ReaderBench Model 1d Variable Importance - shmercer/writeAlizer GitHub Wiki
Relative Importance of Each Metric
ReaderBench Model 1d
This model used ReaderBench scores from 7 min narrative writing samples ("I once had a magic pencil and ...") from 136 students in the fall of Grades 2-5 (Mercer et al., 2019) to predict holistic writing quality on the samples (elo ratings calculated from paired comparisons).
Principal component scores were generated during data pre-processing (see section on Scoring Model Development for more details).
Mercer, S. H., Keller-Margulis, M. A., Faith, E. L., Reid, E. K., & Ochs, S. (2019). The potential for automated text evaluation to improve the technical adequacy of written expression curriculum-based measurement. Learning Disability Quarterly, 42, 117-128. https://doi.org/10.1177/0731948718803296
Algorithm Weightings in Ensemble
Abbreviations:
- all = ensemble model
- gbm = stochastic gradient boosted trees
- pls = partial least squares regression
- svm = support vector machines
- enet = elastic net regression
- rf = random forest regression
- mars = bagged multivariate adaptive regression splines
- cube = cubist regression
The table below presents the linear weightings of each algorithm for the ensemble model.
Intercept | gbm | pls | svm | enet | rf | mars | cube |
---|---|---|---|---|---|---|---|
-8.4195 | 0.0406 | 0.8127 | 0.0694 | -0.0509 | 0.1058 | 0.0038 | 0.0448 |
Metric Importance in Each Algorithm and Ensemble
Each column sums to 100 (so values can be interpreted as % contribution to the model).
PC1 = scores on 1st principal component extracted, ...
Note: Importance is unavailable for support vector machines when PCA-based pre-processing is used (so all values for svm are 0).
Metric | all | gbm | pls | svm | enet | rf | mars | cube |
---|---|---|---|---|---|---|---|---|
PC2 | 50.2 | 61.92 | 52.85 | 0 | 12.57 | 36.4 | 46.85 | 23.81 |
PC1 | 8.03 | 1.95 | 9.25 | 0 | 1.38 | 5.78 | 0.27 | 8.39 |
PC3 | 7.38 | 1.56 | 8.43 | 0 | 3.57 | 5.47 | 0 | 8.39 |
PC5 | 5.42 | 3.46 | 5.74 | 0 | 5.67 | 3.71 | 0 | 13.83 |
PC4 | 2 | 1.81 | 2.27 | 0 | 1.61 | 1.06 | 0 | 0 |
PC24 | 1.9 | 0.9 | 1.48 | 0 | 6.31 | 1.73 | 16.76 | 1.59 |
PC14 | 1.7 | 1.4 | 1.56 | 0 | 3.22 | 1.85 | 3.63 | 3.85 |
PC8 | 1.47 | 0.85 | 1.45 | 0 | 1.88 | 2.26 | 0 | 1.59 |
PC30 | 1.47 | 1.67 | 1.1 | 0 | 6.24 | 2.51 | 0 | 6.58 |
PC6 | 1.09 | 0.73 | 0.95 | 0 | 0.78 | 2.84 | 0 | 0 |
PC31 | 1.09 | 1.01 | 0.92 | 0 | 5.49 | 0.03 | 0 | 9.98 |
PC7 | 1.03 | 0.17 | 1.17 | 0 | 1.27 | 0.95 | 0 | 0 |
PC17 | 1.02 | 1.53 | 0.62 | 0 | 1.24 | 3.12 | 0 | 4.31 |
PC43 | 0.94 | 1.87 | 0.58 | 0 | 5.88 | 1.5 | 0 | 4.76 |
PC33 | 0.87 | 0.6 | 0.88 | 0 | 5.75 | 0.44 | 0 | 0 |
PC32 | 0.82 | 0.21 | 0.6 | 0 | 3.29 | 2.36 | 0 | 1.59 |
PC39 | 0.81 | 1.14 | 0.54 | 0 | 4.22 | 1.87 | 1.81 | 0 |
PC27 | 0.77 | 0.48 | 0.66 | 0 | 2.74 | 0.62 | 0 | 4.99 |
PC13 | 0.73 | 1.28 | 0.73 | 0 | 1.02 | 0.55 | 0 | 0 |
PC34 | 0.7 | 0.46 | 0.2 | 0 | 0.43 | 2.05 | 13.64 | 0 |
PC38 | 0.67 | 0.36 | 0.55 | 0 | 4.08 | 0.86 | 0 | 2.72 |
PC23 | 0.64 | 0.5 | 0.72 | 0 | 2.45 | 0.1 | 0 | 0 |
PC19 | 0.6 | 0.9 | 0.56 | 0 | 1.28 | 0.84 | 0 | 0 |
PC16 | 0.6 | 0.67 | 0.22 | 0 | 0 | 2.25 | 6.99 | 0 |
PC45 | 0.6 | 1.92 | 0.07 | 0 | 0 | 1.77 | 10.06 | 0.91 |
PC20 | 0.56 | 0 | 0.53 | 0 | 1.3 | 1.26 | 0 | 0 |
PC28 | 0.54 | 1.55 | 0.39 | 0 | 1.29 | 0.94 | 0 | 0.45 |
PC40 | 0.54 | 0.77 | 0.52 | 0 | 4.01 | 0.04 | 0 | 0.45 |
PC18 | 0.53 | 0.36 | 0.47 | 0 | 0.92 | 1.27 | 0 | 0 |
PC11 | 0.51 | 0.87 | 0.55 | 0 | 0.48 | 0.18 | 0 | 0 |
PC22 | 0.49 | 0.35 | 0.42 | 0 | 0.99 | 1.2 | 0 | 0 |
PC36 | 0.46 | 0.95 | 0.09 | 0 | 0 | 3.14 | 0 | 0 |
PC12 | 0.45 | 0.22 | 0.46 | 0 | 0.33 | 0.68 | 0 | 0 |
PC29 | 0.44 | 0.95 | 0.29 | 0 | 0.79 | 1.36 | 0 | 0 |
PC41 | 0.43 | 0.27 | 0.35 | 0 | 2.57 | 0.79 | 0 | 0 |
PC42 | 0.4 | 0.32 | 0.31 | 0 | 2.25 | 1.03 | 0 | 0 |
PC9 | 0.37 | 0.34 | 0.4 | 0 | 0.13 | 0.33 | 0 | 0 |
PC44 | 0.29 | 0.31 | 0.22 | 0 | 1.53 | 0.68 | 0 | 0 |
PC46 | 0.28 | 0.91 | 0.05 | 0 | 0 | 1.65 | 0 | 0.45 |
PC15 | 0.26 | 0.87 | 0.14 | 0 | 0 | 0.59 | 0 | 1.36 |
PC26 | 0.25 | 0.16 | 0.29 | 0 | 0.59 | 0 | 0 | 0 |
PC35 | 0.23 | 0.02 | 0.19 | 0 | 0.43 | 0.7 | 0 | 0 |
PC37 | 0.13 | 0.09 | 0.13 | 0 | 0.03 | 0.22 | 0 | 0 |
PC10 | 0.12 | 0.4 | 0 | 0 | 0 | 0.99 | 0 | 0 |
PC25 | 0.08 | 0.29 | 0.08 | 0 | 0 | 0.03 | 0 | 0 |
PC21 | 0.06 | 0.64 | 0.03 | 0 | 0 | 0.01 | 0 | 0 |
Proportion of Variance by Varimax Rotated Component (RC)
Due to space limitations, loadings for only the first five principal components are displayed. The full PCA results are available here
Variable | RC1 | RC2 | RC3 | RC5 | RC4 |
---|---|---|---|---|---|
SS loadings | 44.56 | 31.07 | 19.29 | 10.07 | 9.38 |
Proportion Var | 0.22 | 0.15 | 0.10 | 0.05 | 0.05 |
Cumulative Var | 0.22 | 0.38 | 0.47 | 0.52 | 0.57 |
Proportion Explained | 0.39 | 0.27 | 0.17 | 0.09 | 0.08 |
Cumulative Proportion | 0.39 | 0.66 | 0.83 | 0.92 | 1.00 |
Varimax Rotated Loadings
Abbreviated ReaderBench metric names can be found here.
Metric | RC1 | RC2 | RC3 | RC5 | RC4 |
---|---|---|---|---|---|
Sentences | -0.589 | 0.59 | -0.023 | -0.072 | -0.157 |
Words | 0.086 | 0.947 | 0.097 | 0.203 | 0.039 |
Content.words | -0.006 | 0.908 | 0.091 | 0.119 | 0.153 |
RdbltyFlesch | -0.891 | -0.159 | -0.034 | -0.06 | 0.033 |
RdbltyFog | 0.95 | 0.117 | 0.07 | 0.127 | -0.022 |
RdbltyKincaid | 0.948 | 0.116 | 0.044 | 0.128 | -0.02 |
RdbltyDaleChall | 0.4 | -0.276 | -0.098 | 0.136 | -0.503 |
AvgBlLen | -0.041 | 0.903 | 0.095 | 0.055 | 0.156 |
AvgCommaBl | -0.1 | 0.309 | 0.05 | -0.227 | 0.006 |
AvgSenLen | 0.91 | 0.198 | 0.058 | 0.044 | 0.17 |
AvgSenBl | -0.589 | 0.59 | -0.023 | -0.072 | -0.157 |
AvgUnqWdBl | -0.015 | 0.901 | 0.103 | 0.081 | 0.118 |
AvgUnqWdSen | 0.922 | 0.161 | 0.089 | 0.096 | 0.134 |
AvgWdLen | -0.089 | 0.407 | 0.562 | -0.271 | 0.362 |
AvgWdBl | -0.006 | 0.908 | 0.091 | 0.119 | 0.153 |
AvgWdSen | 0.931 | 0.147 | 0.057 | 0.086 | 0.135 |
CharEnt | -0.006 | 0.489 | 0.287 | -0.198 | 0.059 |
SenStDevUnqWd | -0.429 | 0.328 | 0.099 | 0.075 | 0.453 |
SenStdDevWd | -0.354 | 0.326 | 0.076 | 0.112 | 0.472 |
WdEnt | 0.01 | 0.886 | 0.21 | 0.066 | 0.085 |
WdLettStdDev | -0.158 | 0.401 | 0.362 | -0.257 | 0.224 |
LxcDiv | 0.065 | 0.791 | 0.172 | 0.047 | 0.204 |
LxcSoph | 0.334 | 0.207 | 0.6 | -0.068 | 0.407 |
SynSoph | 0.825 | 0.348 | 0.092 | 0.118 | 0.259 |
AvgNounBl | -0.017 | 0.705 | 0.149 | 0.361 | 0.031 |
AvgPronounBl | 0.159 | 0.77 | 0.042 | 0.026 | -0.004 |
AvgVerbBl | 0.102 | 0.911 | 0.04 | 0.051 | 0.058 |
AvgAdverbBl | 0.043 | 0.697 | 0.012 | -0.126 | -0.103 |
AvgAdjectiveBl | -0.011 | 0.517 | 0.115 | 0.028 | 0.031 |
AvgPrepositionBl | 0.078 | 0.786 | 0.06 | 0.154 | -0.004 |
AvgNounSen | 0.834 | -0.018 | 0.109 | 0.357 | -0.019 |
AvgPronounSen | 0.928 | 0.03 | 0.053 | 0.017 | -0.023 |
AvgVerbSen | 0.957 | 0.1 | 0.031 | 0.013 | 0.042 |
AvgAdverbSen | 0.701 | 0.22 | -0.042 | -0.147 | -0.05 |
AvgAdjectiveSen | 0.699 | 0.007 | 0.137 | 0.004 | -0.055 |
AvgPrepositionSen | 0.803 | 0.212 | 0.018 | 0.139 | -0.013 |
AvgUnqNoundBl | -0.014 | 0.632 | 0.13 | 0.431 | -0.023 |
AvgUnqPronounBl | -0.007 | 0.533 | 0.088 | 0.074 | 0.058 |
AvgUnqVerbBl | 0.122 | 0.858 | 0.047 | 0.038 | 0.043 |
AvgUnqAdverbBl | -0.007 | 0.719 | 0.011 | -0.17 | -0.142 |
AvgUnqAdjectiveBl | -0.025 | 0.523 | 0.104 | -0.022 | 0.022 |
AvgUnqPrepositionBl | 0.054 | 0.813 | 0.061 | 0.075 | -0.009 |
AvgPronBl_first_person | 0.168 | 0.637 | 0.017 | 0.058 | -0.022 |
AvgPronBl_indefinite | 0.011 | 0.577 | 0.018 | 0.033 | 0.138 |
AggPronSen_indefinite | 0.677 | 0.159 | -0.005 | 0.004 | 0.112 |
AvgPronBl_third_person | 0.131 | 0.424 | 0.057 | -0.018 | 0.019 |
AggPronSen_third_person | 0.782 | -0.078 | 0.043 | -0.033 | 0.007 |
AvgSemDep | 0.967 | 0.07 | 0.088 | 0.181 | 0.001 |
WdDiffLemmaStem | -0.016 | 0.289 | 0.104 | 0.007 | -0.106 |
WdDiffWdStem | 0.041 | 0.483 | 0.031 | -0.313 | 0.132 |
WdMaxDpthHypernymTree | -0.08 | 0.083 | 0.356 | 0.059 | 0.349 |
WdAvgDpthHypernymTree | -0.064 | 0.073 | 0.369 | 0.063 | 0.349 |
WdPathCntHypernymTree | -0.066 | 0.123 | 0.217 | -0.019 | 0.464 |
WdPolysemyCnt | 0 | -0.045 | -0.037 | 0.192 | 0.244 |
WdSylCnt | -0.126 | 0.215 | 0.592 | -0.117 | 0.108 |
AvgAOADoc_Shock | -0.084 | 0.426 | 0.396 | 0.15 | 0.04 |
AvgAOABl_Shock | -0.084 | 0.426 | 0.396 | 0.15 | 0.04 |
AvgAOASen_Shock | 0.289 | 0.196 | 0.419 | 0.105 | 0.111 |
AvgAOADoc_Cortese | 0.011 | 0.056 | 0.743 | -0.088 | 0.221 |
AvgAOABl_Cortese | 0.011 | 0.056 | 0.743 | -0.088 | 0.221 |
AvgAOASen_Cortese | 0.261 | 0.168 | 0.575 | 0.045 | 0.211 |
AvgAOADoc_Kuperman | -0.016 | 0.083 | 0.785 | 0.109 | -0.07 |
AvgAOABl_Kuperman | -0.016 | 0.083 | 0.785 | 0.109 | -0.07 |
AvgAOASen_Kuperman | 0.1 | 0.18 | 0.742 | 0.068 | -0.023 |
AvgAOADoc_Bird | 0.011 | 0.057 | 0.76 | -0.004 | 0.135 |
AvgAOABl_Bird | 0.011 | 0.057 | 0.76 | -0.004 | 0.135 |
AvgAOASen_Bird | 0.262 | 0.14 | 0.554 | 0.029 | 0.173 |
AvgAOADoc_Bristol | 0.018 | 0.308 | 0.513 | 0.022 | 0.201 |
AvgAOABl_Bristol | 0.018 | 0.308 | 0.513 | 0.022 | 0.201 |
AvgAOASen_Bristol | 0.413 | 0.102 | 0.453 | 0.113 | 0.185 |
AvgAOEDoc_IndexPolyFitAbThr.0.3. | -0.049 | 0.027 | 0.591 | 0.176 | -0.597 |
AvgAOEBl_IndexPolyFitAbThr.0.3. | -0.049 | 0.027 | 0.591 | 0.176 | -0.597 |
AvgAOESen_IndexPolyFitAbThr.0.3. | 0.006 | 0.133 | 0.617 | 0.152 | -0.495 |
AvgAOEDoc_InverseLinearRegressionSlope | -0.082 | 0.015 | 0.857 | 0.089 | -0.285 |
AvgAOEBl_InverseLinearRegressionSlope | -0.082 | 0.015 | 0.857 | 0.089 | -0.285 |
AvgAOESen_InverseLinearRegressionSlope | 0.077 | 0.163 | 0.795 | 0.054 | -0.145 |
AvgAOEDoc_InflectionPointPolynomial | -0.099 | 0.06 | 0.848 | -0.017 | -0.214 |
AvgAOEBl_InflectionPointPolynomial | -0.099 | 0.06 | 0.848 | -0.017 | -0.214 |
AvgAOESen_InflectionPointPolynomial | 0.064 | 0.198 | 0.8 | -0.021 | -0.076 |
AvgAOEDoc_InverseAverage | -0.102 | 0.053 | 0.857 | -0.014 | -0.243 |
AvgAOEBl_InverseAverage | -0.102 | 0.053 | 0.857 | -0.014 | -0.243 |
AvgAOESen_InverseAverage | 0.06 | 0.191 | 0.808 | -0.021 | -0.097 |
AvgAOEDoc_IndexAboveThreshold.0.3. | -0.093 | 0.045 | 0.476 | 0.179 | -0.636 |
AvgAOEBl_IndexAboveThreshold.0.3. | -0.093 | 0.045 | 0.476 | 0.179 | -0.636 |
AvgAOESen_IndexAboveThreshold.0.3. | -0.071 | 0.107 | 0.491 | 0.174 | -0.556 |
AvgNmdEntBl | 0.057 | 0.52 | -0.052 | 0.139 | 0.032 |
AvgNounNmdEntBl | 0.088 | 0.363 | -0.01 | 0.198 | -0.015 |
AvgUnqNmdEntBl | 0.119 | 0.537 | -0.058 | 0.14 | -0.003 |
AvgNmdEntSen | 0.752 | 0.106 | -0.084 | 0.167 | 0.06 |
TCorefChainDoc | -0.03 | 0.621 | 0.189 | 0.003 | -0.062 |
AvgCorefChain | 0.143 | 0.47 | 0.111 | 0.016 | 0.079 |
AvgChainSpan | 0.088 | 0.729 | 0.038 | -0.003 | 0.128 |
AvgInferenceDistChain | 0.245 | 0.306 | 0.046 | 0.001 | -0.012 |
TActCorefChainWd | -0.092 | -0.329 | 0.268 | -0.225 | -0.102 |
TCorefChainBigSpan | 0.108 | 0.426 | 0.243 | -0.098 | 0.002 |
AvgConnBl_addition | 0.067 | 0.309 | 0.032 | 0.777 | 0.055 |
AvgConnSen_addition | 0.658 | -0.166 | 0.072 | 0.622 | -0.077 |
AvgConnBl_conjunctions | 0.168 | 0.362 | 0.061 | 0.775 | -0.017 |
AvgConnSen_conjunctions | 0.72 | -0.147 | 0.097 | 0.579 | -0.152 |
AvgConnBl_contrasts | 0.076 | 0.444 | 0.114 | 0.035 | -0.118 |
AvgConnSen_contrasts | 0.512 | 0.196 | 0.125 | -0.059 | -0.149 |
AvgConnBl_coordinating_conjuncts | 0.381 | 0.45 | -0.054 | 0.141 | 0.092 |
AvgConnSen_coordinating_conjuncts | 0.72 | 0.205 | -0.012 | -0.003 | -0.013 |
AvgConnBl_coordinating_connectives | 0.255 | 0.506 | 0.035 | 0.7 | 0.003 |
AvgConnSen_coordinating_connectives | 0.818 | -0.034 | 0.071 | 0.48 | -0.119 |
AvgConnBl_logical_connectors | 0.186 | 0.317 | 0.046 | 0.76 | -0.008 |
AvgConnSen_logical_connectors | 0.693 | -0.154 | 0.069 | 0.563 | -0.121 |
AvgConnBl_oppositions | 0.096 | 0.391 | 0.08 | 0.048 | -0.132 |
AvgConnSen_oppositions | 0.494 | 0.14 | 0.106 | -0.083 | -0.187 |
AvgConnBl_order | -0.115 | 0.255 | -0.013 | 0.188 | 0.176 |
AvgConnSen_order | 0.315 | 0.084 | -0.013 | 0.115 | 0.215 |
AvgConnBl_reason_and_purpose | 0.204 | 0.536 | -0.017 | 0.194 | 0.163 |
AvgConnSen_reason_and_purpose | 0.71 | 0.226 | 0.002 | 0.034 | 0.064 |
AvgConnBl_semi_coordinators | 0.381 | 0.45 | -0.054 | 0.141 | 0.092 |
AvgConnSen_semi_coordinators | 0.72 | 0.205 | -0.012 | -0.003 | -0.013 |
AvgConnBl_sentence_linking | 0.241 | 0.603 | 0.014 | 0.606 | 0.063 |
AvgConnSen_sentence_linking | 0.862 | 0.027 | 0.048 | 0.411 | -0.059 |
AvgConnBl_simple_subordinators | 0.081 | 0.52 | 0.062 | -0.082 | -0.029 |
AvgConnSen_simple_subordinators | 0.681 | 0.165 | -0.053 | -0.039 | 0.023 |
AvgConnBl_temporal_connectors | 0.121 | 0.382 | -0.081 | -0.07 | 0.114 |
AvgConnSen_temporal_connectors | 0.637 | 0.153 | -0.183 | -0.036 | 0.106 |
LexChainAvgSpan | 0.128 | 0.407 | 0.308 | 0.073 | 0.415 |
LexChainMaxSp | -0.007 | 0.663 | 0.02 | 0.171 | 0.207 |
AvgBlScore | 0.148 | 0.801 | 0.043 | 0.165 | 0.285 |
AvgSenScore | 0.909 | 0.12 | 0.044 | 0.055 | 0.165 |
SenScoreStDev | -0.466 | 0.332 | 0.071 | 0.09 | 0.501 |
AvgIntraBlCoh_LeackockChodorow | -0.741 | 0.302 | 0.152 | 0.008 | 0.471 |
AvgSenAdjCoh_LeackockChodorow | -0.735 | 0.263 | 0.166 | -0.002 | 0.488 |
AvgSenBlCoh_LeackockChodorow | 0.434 | -0.139 | 0.696 | 0.053 | 0.24 |
AvgIntraBlCoh_WuPalmer | -0.748 | 0.296 | 0.152 | 0.001 | 0.465 |
AvgSenAdjCoh_WuPalmer | -0.743 | 0.259 | 0.167 | -0.01 | 0.482 |
AvgSenBlCoh_WuPalmer | 0.443 | -0.145 | 0.694 | 0.049 | 0.226 |
AvgIntraBlCoh_Path | -0.749 | 0.277 | 0.154 | -0.007 | 0.46 |
AvgSenAdjCoh_Path | -0.744 | 0.234 | 0.175 | -0.021 | 0.478 |
AvgSenBlCoh_Path | 0.528 | -0.219 | 0.642 | 0.044 | 0.155 |
AvgIntraBlCoh_LSA | -0.739 | 0.338 | 0.148 | 0.005 | 0.446 |
AvgSenAdjCoh_LSA | -0.729 | 0.295 | 0.166 | -0.011 | 0.473 |
AvgSenBlCoh_LSA | 0.598 | -0.209 | 0.547 | 0.09 | 0.148 |
AvgIntraBlCoh_LDA | -0.738 | 0.345 | 0.151 | -0.004 | 0.449 |
AvgSenAdjCoh_LDA | -0.718 | 0.324 | 0.158 | -0.003 | 0.473 |
AvgSenBlCoh_LDA | 0.513 | -0.066 | 0.598 | 0.08 | 0.202 |
AvgIntraBlCoh_word2vec | -0.743 | 0.31 | 0.158 | -0.026 | 0.457 |
AvgSenAdjCoh_word2vec | -0.734 | 0.273 | 0.179 | -0.046 | 0.48 |
AvgSenBlCoh_word2vec | 0.581 | -0.259 | 0.577 | 0.048 | 0.165 |
AvgBlVoiceCoOcc | 0.083 | 0.49 | -0.117 | 0.351 | 0.258 |
AvgVoice | 0.086 | 0.506 | -0.117 | 0.355 | 0.247 |
AvgSenSyll | 0.973 | 0.081 | 0.076 | 0.138 | -0.008 |
AvgSenStressedSyll | 0.939 | 0.141 | 0.049 | 0.106 | 0.117 |
AvgRhythmUnits | 0.315 | 0.184 | -0.003 | -0.262 | 0.043 |
AvgRhythmUnitSyll | 0.807 | -0.027 | 0.082 | 0.284 | -0.045 |
AvgRhythmUnitStreesSyll | 0.809 | 0.024 | 0.053 | 0.235 | 0.073 |
LangRhythmCoeff | 0.24 | 0.048 | -0.011 | 0.129 | -0.121 |
LangRhythmId | -0.173 | -0.023 | -0.06 | 0.028 | -0.387 |
FrqRhythmId | 0.657 | -0.336 | -0.016 | 0.096 | 0.056 |
LangRhythmDiameter | 0.373 | 0.113 | 0.117 | 0.197 | -0.139 |
SenAsson | -0.051 | 0.221 | 0.079 | 0.066 | 0.065 |
AvgDepsBl_acl | 0.092 | 0.23 | 0.074 | 0.206 | 0.093 |
AvgDepsSen_acl | 0.485 | 0.081 | 0.031 | 0.343 | 0.108 |
AvgDepsBl_advcl | 0.394 | 0.519 | -0.037 | 0.042 | 0.175 |
AvgDepsSen_advcl | 0.768 | 0.219 | -0.041 | 0.009 | 0.065 |
AvgDepsBl_advmod | 0.141 | 0.71 | -0.023 | -0.136 | -0.045 |
AvgDepsSen_advmod | 0.753 | 0.193 | -0.054 | -0.132 | -0.006 |
AvgDepsBl_amod | -0.092 | 0.476 | 0.104 | 0.038 | 0.13 |
AvgDepsSen_amod | 0.563 | 0.072 | 0.117 | -0.001 | 0.112 |
AvgDepsBl_aux | -0.02 | 0.402 | 0.09 | -0.282 | 0.005 |
AvgDepsSen_aux | 0.621 | 0.072 | 0.112 | -0.18 | -0.071 |
AvgDepsBl_auxpass | -0.079 | 0.424 | 0.001 | -0.052 | -0.166 |
AvgDepsBl_case | -0.121 | 0.772 | 0.094 | 0.169 | -0.072 |
AvgDepsSen_case | 0.747 | 0.175 | 0.093 | 0.178 | -0.024 |
AvgDepsBl_cc | 0.203 | 0.37 | 0.063 | 0.746 | -0.039 |
AvgDepsSen_cc | 0.73 | -0.143 | 0.088 | 0.553 | -0.149 |
AvgDepsBl_ccomp | 0.383 | 0.496 | 0.036 | -0.022 | 0.173 |
AvgDepsSen_ccomp | 0.781 | 0.073 | 0.031 | -0.041 | 0.09 |
AvgDepsBl_compound | 0.104 | 0.149 | 0.038 | 0.366 | -0.006 |
AvgDepsSen_compound | 0.587 | -0.062 | 0.073 | 0.412 | -0.064 |
AvgDepsBl_conj | 0.31 | 0.297 | 0.122 | 0.722 | -0.045 |
AvgDepsSen_conj | 0.731 | -0.134 | 0.134 | 0.536 | -0.162 |
AvgDepsBl_cop | -0.001 | 0.419 | 0.055 | -0.12 | -0.002 |
AvgDepsSen_cop | 0.583 | 0.061 | 0.018 | -0.107 | 0.003 |
AvgDepsBl_dep | 0.234 | 0.123 | 0.104 | 0.47 | -0.059 |
AvgDepsSen_dep | 0.527 | -0.187 | 0.15 | 0.494 | -0.174 |
AvgDepsBl_det | -0.182 | 0.549 | 0.13 | 0.222 | 0.071 |
AvgDepsSen_det | 0.576 | -0.06 | 0.152 | 0.415 | -0.023 |
AvgDepsBl_dobj | 0.119 | 0.64 | 0.078 | 0.196 | 0.13 |
AvgDepsSen_dobj | 0.856 | -0.002 | 0.047 | 0.128 | 0.028 |
AvgDepsBl_mark | 0.367 | 0.535 | 0.01 | 0.087 | 0.139 |
AvgDepsSen_mark | 0.795 | 0.152 | -0.063 | 0.085 | 0.073 |
AvgDepsBl_mwe | -0.01 | 0.262 | 0.021 | 0.142 | 0.008 |
AvgDepsSen_mwe | 0.383 | 0.097 | 0.025 | 0.044 | 0.031 |
AvgDepsBl_neg | 0.197 | 0.361 | 0.053 | -0.181 | -0.132 |
AvgDepsSen_neg | 0.549 | 0.073 | -0.024 | -0.17 | -0.086 |
AvgDepsBl_nmod | -0.134 | 0.727 | 0.094 | 0.237 | -0.052 |
AvgDepsSen_nmod | 0.661 | 0.15 | 0.086 | 0.281 | -0.02 |
AvgDepsBl_nsubj | 0.141 | 0.88 | 0.062 | 0.041 | 0.08 |
AvgDepsSen_nsubj | 0.969 | 0.02 | 0.051 | 0.018 | 0.003 |
AvgDepsBl_nsubjpass | -0.015 | 0.417 | -0.005 | -0.065 | -0.158 |
AvgDepsBl_nummod | 0.132 | 0.492 | -0.071 | -0.009 | 0.13 |
AvgDepsBl_punct | -0.483 | 0.644 | -0.017 | -0.108 | -0.086 |
AvgDepsSen_punct | -0.192 | 0.389 | 0.063 | -0.232 | 0.191 |
AvgDepsBl_xcomp | 0.053 | 0.501 | 0.03 | 0.186 | 0.068 |
AvgDepsSen_xcomp | 0.666 | 0.075 | 0.061 | 0.196 | 0.024 |