=== Run information === Scheme: weka.classifiers.trees.J48 -C 0.25 -M 2 Relation: accent-weka.filters.unsupervised.attribute.Remove-R1-4-weka.filters.unsupervised.attribute.Remove-R5-12,21,23,25,27,29,31,34,36,39,41,44,46,49,51,67-70,73-76,79-82,85-88,91-92,94-95,97-98,100,102,104,106,108,110,112-113,116,118-120,124,126,128,130-weka.filters.unsupervised.attribute.Remove-R72-73,75-85-weka.filters.unsupervised.attribute.Remove-R2,5-11,13-14,16,18,20-36,39-48,50-63,65-67,69-71 Instances: 7830 Attributes: 13 lexicalstress positioninword_abs positioninword_rel distancefollowingpause_canonsylls_auto relpositioninprosphrase_canonsylls_auto POS_auto CELEXfreq sentenceposition_incanonsylls_rel sentencetype rightneighbour_toplevelSCHUGchunkcategory_auto toplevelCHUNKIEchunklength_auto leftneighbour_toplevelCHUNKIEchunklength_auto accenttype_simple Test mode: 10-fold cross-validation === Classifier model (full training set) === J48 pruned tree ------------------ lexicalstress = none: none (2678.0/7.0) lexicalstress = primary | CELEXfreq <= 549 | | POS_auto = ADJA | | | relpositioninprosphrase_canonsylls_auto <= 0 | | | | CELEXfreq <= 165: accent (7.0/1.0) | | | | CELEXfreq > 165: none (7.0) | | | relpositioninprosphrase_canonsylls_auto > 0: accent (158.0/13.0) | | POS_auto = ADJD: accent (141.0/12.0) | | POS_auto = ADV | | | positioninword_rel <= 25 | | | | distancefollowingpause_canonsylls_auto <= 13: accent (132.0/11.0) | | | | distancefollowingpause_canonsylls_auto > 13 | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = -100: accent (0.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AP: accent (0.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AdvP: none (1.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = NP | | | | | | CELEXfreq <= 63: none (4.0) | | | | | | CELEXfreq > 63 | | | | | | | sentencetype = st | | | | | | | | CELEXfreq <= 169: accent (5.0) | | | | | | | | CELEXfreq > 169: none (2.0) | | | | | | | sentencetype = ex: accent (1.0) | | | | | | | sentencetype = wh: none (5.0/1.0) | | | | | | | sentencetype = yn: accent (0.0) | | | | | | | sentencetype = dq: accent (0.0) | | | | | | | sentencetype = neg: accent (0.0) | | | | | | | sentencetype = alt: accent (0.0) | | | | | | | sentencetype = pol: accent (2.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = PP: accent (5.0/1.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = SUBORD_CLAUSE: accent (0.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = VG: accent (6.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = W: accent (2.0) | | | positioninword_rel > 25 | | | | CELEXfreq <= 84: accent (14.0/1.0) | | | | CELEXfreq > 84 | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto <= 1 | | | | | | CELEXfreq <= 148: none (10.0) | | | | | | CELEXfreq > 148 | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = -100: none (6.0/1.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AP: accent (0.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AdvP: none (3.0/1.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = NP | | | | | | | | relpositioninprosphrase_canonsylls_auto <= 78: none (8.0) | | | | | | | | relpositioninprosphrase_canonsylls_auto > 78: accent (3.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = PP | | | | | | | | relpositioninprosphrase_canonsylls_auto <= 20: none (4.0/1.0) | | | | | | | | relpositioninprosphrase_canonsylls_auto > 20: accent (7.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = SUBORD_CLAUSE: accent (0.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = VG: accent (9.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = W: none (2.0) | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto > 1: none (8.0) | | POS_auto = APPR | | | CELEXfreq <= 391: none (18.0) | | | CELEXfreq > 391: accent (5.0/1.0) | | POS_auto = APPRART: accent (0.0) | | POS_auto = APZR: accent (0.0) | | POS_auto = ART: none (24.0) | | POS_auto = CARD: accent (78.0/1.0) | | POS_auto = FM: accent (2.0) | | POS_auto = ITJ: none (1.0) | | POS_auto = KOKOM: accent (0.0) | | POS_auto = KON | | | distancefollowingpause_canonsylls_auto <= 17: none (3.0) | | | distancefollowingpause_canonsylls_auto > 17: accent (2.0) | | POS_auto = KOUI: accent (1.0) | | POS_auto = KOUS: accent (0.0) | | POS_auto = NE: accent (277.0/2.0) | | POS_auto = NN: accent (934.0/34.0) | | POS_auto = PDAT: accent (0.0) | | POS_auto = PDS: none (2.0/1.0) | | POS_auto = PIAT: accent (13.0/1.0) | | POS_auto = PIDAT: accent (30.0/5.0) | | POS_auto = PIS: accent (10.0/1.0) | | POS_auto = PPER: none (8.0) | | POS_auto = PPOSAT: none (40.0/1.0) | | POS_auto = PRELS: accent (1.0) | | POS_auto = PRF: none (5.0) | | POS_auto = PROAV: accent (10.0/2.0) | | POS_auto = PTKA: accent (1.0) | | POS_auto = PTKANT: accent (5.0) | | POS_auto = PTKNEG: accent (0.0) | | POS_auto = PTKVZ | | | positioninword_rel <= 75: none (2.0) | | | positioninword_rel > 75: accent (25.0/4.0) | | POS_auto = PTKZU: accent (0.0) | | POS_auto = PWAT | | | sentencetype = st: accent (1.0) | | | sentencetype = ex: accent (0.0) | | | sentencetype = wh | | | | distancefollowingpause_canonsylls_auto <= 7: none (2.0) | | | | distancefollowingpause_canonsylls_auto > 7: accent (8.0) | | | sentencetype = yn: accent (0.0) | | | sentencetype = dq: accent (0.0) | | | sentencetype = neg: accent (0.0) | | | sentencetype = alt: accent (0.0) | | | sentencetype = pol: none (4.0/1.0) | | POS_auto = PWAV | | | leftneighbour_toplevelCHUNKIEchunklength_auto <= -100: accent (19.0/1.0) | | | leftneighbour_toplevelCHUNKIEchunklength_auto > -100 | | | | sentencetype = st: none (8.0) | | | | sentencetype = ex: none (0.0) | | | | sentencetype = wh: accent (8.0/2.0) | | | | sentencetype = yn: none (0.0) | | | | sentencetype = dq: none (0.0) | | | | sentencetype = neg: none (0.0) | | | | sentencetype = alt: none (0.0) | | | | sentencetype = pol: none (3.0/1.0) | | POS_auto = PWS | | | sentencetype = st: none (3.0) | | | sentencetype = ex: accent (0.0) | | | sentencetype = wh: accent (4.0) | | | sentencetype = yn: accent (0.0) | | | sentencetype = dq: accent (0.0) | | | sentencetype = neg: accent (0.0) | | | sentencetype = alt: accent (0.0) | | | sentencetype = pol: accent (0.0) | | POS_auto = TRUNC: accent (3.0/1.0) | | POS_auto = VAFIN | | | distancefollowingpause_canonsylls_auto <= 19: none (10.0/1.0) | | | distancefollowingpause_canonsylls_auto > 19: accent (4.0) | | POS_auto = VAIMP: accent (0.0) | | POS_auto = VAINF: none (11.0/1.0) | | POS_auto = VAPP: none (3.0) | | POS_auto = VMFIN | | | sentenceposition_incanonsylls_rel <= 24 | | | | sentencetype = st | | | | | sentenceposition_incanonsylls_rel <= 17 | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = -100: accent (0.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AP: accent (0.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AdvP | | | | | | | sentenceposition_incanonsylls_rel <= 4: accent (2.0) | | | | | | | sentenceposition_incanonsylls_rel > 4: none (7.0/2.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = NP | | | | | | | relpositioninprosphrase_canonsylls_auto <= 13: accent (4.0) | | | | | | | relpositioninprosphrase_canonsylls_auto > 13 | | | | | | | | sentenceposition_incanonsylls_rel <= 16: none (5.0) | | | | | | | | sentenceposition_incanonsylls_rel > 16: accent (3.0/1.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = PP: accent (9.0/3.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = SUBORD_CLAUSE: accent (0.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = VG: none (2.0/1.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = W: accent (0.0) | | | | | sentenceposition_incanonsylls_rel > 17: accent (5.0) | | | | sentencetype = ex: accent (0.0) | | | | sentencetype = wh: none (1.0) | | | | sentencetype = yn: none (4.0/1.0) | | | | sentencetype = dq: accent (0.0) | | | | sentencetype = neg: accent (0.0) | | | | sentencetype = alt: accent (0.0) | | | | sentencetype = pol | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto <= -100: accent (5.0/2.0) | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto > -100: none (3.0) | | | sentenceposition_incanonsylls_rel > 24: none (24.0/3.0) | | POS_auto = VMINF: accent (0.0) | | POS_auto = VVFIN | | | CELEXfreq <= 42 | | | | distancefollowingpause_canonsylls_auto <= 12 | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto <= 1 | | | | | | relpositioninprosphrase_canonsylls_auto <= 41 | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = -100: accent (1.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AP: none (1.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AdvP | | | | | | | | positioninword_rel <= 50 | | | | | | | | | relpositioninprosphrase_canonsylls_auto <= 21: none (6.0) | | | | | | | | | relpositioninprosphrase_canonsylls_auto > 21: accent (4.0) | | | | | | | | positioninword_rel > 50: accent (5.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = NP | | | | | | | | positioninword_rel <= 75: accent (20.0/3.0) | | | | | | | | positioninword_rel > 75 | | | | | | | | | sentenceposition_incanonsylls_rel <= 31 | | | | | | | | | | sentenceposition_incanonsylls_rel <= 11: none (5.0/1.0) | | | | | | | | | | sentenceposition_incanonsylls_rel > 11: accent (19.0/6.0) | | | | | | | | | sentenceposition_incanonsylls_rel > 31: none (4.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = PP: none (4.0/2.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = SUBORD_CLAUSE: accent (0.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = VG: accent (0.0) | | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = W: accent (0.0) | | | | | | relpositioninprosphrase_canonsylls_auto > 41: accent (29.0/1.0) | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto > 1 | | | | | | positioninword_rel <= 75 | | | | | | | sentencetype = st: accent (22.0/5.0) | | | | | | | sentencetype = ex: accent (3.0/1.0) | | | | | | | sentencetype = wh: accent (0.0) | | | | | | | sentencetype = yn: none (2.0) | | | | | | | sentencetype = dq: accent (0.0) | | | | | | | sentencetype = neg: accent (0.0) | | | | | | | sentencetype = alt: accent (0.0) | | | | | | | sentencetype = pol: accent (0.0) | | | | | | positioninword_rel > 75: none (32.0/9.0) | | | | distancefollowingpause_canonsylls_auto > 12: accent (34.0/1.0) | | | CELEXfreq > 42 | | | | sentencetype = st | | | | | positioninword_rel <= 25 | | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto <= 2 | | | | | | | relpositioninprosphrase_canonsylls_auto <= 69: none (21.0/6.0) | | | | | | | relpositioninprosphrase_canonsylls_auto > 69: accent (4.0) | | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto > 2: accent (8.0/3.0) | | | | | positioninword_rel > 25: none (83.0/21.0) | | | | sentencetype = ex: accent (7.0/3.0) | | | | sentencetype = wh | | | | | distancefollowingpause_canonsylls_auto <= 3: accent (3.0) | | | | | distancefollowingpause_canonsylls_auto > 3: none (24.0/4.0) | | | | sentencetype = yn: accent (9.0/2.0) | | | | sentencetype = dq: none (2.0/1.0) | | | | sentencetype = neg: none (0.0) | | | | sentencetype = alt: none (0.0) | | | | sentencetype = pol: none (2.0) | | POS_auto = VVIMP: none (5.0) | | POS_auto = VVINF | | | sentenceposition_incanonsylls_rel <= 87: accent (71.0/11.0) | | | sentenceposition_incanonsylls_rel > 87 | | | | positioninword_abs <= 1 | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = -100: none (50.0/9.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AP: none (0.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AdvP: none (0.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = NP: accent (2.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = PP: none (0.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = SUBORD_CLAUSE: none (0.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = VG: none (0.0) | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = W: none (1.0) | | | | positioninword_abs > 1 | | | | | sentenceposition_incanonsylls_rel <= 90 | | | | | | relpositioninprosphrase_canonsylls_auto <= 89 | | | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto <= 1: none (2.0) | | | | | | | leftneighbour_toplevelCHUNKIEchunklength_auto > 1: accent (2.0) | | | | | | relpositioninprosphrase_canonsylls_auto > 89: none (2.0) | | | | | sentenceposition_incanonsylls_rel > 90: accent (6.0) | | POS_auto = VVIZU: accent (4.0/1.0) | | POS_auto = VVPP | | | leftneighbour_toplevelCHUNKIEchunklength_auto <= 1: accent (17.0/1.0) | | | leftneighbour_toplevelCHUNKIEchunklength_auto > 1 | | | | positioninword_abs <= 1 | | | | | CELEXfreq <= 1: accent (2.0) | | | | | CELEXfreq > 1: none (6.0) | | | | positioninword_abs > 1 | | | | | relpositioninprosphrase_canonsylls_auto <= 89: none (4.0/1.0) | | | | | relpositioninprosphrase_canonsylls_auto > 89: accent (12.0/1.0) | CELEXfreq > 549 | | CELEXfreq <= 1253 | | | POS_auto = ADJA: none (2.0/1.0) | | | POS_auto = ADJD: none (0.0) | | | POS_auto = ADV | | | | CELEXfreq <= 1089 | | | | | positioninword_rel <= 50: none (8.0/1.0) | | | | | positioninword_rel > 50 | | | | | | sentencetype = st | | | | | | | sentenceposition_incanonsylls_rel <= 7: none (8.0/1.0) | | | | | | | sentenceposition_incanonsylls_rel > 7: accent (15.0/4.0) | | | | | | sentencetype = ex | | | | | | | distancefollowingpause_canonsylls_auto <= 2: accent (2.0) | | | | | | | distancefollowingpause_canonsylls_auto > 2: none (4.0) | | | | | | sentencetype = wh: none (3.0) | | | | | | sentencetype = yn: none (3.0/1.0) | | | | | | sentencetype = dq: none (2.0) | | | | | | sentencetype = neg: none (0.0) | | | | | | sentencetype = alt: none (0.0) | | | | | | sentencetype = pol: none (0.0) | | | | CELEXfreq > 1089: accent (20.0/4.0) | | | POS_auto = APPR: none (89.0/2.0) | | | POS_auto = APPRART: none (3.0) | | | POS_auto = APZR: none (0.0) | | | POS_auto = ART: none (17.0) | | | POS_auto = CARD: accent (13.0/1.0) | | | POS_auto = FM: none (0.0) | | | POS_auto = ITJ: none (0.0) | | | POS_auto = KOKOM: none (0.0) | | | POS_auto = KON: none (3.0) | | | POS_auto = KOUI: none (2.0) | | | POS_auto = KOUS: none (6.0) | | | POS_auto = NE: accent (2.0) | | | POS_auto = NN | | | | positioninword_rel <= 50: accent (8.0) | | | | positioninword_rel > 50 | | | | | CELEXfreq <= 824 | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = -100 | | | | | | | toplevelCHUNKIEchunklength_auto <= 2: accent (2.0) | | | | | | | toplevelCHUNKIEchunklength_auto > 2: none (11.0/3.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AP: none (3.0/1.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = AdvP | | | | | | | distancefollowingpause_canonsylls_auto <= 7: none (8.0) | | | | | | | distancefollowingpause_canonsylls_auto > 7: accent (3.0/1.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = NP: accent (7.0/1.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = PP: accent (10.0/4.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = SUBORD_CLAUSE: none (0.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = VG | | | | | | | toplevelCHUNKIEchunklength_auto <= 2: accent (2.0) | | | | | | | toplevelCHUNKIEchunklength_auto > 2: none (3.0) | | | | | | rightneighbour_toplevelSCHUGchunkcategory_auto = W: accent (1.0) | | | | | CELEXfreq > 824: accent (4.0) | | | POS_auto = PDAT: none (10.0/3.0) | | | POS_auto = PDS: none (0.0) | | | POS_auto = PIAT | | | | leftneighbour_toplevelCHUNKIEchunklength_auto <= -100: accent (2.0) | | | | leftneighbour_toplevelCHUNKIEchunklength_auto > -100: none (3.0/1.0) | | | POS_auto = PIDAT: none (0.0) | | | POS_auto = PIS: none (2.0) | | | POS_auto = PPER | | | | toplevelCHUNKIEchunklength_auto <= 1: none (52.0) | | | | toplevelCHUNKIEchunklength_auto > 1: accent (3.0/1.0) | | | POS_auto = PPOSAT: none (4.0) | | | POS_auto = PRELS: none (0.0) | | | POS_auto = PRF: none (3.0) | | | POS_auto = PROAV: none (0.0) | | | POS_auto = PTKA: none (0.0) | | | POS_auto = PTKANT: none (0.0) | | | POS_auto = PTKNEG: none (0.0) | | | POS_auto = PTKVZ | | | | CELEXfreq <= 1218: none (2.0) | | | | CELEXfreq > 1218: accent (3.0/1.0) | | | POS_auto = PTKZU: none (0.0) | | | POS_auto = PWAT: none (0.0) | | | POS_auto = PWAV: none (0.0) | | | POS_auto = PWS: none (3.0) | | | POS_auto = TRUNC: none (0.0) | | | POS_auto = VAFIN: none (14.0/4.0) | | | POS_auto = VAIMP: none (1.0) | | | POS_auto = VAINF: none (0.0) | | | POS_auto = VAPP: none (0.0) | | | POS_auto = VMFIN | | | | leftneighbour_toplevelCHUNKIEchunklength_auto <= -100: accent (6.0/1.0) | | | | leftneighbour_toplevelCHUNKIEchunklength_auto > -100: none (39.0/2.0) | | | POS_auto = VMINF: none (2.0) | | | POS_auto = VVFIN: none (13.0/1.0) | | | POS_auto = VVIMP: none (0.0) | | | POS_auto = VVINF: accent (9.0/1.0) | | | POS_auto = VVIZU: none (0.0) | | | POS_auto = VVPP: none (0.0) | | CELEXfreq > 1253: none (1561.0/60.0) lexicalstress = secondary: none (402.0/10.0) Number of Leaves : 252 Size of the tree : 330 Time taken to build model: 1.14 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 7326 93.5632 % Incorrectly Classified Instances 504 6.4368 % Kappa statistic 0.8471 Mean absolute error 0.0904 Root mean squared error 0.2317 Relative absolute error 21.4135 % Root relative squared error 50.4514 % Total Number of Instances 7830 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure Class 0.956 0.111 0.952 0.956 0.954 none 0.889 0.044 0.897 0.889 0.893 accent === Confusion Matrix === a b <-- classified as 5220 242 | a = none 262 2106 | b = accent