diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/en.csv b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/en.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bf71429a26144702c28e27bb1212986760705bd8
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/en.csv
@@ -0,0 +1,25 @@
+dataset,design,unit,set,cellset,distance,n_samples,n_cells_real,n_cells_gen,n_pcs,lb,ub,dif_mean,en,lb_exact,lb_queries,n_representative_rows,en_reps_at_lb,seconds
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,142,21232,21232,100,186.0325634619434,326.8492670295628,219.6254638506849,0.23855763938267718,True,"[21232, 21232]",,,15.1
+imperial_eskd,fewshot,draw2,real_R2,pc,l2,142,21232,21232,100,13.424375562677637,17.67607704877423,14.511697357834121,0.2557380377507956,True,"[21232, 21232]",,,15.1
+imperial_eskd,fewshot,draw2,real_R2,all,sq,142,240168,240242,100,151.99985386221869,267.6220144209944,183.00403638227868,0.26815086632375496,False,"[20000, 20000]",,,72.7
+imperial_eskd,fewshot,draw2,real_R2,all,l2,142,240168,240242,100,12.14431231425623,16.097172343304155,13.28283672865514,0.28802548181123727,False,"[20000, 20000]",,,72.7
+imperial_eskd,fewshot,draw2,zs_raw,pc,sq,142,21232,21232,100,235.69658773672748,289.1417907600928,637.587011764981,7.519672511161644,True,"[21232, 21232]",,,19.2
+imperial_eskd,fewshot,draw2,zs_raw,pc,l2,142,21232,21232,100,14.935425802542023,16.601165268880283,24.55591312299675,5.775505422587556,True,"[21232, 21232]",,,19.2
+imperial_eskd,fewshot,draw2,zs_raw,all,sq,142,480410,213000,100,172.42256749916965,244.05928605809945,486.05771767394333,4.378133958170783,False,"[20000, 20000]",,,83.5
+imperial_eskd,fewshot,draw2,zs_raw,all,l2,142,480410,213000,100,12.83564439502835,15.373256294263484,21.56456816262681,3.4398182678089815,False,"[20000, 20000]",,,83.5
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,142,21232,21232,100,202.17531516804158,314.39764078076547,337.8359107059704,1.2088556782015882,True,"[21232, 21232]",,,15.9
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,142,21232,21232,100,13.997888047455914,17.34338464609544,18.081924202199566,1.2207563314828833,True,"[21232, 21232]",,,15.9
+imperial_eskd,fewshot,draw2,zs_cal,all,sq,142,480410,213000,100,160.38335814093364,253.23340026490723,274.5901625247755,1.2300134902615625,False,"[20000, 20000]",,,117.7
+imperial_eskd,fewshot,draw2,zs_cal,all,l2,142,480410,213000,100,12.466465873318636,15.660524405219796,16.35507810225341,1.2174517749429612,False,"[20000, 20000]",,,117.7
+imperial_eskd,fewshot,draw2,lora5,pc,sq,142,21232,21232,100,222.3345807219953,314.0345150691337,352.412394147312,1.4185158839143261,True,"[21232, 21232]",,,21.4
+imperial_eskd,fewshot,draw2,lora5,pc,l2,142,21232,21232,100,14.665996710484277,17.32945130423169,18.480559341977127,1.432186094122918,True,"[21232, 21232]",,,21.4
+imperial_eskd,fewshot,draw2,lora5,all,sq,142,480410,213000,100,171.75181853984765,253.40080547220649,286.3816619052732,1.403934668049088,False,"[20000, 20000]",,,79.2
+imperial_eskd,fewshot,draw2,lora5,all,l2,142,480410,213000,100,12.874562766908127,15.661958384675428,16.699849265944565,1.3723514791561902,False,"[20000, 20000]",,,79.2
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,142,21232,21232,100,196.32010688488805,314.806695117312,323.6738608500457,1.0748368728057203,True,"[21232, 21232]",,,17.4
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,142,21232,21232,100,13.785517768410278,17.363221976155074,17.654518257589558,1.0814198895492544,True,"[21232, 21232]",,,17.4
+imperial_eskd,fewshot,draw2,zs_pseudo,all,sq,142,480410,213000,100,157.55052946966305,252.9924511916796,264.7383519025755,1.1230685688109565,False,"[20000, 20000]",,,91.2
+imperial_eskd,fewshot,draw2,zs_pseudo,all,l2,142,480410,213000,100,12.354945537217741,15.65833883434924,16.03944212041843,1.115367215402453,False,"[20000, 20000]",,,91.2
+imperial_eskd,fewshot,draw2,scsemi5,pc,sq,142,21232,21232,100,152.97559419600765,312.53113855970827,438.78192519928234,1.791265431377241,True,"[21232, 21232]",15.0,1.6201254220099885,16.4
+imperial_eskd,fewshot,draw2,scsemi5,pc,l2,142,21232,21232,100,12.064738507365952,17.251307455001054,20.701192341506133,1.6651574328493421,True,"[21232, 21232]",15.0,1.5060659583732905,16.4
+imperial_eskd,fewshot,draw2,scsemi5,all,sq,142,480410,213000,100,128.4221490086644,250.78811405588357,388.27965260571875,2.123609318136618,False,"[20000, 20000]",15.0,1.9207167081235654,82.5
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,142,480410,213000,100,11.041100565678256,15.557918358712605,19.48089545711322,1.868526754488629,False,"[20000, 20000]",15.0,1.6900050900470402,82.5
diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/en_per_sample.csv b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/en_per_sample.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd1b4363d1e4e54a104b1facd44ed700064ee1cf
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/en_per_sample.csv
@@ -0,0 +1,3409 @@
+dataset,design,unit,set,cellset,distance,donor,n_real,n_gen,partner,dif,en_i
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C20_1004,150,150,C124_2404,214.74846877502887,0.2039239989686043
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C20_1404,150,150,C63_2904,214.04077858695914,0.19889838645147911
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C21_1004,150,150,C36_2104,173.96639711031318,-0.08568703886635232
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C21_1704,150,150,C140_3001,151.1729593356118,-0.2475530476367969
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C21_2504,150,150,C31_1304,127.12388223787677,-0.4183358914930075
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C23_2204,150,150,C137_3004,175.65998939638155,-0.07366011135590174
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C31_1304,150,150,C34_2504,185.70605787356496,-0.002318656665767299
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C31_2004,150,150,C104_2204,161.75946697438553,-0.17237370193019794
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C31_2704,150,150,C69_1804,170.4044794858686,-0.11098174847254742
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C33_1401,150,150,C128_1105,271.28351912701464,0.6054037163576566
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C33_1601,150,150,C23_2204,300.3398303233009,0.8117450839663192
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C33_1901,150,150,C146_3004,295.37632017168534,0.7764970627737758
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C34_1404,150,150,C23_2204,173.98062802182415,-0.08558597904070366
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C34_2104,150,150,C197_2605,155.29115375019848,-0.21830797719947387
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C34_2504,150,150,C140_2801,156.24170046145377,-0.21155773601946462
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C36_1504,150,150,C170_0402,178.00410751866139,-0.05701351998647513
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C36_1704,150,150,C21_2504,162.42339881610664,-0.16765883625801373
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C36_2104,150,150,C132_0205,173.48972263360574,-0.08907210941999262
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C40_1504,150,150,C138_2301,202.7149832184862,0.1184690404894473
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C40_2204,150,150,C42_2204,155.97731900423616,-0.21343522250025454
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C40_0105,150,150,C140_1103,170.2293310619427,-0.1122255527904193
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C42_1504,150,150,C240_2905,211.28038774024014,0.17929566335980082
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C42_2204,150,150,C63_2904,175.3023784864745,-0.07619966029325714
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C42_2704,150,150,C170_2301,178.0397984921611,-0.056760063027211864
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C58_1604,132,132,C138_2301,289.30388707350744,0.7333741026111561
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C58_2501,150,150,C106_2204,278.1941869981484,0.6544793423029498
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C58_2901,150,150,C168_3001,263.3013667743972,0.5487190180911298
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C58_0102,150,150,C168_0403,276.5591643544949,0.642868343023533
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C58_0402,150,150,C63_1704,237.92597040929894,0.36851741045363007
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C58_1003,150,150,C138_0202,253.30418163120558,0.47772470498827385
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C63_1704,150,150,C190_0302,202.45547570310777,0.11662616596672552
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C63_2404,150,150,C138_2301,171.74378165545298,-0.10147078751654648
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C63_2904,150,150,C170_0202,166.12049837998785,-0.14140414153633332
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C65_1704,150,150,C21_1704,257.84576971500684,0.5099764760405654
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C65_2104,137,137,C40_1504,230.0072086119836,0.3122828757948011
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C65_2504,150,150,C58_2901,161.2050680035433,-0.17631072755852495
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C69_1804,150,150,C234_2805,220.39899435744107,0.24405081233133047
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C82_2504,150,150,C124_2704,240.16449806109867,0.384414158460693
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C93_2104,150,150,C190_0102,191.98529802658163,0.042272929374317904
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C93_2704,150,150,C33_1901,187.66056597145337,0.011561146286372278
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C93_0405,150,150,C140_2801,198.28474940566122,0.08700804402678258
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C103_2204,150,150,C168_2001,203.12880002126832,0.12140773165532458
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C104_2204,150,150,C145_2301,163.5087409125346,-0.15995135505066693
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C106_2204,150,150,C126_2504,170.44897003617712,-0.11066580193224825
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C108_2204,150,150,C58_2901,244.44865260949211,0.41483778321438725
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C108_1501,150,150,C34_2504,292.7871021071703,0.7581099112575377
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C108_1801,150,150,C170_0202,297.78703722897336,0.7936166018356345
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C108_2201,150,150,C169_0403,260.7878661102657,0.530869568413276
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C113_0605,150,150,C23_2204,137.02516608344382,-0.3480226147671927
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C123_2404,150,150,C140_1103,217.1804703134523,0.22119468828889222
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C123_2904,150,150,C31_1304,188.3898005687248,0.01673975492296253
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C123_0505,150,150,C137_3004,180.5665372490897,-0.03881660395656791
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C124_2404,150,150,C152_0405,194.93871100273856,0.06324638565707141
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C124_2704,150,150,C58_1003,213.56253640229875,0.195502182929141
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C124_0105,150,150,C33_1401,181.2835572944136,-0.03372473610880501
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C126_2504,150,150,C170_0402,187.510087432396,0.010492533435446526
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C126_3004,150,150,C170_2301,170.64433791720944,-0.10927841054981532
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C126_0605,150,150,C40_1504,185.94000210998811,-0.0006573179857944562
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C127_2504,150,150,C190_0102,201.75083811410926,0.11162223126902011
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C127_0405,150,150,C34_1404,213.39497432256695,0.1943122525055011
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C127_1105,150,150,C140_2801,199.14582195807606,0.0931228907076052
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C128_2504,150,150,C21_1704,236.07040073100376,0.3553402117883868
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C128_0405,150,150,C195_2605,205.24437551333472,0.1364313434745752
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C128_1105,150,150,C168_2301,168.45290251362394,-0.124840736240341
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C132_2804,150,150,C36_1504,199.2377315539421,0.09377558029298459
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C132_0205,150,150,C140_2801,206.11003919661945,0.1425787937510905
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C132_1105,150,150,C42_2204,184.94217327498623,-0.007743329870192326
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C137_3004,150,150,C170_0202,235.86985560105094,0.3539160545338001
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C137_2502,150,150,C127_1105,231.77772749808534,0.3248560921906212
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C138_3004,150,150,C40_0105,205.6311954474699,0.13917831826048505
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C138_2301,150,150,C169_1205,254.16463196109243,0.483835132999207
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C138_3001,150,150,C168_0202,218.76363276008496,0.23243740599583265
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C138_0202,150,150,C140_0902,226.7222184758195,0.2889547474340439
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C138_0402,150,150,C146_2502,192.79562344970856,0.04802739885554541
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C140_3004,150,150,C146_1601,263.3248377650389,0.5488856956943337
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C140_2801,113,113,C36_1504,251.7798590775846,0.4668998346781334
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C140_3001,150,150,C146_1201,263.09844534383274,0.5472779857034697
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C140_0202,150,150,C58_2901,255.29608199498549,0.49187004650895083
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C140_0402,150,150,C33_1401,259.2737975043144,0.5201175157974138
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C140_0602,150,150,C31_2704,235.02174276889681,0.3478932404026138
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C140_0902,150,150,C147_1901,213.2878414765446,0.1935514560707876
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C140_1103,150,150,C58_0402,224.33378115498985,0.27199342636688284
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C141_2001,150,150,C34_2104,227.57820619842732,0.29503348455060197
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C141_2201,150,150,C234_2805,263.5492387817039,0.5504792638647262
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C141_3001,150,150,C40_2204,214.32553570435786,0.20092056926207152
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C141_0202,150,150,C140_3001,224.85701511267422,0.27570913582767925
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C142_3004,150,150,C124_2404,175.60778606898938,-0.0740308296447807
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C145_3004,150,150,C132_0205,261.1021795666472,0.5331016435039312
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C145_0701,150,150,C63_2904,278.35495922763977,0.6556210550786233
+imperial_eskd,fewshot,draw2,real_R2,pc,sq,C145_1201,150,150,C146_1201,285.2743406424109,0.7047585596463857
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+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C124_2404,150,150,C152_0405,369.5774180300043,1.491700532384819
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C124_2704,150,150,C58_1003,382.411736107787,1.6060656376141793
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C124_0105,150,150,C33_1401,359.9668544831241,1.4060619262125855
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C126_2504,150,150,C170_0402,324.8195043963118,1.0928680060642468
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C126_3004,150,150,C170_2301,291.98345612848,0.8002698257240167
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C126_0605,150,150,C40_1504,326.7521875141612,1.1100899189705884
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C127_2504,150,150,C190_0102,362.0414577406409,1.4245484728617452
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C127_0405,150,150,C34_1404,360.3689024997249,1.4096445290004505
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C127_1105,150,150,C140_2801,334.90402753004884,1.1827300106045773
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C128_2504,150,150,C21_1704,385.08960534602465,1.6299278167627285
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C128_0405,150,150,C195_2605,409.0606256014803,1.8435307707611954
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C128_1105,150,150,C168_2301,318.0279664889688,1.0323494072002346
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C132_2804,150,150,C36_1504,283.2905676138759,0.7228085142858365
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C132_0205,150,150,C140_2801,306.6402791040961,0.9308750586452843
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C132_1105,150,150,C42_2204,293.4798842513013,0.8136043214640664
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C137_3004,150,150,C170_0202,330.48296481871495,1.14333443858096
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C137_2502,150,150,C127_1105,337.711679465058,1.2077486681638432
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C138_3004,150,150,C40_0105,330.98660311809334,1.1478223004803512
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C138_2301,150,150,C169_1205,376.23821652195875,1.5510541276305694
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C138_3001,150,150,C168_0202,371.7495331144612,1.5110559955032077
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C138_0202,150,150,C140_0902,332.9924443224835,1.1656961165275452
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C138_0402,150,150,C146_2502,338.0901066127152,1.2111207881550394
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C140_3004,150,150,C146_1601,332.2217409142547,1.1588284687219879
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C140_2801,113,113,C36_1504,405.51989415616737,1.8119797275442522
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C140_3001,150,150,C146_1201,360.1126862597732,1.407361416094415
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C140_0202,150,150,C58_2901,333.22206240059097,1.1677422163285767
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C140_0402,150,150,C33_1401,336.140544205464,1.1937484658777493
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C140_0602,150,150,C31_2704,329.2066855590773,1.131961663576795
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C140_0902,150,150,C147_1901,314.7465845980443,1.003109397487297
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C140_1103,150,150,C58_0402,327.7813306595653,1.1192604930055234
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C141_2001,150,150,C34_2104,368.20069126558855,1.4794326814300383
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C141_2201,150,150,C234_2805,397.0241965886253,1.7362755615402388
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C141_3001,150,150,C40_2204,315.7825903490106,1.0123411233966453
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C141_0202,150,150,C140_3001,326.75354494329883,1.1101020148626508
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C142_3004,150,150,C124_2404,305.42618218431386,0.9200563831887438
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C145_3004,150,150,C132_0205,361.47997007426716,1.4195451220284054
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C145_0701,150,150,C63_2904,402.0272908248182,1.780857548314051
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C145_1201,150,150,C146_1201,444.3055901326958,2.157594521790958
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C145_1401,150,150,C31_1304,383.7324469437591,1.6178343371912118
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C145_1901,150,150,C169_0202,317.8218914010801,1.030513096227676
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C145_2301,150,150,C34_1404,338.82069769698484,1.2176309997397723
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C146_3004,150,150,C104_2204,314.76979104203184,1.0033161873917196
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C146_1201,150,150,C31_1304,394.95510868296094,1.7178381615454756
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C146_1401,150,150,C127_1105,383.72132159440577,1.6177352005061307
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C146_1601,150,150,C58_1604,427.91911703535965,2.0115765792125324
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C146_1901,150,150,C36_1704,392.2567981166447,1.6937938321165165
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C146_2301,150,150,C20_1004,386.3651297651055,1.6412938654710991
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C146_2701,150,150,C147_1901,307.1847795679029,0.9357270385060996
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C146_2502,150,150,C23_2204,318.2881644238779,1.0346680005236972
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C147_3004,150,150,C69_1804,313.0779841368871,0.9882406942052469
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C147_1401,150,150,C123_2904,487.77668345826095,2.5449603430588468
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C147_1901,150,150,C63_2404,471.76383707662626,2.402271744384688
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C152_0405,150,150,C190_1002,305.41421870641034,0.9199497780383141
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C161_1105,150,150,C40_2204,368.9198481233558,1.4858410039615908
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C167_1205,150,150,C65_2504,283.85377504248834,0.7278271897190657
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C168_1205,150,150,C123_2404,338.8059558751183,1.217499637091689
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C168_2001,150,150,C140_0202,382.7314165648717,1.6089142727261259
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C168_2301,150,150,C58_1604,385.9327223770261,1.6374407338796932
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C168_3001,150,150,C42_2704,320.80066468843813,1.057056596115904
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C168_0202,150,150,C169_0403,336.1377540278576,1.193723602931886
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C168_0403,150,150,C147_1401,359.78461936012354,1.4044380503749965
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C169_1205,150,150,C128_0405,306.82053057461604,0.9324812583879448
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C169_2001,150,150,C31_2004,406.59272061926146,1.821539558506911
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C169_2301,150,150,C42_2704,371.59866283875675,1.5097116081464077
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C169_0202,150,150,C137_2502,324.5670096581242,1.0906180550245677
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C169_0403,150,150,C190_0102,365.2550538239879,1.4531844511824674
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C170_1205,150,150,C106_2204,337.19385489423144,1.2031343940610808
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C170_2301,150,150,C190_0802,420.8723739870823,1.9487838772274082
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C170_0202,150,150,C246_2905,329.2357528734327,1.1322206790106377
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C170_0402,150,150,C123_2404,348.92876695798896,1.3077028210624455
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C170_0403,150,150,C147_1401,331.6631266736448,1.1538507226490924
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C190_2605,150,150,C58_2501,341.7091927688756,1.2433700410234014
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C190_2901,150,150,C240_2905,290.36520809222924,0.7858498070030068
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C190_0102,150,150,C190_2901,314.03188244396966,0.9967407702986122
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C190_0302,150,150,C169_0202,289.191826846262,0.7753939441471921
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C190_0502,150,150,C123_0505,282.4393866615355,0.7152237405102704
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C190_0802,150,150,C82_2504,274.8159342429128,0.6472920488704893
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C190_1002,150,150,C146_1201,302.4281684601532,0.893341434021617
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C190_0903,150,150,C138_2301,300.3468865624167,0.8747953747916658
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C193_2605,150,150,C103_2204,279.28282794573823,0.6870960154915389
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C195_2605,150,150,C58_2501,278.40380636604624,0.6792631571463512
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C197_2605,150,150,C146_2701,318.7908633882264,1.039147492118652
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C212_2705,150,150,C170_2301,282.77141650280083,0.7181824195382847
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C214_2705,150,150,C170_0202,315.74856877899833,1.0120379611708892
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C234_2805,150,150,C138_0402,306.76439444053153,0.9319810358718099
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C237_2805,150,150,C170_0402,304.3754902496102,0.9106937904161653
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C238_2905,150,150,C124_2704,285.0275290626069,0.7382863743216835
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C240_2905,150,150,C106_2204,304.9122855907692,0.915477110831494
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C246_2905,150,150,C138_3001,303.0963833073833,0.8992958182636269
+imperial_eskd,fewshot,draw2,zs_cal,pc,sq,C251_2905,150,150,C58_2901,252.74388008239922,0.45061055933619076
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C20_1004,150,150,C124_2404,18.835073498616122,1.4458796500128828
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C20_1404,150,150,C63_2904,18.941855407130934,1.4777977540570582
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C21_1004,150,150,C36_2104,16.870502227225607,0.8586510537592132
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C21_1704,150,150,C140_3001,16.858768510892737,0.8551437369866774
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C21_2504,150,150,C31_1304,16.389999619346565,0.7150243622616212
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C23_2204,150,150,C137_3004,16.850147786814276,0.8525669225065888
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C31_1304,150,150,C34_2504,16.511383757274345,0.7513072082753168
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C31_2004,150,150,C104_2204,16.910103179995918,0.8704881462812666
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C31_2704,150,150,C69_1804,16.68898880493939,0.8043950062833229
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C33_1401,150,150,C128_1105,19.54303927337487,1.6574971943399783
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C33_1601,150,150,C23_2204,19.302897441154567,1.5857165707046237
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C33_1901,150,150,C146_3004,19.21079446095222,1.5581861346432622
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C34_1404,150,150,C23_2204,18.421544489893666,1.3222719892277481
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C34_2104,150,150,C197_2605,17.0148705304349,0.9018040802091588
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C34_2504,150,150,C140_2801,16.560307444565243,0.76593095271756
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C36_1504,150,150,C170_0402,16.711842197947988,0.8112260976728313
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C36_1704,150,150,C21_2504,16.986643372963005,0.8933667207201744
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C36_2104,150,150,C132_0205,16.49734602068424,0.7471111984524962
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C40_1504,150,150,C138_2301,18.50195249437278,1.3463066884445438
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C40_2204,150,150,C42_2204,17.95297096516373,1.1822110114582636
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C40_0105,150,150,C140_1103,16.952460821038656,0.8831492385268731
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C42_1504,150,150,C240_2905,19.42387611896459,1.6218782209239722
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C42_2204,150,150,C63_2904,16.806851578550603,0.8396252838030015
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C42_2704,150,150,C170_2301,17.53423708125594,1.0570475651471631
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C58_1604,132,132,C138_2301,19.30383105935442,1.5859956378542457
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C58_2501,150,150,C106_2204,18.26858767909338,1.2765517781049844
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C58_2901,150,150,C168_3001,18.06482136485805,1.2156441345825875
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C58_0102,150,150,C168_0403,18.034538544911598,1.2065923184908396
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C58_0402,150,150,C63_1704,17.7765157101819,1.1294668971603787
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C58_1003,150,150,C138_0202,17.73228418851546,1.1162456845952764
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C63_1704,150,150,C190_0302,18.38807964230184,1.312269035524123
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C63_2404,150,150,C138_2301,16.8645915008665,0.8568842827627903
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C63_2904,150,150,C170_0202,16.168865753573943,0.6489253963076437
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C65_1704,150,150,C21_1704,19.899929022988264,1.7641748546187324
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C65_2104,137,137,C40_1504,18.656247332987707,1.392426848506184
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C65_2504,150,150,C58_2901,17.599618819701185,1.076590773910798
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C69_1804,150,150,C234_2805,17.80156569797467,1.1369545711287086
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+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C93_2104,150,150,C190_0102,16.702131113279222,0.8083233642870868
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C93_2704,150,150,C33_1901,16.85963833155324,0.855403734459356
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C93_0405,150,150,C140_2801,17.471227254200947,1.0382133427239157
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C103_2204,150,150,C168_2001,18.74112583106901,1.4177978197741918
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+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C106_2204,150,150,C126_2504,17.922890179380758,1.173219585254093
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C108_2204,150,150,C58_2901,18.09469960286884,1.2245750173767707
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C108_1501,150,150,C34_2504,20.34195951858329,1.8963018744981675
+imperial_eskd,fewshot,draw2,zs_cal,pc,l2,C108_1801,150,150,C170_0202,19.958639368145207,1.7817239219771681
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+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C58_1604,132,132,C138_2301,333.26667675010816,1.1557980688631606
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C58_2501,150,150,C106_2204,343.87345483118264,1.2453168763442923
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C58_2901,150,150,C168_3001,340.2042374086607,1.2143495113685667
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C58_0102,150,150,C168_0403,337.86972957473057,1.1946467933752805
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C58_0402,150,150,C63_1704,314.543459693629,0.9977783525746675
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C58_1003,150,150,C138_0202,336.44163871040513,1.182594029550871
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C63_1704,150,150,C190_0302,299.4760204758428,0.8706125742147586
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C63_2404,150,150,C138_2301,268.2854749524414,0.6073714260924256
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C63_2904,150,150,C170_0202,252.16314650495778,0.4713026212766605
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C65_1704,150,150,C21_1704,370.99018250112897,1.4741759233847387
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C65_2104,137,137,C40_1504,316.7427881604349,1.0163401872904385
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C65_2504,150,150,C58_2901,280.6457382182014,0.7116892518493294
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C69_1804,150,150,C234_2805,298.6729138430862,0.8638345359174515
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C82_2504,150,150,C124_2704,342.10209730675126,1.2303670195642433
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C93_2104,150,150,C190_0102,282.84515543959196,0.7302518356337165
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C93_2704,150,150,C33_1901,305.3476328313073,0.9201676541867357
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C93_0405,150,150,C140_2801,323.0710506572826,1.0697492911498068
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C103_2204,150,150,C168_2001,344.4795399407507,1.2504320975571706
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C104_2204,150,150,C145_2301,294.2091523847275,0.8261613990253455
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C106_2204,150,150,C126_2504,334.08248447008197,1.1626833014632716
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C108_2204,150,150,C58_2901,321.6399328813567,1.0576709808762537
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C108_1501,150,150,C34_2504,411.4289665938433,1.8154701128451474
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C108_1801,150,150,C170_0202,389.38868552526503,1.6294551266988342
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C108_2201,150,150,C169_0403,360.09975988311265,1.3822632201794307
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C113_0605,150,150,C23_2204,223.0788932154086,0.22583810311113336
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C123_2404,150,150,C140_1103,347.07088476334,1.2723024616316776
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C123_2904,150,150,C31_1304,343.9561879108465,1.246015124820327
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C123_0505,150,150,C137_3004,310.01317754074057,0.9595437960694044
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C124_2404,150,150,C152_0405,343.9838597950679,1.246248669263071
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C124_2704,150,150,C58_1003,362.2211684047481,1.400167428185438
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C124_0105,150,150,C33_1401,316.876647647088,1.0174699310753683
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C126_2504,150,150,C170_0402,309.08403876341674,0.9517020749836287
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C126_3004,150,150,C170_2301,262.22145653852175,0.5561924825142339
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C126_0605,150,150,C40_1504,318.4441359543857,1.030699177783214
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C127_2504,150,150,C190_0102,334.0962007219677,1.162799063526222
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C127_0405,150,150,C34_1404,362.0896158838323,1.399057154669437
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C127_1105,150,150,C140_2801,349.6864196817318,1.2943769846423423
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C128_2504,150,150,C21_1704,374.0451553398791,1.4999592030311868
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C128_0405,150,150,C195_2605,355.302938652985,1.3417791341601915
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C128_1105,150,150,C168_2301,314.1633122811185,0.994569994412098
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C132_2804,150,150,C36_1504,300.9209777755496,0.8828076869381697
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C132_0205,150,150,C140_2801,314.7403409739027,0.999439986040621
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C132_1105,150,150,C42_2204,286.6326085153783,0.7622170827750795
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C137_3004,150,150,C170_0202,336.91392330961605,1.1865800047254156
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C137_2502,150,150,C127_1105,321.1770163545088,1.0537640701131568
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C138_3004,150,150,C40_0105,304.309137470858,0.9114029882786231
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C138_2301,150,150,C169_1205,380.4958264349067,1.554401407767253
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C138_3001,150,150,C168_0202,372.9557018728164,1.4907644622312777
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C138_0202,150,150,C140_0902,330.62352673786364,1.1334904807076158
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C138_0402,150,150,C146_2502,321.3810039317276,1.0554856791177023
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C140_3004,150,150,C146_1601,324.9059462873113,1.0852353951671603
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C140_2801,113,113,C36_1504,385.8635304912559,1.5997036156915785
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C140_3001,150,150,C146_1201,357.8832678160837,1.36355652856062
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C140_0202,150,150,C58_2901,332.73821627100887,1.1513379819707719
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C140_0402,150,150,C33_1401,326.5054383987274,1.0987347467416908
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C140_0602,150,150,C31_2704,325.0389046745782,1.086357533877122
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C140_0902,150,150,C147_1901,309.9604188215726,0.9590985244149918
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C140_1103,150,150,C58_0402,311.2473981997374,0.9699603392192147
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C141_2001,150,150,C34_2104,379.12774620480667,1.5428551201197735
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C141_2201,150,150,C234_2805,417.32819298831134,1.8652582490593161
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C141_3001,150,150,C40_2204,309.84060240741707,0.9580873009850411
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C141_0202,150,150,C140_3001,313.77081876061806,0.9912574378910972
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C142_3004,150,150,C124_2404,321.23508102883227,1.0542541228287399
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C145_3004,150,150,C132_0205,337.3880574293908,1.1905815894351104
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C145_0701,150,150,C63_2904,405.4160293529211,1.7647222828111928
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C145_1201,150,150,C146_1201,431.3019059309139,1.983193225085393
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C145_1401,150,150,C31_1304,379.7464773842433,1.5480770713014795
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C145_1901,150,150,C169_0202,308.28685746164297,0.9449740451393562
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C145_2301,150,150,C34_1404,317.17695966127815,1.0200044965369128
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C146_3004,150,150,C104_2204,300.2428843907722,0.877084732172629
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C146_1201,150,150,C31_1304,375.44311036229027,1.511757627167334
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C146_1401,150,150,C127_1105,389.13195954416665,1.6272884174963143
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C146_1601,150,150,C58_1604,414.4451128128661,1.8409257046046663
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C146_1901,150,150,C36_1704,390.4796647327081,1.6386627444023922
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C146_2301,150,150,C20_1004,367.2881740089895,1.4429318091996157
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C146_2701,150,150,C147_1901,308.91312859080244,0.9502596317909946
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C146_2502,150,150,C23_2204,315.891483532254,1.0091553688153636
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C147_3004,150,150,C69_1804,292.4473248336818,0.8112919730647495
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C147_1401,150,150,C123_2904,404.15922453861043,1.7541151344996446
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C147_1901,150,150,C63_2404,386.0127359183001,1.6009628757417669
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C152_0405,150,150,C190_1002,300.3147210692335,0.8776910174875574
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C161_1105,150,150,C40_2204,335.8419634265637,1.17753290581706
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C167_1205,150,150,C65_2504,295.9321418459372,0.8407030402938908
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C168_1205,150,150,C123_2404,319.1644702429851,1.036778636221045
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C168_2001,150,150,C140_0202,374.933040605098,1.507452753807391
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C168_2301,150,150,C58_1604,356.680907125787,1.3534088763391032
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C168_3001,150,150,C42_2704,324.65567378323107,1.083123151850733
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C168_0202,150,150,C169_0403,347.842360250269,1.2788135402139695
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C168_0403,150,150,C147_1401,335.82487035648444,1.1773886441724783
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C169_1205,150,150,C128_0405,322.3327796755905,1.0635184510800095
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C169_2001,150,150,C31_2004,417.35003495290965,1.8654425902993175
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C169_2301,150,150,C42_2704,358.82229956760403,1.3714817441105718
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C169_0202,150,150,C137_2502,322.3595642017704,1.0637445064216267
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C169_0403,150,150,C190_0102,336.63294844044043,1.1842086403932393
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C170_1205,150,150,C106_2204,338.4529649288427,1.1995691678213065
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C170_2301,150,150,C190_0802,411.07474004990104,1.8124805209493338
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C170_0202,150,150,C246_2905,336.92393606587973,1.1866645101231408
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C170_0402,150,150,C123_2404,341.74809663874555,1.2273793340102352
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C170_0403,150,150,C147_1401,340.27042383203525,1.2149081098087948
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C190_2605,150,150,C58_2501,360.5744940825086,1.3862698694253748
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C190_2901,150,150,C240_2905,279.5805088795878,0.7026989572134161
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C190_0102,150,150,C190_2901,287.1119376057124,0.7662625118610604
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C190_0302,150,150,C169_0202,316.60072258381325,1.0151411859626007
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C190_0502,150,150,C123_0505,262.996729308289,0.5627356093046387
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C190_0802,150,150,C82_2504,245.76035966876768,0.41726454885254477
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C190_1002,150,150,C146_1201,282.2622911766346,0.7253325931130863
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C190_0903,150,150,C138_2301,300.539386977712,0.8795871469299701
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C193_2605,150,150,C103_2204,305.9626598975617,0.9253583434911485
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C195_2605,150,150,C58_2501,288.79769726360524,0.78048994201194
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C197_2605,150,150,C146_2701,311.6002574738341,0.972938391666843
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C212_2705,150,150,C170_2301,275.69676801060285,0.6699210628802063
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C214_2705,150,150,C170_0202,324.24527870079845,1.0796595101968136
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C234_2805,150,150,C138_0402,295.48831654690656,0.8369572551746497
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C237_2805,150,150,C170_0402,306.3012569715298,0.9282160261961643
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C238_2905,150,150,C124_2704,258.9190510399399,0.5283209271943708
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C240_2905,150,150,C106_2204,277.82550289936927,0.6878871037673882
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C246_2905,150,150,C138_3001,287.259036131888,0.7675039901445525
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,sq,C251_2905,150,150,C58_2901,219.93156325214343,0.19927535022731027
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C20_1004,150,150,C124_2404,18.393835581483696,1.2880656268613857
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C20_1404,150,150,C63_2904,18.511341048250117,1.3209094451155756
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C21_1004,150,150,C36_2104,15.622889893987743,0.5135617756213702
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C21_1704,150,150,C140_3001,15.21645670752127,0.399960101791921
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C21_2504,150,150,C31_1304,14.719073650391413,0.26093713391963214
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C23_2204,150,150,C137_3004,16.958777102837175,0.8869540772984021
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C31_1304,150,150,C34_2504,16.755788494145985,0.8302169640815599
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C31_2004,150,150,C104_2204,16.190843602913446,0.6723098654428349
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C31_2704,150,150,C69_1804,16.538010571959013,0.7693461068107046
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C33_1401,150,150,C128_1105,19.27407979602948,1.5341016777568968
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C33_1601,150,150,C23_2204,19.120943172807564,1.4912986358255895
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C33_1901,150,150,C146_3004,19.045631278459684,1.4702482946082105
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C34_1404,150,150,C23_2204,15.96081299140955,0.6080142730330601
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C34_2104,150,150,C197_2605,15.3194822081596,0.42875664132006486
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C34_2504,150,150,C140_2801,16.327137245298413,0.7104051451168579
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C36_1504,150,150,C170_0402,15.831011719358266,0.5717336683451993
+imperial_eskd,fewshot,draw2,zs_pseudo,pc,l2,C36_1704,150,150,C21_2504,16.06910746526607,0.6382835372226742
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+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C170_2301,1055,1500,C190_1002,20.361167319544947,2.0634143728887437
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C170_0202,5621,1500,C93_2704,19.003611900663877,1.7628586539986357
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C170_0402,808,1500,C138_3001,18.93497866791148,1.7476636127334688
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C170_0403,3745,1500,C40_1504,18.99718936573967,1.7614367381236777
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C190_2605,1791,1500,C214_2705,18.725246291991336,1.701229954009492
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C190_2901,1527,1500,C168_1205,20.79455261877987,2.159363627229548
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C190_0102,4868,1500,C69_1804,18.234124619379372,1.5924981664732862
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C190_0302,2220,1500,C190_0502,19.02972037504882,1.7686389346256755
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C190_0502,2030,1500,C65_2104,17.904125176374183,1.5194380037378974
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C190_0802,1447,1500,C141_3001,18.129273384236285,1.5692846475873163
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C190_1002,4052,1500,C169_1205,17.532757102167647,1.437219040914282
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C190_0903,1371,1500,C63_2904,17.26766086835823,1.3785281116015617
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C193_2605,5566,1500,C237_2805,18.576753319341186,1.668354381105234
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C195_2605,7759,1500,C146_2502,19.750271297992562,1.9281651665792743
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C197_2605,2835,1500,C170_2301,19.55569214598244,1.8850863529263984
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C212_2705,1150,1500,C82_2504,17.814702409299215,1.4996402675500724
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C214_2705,6279,1500,C40_2204,19.33752793772238,1.8367859303154834
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C234_2805,9882,1500,C128_0405,17.96974049440637,1.533964894358408
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C237_2805,5071,1500,C190_2605,18.63815280589058,1.6819479085315743
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C238_2905,7843,1500,C168_2001,17.034047946109286,1.3268074239507972
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C240_2905,2346,1500,C141_0202,18.062102584339634,1.5544133813608507
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C246_2905,769,1500,C170_0403,17.10913345824653,1.3434309663600208
+imperial_eskd,fewshot,draw2,scsemi5,all,l2,C251_2905,2117,1500,C40_0105,17.77314789693937,1.490440314338781
diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/manifest.json b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed3323ecc9c1cae31402097ada0df1edb67c37c9
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/manifest.json
@@ -0,0 +1,221 @@
+{
+ "schema": "paired_ft_extra_metrics.v1",
+ "dataset": "imperial_eskd",
+ "design": "fewshot",
+ "unit": "draw2",
+ "written_utc": "2026-10-01T18:47:37.633372+00:00",
+ "command": [
+  "tools/extra_metrics.py",
+  "--design",
+  "fewshot",
+  "--dataset",
+  "imperial_eskd",
+  "--draws",
+  "0,1,2,3,4",
+  "--threads",
+  "6",
+  "--fetch-dir",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch"
+ ],
+ "threads": 6,
+ "donors": [
+  "C20_1004",
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+  "C21_2504",
+  "C23_2204",
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+  "C113_0605",
+  "C123_2404",
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+  "C123_0505",
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+  "C124_2704",
+  "C124_0105",
+  "C126_2504",
+  "C126_3004",
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+  "C127_2504",
+  "C127_0405",
+  "C127_1105",
+  "C128_2504",
+  "C128_0405",
+  "C128_1105",
+  "C132_2804",
+  "C132_0205",
+  "C132_1105",
+  "C137_3004",
+  "C137_2502",
+  "C138_3004",
+  "C138_2301",
+  "C138_3001",
+  "C138_0202",
+  "C138_0402",
+  "C140_3004",
+  "C140_2801",
+  "C140_3001",
+  "C140_0202",
+  "C140_0402",
+  "C140_0602",
+  "C140_0902",
+  "C140_1103",
+  "C141_2001",
+  "C141_2201",
+  "C141_3001",
+  "C141_0202",
+  "C142_3004",
+  "C145_3004",
+  "C145_0701",
+  "C145_1201",
+  "C145_1401",
+  "C145_1901",
+  "C145_2301",
+  "C146_3004",
+  "C146_1201",
+  "C146_1401",
+  "C146_1601",
+  "C146_1901",
+  "C146_2301",
+  "C146_2701",
+  "C146_2502",
+  "C147_3004",
+  "C147_1401",
+  "C147_1901",
+  "C152_0405",
+  "C161_1105",
+  "C167_1205",
+  "C168_1205",
+  "C168_2001",
+  "C168_2301",
+  "C168_3001",
+  "C168_0202",
+  "C168_0403",
+  "C169_1205",
+  "C169_2001",
+  "C169_2301",
+  "C169_0202",
+  "C169_0403",
+  "C170_1205",
+  "C170_2301",
+  "C170_0202",
+  "C170_0402",
+  "C170_0403",
+  "C190_2605",
+  "C190_2901",
+  "C190_0102",
+  "C190_0302",
+  "C190_0502",
+  "C190_0802",
+  "C190_1002",
+  "C190_0903",
+  "C193_2605",
+  "C195_2605",
+  "C197_2605",
+  "C212_2705",
+  "C214_2705",
+  "C234_2805",
+  "C237_2805",
+  "C238_2905",
+  "C240_2905",
+  "C246_2905",
+  "C251_2905"
+ ],
+ "n_samples": 142,
+ "calls": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw2": {
+   "arms": [
+    "zs_raw",
+    "zs_cal",
+    "lora5",
+    "zs_pseudo"
+   ],
+   "summary_sha256": "92e8933780b2a541fc29bd1dfa4150cf6ea6c094aa83f74fec65331fb7cbc661"
+  },
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw2_scsemi5": {
+   "arms": [
+    "scsemi5"
+   ],
+   "summary_sha256": "615cdc329f32a9f40af1c3b3c2f4a7aafb5497c7db78d77c2b50f7adbf76ba95"
+  }
+ },
+ "reference_sha256": "34b4caa3f8a60b46d5faf58f09cdaa5622bcce19e4c45d9902a711fead96375e",
+ "bandwidth_m": 25.735726960115755,
+ "params": {
+  "seed": 20261001,
+  "ks": [
+   3,
+   5,
+   10
+  ],
+  "knn_c2st_k": 5,
+  "rf_trees": 300,
+  "cv_folds": 5,
+  "bw_multiples": [
+   0.5,
+   1.0,
+   2.0
+  ],
+  "bw_max_cells": 4000,
+  "en_pcs": 100,
+  "en_lb_max_queries_all_cells": 20000,
+  "en_all_cells": true
+ },
+ "n_representative_rows": 15,
+ "fetched_from_server2": [
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw2/zs__cal.npz",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw2/lora__raw.npz",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw2/scsemi5__raw.npz"
+ ],
+ "code_sha256": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/extra_metrics.py": "4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/umap/cell_immicro_5arm/tools/stage_b_embed.py": "d056cfdf38fb0e5f478756f370174e993b75d0c973c48e02e21749175a4ca2da"
+ },
+ "seconds": 2265.1,
+ "max_abs_diff_k10_pooled": 0.0,
+ "extra_metrics_py_sha256_ran": "4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef",
+ "code_sha256_note": "code_sha256 was hashed when the unit finished; extra_metrics_py_sha256_ran is the file the process loaded at start (scores_extra/_code/). v1-v3 differ only in the collector and the per-unit lock; metric code identical (scores_extra/_code/README.md)"
+}
diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/metrics.csv b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc1459d82e504683242bb23ab768a4b5952e246f
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw2/metrics.csv
@@ -0,0 +1,25 @@
+dataset,design,unit,label,set,real_side,mode,n_real,n_gen,precision_k3,coverage_k3,density_k3,expected_coverage_identical_k3,precision_k5,coverage_k5,density_k5,expected_coverage_identical_k5,precision_k10,coverage_k10,density_k10,expected_coverage_identical_k10,c2st_knn_auc,c2st_knn_auc_sd,c2st_rf_auc,c2st_rf_auc_sd,nn1_acc,nn1_acc_real,nn1_acc_gen,mmd2_bw0.5,mmd2_bw1,mmd2_bw2,mmd2_sum,mmd_bandwidth_m,seconds
+imperial_eskd,fewshot,draw2,Real vs real control (held-out real cells),real_R2,R1,raw,21232,21232,0.8394875659382065,0.9204973624717407,1.3104747550866618,0.8750176622275478,0.913715146948003,0.9851168048229089,1.299698568198945,0.9687610382422729,0.9693858327053504,0.9998116051243406,1.2866569329314241,0.9990247018518403,0.5027809180362924,0.002595691949041581,0.5592952053301239,0.00918832479029859,0.5036501507159006,0.42803315749811605,0.5792671439336851,5.8404783178978015e-05,-1.8715556886483853e-06,-3.6641742573451097e-06,5.286905323298452e-05,25.735726960115755,74.9
+imperial_eskd,fewshot,draw2,Real vs real control (held-out real cells),real_R2,R1,dm,21232,21232,0.8405237377543331,0.9190373021853806,1.3110399397136399,0.8750176622275478,0.9138564431047476,0.9837509419743783,1.301544837980407,0.9687610382422729,0.9689619442351168,0.9996703089675961,1.28150433308214,0.9990247018518403,0.5017213423451137,0.0038793907817058068,0.5601254719643944,0.0064455668126656915,0.5020723436322532,0.4266672946495855,0.5774773926149209,5.0233402709931596e-05,-4.555366881930922e-06,-4.1800938674896315e-06,4.149794196051104e-05,25.735726960115755,79.9
+imperial_eskd,fewshot,draw2,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,20606,20606,,,,,,,,,,,,,0.4975349089172962,0.007650165347366592,0.5021803086603513,0.004215972376291308,0.5013102979714646,0.5014558866349607,0.5011647093079685,-6.69102299122315e-06,-4.869088171544078e-06,-1.7852276026353309e-06,-1.3345338765402559e-05,25.735726960115755,63.0
+imperial_eskd,fewshot,draw2,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,20606,20606,,,,,,,,,,,,,0.4948344406600227,0.006362023026128428,0.49820667236916616,0.004364795574117686,0.5008977967582258,0.5030088323789188,0.49878676113753273,-7.744847762225504e-06,-5.701272353775266e-06,-2.0813925931673083e-06,-1.552751270916808e-05,25.735726960115755,62.0
+imperial_eskd,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R1,raw,21232,21232,0.2142049736247174,0.048794272795779955,0.10609771414217535,0.8750176622275478,0.30279766390354185,0.07003579502637529,0.10637716654107007,0.9687610382422729,0.48930859080633005,0.11148266767143934,0.12046439336850037,0.9990247018518403,0.9955628734882929,0.0006100021804116923,0.9974002858822271,0.0002307816635462355,0.9803127354935945,0.9791352675207234,0.9814902034664658,0.16147458293076863,0.24017781878364508,0.1090105839204687,0.5106629856348824,25.735726960115755,56.1
+imperial_eskd,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R1,dm,21232,21232,0.22240015071590052,0.06772795779954785,0.11349221301180608,0.8750176622275478,0.32545214770158254,0.09669366993217784,0.11952712886209496,0.9687610382422729,0.5243500376789751,0.14930293896006028,0.1335908063300678,0.9990247018518403,0.9944846546597738,0.0004920372817315145,0.9964268720080419,0.000184327392860268,0.973153730218538,0.97103428786737,0.9752731725697061,0.1455949411244625,0.2219973391763671,0.10085559434213964,0.4684478746429692,25.735726960115755,57.8
+imperial_eskd,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R2,raw,21232,21232,,,,,,,,,,,,,0.9951613003007557,0.00025076543476178486,0.9975251807178586,0.0003452933572265021,0.9804304822908817,0.9829973624717407,0.9778636021100227,0.1670883902913933,0.24241656737114037,0.10927132155375219,0.5187762792162859,25.735726960115755,52.5
+imperial_eskd,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R2,dm,21232,21232,,,,,,,,,,,,,0.9946846098808795,0.00027006299273870055,0.9966978534319256,0.00022368864984258848,0.9739073097211756,0.9775339110776187,0.9702807083647325,0.1501327131005843,0.22374038811580554,0.10102666517275805,0.4748997663891479,25.735726960115755,57.2
+imperial_eskd,fewshot,draw2,Zero-shot + calibration,zs_cal,R1,raw,21232,21232,0.6183590806330068,0.3797569706103994,0.6619881939211253,0.8750176622275478,0.7357290881688018,0.4873775433308214,0.6892143933685004,0.9687610382422729,0.8569611906556142,0.6349378296910324,0.7241616428033157,0.9990247018518403,0.9536358081853166,0.0016456037188547134,0.9649354895105173,0.0021227921146241497,0.866922569706104,0.8096269781461944,0.9242181612660135,0.04241178517024474,0.02296281178259596,0.007167926504031419,0.07254252345687212,25.735726960115755,59.8
+imperial_eskd,fewshot,draw2,Zero-shot + calibration,zs_cal,R1,dm,21232,21232,0.6668236623963828,0.4157874905802562,0.8022324792765637,0.8750176622275478,0.7691220798794273,0.5302373775433308,0.8209495101733232,0.9687610382422729,0.8774020346646572,0.6785983421250942,0.8468396759608139,0.9990247018518403,0.9458944114717006,0.0018181507547224158,0.964294053691216,0.002000435875071598,0.8569376412961568,0.7907403918613414,0.9231348907309721,0.0445502224389836,0.025457920722473437,0.00812830642401785,0.07813644958547489,25.735726960115755,57.4
+imperial_eskd,fewshot,draw2,Zero-shot + calibration,zs_cal,R2,raw,21232,21232,,,,,,,,,,,,,0.9584814386779221,0.002520746291196093,0.9647349351574667,0.002349679643597028,0.8726215146948003,0.8401469480030144,0.9050960813865863,0.041464474948523566,0.022711263463558895,0.007142436708521105,0.07131817512060357,25.735726960115755,48.1
+imperial_eskd,fewshot,draw2,Zero-shot + calibration,zs_cal,R2,dm,21232,21232,,,,,,,,,,,,,0.9499673319642958,0.001622295967261138,0.9651356138590778,0.00171441594730561,0.8644969856819894,0.8161266013564431,0.9128673700075358,0.044196137196394036,0.025438440322535616,0.00815483935574135,0.077789416874671,25.735726960115755,50.4
+imperial_eskd,fewshot,draw2,"LoRA, 5 donors",lora5,R1,raw,21232,21232,0.5997550866616428,0.4208270535041447,0.6394122079879427,0.8750176622275478,0.713733986435569,0.5251036171816127,0.6502166541070082,0.9687610382422729,0.8453749058025621,0.6650339110776187,0.6628909193669932,0.9990247018518403,0.9212255536180315,0.004181378255225623,0.9253779561846207,0.0047816409241233,0.8190938206480783,0.7822626224566692,0.8559250188394876,0.0278632373899656,0.018905274291361795,0.006213255173895593,0.05298176685522299,25.735726960115755,58.3
+imperial_eskd,fewshot,draw2,"LoRA, 5 donors",lora5,R1,dm,21232,21232,0.6565561416729465,0.5879333082140166,0.8392834714895754,0.8750176622275478,0.7603146194423511,0.7269216277317258,0.8512905048982669,0.9687610382422729,0.8739638281838734,0.8674642049736248,0.866154860587792,0.9990247018518403,0.8683052197874741,0.0028876999151518892,0.8946027604678802,0.003283070143852737,0.7526139788997739,0.6942351168048229,0.8109928409947249,0.013161009249697209,0.008124479895905479,0.002663173978451061,0.02394866312405375,25.735726960115755,59.4
+imperial_eskd,fewshot,draw2,"LoRA, 5 donors",lora5,R2,raw,21232,21232,,,,,,,,,,,,,0.9257259525016647,0.0032801922501306006,0.922093628465206,0.00023558446683191346,0.8191409193669932,0.8200828937452901,0.8181989449886963,0.027497271427234793,0.01878257468060518,0.0062048522159448005,0.05248469832378477,25.735726960115755,50.5
+imperial_eskd,fewshot,draw2,"LoRA, 5 donors",lora5,R2,dm,21232,21232,,,,,,,,,,,,,0.872589281321412,0.0032055696387742814,0.8947194973905281,0.001639204276340751,0.757465146948003,0.7250376789751318,0.7898926149208741,0.01324617180038351,0.0082774298735242,0.0027288596474632776,0.02425246132137099,25.735726960115755,51.9
+imperial_eskd,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,21232,21232,0.5819517709118311,0.411595704596835,0.6131468224064305,0.8750176622275478,0.7038903541823662,0.5349472494348154,0.6339299171062547,0.9687610382422729,0.8389223813112283,0.6944235116804823,0.6719856819894499,0.9990247018518403,0.955638445898856,0.0014210365248348462,0.9673131362880728,0.00130552960688929,0.8640024491333835,0.8016201959306707,0.9263847023360965,0.027803084658505894,0.01767165923590408,0.005914145187050801,0.051388889081460776,25.735726960115755,54.7
+imperial_eskd,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,21232,21232,0.662490580256217,0.4534664657121326,0.8260644310474755,0.8750176622275478,0.771665410700829,0.5734269027882442,0.8396759608138659,0.9687610382422729,0.8810757347400151,0.7309250188394876,0.8648973247927657,0.9990247018518403,0.9463087078328357,0.003764670588637747,0.9671903926725343,0.0018053698010161616,0.8485540693293142,0.7669555388093444,0.9301525998492841,0.030075662180552687,0.01896606949069568,0.006278458269437959,0.055320189940686326,25.735726960115755,60.0
+imperial_eskd,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,21232,21232,,,,,,,,,,,,,0.9597818908578926,0.0023009613814043532,0.9671545774420618,0.0014999455720322863,0.872550866616428,0.8340241145440844,0.9110776186887717,0.027070568960503694,0.017479355439509403,0.0058940184417384245,0.05044394284175152,25.735726960115755,50.7
+imperial_eskd,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,21232,21232,,,,,,,,,,,,,0.9492082393926399,0.0015240988250192977,0.9676446492555166,0.0007375552649178962,0.8531461944235117,0.7897042200452148,0.9165881688018086,0.02968701670912477,0.018928281103556488,0.006299322780578542,0.0549146205932598,25.735726960115755,49.9
+imperial_eskd,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R1,raw,21232,21232,0.13220610399397137,0.024632629992464204,0.05325295151971867,0.8750176622275478,0.19706103993971363,0.03654860587792012,0.05368311981914092,0.9687610382422729,0.3373210248681236,0.059721175584024115,0.058708553127354936,0.9990247018518403,0.9991451151247807,0.000420124884155587,0.9997815007728941,6.065758396344071e-05,0.9944188018085908,0.9900150715900528,0.9988225320271289,0.1756955696046808,0.13171329822506306,0.04597777231512734,0.3533866401448712,25.735726960115755,55.3
+imperial_eskd,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R1,dm,21232,21232,0.18618123587038432,0.07003579502637529,0.09980218538055764,0.8750176622275478,0.2722776940467219,0.10446495855312736,0.10844009042954032,0.9687610382422729,0.41423323285606634,0.1705444611906556,0.11880180859080633,0.9990247018518403,0.9976070056542901,0.0005051607535105796,0.9993374587092532,0.00011935644519084202,0.9846929163526752,0.9723059532780708,0.9970798794272796,0.15931301305314904,0.10947449227909511,0.03660616888104884,0.305393674213293,25.735726960115755,60.3
+imperial_eskd,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R2,raw,21232,21232,,,,,,,,,,,,,0.9991692325161965,0.0001425434555293448,0.9997897905035776,4.892521222332609e-05,0.9952194800301432,0.9923229088168802,0.9981160512434062,0.17686811135870895,0.1314723017705599,0.045831195693517346,0.3541716088227862,25.735726960115755,54.5
+imperial_eskd,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R2,dm,21232,21232,,,,,,,,,,,,,0.9977183752760999,0.000624238780854646,0.9993272803764686,0.00013536266276401878,0.9852345516201959,0.9727298417483045,0.9977392614920875,0.15938182334070683,0.10931694483169774,0.03658427678823006,0.30528304496063463,25.735726960115755,55.7