| { | |
| "significant_genes": { | |
| "Variable": [ | |
| "CHMP4C", | |
| "ALOXE3", | |
| "TTC12", | |
| "ATOH1", | |
| "UPK3B", | |
| "FAM47B", | |
| "CENPP", | |
| "HPS5", | |
| "ADAMTS5", | |
| "ADA2", | |
| "ALPL", | |
| "CD180", | |
| "LMX1B", | |
| "CD163L1", | |
| "ORM2", | |
| "SLC6A19", | |
| "TTC29", | |
| "LYZL2", | |
| "FOXI1", | |
| "C22orf15", | |
| "ITGB1BP1", | |
| "APLN", | |
| "CCBE1", | |
| "H3C12", | |
| "CRYBA1", | |
| "TUBAL3", | |
| "KRT37", | |
| "AMACR", | |
| "MORF4", | |
| "CRTAM", | |
| "CD300LD", | |
| "GPR87", | |
| "IPPK", | |
| "MINPP1", | |
| "DNAI2", | |
| "TAAR6", | |
| "ABCA10", | |
| "TRAPPC5", | |
| "PLAC4", | |
| "ARHGEF26", | |
| "FOSB", | |
| "ABCC9", | |
| "WFDC2", | |
| "ADAMTSL2", | |
| "TTTY23", | |
| "IFNK", | |
| "ZNF559", | |
| "HCRTR1", | |
| "CDKN2B", | |
| "GLDN", | |
| "C1D", | |
| "AP3S1", | |
| "ITIH2", | |
| "PCDHGA9", | |
| "LIN28B", | |
| "ZAN", | |
| "AMY2B", | |
| "C2CD4C", | |
| "ARID5A", | |
| "CYP2B7P", | |
| "ANKS3", | |
| "ANKRD62", | |
| "BTG1", | |
| "CHST6", | |
| "AGBL4", | |
| "FSCN3", | |
| "CRYBB2", | |
| "ANGPTL5", | |
| "ANGPT4", | |
| "ELF2", | |
| "ABCA13", | |
| "SETD1A", | |
| "POLR2J2", | |
| "CYP4Z2P", | |
| "SSX3", | |
| "FFAR4", | |
| "NCBP2", | |
| "GSTT1", | |
| "KRT6B", | |
| "ZNF614", | |
| "HMBOX1", | |
| "C5", | |
| "LGR6", | |
| "KLK15", | |
| "CORIN", | |
| "FCRLA", | |
| "C1orf174", | |
| "KRTAP3-1", | |
| "C3orf22", | |
| "DUOXA1", | |
| "ESPNL", | |
| "GSTT2", | |
| "ASAH2", | |
| "RAB10", | |
| "CNEP1R1", | |
| "ADCYAP1", | |
| "CLEC4C", | |
| "PENK", | |
| "CALHM4", | |
| "LMNTD2", | |
| "STAMBP", | |
| "UNC93A", | |
| "KATNBL1", | |
| "H1-2", | |
| "ATRIP", | |
| "HAS3", | |
| "HSPBAP1", | |
| "NUP42", | |
| "CAPN15", | |
| "DYNLT2", | |
| "FNIP2", | |
| "FABP1", | |
| "ZNF208", | |
| "ARHGEF2", | |
| "CUBN", | |
| "COASY", | |
| "TUBD1", | |
| "GATC", | |
| "KCNH4", | |
| "ADAMTS4", | |
| "PAOX", | |
| "ITGB6", | |
| "TNMD", | |
| "PMS2P5", | |
| "HSD3B7", | |
| "KLRK1", | |
| "CCR3", | |
| "NUTM2D", | |
| "GUSBP14", | |
| "PM20D2", | |
| "MAGEC1", | |
| "C4orf17", | |
| "AHRR", | |
| "ALDH9A1", | |
| "CUL2", | |
| "ATP6V0D2", | |
| "C11orf58", | |
| "SVIP", | |
| "AVIL", | |
| "SYT14P1", | |
| "TTPA", | |
| "ADAT3", | |
| "TENM1", | |
| "HSPB7", | |
| "LRRC2", | |
| "SLC25A16", | |
| "GAS2L3", | |
| "ARPIN-AP3S2", | |
| "MIR17HG", | |
| "EMC10", | |
| "ASB2", | |
| "MAGEH1", | |
| "COQ2", | |
| "C12orf56", | |
| "EXOG", | |
| "CNDP1", | |
| "CTDSPL2", | |
| "CP", | |
| "DENND6B", | |
| "SHISA3", | |
| "TFDP2", | |
| "GGTLC1", | |
| "CBX5", | |
| "SCNN1B", | |
| "STRN3", | |
| "H2AC1", | |
| "GOLGA8A", | |
| "NUP210P1", | |
| "ANO3", | |
| "ANKRD34B", | |
| "MFAP5", | |
| "MALT1", | |
| "IL23R", | |
| "LINC00619", | |
| "OR2L13", | |
| "MEF2D", | |
| "TMEM217", | |
| "KRTAP13-1", | |
| "ATF4", | |
| "ZFAND4", | |
| "CD151", | |
| "MEOX2", | |
| "ANKDD1A", | |
| "FOSL1", | |
| "LIN52", | |
| "ATP8B3", | |
| "DDX53", | |
| "HBB", | |
| "HOXA10", | |
| "AKR1B10", | |
| "EFL1", | |
| "FAM153CP", | |
| "TASOR2", | |
| "CIMIP2B", | |
| "CCDC134", | |
| "AGO3", | |
| "CCDC169", | |
| "ASTE1", | |
| "BMP3", | |
| "APEH", | |
| "KRT79", | |
| "BOLL", | |
| "BNIPL", | |
| "LINC01587", | |
| "TEKT4", | |
| "NUTM2A", | |
| "HTN1", | |
| "NIN", | |
| "FAT2", | |
| "PADI3", | |
| "COL22A1", | |
| "ANKRD31", | |
| "SLC26A8", | |
| "PGAP6", | |
| "LY6D", | |
| "PANK1", | |
| "CGNL1", | |
| "SPINK6", | |
| "OR51A7", | |
| "HAVCR1", | |
| "AK3", | |
| "NR2C2", | |
| "PLP1", | |
| "MED11", | |
| "ZNF90", | |
| "MTCP1", | |
| "FAM225B", | |
| "PCDHAC1", | |
| "RAB22A", | |
| "PIK3R2", | |
| "JAM3", | |
| "FRMPD3", | |
| "AQP1", | |
| "CHADL", | |
| "EFHB", | |
| "HTR3E", | |
| "GOLGA8F", | |
| "FBXO33", | |
| "ACE", | |
| "LINC00307", | |
| "COX7A1", | |
| "LGALS13", | |
| "FBXL19-AS1", | |
| "PSG9", | |
| "IBSP", | |
| "AFMID", | |
| "ASB17", | |
| "ERAP2", | |
| "CCDC86", | |
| "RNF148", | |
| "PM20D1", | |
| "PPP1R21", | |
| "CHCT1", | |
| "LMX1A", | |
| "CEL", | |
| "ANKLE1", | |
| "KCNQ1DN", | |
| "YIPF1", | |
| "S100A5", | |
| "ARC", | |
| "KRT4", | |
| "ADCK1", | |
| "GPER1", | |
| "MYADML", | |
| "ADRB1", | |
| "FLJ20712", | |
| "ARNT", | |
| "EEIG1", | |
| "CST1", | |
| "HEATR9", | |
| "COL9A1", | |
| "AIMP2", | |
| "AKAP7", | |
| "SMYD3", | |
| "ST7", | |
| "FAM9A", | |
| "POLR2J4", | |
| "TMPRSS5", | |
| "HSD17B12", | |
| "PLK4", | |
| "CRLF1", | |
| "SCGB1A1", | |
| "KRT73", | |
| "BAIAP2", | |
| "PCDHGA7", | |
| "SLC7A1", | |
| "ARL14", | |
| "FGF17", | |
| "PALS2", | |
| "ESM1", | |
| "ITGB1BP2", | |
| "CD300LF", | |
| "FER1L4", | |
| "IARS2", | |
| "POLR2J", | |
| "ADAMTS9", | |
| "TMEM119", | |
| "DEFB104A", | |
| "AHNAK2", | |
| "CSMD3", | |
| "AQP10", | |
| "TMEM160", | |
| "LYPD2", | |
| "NXPH3", | |
| "PLEKHH1", | |
| "C7orf33", | |
| "CDC25C", | |
| "INCENP", | |
| "C6", | |
| "INPP1", | |
| "IMPA1", | |
| "DDN", | |
| "CLUAP1", | |
| "CSRNP3", | |
| "MGMT", | |
| "CPB1", | |
| "HPR", | |
| "ARAP2", | |
| "IGKV1-5", | |
| "GGPS1", | |
| "SIRPB2", | |
| "INO80D", | |
| "RBM33", | |
| "FSIP1", | |
| "DUS1L", | |
| "CSN3", | |
| "ABHD16B", | |
| "SPRED2", | |
| "CA1", | |
| "CRISP2", | |
| "CDCP2", | |
| "CCL16", | |
| "LRRC14", | |
| "BTNL3", | |
| "NANOGP1", | |
| "MUC3A", | |
| "SLC26A6", | |
| "RASA1", | |
| "VWA7", | |
| "NTNG1", | |
| "CHRNA4", | |
| "C11orf54", | |
| "ZNF510", | |
| "ZSCAN30", | |
| "GBP7", | |
| "PUDP", | |
| "HCAR3", | |
| "TEX36", | |
| "ANKRD1", | |
| "CASP9", | |
| "DNAI4", | |
| "EIF3K", | |
| "CHRM4", | |
| "GCM2", | |
| "SPINK1", | |
| "CPO", | |
| "CARNS1", | |
| "ACRV1", | |
| "OTOP1", | |
| "IDH1", | |
| "EGFR", | |
| "OPTC", | |
| "DSC1", | |
| "PNPLA4", | |
| "RMI1", | |
| "PAK3", | |
| "GLP1R", | |
| "BAHCC1", | |
| "SEPTIN12", | |
| "DUXAP10", | |
| "FLVCR1-DT", | |
| "HOGA1", | |
| "GLRA3", | |
| "ANKRD11", | |
| "GALNTL5", | |
| "TKTL2", | |
| "AVPI1", | |
| "ASRGL1", | |
| "KDM5D", | |
| "DDX3X", | |
| "IGFBP1", | |
| "LIPF", | |
| "EMSY", | |
| "CEP162", | |
| "MTNR1A", | |
| "ZNF641", | |
| "KSR2", | |
| "FGFBP3", | |
| "SPACA7", | |
| "CA5B", | |
| "PAQR5", | |
| "CCDC9B", | |
| "CD200", | |
| "USP17L9P", | |
| "AFG3L2", | |
| "POF1B", | |
| "OR1G1", | |
| "APOC1", | |
| "CDCA7", | |
| "TRPV6", | |
| "KIF25-AS1", | |
| "AGPAT5", | |
| "H2AC19", | |
| "MIS18A", | |
| "CXCL17", | |
| "ANKRD22", | |
| "CLC", | |
| "CCNJ", | |
| "AGR3", | |
| "NME8", | |
| "GNG8", | |
| "COQ10B", | |
| "CCDC142", | |
| "ERICH1", | |
| "ALDH3A1", | |
| "KRTAP9-8", | |
| "CCDC170", | |
| "CTU1", | |
| "DES", | |
| "KIAA0586", | |
| "DGCR8", | |
| "LAIR2", | |
| "CARS2", | |
| "NOCT", | |
| "IL20RA", | |
| "CD8A", | |
| "GRAP2", | |
| "CDC20", | |
| "IGFLR1", | |
| "HLA-DQA2", | |
| "PSG2", | |
| "CLDN14", | |
| "CCDC196", | |
| "AP1S2", | |
| "ETV5", | |
| "HMMR", | |
| "CHCHD5", | |
| "BRINP3", | |
| "GFPT1", | |
| "RNF32", | |
| "GJB7", | |
| "FAP", | |
| "SEMG2", | |
| "DNAJC16", | |
| "CBLC", | |
| "NBR2", | |
| "ACOT1", | |
| "KCNA10", | |
| "FLJ37201", | |
| "DLL4", | |
| "PGLYRP1", | |
| "HOXC6", | |
| "POPDC2", | |
| "FZD9", | |
| "PTGER2", | |
| "FBXL9P", | |
| "CYP4F22", | |
| "TAS2R3", | |
| "TM9SF2", | |
| "NCKAP5L", | |
| "STAC3", | |
| "ARPP21", | |
| "RAB6C", | |
| "CDV3", | |
| "NAB1", | |
| "FANCB", | |
| "LPCAT2", | |
| "TBX6", | |
| "MIPEP", | |
| "TEKTIP1", | |
| "KRTAP1-5", | |
| "DACT3", | |
| "MSLN", | |
| "KRTAP9-4", | |
| "THNSL1", | |
| "CCDC150", | |
| "TBC1D15", | |
| "FAM216A", | |
| "SRRM2", | |
| "SLC9A2", | |
| "CCDC197", | |
| "UNC13C", | |
| "TBC1D12", | |
| "H2AC7", | |
| "TOMM34", | |
| "HOXC5", | |
| "COA8", | |
| "PDYN", | |
| "C20orf181", | |
| "QPCTL", | |
| "KLHL17", | |
| "FBXO25", | |
| "MYH3", | |
| "MSS51", | |
| "ANKAR", | |
| "SLC35A3", | |
| "HEATR3", | |
| "STK3", | |
| "GUSBP4", | |
| "DMBX1", | |
| "C2orf74", | |
| "PTPRZ1", | |
| "ASF1B", | |
| "JAK2", | |
| "PRICKLE3", | |
| "CEACAM6", | |
| "TMEM249", | |
| "AVPR2", | |
| "TBC1D30", | |
| "ZZEF1", | |
| "PBX2", | |
| "CCDC38", | |
| "BTNL9", | |
| "OR10H3", | |
| "PDSS2", | |
| "TOGARAM1", | |
| "LMOD2", | |
| "DMRTA1", | |
| "CRYGB", | |
| "MEIS3", | |
| "PHETA2", | |
| "IZUMO1R", | |
| "GALK1", | |
| "PPY2P", | |
| "FBXL12", | |
| "GUSBP2", | |
| "C16orf78", | |
| "TTTY5", | |
| "CDC42EP2", | |
| "JMJD1C", | |
| "PLA2R1", | |
| "POU2F3", | |
| "RNF112", | |
| "LGALS12", | |
| "SCTR", | |
| "ASAP3", | |
| "KRTAP6-3", | |
| "FAM221B", | |
| "CKS2", | |
| "MMP24", | |
| "ANAPC13", | |
| "GCNT2", | |
| "DNAH10", | |
| "DSG4", | |
| "ERCC6L2", | |
| "IFT70B", | |
| "HOXA11", | |
| "ZBTB33", | |
| "PTGR1", | |
| "KIF14", | |
| "MIER3", | |
| "MMP25", | |
| "TEX14", | |
| "UNC5CL", | |
| "AGAP7P", | |
| "NKX2-8", | |
| "DERL3", | |
| "ZNF80", | |
| "MYEOV", | |
| "GPRC6A", | |
| "SPATA9", | |
| "EXOC5", | |
| "AKTIP", | |
| "IL12B", | |
| "ARMC10", | |
| "PTER", | |
| "TNFSF18", | |
| "LRRN1", | |
| "MAP3K14", | |
| "MAPK1", | |
| "BTBD7", | |
| "AMIGO3", | |
| "CCR2", | |
| "CNIH3", | |
| "MC3R", | |
| "DDX52", | |
| "TAS2R16", | |
| "CEBPG", | |
| "SPMIP3", | |
| "C3orf38", | |
| "PDIA2", | |
| "SPATA22", | |
| "H2BC26", | |
| "H2AC8", | |
| "GRK5", | |
| "MMP21", | |
| "NSUN6", | |
| "SLC22A18AS", | |
| "ITSN1", | |
| "FAM24A", | |
| "C1orf35", | |
| "BRPF1", | |
| "BAIAP2L2", | |
| "TLL1", | |
| "GCGR", | |
| "BBLN", | |
| "RGPD6", | |
| "KISS1", | |
| "AIM2", | |
| "PLEKHA1", | |
| "CST6", | |
| "SAV1", | |
| "FBXL2", | |
| "NSD3", | |
| "TANGO6", | |
| "CFAP61", | |
| "MASTL", | |
| "CRHBP", | |
| "MUC4", | |
| "MVB12B", | |
| "LARGE2", | |
| "VWCE", | |
| "ARID1B", | |
| "NPDC1", | |
| "OR5V1", | |
| "ID2", | |
| "SSUH2", | |
| "CALCOCO1", | |
| "GDF1", | |
| "ZSWIM2", | |
| "BRD1", | |
| "MYO7A", | |
| "ASMT" | |
| ], | |
| "Coefficient": [ | |
| 0.04988200257588763, | |
| 0.04927774260688218, | |
| 0.04594146926829058, | |
| 0.042296327990257475, | |
| -0.04214940309024398, | |
| -0.04095525448710385, | |
| 0.04060081822482666, | |
| 0.04014653204605524, | |
| 0.04002307459408782, | |
| 0.038834166454364695, | |
| -0.03858166506533407, | |
| 0.03833084970352377, | |
| 0.037969985364312585, | |
| -0.03600360260727863, | |
| 0.03443483249174395, | |
| -0.034400016838553614, | |
| 0.03043461114609466, | |
| -0.030202318359109734, | |
| -0.029172703631588193, | |
| -0.028974612562198392, | |
| -0.028899889627914586, | |
| 0.02818848002911243, | |
| -0.028108388628985015, | |
| -0.027905507448336545, | |
| -0.027652230976821034, | |
| 0.026851982744384037, | |
| -0.02680828875795871, | |
| 0.02665353095794028, | |
| -0.02663286966575107, | |
| -0.026229302009848604, | |
| 0.025824719044144864, | |
| -0.025420740797342085, | |
| -0.024618109035604283, | |
| 0.024457233894356646, | |
| -0.024290719680052895, | |
| 0.02397885869440652, | |
| -0.02373873833980088, | |
| 0.02350451545537655, | |
| -0.023371319150010363, | |
| 0.023043856224769274, | |
| -0.022554755687140014, | |
| -0.022444441088315708, | |
| 0.02243914231414152, | |
| -0.02233699120912149, | |
| 0.02227571935086922, | |
| 0.022224982379074214, | |
| 0.022086418501454357, | |
| -0.021950699423333383, | |
| 0.021796775409383642, | |
| 0.021383557561677126, | |
| -0.021291866361323932, | |
| -0.021193932252188477, | |
| -0.02110924589104761, | |
| -0.02096325178332004, | |
| 0.020569410647204592, | |
| 0.020557158425395614, | |
| -0.02048199919661652, | |
| -0.020417675907082298, | |
| 0.020413994938788625, | |
| 0.02030489632618908, | |
| -0.020060296821229177, | |
| -0.019639227973649757, | |
| 0.01954126078260185, | |
| 0.019498106338014604, | |
| -0.019172297351178272, | |
| 0.01912438528067947, | |
| 0.019047578825493565, | |
| -0.019042177249830844, | |
| 0.01842597520944642, | |
| 0.018361316106579255, | |
| 0.018055894250609255, | |
| -0.017971783899108962, | |
| 0.017971313753657576, | |
| 0.0178815614896134, | |
| -0.017841305415280867, | |
| 0.017308106450220337, | |
| -0.01724737201864882, | |
| -0.017213362486714536, | |
| 0.017198613639922842, | |
| -0.017130245172842503, | |
| -0.01710002816532869, | |
| -0.0170863599387267, | |
| -0.017086136174163637, | |
| -0.0170511096523269, | |
| -0.017030401731156202, | |
| -0.01685229215197892, | |
| -0.01684354759748625, | |
| 0.016614914989056408, | |
| -0.0163476819410887, | |
| -0.0162480066061806, | |
| 0.016202843073145845, | |
| 0.016112484741131732, | |
| 0.015807595604268657, | |
| 0.015717728673478395, | |
| -0.01571520254456869, | |
| -0.015542940788767666, | |
| 0.01551704041583181, | |
| -0.015511382930800482, | |
| 0.015483506683120983, | |
| -0.015404836020346627, | |
| 0.015212886901772261, | |
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| -1.4546896807488193e-05, | |
| 1.2790453147284183e-05, | |
| 1.1963537612246786e-05, | |
| -1.1842757525551618e-05, | |
| -1.0494972171123046e-05, | |
| -1.0466074573775455e-05, | |
| 7.304291940959953e-06, | |
| -4.5544246058433324e-06, | |
| 3.2089484493380074e-06, | |
| 2.6089125466733e-06, | |
| 2.58812453143015e-06, | |
| -2.3510026325533067e-06, | |
| -1.6036058130042568e-06, | |
| 6.212787420760637e-07, | |
| -6.142566098330985e-07 | |
| ], | |
| "Absolute Coefficient": [ | |
| 0.04988200257588763, | |
| 0.04927774260688218, | |
| 0.04594146926829058, | |
| 0.042296327990257475, | |
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| 0.04060081822482666, | |
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| 0.037969985364312585, | |
| 0.03600360260727863, | |
| 0.03443483249174395, | |
| 0.034400016838553614, | |
| 0.03043461114609466, | |
| 0.030202318359109734, | |
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| 0.028974612562198392, | |
| 0.028899889627914586, | |
| 0.02818848002911243, | |
| 0.028108388628985015, | |
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| 0.027652230976821034, | |
| 0.026851982744384037, | |
| 0.02680828875795871, | |
| 0.02665353095794028, | |
| 0.02663286966575107, | |
| 0.026229302009848604, | |
| 0.025824719044144864, | |
| 0.025420740797342085, | |
| 0.024618109035604283, | |
| 0.024457233894356646, | |
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| 0.02397885869440652, | |
| 0.02373873833980088, | |
| 0.02350451545537655, | |
| 0.023371319150010363, | |
| 0.023043856224769274, | |
| 0.022554755687140014, | |
| 0.022444441088315708, | |
| 0.02243914231414152, | |
| 0.02233699120912149, | |
| 0.02227571935086922, | |
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| 0.022086418501454357, | |
| 0.021950699423333383, | |
| 0.021796775409383642, | |
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| 0.021193932252188477, | |
| 0.02110924589104761, | |
| 0.02096325178332004, | |
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| 0.020557158425395614, | |
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| 0.020417675907082298, | |
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| 0.02030489632618908, | |
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| 0.01684354759748625, | |
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| 0.013655454642276629, | |
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| 0.013571288281235576, | |
| 0.013567906071750584, | |
| 0.013392437702542892, | |
| 0.013357918761358325, | |
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| 0.01317113183740373, | |
| 0.01309596685502407, | |
| 0.01307990161025064, | |
| 0.013041172714941006, | |
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| 0.01261769217584253, | |
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| 0.012478454572224707, | |
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| 0.012364543285339712, | |
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| 0.011712948532433355, | |
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| }, | |
| "cv_performance": { | |
| "prediction": { | |
| "accuracy": 68.07692307692307, | |
| "precision": 62.03245711826948, | |
| "recall": 62.112428634167756, | |
| "f1": 61.96681081704433 | |
| }, | |
| "selection": { | |
| "precision": 0.6909736448951547, | |
| "recall": 5.294117647058823, | |
| "f1": 1.222219106355285, | |
| "jaccard": 0.6150737341366017 | |
| } | |
| } | |
| } |