starting the job at: Wed Oct 1 21:22:40 CDT 2025 setting up the environment running the neurobiber labeling script Number of PCs explaining 90% variance: 25 Variance of each PCA component: [261.88760369 82.85870809 65.99452385 61.23806692 38.87318255 32.55896743 26.32760005 21.94878602 18.68985685 16.2308729 13.53042996 11.45815987 10.63830359 9.15456628 8.85934109 8.30582956 8.03192941 7.15336822 6.76087663 6.48544413 5.93048664 5.76580965 5.61052561 5.26965951 4.93708453] PC1: BIN_CAP: 0.683 BIN_NNP: 0.645 BIN_DET: -0.151 BIN_PIN: -0.126 BIN_PREP: -0.126 BIN_VPRT: -0.091 BIN_ART: -0.090 BIN_RB: -0.085 BIN_PRP: -0.076 BIN_SBJP: -0.076 PC2: BIN_NN: 0.750 BIN_NNP: -0.310 BIN_RB: -0.259 BIN_PRP: -0.227 BIN_SBJP: -0.227 BIN_CAP: 0.227 BIN_VPRT: -0.164 BIN_FPP1: -0.114 BIN_NUM: 0.104 BIN_INF: -0.096 PC3: BIN_CAP: 0.660 BIN_NNP: -0.479 BIN_RB: 0.251 BIN_PRP: 0.220 BIN_SBJP: 0.220 BIN_PREP: 0.165 BIN_PIN: 0.165 BIN_X: -0.139 BIN_VPRT: 0.133 BIN_FPP1: 0.123 PC4: BIN_PIN: 0.641 BIN_PREP: 0.641 BIN_NNP: 0.280 BIN_RB: -0.173 BIN_CONJ: 0.159 BIN_NN: -0.077 BIN_TO: 0.076 BIN_X: -0.074 BIN_VPRT: -0.066 BIN_CAP: -0.059 PC5: BIN_DET: 0.620 BIN_ART: 0.381 BIN_X: -0.276 BIN_NN: 0.265 BIN_VPRT: 0.262 BIN_NNP: 0.247 BIN_AUXB: 0.220 BIN_NUM: -0.186 BIN_INF: -0.166 BIN_INDA: 0.157 PC6: BIN_NN: 0.481 BIN_PRP: 0.463 BIN_SBJP: 0.463 BIN_NNP: 0.243 BIN_FPP1: 0.239 BIN_DET: -0.184 BIN_AUXB: -0.175 BIN_PASS: -0.145 BIN_CAP: -0.142 BIN_PIT: 0.127 PC7: BIN_RB: 0.780 BIN_NN: 0.265 BIN_DET: -0.189 BIN_PRP: -0.187 BIN_SBJP: -0.187 BIN_JJ: -0.169 BIN_NNP: 0.154 BIN_X: -0.154 BIN_TIME: 0.139 BIN_ART: -0.137 PC8: BIN_JJ: 0.676 BIN_INF: 0.339 BIN_VPRT: -0.318 BIN_ART: 0.226 BIN_PASS: -0.221 BIN_AUXB: -0.218 BIN_NUM: -0.215 BIN_CONJ: -0.149 BIN_RB: 0.146 BIN_PEAS: -0.120 PC9: BIN_INF: 0.655 BIN_JJ: -0.538 BIN_VPRT: -0.301 BIN_DET: 0.247 BIN_TO: 0.132 BIN_ART: 0.129 BIN_PRIV: 0.108 BIN_NUM: 0.083 BIN_RB: -0.079 BIN_POMD: 0.072 PC10: BIN_INF: 0.423 BIN_AUXB: 0.375 BIN_VPRT: 0.375 BIN_JJ: 0.261 BIN_ART: -0.261 BIN_RB: -0.250 BIN_VBD: -0.246 BIN_X: -0.229 BIN_DET: -0.214 BIN_PASS: 0.171 PC11: BIN_X: 0.786 BIN_PUBV: -0.276 BIN_VPRT: 0.266 BIN_VBD: -0.264 BIN_NUM: -0.197 BIN_CONJ: -0.151 BIN_JJ: -0.137 BIN_INF: 0.099 BIN_UH: -0.098 BIN_NOMZ: -0.080 PC12: BIN_NUM: 0.765 BIN_VBD: -0.265 BIN_VPRT: 0.211 BIN_UH: -0.173 BIN_RB: 0.163 BIN_INDA: 0.145 BIN_PGAS: -0.144 BIN_JJ: 0.140 BIN_QUOT: -0.140 BIN_ART: 0.138 PC13: BIN_VBD: 0.484 BIN_QUOT: -0.401 BIN_AUXB: 0.355 BIN_CONT: -0.283 BIN_PASS: 0.249 BIN_X: 0.241 BIN_UH: -0.200 BIN_VPRT: -0.182 BIN_NUM: 0.162 BIN_PGAS: -0.136 PC14: BIN_PUBV: 0.472 BIN_CONJ: -0.395 BIN_UH: -0.342 BIN_VBD: 0.322 BIN_QUOT: 0.291 BIN_VPRT: 0.251 BIN_CONT: 0.221 BIN_NUM: 0.150 BIN_PASS: -0.133 BIN_TO: 0.128 PC15: BIN_QUOT: 0.522 BIN_CONT: 0.421 BIN_PUBV: -0.315 BIN_PGAS: -0.292 BIN_CONJ: 0.238 BIN_UH: -0.231 BIN_NOMZ: -0.198 BIN_PASS: 0.193 BIN_VBD: 0.191 BIN_AUXB: 0.169 PC16: BIN_CONJ: 0.633 BIN_PUBV: 0.516 BIN_NUM: -0.248 BIN_PGAS: -0.195 BIN_UH: -0.170 BIN_X: 0.160 BIN_VPRT: 0.158 BIN_ART: 0.157 BIN_DEMP: -0.128 BIN_TIME: -0.105 PC17: BIN_UH: 0.685 BIN_PGAS: -0.508 BIN_VBD: 0.218 BIN_CCONJ: -0.206 BIN_VPRT: 0.160 BIN_NOMZ: -0.147 BIN_CONJ: -0.129 BIN_PUBV: 0.117 BIN_ART: 0.101 BIN_INDA: 0.099 PC18: BIN_ART: 0.458 BIN_DET: -0.343 BIN_DEMO: -0.305 BIN_DEMP: -0.285 BIN_INDA: 0.275 BIN_CCONJ: 0.237 BIN_AUXB: 0.216 BIN_PIT: 0.216 BIN_CONJ: -0.212 BIN_FPP1: -0.211 PC19: BIN_PGAS: 0.633 BIN_CCONJ: -0.324 BIN_UH: 0.322 BIN_AUXB: 0.268 BIN_CONJ: 0.251 BIN_PRIV: 0.213 BIN_BEMA: 0.153 BIN_TIME: -0.129 BIN_PROD: -0.128 BIN_NUM: 0.119 PC20: BIN_PRIV: 0.446 BIN_QUES: -0.421 BIN_CCONJ: 0.397 BIN_VPRT: 0.238 BIN_FPP1: 0.228 BIN_AUXB: -0.206 BIN_VBD: 0.196 BIN_BEMA: -0.176 BIN_PIT: -0.157 BIN_SPP2: -0.149 PC21: BIN_NOMZ: 0.493 BIN_PRIV: 0.470 BIN_CCONJ: -0.319 BIN_PUBV: -0.287 BIN_VBD: 0.191 BIN_SCONJ: 0.180 BIN_NUM: -0.174 BIN_PGAS: -0.161 BIN_UH: -0.157 BIN_DEMP: -0.150 PC22: BIN_CCONJ: 0.511 BIN_QUES: 0.398 BIN_CONJ: 0.252 BIN_PASS: -0.240 BIN_BEMA: 0.221 BIN_WH: 0.204 BIN_DEMO: -0.183 BIN_PEAS: -0.172 BIN_VBD: 0.167 BIN_SCONJ: 0.161 PC23: BIN_NOMZ: 0.623 BIN_VBD: -0.245 BIN_AUXB: 0.197 BIN_QUES: -0.193 BIN_INDA: -0.191 BIN_PGAS: -0.186 BIN_SPAU: 0.185 BIN_VPRT: -0.180 BIN_FPP1: 0.171 BIN_DEMP: 0.161 PC24: BIN_DEMO: 0.550 BIN_TIME: -0.411 BIN_DEMP: -0.407 BIN_CCONJ: 0.320 BIN_XX0: 0.232 BIN_QUOT: -0.170 BIN_CONT: 0.169 BIN_PROD: -0.111 BIN_PEAS: 0.108 BIN_BEMA: 0.106 PC25: BIN_TIME: 0.451 BIN_XX0: -0.339 BIN_SPAU: -0.327 BIN_QUOT: 0.318 BIN_DEMO: 0.293 BIN_DEMP: -0.288 BIN_PRIV: 0.214 BIN_BEMA: 0.171 BIN_CONT: -0.152 BIN_FPP1: 0.150 Top 10 PC1 values: PC1 PC2 ... AuthorPHID date_created 23531 124.439666 -17.084926 ... PHID-USER-arjqb24x4oae7awzpfp6 1424754141 707 124.420877 -17.096490 ... PHID-USER-pun3sjvg3cemjzbgyo2t 1363132183 744 124.420877 -17.096490 ... PHID-USER-fovtl67ew4l4cc3oeypc 1353551242 749 124.420877 -17.096490 ... PHID-USER-fovtl67ew4l4cc3oeypc 1353384355 2243 124.420877 -17.096490 ... PHID-USER-fovtl67ew4l4cc3oeypc 1356175107 5921 124.420877 -17.096490 ... PHID-USER-fovtl67ew4l4cc3oeypc 1353366778 5933 124.420877 -17.096490 ... PHID-USER-fovtl67ew4l4cc3oeypc 1353123761 5935 124.420877 -17.096490 ... PHID-USER-fovtl67ew4l4cc3oeypc 1353386649 10080 124.420877 -17.096490 ... PHID-USER-fovtl67ew4l4cc3oeypc 1366298361 10418 124.420877 -17.096490 ... PHID-USER-fovtl67ew4l4cc3oeypc 1355363288 [10 rows x 28 columns] Bottom 10 PC1 values: PC1 PC2 ... AuthorPHID date_created 13752 -24.770207 2.744701 ... PHID-USER-43lnvui4hacyjrc2lflj 1384635692 14250 -24.494552 0.056822 ... PHID-USER-fo56wm4wxiwpoofn2xdu 1383955246 24560 -23.004747 -10.092946 ... PHID-USER-lzhljhpbm3qfphvqyill 1439545382 22484 -22.583854 -1.262632 ... PHID-USER-fo56wm4wxiwpoofn2xdu 1440034588 13907 -22.517418 10.551266 ... PHID-USER-kqibbfgfpgocyzwe32lv 1372691031 14784 -22.018336 -17.579192 ... PHID-USER-xezsyhikbr7hjrig2ofp 1644598152 23443 -21.721400 -10.425522 ... PHID-USER-ppytiem7rcsbnstfsrvq 1502483520 19108 -21.707016 26.037928 ... PHID-USER-xy6c3ul27f336aaedx2d 1417798935 19140 -21.620289 -0.871317 ... PHID-USER-fo56wm4wxiwpoofn2xdu 1432914688 21658 -21.107540 10.458097 ... PHID-USER-x7ti5ksby4ubsabntlxa 1482280859 [10 rows x 28 columns] Top 10 PC2 values: PC1 PC2 ... AuthorPHID date_created 117 53.656282 89.055606 ... PHID-USER-7ey733eainlhx5xqp4d3 1375331403 2447 53.318077 88.847447 ... PHID-USER-dw53c5cb2qfhyemej57o 1456539439 2471 53.318077 88.847447 ... PHID-USER-r7wrkcx7j2vutqs6hr3g 1384994015 21231 53.299288 88.835882 ... PHID-USER-lhtlnmkdbzlz6pbxaqdd 1442087854 2728 19.161791 77.490370 ... PHID-USER-it53o2f2kyryqyj33uzt 1377545735 5024 19.161791 77.490370 ... PHID-USER-it53o2f2kyryqyj33uzt 1377544792 5135 19.161791 77.490370 ... PHID-USER-it53o2f2kyryqyj33uzt 1377544788 17487 -14.919339 66.179552 ... PHID-USER-zjzhrhmn36icnzbckqy4 1327978205 17377 -14.938128 66.167987 ... PHID-USER-wrimmmr5w2zt7nk2t753 1317586881 23739 -14.994495 66.133294 ... PHID-USER-ydswvwhh5pm4lshahjje 1462375135 [10 rows x 28 columns] Bottom 10 PC2 values: PC1 PC2 ... AuthorPHID date_created 14532 55.995569 -39.880029 ... PHID-USER-z3kqk2bjnqneldcznht6 1384007851 6321 56.014358 -39.868465 ... PHID-USER-my5s6nat437le6q5fq7d 1555396632 6322 56.014358 -39.868465 ... PHID-USER-my5s6nat437le6q5fq7d 1457021044 6770 56.014358 -39.868465 ... PHID-USER-qduasitr62ffvc5eiivd 1445420618 6771 56.014358 -39.868465 ... PHID-USER-qduasitr62ffvc5eiivd 1445420596 10442 56.014358 -39.868465 ... PHID-USER-unpoeiyj52rmcfqi5rbw 1604534063 10443 56.014358 -39.868465 ... PHID-USER-unpoeiyj52rmcfqi5rbw 1604532057 10528 56.014358 -39.868465 ... PHID-USER-wkpnidxoctuhawexig5p 1429475491 10529 56.014358 -39.868465 ... PHID-USER-wkpnidxoctuhawexig5p 1429475153 11837 56.014358 -39.868465 ... PHID-USER-25bxvdt2svnidzfzjpk7 1453561129 [10 rows x 28 columns] job finished, cleaning up job pau at: Wed Oct 1 21:23:06 CDT 2025