Archive 4 checkpoints (1-4)

paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/scores/aggregate.csv

@@ -0,0 +1,87 @@
+cohort,arm,uses_target_pairs,comp_l1,precision,coverage,precision_dm,coverage_dm,pb_r_median,logfc_r,broadcast_r,partial_r,deg50,deg50_broadcast,deg50_max,p_l1_vs_zs_K1000,p_l1_vs_within_lora
+immicro,locoL_fullsat_s20000_K1000,False,0.2076823216876906,0.7401869158878505,0.38560747663551403,0.8212461059190032,0.7194392523364486,0.8863773039051367,,,,,,,4.28646220899865e-19,7.499747580707642e-07
+immicro,locoL_fullsat_s40000_K1000,False,0.21055421464175067,0.7288473520249221,0.36778816199376946,0.8121495327102803,0.738006230529595,0.883436496463128,,,,,,,3.934224985657432e-18,3.3368425928831524e-07
+immicro,locoL_fullsat_s60000_K1000,False,0.22251011942239113,0.7089719626168224,0.3490342679127726,0.8016199376947041,0.7200623052959502,0.8817591984662231,,,,,,,1.1414042339557987e-16,3.2178143752924207e-08
+immicro,locoL_fullsat_s65000_K1000,False,0.21255123747092092,0.7041744548286605,0.34579439252336447,0.7967601246105919,0.7125233644859813,0.881878378631933,,,,,,,2.6736045710989122e-17,5.099080196244263e-07
+immicro,locoL_lora16_K1000,False,0.16262332160969473,0.8329595015576324,0.45065420560747665,0.8711526479750779,0.7047352024922119,0.8858693369632604,,,,,,,2.80949222844839e-19,0.8301939730942434
+immicro,locoL_lora16sat_s20000_K1000,False,0.16262332160969473,0.8329595015576324,0.45065420560747665,0.8711526479750779,0.7047352024922119,0.8858693369632604,,,,,,,2.80949222844839e-19,0.8301939730942434
+immicro,locoL_lora16sat_s28500_K1000,False,0.17491854684276595,0.8407476635514018,0.45165109034267914,0.883177570093458,0.6854828660436137,0.8873478720732648,,,,,,,3.2351062602524277e-19,0.26318956196551035
+immicro,locoL_lora64sat_s20000_K1000,False,0.19608124284129383,0.8545171339563863,0.437196261682243,0.8965732087227415,0.7131464174454829,0.8777141587697234,,,,,,,6.782738418768735e-18,3.7509756222820777e-06
+immicro,locoL_lora64sat_s39000_K1000,False,0.19858024117626522,0.8349532710280374,0.38174454828660437,0.8785669781931464,0.66398753894081,0.877567489140798,,,,,,,1.4840659597953144e-17,3.768658900124394e-05
+immicro,xcalL_K1000,False,0.17220690476643966,0.901993769470405,0.5724610591900312,0.9343302180685358,0.7378193146417446,0.8888913715424525,,,,,,,5.674071885692667e-19,0.5674072544647283
+immicro,zs_K1000,False,0.4457108278919341,0.6705919003115265,0.1864797507788162,0.6563239875389408,0.2107165109034268,0.8920390135033525,,,,,,,,1.0480605741268486e-18
+immicro,[within-cohort calibration] zs__cal,True,0.19850275515696958,0.9050467289719626,0.527227414330218,0.944423676012461,0.7689719626168224,0.8801553120873381,,,,,,,7.12072465706631e-17,1.930319432195753e-07
+immicro,[within-cohort LoRA r16] real_lora__raw,True,0.16172890350786212,0.9241121495327103,0.7842990654205607,0.9606230529595016,0.9623052959501558,0.8994149755898816,,,,,,,1.0480605741268486e-18,
+immicro,[within-cohort full FT] real_full__raw,True,0.1572206245036138,0.8895327102803738,0.6953894080996885,0.9459190031152648,0.9501557632398754,0.9140523649103616,,,,,,,6.000732255664671e-19,0.24760598984759485
+ye2026_sepsis,locoL_fullsat_s100000_K1000,False,0.5774379174565976,0.818780487804878,0.35317073170731705,0.7932520325203252,0.5532520325203252,0.8771110294275071,0.07776924200901651,0.31594581626202867,0.0059716621665920466,7.0,21.0,250.0,0.05896308746880887,3.4391180557739516e-08
+ye2026_sepsis,locoL_fullsat_s108500_K1000,False,0.5846173784329263,0.8208130081300813,0.3456910569105691,0.7928455284552846,0.5505691056910569,0.8765570684516901,0.07297860484594258,0.31594581626202867,-7.021571424081427e-05,5.0,21.0,250.0,0.0381363876701571,1.1497681302540135e-08
+ye2026_sepsis,locoL_fullsat_s20000_K1000,False,0.4979485447700929,0.8376422764227642,0.32926829268292684,0.7985365853658537,0.5865853658536585,0.876321030085444,0.12050615062254941,0.31594581626202867,0.0502926168036133,10.0,21.0,250.0,0.9723412853463738,5.7153801707671366e-05
+ye2026_sepsis,locoL_fullsat_s40000_K1000,False,0.5300574276228053,0.8350406504065041,0.33471544715447155,0.7960162601626016,0.5895121951219512,0.8761626372026949,0.11242527537940607,0.31594581626202867,0.044959343731627986,7.0,21.0,250.0,0.39884521572626563,4.000113093132899e-06
+ye2026_sepsis,locoL_fullsat_s60000_K1000,False,0.5459371522940706,0.8296747967479675,0.33926829268292685,0.7919512195121952,0.5704878048780487,0.8766076538284067,0.08306109681282589,0.31594581626202867,0.012438320245952872,7.0,21.0,250.0,0.2196764453237604,4.5131528630386724e-07
+ye2026_sepsis,locoL_fullsat_s80000_K1000,False,0.5756093100530909,0.8283739837398374,0.3416260162601626,0.807479674796748,0.577479674796748,0.8778080739176894,0.08726311196922498,0.31594581626202867,0.016341209913177546,6.0,21.0,250.0,0.06476713445259935,2.5046618892523646e-08
+ye2026_sepsis,locoL_lora16_K1000,False,0.5000091994646808,0.8658536585365854,0.3468292682926829,0.8295121951219512,0.5719512195121951,0.8647148730786527,0.12455395226696071,0.31594581626202867,0.07238115840305821,9.0,21.0,250.0,0.8732818777129994,3.8429820644344716e-05
+ye2026_sepsis,locoL_lora16sat_s20000_K1000,False,0.5000091994646808,0.8658536585365854,0.3468292682926829,0.8295121951219512,0.5719512195121951,0.8647148730786527,0.12455395226696071,0.31594581626202867,0.07238115840305821,9.0,21.0,250.0,0.8732818777129994,3.8429820644344716e-05
+ye2026_sepsis,locoL_lora16sat_s26750_K1000,False,0.4913211548128607,0.8611382113821138,0.3413821138211382,0.8254471544715447,0.5679674796747968,0.8655208432760766,0.10171004353585707,0.31594581626202867,0.05041380972761813,8.0,21.0,250.0,0.8010797939807706,6.303558842559553e-05
+ye2026_sepsis,locoL_lora64sat_s20000_K1000,False,0.5500938157804457,0.8356097560975609,0.2948780487804878,0.7879674796747967,0.49365853658536585,0.866523942246353,0.17680441182744347,0.31594581626202867,0.123774850768618,12.0,21.0,250.0,0.09108874909541066,4.096370143419454e-07
+ye2026_sepsis,locoL_lora64sat_s40000_K1000,False,0.5637732142083826,0.8269918699186992,0.2910569105691057,0.7889430894308943,0.489349593495935,0.8647820399736996,0.21467488951638702,0.31594581626202867,0.16248853205684335,4.0,21.0,250.0,0.06819027045646373,1.9115971450977619e-07
+ye2026_sepsis,locoL_lora64sat_s59000_K1000,False,0.5696031573329058,0.828130081300813,0.2891869918699187,0.7696747967479675,0.48577235772357724,0.8623590296603416,0.2279128935245801,0.31594581626202867,0.1762499986107458,4.0,21.0,250.0,0.08933271679629097,4.132099266679222e-08
+ye2026_sepsis,loco_lora16_K1000,False,0.537784206603567,0.8506504065040651,0.28804878048780486,0.7960162601626016,0.5129268292682927,0.8657510412987999,0.09162100245097674,0.31594581626202867,0.03357463198358491,7.0,21.0,250.0,0.18381713324066362,8.810964325972628e-07
+ye2026_sepsis,xcalL_K1000,False,0.4438043638834868,0.8960975609756098,0.4638211382113821,0.8978861788617886,0.651869918699187,0.8655010028906098,0.09668769745340702,0.3172672992140051,0.016469708030032833,13.0,27.0,250.0,0.0027593342725831522,0.0074870419209778424
+ye2026_sepsis,zs_K1000,False,0.5094583598384997,0.6169918699186991,0.07398373983739838,0.5752032520325203,0.07121951219512195,0.8786516011139656,-0.021848803748335324,0.31594581626202867,-0.10302610190502556,9.0,21.0,250.0,,0.000684921410799816
+ye2026_sepsis,[within-cohort calibration] zs__cal,True,0.40065324062398555,0.9034146341463415,0.4308130081300813,0.9110569105691056,0.6827642276422764,0.8611254347365214,0.12267970089558222,0.27791460488477016,0.03938214909552812,11.0,22.0,250.0,0.00018919827139893567,0.19313667138032242
+ye2026_sepsis,[within-cohort LoRA r16] real_lora__raw,True,0.3618246783833512,0.9256910569105691,0.829349593495935,0.9334959349593496,0.9490243902439024,0.890814724779387,0.5267612711229187,0.31594581626202867,0.46874787884206276,23.0,21.0,250.0,0.000684921410799816,
+ye2026_sepsis,[within-cohort full FT] real_full__raw,True,0.3716534409830164,0.8664227642276423,0.7946341463414635,0.8782926829268293,0.9273983739837398,0.9013444743771939,0.534366534546327,0.31594581626202867,0.46768653125846193,24.0,21.0,250.0,0.00040186525013656175,0.7132287608306445
+imperial_eskd,locoL_fullsat_s20000_K1000,False,0.6320557687766534,0.7625415211651477,0.6004599267524061,0.8030406268631292,0.692019419129546,0.8774232337126225,0.5321348760714089,0.6606053132085035,0.3253497877510006,98.0,84.0,250.0,2.638498689139773e-13,6.05884420577385e-17
+imperial_eskd,locoL_fullsat_s40000_K1000,False,0.608905739142699,0.7874116344434035,0.6026318030832126,0.8236947449109957,0.7040712034750022,0.87824769514186,0.5027476205152808,0.6606053132085035,0.29334444050906294,99.0,84.0,250.0,4.886513239724087e-13,2.080482876777613e-15
+imperial_eskd,locoL_fullsat_s60000_K1000,False,0.5648876304384981,0.7981006728558044,0.6114470658376628,0.8325525934758539,0.7030917298356187,0.8806915068148377,0.49841549661342743,0.6606053132085035,0.29078020889831985,99.0,84.0,250.0,1.3795383253440688e-15,1.582705982680838e-13
+imperial_eskd,locoL_fullsat_s80000_K1000,False,0.5760579253485651,0.809385912613917,0.6047610936036113,0.8334468954944213,0.701303125798484,0.8798943711569296,0.46572797196536914,0.6606053132085035,0.2508436463606439,93.0,84.0,250.0,2.5704941305972313e-15,2.4498945088365615e-14
+imperial_eskd,locoL_fullsat_s93000_K1000,False,0.5795732789528253,0.8022314964653777,0.6076143429009454,0.8363427306021634,0.7007069244527724,0.879378718090629,0.45945747768103096,0.6606053132085035,0.24406653287984167,97.0,84.0,250.0,3.4524384903074747e-15,4.208149676813619e-14
+imperial_eskd,locoL_lora16_K1000,False,0.6574725585859008,0.8041052721233285,0.682863469891832,0.8409419981262244,0.7504045651988758,0.8721980540395425,0.5267014418562213,0.6606053132085035,0.3160891154874635,96.0,84.0,250.0,8.240504595371867e-15,3.458902313776944e-18
+imperial_eskd,locoL_lora16sat_s20000_K1000,False,0.6574725585859008,0.8041052721233285,0.682863469891832,0.8409419981262244,0.7504045651988758,0.8721980540395425,0.5267014418562213,0.6606053132085035,0.3160891154874635,96.0,84.0,250.0,8.240504595371867e-15,3.458902313776944e-18
+imperial_eskd,locoL_lora16sat_s40000_K1000,False,0.6354385520845358,0.8195639213014224,0.6838003577208074,0.8513329358657695,0.7547909036708969,0.8713917655234306,0.49115540391304124,0.6606053132085035,0.2681664933612403,94.0,84.0,250.0,1.0066597334428257e-14,1.5361107057499805e-16
+imperial_eskd,locoL_lora64sat_s20000_K1000,False,0.6215824758631929,0.8080231666808619,0.6829060557022401,0.8451154075462056,0.760710331317605,0.8703845911453068,0.5106680194292705,0.6606053132085035,0.29693242843172907,101.0,84.0,250.0,4.577247144033568e-16,8.648144888064831e-17
+imperial_eskd,locoL_lora64sat_s40000_K1000,False,0.6034640048005437,0.8191806490077507,0.7111404480027255,0.8568265054083979,0.7818754790903671,0.8737452140146552,0.5353798731445953,0.6606053132085035,0.314018613209171,101.0,84.0,250.0,6.149556620111599e-17,5.78659288288674e-15
+imperial_eskd,locoL_lora64sat_s60000_K1000,False,0.5769841372055678,0.8175623882122477,0.7225960310024699,0.8532492973341282,0.7831956392130143,0.8758184245049896,0.5679152517190105,0.6606053132085035,0.3612044321070582,109.0,84.0,250.0,1.9803830347651483e-18,6.464485470063783e-14
+imperial_eskd,locoL_lora64sat_s69250_K1000,False,0.5944384838913485,0.8223319989779405,0.7228941316753258,0.8549953155608552,0.7787241291201772,0.875865335929421,0.5804458634433078,0.6606053132085035,0.37286527777401546,102.0,84.0,250.0,6.300421879924113e-18,3.3008547839146704e-14
+imperial_eskd,xcalL_K1000,False,0.6511665403698953,0.8453709224086534,0.6370411378928541,0.8699855208244613,0.6638701984498765,0.8649784260819683,0.6892227232868162,0.6767220706910705,0.44492298254048923,108.0,84.0,250.0,1.055623106261569e-16,9.174972659328609e-17
+imperial_eskd,zs_K1000,False,0.8029956289662181,0.4935695426283962,0.11315049825398177,0.5616642534707436,0.1567157823013372,0.8842598187000824,0.6419400899561818,0.6606053132085035,0.4277975641323528,108.0,84.0,250.0,,9.145080649116403e-21
+imperial_eskd,[within-cohort calibration] zs__cal,True,0.4943429956255003,0.8417085427135679,0.6392981858444766,0.8640235073673452,0.6882292820032365,0.8669239796274295,0.6787028713891314,0.6901082987421676,0.41180392471305144,111.0,97.0,250.0,8.137216788076729e-16,7.01268509482979e-11
+imperial_eskd,[within-cohort LoRA r16] real_lora__raw,True,0.37638560875745664,0.847457627118644,0.8500127757431224,0.8881270760582574,0.9371433438378333,0.8801149509776351,0.8187448084273437,0.6606053132085035,0.6899314750539278,143.0,84.0,250.0,9.145080649116403e-21,
+giroux2022,locoL_fullsat_s100000_K1000,False,0.48950182739661546,0.9827777777777778,0.7636111111111111,0.9422222222222222,0.7413888888888889,0.8603229232152234,0.22468780640184455,0.5752659929360795,0.13129069625153494,1.0,5.0,101.0,0.016406655311584473,2.9802322387695312e-06
+giroux2022,locoL_fullsat_s120000_K1000,False,0.46479005295114834,0.9844444444444445,0.7755555555555556,0.9325,0.7313888888888889,0.8687330484163021,0.19614193186548523,0.5752659929360795,0.10728036024779791,2.0,5.0,101.0,0.05264079570770264,2.014636993408203e-05
+giroux2022,locoL_fullsat_s20000_K1000,False,0.5427203589458633,0.985,0.7530555555555556,0.9516666666666667,0.7847222222222222,0.8558387167208481,0.20774513671763944,0.5752659929360795,0.13114806465452292,2.0,5.0,101.0,0.0007423162460327148,2.9802322387695312e-06
+giroux2022,locoL_fullsat_s40000_K1000,False,0.5323483591706378,0.9880555555555556,0.7527777777777778,0.9433333333333334,0.7419444444444444,0.8516461288528285,0.20257937229680234,0.5752659929360795,0.13104442637591107,2.0,5.0,101.0,0.00023925304412841797,5.960464477539062e-07
+giroux2022,locoL_fullsat_s60000_K1000,False,0.4988853291728783,0.9863888888888889,0.7563888888888889,0.9338888888888889,0.7263888888888889,0.8548987160712762,0.21660646011764068,0.5752659929360795,0.14055050699438607,2.0,5.0,101.0,0.008714795112609863,1.6689300537109375e-06
+giroux2022,locoL_fullsat_s80000_K1000,False,0.4661782609721092,0.9838888888888889,0.7644444444444445,0.94,0.7291666666666666,0.858248926902685,0.22820748246226313,0.5752659929360795,0.14030919379463738,2.0,5.0,101.0,0.06910169124603271,3.0159950256347656e-05
+giroux2022,locoL_lora16_K1000,False,0.41567310153778664,0.9913888888888889,0.7930555555555555,0.9722222222222222,0.8188888888888889,0.8452838948254842,0.2956654638808478,0.5752659929360795,0.203719618154743,0.0,5.0,101.0,0.15150094032287598,0.0012379884719848633
+giroux2022,locoL_lora16sat_s20000_K1000,False,0.41567310153778664,0.9913888888888889,0.7930555555555555,0.9722222222222222,0.8188888888888889,0.8452838948254842,0.2956654638808478,0.5752659929360795,0.203719618154743,0.0,5.0,101.0,0.15150094032287598,0.0012379884719848633
+giroux2022,locoL_lora16sat_s35750_K1000,False,0.43086767828477845,0.9947222222222222,0.8188888888888889,0.9727777777777777,0.8352777777777778,0.8441236024372596,0.299296791280024,0.5752659929360795,0.20338552802806034,0.0,5.0,101.0,0.15998530387878418,0.0004944801330566406
+giroux2022,locoL_lora64_K1000,False,0.4914305111532487,0.9936111111111111,0.8025,0.9766666666666667,0.8194444444444444,0.835420984705427,0.26353377324727834,0.5752659929360795,0.17065962242627203,2.0,5.0,101.0,0.02112710475921631,0.0001621904716428196
+giroux2022,locoL_lora64sat_s20000_K1000,False,0.4914305111532487,0.9936111111111111,0.8025,0.9766666666666667,0.8194444444444444,0.835420984705427,0.26353377324727834,0.5752659929360795,0.17065962242627203,2.0,5.0,101.0,0.02112710475921631,0.0001621904716428196
+giroux2022,locoL_lora64sat_s40000_K1000,False,0.4692412988819341,0.9941666666666666,0.8180555555555555,0.9766666666666667,0.835,0.8430871064956877,0.23874546841194885,0.5752659929360795,0.15381449914514383,0.0,5.0,101.0,0.033985137939453125,0.00017547607421875
+giroux2022,locoL_lora64sat_s60000_K1000,False,0.42970541878518415,0.9936111111111111,0.8152777777777778,0.975,0.8447222222222223,0.8469462885794707,0.2724235616940377,0.5752659929360795,0.18688971173452829,1.0,5.0,101.0,0.11396121978759766,0.00023925304412841797
+giroux2022,locoL_lora64sat_s69250_K1000,False,0.4098228307587457,0.9944444444444445,0.8086111111111111,0.9811111111111112,0.8411111111111111,0.8504071851340169,0.27821710171594927,0.5752659929360795,0.1866642090555729,0.0,5.0,101.0,0.22918963432312012,0.0035042762756347656
+giroux2022,loco_lora16_K1000,False,0.34714171317520415,0.9911111111111112,0.8077777777777778,0.9630555555555556,0.8263888888888888,0.8467677060411474,0.29602421545115876,0.5752659929360795,0.18828174123576252,0.0,5.0,101.0,0.8333734273910522,0.15998530387878418
+giroux2022,xcalL_K1000,False,0.20217456364466954,0.9880555555555556,0.8911111111111111,0.9791666666666666,0.8886111111111111,0.885349841361257,0.23805572307713363,0.5685800393550717,0.1152602250055946,0.0,2.0,101.0,0.00014960765838623047,0.013754521768656157
+giroux2022,zs_K1000,False,0.33717201742780784,0.9044444444444445,0.2927777777777778,0.9727777777777777,0.36944444444444446,0.889358629460119,0.33988455976970655,0.5752659929360795,0.1974453132347231,0.0,5.0,101.0,,0.03148162364959717
+giroux2022,zs_K2000,False,0.3224497952055856,0.9169444444444445,0.27666666666666667,0.9797222222222223,0.3436111111111111,0.8891586789821797,0.33929379359060685,0.5752659929360795,0.18877795295343638,0.0,5.0,101.0,0.04245976217928354,0.07379257678985596
+giroux2022,[within-cohort calibration] zs__cal,True,0.2663183045196587,0.9947222222222222,0.9061111111111111,0.9805555555555555,0.9019444444444444,0.865104686301811,0.26862025176520443,0.5643395657145305,0.13339193412452294,0.0,2.0,101.0,0.009575724601745605,0.7898378372192383
+giroux2022,[within-cohort LoRA r16] real_lora__raw,True,0.2580442754044374,0.9980555555555556,0.9280555555555555,0.9841666666666666,0.9744444444444444,0.8654960479659805,0.46094848304079133,0.5752659929360795,0.3230347269696575,5.0,5.0,101.0,0.03148162364959717,
+ji2025_chili,locoL_fullsat_s20000_K1000,False,0.8380828593421132,0.7137373737373738,0.1684848484848485,0.649090909090909,0.39191919191919194,0.8263071018497892,0.1866168577702635,0.2398746224459366,0.13985235513909222,4.0,4.0,250.0,1.0028015822172165e-06,0.0009519711602479219
+ji2025_chili,locoL_fullsat_s40000_K1000,False,1.0064364587606467,0.6105050505050506,0.11212121212121212,0.6103030303030303,0.2816161616161616,0.8176942881361339,0.1487554246967952,0.2398746224459366,0.10514260743112055,2.0,4.0,250.0,4.656612873077393e-10,1.2829434126615524e-05
+ji2025_chili,locoL_fullsat_s60000_K1000,False,1.0320664027955349,0.5414141414141415,0.08363636363636363,0.49414141414141416,0.23030303030303031,0.8144120252926536,0.1160886730996881,0.2398746224459366,0.07874720428226975,0.0,4.0,250.0,4.656612873077393e-10,5.628913640975952e-06
+ji2025_chili,locoL_fullsat_s80000_K1000,False,1.0518949849638783,0.5119191919191919,0.07212121212121213,0.4602020202020202,0.20040404040404042,0.8147569778739214,0.13200511557944813,0.2398746224459366,0.09531932418029626,0.0,4.0,250.0,2.3283064365386963e-10,2.304092049598694e-06
+ji2025_chili,locoL_fullsat_s86750_K1000,False,1.0304931953192484,0.5107070707070707,0.08121212121212121,0.5072727272727273,0.2014141414141414,0.8170674801777872,0.1386792074228318,0.2398746224459366,0.10111202584513725,5.0,4.0,250.0,4.656612873077393e-10,4.976987838745117e-06
+ji2025_chili,locoL_lora16_K1000,False,0.7572057975657671,0.8371717171717171,0.27090909090909093,0.7256565656565657,0.40040404040404043,0.8313748974629823,0.14448522107370879,0.2398746224459366,0.10236673594628912,2.0,4.0,250.0,0.089798514964059,0.0020859958603978157
+ji2025_chili,locoL_lora16sat_s20000_K1000,False,0.7572057975657671,0.8371717171717171,0.27090909090909093,0.7256565656565657,0.40040404040404043,0.8313748974629823,0.14448522107370879,0.2398746224459366,0.10236673594628912,2.0,4.0,250.0,0.089798514964059,0.0020859958603978157
+ji2025_chili,locoL_lora16sat_s40000_K1000,False,0.7395379838267597,0.9105050505050505,0.3387878787878788,0.7658585858585859,0.42404040404040405,0.840793406384541,0.045342224880778284,0.2398746224459366,0.007343118962226443,0.0,4.0,250.0,0.7643533307127655,0.0008192581590265036
+ji2025_chili,locoL_lora64_K1000,False,0.6387148684316141,0.9309090909090909,0.3814141414141414,0.876969696969697,0.5381818181818182,0.8425369225194382,0.1991321409551958,0.2398746224459366,0.15108174654279038,2.0,4.0,250.0,0.005484450375661254,0.04842899041250348
+ji2025_chili,locoL_lora64sat_s20000_K1000,False,0.6387148684316141,0.9309090909090909,0.3814141414141414,0.876969696969697,0.5381818181818182,0.8425369225194382,0.1991321409551958,0.2398746224459366,0.15108174654279038,2.0,4.0,250.0,0.005484450375661254,0.04842899041250348
+ji2025_chili,locoL_lora64sat_s40000_K1000,False,0.6684182614003742,0.9476767676767677,0.38747474747474747,0.8951515151515151,0.5527272727272727,0.8469107999233323,0.17688721837501256,0.2398746224459366,0.1292245973429637,0.0,4.0,250.0,0.03071066946722567,0.029283775947988033
+ji2025_chili,locoL_lora64sat_s51750_K1000,False,0.6199837283023538,0.9470707070707071,0.39515151515151514,0.9183838383838384,0.5721212121212121,0.8462697758784372,0.16414840904557088,0.2398746224459366,0.12651420594700494,0.0,4.0,250.0,0.0015806348528712988,0.05513314809650183
+ji2025_chili,loco_lora16_K1000,False,0.4942971856123803,0.8452525252525253,0.31272727272727274,0.7476767676767677,0.5208080808080808,0.8363609394362492,0.08922685293161287,0.2398746224459366,0.04166517163260728,9.0,4.0,250.0,0.0006023156456649303,0.9578276048414409
+ji2025_chili,xcalL_K1000,False,0.5647530791873953,0.6357575757575757,0.07111111111111111,0.563030303030303,0.27414141414141413,0.8277413131675961,0.12672949998502117,0.25614963059319984,0.08965150980608351,0.0,4.0,250.0,0.0002449189778417349,0.29599490854889154
+ji2025_chili,zs_K1000,False,0.7246556382795132,0.7212121212121212,0.05898989898989899,0.4991919191919192,0.19474747474747475,0.8343238300989376,0.07494970415326974,0.2398746224459366,0.022996024886643866,0.0,4.0,250.0,,0.008788360049948096
+ji2025_chili,zs_K2000,False,0.7294414806659761,0.7185858585858586,0.060404040404040404,0.4391919191919192,0.17272727272727273,0.8359971453700948,0.07560473673816925,0.2398746224459366,0.02285003393821291,0.0,4.0,250.0,0.5375959745066456,0.006567624397575855
+ji2025_chili,[within-cohort calibration] zs__cal,True,0.5005691181619872,0.74,0.10646464646464647,0.6703030303030303,0.3472727272727273,0.8385862483484186,0.14191696206220386,0.20647363470913363,0.11277544159311834,0.0,1.0,250.0,0.0011035518255084753,0.9578276048414409
+ji2025_chili,[within-cohort LoRA r16] real_lora__raw,True,0.5044992874562503,0.9709090909090909,0.8569696969696969,0.9727272727272728,0.9648484848484848,0.8728442542892082,0.47928798340225065,0.2398746224459366,0.45204372964017614,15.0,4.0,250.0,0.008788360049948096,

paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/scores/giroux2022/locoL_fullsat_s100000_K1000/README.md

@@ -0,0 +1,73 @@
+# score_ft.py output: giroux2022, 24 scored donors
+
+Arms: locoL_fullsat_s100000_K1000.  Every arm is scored on the same donors against the same observed reference.
+
+## Inputs and fixed contracts
+- Observed reference: `/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/giroux2022/reference.npz` (sha dd0152f7bde4), built from datadir:/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/giroux2022;
+  observed cells sum exactly to the features pseudobulk of every donor. Observed labels: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/giroux2022/observed_labels/labels/labels.parquet.
+- Generated cells: `generated_counts` read out once with Poisson(seed 20260916) over the **whole NPZ in row order**
+  (`poisson_readout.poisson_integerise`), then the scored donors' rows. These integer counts are used for labels, embedding,
+  depth and the contrast. Pseudobulk uses the summed `generated_counts` (rates), as `score_generated.py`.
+- Labels: frozen f01common scANVI (`predict_scanvi.py`, CPU, zero query epochs), six-type gate ['T cell', 'B cell', 'Monocyte', 'NK cell', 'DC', 'Other']; query genes =
+  the 1,006-gene annotation list minus genes the dataset's sc assay did not measure in every sample (1006 genes).
+- Scoring genes: 6k panel genes measured by both assays in every sample of the dataset (5563 genes).
+
+## Definitions
+1. **Composition**: fraction of each donor's cells per six-type label (all generated cells; all observed QC cells).
+   `comp_l1` = sum over the six labels of |generated - observed| (immicro_common.l1). `comp_l1_obs_loo_null` = L1 of the
+   donor's observed composition to the mean of the *other scored donors'* observed compositions. `composition_top1` =
+   fraction of donors whose generated composition is closest (L1) to their own observed composition.
+2. **Pseudobulk**: `pb_r` = Pearson r of CPM-log1p(summed generated_counts) vs CPM-log1p(observed pseudobulk) on the scoring
+   genes (evaluate_realbulk.cpm_log1p / paired_r). `pb_top1` = the donor's generated pseudobulk is closest (Pearson) to its own
+   observed pseudobulk among the 24 scored donors (immicro_common.retrieval = evaluate_realbulk.top1 arithmetic).
+3. **Precision / coverage / density** (stage_b_embed.py functions): per-cell CP10K over the scoring genes + log1p; PCA-50
+   (randomized, random_state 20260925) and k = 10 real-real k-NN balls fitted on **R1 of the scored donors only**.
+   Reference rule (independent of fold and arm): per donor, cells in canonical order (library_id+barcode), one
+   permutation from `default_rng([20260925, uint64(sha256(donor)[:8])])`; R1 = first n, R2 = next n,
+   n = min(150, n_cells // 2) (3600 R1 cells here). Generated query: per donor n cells (the donor's R1 size),
+   without replacement, `default_rng([20260926, same key])`. Precision = fraction of generated cells inside any R1 ball
+   (Kynkaanniemi 2019); coverage = fraction of R1 cells whose ball holds a generated cell; density = Naeem 2020.
+   Per-donor precision = that donor's generated cells; per-donor coverage = that donor's R1 cells (the pooled values are
+   their n-weighted means; plain means when every donor has 150 reference cells). R2 (held-out real cells of the same donors) is the
+   perfect-generator control: precision 0.9981, coverage 1.0000.
+   **Depth matched**: stage_b_embed depth matching run pairwise (R1 vs this arm): per donor and within-donor rank of detected
+   genes, both cells are thinned by UMI sampling without replacement to the smaller detected-gene count; PCA kept from
+   un-thinned R1, radii recomputed on thinned R1; fresh rng(20260929) per arm. R2 control: precision
+   0.9981, coverage 1.0000.
+4. **Monocyte %** = 100 x Monocyte fraction (all cells) per donor; **median UMI per cell** = median over cells of the
+   Poisson-read (generated) / observed counts summed over the scoring genes (per donor, and pooled).
+5. **Group contrast** (T, B, Monocyte, NK): case groups ['severe'] (n = 11) vs control groups ['mild'] (n = 13); rule: explicit --case-groups / --control-groups; groups from features groups.
+   Genes per type = scoring genes detected (count > 0) in >= 1 % of the scored donors' observed
+   cells of that type. Primary statistic `mean_cp10k`: per-cell CP10K over the scoring genes; per donor the mean over its
+   cells of the type (donors with >= 1 such cell); group mean = mean over the group's donors (donor-balanced);
+   logFC = log2(case mean + 1) - log2(control mean + 1). Secondary `pseudobulk_log1p_cpm`: the SLE benchmark evaluator's
+   statistic (donor x type summed counts, log1p CPM over the scoring genes, mean case - mean control;
+   evaluate_generated_vs_truth.group_log_fold_change). Both are computed on the generated cells (their frozen labels) and on
+   the observed cells; `r_generated` = Pearson r of the two logFC vectors. Broadcast baseline `r_broadcast`: the same
+   observed vector against the logFC of the input bulk (condition NPZ `bulk_counts` of the arm, scoring genes, per-donor
+   CP10K resp. log1p CPM, group means). `partial_r_generated_given_broadcast`: r of the OLS residuals of observed and
+   generated logFC on the bulk logFC (residual_specificity.py).
+6. **Top-50 DEG overlap** (contrast.csv rows `statistic = welch_top50_deg`; summary `deg_top50`): the SLE benchmark's score (`total_top50_overlap` of
+   `bulk2sc-paper/scripts/evaluate_generated_vs_truth.py`, Welch backend: the "top-50 DEG 81 / 84" of the final model), run
+   with the evaluator's own functions on the same donor x type pseudobulks as the contrast. Per cell type, observed and
+   generated separately: donor x type summed counts on all 5563 scoring genes (donors of the two groups with
+   >= 1 cell of the type) -> `welch_bh_deg` (log1p CPM, two-sided Welch t-test case vs control, Benjamini-Hochberg over the
+   genes with a defined p-value; needs >= 2 donors per group) -> `top_deg_genes` (FDR < 0.05, descending |logFC|,
+   first 50; shorter when fewer genes pass). `top50_overlap` = |observed list & generated list|; `top50_jaccard`
+   the evaluator's Jaccard. Summary `sum` = total over the scored types (the quantity reported as 81), `max` = the sum of
+   the observed list lengths (the "of 262"), `sum_4type` = T + B + Monocyte + NK. A type is scored when its observed test
+   is defined; an arm whose generated test is undefined for a scored type gets overlap 0. Types: T cell, B cell, Monocyte, NK cell, DC
+   (aggregates: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/giroux2022/deg_reference.npz).
+   **Broadcast analogue** (`top50_overlap_broadcast`, as `sle_broadcast.py` `broadcast_input_bulk`; not part of the
+   published benchmark): the same test on the arm's condition bulk_counts (scoring genes, the 11 + 13
+   donors), one whole-PBMC top-50 list, compared with every type's observed list.
+
+## Files
+- `per_donor.csv`: one row per arm x donor (all per-donor quantities above).
+- `summary.json`: per arm the donor means / pooled values, provenance (NPZ sha, receipt check, generation metadata,
+  Poisson nnz of the whole NPZ, annotation contract), and the reference block (PCA, R2 control).
+- `contrast.csv`: per arm x cell type x statistic (`mean_cp10k`, `pseudobulk_log1p_cpm`: logFC r; `welch_top50_deg`:
+  top-50 DEG overlap, T / B / Monocyte / NK / DC; columns of the other kind are empty).
+- `arms/<arm>/labels/` (predict_scanvi.py labels + manifest), `arms/<arm>/generated_cells.parquet` (NPZ row, donor, label,
+  UMI on the scoring genes, P/C subsample flag), `arms/<arm>/deg_top50_lists.csv` (observed, generated and broadcast
+  top-50 gene lists, Ensembl ids, rank order).

paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/scores/giroux2022/locoL_fullsat_s100000_K1000/contrast.csv

@@ -0,0 +1,14 @@
+arm,celltype,statistic,n_genes,r_generated,r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,n_case_donors_obs,n_control_donors_obs,n_case_donors_gen,n_control_donors_gen,n_cells_obs,n_cells_gen,deg_scored,top50_overlap,top50_jaccard,obs_top_list_size,gen_top_list_size,n_sig_obs,n_sig_gen,top50_overlap_broadcast,top50_jaccard_broadcast,broadcast_top_list_size,n_sig_broadcast
+locoL_fullsat_s100000_K1000,T cell,mean_cp10k,2908,0.45365673028202963,0.6665223768938867,0.2346915691016853,0.4456438169727167,11,13,11,13,145034,27167,,,,,,,,,,,
+locoL_fullsat_s100000_K1000,T cell,pseudobulk_log1p_cpm,2908,0.5090854244871248,0.829771536027708,0.15481031385535443,0.5248969994640443,11,13,11,13,145034,27167,,,,,,,,,,,
+locoL_fullsat_s100000_K1000,B cell,mean_cp10k,3053,0.25748917454220543,0.5741068019580355,0.13040707391843884,0.2693957371646258,11,13,11,13,17383,3555,,,,,,,,,,,
+locoL_fullsat_s100000_K1000,B cell,pseudobulk_log1p_cpm,3053,0.24331325767262707,0.7295906969005199,0.07538340535210247,0.2653652903814612,11,13,11,13,17383,3555,,,,,,,,,,,
+locoL_fullsat_s100000_K1000,Monocyte,mean_cp10k,3056,0.14306785054406512,0.6998157471451955,0.06797120164531989,0.13569791421118937,11,13,8,13,47311,1473,,,,,,,,,,,
+locoL_fullsat_s100000_K1000,Monocyte,pseudobulk_log1p_cpm,3056,0.019981001944302718,0.8460762046394,-0.05379221334433558,0.05745135353641078,11,13,8,13,47311,1473,,,,,,,,,,,
+locoL_fullsat_s100000_K1000,NK cell,mean_cp10k,2955,0.20216783355238788,0.6119759414285395,0.10740989993125581,0.19418554304831082,11,13,11,13,29061,2648,,,,,,,,,,,
+locoL_fullsat_s100000_K1000,NK cell,pseudobulk_log1p_cpm,2955,0.16285588540725712,0.7735167267842559,0.048703960541825596,0.1712236191674967,11,13,11,13,29061,2648,,,,,,,,,,,
+locoL_fullsat_s100000_K1000,T cell,welch_top50_deg,5563,,,,,11,13,11,13,145034,27167,True,6,0.06382978723404255,50,50,306,61,10,0.1724137931034483,18,18
+locoL_fullsat_s100000_K1000,B cell,welch_top50_deg,5563,,,,,11,13,11,13,17383,3555,True,5,0.5555555555555556,9,5,9,5,7,0.35,18,18
+locoL_fullsat_s100000_K1000,Monocyte,welch_top50_deg,5563,,,,,11,13,8,13,47311,1473,True,2,0.03636363636363636,7,50,7,111,7,0.3888888888888889,18,18
+locoL_fullsat_s100000_K1000,NK cell,welch_top50_deg,5563,,,,,11,13,11,13,29061,2648,True,3,0.057692307692307696,50,5,83,5,10,0.1724137931034483,18,18
+locoL_fullsat_s100000_K1000,DC,welch_top50_deg,5563,,,,,11,13,11,13,4328,642,True,2,0.05714285714285714,7,30,7,30,5,0.25,18,18

paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/scores/giroux2022/locoL_fullsat_s100000_K1000/per_donor.csv

@@ -0,0 +1,25 @@
+arm,donor,group,n_generated_cells,n_observed_cells,n_reference_cells,gen_T cell,obs_T cell,gen_B cell,obs_B cell,gen_Monocyte,obs_Monocyte,gen_NK cell,obs_NK cell,gen_DC,obs_DC,gen_Other,obs_Other,comp_l1,comp_l1_obs_loo_null,pb_r,pb_own_rank,pb_top1,precision,coverage,precision_depth_matched,coverage_depth_matched,mono_pct_gen,mono_pct_obs,median_umi_gen,median_umi_obs
+locoL_fullsat_s100000_K1000,450905_d0,mild,1500,5914,150,0.8906666666666667,0.30943523841731485,0.018,0.036185322962461956,0.010666666666666666,0.4293202570172472,0.04733333333333333,0.12089956036523504,0.02266666666666667,0.009976327358809604,0.010666666666666666,0.09418329387893135,1.1878435351144179,0.6266504923198378,0.8574444987498533,23,False,0.98,0.5266666666666666,0.9066666666666666,0.56,1.0666666666666667,42.93202570172472,540.0,574.5
+locoL_fullsat_s100000_K1000,450905_d14,mild,1500,7407,150,0.6946666666666667,0.4422843256379101,0.06333333333333334,0.02929661131362225,0.11466666666666667,0.27420008100445525,0.09,0.15782368030241664,0.02266666666666667,0.02983664101525584,0.014666666666666666,0.06655866072633995,0.5728381260969352,0.36155260046011806,0.8667836802414433,10,False,0.9733333333333334,0.7733333333333333,0.94,0.7466666666666667,11.466666666666667,27.420008100445525,500.0,558.0
+locoL_fullsat_s100000_K1000,0B943B_d0,mild,1500,11344,150,0.692,0.6220028208744711,0.15,0.08312764456981664,0.056666666666666664,0.12588152327221439,0.066,0.11865303244005641,0.017333333333333333,0.023977433004231313,0.018,0.026357545839210156,0.2737390691114244,0.1791278384873501,0.8802596920571386,10,False,0.9933333333333333,0.8266666666666667,0.9533333333333334,0.84,5.666666666666666,12.588152327221438,446.0,539.0
+locoL_fullsat_s100000_K1000,0B943B_d14,mild,1500,15650,150,0.6926666666666667,0.5652396166134185,0.14533333333333334,0.11175718849840256,0.076,0.17086261980830672,0.05333333333333334,0.09789137380191694,0.023333333333333334,0.009968051118210863,0.009333333333333334,0.04428115015974441,0.3487369542066028,0.10063602424453227,0.8972533629246425,2,False,0.9933333333333333,0.78,0.9066666666666666,0.7666666666666667,7.6,17.08626198083067,556.0,461.0
+locoL_fullsat_s100000_K1000,7085CA_d0,mild,1500,12585,150,0.6333333333333333,0.21660707191100517,0.034666666666666665,0.024791418355184745,0.22733333333333333,0.5874453714739769,0.06666666666666667,0.13198251887167262,0.034666666666666665,0.017719507350019866,0.0033333333333333335,0.021454112038140644,0.8870973381009136,0.8829287440863147,0.8966446487072921,1,True,0.9866666666666667,0.7,0.88,0.7066666666666667,22.733333333333334,58.74453714739769,649.0,640.0
+locoL_fullsat_s100000_K1000,7085CA_d7,mild,1500,9515,150,0.6213333333333333,0.521492380451918,0.07533333333333334,0.0722017866526537,0.06333333333333334,0.10110352075669994,0.198,0.2725170782974251,0.036,0.019863373620599055,0.006,0.012821860220704152,0.2382182518829917,0.3632282731474772,0.8649428279439957,6,False,0.98,0.8733333333333333,0.94,0.7533333333333333,6.333333333333334,10.110352075669994,398.0,502.0
+locoL_fullsat_s100000_K1000,7085CA_d14,mild,1500,11887,150,0.6433333333333333,0.472533019264743,0.09866666666666667,0.07133843694792631,0.05733333333333333,0.16210986792294102,0.164,0.24270211155043325,0.025333333333333333,0.018591738874400604,0.011333333333333334,0.032724825439555814,0.40974027649252687,0.2993283707516418,0.8760524665531434,6,False,0.9866666666666667,0.7533333333333333,0.9666666666666667,0.7333333333333333,5.733333333333333,16.2109867922941,397.0,536.0
+locoL_fullsat_s100000_K1000,2AD75E_d0,mild,1500,7693,150,0.6973333333333334,0.6034056934875861,0.10733333333333334,0.06408423241908229,0.030666666666666665,0.14064734173924348,0.10133333333333333,0.15949564539191471,0.024666666666666667,0.025347718705316522,0.03866666666666667,0.007019368256856883,0.33764807833961613,0.20681142084856263,0.8579733858636934,2,False,0.98,0.72,0.9466666666666667,0.7466666666666667,3.0666666666666664,14.064734173924348,392.0,532.0
+locoL_fullsat_s100000_K1000,2AD75E_d7,mild,1500,10499,150,0.3546666666666667,0.5808172206876845,0.392,0.14372797409277074,0.08733333333333333,0.10277169254214687,0.06666666666666667,0.14715687208305553,0.05733333333333333,0.013715591961139155,0.042,0.011810648633203162,0.6441582372924405,0.27874882058987843,0.8452668180836516,5,False,1.0,0.7733333333333333,0.9733333333333334,0.5933333333333334,8.733333333333333,10.277169254214687,374.0,443.0
+locoL_fullsat_s100000_K1000,2AD75E_d14,mild,1500,13692,150,0.6766666666666666,0.5811422728600643,0.13733333333333334,0.12503651767455448,0.042,0.14198071866783524,0.11666666666666667,0.12496348232544552,0.02,0.016579024247735902,0.007333333333333333,0.010297984224364592,0.22248437043529068,0.19762923258298543,0.8762580965151485,4,False,0.9666666666666667,0.8133333333333334,0.9133333333333333,0.6933333333333334,4.2,14.198071866783524,435.0,428.0
+locoL_fullsat_s100000_K1000,B85D75_d0,severe,1500,11441,150,0.8973333333333333,0.7173324010138974,0.06133333333333333,0.031203566121842496,0.0,0.11441307578008915,0.028,0.06039681845992483,0.0013333333333333333,0.016519535005681322,0.012,0.06013460361856481,0.4202613990618535,0.35882358586377083,0.8437610704218832,6,False,0.9933333333333333,0.8866666666666667,0.96,0.88,0.0,11.441307578008916,346.0,347.0
+locoL_fullsat_s100000_K1000,B85D75_d7,severe,1500,12328,150,0.9093333333333333,0.6435756002595717,0.050666666666666665,0.06448734587929916,0.0013333333333333333,0.13741077222582737,0.026,0.04201817001946788,0.002,0.027741726151849447,0.010666666666666666,0.08476638546398442,0.5315154661475232,0.28301793033829503,0.8469189894042068,1,True,0.9733333333333334,0.8,0.96,0.7133333333333334,0.13333333333333333,13.741077222582737,421.5,363.0
+locoL_fullsat_s100000_K1000,180E1A_d0,severe,1500,7157,150,0.8546666666666667,0.7019700992035769,0.062,0.04135811094033813,0.009333333333333334,0.13175911694844208,0.04066666666666666,0.0655302501047925,0.008,0.013273718038284197,0.025333333333333333,0.04610870476456616,0.34667691304550324,0.31372800769589615,0.8469838640925944,12,False,0.9933333333333333,0.7866666666666666,0.9666666666666667,0.7733333333333333,0.9333333333333335,13.175911694844208,376.0,433.0
+locoL_fullsat_s100000_K1000,180E1A_d7,severe,1500,10591,150,0.8533333333333334,0.7348692285903126,0.076,0.04909829100179398,0.004,0.09064299877254273,0.05,0.08280615617033331,0.0026666666666666666,0.010480596733075253,0.014,0.03210272873194221,0.2907316274824536,0.37628768415060193,0.8543260525626508,2,False,0.9933333333333333,0.8866666666666667,0.9666666666666667,0.8466666666666667,0.4,9.064299877254273,386.0,408.0
+locoL_fullsat_s100000_K1000,180E1A_d14,severe,1500,12511,150,0.8446666666666667,0.680840860043162,0.06533333333333333,0.05147470226200943,0.006,0.12277196067460634,0.06533333333333333,0.0800095915594277,0.010666666666666666,0.009831348413396212,0.008,0.05507153704739829,0.357039511896198,0.28939519394073066,0.857404011504517,5,False,0.9866666666666667,0.78,0.9666666666666667,0.7733333333333333,0.6,12.277196067460634,391.5,342.0
+locoL_fullsat_s100000_K1000,82CCF5_d0,severe,1500,10125,150,0.6013333333333334,0.5422222222222223,0.21333333333333335,0.11832098765432099,0.09533333333333334,0.1539753086419753,0.06533333333333333,0.09303703703703704,0.018666666666666668,0.016691358024691356,0.006,0.07575308641975309,0.31219753086419755,0.18419072822032903,0.8922479980027023,9,False,0.9666666666666667,0.7533333333333333,0.9266666666666666,0.7733333333333333,9.533333333333333,15.397530864197531,594.0,390.0
+locoL_fullsat_s100000_K1000,82CCF5_d7,severe,1500,10860,150,0.702,0.619060773480663,0.18533333333333332,0.09972375690607735,0.005333333333333333,0.14152854511970533,0.06866666666666667,0.09410681399631676,0.02666666666666667,0.013627992633517496,0.012,0.03195211786372008,0.3631749539594843,0.19419086678828923,0.8597569972505961,3,False,0.9866666666666667,0.8133333333333334,0.98,0.78,0.5333333333333333,14.152854511970533,432.0,497.0
+locoL_fullsat_s100000_K1000,82CCF5_d14,severe,1500,11056,150,0.784,0.6330499276410999,0.13266666666666665,0.10121201157742403,0.010666666666666666,0.11369392185238784,0.04733333333333333,0.06828871201157742,0.015333333333333332,0.014562228654124458,0.01,0.0691931982633864,0.3663516642547033,0.2787071044352101,0.8608888491798506,2,False,0.9933333333333333,0.7933333333333333,0.9533333333333334,0.7933333333333333,1.0666666666666667,11.369392185238784,473.0,394.0
+locoL_fullsat_s100000_K1000,BAAF62_d0,mild,1500,14741,150,0.6533333333333333,0.5279153381724442,0.096,0.0384641476154942,0.04933333333333333,0.1854690997897022,0.18133333333333335,0.1717658232141646,0.014666666666666666,0.023132758971575875,0.005333333333333333,0.053252832236618954,0.3850427153291274,0.14602913946264867,0.8741762099983892,9,False,0.9866666666666667,0.78,0.9466666666666667,0.76,4.933333333333334,18.54690997897022,433.0,449.0
+locoL_fullsat_s100000_K1000,BAAF62_d7,mild,1500,7297,150,0.7713333333333333,0.6932986158695355,0.09666666666666666,0.04070165821570509,0.016666666666666666,0.13389063998903658,0.08733333333333333,0.0941482801151158,0.018,0.016033986569823216,0.01,0.021926819240783883,0.2719314786898725,0.25991971231178185,0.8702401420437051,10,False,0.98,0.7733333333333333,0.92,0.82,1.6666666666666667,13.389063998903659,427.0,580.0
+locoL_fullsat_s100000_K1000,BAAF62_d14,mild,1500,11923,150,0.8046666666666666,0.5431518913025245,0.056,0.019206575526293717,0.017333333333333333,0.2843244149962258,0.09133333333333334,0.10416841398976767,0.019333333333333334,0.032793759959741674,0.011333333333333334,0.016354944225446616,0.5966163996756969,0.2201331132920326,0.8649304360382625,6,False,0.9933333333333333,0.7133333333333334,0.94,0.6866666666666666,1.7333333333333332,28.43244149962258,414.0,513.0
+locoL_fullsat_s100000_K1000,0BF51C_d0,severe,1500,6510,150,0.9793333333333333,0.4012288786482335,0.002,0.01674347158218126,0.0,0.4609831029185868,0.004,0.07726574500768049,0.0013333333333333333,0.006144393241167435,0.013333333333333334,0.03763440860215054,1.1562089093701997,0.5556611725994968,0.7827354418714814,1,True,0.9533333333333334,0.5266666666666666,0.9266666666666666,0.5066666666666667,0.0,46.09831029185868,445.0,628.0
+locoL_fullsat_s100000_K1000,0BF51C_d7,severe,1500,10105,150,0.926,0.612370113805047,0.018,0.05700148441365661,0.0,0.1607125185551707,0.020666666666666667,0.05294408708560119,0.004,0.0073231073725878275,0.03133333333333333,0.10964868876793667,0.6272597723899059,0.22247826940326798,0.818161501736169,11,False,0.98,0.7333333333333333,0.94,0.7666666666666667,0.0,16.071251855517072,424.5,509.0
+locoL_fullsat_s100000_K1000,0BF51C_d14,severe,1500,11419,150,0.9333333333333333,0.6330676941938874,0.03266666666666666,0.07960416849111131,0.0006666666666666666,0.151589456169542,0.019333333333333334,0.07907872843506436,0.0013333333333333333,0.010508801120938787,0.012666666666666666,0.04615115158945617,0.600531278278892,0.1611535225979176,0.8298906292773388,5,False,0.9666666666666667,0.76,0.9333333333333333,0.78,0.06666666666666667,15.1589456169542,402.0,541.0