Submitted:
04 May 2024
Posted:
06 May 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Description of the study area
2.2. Plant material, experimental design and layout
2.3. Data collection
2.3.1. Agro-morphological traits
2.3.2. Culinary traits of selected cassava genotypes
2.4. Data analysis
3. Results
3.1. Correlation analysis, principal component analysisand genetic relationshipsamong cassava assessions based on 25 qualitative agro-morphological traits
3.2. Descriptive statistics, correlation analysis, principal component analysis and genetic relationships among cassava assessions based on 14 quantitative agro-morphological traits
3.3. Culinary traits and marketable leaf assessment of 15 selected cassava genotypes
3.3. Marketable leaf assessment
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Trait | Code | Scoring | Sampling time (MAP) |
|---|---|---|---|
| Color of apical leaves | CAL | (3) Light green; (5) Dark green; (7) Purplish green; (9) Purple |
3 |
| Leaf color | LC | 3 = light green; 5 = dark green; 7 = purple green; 9 = purple | 6 |
| Presence of fruit | PFRT | (0) Absent; (1) Presence | 6 |
| Presence of seeds | PSE | (0) Absent; (1) Presence | 9 |
| Lobe margins | LM | (3) Smooth; (7) Winding | 6 |
| Color of leaf vein | CLV | (3) Green; (5) Green-reddish; (7) Red | 6 |
| Petiole color | PEC | (1) Yellowish-green; (2) Green; (3) Reddish-green; (5) Greenish-red; (7) Red; (9) Purple | 6 |
| Shape of central leaflet | SCL | (1) Ovoid; (2) Elliptic-lanceolate; (3) Obovate-lanceolate; (4) Oblong-lanceolate; (5) Lanceolate; (6) Straight or linear; (7) Pandurate; (8) Linera-piramidal; (9) Linear-pandurate; (10) Linear-hostatilobalate | 6 |
| Orientation of petiole | OPE | (1) Inclined-upwards; (3) Horizontal; (5) inclined-downwards; (7) Irregular | 6 |
| Leaf retention | LRE | (1) Very poor retention; (2) Less than average retention; (3) Average; (4) Better than average retention | 6 |
| Stipule margin | STM | (1) Entire; (2) Split | 9 |
| Color of stem epidermis | CSTE | (1) Creme; (2) Light brown; (3) Dark brown; (4) Orange | 9 |
| Color of end branches | CEBR | (3) Green; (5) Green-purple; (7) purple | 9 |
| Color of stem cortex | CSC | (1) Orange; (2) Light green; (3) Green | 9 |
| Color of stem exterior | CSE | (3) Orange; (4) Greeny-yellowish (5) Golden; (6) Light brown; (7) Silver; (8) Gray; (9) Dark brown. | 9 |
| Prominence of foliar scar | PFS | (3) Semi-prominent; (5) Prominent | 9 |
| Branching habit | BRH | (1) Erect; (2) Dichotomous; (3) Trichotomous; (4) Tetrachomotous | 12 |
| Root constrictions | RCO | (1) Few to none; (2) Some; (3) Many | 12 |
| Color of root cortex | CRC | (1) White or cream; (2) Yellow; (3) Pink; (4) Purple | 12 |
| Color of root pulp | CRP | (1) White; (2) Cream; (3) Yellow; (4) Orange; (5) Pink | 12 |
| External color of storage root | ECSR | (1) White or cream; (2) Yellow; (3) Light brown; (4) Dark brown | 12 |
| Extent of root peduncle | ERP | (0) Sessile; (3) Pedunculate; (5) Mixed | 12 |
| Root taste | RT | (1) Sweet; (2) Intermediate; (3) Bitter | 12 |
| Root shape | RS | (1) Conical; (2) Conical-cylindrical; (3) Cylindrical; (4) Irregular | 12 |
| Plant shape | PLNS | (1) Compact; (2) Open; (3) Umbrella; (4) Cylindrical | 12 |
| Trait | Code | Techniques of measurement | Sampling time (MAP) |
|---|---|---|---|
| Width of leaf robe | WLL | Two leaves from the middle of the plant measured from the widest part of the middle lobe | 6 |
| Length of leaf lobe | LLL | Measured from the intersection of all lobes to the end of the middle lobe | 6 |
| Petiole length | PLEN | Measured on two leaves per plant | 6 |
| Number of leaf robes | NLL | Counted on five leaves per plant with consideration of the predominant number of lobes | 6 |
| Distance between foliar scar | DSL | Measuring the distance between two foliar scars | 6 |
| Length of stipule | LST | Measured using meter rule. | 9 |
| Height at first branching | HFB | Measured vertically from ground to first primary branch | 12 |
| Level of branching | LBR | Number of branching points or levels | 12 |
| Plant height | PHT | Measured vertically from the ground to the top of the canopy | 12 |
| Number of commercial roots | NCR | Recorded on root with length greater than 20 cm from three plants | 12 |
| Number of storage root | NSR | Number of roots with length greater than 20 cm from three plant | 12 |
| Harvest index | HI | Measured as ratio of fresh root yield to the total fresh biomass | 12 |
| Root yield per plant | RYPP | All the root showing length greater than 20 cm are weighted | 12 |
| Root dry matter content | RDMC | Weighed the dry roots | 12 |
| Trait | RT | CLV | LC | CAL | SCL | LM | PEC | RS | PFS | CRP | CSC | CSE | ECR | CRC |
| RT | 1 | |||||||||||||
| CLV | -0.08 | 1 | ||||||||||||
| LC | 0.03 | 0.22* | 1 | |||||||||||
| CAL | 0.11 | 0.03 | 0.39*** | 1 | ||||||||||
| SCL | 0.1 | -0.14 | -0.30** | -0.1 | 1 | |||||||||
| LM | 0.14 | -0.08 | -0.1 | 0.06 | -0.16 | 1 | ||||||||
| PEC | 0.08 | 0.62*** | 0.43*** | 0.04 | -0.42*** | 0.02 | 1 | |||||||
| RS | -0.13 | -0.09 | -0.02 | 0.02 | 0 | 0.06 | 0.01 | 1 | ||||||
| PFS | 0.13 | -0.14 | -0.11 | 0.09 | 0.03 | 0.29** | -0.18 | 0 | 1 | |||||
| CRP | 0.10 | 0.05 | -0.03 | -0.01 | 0.02 | 0.08 | -0.06 | 0.03 | -0.09 | 1 | ||||
| CSC | 0.01 | -0.07 | -0.03 | -0.03 | -0.05 | 0.12 | -0.05 | 0.10 | 0 | -0.09 | 1 | |||
| CSE | 0.11 | -0.12 | -0.1 | -0.06 | 0.13 | 0 | -0.15 | -0.15 | 0.07 | -0.03 | -0.02 | 1 | ||
| ECSR | 0.12 | -0.04 | -0.05 | -0.18 | 0.08 | -0.14 | 0.02 | 0.07 | -0.01 | 0.11 | -0.05 | -0.05 | 1 | |
| CRC | -0.17 | 0.01 | 0.05 | -0.14 | -0.06 | -0.06 | -0.01 | -0.24* | -0.24* | -0.05 | 0.12 | 0.08 | 0.07 | 1 |
| LR | 0.07 | 0.03 | 0.22* | 0.23* | -0.12 | 0.13 | 0.24* | -0.01 | -0.05 | 0.06 | -0.27** | -0.19 | -0.14 | -0.1 |
| PO | 0.10 | 0.11 | 0.1 | 0.15 | 0.04 | 0 | 0.04 | -0.03 | 0.10 | 0.13 | -0.05 | -0.14 | -0.06 | -0.2 |
| CSE | 0.04 | -0.13 | -0.01 | -0.02 | 0.23* | -0.11 | -0.25* | -0.01 | 0.12 | -0.21* | -0.08 | 0.18 | -0.03 | 0.15 |
| CEBR | 0.04 | 0.06 | -0.07 | -0.03 | -0.16 | 0.24* | 0.16 | 0.07 | -0.17 | 0.02 | 0.09 | -0.12 | -0.03 | -0.04 |
| STM | -0.01 | 0.03 | -0.08 | -0.10 | 0.06 | -0.03 | 0.04 | -0.05 | -0.12 | -0.05 | -0.12 | 0.06 | 0.04 | 0.09 |
| BRH | -0.03 | -0.08 | -0.20* | 0 | 0.07 | 0.10 | -0.14 | 0.10 | 0.04 | -0.11 | 0.03 | -0.02 | 0.01 | -0.1 |
| PLNS | -0.03 | 0 | 0.16 | 0.05 | 0.01 | -0.12 | 0.09 | -0.13 | -0.10 | -0.12 | -0.09 | 0.21* | -0.06 | 0.12 |
| ERP | -0.02 | 0 | -0.18 | -0.07 | 0.09 | -0.10 | -0.07 | 0 | 0.04 | 0.08 | -0.12 | -0.10 | 0.10 | -0.1 |
| RCO | -0.04 | 0.08 | 0.11 | -0.15 | -0.29** | 0.02 | 0.13 | 0.16 | -0.01 | 0.13 | 0.01 | -0.04 | 0.05 | 0.07 |
| PFRT | 0.02 | -0.11 | -0.04 | 0.16 | 0.01 | 0.06 | -0.03 | 0.25* | -0.03 | -0.03 | 0.03 | -0.18 | 0.03 | -0.1 |
| PSE | 0 | -0.05 | -0.07 | 0.14 | 0.05 | 0.03 | 0 | 0.14 | 0.01 | -0.08 | 0.01 | -0.24* | 0.04 | -0.1 |
| Trait | LR | OPE | CSE | CEBR | STM | BRH | PS | EXT | RCO | PFRT | PSE |
| LR | 1 | ||||||||||
| PO | 0.19 | 1 | |||||||||
| CSE | -0.08 | -0.22* | 1 | ||||||||
| CEBR | -0.05 | -0.12 | -0.19 | 1 | |||||||
| STM | 0.24* | -0.07 | -0.04 | 0.11 | 1 | ||||||
| BRH | 0.06 | 0.18 | -0.05 | 0.07 | -0.06 | 1 | |||||
| PLNS | -0.03 | -0.23* | 0.05 | -0.04 | 0.16 | -0.53*** | 1 | ||||
| ERP | 0.06 | 0.06 | -0.08 | -0.18 | -0.09 | 0.06 | -0.18 | 1 | |||
| RCO | -0.05 | -0.05 | -0.08 | -0.11 | -0.19* | 0 | -0.11 | 0.09 | 1 | ||
| PFRT | 0.14 | 0.17 | 0 | 0.01 | -0.14 | 0.32** | 0.47*** | 0.08 | 0.07 | 1 | |
| PSE | 0.09 | 0.14 | 0.07 | -0.01 | -0.17 | 0.31** | 0.44*** | 0.13 | 0.04 | 0.86*** | 1 |
| Trait | PC1 | PC2 | PC3 | PC4 | PC5 | PC6 | PC7 | PC8 | PC9 | PC10 |
| RT | 0.053 | -0.003 | 0.384 | 0.184 | -0.230 | -0.115 | 0.574 | 0.402 | -0.007 | 0.052 |
| CLV | -0.150 | 0.581 | -0.149 | -0.185 | -0.111 | 0.002 | 0.246 | -0.293 | -0.083 | 0.356 |
| LC | -0.181 | 0.628 | 0.230 | -0.141 | 0.339 | -0.228 | 0.077 | 0.105 | -0.085 | -0.129 |
| CAL | 0.144 | 0.327 | 0.573 | 0.048 | 0.301 | -0.081 | -0.032 | 0.025 | -0.212 | -0.243 |
| SCL | 0.057 | -0.594 | 0.206 | -0.266 | -0.134 | 0.199 | 0.137 | -0.025 | -0.314 | -0.003 |
| LM | 0.188 | 0.081 | 0.135 | 0.704 | -0.114 | -0.021 | -0.061 | 0.108 | 0.340 | 0.010 |
| PEC | -0.143 | 0.805 | -0.124 | -0.032 | -0.004 | 0.02 | 0.197 | 0.049 | 0.012 | 0.347 |
| RT | 0.327 | 0.036 | -0.222 | 0.113 | 0.079 | -0.082 | -0.482 | 0.349 | -0.385 | 0.117 |
| PFS | 0.168 | -0.237 | 0.401 | 0.295 | -0.084 | -0.418 | -0.080 | -0.042 | 0.158 | 0.369 |
| CRP | 0.056 | 0.095 | -0.046 | -0.031 | -0.568 | -0.159 | 0.032 | 0.216 | -0.039 | -0.536 |
| COX | 0.055 | -0.089 | -0.313 | 0.440 | 0.248 | -0.144 | 0.216 | -0.211 | -0.236 | -0.216 |
| CSE | -0.331 | -0.374 | 0.167 | 0.096 | 0.055 | -0.112 | 0.210 | 0.019 | 0.222 | 0.047 |
| ECSR | 0.037 | -0.115 | -0.292 | -0.248 | -0.262 | -0.054 | 0.323 | 0.488 | -0.110 | 0.123 |
| CRC | -0.315 | -0.057 | -0.338 | -0.152 | 0.316 | 0.135 | 0.230 | -0.040 | 0.441 | -0.372 |
| LR | 0.142 | 0.429 | 0.424 | -0.152 | -0.090 | 0.336 | -0.250 | 0.168 | 0.350 | -0.104 |
| PO | 0.354 | 0.228 | 0.336 | -0.124 | -0.296 | -0.050 | 0.146 | -0.371 | -0.093 | -0.177 |
| CSE | -0.089 | -0.419 | 0.182 | -0.207 | 0.487 | -0.053 | 0.083 | 0.206 | 0.130 | 0.212 |
| CEBR | 0.008 | 0.204 | -0.264 | 0.550 | -0.070 | 0.438 | 0.090 | 0.118 | -0.169 | 0.033 |
| STM | -0.273 | 0.010 | 0.073 | -0.032 | -0.165 | 0.651 | -0.122 | 0.177 | 0.157 | 0.097 |
| BRH | 0.594 | -0.130 | -0.070 | 0.099 | -0.016 | 0.218 | 0.098 | -0.257 | 0.193 | 0.112 |
| PLNS | -0.749 | 0.018 | 0.171 | -0.025 | 0.120 | 0.002 | -0.169 | 0.145 | -0.161 | -0.012 |
| ERP | 0.248 | -0.099 | -0.066 | -0.394 | -0.374 | -0.158 | -0.181 | -0.105 | 0.124 | 0.118 |
| RCO | 0.099 | 0.212 | -0.409 | -0.071 | -0.025 | -0.540 | -0.148 | 0.190 | 0.341 | -0.034 |
| PFRT | 0.804 | 0.073 | -0.048 | -0.128 | 0.305 | 0.128 | 0.094 | 0.187 | 0.034 | -0.079 |
| PSE | 0.788 | 0.047 | -0.039 | -0.182 | 0.307 | 0.119 | 0.128 | 0.126 | 0.003 | 0.040 |
| Eigenvalue | 2.97 | 2.61 | 1.77 | 1.65 | 1.58 | 1.50 | 1.18 | 1.17 | 1.16 | 1.10 |
| Proportion of variance (%) | 11.88 | 10.44 | 7.1 | 6.6 | 6.31 | 6.00 | 4.71 | 4.67 | 4.63 | 4.4 |
| Cumulative variance (%) | 11.88 | 22.33 | 29.43 | 36.03 | 42.34 | 48.34 | 53.05 | 57.72 | 62.34 | 66.74 |
| Traits | Minimum | Maximum | Mean | Standard deviation | Coefficient of variance (%) |
| Distance between leaf scar (cm) | 1.0 | 5.0 | 3.0 | 0.5 | 18.7 |
| Height at first branching (cm) | 0.0 | 165.9 | 78.8 | 45.4 | 57.6 |
| Harvest index | 0.2 | 0.6 | 0.4 | 0.1 | 23.9 |
| Level of branching | 0.0 | 20.0 | 2.8 | 2.3 | 81.2 |
| Length of leaf lobe (cm) | 5.7 | 21.8 | 14.2 | 2.8 | 20.1 |
| Length of stipule (cm) | 1.0 | 5.0 | 3.3 | 1.1 | 34.8 |
| Number of commercial roots | 1.0 | 24.0 | 8.8 | 5.1 | 57.9 |
| Number of leaf lobe | 3.0 | 9.0 | 6.3 | 1.1 | 17.8 |
| Number of storage root | 2.0 | 53.0 | 15.9 | 9.7 | 61.1 |
| Plant height (cm) | 41.0 | 346.0 | 178.1 | 43.1 | 24.2 |
| Petiole length (cm) | 4.7 | 37.3 | 20.9 | 6.1 | 29.2 |
| Roots dry matter content (%) | 15.0 | 36.0 | 27.8 | 4.1 | 14.8 |
| Root yield per plant (kg) | 1.0 | 19.0 | 6.4 | 4.2 | 65.0 |
| Width of leaf lobe (cm) | 1.5 | 6.0 | 3.3 | 0.8 | 24.9 |
| HI | RYPP | PLEN | LLL | WLL | RDMC | NSR | PHT | HFB | NLL | DLS | LST | LBR | NCR | |
| HI | 1 | |||||||||||||
| RYPP | 0.40*** | 1 | ||||||||||||
| PLEN | -0.06 | -0.12 | 1 | |||||||||||
| LLL | 0.02 | 0.02 | 0.22* | 1 | ||||||||||
| WLL | -0.05 | 0.08 | 0.05 | 0.66*** | 1 | |||||||||
| RDMC | 0.01 | 0.07 | 0.11 | 0.05 | 0.05 | 1 | ||||||||
| NSR | 0.24* | 0.76*** | -0.03 | 0.09 | 0.12 | -0.08 | 1 | |||||||
| PHT | 0.03 | 0.09 | 0.09 | 0.17 | 0.20* | 0.08 | 0.08 | 1 | ||||||
| HFB | 0.08 | 0.04 | 0.04 | 0.11 | 0.04 | 0.08 | -0.02 | 0.11 | 1 | |||||
| NLL | 0.06 | 0 | 0.26** | 0.41*** | 0.14 | 0.02 | 0.08 | 0.24* | -0.12 | 1 | ||||
| DLS | -0.20* | -0.01 | 0.19 | 0.03 | -0.04 | 0.07 | 0.02 | 0.06 | 0.16 | -0.05 | 1 | |||
| LST | 0.16 | 0.08 | 0 | 0.13 | 0.06 | 0.02 | 0.11 | 0.09 | 0 | 0.01 | -0.07 | 1 | ||
| LBR | 0.08 | 0.08 | 0.02 | -0.21* | -0.21* | -0.05 | 0.06 | 0.04 | 0.25* | 0.09 | 0.02 | -0.05 | 1 | |
| NCR | 0.17 | 0.68*** | -0.09 | 0.02 | 0.08 | -0.05 | 0.84*** | 0.04 | 0.01 | 0.05 | 0.01 | 0.06 | 0.04 | 1 |
| Variable | Prin1 | Prin2 | Prin3 | Prin4 | Prin5 | Prin6 |
| Harvest index | 0.43 | -0.13 | 0.07 | 0.24 | 0.54 | 0.27 |
| Root yield per plant | 0.86 | -0.20 | 0.06 | -0.01 | -0.05 | 0.08 |
| Petiole length | -0.08 | 0.43 | 0.44 | -0.11 | 0.05 | -0.13 |
| Length of leaflet | 0.23 | 0.83 | 0.01 | -0.06 | 0.01 | 0.07 |
| Width of leaflet | 0.23 | 0.70 | -0.48 | 0.13 | -0.30 | -0.01 |
| Root dry matter content | -0.01 | 0.17 | 0.21 | 0.12 | -0.09 | 0.54 |
| Number of storage root | 0.90 | -0.13 | 0.07 | -0.18 | -0.11 | -0.09 |
| Plant height | 0.19 | 0.40 | 0.15 | 0.30 | 0.04 | -0.09 |
| Height at first branching | 0.05 | 0.05 | 0.35 | 0.66 | -0.32 | 0.16 |
| Number of leaflet | 0.16 | 0.53 | 0.23 | -0.09 | 0.44 | -0.42 |
| Distance between leaf scar | -0.06 | 0.08 | 0.55 | -0.15 | -0.56 | 0.05 |
| Length of stipule | 0.20 | 0.12 | -0.11 | 0.15 | 0.32 | 0.44 |
| Level of branching | 0.06 | -0.26 | 0.30 | 0.61 | 0.06 | -0.49 |
| Number of commercial root | 0.85 | -0.19 | 0.05 | -0.18 | -0.18 | -0.09 |
| Eigenvalue | 2.75 | 2.09 | 1.73 | 1.24 | 1.22 | 1.11 |
| Proportion of variance (%) | 18.34 | 13.94 | 11.53 | 8.30 | 8.18 | 7.40 |
| Cumulative variance (%) | 18.34 | 32.29 | 43.83 | 52.13 | 60.31 | 67.72 |
|
Genotypes |
Cooking time | Cooking percent | Surface appearance | Mealiness | Taste | Aroma | Texture |
| Mean ± SE | Mean ± SE | Mean ± SE | Mean ± SE | Mean± SE | Mean± SE | Mean± SE | |
| Cook soon | 15.2±1.2 | 96.4±2.4 | 4.5±0.50 | 4.75±0.80 | 4.8±0.50 | 4.8±0.50 | 4.5±0.58 |
| Butter cassava | 15.4±1.2 | 95.0±1.8 | 4.5±0.58 | 4.50±0.50 | 4.9±0.43 | 4.8±0.50 | 4.5±0.50 |
| Ndiamonya-malo | 21.0±1.4 | 83.3±1.6 | 4.3±0.50 | 4.25±0.48 | 4.5±0.50 | 4.3±0.50 | 4.3±0.50 |
| Cocoa cassada | 20.0±1.7 | 88.2±2.1 | 4.5±0.50 | 4.25±0.80 | 4.5±0.58 | 4.5±0.58 | 4.3±0.58 |
| Tangagboi | 28.7±1.8 | 76.2±2.3 | 4.3±0.58 | 4.0±0.40 | 4.5±0.50 | 4.3±0.58 | 4.3±0.58 |
| Mende Tangai | 28.6±1.5 | 78.4±2.0 | 4.0±0.65 | 4.0±0.65 | 4.0±0.65 | 4.0±0.65 | 4.0±0.65 |
| Nikaneh | 27.0±1.5 | 80.2±2.5 | 4.3±0.58 | 4.3±0.58 | 4.3±0.58 | 4.3±0.50 | 4.0±0.50 |
| Yaa Kanu | 27.0±1.7 | 80.2±3.0 | 4.0±0.50 | 4.0±0.60 | 4.3±0.50 | 4.3±0.82 | 3.5±0.58 |
| Kendemeh | 28.6±1.6 | 73.4±1.9 | 3.5±0.58 | 4.0±0.63 | 4.3±0.50 | 4.0±0.58 | 3.5±0.50 |
| Tapiyoka | 25.7±1.4 | 82.0±3.2 | 4.3±0.55 | 4.3±0.50 | 4.5±0.80 | 4.3±0.50 | 4.0±0.60 |
| Soja color | 29.8±1.5 | 70.3±2.8 | 3.0±0.50 | 3.0±0.58 | 2.0±0.50 | 3.0±0.65 | 2.0±0.82 |
| Pink lady | 30.0±1.5 | 63.2±2.6 | 3.5±0.82 | 3.0±0.80 | 3.5±0.65 | 3.0±0.50 | 3.0±0.58 |
| SLICASS 7 | 29.8±1.8 | 58.3±1.7 | 4.0±0.50 | 3.5±0.40 | 3.0±0.45 | 4.0±0.60 | 3.0±0.50 |
| SLICASS 6 | 30.0±1.7 | 30.2±3.1 | 3.5±0.58 | 3.0±0.55 | 2.0±0.50 | 3.0±0.50 | 3.0±0.50 |
| SLICASS 4 | 30.0±1.3 | 27.9±1.8 | 2.0±0.40 | 2.0±0.82 | 2.0±0.50 | 2.0±0.82 | 2.0±0.82 |
| Varieties/Genotypes | Rating |
| Tangaigboi | Highly preferred |
| Coco cassada | Highly preferred |
| Cooksoon | Highly preferred |
| Butter cassava | Highly preferred |
| Ndiamonyamalo | Highly preferred |
| Tapiyoka | Moderately preferred |
| Yaa kanu | Moderately preferred |
| Nikaneh | Moderately preferred |
| Mende tangai | Moderately preferred |
| Kendemeh | Moderately preferred |
| SLICASS 4 | Not good |
| SLICASS 6 | Not good |
| SLICASS 7 | Not good |
| Pink lady | Not good |
| Soja colour | Not good |
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