=== Run information === Scheme:weka.classifiers.meta.FilteredClassifier -F "weka.filters.unsupervised.attribute.Remove -R 1" -W weka.classifiers.rules.JRip -- -F 3 -N 2.0 -O 2 -S 1 Relation: scores_and_avg.notrim-weka.filters.unsupervised.attribute.Discretize-unset-class-temporarily-B5-M-1.0-Rlast-weka.filters.supervised.attribute.Discretize-E-K-V-Rlast Instances: 29084 Attributes: 155 [list of attributes omitted] Test mode:10-fold cross-validation === Classifier model (full training set) === FilteredClassifier using weka.classifiers.rules.JRip -F 3 -N 2.0 -O 2 -S 1 on data filtered through weka.filters.unsupervised.attribute.Remove -R 1 Filtered Header @relation scores_and_avg.notrim-weka.filters.unsupervised.attribute.Discretize-unset-class-temporarily-B5-M-1.0-Rlast-weka.filters.supervised.attribute.Discretize-E-K-V-Rlast-weka.filters.unsupervised.attribute.Remove-R1 @attribute PDB_Year {'\'(-inf-1995.5]\'','\'(1995.5-1996.5]\'','\'(1996.5-1999.5]\'','\'(1999.5-2002.5]\'','\'(2002.5-2006.5]\'','\'(2006.5-inf)\''} @attribute PDB_Vol_asym {'\'(-inf-14116.193901]\'','\'(14116.193901-22134.004466]\'','\'(22134.004466-22286.997473]\'','\'(22286.997473-22975.768976]\'','\'(22975.768976-28292.315062]\'','\'(28292.315062-29352.23858]\'','\'(29352.23858-48327.705736]\'','\'(48327.705736-59888.213146]\'','\'(59888.213146-77355.284019]\'','\'(77355.284019-232187.672426]\'','\'(232187.672426-298282.732416]\'','\'(298282.732416-359966.60403]\'','\'(359966.60403-599636.068564]\'','\'(599636.068564-inf)\''} @attribute SFC_res_optical {'\'(-inf-1.065]\'','\'(1.065-1.165]\'','\'(1.165-1.255]\'','\'(1.255-1.555]\'','\'(1.555-1.665]\'','\'(1.665-1.785]\'','\'(1.785-1.955]\'','\'(1.955-2.075]\'','\'(2.075-2.165]\'','\'(2.165-inf)\''} @attribute SFC_res_max_used {'\'(-inf-1.205]\'','\'(1.205-1.215]\'','\'(1.215-1.465]\'','\'(1.465-1.995]\'','\'(1.995-2.155]\'','\'(2.155-2.365]\'','\'(2.365-2.685]\'','\'(2.685-2.905]\'','\'(2.905-inf)\''} @attribute SFC_res_opt_diff {'\'(-inf--0.14]\'','\'(-0.14--0.106]\'','\'(-0.106--0.064]\'','\'(-0.064--0.036]\'','\'(-0.036-0.064]\'','\'(0.064-0.086]\'','\'(0.086-0.114]\'','\'(0.114-inf)\''} @attribute SFC_res_effective {'\'(-inf-1.3915]\'','\'(1.3915-1.7535]\'','\'(1.7535-1.9155]\'','\'(1.9155-2.0365]\'','\'(2.0365-2.1685]\'','\'(2.1685-2.2825]\'','\'(2.2825-inf)\''} @attribute SFC_sf_res_low {'\'(-inf-7.25]\'','\'(7.25-7.995]\'','\'(7.995-19.645]\'','\'(19.645-31.885]\'','\'(31.885-51.375]\'','\'(51.375-83.885]\'','\'(83.885-inf)\''} @attribute SFC_sf_res_high {'\'(-inf-1.205]\'','\'(1.205-1.215]\'','\'(1.215-1.405]\'','\'(1.405-1.945]\'','\'(1.945-2.105]\'','\'(2.105-2.305]\'','\'(2.305-2.425]\'','\'(2.425-2.665]\'','\'(2.665-2.875]\'','\'(2.875-2.955]\'','\'(2.955-inf)\''} @attribute PDB_Resolution {'\'(-inf-1.205]\'','\'(1.205-1.215]\'','\'(1.215-1.225]\'','\'(1.225-1.235]\'','\'(1.235-1.465]\'','\'(1.465-1.995]\'','\'(1.995-2.185]\'','\'(2.185-2.365]\'','\'(2.365-2.685]\'','\'(2.685-2.895]\'','\'(2.895-2.995]\'','\'(2.995-inf)\''} @attribute SFC_rfact_all_refl {'\'(-inf-0.15865]\'','\'(0.15865-0.20995]\'','\'(0.20995-0.22455]\'','\'(0.22455-0.23975]\'','\'(0.23975-0.25385]\'','\'(0.25385-0.27115]\'','\'(0.27115-0.28685]\'','\'(0.28685-0.31665]\'','\'(0.31665-0.37965]\'','\'(0.37965-inf)\''} @attribute SFC_correlation {'\'(-inf-0.75545]\'','\'(0.75545-0.83535]\'','\'(0.83535-0.85915]\'','\'(0.85915-0.88005]\'','\'(0.88005-0.90315]\'','\'(0.90315-0.92435]\'','\'(0.92435-0.93835]\'','\'(0.93835-0.96495]\'','\'(0.96495-inf)\''} @attribute SFC_rfact_2sigma {'\'(-inf-0.15755]\'','\'(0.15755-0.22155]\'','\'(0.22155-0.23355]\'','\'(0.23355-0.25545]\'','\'(0.25545-0.26695]\'','\'(0.26695-0.28905]\'','\'(0.28905-0.3258]\'','\'(0.3258-0.3948]\'','\'(0.3948-inf)\''} @attribute SFC_correlation_2sigma {'\'(-inf-0.78715]\'','\'(0.78715-0.83925]\'','\'(0.83925-0.86835]\'','\'(0.86835-0.89505]\'','\'(0.89505-0.90635]\'','\'(0.90635-0.92155]\'','\'(0.92155-0.96155]\'','\'(0.96155-inf)\''} @attribute PDB_RWork {'\'(-inf-0.1405]\'','\'(0.1405-0.1875]\'','\'(0.1875-0.2015]\'','\'(0.2015-0.2145]\'','\'(0.2145-0.2275]\'','\'(0.2275-0.2415]\'','\'(0.2415-0.2625]\'','\'(0.2625-inf)\''} @attribute SFC_rwork_recomp {'\'(-inf-0.1445]\'','\'(0.1445-0.1605]\'','\'(0.1605-0.2045]\'','\'(0.2045-0.2225]\'','\'(0.2225-0.2405]\'','\'(0.2405-0.2545]\'','\'(0.2545-0.2655]\'','\'(0.2655-0.2855]\'','\'(0.2855-0.3235]\'','\'(0.3235-0.3935]\'','\'(0.3935-inf)\''} @attribute SFC_rwork_recomp_diff {'\'(-inf--0.0105]\'','\'(-0.0105--0.0035]\'','\'(-0.0035-0.0005]\'','\'(0.0005-0.0045]\'','\'(0.0045-0.0185]\'','\'(0.0185-0.0265]\'','\'(0.0265-0.0395]\'','\'(0.0395-0.0505]\'','\'(0.0505-0.0655]\'','\'(0.0655-0.0925]\'','\'(0.0925-0.1435]\'','\'(0.1435-inf)\''} @attribute PDB_RFree {'\'(-inf-0.1685]\'','\'(0.1685-0.2205]\'','\'(0.2205-0.2425]\'','\'(0.2425-0.2625]\'','\'(0.2625-0.2825]\'','\'(0.2825-0.3075]\'','\'(0.3075-inf)\''} @attribute SFC_rfree_recomp {'\'(-inf-0.1515]\'','\'(0.1515-0.1915]\'','\'(0.1915-0.2525]\'','\'(0.2525-0.2715]\'','\'(0.2715-0.2915]\'','\'(0.2915-0.3145]\'','\'(0.3145-0.3275]\'','\'(0.3275-0.3585]\'','\'(0.3585-0.4255]\'','\'(0.4255-inf)\''} @attribute SFC_rfree_recomp_diff {'\'(-inf--0.0445]\'','\'(-0.0445-0.0025]\'','\'(0.0025-0.0175]\'','\'(0.0175-0.0285]\'','\'(0.0285-0.0475]\'','\'(0.0475-0.0645]\'','\'(0.0645-0.0825]\'','\'(0.0825-0.1295]\'','\'(0.1295-inf)\''} @attribute PDB_Rdiff {'\'(-inf-0.0055]\'','\'(0.0055-0.0115]\'','\'(0.0115-0.0405]\'','\'(0.0405-0.0505]\'','\'(0.0505-0.0585]\'','\'(0.0585-0.0635]\'','\'(0.0635-0.0745]\'','\'(0.0745-0.0895]\'','\'(0.0895-inf)\''} @attribute SFC_rdiff_recomp {'\'(-inf--0.0575]\'','\'(-0.0575--0.0405]\'','\'(-0.0405--0.0095]\'','\'(-0.0095-0.0115]\'','\'(0.0115-0.0195]\'','\'(0.0195-0.0365]\'','\'(0.0365-0.0445]\'','\'(0.0445-0.0565]\'','\'(0.0565-0.0635]\'','\'(0.0635-0.0765]\'','\'(0.0765-0.0895]\'','\'(0.0895-inf)\''} @attribute SFC_rdiff_recomp_diff {'\'(-inf--0.0705]\'','\'(-0.0705--0.0095]\'','\'(-0.0095--0.0045]\'','\'(-0.0045-0.0045]\'','\'(0.0045-0.0075]\'','\'(0.0075-0.0105]\'','\'(0.0105-0.0165]\'','\'(0.0165-inf)\''} @attribute PDB_Rfrac {'\'(-inf-0.050575]\'','\'(0.050575-0.099278]\'','\'(0.099278-0.262899]\'','\'(0.262899-0.317961]\'','\'(0.317961-0.415047]\'','\'(0.415047-0.554485]\'','\'(0.554485-inf)\''} @attribute SFC_rfrac_recomp {'\'(-inf--0.191733]\'','\'(-0.191733--0.151763]\'','\'(-0.151763-0.056114]\'','\'(0.056114-0.08507]\'','\'(0.08507-0.262471]\'','\'(0.262471-0.312368]\'','\'(0.312368-0.396618]\'','\'(0.396618-inf)\''} @attribute SFC_rfrac_recomp_diff {'\'(-inf--0.144649]\'','\'(-0.144649--0.069946]\'','\'(-0.069946--0.032237]\'','\'(-0.032237-0.009606]\'','\'(0.009606-0.033049]\'','\'(0.033049-0.052693]\'','\'(0.052693-inf)\''} @attribute B_mean_u_all {'\'(-inf-0.37975]\'','\'(0.37975-0.39905]\'','\'(0.39905-0.60095]\'','\'(0.60095-0.66475]\'','\'(0.66475-0.73055]\'','\'(0.73055-0.78885]\'','\'(0.78885-0.89155]\'','\'(0.89155-inf)\''} @attribute B_mean_u_amino {'\'(-inf-0.37535]\'','\'(0.37535-0.58905]\'','\'(0.58905-0.66685]\'','\'(0.66685-0.78845]\'','\'(0.78845-0.892]\'','\'(0.892-inf)\''} @attribute B_mean_u_main {'\'(-inf-0.333]\'','\'(0.333-0.36265]\'','\'(0.36265-0.59685]\'','\'(0.59685-0.70045]\'','\'(0.70045-0.73855]\'','\'(0.73855-0.79355]\'','\'(0.79355-0.88265]\'','\'(0.88265-inf)\''} @attribute B_mean_u_side {'\'(-inf-0.38475]\'','\'(0.38475-0.60845]\'','\'(0.60845-0.75375]\'','\'(0.75375-0.81945]\'','\'(0.81945-0.88945]\'','\'(0.88945-inf)\''} @attribute B_mean_u_water {'\'(-inf-0.4272]\'','\'(0.4272-0.47525]\'','\'(0.47525-0.53205]\'','\'(0.53205-0.68195]\'','\'(0.68195-0.73145]\'','\'(0.73145-0.77375]\'','\'(0.77375-0.80625]\'','\'(0.80625-0.87125]\'','\'(0.87125-0.9627]\'','\'(0.9627-inf)\''} @attribute B_stdev_u_all {'\'(-inf-0.02925]\'','\'(0.02925-0.05015]\'','\'(0.05015-0.06565]\'','\'(0.06565-0.07385]\'','\'(0.07385-0.11375]\'','\'(0.11375-0.13395]\'','\'(0.13395-0.15125]\'','\'(0.15125-0.17605]\'','\'(0.17605-0.19425]\'','\'(0.19425-inf)\''} @attribute B_stdev_u_amino {'\'(-inf-0.02115]\'','\'(0.02115-0.03895]\'','\'(0.03895-0.06015]\'','\'(0.06015-0.10965]\'','\'(0.10965-0.12795]\'','\'(0.12795-0.14795]\'','\'(0.14795-0.18035]\'','\'(0.18035-0.195]\'','\'(0.195-inf)\''} @attribute B_stdev_u_main {'\'(-inf-0.03175]\'','\'(0.03175-0.03975]\'','\'(0.03975-0.05135]\'','\'(0.05135-0.08855]\'','\'(0.08855-0.11355]\'','\'(0.11355-0.14455]\'','\'(0.14455-0.17125]\'','\'(0.17125-inf)\''} @attribute B_stdev_u_side {'\'(-inf-0.0262]\'','\'(0.0262-0.03835]\'','\'(0.03835-0.06485]\'','\'(0.06485-0.07685]\'','\'(0.07685-0.11765]\'','\'(0.11765-0.12875]\'','\'(0.12875-0.14865]\'','\'(0.14865-0.16975]\'','\'(0.16975-0.19995]\'','\'(0.19995-inf)\''} @attribute B_stdev_u_water {'\'(-inf-0.02065]\'','\'(0.02065-0.04895]\'','\'(0.04895-0.05765]\'','\'(0.05765-0.07395]\'','\'(0.07395-0.11215]\'','\'(0.11215-0.12295]\'','\'(0.12295-0.13755]\'','\'(0.13755-0.16005]\'','\'(0.16005-inf)\''} @attribute B_CV_u_all {'\'(-inf-0.073614]\'','\'(0.073614-0.112875]\'','\'(0.112875-0.147647]\'','\'(0.147647-0.231272]\'','\'(0.231272-0.274961]\'','\'(0.274961-0.307823]\'','\'(0.307823-0.374625]\'','\'(0.374625-inf)\''} @attribute B_CV_u_amino {'\'(-inf-0.030291]\'','\'(0.030291-0.050742]\'','\'(0.050742-0.09468]\'','\'(0.09468-0.123973]\'','\'(0.123973-0.222845]\'','\'(0.222845-0.245847]\'','\'(0.245847-0.29978]\'','\'(0.29978-inf)\''} @attribute B_CV_u_main {'\'(-inf-0.023265]\'','\'(0.023265-0.055885]\'','\'(0.055885-0.094223]\'','\'(0.094223-0.118998]\'','\'(0.118998-0.212917]\'','\'(0.212917-0.236564]\'','\'(0.236564-0.289305]\'','\'(0.289305-inf)\''} @attribute B_CV_u_side {'\'(-inf-0.031131]\'','\'(0.031131-0.053265]\'','\'(0.053265-0.104514]\'','\'(0.104514-0.132628]\'','\'(0.132628-0.224112]\'','\'(0.224112-0.253083]\'','\'(0.253083-0.280557]\'','\'(0.280557-0.373625]\'','\'(0.373625-inf)\''} @attribute B_CV_u_water {'\'(-inf-0.027247]\'','\'(0.027247-0.060701]\'','\'(0.060701-0.080835]\'','\'(0.080835-0.103059]\'','\'(0.103059-0.124263]\'','\'(0.124263-0.191097]\'','\'(0.191097-0.228219]\'','\'(0.228219-0.265279]\'','\'(0.265279-inf)\''} @attribute B_frac_delta_u {'\'(-inf--0.307349]\'','\'(-0.307349--0.19974]\'','\'(-0.19974--0.124823]\'','\'(-0.124823-0.068702]\'','\'(0.068702-0.131045]\'','\'(0.131045-0.191036]\'','\'(0.191036-0.309825]\'','\'(0.309825-inf)\''} @attribute B_frac_delta_u_pos {'\'(-inf-0.068702]\'','\'(0.068702-0.131045]\'','\'(0.131045-0.191036]\'','\'(0.191036-0.309825]\'','\'(0.309825-inf)\''} @attribute B_frac_delta_u_neg {'\'(-inf--0.307349]\'','\'(-0.307349--0.227609]\'','\'(-0.227609--0.124823]\'','\'(-0.124823--0.000031]\'','\'(-0.000031-inf)\''} @attribute B_frac_delta_u_abs {'\'(-inf-0.123571]\'','\'(0.123571-0.191036]\'','\'(0.191036-0.314813]\'','\'(0.314813-0.444147]\'','\'(0.444147-inf)\''} @attribute B_ratio_u_means {'\'(-inf-0.822328]\'','\'(0.822328-0.8869]\'','\'(0.8869-0.906445]\'','\'(0.906445-0.972127]\'','\'(0.972127-0.981131]\'','\'(0.981131-0.99799]\'','\'(0.99799-1.010013]\'','\'(1.010013-1.021171]\'','\'(1.021171-inf)\''} @attribute B_ratio_u_stdevs {'\'(-inf-0.485624]\'','\'(0.485624-0.59844]\'','\'(0.59844-0.738311]\'','\'(0.738311-0.967988]\'','\'(0.967988-1.030726]\'','\'(1.030726-inf)\''} @attribute WC_per_buried_B {'\'(-inf-0.195]\'','\'(0.195-inf)\''} @attribute WC_avg_B_bond_diff {'\'(-inf-0.135]\'','\'(0.135-0.185]\'','\'(0.185-0.465]\'','\'(0.465-1.555]\'','\'(1.555-4.965]\'','\'(4.965-5.855]\'','\'(5.855-inf)\''} @attribute WC_rms_B_bond_diff {'\'(-inf-0.135]\'','\'(0.135-0.215]\'','\'(0.215-0.695]\'','\'(0.695-1.155]\'','\'(1.155-1.965]\'','\'(1.965-2.105]\'','\'(2.105-3.015]\'','\'(3.015-6.195]\'','\'(6.195-8.505]\'','\'(8.505-inf)\''} @attribute WC_rms_B_z {'\'(-inf-0.4165]\'','\'(0.4165-0.5945]\'','\'(0.5945-1.1925]\'','\'(1.1925-1.4905]\'','\'(1.4905-2.0815]\'','\'(2.0815-inf)\''} @attribute SFC_B_mean {'\'(-inf-12.325]\'','\'(12.325-29.895]\'','\'(29.895-44.055]\'','\'(44.055-49.775]\'','\'(49.775-61.215]\'','\'(61.215-inf)\''} @attribute SFC_B_stddev {'\'(-inf-4.115]\'','\'(4.115-5.265]\'','\'(5.265-6.175]\'','\'(6.175-10.455]\'','\'(10.455-12.725]\'','\'(12.725-15.785]\'','\'(15.785-20.615]\'','\'(20.615-22.995]\'','\'(22.995-inf)\''} @attribute SFC_B_Wilson {'\'(-inf-15.83]\'','\'(15.83-21.835]\'','\'(21.835-34.995]\'','\'(34.995-46.155]\'','\'(46.155-52.005]\'','\'(52.005-63.715]\'','\'(63.715-inf)\''} @attribute SFC_Boveral {'\'(-inf-19.104]\'','\'(19.104-30.739]\'','\'(30.739-36.1995]\'','\'(36.1995-40.4565]\'','\'(40.4565-46.3825]\'','\'(46.3825-51.4315]\'','\'(51.4315-inf)\''} @attribute SFC_B_Patterson {'\'(-inf-18.175]\'','\'(18.175-30.425]\'','\'(30.425-33.095]\'','\'(33.095-35.655]\'','\'(35.655-40.255]\'','\'(40.255-43.975]\'','\'(43.975-48.12]\'','\'(48.12-inf)\''} @attribute SFC_B_Patterson_diff {'\'(-inf--11.95]\'','\'(-11.95--8.435]\'','\'(-8.435--5.115]\'','\'(-5.115--3.385]\'','\'(-3.385--2.245]\'','\'(-2.245--0.495]\'','\'(-0.495-0.335]\'','\'(0.335-4.735]\'','\'(4.735-inf)\''} @attribute PDB_ratio_water_amino {'\'(-inf-0.003997]\'','\'(0.003997-0.015288]\'','\'(0.015288-0.028413]\'','\'(0.028413-0.055907]\'','\'(0.055907-0.151277]\'','\'(0.151277-0.202926]\'','\'(0.202926-0.25568]\'','\'(0.25568-inf)\''} @attribute PDB_ratio_hydrogen_amino {'\'(-inf-0.031077]\'','\'(0.031077-0.077785]\'','\'(0.077785-inf)\''} @attribute SFC_ratio_atoms_water_total {'\'(-inf-0.003993]\'','\'(0.003993-0.013603]\'','\'(0.013603-0.026757]\'','\'(0.026757-0.052278]\'','\'(0.052278-0.073375]\'','\'(0.073375-0.12712]\'','\'(0.12712-0.175057]\'','\'(0.175057-0.199111]\'','\'(0.199111-inf)\''} @attribute ProSA_fracdelta_en_combined {'\'(-inf--1.321287]\'','\'(-1.321287--0.906629]\'','\'(-0.906629-0.261836]\'','\'(0.261836-0.553077]\'','\'(0.553077-0.63647]\'','\'(0.63647-1.386154]\'','\'(1.386154-inf)\''} @attribute ProSA_fracdelta_en_surface {'\'(-inf-0.321356]\'','\'(0.321356-0.790951]\'','\'(0.790951-1.217318]\'','\'(1.217318-2.238576]\'','\'(2.238576-2.632911]\'','\'(2.632911-inf)\''} @attribute ProSA_fracdelta_en_pair {'\'(-inf-0.714292]\'','\'(0.714292-1.467547]\'','\'(1.467547-3.743917]\'','\'(3.743917-inf)\''} @attribute ProSA_fracdelta_z_combined {'\'(-inf--0.459124]\'','\'(-0.459124--0.381013]\'','\'(-0.381013--0.242161]\'','\'(-0.242161-0.11318]\'','\'(0.11318-0.211126]\'','\'(0.211126-0.351393]\'','\'(0.351393-0.771129]\'','\'(0.771129-0.870658]\'','\'(0.870658-inf)\''} @attribute ProSA_fracdelta_z_surface {'\'(-inf--0.631829]\'','\'(-0.631829--0.335511]\'','\'(-0.335511--0.269305]\'','\'(-0.269305-0.162844]\'','\'(0.162844-0.438491]\'','\'(0.438491-0.969639]\'','\'(0.969639-0.97124]\'','\'(0.97124-0.972168]\'','\'(0.972168-0.975277]\'','\'(0.975277-1.025846]\'','\'(1.025846-1.128998]\'','\'(1.128998-1.131599]\'','\'(1.131599-1.158595]\'','\'(1.158595-1.163413]\'','\'(1.163413-inf)\''} @attribute ProSA_fracdelta_z_pair {'\'(-inf--0.645653]\'','\'(-0.645653--0.487271]\'','\'(-0.487271--0.369533]\'','\'(-0.369533--0.19034]\'','\'(-0.19034-0.051429]\'','\'(0.051429-0.124419]\'','\'(0.124419-0.320263]\'','\'(0.320263-0.560206]\'','\'(0.560206-0.684536]\'','\'(0.684536-inf)\''} @attribute V3D_fracdelta_quality {'\'(-inf--0.626775]\'','\'(-0.626775--0.309364]\'','\'(-0.309364--0.242825]\'','\'(-0.242825--0.128108]\'','\'(-0.128108--0.047508]\'','\'(-0.047508-0.19561]\'','\'(0.19561-0.339057]\'','\'(0.339057-inf)\''} @attribute Errat_qual_rem {'\'(-inf-0.082]\'','\'(0.082-5.453]\'','\'(5.453-7.5885]\'','\'(7.5885-10.984]\'','\'(10.984-15.1155]\'','\'(15.1155-17.101]\'','\'(17.101-27.3815]\'','\'(27.3815-inf)\''} @attribute WC_in_out_z {'\'(-inf-0.8685]\'','\'(0.8685-0.9215]\'','\'(0.9215-1.0335]\'','\'(1.0335-1.0755]\'','\'(1.0755-1.0915]\'','\'(1.0915-1.2315]\'','\'(1.2315-1.253]\'','\'(1.253-inf)\''} @attribute WC_pack_avg {'\'(-inf--1.735]\'','\'(-1.735--1.3035]\'','\'(-1.3035--1.1145]\'','\'(-1.1145--1.0045]\'','\'(-1.0045--0.9095]\'','\'(-0.9095--0.8415]\'','\'(-0.8415--0.5785]\'','\'(-0.5785--0.2725]\'','\'(-0.2725--0.1135]\'','\'(-0.1135-0.2815]\'','\'(0.2815-0.5495]\'','\'(0.5495-inf)\''} @attribute MP_molprobity_score {'\'(-inf-1.745143]\'','\'(1.745143-2.049613]\'','\'(2.049613-2.254398]\'','\'(2.254398-2.574527]\'','\'(2.574527-2.845201]\'','\'(2.845201-3.166475]\'','\'(3.166475-3.459326]\'','\'(3.459326-3.67056]\'','\'(3.67056-inf)\''} @attribute MP_rama_outliers {'\'(-inf-0.02]\'','\'(0.02-0.05]\'','\'(0.05-0.065]\'','\'(0.065-0.295]\'','\'(0.295-0.485]\'','\'(0.485-0.615]\'','\'(0.615-0.905]\'','\'(0.905-1.445]\'','\'(1.445-2.085]\'','\'(2.085-3.475]\'','\'(3.475-inf)\''} @attribute MP_rama_unfavored {'\'(-inf-0.12]\'','\'(0.12-1.105]\'','\'(1.105-2.775]\'','\'(2.775-3.505]\'','\'(3.505-4.535]\'','\'(4.535-5.205]\'','\'(5.205-6.475]\'','\'(6.475-9.375]\'','\'(9.375-13.2]\'','\'(13.2-inf)\''} @attribute PC_per_rama_labelled {'\'(-inf-0.000773]\'','\'(0.000773-0.015587]\'','\'(0.015587-0.021608]\'','\'(0.021608-0.030807]\'','\'(0.030807-0.042003]\'','\'(0.042003-0.052166]\'','\'(0.052166-0.086616]\'','\'(0.086616-inf)\''} @attribute PC_per_rama_disfavored {'\'(-inf-0.15]\'','\'(0.15-1.25]\'','\'(1.25-2.25]\'','\'(2.25-3.65]\'','\'(3.65-5.85]\'','\'(5.85-10.85]\'','\'(10.85-12.55]\'','\'(12.55-13.95]\'','\'(13.95-15.85]\'','\'(15.85-18.65]\'','\'(18.65-24.75]\'','\'(24.75-inf)\''} @attribute PC_per_rama_ungenerous {'\'(-inf-0.05]\'','\'(0.05-0.55]\'','\'(0.55-0.75]\'','\'(0.75-1.25]\'','\'(1.25-1.55]\'','\'(1.55-1.85]\'','\'(1.85-2.45]\'','\'(2.45-3.55]\'','\'(3.55-inf)\''} @attribute PC_per_rama_disallow {'\'(-inf-0.05]\'','\'(0.05-0.45]\'','\'(0.45-0.55]\'','\'(0.55-0.95]\'','\'(0.95-1.55]\'','\'(1.55-inf)\''} @attribute WC_rama_z {'\'(-inf--4.91]\'','\'(-4.91--3.8555]\'','\'(-3.8555--3.1805]\'','\'(-3.1805--2.3735]\'','\'(-2.3735--1.7315]\'','\'(-1.7315--1.4475]\'','\'(-1.4475--0.7955]\'','\'(-0.7955-0.8275]\'','\'(0.8275-1.4505]\'','\'(1.4505-3.1895]\'','\'(3.1895-inf)\''} @attribute WC_back_z {'\'(-inf--2.2965]\'','\'(-2.2965--1.2465]\'','\'(-1.2465--0.9305]\'','\'(-0.9305-1.0095]\'','\'(1.0095-1.2775]\'','\'(1.2775-1.8205]\'','\'(1.8205-inf)\''} @attribute TAP_remainder {'\'(-inf-0.13715]\'','\'(0.13715-0.15755]\'','\'(0.15755-0.19435]\'','\'(0.19435-0.20305]\'','\'(0.20305-0.21385]\'','\'(0.21385-0.22515]\'','\'(0.22515-0.23885]\'','\'(0.23885-0.26005]\'','\'(0.26005-inf)\''} @attribute MP_rotamers {'\'(-inf-0.145]\'','\'(0.145-0.735]\'','\'(0.735-2.725]\'','\'(2.725-3.845]\'','\'(3.845-4.915]\'','\'(4.915-7.535]\'','\'(7.535-9.945]\'','\'(9.945-13.585]\'','\'(13.585-15.99]\'','\'(15.99-inf)\''} @attribute PC_per_rota_labelled {'\'(-inf-0.001318]\'','\'(0.001318-0.006417]\'','\'(0.006417-0.009658]\'','\'(0.009658-0.020396]\'','\'(0.020396-0.02771]\'','\'(0.02771-0.036538]\'','\'(0.036538-0.046968]\'','\'(0.046968-0.063697]\'','\'(0.063697-inf)\''} @attribute PC_stdv_chi1gminus {'\'(-inf-3.45]\'','\'(3.45-5.05]\'','\'(5.05-6.95]\'','\'(6.95-12.25]\'','\'(12.25-13.75]\'','\'(13.75-15.55]\'','\'(15.55-17.25]\'','\'(17.25-19.85]\'','\'(19.85-21.55]\'','\'(21.55-25.05]\'','\'(25.05-28.15]\'','\'(28.15-inf)\''} @attribute PC_stdv_chi1trans {'\'(-inf-6.65]\'','\'(6.65-8.05]\'','\'(8.05-9.45]\'','\'(9.45-12.25]\'','\'(12.25-13.65]\'','\'(13.65-14.65]\'','\'(14.65-16.05]\'','\'(16.05-16.95]\'','\'(16.95-18.75]\'','\'(18.75-21.75]\'','\'(21.75-inf)\''} @attribute PC_stdv_chi1gplus {'\'(-inf-6.65]\'','\'(6.65-7.45]\'','\'(7.45-8.55]\'','\'(8.55-11.45]\'','\'(11.45-12.55]\'','\'(12.55-13.55]\'','\'(13.55-14.85]\'','\'(14.85-16.15]\'','\'(16.15-17.15]\'','\'(17.15-19.65]\'','\'(19.65-inf)\''} @attribute PC_stdv_chi1pooled {'\'(-inf-7.55]\'','\'(7.55-8.75]\'','\'(8.75-11.25]\'','\'(11.25-12.15]\'','\'(12.15-13.35]\'','\'(13.35-14.35]\'','\'(14.35-15.55]\'','\'(15.55-18.25]\'','\'(18.25-20.25]\'','\'(20.25-inf)\''} @attribute PC_stdv_chi2trans {'\'(-inf-7.25]\'','\'(7.25-13.95]\'','\'(13.95-14.85]\'','\'(14.85-15.95]\'','\'(15.95-17.95]\'','\'(17.95-19.95]\'','\'(19.95-20.75]\'','\'(20.75-24.15]\'','\'(24.15-inf)\''} @attribute WC_rota_z {'\'(-inf--6.0745]\'','\'(-6.0745--4.8905]\'','\'(-4.8905--4.2225]\'','\'(-4.2225--3.7065]\'','\'(-3.7065--3.0365]\'','\'(-3.0365--2.4825]\'','\'(-2.4825--1.8555]\'','\'(-1.8555--1.5805]\'','\'(-1.5805-0.842]\'','\'(0.842-1.3665]\'','\'(1.3665-2.449]\'','\'(2.449-inf)\''} @attribute WC_Vm_obs {'\'(-inf-1.8695]\'','\'(1.8695-2.2015]\'','\'(2.2015-2.6945]\'','\'(2.6945-3.7805]\'','\'(3.7805-4.2995]\'','\'(4.2995-5.2905]\'','\'(5.2905-5.4175]\'','\'(5.4175-10.4]\'','\'(10.4-inf)\''} @attribute SFC_vol_not_model {'\'(-inf-3.3]\'','\'(3.3-6.05]\'','\'(6.05-15.65]\'','\'(15.65-22.95]\'','\'(22.95-39.05]\'','\'(39.05-49.55]\'','\'(49.55-63.85]\'','\'(63.85-69.95]\'','\'(69.95-70.75]\'','\'(70.75-inf)\''} @attribute SFC_matthews {'\'(-inf-1.535]\'','\'(1.535-1.785]\'','\'(1.785-2.495]\'','\'(2.495-3.085]\'','\'(3.085-3.975]\'','\'(3.975-5.165]\'','\'(5.165-5.305]\'','\'(5.305-inf)\''} @attribute SFC_solv_content {'\'(-inf-19.445]\'','\'(19.445-31.055]\'','\'(31.055-50.245]\'','\'(50.245-59.865]\'','\'(59.865-68.785]\'','\'(68.785-76.02]\'','\'(76.02-76.665]\'','\'(76.665-inf)\''} @attribute PC_per_planar_outside {'\'(-inf-4.65]\'','\'(4.65-12.15]\'','\'(12.15-inf)\''} @attribute WC_planar_z {'\'(-inf-0.0915]\'','\'(0.0915-0.2015]\'','\'(0.2015-0.4005]\'','\'(0.4005-0.8605]\'','\'(0.8605-1.3555]\'','\'(1.3555-2.2025]\'','\'(2.2025-inf)\''} @attribute PC_stdv_omega {'\'(-inf-0.95]\'','\'(0.95-1.15]\'','\'(1.15-1.55]\'','\'(1.55-2.65]\'','\'(2.65-3.25]\'','\'(3.25-4.35]\'','\'(4.35-4.75]\'','\'(4.75-6.45]\'','\'(6.45-6.85]\'','\'(6.85-7.15]\'','\'(7.15-8.65]\'','\'(8.65-15.15]\'','\'(15.15-inf)\''} @attribute WC_omega_stdev {'\'(-inf-0.9475]\'','\'(0.9475-1.1085]\'','\'(1.1085-1.5775]\'','\'(1.5775-2.8735]\'','\'(2.8735-3.886]\'','\'(3.886-4.3815]\'','\'(4.3815-4.8335]\'','\'(4.8335-6.4915]\'','\'(6.4915-6.9085]\'','\'(6.9085-7.1265]\'','\'(7.1265-7.5255]\'','\'(7.5255-8.5755]\'','\'(8.5755-inf)\''} @attribute PC_stdv_zeta {'\'(-inf-0.65]\'','\'(0.65-0.75]\'','\'(0.75-0.85]\'','\'(0.85-1.05]\'','\'(1.05-1.45]\'','\'(1.45-1.55]\'','\'(1.55-1.95]\'','\'(1.95-2.05]\'','\'(2.05-2.25]\'','\'(2.25-2.65]\'','\'(2.65-2.75]\'','\'(2.75-inf)\''} @attribute WC_rms_improper_z {'\'(-inf-0.3985]\'','\'(0.3985-0.4985]\'','\'(0.4985-0.5965]\'','\'(0.5965-0.6275]\'','\'(0.6275-0.8375]\'','\'(0.8375-0.9755]\'','\'(0.9755-1.1365]\'','\'(1.1365-1.6415]\'','\'(1.6415-2.318]\'','\'(2.318-inf)\''} @attribute WC_chiral_dev {'\'(-inf-0.3715]\'','\'(0.3715-0.3995]\'','\'(0.3995-0.5345]\'','\'(0.5345-0.6195]\'','\'(0.6195-0.7195]\'','\'(0.7195-1.1385]\'','\'(1.1385-1.3175]\'','\'(1.3175-1.6835]\'','\'(1.6835-2.0595]\'','\'(2.0595-inf)\''} @attribute PC_per_mcbl_outside {'\'(-inf-0.15]\'','\'(0.15-0.25]\'','\'(0.25-1.35]\'','\'(1.35-9.05]\'','\'(9.05-inf)\''} @attribute WC_rms_BL_dev {'\'(-inf-0.0045]\'','\'(0.0045-0.0055]\'','\'(0.0055-0.0065]\'','\'(0.0065-0.0075]\'','\'(0.0075-0.0085]\'','\'(0.0085-0.0205]\'','\'(0.0205-0.0305]\'','\'(0.0305-0.0375]\'','\'(0.0375-inf)\''} @attribute WC_rms_BL_z {'\'(-inf-0.2225]\'','\'(0.2225-0.2725]\'','\'(0.2725-0.2955]\'','\'(0.2955-0.3415]\'','\'(0.3415-0.3975]\'','\'(0.3975-0.7495]\'','\'(0.7495-1.2185]\'','\'(1.2185-1.597]\'','\'(1.597-inf)\''} @attribute PC_per_mcba_outside {'\'(-inf-0.05]\'','\'(0.05-1.55]\'','\'(1.55-1.85]\'','\'(1.85-3.35]\'','\'(3.35-7.65]\'','\'(7.65-9.85]\'','\'(9.85-inf)\''} @attribute WC_rms_BA_dev {'\'(-inf-0.8325]\'','\'(0.8325-0.9825]\'','\'(0.9825-1.4225]\'','\'(1.4225-1.7355]\'','\'(1.7355-2.519]\'','\'(2.519-inf)\''} @attribute WC_rms_BA_z {'\'(-inf-0.4205]\'','\'(0.4205-0.4875]\'','\'(0.4875-0.6345]\'','\'(0.6345-0.7265]\'','\'(0.7265-0.8415]\'','\'(0.8415-1.0365]\'','\'(1.0365-1.3435]\'','\'(1.3435-1.3755]\'','\'(1.3755-2.046]\'','\'(2.046-inf)\''} @attribute MP_cbetadev {'\'(-inf-0.5]\'','\'(0.5-6.5]\'','\'(6.5-13.5]\'','\'(13.5-43.5]\'','\'(43.5-inf)\''} @attribute PC_max_dev {'\'(-inf-2.85]\'','\'(2.85-3.55]\'','\'(3.55-5.05]\'','\'(5.05-5.95]\'','\'(5.95-6.75]\'','\'(6.75-10.05]\'','\'(10.05-12.35]\'','\'(12.35-inf)\''} @attribute PC_bond_ratio {'\'(-inf-1.95]\'','\'(1.95-5.85]\'','\'(5.85-7.95]\'','\'(7.95-inf)\''} @attribute WC_rms_tau_z {'\'(-inf-0.6915]\'','\'(0.6915-0.7815]\'','\'(0.7815-1.0615]\'','\'(1.0615-1.5605]\'','\'(1.5605-1.6455]\'','\'(1.6455-1.8335]\'','\'(1.8335-2.112]\'','\'(2.112-inf)\''} @attribute MP_clashscore {'\'(-inf-2.458974]\'','\'(2.458974-7.715856]\'','\'(7.715856-11.898596]\'','\'(11.898596-15.044206]\'','\'(15.044206-23.057776]\'','\'(23.057776-29.750677]\'','\'(29.750677-38.84572]\'','\'(38.84572-52.28084]\'','\'(52.28084-65.256092]\'','\'(65.256092-inf)\''} @attribute PC_per_bad {'\'(-inf-0.05]\'','\'(0.05-3.15]\'','\'(3.15-4.85]\'','\'(4.85-6.25]\'','\'(6.25-16.45]\'','\'(16.45-19.45]\'','\'(19.45-26.85]\'','\'(26.85-40.35]\'','\'(40.35-138.3]\'','\'(138.3-234.2]\'','\'(234.2-inf)\''} @attribute WC_bump_total {'\'(-inf-0.2065]\'','\'(0.2065-0.6275]\'','\'(0.6275-1.4205]\'','\'(1.4205-8.7815]\'','\'(8.7815-13.7465]\'','\'(13.7465-17.807]\'','\'(17.807-22.277]\'','\'(22.277-33.696]\'','\'(33.696-45.15]\'','\'(45.15-inf)\''} @attribute WC_bump_per_res {'\'(-inf-0.0295]\'','\'(0.0295-0.0825]\'','\'(0.0825-0.1175]\'','\'(0.1175-0.1505]\'','\'(0.1505-0.1795]\'','\'(0.1795-0.2105]\'','\'(0.2105-0.2475]\'','\'(0.2475-0.3175]\'','\'(0.3175-0.428]\'','\'(0.428-inf)\''} @attribute WC_bump_num {'\'(-inf-2.5]\'','\'(2.5-5.5]\'','\'(5.5-11.5]\'','\'(11.5-19.5]\'','\'(19.5-96.5]\'','\'(96.5-146.5]\'','\'(146.5-180.5]\'','\'(180.5-257.5]\'','\'(257.5-372.5]\'','\'(372.5-inf)\''} @attribute WC_bump_squared {'\'(-inf-0.0125]\'','\'(0.0125-0.0685]\'','\'(0.0685-0.1645]\'','\'(0.1645-1.1325]\'','\'(1.1325-2.0935]\'','\'(2.0935-3.1365]\'','\'(3.1365-4.0295]\'','\'(4.0295-6.2195]\'','\'(6.2195-11.525]\'','\'(11.525-18.3995]\'','\'(18.3995-29.2]\'','\'(29.2-inf)\''} @attribute WC_bump_mildest {'\'(-inf-4.5]\'','\'(4.5-9.5]\'','\'(9.5-14.5]\'','\'(14.5-91.5]\'','\'(91.5-147.5]\'','\'(147.5-240.5]\'','\'(240.5-354.5]\'','\'(354.5-inf)\''} @attribute WC_bump_second {'\'(-inf-6.5]\'','\'(6.5-12.5]\'','\'(12.5-16.5]\'','\'(16.5-26.5]\'','\'(26.5-38.5]\'','\'(38.5-96.5]\'','\'(96.5-inf)\''} @attribute WC_bump_middle {'\'(-inf-0.5]\'','\'(0.5-1.5]\'','\'(1.5-3.5]\'','\'(3.5-5.5]\'','\'(5.5-9.5]\'','\'(9.5-20.5]\'','\'(20.5-inf)\''} @attribute WC_bump_fourth {'\'(-inf-0.5]\'','\'(0.5-1.5]\'','\'(1.5-2.5]\'','\'(2.5-3.5]\'','\'(3.5-8.5]\'','\'(8.5-inf)\''} @attribute WC_bump_worst {'\'(-inf-0.5]\'','\'(0.5-2.5]\'','\'(2.5-3.5]\'','\'(3.5-5.5]\'','\'(5.5-inf)\''} @attribute PC_stdv_hbond {'\'(-inf-0.45]\'','\'(0.45-0.55]\'','\'(0.55-0.65]\'','\'(0.65-0.75]\'','\'(0.75-0.85]\'','\'(0.85-0.95]\'','\'(0.95-inf)\''} @attribute WC_per_donors_buried {'\'(-inf-0.404851]\'','\'(0.404851-0.45678]\'','\'(0.45678-0.489716]\'','\'(0.489716-0.520963]\'','\'(0.520963-0.549378]\'','\'(0.549378-0.658122]\'','\'(0.658122-inf)\''} @attribute WC_per_acceptors_buried {'\'(-inf-0.319473]\'','\'(0.319473-0.34174]\'','\'(0.34174-0.364364]\'','\'(0.364364-0.39464]\'','\'(0.39464-0.421835]\'','\'(0.421835-0.504845]\'','\'(0.504845-0.637703]\'','\'(0.637703-inf)\''} @attribute WC_per_acceptors_no_H {'\'(-inf-0.703282]\'','\'(0.703282-0.87537]\'','\'(0.87537-0.949528]\'','\'(0.949528-0.989877]\'','\'(0.989877-1.043135]\'','\'(1.043135-1.087574]\'','\'(1.087574-1.293966]\'','\'(1.293966-1.397917]\'','\'(1.397917-inf)\''} @attribute WC_per_acceptors_ess_no_H {'\'(-inf-0.053623]\'','\'(0.053623-0.131147]\'','\'(0.131147-0.189128]\'','\'(0.189128-0.681818]\'','\'(0.681818-inf)\''} @attribute WC_per_acceptors_vpoor_H {'\'(-inf-0.059222]\'','\'(0.059222-0.078169]\'','\'(0.078169-0.114195]\'','\'(0.114195-0.149107]\'','\'(0.149107-0.174297]\'','\'(0.174297-0.19114]\'','\'(0.19114-0.222941]\'','\'(0.222941-0.315649]\'','\'(0.315649-inf)\''} @attribute WC_per_acceptors_poor_H {'\'(-inf-0.004641]\'','\'(0.004641-0.01532]\'','\'(0.01532-inf)\''} @attribute WC_per_donors_no_H {'\'(-inf-0.004902]\'','\'(0.004902-0.021181]\'','\'(0.021181-0.028998]\'','\'(0.028998-0.041747]\'','\'(0.041747-0.096294]\'','\'(0.096294-inf)\''} @attribute WC_per_donors_ess_no_H {'\'(-inf-0.014324]\'','\'(0.014324-0.070013]\'','\'(0.070013-0.087605]\'','\'(0.087605-0.145046]\'','\'(0.145046-0.714286]\'','\'(0.714286-inf)\''} @attribute WC_per_donors_vpoor_H {'\'(-inf-0.014506]\'','\'(0.014506-0.023834]\'','\'(0.023834-0.060563]\'','\'(0.060563-0.094606]\'','\'(0.094606-0.118793]\'','\'(0.118793-0.137012]\'','\'(0.137012-0.164298]\'','\'(0.164298-inf)\''} @attribute WC_per_donors_poor_H {'\'(-inf-0.004692]\'','\'(0.004692-0.014588]\'','\'(0.014588-inf)\''} @attribute SFC_min_est_error {'\'(-inf-0.00235]\'','\'(0.00235-0.00325]\'','\'(0.00325-0.03355]\'','\'(0.03355-0.04975]\'','\'(0.04975-0.07315]\'','\'(0.07315-0.1504]\'','\'(0.1504-0.3427]\'','\'(0.3427-inf)\''} @attribute SFC_max_est_error {'\'(-inf-0.03085]\'','\'(0.03085-0.09565]\'','\'(0.09565-0.11605]\'','\'(0.11605-0.15865]\'','\'(0.15865-0.22385]\'','\'(0.22385-0.3341]\'','\'(0.3341-0.7299]\'','\'(0.7299-1.22765]\'','\'(1.22765-inf)\''} @attribute SFC_diff_est_error {'\'(-inf--0.23335]\'','\'(-0.23335-0.00605]\'','\'(0.00605-0.01665]\'','\'(0.01665-0.07725]\'','\'(0.07725-0.08635]\'','\'(0.08635-0.12355]\'','\'(0.12355-0.17405]\'','\'(0.17405-0.22895]\'','\'(0.22895-0.2969]\'','\'(0.2969-0.61105]\'','\'(0.61105-inf)\''} @attribute SFC_DPI {'\'(-inf-0.02625]\'','\'(0.02625-0.04545]\'','\'(0.04545-0.13495]\'','\'(0.13495-0.19105]\'','\'(0.19105-0.24115]\'','\'(0.24115-0.32745]\'','\'(0.32745-0.41805]\'','\'(0.41805-inf)\''} @attribute SFC_Luzzati {'\'(-inf-0.13265]\'','\'(0.13265-0.21515]\'','\'(0.21515-0.25695]\'','\'(0.25695-0.30335]\'','\'(0.30335-0.33515]\'','\'(0.33515-0.37435]\'','\'(0.37435-0.44225]\'','\'(0.44225-0.5007]\'','\'(0.5007-inf)\''} @attribute SFC_displacement_stdev {'\'(-inf-0.06225]\'','\'(0.06225-0.11245]\'','\'(0.11245-0.12335]\'','\'(0.12335-0.13695]\'','\'(0.13695-0.14965]\'','\'(0.14965-0.17475]\'','\'(0.17475-0.19615]\'','\'(0.19615-0.2488]\'','\'(0.2488-inf)\''} @attribute SFC_Dens_mean {'\'(-inf-0.18775]\'','\'(0.18775-0.24295]\'','\'(0.24295-0.38195]\'','\'(0.38195-0.8387]\'','\'(0.8387-22.4977]\'','\'(22.4977-inf)\''} @attribute SFC_Dens_stdev {'\'(-inf-0.00505]\'','\'(0.00505-0.01855]\'','\'(0.01855-0.03815]\'','\'(0.03815-0.04485]\'','\'(0.04485-0.09065]\'','\'(0.09065-9.93015]\'','\'(9.93015-86.13165]\'','\'(86.13165-inf)\''} @attribute SFC_Dens_CV {'\'(-inf-0.082372]\'','\'(0.082372-0.170419]\'','\'(0.170419-0.201953]\'','\'(0.201953-0.257119]\'','\'(0.257119-1.945046]\'','\'(1.945046-7.269621]\'','\'(7.269621-inf)\''} @attribute SFC_real_space_corr {'\'(-inf-0.90145]\'','\'(0.90145-0.93915]\'','\'(0.93915-0.95435]\'','\'(0.95435-0.96245]\'','\'(0.96245-0.97045]\'','\'(0.97045-0.97975]\'','\'(0.97975-0.98585]\'','\'(0.98585-0.99415]\'','\'(0.99415-0.99535]\'','\'(0.99535-0.9976]\'','\'(0.9976-inf)\''} @attribute SFC_rstand_I {'\'(-inf-0.0165]\'','\'(0.0165-0.0845]\'','\'(0.0845-0.0925]\'','\'(0.0925-0.1215]\'','\'(0.1215-0.2025]\'','\'(0.2025-inf)\''} @attribute SFC_rstand_F {'\'(-inf-0.0055]\'','\'(0.0055-0.0205]\'','\'(0.0205-0.0795]\'','\'(0.0795-0.0905]\'','\'(0.0905-0.1355]\'','\'(0.1355-0.3935]\'','\'(0.3935-inf)\''} @attribute SFC_frac_refl_unacc {'\'(-inf-0.000006]\'','\'(0.000006-0.000012]\'','\'(0.000012-0.000039]\'','\'(0.000039-0.052094]\'','\'(0.052094-0.114981]\'','\'(0.114981-0.284555]\'','\'(0.284555-inf)\''} @attribute SFC_frac_refl_1sigma {'\'(-inf-0.540341]\'','\'(0.540341-0.837946]\'','\'(0.837946-0.955174]\'','\'(0.955174-0.974055]\'','\'(0.974055-0.999994]\'','\'(0.999994-1.986527]\'','\'(1.986527-inf)\''} @attribute SFC_frac_refl_3sigma {'\'(-inf-0.431172]\'','\'(0.431172-0.574344]\'','\'(0.574344-0.686319]\'','\'(0.686319-0.992526]\'','\'(0.992526-1.497098]\'','\'(1.497098-2.225171]\'','\'(2.225171-inf)\''} @attribute SFC_completeness {'\'(-inf-67.95]\'','\'(67.95-79.25]\'','\'(79.25-84.05]\'','\'(84.05-93.35]\'','\'(93.35-inf)\''} @attribute SFC_ani_ratio_1 {'\'(-inf-0.41225]\'','\'(0.41225-0.70105]\'','\'(0.70105-0.96075]\'','\'(0.96075-0.99945]\'','\'(0.99945-inf)\''} @attribute SFC_ani_ratio_2 {'\'(-inf-0.3272]\'','\'(0.3272-0.48525]\'','\'(0.48525-0.71975]\'','\'(0.71975-0.95425]\'','\'(0.95425-0.99935]\'','\'(0.99935-inf)\''} @attribute SFC_ani_ratio_3 {'\'(-inf-0.3492]\'','\'(0.3492-0.47015]\'','\'(0.47015-0.63365]\'','\'(0.63365-0.95975]\'','\'(0.95975-0.99945]\'','\'(0.99945-inf)\''} @attribute SFC_Padd {'\'(-inf-0.9835]\'','\'(0.9835-81.311]\'','\'(81.311-380.1975]\'','\'(380.1975-566.81]\'','\'(566.81-977.471]\'','\'(977.471-8630.453]\'','\'(8630.453-1572528]\'','\'(1572528-inf)\''} @attribute SFC_scale {'\'(-inf-0.2985]\'','\'(0.2985-0.5705]\'','\'(0.5705-0.7765]\'','\'(0.7765-0.9315]\'','\'(0.9315-1.0295]\'','\'(1.0295-1.2325]\'','\'(1.2325-12.1685]\'','\'(12.1685-39.5075]\'','\'(39.5075-inf)\''} @attribute SFC_Ks {'\'(-inf-0.3485]\'','\'(0.3485-0.5435]\'','\'(0.5435-0.6475]\'','\'(0.6475-0.7135]\'','\'(0.7135-0.7975]\'','\'(0.7975-0.8965]\'','\'(0.8965-inf)\''} @attribute SFC_Bs {'\'(-inf-146.2135]\'','\'(146.2135-182.4905]\'','\'(182.4905-249.461]\'','\'(249.461-249.87]\'','\'(249.87-249.9885]\'','\'(249.9885-250.0005]\'','\'(250.0005-250.0105]\'','\'(250.0105-250.0235]\'','\'(250.0235-250.0605]\'','\'(250.0605-250.0945]\'','\'(250.0945-250.1875]\'','\'(250.1875-250.592]\'','\'(250.592-251.0015]\'','\'(251.0015-445.981]\'','\'(445.981-inf)\''} @attribute PDBoutlier {'\'(-inf-0.2]\'','\'(0.2-0.4]\'','\'(0.4-0.6]\'','\'(0.6-0.8]\'','\'(0.8-inf)\''} @data Classifier Model JRIP rules: =========== (WC_bump_per_res = '(0.428-inf)') => PDBoutlier='(0.8-inf)' (444.0/64.0) (SFC_rwork_recomp = '(0.2855-0.3235]') and (WC_avg_B_bond_diff = '(1.555-4.965]') and (B_CV_u_amino = '(0.245847-0.29978]') => PDBoutlier='(0.8-inf)' (36.0/7.0) (SFC_Luzzati = '(0.5007-inf)') => PDBoutlier='(0.8-inf)' (659.0/289.0) (PDB_Vol_asym = '(14116.193901-22134.004466]') => PDBoutlier='(0.8-inf)' (607.0/269.0) (SFC_rfact_2sigma = '(0.28905-0.3258]') and (PC_per_bad = '(6.25-16.45]') and (WC_rms_B_bond_diff = '(3.015-6.195]') => PDBoutlier='(0.8-inf)' (69.0/27.0) (WC_bump_per_res = '(0.3175-0.428]') and (WC_bump_mildest = '(14.5-91.5]') => PDBoutlier='(0.8-inf)' (179.0/55.0) (WC_rms_BA_dev = '(1.7355-2.519]') and (SFC_Padd = '(81.311-380.1975]') and (PDB_Vol_asym = '(-inf-14116.193901]') => PDBoutlier='(0.8-inf)' (24.0/0.0) (PC_stdv_chi1pooled = '(15.55-18.25]') and (ProSA_fracdelta_z_combined = '(0.351393-0.771129]') => PDBoutlier='(0.8-inf)' (80.0/26.0) (WC_bump_per_res = '(0.2475-0.3175]') and (WC_bump_num = '(19.5-96.5]') and (WC_rms_improper_z = '(1.1365-1.6415]') => PDBoutlier='(0.8-inf)' (84.0/39.0) (PDB_Vol_asym = '(29352.23858-48327.705736]') and (SFC_Dens_mean = '(-inf-0.18775]') and (B_stdev_u_main = '(0.17125-inf)') => PDBoutlier='(0.8-inf)' (47.0/12.0) (PDB_Vol_asym = '(29352.23858-48327.705736]') and (SFC_Dens_mean = '(-inf-0.18775]') and (SFC_Boveral = '(40.4565-46.3825]') and (PC_stdv_hbond = '(0.55-0.65]') => PDBoutlier='(0.8-inf)' (17.0/4.0) (PC_bond_ratio = '(7.95-inf)') and (PC_stdv_zeta = '(2.75-inf)') => PDBoutlier='(0.8-inf)' (143.0/61.0) (WC_avg_B_bond_diff = '(1.555-4.965]') and (WC_per_acceptors_vpoor_H = '(-inf-0.059222]') and (B_CV_u_amino = '(0.29978-inf)') => PDBoutlier='(0.8-inf)' (50.0/21.0) (WC_rms_BA_dev = '(1.7355-2.519]') and (B_frac_delta_u_abs = '(0.191036-0.314813]') and (PC_per_bad = '(3.15-4.85]') and (PC_per_mcba_outside = '(3.35-7.65]') => PDBoutlier='(0.8-inf)' (13.0/1.0) (PC_stdv_chi1trans = '(18.75-21.75]') and (PDB_Vol_asym = '(22975.768976-28292.315062]') => PDBoutlier='(0.8-inf)' (42.0/15.0) (PDB_Vol_asym = '(-inf-14116.193901]') => PDBoutlier='(0.8-inf)' (124.0/19.0) (WC_bump_per_res = '(0.2475-0.3175]') and (WC_bump_second = '(-inf-6.5]') and (PC_stdv_zeta = '(1.55-1.95]') => PDBoutlier='(0.8-inf)' (29.0/12.0) (SFC_Luzzati = '(0.37435-0.44225]') and (WC_per_buried_B = '(0.195-inf)') => PDBoutlier='(0.8-inf)' (76.0/33.0) (SFC_rwork_recomp = '(0.2855-0.3235]') and (PC_per_rota_labelled = '(-inf-0.001318]') and (SFC_rdiff_recomp_diff = '(-0.0705--0.0095]') => PDBoutlier='(0.8-inf)' (38.0/15.0) (PDB_Vol_asym = '(29352.23858-48327.705736]') and (SFC_Dens_mean = '(-inf-0.18775]') and (SFC_rdiff_recomp_diff = '(-0.0705--0.0095]') and (TAP_remainder = '(0.22515-0.23885]') => PDBoutlier='(0.8-inf)' (35.0/17.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (SFC_res_optical = '(1.255-1.555]') and (B_stdev_u_water = '(0.07395-0.11215]') and (SFC_rwork_recomp_diff = '(0.0045-0.0185]') and (WC_rms_B_bond_diff = '(1.155-1.965]') and (MP_rama_unfavored = '(1.105-2.775]') and (WC_omega_stdev = '(4.8335-6.4915]') and (SFC_scale = '(0.9315-1.0295]') and (PC_per_rama_labelled = '(0.000773-0.015587]') => PDBoutlier='(-inf-0.2]' (102.0/8.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (SFC_res_max_used = '(1.465-1.995]') and (WC_Vm_obs = '(2.2015-2.6945]') and (WC_bump_squared = '(0.1645-1.1325]') and (SFC_rwork_recomp_diff = '(0.0045-0.0185]') and (B_ratio_u_stdevs = '(0.738311-0.967988]') and (WC_rms_BA_z = '(0.4875-0.6345]') => PDBoutlier='(-inf-0.2]' (179.0/45.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (B_stdev_u_all = '(0.07385-0.11375]') and (B_frac_delta_u = '(-0.124823-0.068702]') and (SFC_rwork_recomp_diff = '(0.0045-0.0185]') and (PC_stdv_chi1pooled = '(8.75-11.25]') and (PC_per_rama_disfavored = '(5.85-10.85]') and (PDB_ratio_water_amino = '(0.055907-0.151277]') and (WC_rms_B_z = '(0.4165-0.5945]') => PDBoutlier='(-inf-0.2]' (248.0/62.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (B_stdev_u_all = '(0.07385-0.11375]') and (B_mean_u_water = '(0.53205-0.68195]') and (SFC_rwork_recomp_diff = '(0.0045-0.0185]') and (PC_stdv_zeta = '(0.85-1.05]') and (MP_molprobity_score = '(1.745143-2.049613]') => PDBoutlier='(-inf-0.2]' (70.0/23.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (B_stdev_u_all = '(0.07385-0.11375]') and (MP_molprobity_score = '(-inf-1.745143]') and (B_CV_u_side = '(0.132628-0.224112]') and (WC_per_donors_vpoor_H = '(0.023834-0.060563]') and (SFC_rfree_recomp_diff = '(0.0175-0.0285]') and (WC_planar_z = '(0.4005-0.8605]') => PDBoutlier='(-inf-0.2]' (91.0/22.0) (SFC_diff_est_error = '(0.01665-0.07725]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (B_stdev_u_water = '(0.07395-0.11215]') and (MP_molprobity_score = '(-inf-1.745143]') and (WC_per_acceptors_no_H = '(1.087574-1.293966]') and (PC_max_dev = '(5.05-5.95]') and (PC_per_rota_labelled = '(0.001318-0.006417]') => PDBoutlier='(-inf-0.2]' (74.0/15.0) (SFC_correlation_2sigma = '(0.92155-0.96155]') and (WC_bump_per_res = '(0.0295-0.0825]') and (WC_per_donors_no_H = '(0.041747-0.096294]') and (B_stdev_u_all = '(0.07385-0.11375]') and (SFC_rfact_all_refl = '(0.15865-0.20995]') and (WC_rms_improper_z = '(0.4985-0.5965]') and (MP_rama_unfavored = '(1.105-2.775]') and (WC_per_donors_vpoor_H = '(0.023834-0.060563]') and (SFC_frac_refl_1sigma = '(0.974055-0.999994]') and (PDB_Rfrac = '(0.099278-0.262899]') and (SFC_Dens_stdev = '(0.04485-0.09065]') => PDBoutlier='(-inf-0.2]' (74.0/7.0) (SFC_diff_est_error = '(0.01665-0.07725]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (MP_molprobity_score = '(-inf-1.745143]') and (B_stdev_u_water = '(0.07395-0.11215]') and (SFC_res_max_used = '(1.465-1.995]') and (WC_bump_mildest = '(14.5-91.5]') and (WC_Vm_obs = '(2.2015-2.6945]') and (PC_stdv_hbond = '(0.65-0.75]') and (B_stdev_u_amino = '(0.06015-0.10965]') and (SFC_completeness = '(93.35-inf)') and (SFC_real_space_corr = '(0.97975-0.98585]') => PDBoutlier='(-inf-0.2]' (40.0/4.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (SFC_res_optical = '(1.255-1.555]') and (B_stdev_u_water = '(0.07395-0.11215]') and (B_mean_u_water = '(0.53205-0.68195]') and (SFC_frac_refl_3sigma = '(0.686319-0.992526]') and (WC_Vm_obs = '(2.2015-2.6945]') and (MP_clashscore = '(2.458974-7.715856]') => PDBoutlier='(-inf-0.2]' (241.0/73.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (MP_rama_unfavored = '(1.105-2.775]') and (B_CV_u_all = '(0.147647-0.231272]') and (B_mean_u_water = '(0.53205-0.68195]') and (B_frac_delta_u = '(-0.124823-0.068702]') and (WC_bump_middle = '(-inf-0.5]') and (B_stdev_u_main = '(0.05135-0.08855]') and (PC_per_rama_disfavored = '(5.85-10.85]') and (WC_Vm_obs = '(2.2015-2.6945]') => PDBoutlier='(-inf-0.2]' (76.0/26.0) (SFC_diff_est_error = '(0.01665-0.07725]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (MP_rama_unfavored = '(1.105-2.775]') and (WC_rms_B_z = '(0.4165-0.5945]') and (B_CV_u_water = '(0.103059-0.124263]') and (SFC_Ks = '(0.7975-0.8965]') => PDBoutlier='(-inf-0.2]' (33.0/6.0) (SFC_diff_est_error = '(0.01665-0.07725]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (B_stdev_u_water = '(0.07395-0.11215]') and (PC_max_dev = '(5.05-5.95]') and (SFC_Boveral = '(30.739-36.1995]') and (WC_Vm_obs = '(2.2015-2.6945]') => PDBoutlier='(-inf-0.2]' (54.0/13.0) (PC_stdv_chi1gplus = '(8.55-11.45]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (SFC_correlation_2sigma = '(0.92155-0.96155]') and (B_ratio_u_stdevs = '(0.738311-0.967988]') and (PC_stdv_hbond = '(0.65-0.75]') and (B_mean_u_water = '(0.53205-0.68195]') and (MP_rama_unfavored = '(1.105-2.775]') and (WC_per_acceptors_buried = '(0.421835-0.504845]') and (WC_bump_middle = '(-inf-0.5]') and (B_stdev_u_main = '(0.05135-0.08855]') and (PC_per_bad = '(6.25-16.45]') => PDBoutlier='(-inf-0.2]' (114.0/32.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (WC_per_donors_no_H = '(0.041747-0.096294]') and (WC_bump_per_res = '(0.0295-0.0825]') and (PDB_RFree = '(0.1685-0.2205]') and (Errat_qual_rem = '(0.082-5.453]') and (WC_rms_BA_dev = '(0.9825-1.4225]') and (SFC_Dens_stdev = '(0.04485-0.09065]') and (B_frac_delta_u_abs = '(-inf-0.123571]') and (ProSA_fracdelta_en_pair = '(-inf-0.714292]') and (WC_rama_z = '(-0.7955-0.8275]') => PDBoutlier='(-inf-0.2]' (209.0/74.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (PDB_ratio_water_amino = '(0.055907-0.151277]') and (WC_omega_stdev = '(4.8335-6.4915]') and (MP_clashscore = '(2.458974-7.715856]') and (B_frac_delta_u = '(-0.124823-0.068702]') and (B_stdev_u_side = '(0.07685-0.11765]') and (WC_Vm_obs = '(2.2015-2.6945]') and (WC_rama_z = '(-0.7955-0.8275]') and (SFC_Ks = '(0.7975-0.8965]') => PDBoutlier='(-inf-0.2]' (71.0/23.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (SFC_res_max_used = '(1.465-1.995]') and (SFC_B_stddev = '(6.175-10.455]') and (SFC_frac_refl_3sigma = '(0.686319-0.992526]') and (PDB_ratio_water_amino = '(0.055907-0.151277]') and (WC_omega_stdev = '(4.8335-6.4915]') and (WC_rms_BA_z = '(1.0365-1.3435]') => PDBoutlier='(-inf-0.2]' (36.0/11.0) (WC_rota_z = '(-1.5805-0.842]') and (WC_per_acceptors_buried = '(0.421835-0.504845]') and (SFC_rwork_recomp_diff = '(0.0045-0.0185]') and (B_stdev_u_all = '(0.07385-0.11375]') and (B_CV_u_main = '(0.118998-0.212917]') and (Errat_qual_rem = '(0.082-5.453]') and (B_frac_delta_u = '(-0.124823-0.068702]') and (SFC_frac_refl_unacc = '(0.000039-0.052094]') and (ProSA_fracdelta_z_pair = '(0.124419-0.320263]') => PDBoutlier='(-inf-0.2]' (40.0/4.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (SFC_res_max_used = '(1.465-1.995]') and (WC_Vm_obs = '(2.2015-2.6945]') and (PC_stdv_hbond = '(0.65-0.75]') and (SFC_frac_refl_3sigma = '(0.686319-0.992526]') and (WC_planar_z = '(0.2015-0.4005]') and (WC_pack_avg = '(-0.8415--0.5785]') and (SFC_sf_res_low = '(19.645-31.885]') => PDBoutlier='(-inf-0.2]' (34.0/5.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (B_CV_u_all = '(0.147647-0.231272]') and (WC_per_acceptors_no_H = '(1.087574-1.293966]') and (SFC_diff_est_error = '(0.01665-0.07725]') and (PDB_Rfrac = '(0.099278-0.262899]') and (B_stdev_u_main = '(0.08855-0.11355]') and (SFC_res_opt_diff = '(-0.064--0.036]') => PDBoutlier='(-inf-0.2]' (40.0/9.0) (SFC_diff_est_error = '(0.01665-0.07725]') and (WC_per_donors_no_H = '(0.041747-0.096294]') and (B_stdev_u_water = '(0.07395-0.11215]') and (B_stdev_u_side = '(0.07685-0.11765]') and (PC_stdv_chi1trans = '(9.45-12.25]') and (PDB_ratio_water_amino = '(0.055907-0.151277]') and (PC_per_bad = '(6.25-16.45]') and (PC_per_rama_disfavored = '(5.85-10.85]') and (SFC_rdiff_recomp_diff = '(-0.0045-0.0045]') => PDBoutlier='(-inf-0.2]' (293.0/128.0) (WC_rota_z = '(-1.5805-0.842]') and (ProSA_fracdelta_z_pair = '(-0.19034-0.051429]') and (B_ratio_u_stdevs = '(0.738311-0.967988]') and (PC_per_rama_labelled = '(0.000773-0.015587]') and (PC_per_rama_ungenerous = '(0.05-0.55]') and (PDB_Vol_asym = '(232187.672426-298282.732416]') and (PC_per_bad = '(6.25-16.45]') => PDBoutlier='(-inf-0.2]' (29.0/1.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (WC_per_acceptors_no_H = '(1.087574-1.293966]') and (SFC_rfree_recomp = '(0.1915-0.2525]') and (B_ratio_u_stdevs = '(0.738311-0.967988]') and (SFC_frac_refl_unacc = '(0.000039-0.052094]') and (B_CV_u_all = '(0.147647-0.231272]') and (MP_rotamers = '(0.735-2.725]') and (WC_bump_per_res = '(0.0295-0.0825]') and (SFC_frac_refl_3sigma = '(0.686319-0.992526]') => PDBoutlier='(-inf-0.2]' (60.0/15.0) (WC_rota_z = '(-1.5805-0.842]') and (WC_per_acceptors_buried = '(0.421835-0.504845]') and (SFC_rfrac_recomp = '(0.08507-0.262471]') and (B_ratio_u_stdevs = '(0.738311-0.967988]') and (SFC_rfact_all_refl = '(0.15865-0.20995]') and (PDB_ratio_water_amino = '(0.055907-0.151277]') and (ProSA_fracdelta_en_pair = '(-inf-0.714292]') and (PDB_Year = '(2006.5-inf)') and (SFC_scale = '(0.9315-1.0295]') => PDBoutlier='(-inf-0.2]' (144.0/60.0) (PC_stdv_chi1gplus = '(8.55-11.45]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (B_stdev_u_side = '(0.07685-0.11765]') and (WC_Vm_obs = '(2.2015-2.6945]') and (WC_bump_squared = '(0.1645-1.1325]') and (WC_rms_B_bond_diff = '(1.155-1.965]') and (SFC_rdiff_recomp = '(0.0195-0.0365]') and (SFC_ani_ratio_3 = '(0.99945-inf)') => PDBoutlier='(-inf-0.2]' (32.0/7.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (ProSA_fracdelta_z_pair = '(-0.19034-0.051429]') and (B_frac_delta_u = '(-0.124823-0.068702]') and (SFC_Ks = '(0.7975-0.8965]') and (SFC_frac_refl_unacc = '(0.000039-0.052094]') and (SFC_B_Patterson_diff = '(-3.385--2.245]') => PDBoutlier='(-inf-0.2]' (61.0/21.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (SFC_rfrac_recomp = '(0.08507-0.262471]') and (B_stdev_u_water = '(0.07395-0.11215]') and (WC_per_acceptors_buried = '(0.421835-0.504845]') and (WC_per_acceptors_vpoor_H = '(0.078169-0.114195]') and (WC_omega_stdev = '(4.8335-6.4915]') and (B_stdev_u_side = '(0.07685-0.11765]') and (SFC_ratio_atoms_water_total = '(0.073375-0.12712]') and (PC_per_rama_ungenerous = '(-inf-0.05]') and (PC_stdv_chi1gminus = '(6.95-12.25]') => PDBoutlier='(-inf-0.2]' (37.0/6.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (SFC_rfrac_recomp = '(0.08507-0.262471]') and (WC_bump_per_res = '(0.0295-0.0825]') and (Errat_qual_rem = '(0.082-5.453]') and (WC_pack_avg = '(-0.5785--0.2725]') and (SFC_Dens_stdev = '(0.04485-0.09065]') and (MP_rotamers = '(0.735-2.725]') and (PC_per_mcbl_outside = '(-inf-0.15]') and (B_CV_u_all = '(0.147647-0.231272]') and (SFC_rfact_all_refl = '(0.15865-0.20995]') => PDBoutlier='(-inf-0.2]' (62.0/21.0) (WC_rota_z = '(-1.5805-0.842]') and (WC_per_acceptors_buried = '(0.421835-0.504845]') and (SFC_rfrac_recomp = '(0.08507-0.262471]') and (B_ratio_u_stdevs = '(0.738311-0.967988]') and (SFC_rwork_recomp = '(0.1605-0.2045]') and (WC_per_acceptors_no_H = '(1.087574-1.293966]') and (SFC_rwork_recomp_diff = '(0.0045-0.0185]') and (SFC_solv_content = '(31.055-50.245]') and (PC_per_rama_ungenerous = '(-inf-0.05]') => PDBoutlier='(-inf-0.2]' (76.0/31.0) (WC_rota_z = '(-1.5805-0.842]') and (ProSA_fracdelta_en_pair = '(-inf-0.714292]') and (B_stdev_u_all = '(0.07385-0.11375]') and (PC_per_rama_ungenerous = '(0.05-0.55]') and (SFC_DPI = '(0.04545-0.13495]') and (WC_pack_avg = '(-0.5785--0.2725]') and (B_ratio_u_stdevs = '(0.738311-0.967988]') and (SFC_B_Patterson_diff = '(-2.245--0.495]') and (WC_omega_stdev = '(1.1085-1.5775]') => PDBoutlier='(-inf-0.2]' (24.0/2.0) (SFC_diff_est_error = '(0.01665-0.07725]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (WC_per_donors_vpoor_H = '(0.023834-0.060563]') and (PC_per_bad = '(6.25-16.45]') and (SFC_B_Wilson = '(34.995-46.155]') and (WC_per_acceptors_vpoor_H = '(0.078169-0.114195]') => PDBoutlier='(-inf-0.2]' (149.0/72.0) (SFC_rfact_2sigma = '(0.15755-0.22155]') and (B_stdev_u_water = '(0.07395-0.11215]') and (WC_per_acceptors_buried = '(0.421835-0.504845]') and (WC_bump_total = '(1.4205-8.7815]') and (B_CV_u_main = '(0.118998-0.212917]') and (WC_omega_stdev = '(4.8335-6.4915]') and (PDB_Year = '(2006.5-inf)') and (PDB_Vol_asym = '(232187.672426-298282.732416]') => PDBoutlier='(-inf-0.2]' (21.0/1.0) (WC_rota_z = '(-1.5805-0.842]') and (ProSA_fracdelta_en_pair = '(-inf-0.714292]') and (SFC_correlation_2sigma = '(0.92155-0.96155]') and (PDB_ratio_water_amino = '(0.055907-0.151277]') and (B_mean_u_water = '(0.53205-0.68195]') and (B_stdev_u_side = '(0.07685-0.11765]') and (PDB_Year = '(2006.5-inf)') and (WC_omega_stdev = '(4.8335-6.4915]') and (PC_per_bad = '(6.25-16.45]') and (SFC_ani_ratio_3 = '(0.99945-inf)') and (WC_rms_BL_dev = '(0.0085-0.0205]') and (SFC_ani_ratio_2 = '(0.71975-0.95425]') => PDBoutlier='(-inf-0.2]' (47.0/10.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (SFC_rfrac_recomp = '(0.08507-0.262471]') and (WC_rms_B_z = '(0.4165-0.5945]') and (B_mean_u_water = '(0.53205-0.68195]') and (WC_rama_z = '(-0.7955-0.8275]') and (SFC_B_Patterson_diff = '(-3.385--2.245]') => PDBoutlier='(-inf-0.2]' (72.0/28.0) (PC_stdv_chi1gplus = '(8.55-11.45]') and (ProSA_fracdelta_z_pair = '(-0.19034-0.051429]') and (B_ratio_u_stdevs = '(0.738311-0.967988]') and (SFC_correlation_2sigma = '(0.92155-0.96155]') and (WC_rms_BA_z = '(0.4875-0.6345]') and (WC_rms_B_z = '(0.4165-0.5945]') and (WC_per_acceptors_buried = '(0.421835-0.504845]') and (SFC_matthews = '(1.785-2.495]') and (PC_stdv_zeta = '(0.85-1.05]') => PDBoutlier='(-inf-0.2]' (65.0/23.0) (PC_stdv_chi1gplus = '(8.55-11.45]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (B_stdev_u_all = '(0.07385-0.11375]') and (SFC_rfrac_recomp = '(0.08507-0.262471]') and (B_ratio_u_stdevs = '(0.738311-0.967988]') and (WC_back_z = '(-0.9305-1.0095]') and (SFC_diff_est_error = '(0.07725-0.08635]') and (PC_max_dev = '(5.05-5.95]') => PDBoutlier='(-inf-0.2]' (32.0/8.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (WC_bump_per_res = '(0.0295-0.0825]') and (SFC_rfrac_recomp_diff = '(-0.032237-0.009606]') and (PC_stdv_chi1trans = '(9.45-12.25]') and (WC_Vm_obs = '(2.2015-2.6945]') and (WC_per_acceptors_vpoor_H = '(0.114195-0.149107]') => PDBoutlier='(0.2-0.4]' (39.0/7.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (WC_bump_squared = '(0.1645-1.1325]') and (SFC_B_stddev = '(6.175-10.455]') and (SFC_scale = '(0.7765-0.9315]') and (SFC_vol_not_model = '(22.95-39.05]') and (SFC_displacement_stdev = '(0.06225-0.11245]') => PDBoutlier='(0.2-0.4]' (88.0/29.0) (WC_rota_z = '(-1.5805-0.842]') and (PDB_Vol_asym = '(77355.284019-232187.672426]') and (B_frac_delta_u_neg = '(-0.124823--0.000031]') and (PDB_ratio_water_amino = '(0.055907-0.151277]') and (WC_rms_BL_dev = '(0.0055-0.0065]') => PDBoutlier='(0.2-0.4]' (108.0/51.0) (PDB_Vol_asym = '(77355.284019-232187.672426]') and (WC_bump_second = '(-inf-6.5]') and (WC_rms_B_bond_diff = '(1.155-1.965]') and (WC_rms_BA_z = '(0.4875-0.6345]') and (Errat_qual_rem = '(0.082-5.453]') and (WC_rms_BL_z = '(0.2955-0.3415]') and (B_frac_delta_u = '(-0.124823-0.068702]') => PDBoutlier='(0.2-0.4]' (107.0/45.0) (WC_rota_z = '(-1.5805-0.842]') and (PC_stdv_hbond = '(0.65-0.75]') and (PC_per_rama_ungenerous = '(0.05-0.55]') and (SFC_DPI = '(0.13495-0.19105]') and (B_CV_u_amino = '(0.123973-0.222845]') and (PC_per_bad = '(6.25-16.45]') and (B_ratio_u_means = '(0.906445-0.972127]') => PDBoutlier='(0.2-0.4]' (200.0/89.0) (PC_stdv_hbond = '(0.65-0.75]') and (PC_stdv_chi1pooled = '(8.75-11.25]') and (SFC_B_stddev = '(6.175-10.455]') and (WC_planar_z = '(0.2015-0.4005]') and (SFC_diff_est_error = '(0.01665-0.07725]') and (WC_bump_mildest = '(14.5-91.5]') and (PDB_RWork = '(0.1875-0.2015]') => PDBoutlier='(0.2-0.4]' (101.0/42.0) (PC_per_mcba_outside = '(0.05-1.55]') and (WC_rms_B_bond_diff = '(1.155-1.965]') and (WC_per_acceptors_vpoor_H = '(0.114195-0.149107]') and (SFC_displacement_stdev = '(0.12335-0.13695]') and (SFC_rfact_all_refl = '(0.22455-0.23975]') and (SFC_ani_ratio_1 = '(0.99945-inf)') => PDBoutlier='(0.2-0.4]' (53.0/19.0) (PDB_Vol_asym = '(29352.23858-48327.705736]') and (MP_clashscore = '(15.044206-23.057776]') and (PC_per_mcbl_outside = '(0.25-1.35]') and (PDB_Year = '(2006.5-inf)') => PDBoutlier='(0.6-0.8]' (106.0/42.0) (PDB_Vol_asym = '(29352.23858-48327.705736]') and (SFC_correlation = '(0.88005-0.90315]') and (B_ratio_u_means = '(0.972127-0.981131]') => PDBoutlier='(0.6-0.8]' (78.0/26.0) (PDB_Vol_asym = '(29352.23858-48327.705736]') and (WC_rms_BA_z = '(0.8415-1.0365]') and (SFC_ani_ratio_2 = '(0.99935-inf)') and (SFC_ani_ratio_1 = '(0.70105-0.96075]') => PDBoutlier='(0.6-0.8]' (63.0/23.0) => PDBoutlier='(0.4-0.6]' (22315.0/15880.0) Number of Rules : 66 Time taken to build model: 160.87 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 9998 34.3763 % Incorrectly Classified Instances 19086 65.6237 % Kappa statistic 0.1534 Mean absolute error 0.2883 Root mean squared error 0.3841 Relative absolute error 90.8691 % Root relative squared error 96.4444 % Total Number of Instances 29084 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.351 0.056 0.574 0.351 0.436 0.701 '(-inf-0.2]' 0.029 0.015 0.352 0.029 0.053 0.572 '(0.2-0.4]' 0.886 0.73 0.278 0.886 0.423 0.581 '(0.4-0.6]' 0.049 0.018 0.451 0.049 0.089 0.587 '(0.6-0.8]' 0.368 0.036 0.625 0.368 0.463 0.721 '(0.8-inf)' Weighted Avg. 0.344 0.198 0.433 0.344 0.275 0.621 === Confusion Matrix === a b c d e <-- classified as 1804 176 3149 7 5 | a = '(-inf-0.2]' 817 183 5268 55 35 | b = '(0.2-0.4]' 343 109 6204 165 185 | c = '(0.4-0.6]' 145 46 5367 324 666 | d = '(0.6-0.8]' 33 6 2341 168 1483 | e = '(0.8-inf)' === Re-evaluation on test set === User supplied test set Relation: scores_and_avg.notrim-weka.filters.unsupervised.attribute.Discretize-unset-class-temporarily-B5-M-1.0-Rlast-weka.filters.supervised.attribute.Discretize-E-K-V-Rlast Instances: unknown (yet). Reading incrementally Attributes: 155 === Summary === Correctly Classified Instances 10949 37.6461 % Incorrectly Classified Instances 18135 62.3539 % Kappa statistic 0.1968 Mean absolute error 0.2816 Root mean squared error 0.3752 Total Number of Instances 29084 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.415 0.037 0.704 0.415 0.522 0.731 '(-inf-0.2]' 0.065 0.012 0.595 0.065 0.117 0.601 '(0.2-0.4]' 0.918 0.719 0.288 0.918 0.439 0.604 '(0.4-0.6]' 0.024 0.004 0.632 0.024 0.046 0.596 '(0.6-0.8]' 0.449 0.039 0.647 0.449 0.53 0.744 '(0.8-inf)' Weighted Avg. 0.376 0.189 0.556 0.376 0.308 0.643 === Confusion Matrix === a b c d e <-- classified as 2134 124 2871 7 5 | a = '(-inf-0.2]' 548 414 5338 14 44 | b = '(0.2-0.4]' 235 98 6435 47 191 | c = '(0.4-0.6]' 88 48 5510 156 746 | d = '(0.6-0.8]' 25 12 2161 23 1810 | e = '(0.8-inf)'