diff --git "a/explorer/ensemble-ref.json" "b/explorer/ensemble-ref.json"
--- "a/explorer/ensemble-ref.json"
+++ "b/explorer/ensemble-ref.json"
@@ -1 +1 @@
-{"what":"each ensemble member's 1,700 train + dev reference scores, sorted, for the explorer's ensemble-rank space","rank_definition":"r = (#{ref < x} + 0.5 #{ref == x}) / n_ref: the share of the member's reference scores below x, ties at the midpoint; no interpolation","score":"s = w_classifier r_classifier + w_basal r_basal + w_judge r_judge (normalised weights below); kept when s >= cut","members":["classifier","basal","judge"],"keys":["c","b","j"],"n_ref":1700,"weights":{"classifier":0.3441613493609643,"basal":0.3394696145181718,"judge":0.3163690361208638},"cut":0.41500412441215667,"best_f1_cut":0.5849553369198143,"ref":{"c":[0.006186509614241937,0.006221447108500248,0.006276477498641951,0.007122969154865714,0.007262896905014308,0.008456750758850584,0.008525074309694817,0.009875049802512147,0.010263283760530189,0.010523922446496763,0.010785329236008747,0.011210164812865873,0.011741384464510875,0.011887063481852927,0.012064297086097447,0.01247901720675869,0.01248362070567048,0.012892549710441195,0.012933599048638687,0.013268322378836859,0.013290440717437998,0.013565104108845776,0.013676243464516435,0.013681249665080426,0.013718916145683461,0.013798400296023744,0.014180489402993877,0.014663269352827744,0.014712599413436112,0.014775311192114313,0.014897558439007844,0.015006248470764904,0.015496993008053876,0.015817332629738,0.015830286534091347,0.015885206296028312,0.015967875581325983,0.015994668222455804,0.016032644565316296,0.016328656099600266,0.0172362832230465,0.017327968046973362,0.01770471370967472,0.017706585444693525,0.017882549271834622,0.01791509489006571,0.018026655237487643,0.018302642501318894,0.018367562668662792,0.018565050271472754,0.018630885754564962,0.01864328419387708,0.01866444572896949,0.018776057501153572,0.018816750885957034,0.019080919304695885,0.01916830795369018,0.01919274928729512,0.019379904522279577,0.01952615279706323,0.019535969945592684,0.019540621586873835,0.01954564868572446,0.019611544748501044,0.02021239094131585,0.020339991706735148,0.02044835082020466,0.021016833025594688,0.021027631180889704,0.021468035879463533,0.021682902207577626,0.02205119163155601,0.022168360402638986,0.02237853843659103,0.02259046610355611,0.02277480117471092,0.022857723655501764,0.023079135847227712,0.023144991572828486,0.023178453582727222,0.02325907927946403,0.023349633862992023,0.02337097263024872,0.02339008246465723,0.023455058128031232,0.023459873487378144,0.023651585725575863,0.023670828865824955,0.02398254516346681,0.02466070998818435,0.024748323947734453,0.024754079095830665,0.025217060016208385,0.025231910071951427,0.025522479206393407,0.025971390697425295,0.026028567126872452,0.026107392625139236,0.02624269128087976,0.0262847392876696,0.02629477802691787,0.0263465134707355,0.026487151867180855,0.02658366617847315,0.027438584796768327,0.027441219950326185,0.027518088194683665,0.027760751657142334,0.028473953069962046,0.02849084778361789,0.028572176217502264,0.028620284240493423,0.028650454692864872,0.02867049171354491,0.02867399060409118,0.02897127496341138,0.02923876319091953,0.029319445819040724,0.029449961430488333,0.02971565511250363,0.030012113867413506,0.03035305187785093,0.030453605034836982,0.03060725089263728,0.03082257872983539,0.031087511775135145,0.031137101581039828,0.031165694135185867,0.031290062696179004,0.03148018097080347,0.031516153270417166,0.03186821001834193,0.03222175153454011,0.032578827570162894,0.032586196442824934,0.03268751787757762,0.03289258914149669,0.032941839907901345,0.03319162695172962,0.03325251352108704,0.03345393093976977,0.03353719349568262,0.03371696342231173,0.03392172640917034,0.03410605336183716,0.034209333759864374,0.034229935050995385,0.03443390795138857,0.03449205722484761,0.03454252524958657,0.03468473435483409,0.03471421159007893,0.03474238158884957,0.03503885118385764,0.03528102696908458,0.0354258271516279,0.03562993672310549,0.035903966779619496,0.03602144241199608,0.03616131238839591,0.03637696575403006,0.03663287259853889,0.03671705891500749,0.03676631189892844,0.03684248144497315,0.036873628598306375,0.03705219754090969,0.03719800740523021,0.037226885879553764,0.03767781622861582,0.037722458705234996,0.037824581688091746,0.038168947408813686,0.03822735586178641,0.03836214554480801,0.03854837944026916,0.038630739501250136,0.038710684137521434,0.03933595344223239,0.039438133416709216,0.03945888680179349,0.03959420008334859,0.03964768907525531,0.03976605720489156,0.03977251865430209,0.040087853181161336,0.04029983017046179,0.040612232760675625,0.040745011159324954,0.040884675655039296,0.04096058128799255,0.041675743893813656,0.04186051042270094,0.042265127727655574,0.0423518325952288,0.042408559581493234,0.04264670862404021,0.04266556936091239,0.0428033391576818,0.04292421429532799,0.043287789018466,0.04335099398618988,0.043442194231531686,0.043655299242725,0.043969734361657645,0.0439775561363963,0.04407805077584416,0.04416488702140975,0.04436142727371864,0.04465884670051567,0.04512665800444473,0.04553765788656261,0.045775958697090585,0.046039376662989864,0.046075623052117605,0.046217448623982846,0.04637077182816638,0.04637104043079596,0.046372129681424526,0.046540852004491075,0.04661614822845693,0.04666118355149238,0.04708363069848072,0.047878672126705664,0.04796900165352211,0.04814222264885419,0.048144110670180235,0.048381495436463286,0.048697552942091646,0.04869938647348092,0.04872326736780035,0.0492526362195555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mention's exact ranks as integers r * 3400 = 2 #{ref < x} + #{ref == x}, in the order of mentions.json; the raw scores there are rounded to 4 decimals, too coarse to rank against the references 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\ No newline at end of file
+{"what":"each ensemble member's 1,700 train + dev reference scores, sorted, for the explorer's ensemble-rank space","rank_definition":"r = (#{ref < x} + 0.5 #{ref == x}) / n_ref: the share of the member's reference scores below x, ties at the midpoint; no interpolation","score":"s = w_classifier r_classifier + w_basal r_basal + w_judge r_judge (normalised weights below); kept when s >= 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mention's exact ranks as integers r * 3400 = 2 #{ref < x} + #{ref == x}, in the order of mentions/; the raw scores there are rounded to 4 decimals, too coarse to rank against the 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