Distribution of Fishes in the Red River of the North Basin on Multivariate Environmental Gradients
Species Associations of Stream Fishes
Table 5. Loadings (correlations) of the original variables (species) on principal component axes 1 (PC1) and 2 (PC2) for 27 streams in the Red River basin.
| Species | PC1 | PC2 | Species | PC1 | PC2 |
| chestnut lamprey | 0.156 | -0.022 | flathead chub | 0.016 | 0.056 |
| silver lamprey | 0.104 | -0.027 | blacknose dace | 0.092 | -0.148 |
| bowfin | 0.040 | 0.004 | longnose dace | 0.182 | -0.005 |
| goldeye | 0.091 | 0.165 | creek chub | 0.064 | -0.061 |
| mooneye | 0.139 | 0.102 | black bullhead | -0.015 | 0.031 |
| quillback carpsucker | 0.127 | 0.173 | yellow bullhead | 0.118 | 0.001 |
| white sucker | 0.000 | 0.000 | brown bullhead | 0.103 | -0.094 |
| northern hogsucker | 0.040 | 0.004 | channel catfish | 0.102 | 0.285 |
| bigmouth buffalo | 0.053 | 0.236 | stonecat | 0.068 | -0.022 |
| silver redhorse | 0.218 | 0.015 | tadpole madtom | 0.171 | 0.032 |
| golden redhorse | 0.194 | -0.071 | central mudminnow | 0.096 | -0.322 |
| shorthead redhorse | 0.176 | 0.017 | northern pike | -0.018 | 0.042 |
| greater redhorse | 0.074 | 0.136 | banded killifish | 0.124 | -0.071 |
| central stoneroller | 0.035 | 0.039 | burbot | 0.154 | -0.010 |
| largescale stoneroller | -0.005 | 0.035 | trout-perch | 0.083 | 0.169 |
| spotfin shiner | 0.026 | 0.246 | white bass | 0.082 | 0.133 |
| common carp | 0.008 | 0.077 | rock bass | 0.128 | 0.046 |
| brassy minnow | 0.045 | -0.077 | green sunfish | 0.123 | 0.073 |
| common shiner | 0.062 | -0.025 | pumpkinseed | 0.144 | -0.078 |
| silver chub | 0.059 | 0.090 | orangespotted sunfish | 0.066 | 0.077 |
| pearl dace | 0.019 | -0.256 | bluegill | 0.205 | -0.012 |
| hornyhead chub | 0.183 | -0.030 | smallmouth bass | 0.116 | -0.045 |
| golden shiner | 0.200 | -0.082 | largemouth bass | 0.185 | -0.101 |
| pugnose shiner | 0.059 | -0.038 | white crappie | 0.001 | 0.127 |
| emerald shiner | 0.132 | 0.146 | black crappie | 0.117 | 0.071 |
| river shiner | -0.036 | 0.259 | rainbow darter | 0.040 | 0.004 |
| bigmouth shiner | 0.156 | 0.103 | Iowa darter | 0.084 | 0.046 |
| blackchin shiner | 0.216 | -0.114 | least darter | 0.059 | -0.038 |
| blacknose shiner | 0.184 | -0.097 | johnny darter | 0.069 | -0.035 |
| spottail shiner | 0.216 | -0.027 | yellow perch | 0.143 | 0.057 |
| rosyface shiner | 0.136 | -0.045 | logperch | 0.132 | -0.011 |
| sand shiner | 0.120 | 0.120 | blackside darter | 0.034 | 0.043 |
| weed shiner | 0.091 | -0.054 | river darter | 0.060 | -0.121 |
| mimic shiner | 0.154 | -0.172 | sauger | 0.056 | 0.204 |
| northern redbelly dace | 0.083 | -0.193 | walleye | 0.165 | 0.124 |
| finescale dace | 0.009 | -0.210 | freshwater drum | 0.081 | 0.140 |
| bluntnose minnow | 0.138 | 0.039 | mottled sculpin | 0.100 | -0.057 |
| fathead minnow | 0.000 | 0.000 | brook stickleback | -0.016 | -0.056 |

