asl-lex features
February 27, 2019
OVERVIEW
This notebook presents data for features that have been produced for the asl-lex dataset (ref). These are overview descriptives of the feature-based representations in asl-lex. These features were produced from the original asl-lex data by decomposing each variable into its levels. Variables were selected for decomposition if they had factorial levels that were emenable to becoming a feature-based representation. Each level of a given variable was assigned a binary status for that item as a feature. For example, the variable MajorLocation consisted of the factor levels Body, Hand, Neutral, Head, and so on. Each of these levels became separate features. Take the level Body, as an example. A word (more specifically an EntryID) which was classified as Body in the variable MajorLocation, like EntryID == act was then assigned a 1 for the feature f_body (where the f prefix indicates a feature). Likewise, EntryID == action was assigned f_body == 0 given that the original factor level for this word was Neutral for MajorLocation. For more information about how the features are generated, go to ../data/.
This process resulted in 69 binary features assigned to each of the 993 unique values for EntryID. We preserved the additional item-level variables from the asl-lex data to examine those variables relative to the features we generated.
Principal components analysis
Principal components are useful for examining lower dimensional representations of your multidimensional data structure (in this case there are 69 features from which we are drawing principal components). An important first step is determining the amount of variance that is accounted for by principal components. While you might be able to represent items in terms of their pca values, if those values don’t represent something that accounts for substantial variance in the pca decomposition, they probably aren’t particularly useful. The visual below (and the variance analysis from which it is drawn) suggests that non-trivial amounts of variance in the pc domain, accounting for R^2 > .5 by the third component. This is a very good sign if you want to understand the features in a lower dimensional space than the diffuse 69-d space we’ve come up with.
These are the increasing values for R^2 over principal components (organized sequentially from PC1).
## [1] 0.2198557
## [1] 0.4121602
## [1] 0.5121055
## [1] 0.5443052
## [1] 0.5987304
## [1] 0.6817992
## [1] 0.7150097
## [1] 0.7389792
## [1] 0.7686151
## [1] 0.7871145
## [1] 0.8056377
## [1] 0.8247808
## [1] 0.8373212
## [1] 0.8471227
## [1] 0.8555445
## [1] 0.8607149
## [1] 0.867121
## [1] 0.8706224
## [1] 0.875614
## [1] 0.8785703
## [1] 0.8847668
## [1] 0.8870482
## [1] 0.8898535
## [1] 0.8927752
## [1] 0.8939669
## [1] 0.8950952
## [1] 0.8965424
## [1] 0.8970982
## [1] 0.8980335
## [1] 0.8982235
To get a sense of these components, we can visualize them in three dimensions. Here taking the first three components. These are 30 random words from the ~1K set.
Correlations
While we have a large data structure in the feature matrix we’ve generated, as well as in the rotated data matrix from the pca, we can visually inspect the pairwise correlations between features and item-level variables in sign_data_features and in the pca data.
Correlations between features and item-level data
Looking at all the numeric variables in the dataframe, from a birds-eye view we can see some structure there, but it looks to be within the feature portion or the item portion of the data. All correlations are computed and expressed as Spearman’s rho.
To get a sense of the pairwise correlations, you can look at the values for rho organized from largest to smallest. Here we’ve filtered out pariwise correlations between variables that are perfect correlations (1, -1) and those that fall between .2 and -.2. Additionally these correlations are only for cases where at least one of the variables is a feature.
## Var1 Var2 value
## 1 f_neutral.minorloc f_neutral.majorloc 0.99
## 2 f_neutral.majorloc f_neutral.minorloc 0.99
## 3 FlexionFrequency f_flex1 0.92
## 4 f_flex1 FlexionFrequency 0.92
## 5 SelectedFingersFrequency f_all4fingers 0.92
## 6 f_all4fingers SelectedFingersFrequency 0.92
## 7 SignTypeFrequency f_onehanded 0.89
## 8 f_onehanded SignTypeFrequency 0.89
## 9 MajorLocationFrequency f_neutral.majorloc 0.86
## 10 f_neutral.majorloc MajorLocationFrequency 0.86
## 11 MajorLocationFrequency f_neutral.minorloc 0.85
## 12 f_neutral.minorloc MajorLocationFrequency 0.85
## 13 MovementFrequency f_back.forth 0.84
## 14 f_back.forth MovementFrequency 0.84
## 15 MinorLocationFrequency f_neutral.minorloc 0.84
## 16 f_neutral.minorloc MinorLocationFrequency 0.84
## 17 MinorLocationFrequency f_neutral.majorloc 0.83
## 18 f_neutral.majorloc MinorLocationFrequency 0.83
## 19 f_hand f_asymmetricaldiffhs 0.67
## 20 f_asymmetricaldiffhs f_hand 0.67
## 21 f_ForearmUlnar f_arm 0.66
## 22 f_arm f_ForearmUlnar 0.66
## 23 HandshapeFrequency f_flex1 0.64
## 24 f_flex1 HandshapeFrequency 0.64
## 25 f_clavicle f_body 0.62
## 26 f_body f_clavicle 0.62
## 27 MinimalNeighborhoodDensity f_flex1 0.61
## 28 f_flex1 MinimalNeighborhoodDensity 0.61
## 29 f_palm f_hand 0.60
## 30 f_hand f_palm 0.60
## 31 f_palm f_asymmetricaldiffhs 0.51
## 32 f_asymmetricaldiffhs f_palm 0.51
## 33 f_head f_onehanded 0.49
## 34 f_onehanded f_head 0.49
## 35 f_neutral.majorloc f_symmetricoralternating 0.49
## 36 f_symmetricoralternating f_neutral.majorloc 0.49
## 37 f_neutral.minorloc f_symmetricoralternating 0.48
## 38 f_symmetricoralternating f_neutral.minorloc 0.48
## 39 MaximalNeighborhoodDensity f_flex1 0.47
## 40 f_flex1 MaximalNeighborhoodDensity 0.47
## 41 SignTypeFrequency f_head 0.46
## 42 f_head SignTypeFrequency 0.46
## 43 HandshapeFrequency f_all4fingers 0.45
## 44 f_all4fingers HandshapeFrequency 0.45
## 45 f_middlefinger f_flex3 0.44
## 46 f_flex3 f_middlefinger 0.44
## 47 Parameter-BasedNeighborhoodDensity f_flex1 0.44
## 48 f_flex1 Parameter-BasedNeighborhoodDensity 0.44
## 49 f_torsotop f_body 0.39
## 50 f_body f_torsotop 0.39
## 51 MajorLocationFrequency f_symmetricoralternating 0.39
## 52 f_symmetricoralternating MajorLocationFrequency 0.39
## 53 f_hand f_asymmetricalsamehs 0.39
## 54 f_asymmetricalsamehs f_hand 0.39
## 55 f_chin f_head 0.39
## 56 f_head f_chin 0.39
## 57 f_eye f_head 0.38
## 58 f_head f_eye 0.38
## 59 MinorLocationFrequency f_symmetricoralternating 0.38
## 60 f_symmetricoralternating MinorLocationFrequency 0.38
## 61 f_upperarm f_arm 0.38
## 62 f_arm f_upperarm 0.38
## 63 MinimalNeighborhoodDensity f_all4fingers 0.36
## 64 f_all4fingers MinimalNeighborhoodDensity 0.36
## 65 f_cheeknose f_head 0.35
## 66 f_head f_cheeknose 0.35
## 67 MaximalNeighborhoodDensity f_all4fingers 0.32
## 68 f_all4fingers MaximalNeighborhoodDensity 0.32
## 69 f_fingerradial f_hand 0.32
## 70 f_hand f_fingerradial 0.32
## 71 f_mouth f_head 0.31
## 72 f_head f_mouth 0.31
## 73 f_neck f_body 0.30
## 74 f_body f_neck 0.30
## 75 f_palmback f_hand 0.29
## 76 f_hand f_palmback 0.29
## 77 f_index.middle f_stacked 0.29
## 78 f_stacked f_index.middle 0.29
## 79 Parameter-BasedNeighborhoodDensity f_back.forth 0.28
## 80 f_back.forth Parameter-BasedNeighborhoodDensity 0.28
## 81 f_fingerback f_hand 0.27
## 82 f_hand f_fingerback 0.27
## 83 Parameter-BasedNeighborhoodDensity f_all4fingers 0.27
## 84 f_all4fingers Parameter-BasedNeighborhoodDensity 0.27
## 85 f_shoulder f_body 0.27
## 86 f_body f_shoulder 0.27
## 87 f_wristback f_arm 0.27
## 88 f_forearmback f_arm 0.27
## 89 f_arm f_wristback 0.27
## 90 f_arm f_forearmback 0.27
## 91 MinimalNeighborhoodDensity f_back.forth 0.27
## 92 f_back.forth MinimalNeighborhoodDensity 0.27
## 93 f_all4fingers f_flex5 0.26
## 94 f_flex5 f_all4fingers 0.26
## 95 f_chin f_onehanded 0.26
## 96 f_onehanded f_chin 0.26
## 97 MaximalNeighborhoodDensity f_back.forth 0.25
## 98 f_back.forth MaximalNeighborhoodDensity 0.25
## 99 f_all4fingers f_flex7 0.25
## 100 f_flex7 f_all4fingers 0.25
## 101 f_forehead f_head 0.25
## 102 f_head f_forehead 0.25
## 103 SelectedFingersFrequency f_flex5 0.25
## 104 f_flex5 SelectedFingersFrequency 0.25
## 105 f_fingertip f_hand 0.24
## 106 f_hand f_fingertip 0.24
## 107 f_fingerradial f_asymmetricalsamehs 0.24
## 108 f_asymmetricalsamehs f_fingerradial 0.24
## 109 SelectedFingersFrequency f_flex7 0.24
## 110 f_flex7 SelectedFingersFrequency 0.24
## 111 f_hips f_body 0.23
## 112 f_torsomid f_body 0.23
## 113 f_body f_hips 0.23
## 114 f_body f_torsomid 0.23
## 115 f_mid.ring.pinky f_flex6 0.23
## 116 f_flex6 f_mid.ring.pinky 0.23
## 117 SignTypeFrequency f_chin 0.23
## 118 f_chin SignTypeFrequency 0.23
## 119 f_cheeknose f_onehanded 0.23
## 120 f_onehanded f_cheeknose 0.23
## 121 f_other_minorloc f_head 0.22
## 122 f_head f_other_minorloc 0.22
## 123 Compound f_no_movement 0.22
## 124 f_no_movement Compound 0.22
## 125 SignTypeFrequency f_cheeknose 0.21
## 126 f_cheeknose SignTypeFrequency 0.21
## 127 MinimalNeighborhoodDensity f_neutral.minorloc 0.21
## 128 f_neutral.minorloc MinimalNeighborhoodDensity 0.21
## 129 MaximalNeighborhoodDensity f_neutral.minorloc 0.21
## 130 f_neutral.minorloc MaximalNeighborhoodDensity 0.21
## 131 MaximalNeighborhoodDensity f_neutral.majorloc 0.21
## 132 f_neutral.majorloc MaximalNeighborhoodDensity 0.21
## 133 SignLength(ms) f_circular 0.21
## 134 f_circular SignLength(ms) 0.21
## 135 f_all4fingers f_symmetricoralternating 0.21
## 136 f_symmetricoralternating f_all4fingers 0.21
## 137 MinimalNeighborhoodDensity f_neutral.majorloc 0.21
## 138 f_neutral.majorloc MinimalNeighborhoodDensity 0.21
## 139 MaximalNeighborhoodDensity f_symmetricoralternating 0.21
## 140 f_symmetricoralternating MaximalNeighborhoodDensity 0.21
## 141 MinimalNeighborhoodDensity f_onehanded 0.20
## 142 f_onehanded MinimalNeighborhoodDensity 0.20
## 143 FingerspelledLoanSign f_mid.ring.pinky 0.20
## 144 f_mid.ring.pinky FingerspelledLoanSign 0.20
## 145 f_other_minorloc f_neutral.majorloc -0.20
## 146 f_neutral.majorloc f_other_minorloc -0.20
## 147 FlexionFrequency f_stacked -0.20
## 148 f_stacked FlexionFrequency -0.20
## 149 Parameter-BasedNeighborhoodDensity f_circular -0.20
## 150 f_circular Parameter-BasedNeighborhoodDensity -0.20
## 151 MajorLocationFrequency f_torsotop -0.20
## 152 f_torsotop MajorLocationFrequency -0.20
## 153 SignTypeFrequency f_palmback -0.21
## 154 f_palmback SignTypeFrequency -0.21
## 155 SelectedFingersFrequency f_index -0.21
## 156 f_index SelectedFingersFrequency -0.21
## 157 HandshapeFrequency f_middlefinger -0.21
## 158 f_middlefinger HandshapeFrequency -0.21
## 159 f_other_minorloc f_neutral.minorloc -0.21
## 160 f_neutral.minorloc f_other_minorloc -0.21
## 161 MaximalNeighborhoodDensity f_circular -0.21
## 162 f_circular MaximalNeighborhoodDensity -0.21
## 163 f_palm f_head -0.21
## 164 f_head f_palm -0.21
## 165 FlexionFrequency f_crossed -0.21
## 166 f_crossed FlexionFrequency -0.21
## 167 f_symmetricoralternating f_asymmetricalsamehs -0.21
## 168 f_asymmetricalsamehs f_symmetricoralternating -0.21
## 169 MaximalNeighborhoodDensity f_arm -0.21
## 170 f_arm MaximalNeighborhoodDensity -0.21
## 171 MovementFrequency f_straight -0.21
## 172 f_straight MovementFrequency -0.21
## 173 MajorLocationFrequency f_asymmetricalsamehs -0.21
## 174 f_asymmetricalsamehs MajorLocationFrequency -0.21
## 175 f_straight f_no_movement -0.22
## 176 f_no_movement f_straight -0.22
## 177 f_palm f_symmetricoralternating -0.22
## 178 f_symmetricoralternating f_palm -0.22
## 179 f_thumb f_all4fingers -0.22
## 180 f_all4fingers f_thumb -0.22
## 181 f_palm f_neutral.majorloc -0.22
## 182 f_neutral.majorloc f_palm -0.22
## 183 HandshapeFrequency f_flex6 -0.22
## 184 f_flex6 HandshapeFrequency -0.22
## 185 MinimalNeighborhoodDensity f_index.middle -0.22
## 186 f_index.middle MinimalNeighborhoodDensity -0.22
## 187 f_body f_head -0.23
## 188 f_head f_body -0.23
## 189 MaximalNeighborhoodDensity f_middlefinger -0.23
## 190 f_middlefinger MaximalNeighborhoodDensity -0.23
## 191 f_head f_symmetricoralternating -0.23
## 192 f_symmetricoralternating f_head -0.23
## 193 MinorLocationFrequency f_arm -0.23
## 194 f_arm MinorLocationFrequency -0.23
## 195 f_palm f_neutral.minorloc -0.23
## 196 f_neutral.minorloc f_palm -0.23
## 197 Parameter-BasedNeighborhoodDensity f_body -0.23
## 198 f_body Parameter-BasedNeighborhoodDensity -0.23
## 199 SignTypeFrequency f_fingerradial -0.23
## 200 f_fingerradial SignTypeFrequency -0.23
## 201 f_index.middle f_index -0.23
## 202 f_index f_index.middle -0.23
## 203 f_asymmetricalsamehs f_onehanded -0.23
## 204 f_onehanded f_asymmetricalsamehs -0.23
## 205 f_flex4 f_flex1 -0.24
## 206 f_flex1 f_flex4 -0.24
## 207 f_neutral.minorloc f_body -0.24
## 208 f_body f_neutral.minorloc -0.24
## 209 SignTypeFrequency f_other_signtype -0.24
## 210 f_other_signtype SignTypeFrequency -0.24
## 211 f_head f_asymmetricaldiffhs -0.25
## 212 f_asymmetricaldiffhs f_head -0.25
## 213 f_body f_neutral.majorloc -0.25
## 214 f_neutral.majorloc f_body -0.25
## 215 MinorLocationFrequency f_hand -0.25
## 216 f_hand MinorLocationFrequency -0.25
## 217 f_palm f_onehanded -0.25
## 218 f_onehanded f_palm -0.25
## 219 MinimalNeighborhoodDensity f_middlefinger -0.25
## 220 f_middlefinger MinimalNeighborhoodDensity -0.25
## 221 HandshapeFrequency f_flex2 -0.25
## 222 f_flex2 HandshapeFrequency -0.25
## 223 MaximalNeighborhoodDensity f_body -0.26
## 224 f_body MaximalNeighborhoodDensity -0.26
## 225 FlexionFrequency f_flex7 -0.26
## 226 f_flex7 FlexionFrequency -0.26
## 227 MinimalNeighborhoodDensity f_flex3 -0.26
## 228 f_flex3 MinimalNeighborhoodDensity -0.26
## 229 f_circular f_back.forth -0.27
## 230 f_back.forth f_circular -0.27
## 231 MaximalNeighborhoodDensity f_flex3 -0.27
## 232 f_flex3 MaximalNeighborhoodDensity -0.27
## 233 f_flex6 f_flex1 -0.27
## 234 f_flex1 f_flex6 -0.27
## 235 HandshapeFrequency f_flex4 -0.28
## 236 f_flex4 HandshapeFrequency -0.28
## 237 f_flex2 f_flex1 -0.28
## 238 f_flex1 f_flex2 -0.28
## 239 f_neutral.majorloc f_asymmetricaldiffhs -0.29
## 240 f_asymmetricaldiffhs f_neutral.majorloc -0.29
## 241 f_curved f_back.forth -0.29
## 242 f_back.forth f_curved -0.29
## 243 HandshapeFrequency f_index.middle -0.29
## 244 f_index.middle HandshapeFrequency -0.29
## 245 MajorLocationFrequency f_palm -0.29
## 246 f_palm MajorLocationFrequency -0.29
## 247 f_neutral.minorloc f_asymmetricaldiffhs -0.29
## 248 f_asymmetricaldiffhs f_neutral.minorloc -0.29
## 249 Parameter-BasedNeighborhoodDensity f_flex3 -0.29
## 250 f_flex3 Parameter-BasedNeighborhoodDensity -0.29
## 251 f_flex1 f_flex7 -0.30
## 252 f_flex7 f_flex1 -0.30
## 253 MajorLocationFrequency f_arm -0.30
## 254 f_arm MajorLocationFrequency -0.30
## 255 MinimalNeighborhoodDensity f_hand -0.30
## 256 f_hand MinimalNeighborhoodDensity -0.30
## 257 SelectedFingersFrequency f_middlefinger -0.30
## 258 f_middlefinger SelectedFingersFrequency -0.30
## 259 f_flex3 f_flex1 -0.30
## 260 f_flex1 f_flex3 -0.30
## 261 MinorLocationFrequency f_head -0.31
## 262 f_head MinorLocationFrequency -0.31
## 263 MinimalNeighborhoodDensity f_asymmetricaldiffhs -0.31
## 264 f_asymmetricaldiffhs MinimalNeighborhoodDensity -0.31
## 265 MajorLocationFrequency f_clavicle -0.32
## 266 f_clavicle MajorLocationFrequency -0.32
## 267 FlexionFrequency f_flex2 -0.33
## 268 f_flex2 FlexionFrequency -0.33
## 269 SelectedFingersFrequency f_pinky -0.33
## 270 f_pinky SelectedFingersFrequency -0.33
## 271 f_symmetricoralternating f_asymmetricaldiffhs -0.33
## 272 f_asymmetricaldiffhs f_symmetricoralternating -0.33
## 273 SelectedFingersFrequency f_thumb -0.34
## 274 f_thumb SelectedFingersFrequency -0.34
## 275 HandshapeFrequency f_flex3 -0.34
## 276 f_flex3 HandshapeFrequency -0.34
## 277 f_head f_hand -0.34
## 278 f_hand f_head -0.34
## 279 f_flex5 f_flex1 -0.35
## 280 f_flex1 f_flex5 -0.35
## 281 f_no_movement f_back.forth -0.35
## 282 f_back.forth f_no_movement -0.35
## 283 MovementFrequency f_other_movement -0.35
## 284 f_other_movement MovementFrequency -0.35
## 285 f_straight f_back.forth -0.36
## 286 f_back.forth f_straight -0.36
## 287 f_hand f_symmetricoralternating -0.36
## 288 f_symmetricoralternating f_hand -0.36
## 289 f_index.middle f_all4fingers -0.36
## 290 f_all4fingers f_index.middle -0.36
## 291 f_onehanded f_asymmetricaldiffhs -0.37
## 292 f_asymmetricaldiffhs f_onehanded -0.37
## 293 MovementFrequency f_curved -0.37
## 294 f_curved MovementFrequency -0.37
## 295 f_neutral.minorloc f_hand -0.38
## 296 f_hand f_neutral.minorloc -0.38
## 297 MinorLocationFrequency f_body -0.38
## 298 f_body MinorLocationFrequency -0.38
## 299 f_neutral.majorloc f_hand -0.38
## 300 f_hand f_neutral.majorloc -0.38
## 301 MajorLocationFrequency f_asymmetricaldiffhs -0.39
## 302 f_asymmetricaldiffhs MajorLocationFrequency -0.39
## 303 SignTypeFrequency f_palm -0.39
## 304 f_palm SignTypeFrequency -0.39
## 305 FlexionFrequency f_flex6 -0.39
## 306 f_flex6 FlexionFrequency -0.39
## 307 FlexionFrequency f_flex4 -0.40
## 308 f_flex4 FlexionFrequency -0.40
## 309 f_hand f_onehanded -0.41
## 310 f_onehanded f_hand -0.41
## 311 SelectedFingersFrequency f_index.middle -0.42
## 312 f_index.middle SelectedFingersFrequency -0.42
## 313 SignTypeFrequency f_asymmetricalsamehs -0.48
## 314 f_asymmetricalsamehs SignTypeFrequency -0.48
## 315 f_neutral.minorloc f_head -0.48
## 316 f_head f_neutral.minorloc -0.48
## 317 f_head f_neutral.majorloc -0.48
## 318 f_neutral.majorloc f_head -0.48
## 319 MajorLocationFrequency f_hand -0.49
## 320 f_hand MajorLocationFrequency -0.49
## 321 MovementFrequency f_circular -0.50
## 322 f_circular MovementFrequency -0.50
## 323 MajorLocationFrequency f_body -0.52
## 324 f_body MajorLocationFrequency -0.52
## 325 SignTypeFrequency f_asymmetricaldiffhs -0.53
## 326 f_asymmetricaldiffhs SignTypeFrequency -0.53
## 327 f_index f_all4fingers -0.55
## 328 f_all4fingers f_index -0.55
## 329 f_symmetricoralternating f_onehanded -0.57
## 330 f_onehanded f_symmetricoralternating -0.57
## 331 SignTypeFrequency f_hand -0.67
## 332 f_hand SignTypeFrequency -0.67Correlations between principal components and item-data
Here is a look at the correlations between the first ten principal components and a few of the item-level variables. We should talk about what to look at here.
Similar to before, we can rank these correlations and filter for only correlations that show a certain strength. Again, this is only looking at the first ten principal components.
## Var1 Var2 value
## 1 f_neutral.minorloc f_neutral.majorloc 0.99
## 2 f_neutral.majorloc f_neutral.minorloc 0.99
## 3 FlexionFrequency f_flex1 0.92
## 4 f_flex1 FlexionFrequency 0.92
## 5 SelectedFingersFrequency f_all4fingers 0.92
## 6 f_all4fingers SelectedFingersFrequency 0.92
## 7 SignTypeFrequency f_onehanded 0.89
## 8 f_onehanded SignTypeFrequency 0.89
## 9 MajorLocationFrequency f_neutral.majorloc 0.86
## 10 f_neutral.majorloc MajorLocationFrequency 0.86
## 11 MajorLocationFrequency f_neutral.minorloc 0.85
## 12 f_neutral.minorloc MajorLocationFrequency 0.85
## 13 MovementFrequency f_back.forth 0.84
## 14 f_back.forth MovementFrequency 0.84
## 15 MinorLocationFrequency f_neutral.minorloc 0.84
## 16 f_neutral.minorloc MinorLocationFrequency 0.84
## 17 MinorLocationFrequency f_neutral.majorloc 0.83
## 18 f_neutral.majorloc MinorLocationFrequency 0.83
## 19 f_neutral.majorloc PC1 0.81
## 20 PC1 f_neutral.majorloc 0.81
## 21 f_neutral.minorloc PC1 0.81
## 22 PC1 f_neutral.minorloc 0.81
## 23 f_symmetricoralternating PC1 0.71
## 24 PC1 f_symmetricoralternating 0.71
## 25 f_hand PC2 0.69
## 26 PC2 f_hand 0.69
## 27 f_hand f_asymmetricaldiffhs 0.67
## 28 f_asymmetricaldiffhs f_hand 0.67
## 29 f_ForearmUlnar f_arm 0.66
## 30 f_arm f_ForearmUlnar 0.66
## 31 HandshapeFrequency f_flex1 0.64
## 32 f_flex1 HandshapeFrequency 0.64
## 33 f_flex1 PC5 0.63
## 34 PC5 f_flex1 0.63
## 35 f_clavicle f_body 0.62
## 36 f_body f_clavicle 0.62
## 37 MinimalNeighborhoodDensity f_flex1 0.61
## 38 f_flex1 MinimalNeighborhoodDensity 0.61
## 39 f_back.forth PC9 0.60
## 40 PC9 f_back.forth 0.60
## 41 f_palm f_hand 0.60
## 42 f_hand f_palm 0.60
## 43 f_back.forth PC7 0.53
## 44 PC7 f_back.forth 0.53
## 45 f_body PC3 0.53
## 46 PC3 f_body 0.53
## 47 f_asymmetricaldiffhs PC2 0.52
## 48 PC2 f_asymmetricaldiffhs 0.52
## 49 f_palm f_asymmetricaldiffhs 0.51
## 50 f_asymmetricaldiffhs f_palm 0.51
## 51 f_head f_onehanded 0.49
## 52 f_onehanded f_head 0.49
## 53 f_index PC6 0.49
## 54 PC6 f_index 0.49
## 55 f_neutral.majorloc f_symmetricoralternating 0.49
## 56 f_symmetricoralternating f_neutral.majorloc 0.49
## 57 f_all4fingers PC3 0.48
## 58 PC3 f_all4fingers 0.48
## 59 f_neutral.minorloc f_symmetricoralternating 0.48
## 60 f_symmetricoralternating f_neutral.minorloc 0.48
## 61 MaximalNeighborhoodDensity f_flex1 0.47
## 62 f_flex1 MaximalNeighborhoodDensity 0.47
## 63 f_flex1 PC4 0.46
## 64 PC4 f_flex1 0.46
## 65 SignTypeFrequency f_head 0.46
## 66 f_head SignTypeFrequency 0.46
## 67 HandshapeFrequency f_all4fingers 0.45
## 68 f_all4fingers HandshapeFrequency 0.45
## 69 f_middlefinger f_flex3 0.44
## 70 f_flex3 f_middlefinger 0.44
## 71 Parameter-BasedNeighborhoodDensity f_flex1 0.44
## 72 f_flex1 Parameter-BasedNeighborhoodDensity 0.44
## 73 f_palm PC2 0.44
## 74 PC2 f_palm 0.44
## 75 f_index PC7 0.41
## 76 PC7 f_index 0.41
## 77 f_torsotop f_body 0.39
## 78 f_body f_torsotop 0.39
## 79 MajorLocationFrequency f_symmetricoralternating 0.39
## 80 f_symmetricoralternating MajorLocationFrequency 0.39
## 81 f_hand f_asymmetricalsamehs 0.39
## 82 f_asymmetricalsamehs f_hand 0.39
## 83 f_chin f_head 0.39
## 84 f_head f_chin 0.39
## 85 f_eye f_head 0.38
## 86 f_head f_eye 0.38
## 87 MinorLocationFrequency f_symmetricoralternating 0.38
## 88 f_symmetricoralternating MinorLocationFrequency 0.38
## 89 f_upperarm f_arm 0.38
## 90 f_arm f_upperarm 0.38
## 91 MinimalNeighborhoodDensity f_all4fingers 0.36
## 92 f_all4fingers MinimalNeighborhoodDensity 0.36
## 93 f_flex3 PC6 0.36
## 94 PC6 f_flex3 0.36
## 95 f_body PC4 0.35
## 96 PC4 f_body 0.35
## 97 f_flex6 PC6 0.35
## 98 PC6 f_flex6 0.35
## 99 f_cheeknose f_head 0.35
## 100 f_head f_cheeknose 0.35
## 101 f_clavicle PC3 0.34
## 102 PC3 f_clavicle 0.34
## 103 f_flex2 PC6 0.33
## 104 PC6 f_flex2 0.33
## 105 f_back.forth PC10 0.33
## 106 PC10 f_back.forth 0.33
## 107 MaximalNeighborhoodDensity f_all4fingers 0.32
## 108 f_all4fingers MaximalNeighborhoodDensity 0.32
## 109 f_thumb PC5 0.32
## 110 PC5 f_thumb 0.32
## 111 f_asymmetricalsamehs PC2 0.32
## 112 PC2 f_asymmetricalsamehs 0.32
## 113 f_index.middle PC4 0.32
## 114 PC4 f_index.middle 0.32
## 115 f_fingerradial f_hand 0.32
## 116 f_hand f_fingerradial 0.32
## 117 f_all4fingers PC1 0.32
## 118 PC1 f_all4fingers 0.32
## 119 f_mouth f_head 0.31
## 120 f_head f_mouth 0.31
## 121 f_index PC8 0.31
## 122 PC8 f_index 0.31
## 123 f_straight PC8 0.31
## 124 PC8 f_straight 0.31
## 125 f_neck f_body 0.30
## 126 f_body f_neck 0.30
## 127 f_palmback f_hand 0.29
## 128 f_hand f_palmback 0.29
## 129 f_index.middle f_stacked 0.29
## 130 f_stacked f_index.middle 0.29
## 131 f_arm PC4 0.29
## 132 PC4 f_arm 0.29
## 133 f_thumb PC4 0.28
## 134 PC4 f_thumb 0.28
## 135 f_middlefinger PC6 0.28
## 136 PC6 f_middlefinger 0.28
## 137 f_flex3 PC9 0.28
## 138 PC9 f_flex3 0.28
## 139 Parameter-BasedNeighborhoodDensity f_back.forth 0.28
## 140 f_back.forth Parameter-BasedNeighborhoodDensity 0.28
## 141 f_fingerback f_hand 0.27
## 142 f_hand f_fingerback 0.27
## 143 Parameter-BasedNeighborhoodDensity f_all4fingers 0.27
## 144 f_all4fingers Parameter-BasedNeighborhoodDensity 0.27
## 145 f_all4fingers PC2 0.27
## 146 PC2 f_all4fingers 0.27
## 147 f_middlefinger PC8 0.27
## 148 PC8 f_middlefinger 0.27
## 149 f_shoulder f_body 0.27
## 150 f_body f_shoulder 0.27
## 151 f_wristback f_arm 0.27
## 152 f_forearmback f_arm 0.27
## 153 f_arm f_wristback 0.27
## 154 f_arm f_forearmback 0.27
## 155 f_flex5 PC3 0.27
## 156 PC3 f_flex5 0.27
## 157 f_curved PC3 0.27
## 158 PC3 f_curved 0.27
## 159 MinimalNeighborhoodDensity f_back.forth 0.27
## 160 f_back.forth MinimalNeighborhoodDensity 0.27
## 161 f_middlefinger PC9 0.26
## 162 PC9 f_middlefinger 0.26
## 163 f_all4fingers f_flex5 0.26
## 164 f_flex5 f_all4fingers 0.26
## 165 f_flex3 PC3 0.26
## 166 PC3 f_flex3 0.26
## 167 f_chin f_onehanded 0.26
## 168 f_onehanded f_chin 0.26
## 169 MaximalNeighborhoodDensity f_back.forth 0.25
## 170 f_back.forth MaximalNeighborhoodDensity 0.25
## 171 f_all4fingers f_flex7 0.25
## 172 f_flex7 f_all4fingers 0.25
## 173 f_circular PC8 0.25
## 174 PC8 f_circular 0.25
## 175 f_fingerradial PC2 0.25
## 176 PC2 f_fingerradial 0.25
## 177 f_asymmetricalsamehs PC9 0.25
## 178 PC9 f_asymmetricalsamehs 0.25
## 179 f_flex2 PC7 0.25
## 180 PC7 f_flex2 0.25
## 181 f_forehead f_head 0.25
## 182 f_head f_forehead 0.25
## 183 f_pinky PC5 0.25
## 184 PC5 f_pinky 0.25
## 185 SelectedFingersFrequency f_flex5 0.25
## 186 f_flex5 SelectedFingersFrequency 0.25
## 187 f_fingertip f_hand 0.24
## 188 f_hand f_fingertip 0.24
## 189 f_fingerradial f_asymmetricalsamehs 0.24
## 190 f_asymmetricalsamehs f_fingerradial 0.24
## 191 SelectedFingersFrequency f_flex7 0.24
## 192 f_flex7 SelectedFingersFrequency 0.24
## 193 f_hips f_body 0.23
## 194 f_torsomid f_body 0.23
## 195 f_body f_hips 0.23
## 196 f_body f_torsomid 0.23
## 197 f_mid.ring.pinky f_flex6 0.23
## 198 f_flex6 f_mid.ring.pinky 0.23
## 199 f_palmback PC2 0.23
## 200 PC2 f_palmback 0.23
## 201 f_eye PC8 0.23
## 202 PC8 f_eye 0.23
## 203 SignTypeFrequency f_chin 0.23
## 204 f_chin SignTypeFrequency 0.23
## 205 f_cheeknose f_onehanded 0.23
## 206 f_onehanded f_cheeknose 0.23
## 207 f_symmetricoralternating PC10 0.22
## 208 PC10 f_symmetricoralternating 0.22
## 209 f_eye PC10 0.22
## 210 PC10 f_eye 0.22
## 211 f_clavicle PC4 0.22
## 212 PC4 f_clavicle 0.22
## 213 f_other_minorloc f_head 0.22
## 214 f_head f_other_minorloc 0.22
## 215 Compound f_no_movement 0.22
## 216 f_no_movement Compound 0.22
## 217 f_flex2 PC10 0.22
## 218 PC10 f_flex2 0.22
## 219 SignTypeFrequency f_cheeknose 0.21
## 220 f_cheeknose SignTypeFrequency 0.21
## 221 f_neutral.majorloc PC2 0.21
## 222 PC2 f_neutral.majorloc 0.21
## 223 MinimalNeighborhoodDensity f_neutral.minorloc 0.21
## 224 f_neutral.minorloc MinimalNeighborhoodDensity 0.21
## 225 MaximalNeighborhoodDensity f_neutral.minorloc 0.21
## 226 f_neutral.minorloc MaximalNeighborhoodDensity 0.21
## 227 MaximalNeighborhoodDensity f_neutral.majorloc 0.21
## 228 f_neutral.majorloc MaximalNeighborhoodDensity 0.21
## 229 SignLength(ms) f_circular 0.21
## 230 f_circular SignLength(ms) 0.21
## 231 f_palmback PC9 0.21
## 232 PC9 f_palmback 0.21
## 233 f_all4fingers f_symmetricoralternating 0.21
## 234 f_symmetricoralternating f_all4fingers 0.21
## 235 f_torsotop PC3 0.21
## 236 PC3 f_torsotop 0.21
## 237 MinimalNeighborhoodDensity f_neutral.majorloc 0.21
## 238 f_neutral.majorloc MinimalNeighborhoodDensity 0.21
## 239 f_flex6 PC7 0.21
## 240 PC7 f_flex6 0.21
## 241 f_palm PC10 0.21
## 242 PC10 f_palm 0.21
## 243 MaximalNeighborhoodDensity f_symmetricoralternating 0.21
## 244 f_symmetricoralternating MaximalNeighborhoodDensity 0.21
## 245 f_neutral.minorloc PC2 0.20
## 246 PC2 f_neutral.minorloc 0.20
## 247 MinimalNeighborhoodDensity f_onehanded 0.20
## 248 f_onehanded MinimalNeighborhoodDensity 0.20
## 249 FingerspelledLoanSign f_mid.ring.pinky 0.20
## 250 f_mid.ring.pinky FingerspelledLoanSign 0.20
## 251 f_other_minorloc f_neutral.majorloc -0.20
## 252 f_neutral.majorloc f_other_minorloc -0.20
## 253 f_fingertip PC10 -0.20
## 254 PC10 f_fingertip -0.20
## 255 f_flex6 PC3 -0.20
## 256 PC3 f_flex6 -0.20
## 257 FlexionFrequency f_stacked -0.20
## 258 f_stacked FlexionFrequency -0.20
## 259 Parameter-BasedNeighborhoodDensity f_circular -0.20
## 260 f_circular Parameter-BasedNeighborhoodDensity -0.20
## 261 MajorLocationFrequency f_torsotop -0.20
## 262 f_torsotop MajorLocationFrequency -0.20
## 263 f_asymmetricalsamehs PC4 -0.20
## 264 PC4 f_asymmetricalsamehs -0.20
## 265 SignTypeFrequency f_palmback -0.21
## 266 f_palmback SignTypeFrequency -0.21
## 267 SelectedFingersFrequency f_index -0.21
## 268 f_index SelectedFingersFrequency -0.21
## 269 HandshapeFrequency f_middlefinger -0.21
## 270 f_middlefinger HandshapeFrequency -0.21
## 271 f_index PC2 -0.21
## 272 PC2 f_index -0.21
## 273 f_flex4 PC9 -0.21
## 274 PC9 f_flex4 -0.21
## 275 f_straight PC9 -0.21
## 276 PC9 f_straight -0.21
## 277 f_other_minorloc f_neutral.minorloc -0.21
## 278 f_neutral.minorloc f_other_minorloc -0.21
## 279 MaximalNeighborhoodDensity f_circular -0.21
## 280 f_circular MaximalNeighborhoodDensity -0.21
## 281 f_palm f_head -0.21
## 282 f_head f_palm -0.21
## 283 FlexionFrequency f_crossed -0.21
## 284 f_crossed FlexionFrequency -0.21
## 285 f_symmetricoralternating f_asymmetricalsamehs -0.21
## 286 f_asymmetricalsamehs f_symmetricoralternating -0.21
## 287 f_flex1 PC3 -0.21
## 288 PC3 f_flex1 -0.21
## 289 f_eye PC4 -0.21
## 290 PC4 f_eye -0.21
## 291 MaximalNeighborhoodDensity f_arm -0.21
## 292 f_arm MaximalNeighborhoodDensity -0.21
## 293 MovementFrequency f_straight -0.21
## 294 f_straight MovementFrequency -0.21
## 295 MajorLocationFrequency f_asymmetricalsamehs -0.21
## 296 f_asymmetricalsamehs MajorLocationFrequency -0.21
## 297 f_chin PC7 -0.22
## 298 PC7 f_chin -0.22
## 299 f_flex4 PC8 -0.22
## 300 PC8 f_flex4 -0.22
## 301 f_straight f_no_movement -0.22
## 302 f_no_movement f_straight -0.22
## 303 f_palm f_symmetricoralternating -0.22
## 304 f_symmetricoralternating f_palm -0.22
## 305 f_index.middle PC1 -0.22
## 306 PC1 f_index.middle -0.22
## 307 f_index.middle PC3 -0.22
## 308 PC3 f_index.middle -0.22
## 309 f_thumb f_all4fingers -0.22
## 310 f_all4fingers f_thumb -0.22
## 311 f_no_movement PC9 -0.22
## 312 PC9 f_no_movement -0.22
## 313 f_onehanded PC10 -0.22
## 314 PC10 f_onehanded -0.22
## 315 f_palm f_neutral.majorloc -0.22
## 316 f_neutral.majorloc f_palm -0.22
## 317 HandshapeFrequency f_flex6 -0.22
## 318 f_flex6 HandshapeFrequency -0.22
## 319 MinimalNeighborhoodDensity f_index.middle -0.22
## 320 f_index.middle MinimalNeighborhoodDensity -0.22
## 321 f_body f_head -0.23
## 322 f_head f_body -0.23
## 323 MaximalNeighborhoodDensity f_middlefinger -0.23
## 324 f_middlefinger MaximalNeighborhoodDensity -0.23
## 325 f_hand PC4 -0.23
## 326 PC4 f_hand -0.23
## 327 f_head f_symmetricoralternating -0.23
## 328 f_symmetricoralternating f_head -0.23
## 329 MinorLocationFrequency f_arm -0.23
## 330 f_arm MinorLocationFrequency -0.23
## 331 f_palm f_neutral.minorloc -0.23
## 332 f_neutral.minorloc f_palm -0.23
## 333 Parameter-BasedNeighborhoodDensity f_body -0.23
## 334 f_body Parameter-BasedNeighborhoodDensity -0.23
## 335 SignTypeFrequency f_fingerradial -0.23
## 336 f_fingerradial SignTypeFrequency -0.23
## 337 f_index.middle f_index -0.23
## 338 f_index f_index.middle -0.23
## 339 f_palm PC9 -0.23
## 340 PC9 f_palm -0.23
## 341 f_asymmetricalsamehs f_onehanded -0.23
## 342 f_onehanded f_asymmetricalsamehs -0.23
## 343 f_flex4 f_flex1 -0.24
## 344 f_flex1 f_flex4 -0.24
## 345 f_neutral.minorloc f_body -0.24
## 346 f_body f_neutral.minorloc -0.24
## 347 SignTypeFrequency f_other_signtype -0.24
## 348 f_other_signtype SignTypeFrequency -0.24
## 349 f_mouth PC2 -0.24
## 350 PC2 f_mouth -0.24
## 351 f_head f_asymmetricaldiffhs -0.25
## 352 f_asymmetricaldiffhs f_head -0.25
## 353 f_head PC1 -0.25
## 354 PC1 f_head -0.25
## 355 f_no_movement PC3 -0.25
## 356 PC3 f_no_movement -0.25
## 357 f_body f_neutral.majorloc -0.25
## 358 f_neutral.majorloc f_body -0.25
## 359 MinorLocationFrequency f_hand -0.25
## 360 f_hand MinorLocationFrequency -0.25
## 361 f_palm f_onehanded -0.25
## 362 f_onehanded f_palm -0.25
## 363 MinimalNeighborhoodDensity f_middlefinger -0.25
## 364 f_middlefinger MinimalNeighborhoodDensity -0.25
## 365 f_flex2 PC8 -0.25
## 366 PC8 f_flex2 -0.25
## 367 HandshapeFrequency f_flex2 -0.25
## 368 f_flex2 HandshapeFrequency -0.25
## 369 MaximalNeighborhoodDensity f_body -0.26
## 370 f_body MaximalNeighborhoodDensity -0.26
## 371 FlexionFrequency f_flex7 -0.26
## 372 f_flex7 FlexionFrequency -0.26
## 373 MinimalNeighborhoodDensity f_flex3 -0.26
## 374 f_flex3 MinimalNeighborhoodDensity -0.26
## 375 f_asymmetricalsamehs PC1 -0.26
## 376 PC1 f_asymmetricalsamehs -0.26
## 377 f_no_movement PC7 -0.26
## 378 PC7 f_no_movement -0.26
## 379 f_no_movement PC2 -0.26
## 380 PC2 f_no_movement -0.26
## 381 f_circular f_back.forth -0.27
## 382 f_back.forth f_circular -0.27
## 383 MaximalNeighborhoodDensity f_flex3 -0.27
## 384 f_flex3 MaximalNeighborhoodDensity -0.27
## 385 f_flex6 f_flex1 -0.27
## 386 f_flex1 f_flex6 -0.27
## 387 HandshapeFrequency f_flex4 -0.28
## 388 f_flex4 HandshapeFrequency -0.28
## 389 f_flex2 f_flex1 -0.28
## 390 f_flex1 f_flex2 -0.28
## 391 f_arm PC5 -0.28
## 392 PC5 f_arm -0.28
## 393 f_other_minorloc PC5 -0.29
## 394 PC5 f_other_minorloc -0.29
## 395 f_neutral.majorloc f_asymmetricaldiffhs -0.29
## 396 f_asymmetricaldiffhs f_neutral.majorloc -0.29
## 397 f_curved f_back.forth -0.29
## 398 f_back.forth f_curved -0.29
## 399 HandshapeFrequency f_index.middle -0.29
## 400 f_index.middle HandshapeFrequency -0.29
## 401 MajorLocationFrequency f_palm -0.29
## 402 f_palm MajorLocationFrequency -0.29
## 403 f_neutral.minorloc f_asymmetricaldiffhs -0.29
## 404 f_asymmetricaldiffhs f_neutral.minorloc -0.29
## 405 Parameter-BasedNeighborhoodDensity f_flex3 -0.29
## 406 f_flex3 Parameter-BasedNeighborhoodDensity -0.29
## 407 f_middlefinger PC7 -0.29
## 408 PC7 f_middlefinger -0.29
## 409 f_flex1 f_flex7 -0.30
## 410 f_flex7 f_flex1 -0.30
## 411 f_flex5 PC9 -0.30
## 412 PC9 f_flex5 -0.30
## 413 MajorLocationFrequency f_arm -0.30
## 414 f_arm MajorLocationFrequency -0.30
## 415 f_flex7 PC5 -0.30
## 416 PC5 f_flex7 -0.30
## 417 MinimalNeighborhoodDensity f_hand -0.30
## 418 f_hand MinimalNeighborhoodDensity -0.30
## 419 SelectedFingersFrequency f_middlefinger -0.30
## 420 f_middlefinger SelectedFingersFrequency -0.30
## 421 f_cheeknose PC2 -0.30
## 422 PC2 f_cheeknose -0.30
## 423 f_flex3 f_flex1 -0.30
## 424 f_flex1 f_flex3 -0.30
## 425 MinorLocationFrequency f_head -0.31
## 426 f_head MinorLocationFrequency -0.31
## 427 f_eye PC2 -0.31
## 428 PC2 f_eye -0.31
## 429 MinimalNeighborhoodDensity f_asymmetricaldiffhs -0.31
## 430 f_asymmetricaldiffhs MinimalNeighborhoodDensity -0.31
## 431 MajorLocationFrequency f_clavicle -0.32
## 432 f_clavicle MajorLocationFrequency -0.32
## 433 f_flex5 PC4 -0.32
## 434 PC4 f_flex5 -0.32
## 435 FlexionFrequency f_flex2 -0.33
## 436 f_flex2 FlexionFrequency -0.33
## 437 SelectedFingersFrequency f_pinky -0.33
## 438 f_pinky SelectedFingersFrequency -0.33
## 439 f_symmetricoralternating f_asymmetricaldiffhs -0.33
## 440 f_asymmetricaldiffhs f_symmetricoralternating -0.33
## 441 f_head PC4 -0.33
## 442 PC4 f_head -0.33
## 443 f_circular PC10 -0.34
## 444 PC10 f_circular -0.34
## 445 SelectedFingersFrequency f_thumb -0.34
## 446 f_thumb SelectedFingersFrequency -0.34
## 447 HandshapeFrequency f_flex3 -0.34
## 448 f_flex3 HandshapeFrequency -0.34
## 449 f_chin PC2 -0.34
## 450 PC2 f_chin -0.34
## 451 f_head f_hand -0.34
## 452 f_hand f_head -0.34
## 453 f_asymmetricalsamehs PC10 -0.35
## 454 PC10 f_asymmetricalsamehs -0.35
## 455 f_flex5 f_flex1 -0.35
## 456 f_flex1 f_flex5 -0.35
## 457 f_no_movement f_back.forth -0.35
## 458 f_back.forth f_no_movement -0.35
## 459 MovementFrequency f_other_movement -0.35
## 460 f_other_movement MovementFrequency -0.35
## 461 f_index.middle PC7 -0.35
## 462 PC7 f_index.middle -0.35
## 463 f_asymmetricalsamehs PC6 -0.35
## 464 PC6 f_asymmetricalsamehs -0.35
## 465 f_straight f_back.forth -0.36
## 466 f_back.forth f_straight -0.36
## 467 f_hand f_symmetricoralternating -0.36
## 468 f_symmetricoralternating f_hand -0.36
## 469 f_index.middle f_all4fingers -0.36
## 470 f_all4fingers f_index.middle -0.36
## 471 f_back.forth PC8 -0.37
## 472 PC8 f_back.forth -0.37
## 473 f_onehanded f_asymmetricaldiffhs -0.37
## 474 f_asymmetricaldiffhs f_onehanded -0.37
## 475 MovementFrequency f_curved -0.37
## 476 f_curved MovementFrequency -0.37
## 477 f_index PC3 -0.38
## 478 PC3 f_index -0.38
## 479 f_neutral.minorloc f_hand -0.38
## 480 f_hand f_neutral.minorloc -0.38
## 481 MinorLocationFrequency f_body -0.38
## 482 f_body MinorLocationFrequency -0.38
## 483 f_flex6 PC10 -0.38
## 484 PC10 f_flex6 -0.38
## 485 f_neutral.majorloc f_hand -0.38
## 486 f_hand f_neutral.majorloc -0.38
## 487 MajorLocationFrequency f_asymmetricaldiffhs -0.39
## 488 f_asymmetricaldiffhs MajorLocationFrequency -0.39
## 489 SignTypeFrequency f_palm -0.39
## 490 f_palm SignTypeFrequency -0.39
## 491 FlexionFrequency f_flex6 -0.39
## 492 f_flex6 FlexionFrequency -0.39
## 493 FlexionFrequency f_flex4 -0.40
## 494 f_flex4 FlexionFrequency -0.40
## 495 f_curved PC9 -0.41
## 496 PC9 f_curved -0.41
## 497 f_hand f_onehanded -0.41
## 498 f_onehanded f_hand -0.41
## 499 SelectedFingersFrequency f_index.middle -0.42
## 500 f_index.middle SelectedFingersFrequency -0.42
## 501 f_flex3 PC7 -0.42
## 502 PC7 f_flex3 -0.42
## 503 f_flex5 PC5 -0.42
## 504 PC5 f_flex5 -0.42
## 505 f_palm PC1 -0.44
## 506 PC1 f_palm -0.44
## 507 f_all4fingers PC4 -0.45
## 508 PC4 f_all4fingers -0.45
## 509 SignTypeFrequency f_asymmetricalsamehs -0.48
## 510 f_asymmetricalsamehs SignTypeFrequency -0.48
## 511 f_neutral.minorloc f_head -0.48
## 512 f_head f_neutral.minorloc -0.48
## 513 f_neutral.minorloc PC3 -0.48
## 514 PC3 f_neutral.minorloc -0.48
## 515 f_head f_neutral.majorloc -0.48
## 516 f_neutral.majorloc f_head -0.48
## 517 f_neutral.majorloc PC3 -0.49
## 518 PC3 f_neutral.majorloc -0.49
## 519 MajorLocationFrequency f_hand -0.49
## 520 f_hand MajorLocationFrequency -0.49
## 521 f_all4fingers PC6 -0.49
## 522 PC6 f_all4fingers -0.49
## 523 f_index.middle PC8 -0.50
## 524 PC8 f_index.middle -0.50
## 525 MovementFrequency f_circular -0.50
## 526 f_circular MovementFrequency -0.50
## 527 MajorLocationFrequency f_body -0.52
## 528 f_body MajorLocationFrequency -0.52
## 529 f_all4fingers PC5 -0.53
## 530 PC5 f_all4fingers -0.53
## 531 SignTypeFrequency f_asymmetricaldiffhs -0.53
## 532 f_asymmetricaldiffhs SignTypeFrequency -0.53
## 533 f_flex1 PC6 -0.55
## 534 PC6 f_flex1 -0.55
## 535 f_index f_all4fingers -0.55
## 536 f_all4fingers f_index -0.55
## 537 f_symmetricoralternating f_onehanded -0.57
## 538 f_onehanded f_symmetricoralternating -0.57
## 539 f_asymmetricaldiffhs PC1 -0.60
## 540 PC1 f_asymmetricaldiffhs -0.60
## 541 SignTypeFrequency f_hand -0.67
## 542 f_hand SignTypeFrequency -0.67
## 543 f_hand PC1 -0.69
## 544 PC1 f_hand -0.69
## 545 f_onehanded PC2 -0.76
## 546 PC2 f_onehanded -0.76
## 547 f_head PC2 -0.78
## 548 PC2 f_head -0.78Correlations with iconicity
Here we have a similar long data structure showing the correlations, but only when one of the variables participating in the correlation is iconicity. This is based on a less stringent threshold for rho (filtering out values between .10 and -.10).
## Var1 Var2 value
## 1 Iconicity(M)_1 Iconicity(M) 1.00
## 2 Iconicity(M) Iconicity(M)_1 1.00
## 3 Iconicity(M) Iconicity(Z) 0.99
## 4 Iconicity(M)_1 Iconicity(Z) 0.99
## 5 Iconicity(Z) Iconicity(M) 0.99
## 6 Iconicity(Z) Iconicity(M)_1 0.99
## 7 Iconicity(N) SignFrequency(N) 0.45
## 8 SignFrequency(N) Iconicity(N) 0.45
## 9 Iconicity(N) SignFrequency(N-Native) 0.30
## 10 SignFrequency(N-Native) Iconicity(N) 0.30
## 11 SignLength(ms) Iconicity(SD) 0.20
## 12 Iconicity(SD) SignLength(ms) 0.20
## 13 List Iconicity(SD) 0.18
## 14 Iconicity(SD) List 0.18
## 15 SelectedFingersFrequency Iconicity(Z) 0.18
## 16 Iconicity(Z) SelectedFingersFrequency 0.18
## 17 SelectedFingersFrequency Iconicity(M) 0.18
## 18 SelectedFingersFrequency Iconicity(M)_1 0.18
## 19 Iconicity(M) SelectedFingersFrequency 0.18
## 20 Iconicity(M)_1 SelectedFingersFrequency 0.18
## 21 Iconicity(N) Iconicity(SD) 0.17
## 22 Iconicity(SD) Iconicity(N) 0.17
## 23 Repeat.1 Iconicity(N) 0.16
## 24 Iconicity(N) Repeat.1 0.16
## 25 Iconicity(SD) SignFrequency(SD) 0.16
## 26 SignFrequency(SD) Iconicity(SD) 0.16
## 27 Iconicity(Z) f_other_minorloc 0.16
## 28 f_other_minorloc Iconicity(Z) 0.16
## 29 Iconicity(M) f_other_minorloc 0.15
## 30 Iconicity(M)_1 f_other_minorloc 0.15
## 31 f_other_minorloc Iconicity(M) 0.15
## 32 f_other_minorloc Iconicity(M)_1 0.15
## 33 Iconicity(Z) f_all4fingers 0.14
## 34 f_all4fingers Iconicity(Z) 0.14
## 35 Iconicity(Z) f_flex7 0.13
## 36 f_flex7 Iconicity(Z) 0.13
## 37 Iconicity(M) f_all4fingers 0.13
## 38 Iconicity(M)_1 f_all4fingers 0.13
## 39 f_all4fingers Iconicity(M) 0.13
## 40 f_all4fingers Iconicity(M)_1 0.13
## 41 Iconicity(M) f_flex7 0.13
## 42 Iconicity(M)_1 f_flex7 0.13
## 43 f_flex7 Iconicity(M) 0.13
## 44 f_flex7 Iconicity(M)_1 0.13
## 45 Iconicity(M) f_symmetricoralternating 0.13
## 46 Iconicity(M)_1 f_symmetricoralternating 0.13
## 47 f_symmetricoralternating Iconicity(M) 0.13
## 48 f_symmetricoralternating Iconicity(M)_1 0.13
## 49 Iconicity(Z) f_symmetricoralternating 0.13
## 50 f_symmetricoralternating Iconicity(Z) 0.13
## 51 Iconicity(M) PC7 0.12
## 52 Iconicity(M)_1 PC7 0.12
## 53 PC7 Iconicity(M) 0.12
## 54 PC7 Iconicity(M)_1 0.12
## 55 HandshapeFrequency Iconicity(Z) 0.12
## 56 Iconicity(Z) HandshapeFrequency 0.12
## 57 Compound Iconicity(SD) 0.12
## 58 Iconicity(SD) Compound 0.12
## 59 Parameter-BasedNeighborhoodDensity Iconicity(Z) 0.12
## 60 Iconicity(Z) Parameter-BasedNeighborhoodDensity 0.12
## 61 Iconicity(Z) PC1 0.11
## 62 PC1 Iconicity(Z) 0.11
## 63 Iconicity(Z) PC7 0.11
## 64 PC7 Iconicity(Z) 0.11
## 65 Iconicity(M) PC1 0.11
## 66 Iconicity(M)_1 PC1 0.11
## 67 PC1 Iconicity(M) 0.11
## 68 PC1 Iconicity(M)_1 0.11
## 69 Iconicity(Z) f_torsotop 0.11
## 70 f_torsotop Iconicity(Z) 0.11
## 71 SignLength(ms) Iconicity(N) 0.11
## 72 Iconicity(N) SignLength(ms) 0.11
## 73 Iconicity(N) GlossConfirmation 0.11
## 74 GlossConfirmation Iconicity(N) 0.11
## 75 HandshapeFrequency Iconicity(M) 0.11
## 76 HandshapeFrequency Iconicity(M)_1 0.11
## 77 Iconicity(M) HandshapeFrequency 0.11
## 78 Iconicity(M)_1 HandshapeFrequency 0.11
## 79 Parameter-BasedNeighborhoodDensity Iconicity(M) 0.11
## 80 Parameter-BasedNeighborhoodDensity Iconicity(M)_1 0.11
## 81 Iconicity(M) Parameter-BasedNeighborhoodDensity 0.11
## 82 Iconicity(M)_1 Parameter-BasedNeighborhoodDensity 0.11
## 83 Iconicity(M) f_torsotop 0.11
## 84 Iconicity(M)_1 f_torsotop 0.11
## 85 f_torsotop Iconicity(M) 0.11
## 86 f_torsotop Iconicity(M)_1 0.11
## 87 MinimalNeighborhoodDensity Iconicity(Z) 0.11
## 88 Iconicity(Z) MinimalNeighborhoodDensity 0.11
## 89 MaximalNeighborhoodDensity Iconicity(Z) 0.10
## 90 Iconicity(Z) MaximalNeighborhoodDensity 0.10
## 91 MaximalNeighborhoodDensity Iconicity(M) 0.10
## 92 MaximalNeighborhoodDensity Iconicity(M)_1 0.10
## 93 Iconicity(M) MaximalNeighborhoodDensity 0.10
## 94 Iconicity(M)_1 MaximalNeighborhoodDensity 0.10
## 95 MinimalNeighborhoodDensity Iconicity(M) 0.10
## 96 MinimalNeighborhoodDensity Iconicity(M)_1 0.10
## 97 Iconicity(M) MinimalNeighborhoodDensity 0.10
## 98 Iconicity(M)_1 MinimalNeighborhoodDensity 0.10
## 99 Iconicity(SD) SignFrequency(M-Native) -0.10
## 100 SignFrequency(M-Native) Iconicity(SD) -0.10
## 101 Iconicity(Z) f_stacked -0.10
## 102 f_stacked Iconicity(Z) -0.10
## 103 Iconicity(M) f_stacked -0.11
## 104 Iconicity(M)_1 f_stacked -0.11
## 105 f_stacked Iconicity(M) -0.11
## 106 f_stacked Iconicity(M)_1 -0.11
## 107 Iconicity(Z) f_ForearmUlnar -0.11
## 108 f_ForearmUlnar Iconicity(Z) -0.11
## 109 Iconicity(M) f_ForearmUlnar -0.11
## 110 Iconicity(M)_1 f_ForearmUlnar -0.11
## 111 f_ForearmUlnar Iconicity(M) -0.11
## 112 f_ForearmUlnar Iconicity(M)_1 -0.11
## 113 Iconicity(Z) PC9 -0.11
## 114 PC9 Iconicity(Z) -0.11
## 115 SubtLexUSLog10WF Iconicity(SD) -0.12
## 116 Iconicity(SD) SubtLexUSLog10WF -0.12
## 117 Iconicity(M) Compound -0.13
## 118 Iconicity(M)_1 Compound -0.13
## 119 Compound Iconicity(M) -0.13
## 120 Compound Iconicity(M)_1 -0.13
## 121 Iconicity(M) f_thumb -0.13
## 122 Iconicity(M)_1 f_thumb -0.13
## 123 f_thumb Iconicity(M) -0.13
## 124 f_thumb Iconicity(M)_1 -0.13
## 125 Iconicity(Z) f_thumb -0.13
## 126 f_thumb Iconicity(Z) -0.13
## 127 Iconicity(M) SignFreqZ(native) -0.14
## 128 Iconicity(M)_1 SignFreqZ(native) -0.14
## 129 SignFreqZ(native) Iconicity(M) -0.14
## 130 SignFreqZ(native) Iconicity(M)_1 -0.14
## 131 Iconicity(Z) SignFreqZ(native) -0.14
## 132 SignFreqZ(native) Iconicity(Z) -0.14
## 133 ClipLength(ms) Iconicity(SD) -0.14
## 134 Iconicity(SD) ClipLength(ms) -0.14
## 135 SignOnset(ms) Iconicity(SD) -0.14
## 136 Iconicity(SD) SignOnset(ms) -0.14
## 137 Iconicity(Z) SignFrequency(M-Native) -0.14
## 138 SignFrequency(M-Native) Iconicity(Z) -0.14
## 139 Compound Iconicity(Z) -0.15
## 140 Iconicity(Z) Compound -0.15
## 141 SignFrequency(Z) Iconicity(Z) -0.15
## 142 Iconicity(Z) SignFrequency(Z) -0.15
## 143 SignFrequency(Z) Iconicity(M) -0.15
## 144 Iconicity(M) SignFrequency(Z) -0.15
## 145 Iconicity(M)_1 SignFrequency(Z) -0.15
## 146 SignFrequency(Z) Iconicity(M)_1 -0.15
## 147 Iconicity(Z) SignFrequency(M) -0.15
## 148 SignFrequency(M) Iconicity(Z) -0.15
## 149 Iconicity(M) SignFrequency(M-Native) -0.16
## 150 Iconicity(M)_1 SignFrequency(M-Native) -0.16
## 151 SignFrequency(M-Native) Iconicity(M) -0.16
## 152 SignFrequency(M-Native) Iconicity(M)_1 -0.16
## 153 Iconicity(M) SignFrequency(M) -0.17
## 154 Iconicity(M)_1 SignFrequency(M) -0.17
## 155 SignFrequency(M) Iconicity(M) -0.17
## 156 SignFrequency(M) Iconicity(M)_1 -0.17
## 157 Iconicity(Z) f_chin -0.18
## 158 f_chin Iconicity(Z) -0.18
## 159 Iconicity(M) f_chin -0.18
## 160 Iconicity(M)_1 f_chin -0.18
## 161 f_chin Iconicity(M) -0.18
## 162 f_chin Iconicity(M)_1 -0.18
## 163 Initialized Iconicity(Z) -0.31
## 164 Iconicity(Z) Initialized -0.31
## 165 Iconicity(M) Initialized -0.31
## 166 Iconicity(M)_1 Initialized -0.31
## 167 Initialized Iconicity(M) -0.31
## 168 Initialized Iconicity(M)_1 -0.31
## 169 List Iconicity(N) -0.35
## 170 Iconicity(N) List -0.35Itemwise pariwise distances
Each item in feature space can be arranged in a pairwise fashion conditioned on how close/far they are from each other using Euclidean distance. This might give you a sense of how the features are expressing relationships between items in terms of similarity/dissimilarity.
Here are the top 25 distances (least similar pairs).
## word1 word2 distance
## 1 accomplish 1_dollar 3.464102
## 2 act 1_dollar 3.464102
## 3 actor 1_dollar 3.464102
## 4 address 1_dollar 3.464102
## 5 agreement 1_dollar 3.464102
## 6 alone 1_dollar 3.464102
## 7 announce 1_dollar 3.464102
## 8 apple 1_dollar 3.464102
## 9 ask 1_dollar 3.464102
## 10 bacon 1_dollar 3.464102
## 11 believe 1_dollar 3.464102
## 12 belt 1_dollar 3.464102
## 13 bird 1_dollar 3.464102
## 14 birthday 1_dollar 3.464102
## 15 black 1_dollar 3.464102
## 16 blind 1_dollar 3.464102
## 17 bored 1_dollar 3.464102
## 18 borrow 1_dollar 3.464102
## 19 brother 1_dollar 3.464102
## 20 bug 1_dollar 3.464102
## 21 but 1_dollar 3.464102
## 22 call 1_dollar 3.464102
## 23 candy_1 1_dollar 3.464102
## 24 candy_2 1_dollar 3.464102
## 25 castle 1_dollar 3.464102Likewise, the bottom 25 distances (most similar pairs).
## word1 word2 distance
## 986025 embarrass worry 0
## 986026 trouble worry 0
## 986027 worry worry 0
## 986028 wristwatch wristwatch 0
## 986029 write write 0
## 986030 israel wrong_1 0
## 986031 pipe wrong_1 0
## 986032 wrong_1 wrong_1 0
## 986033 wrong_2 wrong_2 0
## 986034 insurance yeah 0
## 986035 same_1 yeah 0
## 986036 yeah yeah 0
## 986037 year year 0
## 986038 yellow yellow 0
## 986039 yesterday yesterday 0
## 986040 leaf you 0
## 986041 shrimp you 0
## 986042 there you 0
## 986043 you you 0
## 986044 young young 0
## 986045 zero zero 0
## 986046 zipper zipper 0
## 986047 tornado zoom_in 0
## 986048 zoom_in zoom_in 0
## 986049 zoom_off zoom_off 0