S11 | 4.7 bcdefgh | 3.6 fghi | 4.7 bcdefgh | 5.8 abc |
| M5 | 5.1 abcdefgh | 5.2 abcde | 4.8 bcdefgh | 4.6 abcdef |
| S19 | 4.7 bcdefgh | 5.2 abcde | 5.6 abcde | 4.0 def |
| S17 | 4.5 cdefgh | 5.5 abc | 5.4 abcdef | 3.9 ef |
| S13 | 4.8 bcdefgh | 3.7 efghi | 5.4 abcdef | 4.7 abcdef |
| S20 | 4.3 efgh | 5.0 abcdef | 4.8 bcdefgh | 3.8 ef |
| M3 | 4.3 defgh | 4.9 abcdefg | 4.4 defgh | 4.1 cdef |
| S8 | 4.2 efgh | 2.8 hi | 4.6 cdefgh | 4.4 bcdef |
| S5 | 4.1 fghi | 3.4 ghi | 3.7 gh | 4.9 abcdef |
| S9 | 4.0 ghi | 4.2 cdefgh | 4.0 efgh | 3.7 ef |
| M1 | 3.9 ghi | 4.6 bcdefg | 3.9 fgh | 3.7 ef |
| S6 | 3.8 hi | 4.5 bcdefg | 4.0 efgh | 3.4 f |
| S12 | 3.7 hi | 3.8 defghi | 3.7 h | 3.5 ef |
| S18 | 2.7 i | 2.7 i | 3.6 h | 3.5 ef |
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| <0.0001 | <0.0001 | <0.0001 | <0.0001 |
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| Yes | Yes | Yes | Yes |
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| 2.7 | 2.7 | 3.6 | 3.4 |
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| 6.4 | 6.4 | 6.5 | 6.1 |
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| 3.7 | 3.7 | 2.9 | 2.7 |
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| 40 | |||
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| 33.3% | |||
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| S14 | 6.3 a | 6.3 a | 6.6 a | 6.3 ab |
| S15 | 6.3 a | 5.9 ab | 6.2 abc | 6.8 a |
| S4 | 5.4 ab | 5.7 abc | 6.3 ab | 4.7 cdefgh |
| S17 | 5.2 abc | 5.8 abc | 6.0 abc | 5.3 bcdef |
| S3 | 5.2 abc | 5.9 ab | 5.2 bcde | 4.5 defghi |
| S16 | 5.2 abc | 5.6 abcd | 5.0 cde | 5.6 abcd |
| S13 | 5.5 ab | 4.3 fghijk | 5.9 abc | 5.9 abc |
| S1 | 4.9 bcde | 5.4 abcdef | 5.0 cdef | 4.2 fghi |
| S11 | 5.1 bcd | 4.2 ghijk | 5.0 cdef | 5.8 abc |
| S2 | 4.5 bcdefg | 5.4 abcde | 4.3 efghi | 4.0 ghij |
| S8 | 4.6 bcdef | 3.3 klm | 5.2 bcde | 5.0 cdefg |
| M2 | 3.6 fghi | 5.1 bcdefgh | 5.5 abcde | 2.9 jkl |
| S18 | 4.1 cdefgh | 3.1 lm | 4.5 defg | 5.4 bcde |
| S10 | 3.3 ghi | 5.2 abcdefg | 5.0 cdef | 2.9 jkl |
| S7 | 3.8 efghi | 3.7 ijklm | 4.7 defg | 4.3 efghi |
| S19 | 3.1 hi | 4.7 cdefghij | 5.6 abcd | 2.7 kl |
| S9 | 3.9 defghi | 4.2 fghijk | 3.6 ghijk | 4.0 ghij |
| S22 | 3.4 fghi | 5.0 bcdefgh | 4.4 defgh | 2.7 kl |
| S12 | 3.7 efghi | 3.6 jklm | 3.6 ghijk | 4.4 efghi |
| M8 | 3.2 hi | 5.1 bcdefgh | 5.0 cdef | 2.4 l |
| M6 | 3.1 hi | 4.8 bcdefghi | 5.2 bcde | 2.4 l |
| M1 | 3.8 efghi | 4.1 ghijkl | 3.2 hijk | 4.0 ghij |
| M4 | 3.0 hi | 4.5 defghij | 5.1 cde | 2.5 kl |
| S21 | 2.8 i | 4.8 bcdefghi | 5.3 bcde | 2.3 l |
| S6 | 3.3 ghi | 4.4 efghijk | 3.1 jk | 3.4 ijkl |
| S20 | 3.1 hi | 4.4 defghij | 3.8 fghij | 2.9 jkl |
| M7 | 3.2 hi | 4.4 efghijk | 3.1 jk | 3.3 ijkl |
| M5 | 3.2 hi | 4.2 ghijk | 3.2 ijk | 3.0 jkl |
| S5 | 2.9 hi | 2.9 m | 2.4 k | 3.6 hijk |
| M3 | 2.9 hi | 4.0 hijkl | 3.0 jk | 2.9 jkl |
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| <0.0001 | <0.0001 | <0.0001 | <0.0001 |
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| Yes | Yes | Yes | Yes |
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| 2.8 | 2.9 | 2.4 | 2.3 |
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| 6.3 | 6.3 | 6.6 | 6.8 |
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| 3.5 | 3.4 | 4.2 | 4.5 |
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| 65 | |||
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| 54.2% | |||
Summary of demographics from the overall liking clusters (percentage of consumers).
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| Cluster 1 | 20.0% | 80.0% | |
| Cluster 2 | 42.5% | 57.5% | |
| Cluster 3 | 44.6% | 55.4% | |
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| Cluster 1 | 73.3% | 26.7% | |
| Cluster 2 | 45.0% | 55.0% | |
| Cluster 3 | 32.3% | 67.7% |
Chi-square distance tests of association between samples and terms from the CATA question for all three clusters. A level of significance α = 0.05 was used.
| Cluster No. | 1 | 2 | 3 |
|---|---|---|---|
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| 621.092 | 1327.974 | 3176.161 |
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| 392.501 | 392.501 | 392.501 |
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| 348 | 348 | 348 |
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| <0.0001 | <0.0001 | <0.0001 |
Figure 1Correspondence Analysis maps between all thirty samples and all thirteen functional terms from the check-all-that-apply question. Positive terms shown in green; negative terms shown in red.