starting the job at: Wed Oct 1 20:55:40 CDT 2025 setting up the environment running the neurobiber labeling script Number of PCs explaining 90% variance: 21 Variance of each PCA component: [44.14465236 25.51079987 20.02977026 11.84052754 8.73144858 8.38589906 6.95245699 5.64852989 5.25245119 4.98015739 4.87640589 3.84009303 3.46134099 2.49633957 2.31075199 2.07408882 1.83990439 1.83715267 1.69163987 1.34972345 1.21923888] PC1: BIN_CAP: 0.575 BIN_NNP: 0.568 BIN_DET: -0.296 BIN_ART: -0.232 BIN_PREP: -0.226 BIN_PIN: -0.226 BIN_RB: -0.126 BIN_INF: -0.109 BIN_PRP: -0.105 BIN_SBJP: -0.105 PC2: BIN_PREP: 0.498 BIN_PIN: 0.498 BIN_NN: 0.460 BIN_CAP: 0.334 BIN_NNP: 0.313 BIN_DET: 0.148 BIN_NOMZ: -0.112 BIN_ART: 0.111 BIN_INF: 0.097 BIN_CONJ: 0.075 PC3: BIN_NN: 0.811 BIN_PIN: -0.235 BIN_PREP: -0.235 BIN_NNP: -0.223 BIN_PRP: -0.196 BIN_SBJP: -0.196 BIN_RB: -0.175 BIN_INF: -0.130 BIN_FPP1: -0.091 BIN_VPRT: -0.085 PC4: BIN_DET: 0.587 BIN_ART: 0.528 BIN_PREP: -0.282 BIN_PIN: -0.282 BIN_CAP: 0.252 BIN_INDA: 0.183 BIN_VPRT: 0.178 BIN_JJ: -0.137 BIN_NOMZ: -0.130 BIN_NNP: 0.123 PC5: BIN_RB: 0.439 BIN_CAP: 0.348 BIN_PRP: 0.313 BIN_SBJP: 0.313 BIN_NNP: -0.285 BIN_ART: -0.234 BIN_VPRT: 0.231 BIN_NN: 0.229 BIN_DET: -0.210 BIN_NOMZ: -0.160 PC6: BIN_JJ: 0.552 BIN_CAP: 0.454 BIN_NNP: -0.397 BIN_NOMZ: 0.374 BIN_X: -0.208 BIN_QUOT: -0.184 BIN_NN: -0.160 BIN_NUM: -0.146 BIN_CONT: -0.117 BIN_ART: 0.088 PC7: BIN_JJ: 0.552 BIN_NNP: 0.417 BIN_VPRT: 0.374 BIN_CAP: -0.333 BIN_RB: 0.258 BIN_QUOT: -0.224 BIN_X: -0.175 BIN_INF: -0.172 BIN_AUXB: 0.157 BIN_XX0: 0.091 PC8: BIN_INF: 0.720 BIN_QUOT: -0.330 BIN_VPRT: -0.252 BIN_RB: 0.200 BIN_TO: 0.190 BIN_NOMZ: 0.159 BIN_NUM: -0.152 BIN_NNP: 0.147 BIN_PRP: -0.132 BIN_SBJP: -0.132 PC9: BIN_QUOT: 0.681 BIN_JJ: 0.417 BIN_INF: 0.317 BIN_CONT: 0.281 BIN_NOMZ: -0.266 BIN_PRP: -0.139 BIN_SBJP: -0.139 BIN_X: 0.129 BIN_RB: 0.084 BIN_CAP: 0.072 PC10: BIN_RB: 0.507 BIN_PRP: -0.411 BIN_SBJP: -0.411 BIN_NNP: -0.204 BIN_X: 0.202 BIN_FPP1: -0.195 BIN_INF: -0.193 BIN_NOMZ: -0.158 BIN_NUM: 0.156 BIN_JJ: -0.154 PC11: BIN_X: 0.632 BIN_NOMZ: -0.436 BIN_QUOT: -0.379 BIN_JJ: 0.317 BIN_CONT: -0.171 BIN_NUM: 0.159 BIN_RB: -0.149 BIN_PRP: 0.119 BIN_SBJP: 0.119 BIN_INF: 0.106 PC12: BIN_VPRT: 0.495 BIN_X: 0.445 BIN_AUXB: 0.381 BIN_NUM: -0.346 BIN_NOMZ: 0.291 BIN_RB: -0.234 BIN_PASS: 0.177 BIN_JJ: -0.159 BIN_VBD: -0.118 BIN_BEMA: 0.112 PC13: BIN_NUM: 0.440 BIN_X: -0.437 BIN_RB: -0.347 BIN_NOMZ: -0.338 BIN_AUXB: 0.333 BIN_VPRT: 0.223 BIN_INF: 0.210 BIN_PASS: 0.141 BIN_TO: 0.132 BIN_BEMA: 0.127 PC14: BIN_AUXB: 0.473 BIN_VPRT: -0.443 BIN_NUM: -0.405 BIN_VBD: 0.282 BIN_CONT: -0.239 BIN_NOMZ: -0.211 BIN_PASS: 0.209 BIN_BEMA: 0.165 BIN_INF: -0.156 BIN_CCONJ: 0.149 PC15: BIN_NUM: 0.581 BIN_NOMZ: 0.428 BIN_AUXB: 0.327 BIN_VPRT: -0.213 BIN_PGAS: -0.197 BIN_X: 0.187 BIN_RB: 0.164 BIN_BEMA: 0.163 BIN_QUOT: 0.143 BIN_CCONJ: -0.143 PC16: BIN_PGAS: 0.702 BIN_CONJ: -0.428 BIN_CCONJ: -0.371 BIN_SCONJ: 0.217 BIN_WH: 0.138 BIN_WZPRES: 0.132 BIN_TO: 0.132 BIN_GER: 0.090 BIN_VBD: 0.089 BIN_NUM: 0.088 PC17: BIN_CCONJ: 0.462 BIN_PGAS: 0.459 BIN_CONJ: 0.395 BIN_CONT: -0.333 BIN_QUOT: 0.184 BIN_NUM: 0.180 BIN_VPRT: 0.177 BIN_VBD: -0.172 BIN_XX0: -0.170 BIN_SPAU: -0.139 PC18: BIN_CCONJ: 0.691 BIN_CONJ: -0.502 BIN_CONT: 0.238 BIN_VBD: 0.152 BIN_NUM: 0.149 BIN_ANDC: 0.144 BIN_INDA: -0.122 BIN_XX0: 0.120 BIN_PRIV: -0.115 BIN_PHC: 0.101 PC19: BIN_CONT: 0.563 BIN_CONJ: 0.459 BIN_PGAS: 0.332 BIN_SPAU: 0.255 BIN_XX0: 0.234 BIN_QUOT: -0.231 BIN_RB: -0.223 BIN_SCONJ: -0.172 BIN_AUXB: 0.163 BIN_PASS: 0.131 PC20: BIN_INDA: 0.674 BIN_DET: -0.416 BIN_QUAN: -0.265 BIN_ART: 0.217 BIN_FPP1: -0.202 BIN_PGAS: -0.152 BIN_CONJ: -0.150 BIN_SCONJ: 0.141 BIN_CCONJ: 0.130 BIN_DEMO: -0.128 PC21: BIN_SCONJ: 0.568 BIN_PRIV: 0.541 BIN_TO: -0.332 BIN_WH: 0.270 BIN_RB: -0.158 BIN_INDA: -0.139 BIN_COND: 0.134 BIN_VPRT: -0.130 BIN_CCONJ: 0.129 BIN_CONJ: 0.102 Top 10 PC1 values: PC1 PC2 ... AuthorPHID date_created 19173 40.268860 26.736392 ... PHID-USER-doeppszazlm3r7xah4il 1416964345 23127 34.022257 7.573103 ... PHID-USER-myidf5vlkwvrgp2iwn76 1433839792 23533 33.055352 7.623438 ... PHID-USER-sai77mtxmpqnm6pycyvz 1424498718 24553 33.053151 7.621628 ... PHID-USER-sai77mtxmpqnm6pycyvz 1424498559 23532 33.050949 7.619818 ... PHID-USER-sai77mtxmpqnm6pycyvz 1424498772 22245 31.318686 5.617453 ... PHID-USER-v7vgzvvcw7v2umf737ri 1438377936 18500 29.657022 4.747496 ... PHID-USER-hbffue25ov3attlvclze 1387662960 22023 29.625085 9.081212 ... PHID-USER-a6p24cvyblhfzc7we7nc 1440568477 14809 28.210405 6.749195 ... PHID-USER-zjzhrhmn36icnzbckqy4 1379900100 22930 27.824399 14.949181 ... PHID-USER-fo56wm4wxiwpoofn2xdu 1436249770 [10 rows x 28 columns] Bottom 10 PC1 values: PC1 PC2 ... AuthorPHID date_created 23485 -16.873824 13.740160 ... PHID-USER-u7udgblfyop6qd5wxot6 1425991276 22060 -16.135690 12.174259 ... PHID-USER-2nnm76h4ykalvvref2ye 1440412099 22845 -15.391146 13.319574 ... PHID-USER-2nnm76h4ykalvvref2ye 1440085454 24795 -15.084050 14.347308 ... PHID-USER-5dwuaigmkz2vzg65lape 1419297091 7451 -14.541432 5.740545 ... PHID-USER-ysftv67jxeaxdwcakvwo 1374347580 23471 -13.857781 7.962597 ... PHID-USER-2nnm76h4ykalvvref2ye 1426228927 22443 -13.803016 7.605012 ... PHID-USER-fo56wm4wxiwpoofn2xdu 1435267334 23300 -13.605468 0.980452 ... PHID-USER-evd3wnvnlb66lrwulch4 1423322226 11814 -13.401241 7.881186 ... PHID-USER-5pyvkdz65d5h5vxebodc 1372684440 968 -13.313317 0.369182 ... PHID-USER-j5ma2nageni56xp567v5 1377621000 [10 rows x 28 columns] Top 10 PC2 values: PC1 PC2 ... AuthorPHID date_created 24610 6.265218 29.494190 ... PHID-USER-tafngdco2cilcyr7qhhg 1422645688 20963 27.578946 27.679075 ... PHID-USER-rooknayvbydy6sodz3lx 1436311793 24082 -4.360480 27.219954 ... PHID-USER-jcypqodpdpbcicgwgh7j 1419534643 19173 40.268860 26.736392 ... PHID-USER-doeppszazlm3r7xah4il 1416964345 24824 -2.967505 23.097004 ... PHID-USER-mdihg2tyzmlvyhn3h32y 1418230141 24818 20.182195 22.630740 ... PHID-USER-hbtlbu4zftxnz4i6f7yf 1418856731 13345 6.075708 22.048374 ... PHID-USER-ydswvwhh5pm4lshahjje 1371860160 21020 6.876811 21.888275 ... PHID-USER-zcsdm7lwcehnusyhh6xp 1435194938 20973 -7.021508 20.911008 ... PHID-USER-hxwwywcyzpooynxuo7a2 1435878993 22029 0.897428 20.736628 ... PHID-USER-a6p24cvyblhfzc7we7nc 1440568357 [10 rows x 28 columns] Bottom 10 PC2 values: PC1 PC2 ... AuthorPHID date_created 3134 5.691116 -12.652404 ... PHID-USER-ydswvwhh5pm4lshahjje 1374855900 654 -0.763875 -12.369520 ... PHID-USER-hbtlbu4zftxnz4i6f7yf 1366408980 16080 -0.816582 -12.352041 ... PHID-USER-zjzhrhmn36icnzbckqy4 1350678600 1207 4.758836 -12.101115 ... PHID-USER-slccyo5rqasgpljxny7g 1374857700 17982 6.571867 -11.954035 ... PHID-USER-kqibbfgfpgocyzwe32lv 1412196840 1885 15.905505 -11.884510 ... PHID-USER-hyfm4swq76s4j642w46x 1372088340 2934 0.131925 -11.738040 ... PHID-USER-it53o2f2kyryqyj33uzt 1375529520 2109 -2.111122 -11.398959 ... PHID-USER-p6hvqn5njgnxuagekh4b 1367215380 13276 15.471863 -11.316666 ... PHID-USER-z6nzrwuaij3spgyg23jt 1373035320 24126 -1.622360 -11.265986 ... PHID-USER-lhtlnmkdbzlz6pbxaqdd 1430156915 [10 rows x 28 columns] job finished, cleaning up job pau at: Wed Oct 1 20:56:13 CDT 2025