ReaderBench Model 1b Variable Importance - shmercer/writeAlizer GitHub Wiki
Ensemble Weightings and Metric Importance
ReaderBench Model 1b
This model used ReaderBench scores from 7 min narrative writing samples ("I once had a magic pencil and ...") from 131 students in the winter of Grades 2-5 (Mercer et al., 2019) to predict holistic writing quality on the samples (elo ratings calculated from paired comparisons).
Highly correlated ReaderBench metrics (r > |.90|) were excluded during 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 |
---|---|---|---|---|---|---|---|
-2.0039 | 0.3112 | 0.1353 | 0.2667 | -0.0102 | 0.1234 | 0.0268 | 0.222 |
Metric Importance in Each Algorithm and Ensemble
Each column sums to 100 (so values can be interpreted as % contribution to the model).
ReaderBench metric names can be found here. Some metric names are abbreviated more to improve the display of the table.
Metric | all | gbm | pls | svm | enet | rf | mars | cube |
---|---|---|---|---|---|---|---|---|
WdEnt | 11.34 | 23.56 | 2.43 | 1.65 | 0.74 | 3.11 | 31.83 | 12.9 |
AvgDepsBl_det | 6.98 | 12.06 | 2.13 | 1.17 | 2.37 | 2.1 | 9.48 | 12.41 |
AvgPronounBl | 3.71 | 2.92 | 1.9 | 0.99 | 0 | 1.27 | 7.58 | 10.22 |
AvgUnqVerbBl | 3.43 | 6.53 | 2.29 | 1.36 | 1.89 | 2.17 | 0 | 3.65 |
AvgDepsBl_nsubj | 2.97 | 5.88 | 2.3 | 1.43 | 1.14 | 2.11 | 0 | 2.19 |
AvgUnqPrepositionBl | 2.78 | 4.75 | 2.01 | 1.04 | 1.59 | 1.86 | 0 | 3.65 |
LxcDiv | 2.6 | 4 | 2.33 | 1.44 | 0.22 | 1.92 | 0 | 3.16 |
WdDiffWdStem | 1.99 | 0.84 | 0.97 | 0.5 | 0.82 | 0.63 | 0 | 7.3 |
AvgBlScore | 1.56 | 2.98 | 1.74 | 1.22 | 1.18 | 1.81 | 0 | 0 |
AvgDepsBl_punct | 1.52 | 2.67 | 1.81 | 0.85 | 0.54 | 1.23 | 0 | 0.97 |
AvgUnqNoundBl | 1.48 | 0.02 | 1.81 | 0.84 | 0.31 | 1.09 | 11.62 | 2.68 |
AggPronSen_third_person | 1.37 | 0.36 | 0.55 | 0.21 | 0.28 | 0.67 | 18.65 | 2.19 |
TCorefChainDoc | 1.3 | 0.78 | 1.88 | 0.91 | 0.67 | 1.7 | 0 | 2.19 |
RdbltyFlesch | 1.3 | 2.18 | 0.2 | 0.44 | 1.65 | 0.98 | 0 | 2.19 |
AvgPronBl_first_person | 1.19 | 0 | 1.69 | 0.74 | 1.34 | 0.66 | 0 | 3.65 |
AvgSenBl | 1.16 | 2.23 | 1.8 | 0.84 | 0.27 | 0.97 | 0 | 0 |
AvgDepsSen_advcl | 1.14 | 0.06 | 0.01 | 0.49 | 0.72 | 0.76 | 0 | 4.62 |
AvgSenBlCoh_LeackChod | 1.12 | 1.42 | 1.49 | 0.61 | 0.42 | 1.35 | 0 | 1.22 |
AvgSenBlCoh_LDA | 1.07 | 0.19 | 0.94 | 0.65 | 1.67 | 0.94 | 15.45 | 0.49 |
LexChainMaxSp | 0.99 | 1.34 | 1.69 | 0.74 | 2.27 | 1.78 | 0 | 0 |
AvgDepsBl_mark | 0.94 | 0.2 | 1.21 | 0.38 | 1.95 | 0.86 | 0 | 2.68 |
CharEnt | 0.86 | 0.48 | 1.61 | 0.8 | 0.84 | 0.82 | 0 | 1.22 |
AvgWdLen | 0.85 | 0.9 | 1.12 | 0.76 | 0.69 | 0.73 | 0 | 0.97 |
AvgChainSpan | 0.79 | 0.68 | 1.73 | 1.07 | 1.32 | 1.08 | 0 | 0 |
AvgAOESen_InfPointPoly | 0.73 | 0.22 | 0.35 | 0.23 | 0.12 | 0.39 | 0 | 2.68 |
AvgDepsSen_det | 0.72 | 0.92 | 0.1 | 0.35 | 0.83 | 0.57 | 0 | 1.46 |
AvgDepsSen_dobj | 0.69 | 0.6 | 0.53 | 0.4 | 0.94 | 0.52 | 0 | 1.46 |
AvgUnqPronounBl | 0.66 | 0.14 | 1.72 | 0.76 | 0.12 | 1.13 | 0 | 0.49 |
AvgConnBl_temp_conns | 0.65 | 1.22 | 1.12 | 0.33 | 1.18 | 0.69 | 0 | 0 |
AvgDepsSen_compound | 0.64 | 0.99 | 0.55 | 0.18 | 1.46 | 1.18 | 0 | 0.49 |
AvgSenAdjCoh_Path | 0.64 | 0.78 | 1.29 | 0.71 | 0.77 | 0.79 | 0 | 0 |
WdDiffLemmaStem | 0.63 | 1.33 | 0.19 | 0.58 | 0.14 | 0.74 | 0 | 0 |
RdbltyDaleChall | 0.63 | 1.19 | 1.14 | 0.4 | 0.66 | 0.48 | 0 | 0 |
WdMaxDpthHypernymTree | 0.59 | 1.07 | 0.69 | 0.6 | 0.39 | 0.51 | 0 | 0 |
LexChainAvgSpan | 0.57 | 0.28 | 0.88 | 0.7 | 1.27 | 0.59 | 3.91 | 0 |
SenStdDevWd | 0.54 | 0.55 | 0.97 | 0.56 | 0.03 | 0.68 | 0 | 0.24 |
AvgDepsSen_amod | 0.54 | 0.18 | 0.25 | 0.34 | 0.58 | 0.73 | 0 | 1.46 |
AvgDepsBl_dobj | 0.54 | 0.02 | 1.67 | 0.72 | 2.01 | 0.84 | 0 | 0.24 |
AvgDepsSen_dep | 0.52 | 0.87 | 0.47 | 0.4 | 0.18 | 1.08 | 0 | 0 |
AvgDepsBl_nmod | 0.52 | 0.05 | 1.74 | 0.78 | 0.19 | 0.95 | 0 | 0 |
FrqRhythmId | 0.51 | 0.56 | 1.17 | 0.42 | 0.91 | 0.9 | 0 | 0 |
AvgDepsBl_advcl | 0.5 | 0.1 | 1.08 | 0.3 | 1.09 | 0.56 | 0 | 0.97 |
AvgCorefChain | 0.5 | 0.3 | 1.13 | 0.49 | 1.28 | 0.45 | 0 | 0.49 |
AvgDepsSen_nmod | 0.49 | 0.06 | 0.34 | 0.5 | 0.22 | 0.58 | 0 | 1.22 |
AvgConnSen_addition | 0.49 | 0.1 | 0.62 | 0.49 | 0.44 | 0.68 | 0 | 0.97 |
AvgAdjectiveBl | 0.48 | 0.23 | 1.51 | 0.59 | 0.56 | 0.7 | 0 | 0 |
WdLettStdDev | 0.46 | 0.17 | 1.22 | 0.74 | 0.3 | 0.72 | 0 | 0 |
AvgPronBl_indefinite | 0.44 | 0.23 | 1.25 | 0.4 | 0.87 | 1.02 | 0 | 0 |
AvgConnBl_addition | 0.44 | 0.63 | 0.99 | 0.25 | 0.74 | 0.66 | 0 | 0 |
AvgDepsSen_mark | 0.44 | 0.16 | 0.1 | 0.39 | 1.46 | 0.73 | 0 | 0.97 |
LangRhythmCoeff | 0.44 | 0.71 | 0.54 | 0.34 | 0.04 | 0.82 | 0 | 0 |
AvgVoice | 0.43 | 0.26 | 1.31 | 0.44 | 0.83 | 0.69 | 0 | 0 |
AvgUnqAdverbBl | 0.43 | 0.03 | 1.52 | 0.6 | 0.67 | 0.76 | 0 | 0 |
AvgAOABl_Shock | 0.43 | 0.25 | 1.21 | 0.44 | 0.69 | 0.88 | 0 | 0 |
AvgBlLen | 0.41 | 0 | 0 | 1.69 | 0 | 0 | 0 | 0 |
AvgPronBl_third_person | 0.41 | 0.2 | 1.12 | 0.32 | 0.64 | 0.33 | 0 | 0.49 |
AvgUnqWdBl | 0.41 | 0 | 0 | 1.7 | 0 | 0 | 0 | 0 |
Content.words | 0.4 | 0 | 0 | 1.67 | 0 | 0 | 0 | 0 |
AvgWdBl | 0.4 | 0 | 0 | 1.67 | 0 | 0 | 0 | 0 |
Words | 0.39 | 0 | 0 | 1.6 | 0 | 0 | 0 | 0 |
AvgAOEBl_InfPointPoly | 0.39 | 0.14 | 0.34 | 0.24 | 0.81 | 0.48 | 0 | 0.97 |
TCorefChainBigSpan | 0.38 | 0 | 1.06 | 0.29 | 1.22 | 1.08 | 1.47 | 0 |
AvgDepsBl_cop | 0.37 | 0 | 1.4 | 0.51 | 1.32 | 0.58 | 0 | 0 |
AvgConnSen_semi_coords | 0.37 | 0.06 | 0.12 | 0.29 | 0.84 | 0.63 | 0 | 0.97 |
AvgVerbBl | 0.37 | 0 | 0 | 1.55 | 0 | 0 | 0 | 0 |
AvgDepsSen_xcomp | 0.35 | 0.38 | 0.05 | 0.6 | 1.2 | 0.67 | 0 | 0 |
AvgRhythmUnitStreesSyll | 0.34 | 0.4 | 0.2 | 0.33 | 1.14 | 0.93 | 0 | 0 |
AvgAOEBl_InvLinRegSlo | 0.34 | 0.7 | 0.09 | 0.23 | 0.67 | 0.59 | 0 | 0 |
AvgNmdEntSen | 0.34 | 0.3 | 0.21 | 0.4 | 0.48 | 1.1 | 0 | 0 |
AvgConnBl_coord_connects | 0.34 | 0 | 1.25 | 0.4 | 1.85 | 0.63 | 0 | 0 |
AvgAOABl_Bird | 0.34 | 0.25 | 0.44 | 0.41 | 1.53 | 0.92 | 0 | 0 |
AvgDepsBl_xcomp | 0.33 | 0.18 | 1.15 | 0.34 | 0 | 0.45 | 0 | 0 |
AvgAdverbSen | 0.33 | 0.27 | 0.2 | 0.4 | 2.52 | 0.97 | 0 | 0 |
AvgConnBl_reas_purp | 0.33 | 0 | 0.96 | 0.24 | 1.1 | 0.45 | 0 | 0.49 |
AvgAdverbBl | 0.33 | 0.04 | 1.29 | 0.43 | 0.75 | 0.5 | 0 | 0 |
TActCorefChainWd | 0.33 | 0.62 | 0.39 | 0.29 | 0.22 | 0.34 | 0 | 0 |
AvgAOABl_Bristol | 0.32 | 0.11 | 0.75 | 0.33 | 0.23 | 1 | 0 | 0 |
AvgAOEBl_IndexPolyFAT.3 | 0.32 | 0.58 | 0 | 0.44 | 0.44 | 0.43 | 0 | 0 |
AvgDepsBl_aux | 0.32 | 0 | 0.52 | 0.07 | 0.8 | 0.39 | 0 | 0.97 |
AvgConnSen_logical_conns | 0.31 | 0.13 | 0.7 | 0.47 | 0.7 | 0.55 | 0 | 0 |
AvgDepsSen_punct | 0.31 | 0.05 | 0.9 | 0.55 | 0.75 | 0.45 | 0 | 0 |
AvgCommaBl | 0.3 | 0 | 1.16 | 0.35 | 0.23 | 0.69 | 0 | 0 |
AvgDepsSen_aux | 0.29 | 0.02 | 0.45 | 0.36 | 0.43 | 1.18 | 0 | 0 |
AvgNounBl | 0.29 | 0 | 0 | 1.2 | 0 | 0 | 0 | 0 |
WdPolysemyCnt | 0.29 | 0.56 | 0.15 | 0.14 | 0.03 | 0.68 | 0 | 0 |
AvgConnSen_reas_purp | 0.29 | 0.02 | 0.16 | 0.26 | 1.13 | 0.85 | 0 | 0.49 |
AvgDepsBl_compound | 0.29 | 0.02 | 0.12 | 0 | 1.6 | 0.57 | 0 | 0.97 |
AvgDepsBl_amod | 0.28 | 0 | 1.1 | 0.32 | 0.78 | 0.53 | 0 | 0 |
AvgAOASen_Bird | 0.28 | 0.51 | 0.15 | 0.23 | 1.13 | 0.46 | 0 | 0 |
WdPathCntHypernymTree | 0.28 | 0.06 | 0.7 | 0.51 | 0.06 | 0.52 | 0 | 0 |
AvgDepsBl_acl | 0.27 | 0.03 | 1 | 0.26 | 0.7 | 0.59 | 0 | 0 |
AvgDepsBl_ccomp | 0.27 | 0 | 0.9 | 0.21 | 0.92 | 0.86 | 0 | 0 |
AvgAOASen_Shock | 0.27 | 0.02 | 0.53 | 0.5 | 0.19 | 0.66 | 0 | 0 |
AggPronSen_indefinite | 0.27 | 0.07 | 0.04 | 0.61 | 0.75 | 0.79 | 0 | 0 |
AvgDepsSen_cop | 0.27 | 0.16 | 0.03 | 0.55 | 0.5 | 0.75 | 0 | 0 |
AvgConnBl_simp_subords | 0.27 | 0.06 | 1.07 | 0.3 | 0.95 | 0.41 | 0 | 0 |
AvgConnBl_semi_coords | 0.26 | 0 | 0.68 | 0.12 | 0.22 | 0.42 | 0 | 0.49 |
AvgAOESen_IndexAbThr.0.3. | 0.26 | 0.1 | 0.23 | 0.53 | 0.02 | 0.64 | 0 | 0 |
AvgAOEBl_IndexAbThr.0.3. | 0.26 | 0.21 | 0 | 0.61 | 0.28 | 0.43 | 0 | 0 |
WdSylCnt | 0.25 | 0.15 | 0.39 | 0.48 | 0.97 | 0.3 | 0 | 0 |
AvgDepsBl_neg | 0.25 | 0.03 | 0.86 | 0.19 | 0.09 | 0.84 | 0 | 0 |
AvgConnBl_contrasts | 0.23 | 0 | 0.73 | 0.14 | 0.65 | 0.85 | 0 | 0 |
AvgNounSen | 0.23 | 0.05 | 0.42 | 0.24 | 0.23 | 0.89 | 0 | 0 |
AvgDepsSen_ccomp | 0.23 | 0.18 | 0.07 | 0.29 | 0.47 | 0.83 | 0 | 0 |
AvgConnBl_logical_conns | 0.23 | 0.16 | 0.87 | 0.19 | 0.05 | 0.27 | 0 | 0 |
AvgConnSen_simp_subords | 0.23 | 0.1 | 0.05 | 0.54 | 0 | 0.54 | 0 | 0 |
AvgAdjectiveSen | 0.23 | 0.1 | 0.21 | 0.34 | 0.85 | 0.79 | 0 | 0 |
AvgConnBl_oppositions | 0.23 | 0 | 0.79 | 0.16 | 0.75 | 0.8 | 0 | 0 |
AvgInferenceDistChain | 0.23 | 0.1 | 0.42 | 0.26 | 0.53 | 0.76 | 0 | 0 |
AvgConnBl_order | 0.22 | 0 | 0.9 | 0.21 | 2.32 | 0.29 | 0 | 0 |
AvgDepsBl_conj | 0.22 | 0 | 0.79 | 0.16 | 1.65 | 0.57 | 0 | 0 |
AvgPrepositionBl | 0.22 | 0 | 0 | 0.9 | 0 | 0 | 0 | 0 |
AvgSenScore | 0.22 | 0.05 | 0.14 | 0.33 | 0.33 | 0.9 | 0 | 0 |
AvgDepsBl_case | 0.22 | 0 | 0 | 0.9 | 0 | 0 | 0 | 0 |
AvgAOESen_IndexPolyFAT.3 | 0.22 | 0.07 | 0.26 | 0.42 | 0.35 | 0.55 | 0 | 0 |
AvgAOABl_Cortese | 0.22 | 0.05 | 0.35 | 0.32 | 1.05 | 0.67 | 0 | 0 |
AvgConnSen_oppositions | 0.21 | 0.03 | 0.03 | 0.35 | 1.28 | 0.84 | 0 | 0 |
AvgIntraBlCoh_word2vec | 0.21 | 0 | 0 | 0.88 | 0 | 0 | 0 | 0 |
AvgRhythmUnits | 0.21 | 0 | 0.34 | 0.42 | 1.08 | 0.53 | 0 | 0 |
AvgNounNmdEntBl | 0.2 | 0.14 | 0.52 | 0.07 | 2.7 | 0.46 | 0 | 0 |
Sentences | 0.2 | 0 | 0 | 0.84 | 0 | 0 | 0 | 0 |
AvgAOABl_Kuperman | 0.2 | 0.13 | 0.06 | 0.32 | 0.93 | 0.64 | 0 | 0 |
AvgIntraBlCoh_LDA | 0.2 | 0 | 0 | 0.84 | 0 | 0 | 0 | 0 |
AvgNmdEntBl | 0.2 | 0.03 | 0.82 | 0.18 | 1.51 | 0.35 | 0 | 0 |
AvgConnSen_order | 0.19 | 0.11 | 0.13 | 0.37 | 0.55 | 0.41 | 0 | 0 |
AvgConnSen_temp_conns | 0.19 | 0.27 | 0.12 | 0 | 1.47 | 0.77 | 0 | 0 |
LxcSoph | 0.19 | 0.05 | 0.18 | 0.34 | 0.45 | 0.61 | 0 | 0 |
LangRhythmDiameter | 0.19 | 0 | 0.3 | 0.02 | 1.45 | 0.37 | 0 | 0.49 |
AvgIntraBlCoh_LSA | 0.19 | 0 | 0 | 0.81 | 0 | 0 | 0 | 0 |
AvgIntraBlCoh_Path | 0.19 | 0 | 0 | 0.81 | 0 | 0 | 0 | 0 |
AvgAOASen_Kuperman | 0.18 | 0.28 | 0.06 | 0.17 | 0.06 | 0.45 | 0 | 0 |
AvgDepsBl_nsubjpass | 0.18 | 0.04 | 0.66 | 0.11 | 0.38 | 0.53 | 0 | 0 |
AvgAOASen_Bristol | 0.18 | 0.13 | 0.18 | 0.25 | 0.36 | 0.55 | 0 | 0 |
AvgSenAdjCoh_LDA | 0.17 | 0 | 0 | 0.69 | 0 | 0 | 0 | 0 |
AvgSenBlCoh_Path | 0.17 | 0 | 0 | 0.69 | 0 | 0 | 0 | 0 |
AvgSenAdjCoh_LeackChod | 0.17 | 0 | 0 | 0.7 | 0 | 0 | 0 | 0 |
AvgIntraBlCoh_LeackChod | 0.17 | 0 | 0 | 0.71 | 0 | 0 | 0 | 0 |
AvgSenAdjCoh_word2vec | 0.17 | 0 | 0 | 0.71 | 0 | 0 | 0 | 0 |
AvgIntraBlCoh_WuPalmer | 0.17 | 0 | 0 | 0.72 | 0 | 0 | 0 | 0 |
SenAsson | 0.16 | 0 | 0.47 | 0.06 | 0.6 | 0.7 | 0 | 0 |
AvgDepsBl_nummod | 0.16 | 0 | 0.47 | 0.06 | 0.07 | 0.75 | 0 | 0 |
AvgSenBlCoh_word2vec | 0.16 | 0 | 0 | 0.66 | 0 | 0 | 0 | 0 |
AvgSenAdjCoh_WuPalmer | 0.16 | 0 | 0 | 0.66 | 0 | 0 | 0 | 0 |
SenStDevUnqWd | 0.15 | 0 | 0 | 0.61 | 0 | 0 | 0 | 0 |
AvgAOEDoc_IndexAbThr.0.3. | 0.15 | 0 | 0 | 0.61 | 0 | 0 | 0 | 0 |
AvgUnqWdSen | 0.15 | 0 | 0 | 0.62 | 0 | 0 | 0 | 0 |
SynSoph | 0.15 | 0 | 0 | 0.63 | 0 | 0 | 0 | 0 |
AvgUnqAdjectiveBl | 0.15 | 0 | 0 | 0.63 | 0 | 0 | 0 | 0 |
AvgSenAdjCoh_LSA | 0.15 | 0 | 0 | 0.63 | 0 | 0 | 0 | 0 |
AvgWdSen | 0.14 | 0 | 0 | 0.56 | 0 | 0 | 0 | 0 |
AvgSenLen | 0.14 | 0 | 0 | 0.56 | 0 | 0 | 0 | 0 |
AvgConnBl_sentence_link | 0.14 | 0 | 0 | 0.57 | 0 | 0 | 0 | 0 |
WdAvgDpthHypernymTree | 0.14 | 0 | 0 | 0.58 | 0 | 0 | 0 | 0 |
AvgSenBlCoh_LSA | 0.14 | 0 | 0 | 0.58 | 0 | 0 | 0 | 0 |
AvgSenBlCoh_WuPalmer | 0.14 | 0 | 0 | 0.6 | 0 | 0 | 0 | 0 |
AvgDepsSen_mwe | 0.13 | 0 | 0.31 | 0.03 | 0.32 | 0.7 | 0 | 0 |
AvgDepsBl_advmod | 0.13 | 0 | 0 | 0.54 | 0 | 0 | 0 | 0 |
AvgDepsSen_advmod | 0.13 | 0 | 0 | 0.54 | 0 | 0 | 0 | 0 |
AvgConnSen_contrasts | 0.13 | 0 | 0.14 | 0.22 | 0.06 | 0.55 | 0 | 0 |
AvgDepsSen_nsubj | 0.12 | 0 | 0 | 0.48 | 0 | 0 | 0 | 0 |
SenScoreStDev | 0.12 | 0 | 0 | 0.49 | 0 | 0 | 0 | 0 |
AvgVerbSen | 0.12 | 0 | 0 | 0.49 | 0 | 0 | 0 | 0 |
AvgSenStressedSyll | 0.12 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0 |
AvgBlVoiceCoOcc | 0.12 | 0 | 0 | 0.51 | 0 | 0 | 0 | 0 |
AvgAOADoc_Shock | 0.11 | 0 | 0 | 0.44 | 0 | 0 | 0 | 0 |
AvgAOEDoc_IndexPolyFAT.3 | 0.11 | 0 | 0 | 0.44 | 0 | 0 | 0 | 0 |
AvgSemDep | 0.11 | 0 | 0 | 0.44 | 0 | 0 | 0 | 0 |
AvgDepsSen_case | 0.11 | 0 | 0 | 0.46 | 0 | 0 | 0 | 0 |
AvgRhythmUnitSyll | 0.1 | 0 | 0 | 0.4 | 0 | 0 | 0 | 0 |
AvgSenSyll | 0.1 | 0 | 0 | 0.4 | 0 | 0 | 0 | 0 |
AvgAOADoc_Bird | 0.1 | 0 | 0 | 0.41 | 0 | 0 | 0 | 0 |
AvgDepsSen_acl | 0.1 | 0.06 | 0.2 | 0.01 | 0.6 | 0.43 | 0 | 0 |
RdbltyKincaid | 0.1 | 0 | 0 | 0.42 | 0 | 0 | 0 | 0 |
AvgAOASen_Cortese | 0.1 | 0.12 | 0.06 | 0.25 | 0.22 | 0 | 0 | 0 |
AvgConnBl_conjunctions | 0.09 | 0 | 0 | 0.36 | 0 | 0 | 0 | 0 |
AvgPronounSen | 0.09 | 0 | 0 | 0.37 | 0 | 0 | 0 | 0 |
RdbltyFog | 0.09 | 0 | 0 | 0.37 | 0 | 0 | 0 | 0 |
AvgAOADoc_Cortese | 0.08 | 0 | 0 | 0.32 | 0 | 0 | 0 | 0 |
AvgAOADoc_Kuperman | 0.08 | 0 | 0 | 0.32 | 0 | 0 | 0 | 0 |
AvgPrepositionSen | 0.08 | 0 | 0 | 0.32 | 0 | 0 | 0 | 0 |
AvgDepsBl_dep | 0.08 | 0.04 | 0.25 | 0.02 | 0.15 | 0.29 | 0 | 0 |
AvgDepsBl_cc | 0.08 | 0 | 0 | 0.33 | 0 | 0 | 0 | 0 |
AvgAOADoc_Bristol | 0.08 | 0 | 0 | 0.33 | 0 | 0 | 0 | 0 |
AvgConnSen_sentence_link | 0.08 | 0 | 0 | 0.33 | 0 | 0 | 0 | 0 |
AvgDepsSen_neg | 0.08 | 0 | 0.13 | 0 | 0.14 | 0.58 | 0 | 0 |
AvgDepsSen_conj | 0.08 | 0 | 0 | 0.34 | 0 | 0 | 0 | 0 |
AvgDepsBl_mwe | 0.08 | 0 | 0.43 | 0.05 | 0.03 | 0.18 | 0 | 0 |
AvgConnSen_coord_connects | 0.07 | 0 | 0 | 0.29 | 0 | 0 | 0 | 0 |
AvgConnSen_coord_conjs | 0.07 | 0 | 0 | 0.29 | 0 | 0 | 0 | 0 |
AvgAOEDoc_InvAverage | 0.07 | 0 | 0 | 0.29 | 0 | 0 | 0 | 0 |
AvgAOEBl_InvAverage | 0.07 | 0 | 0 | 0.29 | 0 | 0 | 0 | 0 |
AvgAOESen_InvAverage | 0.07 | 0 | 0 | 0.3 | 0 | 0 | 0 | 0 |
AvgDepsSen_cc | 0.07 | 0 | 0 | 0.31 | 0 | 0 | 0 | 0 |
AvgConnSen_conjunctions | 0.07 | 0 | 0 | 0.31 | 0 | 0 | 0 | 0 |
AvgAOEDoc_InfPointPoly | 0.06 | 0 | 0 | 0.24 | 0 | 0 | 0 | 0 |
AvgUnqNmdEntBl | 0.06 | 0 | 0 | 0.24 | 0 | 0 | 0 | 0 |
LangRhythmId | 0.06 | 0.03 | 0.04 | 0 | 0.33 | 0.37 | 0 | 0 |
AvgAOESen_InvLinRegSlo | 0.05 | 0 | 0 | 0.22 | 0 | 0 | 0 | 0 |
AvgAOEDoc_InvLinRegSlo | 0.05 | 0 | 0 | 0.23 | 0 | 0 | 0 | 0 |
AvgDepsBl_auxpass | 0.04 | 0 | 0 | 0.18 | 0 | 0 | 0 | 0 |
AvgConnBl_coord_conjs | 0.03 | 0 | 0 | 0.12 | 0 | 0 | 0 | 0 |