Archive 4 checkpoints (1-4)

paper-releases/20260928/diffusion/data/annotator/aifi_scanvi_f01common_v1/reference/stratum_allocation.csv

@@ -0,0 +1,3106 @@
+AIFI_L2,donor_id,n_available,n_selected
+ASDC,BR1001,7,7
+ASDC,BR1002,7,7
+ASDC,BR1003,6,6
+ASDC,BR1004,5,5
+ASDC,BR1005,5,5
+ASDC,BR1006,4,4
+ASDC,BR1007,6,6
+ASDC,BR1008,6,6
+ASDC,BR1009,8,8
+ASDC,BR1010,1,1
+ASDC,BR1011,4,4
+ASDC,BR1012,2,2
+ASDC,BR1013,3,3
+ASDC,BR1014,4,4
+ASDC,BR1015,4,4
+ASDC,BR1016,3,3
+ASDC,BR1017,6,6
+ASDC,BR1018,5,5
+ASDC,BR1019,2,2
+ASDC,BR1021,2,2
+ASDC,BR1023,2,2
+ASDC,BR1024,3,3
+ASDC,BR1025,16,16
+ASDC,BR1026,1,1
+ASDC,BR1028,2,2
+ASDC,BR1030,2,2
+ASDC,BR1031,7,7
+ASDC,BR1032,5,5
+ASDC,BR1033,5,5
+ASDC,BR1037,13,13
+ASDC,BR1040,1,1
+ASDC,BR1041,5,5
+ASDC,BR1042,1,1
+ASDC,BR1043,1,1
+ASDC,BR1044,4,4
+ASDC,BR1045,5,5
+ASDC,BR1047,9,9
+ASDC,BR1048,4,4
+ASDC,BR1049,4,4
+ASDC,BR1050,4,4
+ASDC,BR1051,8,8
+ASDC,BR1052,3,3
+ASDC,BR1054,7,7
+ASDC,BR1056,5,5
+ASDC,BR1057,8,8
+ASDC,BR1058,9,9
+ASDC,BR1059,4,4
+ASDC,BR2002,5,5
+ASDC,BR2003,8,8
+ASDC,BR2005,4,4
+ASDC,BR2008,3,3
+ASDC,BR2009,2,2
+ASDC,BR2010,8,8
+ASDC,BR2012,3,3
+ASDC,BR2013,7,7
+ASDC,BR2014,2,2
+ASDC,BR2015,3,3
+ASDC,BR2016,5,5
+ASDC,BR2018,1,1
+ASDC,BR2019,11,11
+ASDC,BR2021,6,6
+ASDC,BR2022,5,5
+ASDC,BR2023,2,2
+ASDC,BR2024,12,12
+ASDC,BR2025,9,9
+ASDC,BR2026,3,3
+ASDC,BR2028,4,4
+ASDC,BR2029,5,5
+ASDC,BR2030,5,5
+ASDC,BR2031,4,4
+ASDC,BR2032,8,8
+ASDC,BR2033,5,5
+ASDC,BR2034,6,6
+ASDC,BR2035,1,1
+ASDC,BR2036,3,3
+ASDC,BR2037,2,2
+ASDC,BR2038,2,2
+ASDC,BR2039,7,7
+ASDC,BR2040,1,1
+ASDC,BR2041,2,2
+ASDC,BR2042,5,5
+ASDC,BR2043,3,3
+ASDC,BR2044,6,6
+ASDC,BR2045,4,4
+ASDC,BR2046,4,4
+ASDC,BR2047,6,6
+ASDC,BR2048,1,1
+ASDC,BR2050,12,12
+ASDC,BR2051,1,1
+ASDC,BR2052,5,5
+ASDC,BR2053,6,6
+ASDC,UP1008,10,10
+ASDC,UP1011,3,3
+ASDC,UP1012,7,7
+ASDC,UP1014,3,3
+ASDC,UP1015,10,10
+ASDC,UP1017,9,9
+ASDC,UP1018,4,4
+ASDC,UP1021,5,5
+ASDC,UP1022,7,7
+ASDC,UP1023,2,2
+ASDC,UP1024,3,3
+ASDC,UP1025,5,5
+ASDC,UP1026,5,5
+ASDC,UP1031,6,6
+ASDC,UP1032,3,3
+ASDC,UP1034,5,5
+CD14 monocyte,BR1001,3370,675
+CD14 monocyte,BR1002,2988,598
+CD14 monocyte,BR1003,2397,480
+CD14 monocyte,BR1004,1514,303
+CD14 monocyte,BR1005,5762,1153
+CD14 monocyte,BR1006,2843,569
+CD14 monocyte,BR1007,2248,450
+CD14 monocyte,BR1008,1427,286
+CD14 monocyte,BR1009,2887,578
+CD14 monocyte,BR1010,2073,415
+CD14 monocyte,BR1011,2093,419
+CD14 monocyte,BR1012,2938,588
+CD14 monocyte,BR1013,4769,955
+CD14 monocyte,BR1014,2954,591
+CD14 monocyte,BR1015,1642,329
+CD14 monocyte,BR1016,3879,776
+CD14 monocyte,BR1017,1870,374
+CD14 monocyte,BR1018,4390,879
+CD14 monocyte,BR1019,2603,521
+CD14 monocyte,BR1021,2148,430
+CD14 monocyte,BR1023,2321,465
+CD14 monocyte,BR1024,1506,301
+CD14 monocyte,BR1025,2754,551
+CD14 monocyte,BR1026,2764,553
+CD14 monocyte,BR1028,1290,258
+CD14 monocyte,BR1030,3557,712
+CD14 monocyte,BR1031,2981,597
+CD14 monocyte,BR1032,1841,369
+CD14 monocyte,BR1033,1488,298
+CD14 monocyte,BR1037,3692,739
+CD14 monocyte,BR1040,2199,440
+CD14 monocyte,BR1041,3016,604
+CD14 monocyte,BR1042,3741,749
+CD14 monocyte,BR1043,1813,363
+CD14 monocyte,BR1044,1052,211
+CD14 monocyte,BR1045,2920,584
+CD14 monocyte,BR1047,2087,418
+CD14 monocyte,BR1048,2463,493
+CD14 monocyte,BR1049,2735,547
+CD14 monocyte,BR1050,2555,511
+CD14 monocyte,BR1051,2857,572
+CD14 monocyte,BR1052,2887,578
+CD14 monocyte,BR1054,1722,345
+CD14 monocyte,BR1056,1434,287
+CD14 monocyte,BR1057,1398,280
+CD14 monocyte,BR1058,2800,560
+CD14 monocyte,BR1059,3578,716
+CD14 monocyte,BR2002,1734,347
+CD14 monocyte,BR2003,2364,473
+CD14 monocyte,BR2005,1685,337
+CD14 monocyte,BR2008,2264,453
+CD14 monocyte,BR2009,2040,408
+CD14 monocyte,BR2010,5074,1016
+CD14 monocyte,BR2012,1927,386
+CD14 monocyte,BR2013,3892,779
+CD14 monocyte,BR2014,3590,719
+CD14 monocyte,BR2015,1593,319
+CD14 monocyte,BR2016,3895,780
+CD14 monocyte,BR2018,2775,555
+CD14 monocyte,BR2019,3078,616
+CD14 monocyte,BR2020,3692,739
+CD14 monocyte,BR2021,2171,435
+CD14 monocyte,BR2022,3541,709
+CD14 monocyte,BR2023,2244,449
+CD14 monocyte,BR2024,2308,462
+CD14 monocyte,BR2025,4691,939
+CD14 monocyte,BR2026,2075,415
+CD14 monocyte,BR2028,7039,1409
+CD14 monocyte,BR2029,876,175
+CD14 monocyte,BR2030,4657,932
+CD14 monocyte,BR2031,2948,590
+CD14 monocyte,BR2032,2136,428
+CD14 monocyte,BR2033,1591,318
+CD14 monocyte,BR2034,2575,515
+CD14 monocyte,BR2035,1875,375
+CD14 monocyte,BR2036,1703,341
+CD14 monocyte,BR2037,2323,465
+CD14 monocyte,BR2038,2483,497
+CD14 monocyte,BR2039,2485,497
+CD14 monocyte,BR2040,1502,301
+CD14 monocyte,BR2041,1282,257
+CD14 monocyte,BR2042,2961,593
+CD14 monocyte,BR2043,2614,523
+CD14 monocyte,BR2044,3179,636
+CD14 monocyte,BR2045,1170,234
+CD14 monocyte,BR2046,4364,874
+CD14 monocyte,BR2047,2967,594
+CD14 monocyte,BR2048,4367,874
+CD14 monocyte,BR2050,3363,673
+CD14 monocyte,BR2051,3511,703
+CD14 monocyte,BR2052,2943,589
+CD14 monocyte,BR2053,1202,241
+CD14 monocyte,UP1008,1336,267
+CD14 monocyte,UP1011,707,142
+CD14 monocyte,UP1012,1091,218
+CD14 monocyte,UP1014,2625,525
+CD14 monocyte,UP1015,1582,317
+CD14 monocyte,UP1017,1615,323
+CD14 monocyte,UP1018,784,157
+CD14 monocyte,UP1021,1986,398
+CD14 monocyte,UP1022,2174,435
+CD14 monocyte,UP1023,849,170
+CD14 monocyte,UP1024,567,114
+CD14 monocyte,UP1025,845,169
+CD14 monocyte,UP1026,2405,481
+CD14 monocyte,UP1031,1461,292
+CD14 monocyte,UP1032,710,142
+CD14 monocyte,UP1034,1596,319
+CD16 monocyte,BR1001,384,77
+CD16 monocyte,BR1002,322,64
+CD16 monocyte,BR1003,833,167
+CD16 monocyte,BR1004,272,54
+CD16 monocyte,BR1005,284,57
+CD16 monocyte,BR1006,630,126
+CD16 monocyte,BR1007,261,52
+CD16 monocyte,BR1008,144,29
+CD16 monocyte,BR1009,250,50
+CD16 monocyte,BR1010,406,81
+CD16 monocyte,BR1011,483,97
+CD16 monocyte,BR1012,114,23
+CD16 monocyte,BR1013,214,43
+CD16 monocyte,BR1014,174,35
+CD16 monocyte,BR1015,863,173
+CD16 monocyte,BR1016,486,97
+CD16 monocyte,BR1017,480,96
+CD16 monocyte,BR1018,658,132
+CD16 monocyte,BR1019,542,108
+CD16 monocyte,BR1021,376,75
+CD16 monocyte,BR1023,578,116
+CD16 monocyte,BR1024,523,105
+CD16 monocyte,BR1025,342,68
+CD16 monocyte,BR1026,162,32
+CD16 monocyte,BR1028,187,37
+CD16 monocyte,BR1030,204,41
+CD16 monocyte,BR1031,261,52
+CD16 monocyte,BR1032,245,49
+CD16 monocyte,BR1033,577,116
+CD16 monocyte,BR1037,317,63
+CD16 monocyte,BR1040,412,82
+CD16 monocyte,BR1041,323,65
+CD16 monocyte,BR1042,219,44
+CD16 monocyte,BR1043,302,60
+CD16 monocyte,BR1044,282,56
+CD16 monocyte,BR1045,207,41
+CD16 monocyte,BR1047,430,86
+CD16 monocyte,BR1048,432,86
+CD16 monocyte,BR1049,416,83
+CD16 monocyte,BR1050,684,137
+CD16 monocyte,BR1051,515,103
+CD16 monocyte,BR1052,249,50
+CD16 monocyte,BR1054,453,91
+CD16 monocyte,BR1056,424,85
+CD16 monocyte,BR1057,148,30
+CD16 monocyte,BR1058,726,145
+CD16 monocyte,BR1059,652,131
+CD16 monocyte,BR2002,362,72
+CD16 monocyte,BR2003,410,82
+CD16 monocyte,BR2005,470,94
+CD16 monocyte,BR2008,214,43
+CD16 monocyte,BR2009,220,44
+CD16 monocyte,BR2010,1078,216
+CD16 monocyte,BR2012,422,84
+CD16 monocyte,BR2013,604,121
+CD16 monocyte,BR2014,464,93
+CD16 monocyte,BR2015,295,59
+CD16 monocyte,BR2016,1013,203
+CD16 monocyte,BR2018,558,112
+CD16 monocyte,BR2019,493,99
+CD16 monocyte,BR2020,1522,305
+CD16 monocyte,BR2021,527,105
+CD16 monocyte,BR2022,419,84
+CD16 monocyte,BR2023,407,81
+CD16 monocyte,BR2024,828,166
+CD16 monocyte,BR2025,771,154
+CD16 monocyte,BR2026,279,56
+CD16 monocyte,BR2028,973,195
+CD16 monocyte,BR2029,312,62
+CD16 monocyte,BR2030,461,92
+CD16 monocyte,BR2031,810,162
+CD16 monocyte,BR2032,387,77
+CD16 monocyte,BR2033,408,82
+CD16 monocyte,BR2034,615,123
+CD16 monocyte,BR2035,253,51
+CD16 monocyte,BR2036,350,70
+CD16 monocyte,BR2037,613,123
+CD16 monocyte,BR2038,409,82
+CD16 monocyte,BR2039,515,103
+CD16 monocyte,BR2040,737,148
+CD16 monocyte,BR2041,382,76
+CD16 monocyte,BR2042,544,109
+CD16 monocyte,BR2043,243,49
+CD16 monocyte,BR2044,490,98
+CD16 monocyte,BR2045,283,57
+CD16 monocyte,BR2046,674,135
+CD16 monocyte,BR2047,445,89
+CD16 monocyte,BR2048,748,150
+CD16 monocyte,BR2050,298,60
+CD16 monocyte,BR2051,680,136
+CD16 monocyte,BR2052,619,124
+CD16 monocyte,BR2053,141,28
+CD16 monocyte,UP1008,280,56
+CD16 monocyte,UP1011,130,26
+CD16 monocyte,UP1012,319,64
+CD16 monocyte,UP1014,305,61
+CD16 monocyte,UP1015,448,90
+CD16 monocyte,UP1017,231,46
+CD16 monocyte,UP1018,109,22
+CD16 monocyte,UP1021,163,33
+CD16 monocyte,UP1022,303,61
+CD16 monocyte,UP1023,421,84
+CD16 monocyte,UP1024,65,13
+CD16 monocyte,UP1025,277,55
+CD16 monocyte,UP1026,140,28
+CD16 monocyte,UP1031,223,45
+CD16 monocyte,UP1032,105,21
+CD16 monocyte,UP1034,209,42
+CD56bright NK cell,BR1001,123,56
+CD56bright NK cell,BR1002,50,23
+CD56bright NK cell,BR1003,303,137
+CD56bright NK cell,BR1004,86,39
+CD56bright NK cell,BR1005,70,32
+CD56bright NK cell,BR1006,166,75
+CD56bright NK cell,BR1007,40,18
+CD56bright NK cell,BR1008,86,39
+CD56bright NK cell,BR1009,90,41
+CD56bright NK cell,BR1010,138,62
+CD56bright NK cell,BR1011,185,84
+CD56bright NK cell,BR1012,46,21
+CD56bright NK cell,BR1013,79,36
+CD56bright NK cell,BR1014,85,38
+CD56bright NK cell,BR1015,66,30
+CD56bright NK cell,BR1016,133,60
+CD56bright NK cell,BR1017,153,69
+CD56bright NK cell,BR1018,103,47
+CD56bright NK cell,BR1019,122,55
+CD56bright NK cell,BR1021,97,44
+CD56bright NK cell,BR1023,120,54
+CD56bright NK cell,BR1024,129,58
+CD56bright NK cell,BR1025,54,24
+CD56bright NK cell,BR1026,70,32
+CD56bright NK cell,BR1028,145,66
+CD56bright NK cell,BR1030,61,28
+CD56bright NK cell,BR1031,167,76
+CD56bright NK cell,BR1032,53,24
+CD56bright NK cell,BR1033,71,32
+CD56bright NK cell,BR1037,129,58
+CD56bright NK cell,BR1040,118,53
+CD56bright NK cell,BR1041,63,28
+CD56bright NK cell,BR1042,42,19
+CD56bright NK cell,BR1043,100,45
+CD56bright NK cell,BR1044,26,12
+CD56bright NK cell,BR1045,92,42
+CD56bright NK cell,BR1047,178,80
+CD56bright NK cell,BR1048,66,30
+CD56bright NK cell,BR1049,91,41
+CD56bright NK cell,BR1050,15,7
+CD56bright NK cell,BR1051,88,40
+CD56bright NK cell,BR1052,115,52
+CD56bright NK cell,BR1054,36,16
+CD56bright NK cell,BR1056,231,104
+CD56bright NK cell,BR1057,79,36
+CD56bright NK cell,BR1058,112,51
+CD56bright NK cell,BR1059,33,15
+CD56bright NK cell,BR2002,91,41
+CD56bright NK cell,BR2003,53,24
+CD56bright NK cell,BR2005,71,32
+CD56bright NK cell,BR2008,157,71
+CD56bright NK cell,BR2009,137,62
+CD56bright NK cell,BR2010,90,41
+CD56bright NK cell,BR2012,125,57
+CD56bright NK cell,BR2013,92,42
+CD56bright NK cell,BR2014,130,59
+CD56bright NK cell,BR2015,69,31
+CD56bright NK cell,BR2016,71,32
+CD56bright NK cell,BR2018,76,34
+CD56bright NK cell,BR2019,39,18
+CD56bright NK cell,BR2020,32,14
+CD56bright NK cell,BR2021,137,62
+CD56bright NK cell,BR2022,101,46
+CD56bright NK cell,BR2023,187,85
+CD56bright NK cell,BR2024,165,75
+CD56bright NK cell,BR2025,81,37
+CD56bright NK cell,BR2026,103,47
+CD56bright NK cell,BR2028,47,21
+CD56bright NK cell,BR2029,30,14
+CD56bright NK cell,BR2030,27,12
+CD56bright NK cell,BR2031,85,38
+CD56bright NK cell,BR2032,79,36
+CD56bright NK cell,BR2033,102,46
+CD56bright NK cell,BR2034,75,34
+CD56bright NK cell,BR2035,63,28
+CD56bright NK cell,BR2036,70,32
+CD56bright NK cell,BR2037,135,61
+CD56bright NK cell,BR2038,107,48
+CD56bright NK cell,BR2039,367,166
+CD56bright NK cell,BR2040,69,31
+CD56bright NK cell,BR2041,80,36
+CD56bright NK cell,BR2042,70,32
+CD56bright NK cell,BR2043,43,19
+CD56bright NK cell,BR2044,91,41
+CD56bright NK cell,BR2045,67,30
+CD56bright NK cell,BR2046,84,38
+CD56bright NK cell,BR2047,84,38
+CD56bright NK cell,BR2048,281,127
+CD56bright NK cell,BR2050,170,77
+CD56bright NK cell,BR2051,60,27
+CD56bright NK cell,BR2052,32,14
+CD56bright NK cell,BR2053,121,55
+CD56bright NK cell,UP1008,97,44
+CD56bright NK cell,UP1011,74,33
+CD56bright NK cell,UP1012,80,36
+CD56bright NK cell,UP1014,122,55
+CD56bright NK cell,UP1015,70,32
+CD56bright NK cell,UP1017,80,36
+CD56bright NK cell,UP1018,158,71
+CD56bright NK cell,UP1021,183,83
+CD56bright NK cell,UP1022,124,56
+CD56bright NK cell,UP1023,177,80
+CD56bright NK cell,UP1024,91,41
+CD56bright NK cell,UP1025,53,24
+CD56bright NK cell,UP1026,352,159
+CD56bright NK cell,UP1031,39,18
+CD56bright NK cell,UP1032,150,68
+CD56bright NK cell,UP1034,54,24
+CD56dim NK cell,BR1001,1072,215
+CD56dim NK cell,BR1002,1995,399
+CD56dim NK cell,BR1003,768,154
+CD56dim NK cell,BR1004,1294,259
+CD56dim NK cell,BR1005,270,54
+CD56dim NK cell,BR1006,1306,261
+CD56dim NK cell,BR1007,1213,243
+CD56dim NK cell,BR1008,433,87
+CD56dim NK cell,BR1009,1156,231
+CD56dim NK cell,BR1010,799,160
+CD56dim NK cell,BR1011,1195,239
+CD56dim NK cell,BR1012,861,172
+CD56dim NK cell,BR1013,2015,403
+CD56dim NK cell,BR1014,1550,310
+CD56dim NK cell,BR1015,1466,293
+CD56dim NK cell,BR1016,2646,530
+CD56dim NK cell,BR1017,2699,540
+CD56dim NK cell,BR1018,545,109
+CD56dim NK cell,BR1019,697,140
+CD56dim NK cell,BR1021,1105,221
+CD56dim NK cell,BR1023,918,184
+CD56dim NK cell,BR1024,2313,463
+CD56dim NK cell,BR1025,921,184
+CD56dim NK cell,BR1026,966,193
+CD56dim NK cell,BR1028,761,152
+CD56dim NK cell,BR1030,680,136
+CD56dim NK cell,BR1031,1061,212
+CD56dim NK cell,BR1032,3047,610
+CD56dim NK cell,BR1033,1121,224
+CD56dim NK cell,BR1037,1073,215
+CD56dim NK cell,BR1040,2446,490
+CD56dim NK cell,BR1041,669,134
+CD56dim NK cell,BR1042,1846,369
+CD56dim NK cell,BR1043,1188,238
+CD56dim NK cell,BR1044,1549,310
+CD56dim NK cell,BR1045,1830,366
+CD56dim NK cell,BR1047,1009,202
+CD56dim NK cell,BR1048,2189,438
+CD56dim NK cell,BR1049,1027,206
+CD56dim NK cell,BR1050,382,76
+CD56dim NK cell,BR1051,2821,565
+CD56dim NK cell,BR1052,655,131
+CD56dim NK cell,BR1054,1475,295
+CD56dim NK cell,BR1056,338,68
+CD56dim NK cell,BR1057,524,105
+CD56dim NK cell,BR1058,1984,397
+CD56dim NK cell,BR1059,931,186
+CD56dim NK cell,BR2002,2652,531
+CD56dim NK cell,BR2003,1758,352
+CD56dim NK cell,BR2005,735,147
+CD56dim NK cell,BR2008,1211,242
+CD56dim NK cell,BR2009,777,156
+CD56dim NK cell,BR2010,777,156
+CD56dim NK cell,BR2012,898,180
+CD56dim NK cell,BR2013,996,199
+CD56dim NK cell,BR2014,622,125
+CD56dim NK cell,BR2015,772,155
+CD56dim NK cell,BR2016,919,184
+CD56dim NK cell,BR2018,1062,213
+CD56dim NK cell,BR2019,530,106
+CD56dim NK cell,BR2020,1041,208
+CD56dim NK cell,BR2021,853,171
+CD56dim NK cell,BR2022,1122,225
+CD56dim NK cell,BR2023,1961,393
+CD56dim NK cell,BR2024,1153,231
+CD56dim NK cell,BR2025,2949,590
+CD56dim NK cell,BR2026,2482,497
+CD56dim NK cell,BR2028,2315,463
+CD56dim NK cell,BR2029,278,56
+CD56dim NK cell,BR2030,781,156
+CD56dim NK cell,BR2031,1838,368
+CD56dim NK cell,BR2032,1813,363
+CD56dim NK cell,BR2033,1114,223
+CD56dim NK cell,BR2034,942,189
+CD56dim NK cell,BR2035,402,80
+CD56dim NK cell,BR2036,1428,286
+CD56dim NK cell,BR2037,611,122
+CD56dim NK cell,BR2038,1612,323
+CD56dim NK cell,BR2039,1571,314
+CD56dim NK cell,BR2040,1351,270
+CD56dim NK cell,BR2041,873,175
+CD56dim NK cell,BR2042,2006,402
+CD56dim NK cell,BR2043,252,50
+CD56dim NK cell,BR2044,1504,301
+CD56dim NK cell,BR2045,958,192
+CD56dim NK cell,BR2046,1296,259
+CD56dim NK cell,BR2047,523,105
+CD56dim NK cell,BR2048,1179,236
+CD56dim NK cell,BR2050,509,102
+CD56dim NK cell,BR2051,1780,356
+CD56dim NK cell,BR2052,827,166
+CD56dim NK cell,BR2053,1029,206
+CD56dim NK cell,UP1008,1382,277
+CD56dim NK cell,UP1011,857,172
+CD56dim NK cell,UP1012,2484,497
+CD56dim NK cell,UP1014,1743,349
+CD56dim NK cell,UP1015,1425,285
+CD56dim NK cell,UP1017,1277,256
+CD56dim NK cell,UP1018,2988,598
+CD56dim NK cell,UP1021,612,122
+CD56dim NK cell,UP1022,660,132
+CD56dim NK cell,UP1023,1308,262
+CD56dim NK cell,UP1024,171,34
+CD56dim NK cell,UP1025,669,134
+CD56dim NK cell,UP1026,572,114
+CD56dim NK cell,UP1031,1070,214
+CD56dim NK cell,UP1032,713,143
+CD56dim NK cell,UP1034,1079,216
+CD8aa,BR1001,23,20
+CD8aa,BR1002,20,17
+CD8aa,BR1003,69,60
+CD8aa,BR1004,12,10
+CD8aa,BR1005,15,13
+CD8aa,BR1006,23,20
+CD8aa,BR1007,15,13
+CD8aa,BR1008,3,3
+CD8aa,BR1009,182,159
+CD8aa,BR1010,37,32
+CD8aa,BR1011,29,25
+CD8aa,BR1012,24,21
+CD8aa,BR1013,34,30
+CD8aa,BR1014,58,51
+CD8aa,BR1015,26,23
+CD8aa,BR1016,3,3
+CD8aa,BR1017,39,34
+CD8aa,BR1018,1,1
+CD8aa,BR1019,51,44
+CD8aa,BR1021,13,11
+CD8aa,BR1023,50,44
+CD8aa,BR1024,47,41
+CD8aa,BR1025,24,21
+CD8aa,BR1026,42,37
+CD8aa,BR1028,43,37
+CD8aa,BR1030,100,87
+CD8aa,BR1031,39,34
+CD8aa,BR1032,80,70
+CD8aa,BR1033,38,33
+CD8aa,BR1037,13,11
+CD8aa,BR1040,13,11
+CD8aa,BR1041,73,64
+CD8aa,BR1042,14,12
+CD8aa,BR1043,26,23
+CD8aa,BR1044,23,20
+CD8aa,BR1045,39,34
+CD8aa,BR1047,21,18
+CD8aa,BR1048,20,17
+CD8aa,BR1049,15,13
+CD8aa,BR1050,72,63
+CD8aa,BR1051,18,16
+CD8aa,BR1052,50,44
+CD8aa,BR1054,11,10
+CD8aa,BR1056,122,106
+CD8aa,BR1057,47,41
+CD8aa,BR1058,212,185
+CD8aa,BR1059,11,10
+CD8aa,BR2002,31,27
+CD8aa,BR2003,8,7
+CD8aa,BR2005,22,19
+CD8aa,BR2008,65,57
+CD8aa,BR2009,9,8
+CD8aa,BR2010,8,7
+CD8aa,BR2012,2,2
+CD8aa,BR2013,2,2
+CD8aa,BR2014,32,28
+CD8aa,BR2015,1,1
+CD8aa,BR2016,3,3
+CD8aa,BR2018,5,4
+CD8aa,BR2019,6,5
+CD8aa,BR2020,5,4
+CD8aa,BR2021,1,1
+CD8aa,BR2022,9,8
+CD8aa,BR2023,3,3
+CD8aa,BR2024,31,27
+CD8aa,BR2025,28,24
+CD8aa,BR2026,17,15
+CD8aa,BR2028,3,3
+CD8aa,BR2029,26,23
+CD8aa,BR2030,16,14
+CD8aa,BR2031,7,6
+CD8aa,BR2032,6,5
+CD8aa,BR2033,5,4
+CD8aa,BR2034,5,4
+CD8aa,BR2035,18,16
+CD8aa,BR2037,16,14
+CD8aa,BR2038,5,4
+CD8aa,BR2039,10,9
+CD8aa,BR2040,14,12
+CD8aa,BR2041,14,12
+CD8aa,BR2042,27,24
+CD8aa,BR2043,14,12
+CD8aa,BR2044,18,16
+CD8aa,BR2045,6,5
+CD8aa,BR2046,1,1
+CD8aa,BR2047,13,11
+CD8aa,BR2048,21,18
+CD8aa,BR2050,13,11
+CD8aa,BR2051,12,10
+CD8aa,BR2052,13,11
+CD8aa,BR2053,16,14
+CD8aa,UP1008,339,295
+CD8aa,UP1011,141,123
+CD8aa,UP1012,235,205
+CD8aa,UP1014,229,200
+CD8aa,UP1015,434,378
+CD8aa,UP1017,89,78
+CD8aa,UP1018,503,438
+CD8aa,UP1021,105,91
+CD8aa,UP1022,16,14
+CD8aa,UP1023,86,75
+CD8aa,UP1024,27,24
+CD8aa,UP1025,29,25
+CD8aa,UP1026,151,132
+CD8aa,UP1031,160,139
+CD8aa,UP1032,308,268
+CD8aa,UP1034,358,312
+DN T cell,BR1001,33,33
+DN T cell,BR1002,11,11
+DN T cell,BR1003,36,36
+DN T cell,BR1004,32,32
+DN T cell,BR1005,29,29
+DN T cell,BR1006,34,34
+DN T cell,BR1007,14,14
+DN T cell,BR1008,14,14
+DN T cell,BR1009,28,28
+DN T cell,BR1010,13,13
+DN T cell,BR1011,33,33
+DN T cell,BR1012,19,19
+DN T cell,BR1013,20,20
+DN T cell,BR1014,9,9
+DN T cell,BR1015,4,4
+DN T cell,BR1016,6,6
+DN T cell,BR1017,18,18
+DN T cell,BR1018,15,15
+DN T cell,BR1019,47,47
+DN T cell,BR1021,23,23
+DN T cell,BR1023,8,8
+DN T cell,BR1024,16,16
+DN T cell,BR1025,6,6
+DN T cell,BR1026,25,25
+DN T cell,BR1028,35,35
+DN T cell,BR1030,16,16
+DN T cell,BR1031,15,15
+DN T cell,BR1032,18,18
+DN T cell,BR1033,14,14
+DN T cell,BR1037,35,35
+DN T cell,BR1040,12,12
+DN T cell,BR1041,31,31
+DN T cell,BR1042,16,16
+DN T cell,BR1043,26,26
+DN T cell,BR1044,22,22
+DN T cell,BR1045,10,10
+DN T cell,BR1047,20,20
+DN T cell,BR1048,14,14
+DN T cell,BR1049,38,38
+DN T cell,BR1050,9,9
+DN T cell,BR1051,24,24
+DN T cell,BR1052,18,18
+DN T cell,BR1054,13,13
+DN T cell,BR1056,22,22
+DN T cell,BR1057,18,18
+DN T cell,BR1058,31,31
+DN T cell,BR1059,19,19
+DN T cell,BR2002,21,21
+DN T cell,BR2003,8,8
+DN T cell,BR2005,19,19
+DN T cell,BR2008,15,15
+DN T cell,BR2009,12,12
+DN T cell,BR2010,13,13
+DN T cell,BR2012,3,3
+DN T cell,BR2013,37,37
+DN T cell,BR2014,22,22
+DN T cell,BR2015,7,7
+DN T cell,BR2016,35,35
+DN T cell,BR2018,24,24
+DN T cell,BR2019,15,15
+DN T cell,BR2020,10,10
+DN T cell,BR2021,35,35
+DN T cell,BR2022,27,27
+DN T cell,BR2023,24,24
+DN T cell,BR2024,16,16
+DN T cell,BR2025,29,29
+DN T cell,BR2026,9,9
+DN T cell,BR2028,23,23
+DN T cell,BR2029,11,11
+DN T cell,BR2030,13,13
+DN T cell,BR2031,22,22
+DN T cell,BR2032,21,21
+DN T cell,BR2033,17,17
+DN T cell,BR2034,22,22
+DN T cell,BR2035,6,6
+DN T cell,BR2036,13,13
+DN T cell,BR2037,36,36
+DN T cell,BR2038,11,11
+DN T cell,BR2039,25,25
+DN T cell,BR2040,5,5
+DN T cell,BR2041,25,25
+DN T cell,BR2042,16,16
+DN T cell,BR2043,12,12
+DN T cell,BR2044,16,16
+DN T cell,BR2045,18,18
+DN T cell,BR2046,45,45
+DN T cell,BR2047,16,16
+DN T cell,BR2048,22,22
+DN T cell,BR2050,4,4
+DN T cell,BR2051,8,8
+DN T cell,BR2052,63,63
+DN T cell,BR2053,7,7
+DN T cell,UP1008,83,83
+DN T cell,UP1011,17,17
+DN T cell,UP1012,35,35
+DN T cell,UP1014,38,38
+DN T cell,UP1015,36,36
+DN T cell,UP1017,32,32
+DN T cell,UP1018,10,10
+DN T cell,UP1021,48,48
+DN T cell,UP1022,62,62
+DN T cell,UP1023,34,34
+DN T cell,UP1024,18,18
+DN T cell,UP1025,26,26
+DN T cell,UP1026,16,16
+DN T cell,UP1031,34,34
+DN T cell,UP1032,22,22
+DN T cell,UP1034,11,11
+Effector B cell,BR1001,108,48
+Effector B cell,BR1002,39,17
+Effector B cell,BR1003,59,26
+Effector B cell,BR1004,83,37
+Effector B cell,BR1005,44,19
+Effector B cell,BR1006,61,27
+Effector B cell,BR1007,68,30
+Effector B cell,BR1008,49,22
+Effector B cell,BR1009,426,188
+Effector B cell,BR1010,38,17
+Effector B cell,BR1011,213,94
+Effector B cell,BR1012,56,25
+Effector B cell,BR1013,127,56
+Effector B cell,BR1014,100,44
+Effector B cell,BR1015,44,19
+Effector B cell,BR1016,30,13
+Effector B cell,BR1017,80,35
+Effector B cell,BR1018,62,27
+Effector B cell,BR1019,106,47
+Effector B cell,BR1021,77,34
+Effector B cell,BR1023,119,53
+Effector B cell,BR1024,106,47
+Effector B cell,BR1025,43,19
+Effector B cell,BR1026,99,44
+Effector B cell,BR1028,61,27
+Effector B cell,BR1030,89,39
+Effector B cell,BR1031,133,59
+Effector B cell,BR1032,75,33
+Effector B cell,BR1033,67,30
+Effector B cell,BR1037,257,113
+Effector B cell,BR1040,92,41
+Effector B cell,BR1041,218,96
+Effector B cell,BR1042,129,57
+Effector B cell,BR1043,196,86
+Effector B cell,BR1044,96,42
+Effector B cell,BR1045,62,27
+Effector B cell,BR1047,114,50
+Effector B cell,BR1048,62,27
+Effector B cell,BR1049,78,34
+Effector B cell,BR1050,77,34
+Effector B cell,BR1051,221,98
+Effector B cell,BR1052,123,54
+Effector B cell,BR1054,89,39
+Effector B cell,BR1056,167,74
+Effector B cell,BR1057,83,37
+Effector B cell,BR1058,253,112
+Effector B cell,BR1059,54,24
+Effector B cell,BR2002,86,38
+Effector B cell,BR2003,47,21
+Effector B cell,BR2005,60,26
+Effector B cell,BR2008,67,30
+Effector B cell,BR2009,95,42
+Effector B cell,BR2010,138,61
+Effector B cell,BR2012,130,57
+Effector B cell,BR2013,87,38
+Effector B cell,BR2014,133,59
+Effector B cell,BR2015,24,11
+Effector B cell,BR2016,181,80
+Effector B cell,BR2018,145,64
+Effector B cell,BR2019,197,87
+Effector B cell,BR2020,38,17
+Effector B cell,BR2021,51,23
+Effector B cell,BR2022,252,111
+Effector B cell,BR2023,72,32
+Effector B cell,BR2024,83,37
+Effector B cell,BR2025,243,107
+Effector B cell,BR2026,16,7
+Effector B cell,BR2028,105,46
+Effector B cell,BR2029,61,27
+Effector B cell,BR2030,130,57
+Effector B cell,BR2031,36,16
+Effector B cell,BR2032,90,40
+Effector B cell,BR2033,185,82
+Effector B cell,BR2034,187,83
+Effector B cell,BR2035,46,20
+Effector B cell,BR2036,82,36
+Effector B cell,BR2037,127,56
+Effector B cell,BR2038,92,41
+Effector B cell,BR2039,80,35
+Effector B cell,BR2040,24,11
+Effector B cell,BR2041,95,42
+Effector B cell,BR2042,109,48
+Effector B cell,BR2043,103,45
+Effector B cell,BR2044,51,22
+Effector B cell,BR2045,91,40
+Effector B cell,BR2046,17,7
+Effector B cell,BR2047,157,69
+Effector B cell,BR2048,108,48
+Effector B cell,BR2050,33,15
+Effector B cell,BR2051,133,59
+Effector B cell,BR2052,153,68
+Effector B cell,BR2053,64,28
+Effector B cell,UP1008,98,43
+Effector B cell,UP1011,130,57
+Effector B cell,UP1012,213,94
+Effector B cell,UP1014,200,88
+Effector B cell,UP1015,70,31
+Effector B cell,UP1017,160,71
+Effector B cell,UP1018,131,58
+Effector B cell,UP1021,66,29
+Effector B cell,UP1022,295,130
+Effector B cell,UP1023,68,30
+Effector B cell,UP1024,30,13
+Effector B cell,UP1025,58,26
+Effector B cell,UP1026,40,18
+Effector B cell,UP1031,96,42
+Effector B cell,UP1032,82,36
+Effector B cell,UP1034,55,24
+Erythrocyte,BR1001,16,16
+Erythrocyte,BR1002,11,11
+Erythrocyte,BR1003,10,10
+Erythrocyte,BR1004,9,9
+Erythrocyte,BR1005,16,16
+Erythrocyte,BR1006,4,4
+Erythrocyte,BR1007,30,30
+Erythrocyte,BR1008,15,15
+Erythrocyte,BR1009,3,3
+Erythrocyte,BR1010,87,87
+Erythrocyte,BR1011,8,8
+Erythrocyte,BR1012,4,4
+Erythrocyte,BR1013,3,3
+Erythrocyte,BR1014,3,3
+Erythrocyte,BR1015,8,8
+Erythrocyte,BR1016,1,1
+Erythrocyte,BR1017,6,6
+Erythrocyte,BR1018,7,7
+Erythrocyte,BR1021,3,3
+Erythrocyte,BR1023,2,2
+Erythrocyte,BR1024,3,3
+Erythrocyte,BR1028,1,1
+Erythrocyte,BR1031,1,1
+Erythrocyte,BR1032,2,2
+Erythrocyte,BR1033,2,2
+Erythrocyte,BR1037,12,12
+Erythrocyte,BR1041,1,1
+Erythrocyte,BR1042,1,1
+Erythrocyte,BR1043,4,4
+Erythrocyte,BR1045,9,9
+Erythrocyte,BR1047,1,1
+Erythrocyte,BR1048,4,4
+Erythrocyte,BR1049,5,5
+Erythrocyte,BR1050,5,5
+Erythrocyte,BR1051,1,1
+Erythrocyte,BR1056,1,1
+Erythrocyte,BR1058,1,1
+Erythrocyte,BR2002,31,31
+Erythrocyte,BR2003,29,29
+Erythrocyte,BR2005,6,6
+Erythrocyte,BR2008,5,5
+Erythrocyte,BR2010,1,1
+Erythrocyte,BR2013,20,20
+Erythrocyte,BR2014,2,2
+Erythrocyte,BR2016,1,1
+Erythrocyte,BR2018,3,3
+Erythrocyte,BR2019,5,5
+Erythrocyte,BR2020,17,17
+Erythrocyte,BR2021,5,5
+Erythrocyte,BR2022,3,3
+Erythrocyte,BR2023,4,4
+Erythrocyte,BR2026,2,2
+Erythrocyte,BR2029,1,1
+Erythrocyte,BR2031,1,1
+Erythrocyte,BR2032,1,1
+Erythrocyte,BR2033,1,1
+Erythrocyte,BR2035,4,4
+Erythrocyte,BR2036,1,1
+Erythrocyte,BR2037,4,4
+Erythrocyte,BR2038,1,1
+Erythrocyte,BR2039,8,8
+Erythrocyte,BR2040,297,297
+Erythrocyte,BR2041,8,8
+Erythrocyte,BR2042,3,3
+Erythrocyte,BR2043,2,2
+Erythrocyte,BR2044,1,1
+Erythrocyte,BR2045,2,2
+Erythrocyte,BR2046,9,9
+Erythrocyte,BR2047,4,4
+Erythrocyte,BR2048,4,4
+Erythrocyte,BR2050,1,1
+Erythrocyte,BR2051,6,6
+Erythrocyte,BR2052,5,5
+Erythrocyte,BR2053,6,6
+Erythrocyte,UP1011,3,3
+Erythrocyte,UP1014,10,10
+Erythrocyte,UP1015,4,4
+Erythrocyte,UP1017,1,1
+Erythrocyte,UP1021,1,1
+Erythrocyte,UP1022,1,1
+Erythrocyte,UP1023,98,98
+Erythrocyte,UP1024,90,90
+Erythrocyte,UP1025,278,278
+Erythrocyte,UP1026,213,213
+Erythrocyte,UP1031,1,1
+Erythrocyte,UP1032,2,2
+Erythrocyte,UP1034,2,2
+ILC,BR1001,8,8
+ILC,BR1002,7,7
+ILC,BR1003,6,6
+ILC,BR1004,17,17
+ILC,BR1005,13,13
+ILC,BR1006,9,9
+ILC,BR1007,5,5
+ILC,BR1008,7,7
+ILC,BR1009,7,7
+ILC,BR1010,6,6
+ILC,BR1011,3,3
+ILC,BR1012,3,3
+ILC,BR1013,16,16
+ILC,BR1014,7,7
+ILC,BR1015,1,1
+ILC,BR1016,21,21
+ILC,BR1017,9,9
+ILC,BR1018,14,14
+ILC,BR1019,10,10
+ILC,BR1021,6,6
+ILC,BR1023,1,1
+ILC,BR1024,1,1
+ILC,BR1025,1,1
+ILC,BR1026,6,6
+ILC,BR1028,8,8
+ILC,BR1030,9,9
+ILC,BR1031,7,7
+ILC,BR1032,2,2
+ILC,BR1033,17,17
+ILC,BR1037,6,6
+ILC,BR1040,4,4
+ILC,BR1041,6,6
+ILC,BR1042,4,4
+ILC,BR1043,8,8
+ILC,BR1044,3,3
+ILC,BR1045,5,5
+ILC,BR1047,7,7
+ILC,BR1048,20,20
+ILC,BR1049,6,6
+ILC,BR1050,3,3
+ILC,BR1051,16,16
+ILC,BR1052,3,3
+ILC,BR1054,7,7
+ILC,BR1056,10,10
+ILC,BR1057,7,7
+ILC,BR1058,12,12
+ILC,BR1059,6,6
+ILC,BR2002,9,9
+ILC,BR2003,10,10
+ILC,BR2005,4,4
+ILC,BR2008,1,1
+ILC,BR2009,8,8
+ILC,BR2010,3,3
+ILC,BR2012,8,8
+ILC,BR2013,12,12
+ILC,BR2014,4,4
+ILC,BR2015,5,5
+ILC,BR2016,4,4
+ILC,BR2018,11,11
+ILC,BR2019,1,1
+ILC,BR2020,7,7
+ILC,BR2021,2,2
+ILC,BR2022,4,4
+ILC,BR2023,4,4
+ILC,BR2024,7,7
+ILC,BR2025,5,5
+ILC,BR2026,14,14
+ILC,BR2028,1,1
+ILC,BR2030,4,4
+ILC,BR2031,12,12
+ILC,BR2032,10,10
+ILC,BR2033,9,9
+ILC,BR2034,6,6
+ILC,BR2035,4,4
+ILC,BR2036,3,3
+ILC,BR2037,9,9
+ILC,BR2038,8,8
+ILC,BR2039,10,10
+ILC,BR2040,3,3
+ILC,BR2041,17,17
+ILC,BR2042,6,6
+ILC,BR2043,3,3
+ILC,BR2044,7,7
+ILC,BR2045,3,3
+ILC,BR2046,4,4
+ILC,BR2047,2,2
+ILC,BR2048,13,13
+ILC,BR2050,7,7
+ILC,BR2051,5,5
+ILC,BR2052,2,2
+ILC,BR2053,3,3
+ILC,UP1008,14,14
+ILC,UP1011,13,13
+ILC,UP1012,6,6
+ILC,UP1014,13,13
+ILC,UP1015,13,13
+ILC,UP1017,10,10
+ILC,UP1018,33,33
+ILC,UP1021,5,5
+ILC,UP1022,15,15
+ILC,UP1023,12,12
+ILC,UP1024,7,7
+ILC,UP1025,12,12
+ILC,UP1026,34,34
+ILC,UP1031,5,5
+ILC,UP1032,8,8
+ILC,UP1034,10,10
+Intermediate monocyte,BR1001,229,90
+Intermediate monocyte,BR1002,126,50
+Intermediate monocyte,BR1003,249,98
+Intermediate monocyte,BR1004,90,36
+Intermediate monocyte,BR1005,534,211
+Intermediate monocyte,BR1006,235,93
+Intermediate monocyte,BR1007,100,39
+Intermediate monocyte,BR1008,36,14
+Intermediate monocyte,BR1009,178,70
+Intermediate monocyte,BR1010,102,40
+Intermediate monocyte,BR1011,111,44
+Intermediate monocyte,BR1012,101,40
+Intermediate monocyte,BR1013,252,99
+Intermediate monocyte,BR1014,16,6
+Intermediate monocyte,BR1015,36,14
+Intermediate monocyte,BR1016,112,44
+Intermediate monocyte,BR1017,64,25
+Intermediate monocyte,BR1018,398,157
+Intermediate monocyte,BR1019,50,20
+Intermediate monocyte,BR1021,23,9
+Intermediate monocyte,BR1023,91,36
+Intermediate monocyte,BR1024,95,37
+Intermediate monocyte,BR1025,112,44
+Intermediate monocyte,BR1026,86,34
+Intermediate monocyte,BR1028,15,6
+Intermediate monocyte,BR1030,133,52
+Intermediate monocyte,BR1031,69,27
+Intermediate monocyte,BR1032,111,44
+Intermediate monocyte,BR1033,119,47
+Intermediate monocyte,BR1037,15,6
+Intermediate monocyte,BR1040,130,51
+Intermediate monocyte,BR1041,75,30
+Intermediate monocyte,BR1042,35,14
+Intermediate monocyte,BR1043,145,57
+Intermediate monocyte,BR1044,35,14
+Intermediate monocyte,BR1045,19,8
+Intermediate monocyte,BR1047,22,9
+Intermediate monocyte,BR1048,22,9
+Intermediate monocyte,BR1049,35,14
+Intermediate monocyte,BR1050,199,79
+Intermediate monocyte,BR1051,177,70
+Intermediate monocyte,BR1052,165,65
+Intermediate monocyte,BR1054,68,27
+Intermediate monocyte,BR1056,39,15
+Intermediate monocyte,BR1057,65,26
+Intermediate monocyte,BR1058,185,73
+Intermediate monocyte,BR1059,116,46
+Intermediate monocyte,BR2002,82,32
+Intermediate monocyte,BR2003,94,37
+Intermediate monocyte,BR2005,133,52
+Intermediate monocyte,BR2008,48,19
+Intermediate monocyte,BR2009,47,19
+Intermediate monocyte,BR2010,233,92
+Intermediate monocyte,BR2012,55,22
+Intermediate monocyte,BR2013,91,36
+Intermediate monocyte,BR2014,55,22
+Intermediate monocyte,BR2015,27,11
+Intermediate monocyte,BR2016,39,15
+Intermediate monocyte,BR2018,60,24
+Intermediate monocyte,BR2019,33,13
+Intermediate monocyte,BR2020,173,68
+Intermediate monocyte,BR2021,40,16
+Intermediate monocyte,BR2022,34,13
+Intermediate monocyte,BR2023,23,9
+Intermediate monocyte,BR2024,114,45
+Intermediate monocyte,BR2025,78,31
+Intermediate monocyte,BR2026,100,39
+Intermediate monocyte,BR2028,364,144
+Intermediate monocyte,BR2029,86,34
+Intermediate monocyte,BR2030,166,66
+Intermediate monocyte,BR2031,236,93
+Intermediate monocyte,BR2032,158,62
+Intermediate monocyte,BR2033,75,30
+Intermediate monocyte,BR2034,147,58
+Intermediate monocyte,BR2035,79,31
+Intermediate monocyte,BR2036,49,19
+Intermediate monocyte,BR2037,224,88
+Intermediate monocyte,BR2038,127,50
+Intermediate monocyte,BR2039,143,56
+Intermediate monocyte,BR2040,150,59
+Intermediate monocyte,BR2041,144,57
+Intermediate monocyte,BR2042,117,46
+Intermediate monocyte,BR2043,91,36
+Intermediate monocyte,BR2044,220,87
+Intermediate monocyte,BR2045,84,33
+Intermediate monocyte,BR2046,621,245
+Intermediate monocyte,BR2047,354,140
+Intermediate monocyte,BR2048,433,171
+Intermediate monocyte,BR2050,150,59
+Intermediate monocyte,BR2051,243,96
+Intermediate monocyte,BR2052,205,81
+Intermediate monocyte,BR2053,56,22
+Intermediate monocyte,UP1008,35,14
+Intermediate monocyte,UP1011,21,8
+Intermediate monocyte,UP1012,60,24
+Intermediate monocyte,UP1014,116,46
+Intermediate monocyte,UP1015,66,26
+Intermediate monocyte,UP1017,114,45
+Intermediate monocyte,UP1018,59,23
+Intermediate monocyte,UP1021,67,26
+Intermediate monocyte,UP1022,225,89
+Intermediate monocyte,UP1023,58,23
+Intermediate monocyte,UP1024,21,8
+Intermediate monocyte,UP1025,20,8
+Intermediate monocyte,UP1026,17,7
+Intermediate monocyte,UP1031,28,11
+Intermediate monocyte,UP1032,31,12
+Intermediate monocyte,UP1034,32,13
+MAIT,BR1001,1212,243
+MAIT,BR1002,95,19
+MAIT,BR1003,557,112
+MAIT,BR1004,944,189
+MAIT,BR1005,244,49
+MAIT,BR1006,473,95
+MAIT,BR1007,837,168
+MAIT,BR1008,119,24
+MAIT,BR1009,997,200
+MAIT,BR1010,233,47
+MAIT,BR1011,211,42
+MAIT,BR1012,482,96
+MAIT,BR1013,408,82
+MAIT,BR1014,1071,214
+MAIT,BR1015,431,86
+MAIT,BR1016,594,119
+MAIT,BR1017,406,81
+MAIT,BR1018,264,53
+MAIT,BR1019,523,105
+MAIT,BR1021,481,96
+MAIT,BR1023,782,157
+MAIT,BR1024,1157,232
+MAIT,BR1025,426,85
+MAIT,BR1026,412,82
+MAIT,BR1028,612,123
+MAIT,BR1030,625,125
+MAIT,BR1031,725,145
+MAIT,BR1032,570,114
+MAIT,BR1033,173,35
+MAIT,BR1037,168,34
+MAIT,BR1040,743,149
+MAIT,BR1041,307,61
+MAIT,BR1042,1358,272
+MAIT,BR1043,110,22
+MAIT,BR1044,92,18
+MAIT,BR1045,593,119
+MAIT,BR1047,567,114
+MAIT,BR1048,777,156
+MAIT,BR1049,450,90
+MAIT,BR1050,838,168
+MAIT,BR1051,100,20
+MAIT,BR1052,381,76
+MAIT,BR1054,240,48
+MAIT,BR1056,502,101
+MAIT,BR1057,839,168
+MAIT,BR1058,1547,310
+MAIT,BR1059,238,48
+MAIT,BR2002,545,109
+MAIT,BR2003,186,37
+MAIT,BR2005,107,21
+MAIT,BR2008,1743,349
+MAIT,BR2009,186,37
+MAIT,BR2010,387,77
+MAIT,BR2012,63,13
+MAIT,BR2013,222,44
+MAIT,BR2014,207,41
+MAIT,BR2015,70,14
+MAIT,BR2016,360,72
+MAIT,BR2018,221,44
+MAIT,BR2019,85,17
+MAIT,BR2020,250,50
+MAIT,BR2021,191,38
+MAIT,BR2022,257,51
+MAIT,BR2023,341,68
+MAIT,BR2024,52,10
+MAIT,BR2025,477,95
+MAIT,BR2026,103,21
+MAIT,BR2028,319,64
+MAIT,BR2029,125,25
+MAIT,BR2030,524,105
+MAIT,BR2031,819,164
+MAIT,BR2032,956,191
+MAIT,BR2033,224,45
+MAIT,BR2034,207,41
+MAIT,BR2035,82,16
+MAIT,BR2036,212,42
+MAIT,BR2037,116,23
+MAIT,BR2038,640,128
+MAIT,BR2039,641,128
+MAIT,BR2040,293,59
+MAIT,BR2041,297,59
+MAIT,BR2042,409,82
+MAIT,BR2043,295,59
+MAIT,BR2044,126,25
+MAIT,BR2045,38,8
+MAIT,BR2046,9,2
+MAIT,BR2047,341,68
+MAIT,BR2048,426,85
+MAIT,BR2050,265,53
+MAIT,BR2051,996,199
+MAIT,BR2052,102,20
+MAIT,BR2053,378,76
+MAIT,UP1008,290,58
+MAIT,UP1011,258,52
+MAIT,UP1012,423,85
+MAIT,UP1014,636,127
+MAIT,UP1015,308,62
+MAIT,UP1017,456,91
+MAIT,UP1018,267,53
+MAIT,UP1021,353,71
+MAIT,UP1022,629,126
+MAIT,UP1023,216,43
+MAIT,UP1024,98,20
+MAIT,UP1025,47,9
+MAIT,UP1026,109,22
+MAIT,UP1031,354,71
+MAIT,UP1032,627,126
+MAIT,UP1034,265,53
+Memory B cell,BR1001,388,78
+Memory B cell,BR1002,213,43
+Memory B cell,BR1003,393,79
+Memory B cell,BR1004,307,61
+Memory B cell,BR1005,232,46
+Memory B cell,BR1006,477,95
+Memory B cell,BR1007,854,171
+Memory B cell,BR1008,234,47
+Memory B cell,BR1009,767,154
+Memory B cell,BR1010,169,34
+Memory B cell,BR1011,905,181
+Memory B cell,BR1012,386,77
+Memory B cell,BR1013,511,102
+Memory B cell,BR1014,463,93
+Memory B cell,BR1015,205,41
+Memory B cell,BR1016,437,87
+Memory B cell,BR1017,307,61
+Memory B cell,BR1018,251,50
+Memory B cell,BR1019,330,66
+Memory B cell,BR1021,498,100
+Memory B cell,BR1023,345,69
+Memory B cell,BR1024,378,76
+Memory B cell,BR1025,287,57
+Memory B cell,BR1026,438,88
+Memory B cell,BR1028,665,133
+Memory B cell,BR1030,516,103
+Memory B cell,BR1031,429,86
+Memory B cell,BR1032,323,65
+Memory B cell,BR1033,477,95
+Memory B cell,BR1037,651,130
+Memory B cell,BR1040,582,117
+Memory B cell,BR1041,634,127
+Memory B cell,BR1042,358,72
+Memory B cell,BR1043,347,69
+Memory B cell,BR1044,294,59
+Memory B cell,BR1045,362,72
+Memory B cell,BR1047,492,99
+Memory B cell,BR1048,444,89
+Memory B cell,BR1049,481,96
+Memory B cell,BR1050,346,69
+Memory B cell,BR1051,437,87
+Memory B cell,BR1052,589,118
+Memory B cell,BR1054,506,101
+Memory B cell,BR1056,691,138
+Memory B cell,BR1057,638,128
+Memory B cell,BR1058,1004,201
+Memory B cell,BR1059,403,81
+Memory B cell,BR2002,573,115
+Memory B cell,BR2003,162,32
+Memory B cell,BR2005,311,62
+Memory B cell,BR2008,763,153
+Memory B cell,BR2009,591,118
+Memory B cell,BR2010,422,84
+Memory B cell,BR2012,253,51
+Memory B cell,BR2013,248,50
+Memory B cell,BR2014,526,105
+Memory B cell,BR2015,177,35
+Memory B cell,BR2016,311,62
+Memory B cell,BR2018,753,151
+Memory B cell,BR2019,304,61
+Memory B cell,BR2020,163,33
+Memory B cell,BR2021,231,46
+Memory B cell,BR2022,945,189
+Memory B cell,BR2023,364,73
+Memory B cell,BR2024,360,72
+Memory B cell,BR2025,925,185
+Memory B cell,BR2026,269,54
+Memory B cell,BR2028,420,84
+Memory B cell,BR2029,370,74
+Memory B cell,BR2030,624,125
+Memory B cell,BR2031,239,48
+Memory B cell,BR2032,380,76
+Memory B cell,BR2033,324,65
+Memory B cell,BR2034,803,161
+Memory B cell,BR2035,221,44
+Memory B cell,BR2036,439,88
+Memory B cell,BR2037,294,59
+Memory B cell,BR2038,322,64
+Memory B cell,BR2039,422,84
+Memory B cell,BR2040,168,34
+Memory B cell,BR2041,371,74
+Memory B cell,BR2042,313,63
+Memory B cell,BR2043,538,108
+Memory B cell,BR2044,256,51
+Memory B cell,BR2045,356,71
+Memory B cell,BR2046,184,37
+Memory B cell,BR2047,509,102
+Memory B cell,BR2048,602,121
+Memory B cell,BR2050,188,38
+Memory B cell,BR2051,469,94
+Memory B cell,BR2052,658,132
+Memory B cell,BR2053,258,52
+Memory B cell,UP1008,671,134
+Memory B cell,UP1011,547,110
+Memory B cell,UP1012,1077,216
+Memory B cell,UP1014,468,94
+Memory B cell,UP1015,501,100
+Memory B cell,UP1017,760,152
+Memory B cell,UP1018,624,125
+Memory B cell,UP1021,426,85
+Memory B cell,UP1022,1090,218
+Memory B cell,UP1023,150,30
+Memory B cell,UP1024,107,21
+Memory B cell,UP1025,168,34
+Memory B cell,UP1026,159,32
+Memory B cell,UP1031,548,110
+Memory B cell,UP1032,490,98
+Memory B cell,UP1034,277,55
+Memory CD4 T cell,BR1001,3890,779
+Memory CD4 T cell,BR1002,3920,785
+Memory CD4 T cell,BR1003,2634,527
+Memory CD4 T cell,BR1004,3105,621
+Memory CD4 T cell,BR1005,1981,396
+Memory CD4 T cell,BR1006,2437,488
+Memory CD4 T cell,BR1007,2400,480
+Memory CD4 T cell,BR1008,4405,882
+Memory CD4 T cell,BR1009,2477,496
+Memory CD4 T cell,BR1010,3046,610
+Memory CD4 T cell,BR1011,4613,923
+Memory CD4 T cell,BR1012,1561,312
+Memory CD4 T cell,BR1013,3147,630
+Memory CD4 T cell,BR1014,2968,594
+Memory CD4 T cell,BR1015,2049,410
+Memory CD4 T cell,BR1016,2610,522
+Memory CD4 T cell,BR1017,2595,519
+Memory CD4 T cell,BR1018,2926,586
+Memory CD4 T cell,BR1019,4392,879
+Memory CD4 T cell,BR1021,3077,616
+Memory CD4 T cell,BR1023,2807,562
+Memory CD4 T cell,BR1024,2578,516
+Memory CD4 T cell,BR1025,4762,953
+Memory CD4 T cell,BR1026,3412,683
+Memory CD4 T cell,BR1028,3492,699
+Memory CD4 T cell,BR1030,2176,436
+Memory CD4 T cell,BR1031,2258,452
+Memory CD4 T cell,BR1032,2222,445
+Memory CD4 T cell,BR1033,3840,769
+Memory CD4 T cell,BR1037,3102,621
+Memory CD4 T cell,BR1040,2517,504
+Memory CD4 T cell,BR1041,2659,532
+Memory CD4 T cell,BR1042,3445,690
+Memory CD4 T cell,BR1043,3002,601
+Memory CD4 T cell,BR1044,1751,350
+Memory CD4 T cell,BR1045,2532,507
+Memory CD4 T cell,BR1047,2287,458
+Memory CD4 T cell,BR1048,3779,756
+Memory CD4 T cell,BR1049,2765,553
+Memory CD4 T cell,BR1050,1647,330
+Memory CD4 T cell,BR1051,3273,655
+Memory CD4 T cell,BR1052,2348,470
+Memory CD4 T cell,BR1054,2810,562
+Memory CD4 T cell,BR1056,2376,476
+Memory CD4 T cell,BR1057,3771,755
+Memory CD4 T cell,BR1058,2804,561
+Memory CD4 T cell,BR1059,2395,479
+Memory CD4 T cell,BR2002,3420,685
+Memory CD4 T cell,BR2003,4671,935
+Memory CD4 T cell,BR2005,2967,594
+Memory CD4 T cell,BR2008,3310,663
+Memory CD4 T cell,BR2009,2554,511
+Memory CD4 T cell,BR2010,3511,703
+Memory CD4 T cell,BR2012,3925,786
+Memory CD4 T cell,BR2013,2001,400
+Memory CD4 T cell,BR2014,3671,735
+Memory CD4 T cell,BR2015,2593,519
+Memory CD4 T cell,BR2016,3768,754
+Memory CD4 T cell,BR2018,4082,817
+Memory CD4 T cell,BR2019,5523,1105
+Memory CD4 T cell,BR2020,4225,846
+Memory CD4 T cell,BR2021,3401,681
+Memory CD4 T cell,BR2022,3917,784
+Memory CD4 T cell,BR2023,3064,613
+Memory CD4 T cell,BR2024,2949,590
+Memory CD4 T cell,BR2025,3159,632
+Memory CD4 T cell,BR2026,4812,963
+Memory CD4 T cell,BR2028,3035,607
+Memory CD4 T cell,BR2029,3411,683
+Memory CD4 T cell,BR2030,6119,1225
+Memory CD4 T cell,BR2031,3337,668
+Memory CD4 T cell,BR2032,2160,432
+Memory CD4 T cell,BR2033,3667,734
+Memory CD4 T cell,BR2034,3733,747
+Memory CD4 T cell,BR2035,1478,296
+Memory CD4 T cell,BR2036,4765,954
+Memory CD4 T cell,BR2037,5297,1060
+Memory CD4 T cell,BR2038,3472,695
+Memory CD4 T cell,BR2039,3187,638
+Memory CD4 T cell,BR2040,2943,589
+Memory CD4 T cell,BR2041,3765,754
+Memory CD4 T cell,BR2042,3772,755
+Memory CD4 T cell,BR2043,3534,707
+Memory CD4 T cell,BR2044,3181,637
+Memory CD4 T cell,BR2045,3925,786
+Memory CD4 T cell,BR2046,969,194
+Memory CD4 T cell,BR2047,4160,833
+Memory CD4 T cell,BR2048,4097,820
+Memory CD4 T cell,BR2050,2909,582
+Memory CD4 T cell,BR2051,4284,857
+Memory CD4 T cell,BR2052,3124,625
+Memory CD4 T cell,BR2053,2704,541
+Memory CD4 T cell,UP1008,2518,504
+Memory CD4 T cell,UP1011,1572,315
+Memory CD4 T cell,UP1012,1357,272
+Memory CD4 T cell,UP1014,1838,368
+Memory CD4 T cell,UP1015,1392,279
+Memory CD4 T cell,UP1017,2366,474
+Memory CD4 T cell,UP1018,1763,353
+Memory CD4 T cell,UP1021,985,197
+Memory CD4 T cell,UP1022,2190,438
+Memory CD4 T cell,UP1023,1022,205
+Memory CD4 T cell,UP1024,639,128
+Memory CD4 T cell,UP1025,814,163
+Memory CD4 T cell,UP1026,1681,336
+Memory CD4 T cell,UP1031,2211,443
+Memory CD4 T cell,UP1032,1879,376
+Memory CD4 T cell,UP1034,1967,394
+Memory CD8 T cell,BR1001,2147,430
+Memory CD8 T cell,BR1002,2031,407
+Memory CD8 T cell,BR1003,948,190
+Memory CD8 T cell,BR1004,1360,272
+Memory CD8 T cell,BR1005,520,104
+Memory CD8 T cell,BR1006,1181,236
+Memory CD8 T cell,BR1007,773,155
+Memory CD8 T cell,BR1008,1776,355
+Memory CD8 T cell,BR1009,1356,271
+Memory CD8 T cell,BR1010,2113,423
+Memory CD8 T cell,BR1011,786,157
+Memory CD8 T cell,BR1012,2891,579
+Memory CD8 T cell,BR1013,1260,252
+Memory CD8 T cell,BR1014,2632,527
+Memory CD8 T cell,BR1015,4000,801
+Memory CD8 T cell,BR1016,399,80
+Memory CD8 T cell,BR1017,538,108
+Memory CD8 T cell,BR1018,875,175
+Memory CD8 T cell,BR1019,1423,285
+Memory CD8 T cell,BR1021,603,121
+Memory CD8 T cell,BR1023,1171,234
+Memory CD8 T cell,BR1024,1016,203
+Memory CD8 T cell,BR1025,2060,412
+Memory CD8 T cell,BR1026,1235,247
+Memory CD8 T cell,BR1028,923,185
+Memory CD8 T cell,BR1030,2748,550
+Memory CD8 T cell,BR1031,719,144
+Memory CD8 T cell,BR1032,900,180
+Memory CD8 T cell,BR1033,1839,368
+Memory CD8 T cell,BR1037,3007,602
+Memory CD8 T cell,BR1040,730,146
+Memory CD8 T cell,BR1041,1737,348
+Memory CD8 T cell,BR1042,1710,342
+Memory CD8 T cell,BR1043,2310,462
+Memory CD8 T cell,BR1044,3445,690
+Memory CD8 T cell,BR1045,1908,382
+Memory CD8 T cell,BR1047,4719,945
+Memory CD8 T cell,BR1048,1924,385
+Memory CD8 T cell,BR1049,1166,233
+Memory CD8 T cell,BR1050,1589,318
+Memory CD8 T cell,BR1051,3806,762
+Memory CD8 T cell,BR1052,711,142
+Memory CD8 T cell,BR1054,1373,275
+Memory CD8 T cell,BR1056,1156,231
+Memory CD8 T cell,BR1057,1370,274
+Memory CD8 T cell,BR1058,886,177
+Memory CD8 T cell,BR1059,1709,342
+Memory CD8 T cell,BR2002,2450,490
+Memory CD8 T cell,BR2003,1282,257
+Memory CD8 T cell,BR2005,2327,466
+Memory CD8 T cell,BR2008,1587,318
+Memory CD8 T cell,BR2009,743,149
+Memory CD8 T cell,BR2010,3558,712
+Memory CD8 T cell,BR2012,1281,256
+Memory CD8 T cell,BR2013,941,188
+Memory CD8 T cell,BR2014,2725,545
+Memory CD8 T cell,BR2015,357,71
+Memory CD8 T cell,BR2016,3101,621
+Memory CD8 T cell,BR2018,1894,379
+Memory CD8 T cell,BR2019,1600,320
+Memory CD8 T cell,BR2020,1406,281
+Memory CD8 T cell,BR2021,1038,208
+Memory CD8 T cell,BR2022,1020,204
+Memory CD8 T cell,BR2023,1258,252
+Memory CD8 T cell,BR2024,667,134
+Memory CD8 T cell,BR2025,3570,715
+Memory CD8 T cell,BR2026,1326,265
+Memory CD8 T cell,BR2028,960,192
+Memory CD8 T cell,BR2029,3546,710
+Memory CD8 T cell,BR2030,3997,800
+Memory CD8 T cell,BR2031,2222,445
+Memory CD8 T cell,BR2032,682,137
+Memory CD8 T cell,BR2033,1130,226
+Memory CD8 T cell,BR2034,978,196
+Memory CD8 T cell,BR2035,2766,554
+Memory CD8 T cell,BR2036,464,93
+Memory CD8 T cell,BR2037,3820,765
+Memory CD8 T cell,BR2038,2102,421
+Memory CD8 T cell,BR2039,1818,364
+Memory CD8 T cell,BR2040,944,189
+Memory CD8 T cell,BR2041,4685,938
+Memory CD8 T cell,BR2042,518,104
+Memory CD8 T cell,BR2043,1472,295
+Memory CD8 T cell,BR2044,1427,286
+Memory CD8 T cell,BR2045,951,190
+Memory CD8 T cell,BR2046,3334,667
+Memory CD8 T cell,BR2047,1741,348
+Memory CD8 T cell,BR2048,5117,1024
+Memory CD8 T cell,BR2050,1007,202
+Memory CD8 T cell,BR2051,3142,629
+Memory CD8 T cell,BR2052,3629,726
+Memory CD8 T cell,BR2053,2269,454
+Memory CD8 T cell,UP1008,1060,212
+Memory CD8 T cell,UP1011,397,79
+Memory CD8 T cell,UP1012,453,91
+Memory CD8 T cell,UP1014,1201,240
+Memory CD8 T cell,UP1015,797,160
+Memory CD8 T cell,UP1017,875,175
+Memory CD8 T cell,UP1018,1468,294
+Memory CD8 T cell,UP1021,515,103
+Memory CD8 T cell,UP1022,3324,665
+Memory CD8 T cell,UP1023,1199,240
+Memory CD8 T cell,UP1024,172,34
+Memory CD8 T cell,UP1025,359,72
+Memory CD8 T cell,UP1026,3001,601
+Memory CD8 T cell,UP1031,667,134
+Memory CD8 T cell,UP1032,638,128
+Memory CD8 T cell,UP1034,639,128
+Naive B cell,BR1001,1089,218
+Naive B cell,BR1002,581,116
+Naive B cell,BR1003,1123,225
+Naive B cell,BR1004,344,69
+Naive B cell,BR1005,660,132
+Naive B cell,BR1006,1307,262
+Naive B cell,BR1007,343,69
+Naive B cell,BR1008,706,141
+Naive B cell,BR1009,903,181
+Naive B cell,BR1010,242,48
+Naive B cell,BR1011,453,91
+Naive B cell,BR1012,793,159
+Naive B cell,BR1013,565,113
+Naive B cell,BR1014,787,158
+Naive B cell,BR1015,80,16
+Naive B cell,BR1016,671,134
+Naive B cell,BR1017,212,42
+Naive B cell,BR1018,1223,245
+Naive B cell,BR1019,1599,320
+Naive B cell,BR1021,820,164
+Naive B cell,BR1023,435,87
+Naive B cell,BR1024,408,82
+Naive B cell,BR1025,409,82
+Naive B cell,BR1026,926,185
+Naive B cell,BR1028,924,185
+Naive B cell,BR1030,842,169
+Naive B cell,BR1031,944,189
+Naive B cell,BR1032,634,127
+Naive B cell,BR1033,462,92
+Naive B cell,BR1037,1315,263
+Naive B cell,BR1040,248,50
+Naive B cell,BR1041,907,182
+Naive B cell,BR1042,648,130
+Naive B cell,BR1043,509,102
+Naive B cell,BR1044,861,172
+Naive B cell,BR1045,727,145
+Naive B cell,BR1047,539,108
+Naive B cell,BR1048,923,185
+Naive B cell,BR1049,785,157
+Naive B cell,BR1050,676,135
+Naive B cell,BR1051,324,65
+Naive B cell,BR1052,1650,330
+Naive B cell,BR1054,332,66
+Naive B cell,BR1056,880,176
+Naive B cell,BR1057,1617,324
+Naive B cell,BR1058,687,137
+Naive B cell,BR1059,1178,236
+Naive B cell,BR2002,530,106
+Naive B cell,BR2003,523,105
+Naive B cell,BR2005,720,144
+Naive B cell,BR2008,277,55
+Naive B cell,BR2009,499,100
+Naive B cell,BR2010,351,70
+Naive B cell,BR2012,1414,283
+Naive B cell,BR2013,534,107
+Naive B cell,BR2014,273,55
+Naive B cell,BR2015,732,146
+Naive B cell,BR2016,754,151
+Naive B cell,BR2018,740,148
+Naive B cell,BR2019,801,160
+Naive B cell,BR2020,487,97
+Naive B cell,BR2021,1675,335
+Naive B cell,BR2022,810,162
+Naive B cell,BR2023,594,119
+Naive B cell,BR2024,1022,205
+Naive B cell,BR2025,1065,213
+Naive B cell,BR2026,1007,202
+Naive B cell,BR2028,649,130
+Naive B cell,BR2029,273,55
+Naive B cell,BR2030,919,184
+Naive B cell,BR2031,587,117
+Naive B cell,BR2032,912,183
+Naive B cell,BR2033,907,182
+Naive B cell,BR2034,947,190
+Naive B cell,BR2035,218,44
+Naive B cell,BR2036,1236,247
+Naive B cell,BR2037,460,92
+Naive B cell,BR2038,909,182
+Naive B cell,BR2039,523,105
+Naive B cell,BR2040,175,35
+Naive B cell,BR2041,464,93
+Naive B cell,BR2042,1301,260
+Naive B cell,BR2043,411,82
+Naive B cell,BR2044,1131,226
+Naive B cell,BR2045,1341,268
+Naive B cell,BR2046,588,118
+Naive B cell,BR2047,905,181
+Naive B cell,BR2048,1838,368
+Naive B cell,BR2050,818,164
+Naive B cell,BR2051,1070,214
+Naive B cell,BR2052,1020,204
+Naive B cell,BR2053,176,35
+Naive B cell,UP1008,769,154
+Naive B cell,UP1011,1196,239
+Naive B cell,UP1012,1187,238
+Naive B cell,UP1014,1799,360
+Naive B cell,UP1015,1790,358
+Naive B cell,UP1017,1397,280
+Naive B cell,UP1018,879,176
+Naive B cell,UP1021,1590,318
+Naive B cell,UP1022,1672,335
+Naive B cell,UP1023,285,57
+Naive B cell,UP1024,206,41
+Naive B cell,UP1025,497,99
+Naive B cell,UP1026,544,109
+Naive B cell,UP1031,1117,224
+Naive B cell,UP1032,867,174
+Naive B cell,UP1034,1039,208
+Naive CD4 T cell,BR1001,2041,409
+Naive CD4 T cell,BR1002,4070,815
+Naive CD4 T cell,BR1003,4989,999
+Naive CD4 T cell,BR1004,4457,892
+Naive CD4 T cell,BR1005,4746,950
+Naive CD4 T cell,BR1006,3518,704
+Naive CD4 T cell,BR1007,4789,959
+Naive CD4 T cell,BR1008,4398,880
+Naive CD4 T cell,BR1009,3269,654
+Naive CD4 T cell,BR1010,3308,662
+Naive CD4 T cell,BR1011,2790,558
+Naive CD4 T cell,BR1012,2812,563
+Naive CD4 T cell,BR1013,4824,966
+Naive CD4 T cell,BR1014,3346,670
+Naive CD4 T cell,BR1015,908,182
+Naive CD4 T cell,BR1016,1882,377
+Naive CD4 T cell,BR1017,4342,869
+Naive CD4 T cell,BR1018,2605,521
+Naive CD4 T cell,BR1019,3720,745
+Naive CD4 T cell,BR1021,2065,413
+Naive CD4 T cell,BR1023,2799,560
+Naive CD4 T cell,BR1024,4013,803
+Naive CD4 T cell,BR1025,2403,481
+Naive CD4 T cell,BR1026,5190,1039
+Naive CD4 T cell,BR1028,4981,997
+Naive CD4 T cell,BR1030,4225,846
+Naive CD4 T cell,BR1031,3019,604
+Naive CD4 T cell,BR1032,3838,768
+Naive CD4 T cell,BR1033,3379,676
+Naive CD4 T cell,BR1037,1566,313
+Naive CD4 T cell,BR1040,3428,686
+Naive CD4 T cell,BR1041,3804,761
+Naive CD4 T cell,BR1042,1423,285
+Naive CD4 T cell,BR1043,1841,369
+Naive CD4 T cell,BR1044,3016,604
+Naive CD4 T cell,BR1045,1337,268
+Naive CD4 T cell,BR1047,1571,314
+Naive CD4 T cell,BR1048,1839,368
+Naive CD4 T cell,BR1049,4212,843
+Naive CD4 T cell,BR1050,2785,557
+Naive CD4 T cell,BR1051,3777,756
+Naive CD4 T cell,BR1052,6567,1314
+Naive CD4 T cell,BR1054,3029,606
+Naive CD4 T cell,BR1056,4336,868
+Naive CD4 T cell,BR1057,3048,610
+Naive CD4 T cell,BR1058,4692,939
+Naive CD4 T cell,BR1059,1766,353
+Naive CD4 T cell,BR2002,2473,495
+Naive CD4 T cell,BR2003,2768,554
+Naive CD4 T cell,BR2005,3210,643
+Naive CD4 T cell,BR2008,3190,639
+Naive CD4 T cell,BR2009,2835,567
+Naive CD4 T cell,BR2010,6052,1211
+Naive CD4 T cell,BR2012,2740,548
+Naive CD4 T cell,BR2013,4339,869
+Naive CD4 T cell,BR2014,2552,511
+Naive CD4 T cell,BR2015,5993,1200
+Naive CD4 T cell,BR2016,1886,378
+Naive CD4 T cell,BR2018,4432,887
+Naive CD4 T cell,BR2019,3206,642
+Naive CD4 T cell,BR2020,1259,252
+Naive CD4 T cell,BR2021,4585,918
+Naive CD4 T cell,BR2022,3788,758
+Naive CD4 T cell,BR2023,3387,678
+Naive CD4 T cell,BR2024,7054,1412
+Naive CD4 T cell,BR2025,3974,795
+Naive CD4 T cell,BR2026,4701,941
+Naive CD4 T cell,BR2028,2512,503
+Naive CD4 T cell,BR2029,2068,414
+Naive CD4 T cell,BR2030,2509,502
+Naive CD4 T cell,BR2031,1342,269
+Naive CD4 T cell,BR2032,2919,584
+Naive CD4 T cell,BR2033,1773,355
+Naive CD4 T cell,BR2034,3670,735
+Naive CD4 T cell,BR2035,1764,353
+Naive CD4 T cell,BR2036,2401,481
+Naive CD4 T cell,BR2037,1876,376
+Naive CD4 T cell,BR2038,2473,495
+Naive CD4 T cell,BR2039,4087,818
+Naive CD4 T cell,BR2040,3418,684
+Naive CD4 T cell,BR2041,4177,836
+Naive CD4 T cell,BR2042,2823,565
+Naive CD4 T cell,BR2043,4794,960
+Naive CD4 T cell,BR2044,4143,829
+Naive CD4 T cell,BR2045,3031,607
+Naive CD4 T cell,BR2046,374,75
+Naive CD4 T cell,BR2047,4057,812
+Naive CD4 T cell,BR2048,3548,710
+Naive CD4 T cell,BR2050,6459,1293
+Naive CD4 T cell,BR2051,1037,208
+Naive CD4 T cell,BR2052,1305,261
+Naive CD4 T cell,BR2053,2207,442
+Naive CD4 T cell,UP1008,6398,1281
+Naive CD4 T cell,UP1011,5501,1101
+Naive CD4 T cell,UP1012,4094,819
+Naive CD4 T cell,UP1014,3729,746
+Naive CD4 T cell,UP1015,6165,1234
+Naive CD4 T cell,UP1017,3359,672
+Naive CD4 T cell,UP1018,4933,987
+Naive CD4 T cell,UP1021,3528,706
+Naive CD4 T cell,UP1022,3566,714
+Naive CD4 T cell,UP1023,2722,545
+Naive CD4 T cell,UP1024,3084,617
+Naive CD4 T cell,UP1025,6561,1313
+Naive CD4 T cell,UP1026,5074,1016
+Naive CD4 T cell,UP1031,5326,1066
+Naive CD4 T cell,UP1032,6110,1223
+Naive CD4 T cell,UP1034,5967,1194
+Naive CD8 T cell,BR1001,1079,216
+Naive CD8 T cell,BR1002,1048,210
+Naive CD8 T cell,BR1003,2518,504
+Naive CD8 T cell,BR1004,1520,304
+Naive CD8 T cell,BR1005,1025,205
+Naive CD8 T cell,BR1006,1035,207
+Naive CD8 T cell,BR1007,1575,315
+Naive CD8 T cell,BR1008,625,125
+Naive CD8 T cell,BR1009,1223,245
+Naive CD8 T cell,BR1010,918,184
+Naive CD8 T cell,BR1011,677,136
+Naive CD8 T cell,BR1012,1288,258
+Naive CD8 T cell,BR1013,1568,314
+Naive CD8 T cell,BR1014,1053,211
+Naive CD8 T cell,BR1015,874,175
+Naive CD8 T cell,BR1016,265,53
+Naive CD8 T cell,BR1017,1106,221
+Naive CD8 T cell,BR1018,688,138
+Naive CD8 T cell,BR1019,2044,409
+Naive CD8 T cell,BR1021,770,154
+Naive CD8 T cell,BR1023,1556,311
+Naive CD8 T cell,BR1024,1140,228
+Naive CD8 T cell,BR1025,789,158
+Naive CD8 T cell,BR1026,1658,332
+Naive CD8 T cell,BR1028,2313,463
+Naive CD8 T cell,BR1030,2457,492
+Naive CD8 T cell,BR1031,1569,314
+Naive CD8 T cell,BR1032,1457,292
+Naive CD8 T cell,BR1033,2346,470
+Naive CD8 T cell,BR1037,1398,280
+Naive CD8 T cell,BR1040,844,169
+Naive CD8 T cell,BR1041,1064,213
+Naive CD8 T cell,BR1042,1686,337
+Naive CD8 T cell,BR1043,981,196
+Naive CD8 T cell,BR1044,1107,222
+Naive CD8 T cell,BR1045,1026,205
+Naive CD8 T cell,BR1047,2268,454
+Naive CD8 T cell,BR1048,1463,293
+Naive CD8 T cell,BR1049,2488,498
+Naive CD8 T cell,BR1050,2415,483
+Naive CD8 T cell,BR1051,2894,579
+Naive CD8 T cell,BR1052,2472,495
+Naive CD8 T cell,BR1054,1084,217
+Naive CD8 T cell,BR1056,1376,275
+Naive CD8 T cell,BR1057,1655,331
+Naive CD8 T cell,BR1058,1281,256
+Naive CD8 T cell,BR1059,837,168
+Naive CD8 T cell,BR2002,525,105
+Naive CD8 T cell,BR2003,215,43
+Naive CD8 T cell,BR2005,933,187
+Naive CD8 T cell,BR2008,1462,293
+Naive CD8 T cell,BR2009,254,51
+Naive CD8 T cell,BR2010,140,28
+Naive CD8 T cell,BR2012,303,61
+Naive CD8 T cell,BR2013,318,64
+Naive CD8 T cell,BR2014,165,33
+Naive CD8 T cell,BR2015,209,42
+Naive CD8 T cell,BR2016,202,40
+Naive CD8 T cell,BR2018,549,110
+Naive CD8 T cell,BR2019,317,63
+Naive CD8 T cell,BR2020,59,12
+Naive CD8 T cell,BR2021,620,124
+Naive CD8 T cell,BR2022,1356,271
+Naive CD8 T cell,BR2023,762,153
+Naive CD8 T cell,BR2024,408,82
+Naive CD8 T cell,BR2025,876,175
+Naive CD8 T cell,BR2026,617,124
+Naive CD8 T cell,BR2028,368,74
+Naive CD8 T cell,BR2029,358,72
+Naive CD8 T cell,BR2030,426,85
+Naive CD8 T cell,BR2031,191,38
+Naive CD8 T cell,BR2032,549,110
+Naive CD8 T cell,BR2033,494,99
+Naive CD8 T cell,BR2034,261,52
+Naive CD8 T cell,BR2035,318,64
+Naive CD8 T cell,BR2036,159,32
+Naive CD8 T cell,BR2037,239,48
+Naive CD8 T cell,BR2038,153,31
+Naive CD8 T cell,BR2039,1055,211
+Naive CD8 T cell,BR2040,198,40
+Naive CD8 T cell,BR2041,801,160
+Naive CD8 T cell,BR2042,950,190
+Naive CD8 T cell,BR2043,548,110
+Naive CD8 T cell,BR2044,521,104
+Naive CD8 T cell,BR2045,807,162
+Naive CD8 T cell,BR2046,15,3
+Naive CD8 T cell,BR2047,668,134
+Naive CD8 T cell,BR2048,935,187
+Naive CD8 T cell,BR2050,1123,225
+Naive CD8 T cell,BR2051,86,17
+Naive CD8 T cell,BR2052,175,35
+Naive CD8 T cell,BR2053,1045,209
+Naive CD8 T cell,UP1008,3860,773
+Naive CD8 T cell,UP1011,1770,354
+Naive CD8 T cell,UP1012,1550,310
+Naive CD8 T cell,UP1014,2509,502
+Naive CD8 T cell,UP1015,1888,378
+Naive CD8 T cell,UP1017,2068,414
+Naive CD8 T cell,UP1018,1350,270
+Naive CD8 T cell,UP1021,1826,365
+Naive CD8 T cell,UP1022,3559,712
+Naive CD8 T cell,UP1023,1117,224
+Naive CD8 T cell,UP1024,595,119
+Naive CD8 T cell,UP1025,1351,270
+Naive CD8 T cell,UP1026,1026,205
+Naive CD8 T cell,UP1031,2639,528
+Naive CD8 T cell,UP1032,2173,435
+Naive CD8 T cell,UP1034,2630,526
+Plasma cell,BR1001,21,21
+Plasma cell,BR1002,11,11
+Plasma cell,BR1003,13,13
+Plasma cell,BR1004,24,24
+Plasma cell,BR1005,3,3
+Plasma cell,BR1006,4,4
+Plasma cell,BR1007,33,33
+Plasma cell,BR1008,27,27
+Plasma cell,BR1009,42,42
+Plasma cell,BR1011,36,36
+Plasma cell,BR1012,4,4
+Plasma cell,BR1013,26,26
+Plasma cell,BR1014,13,13
+Plasma cell,BR1015,9,9
+Plasma cell,BR1016,13,13
+Plasma cell,BR1017,8,8
+Plasma cell,BR1018,29,29
+Plasma cell,BR1019,15,15
+Plasma cell,BR1021,11,11
+Plasma cell,BR1024,5,5
+Plasma cell,BR1025,20,20
+Plasma cell,BR1026,6,6
+Plasma cell,BR1028,18,18
+Plasma cell,BR1030,8,8
+Plasma cell,BR1031,1,1
+Plasma cell,BR1032,22,22
+Plasma cell,BR1033,16,16
+Plasma cell,BR1037,25,25
+Plasma cell,BR1040,5,5
+Plasma cell,BR1041,34,34
+Plasma cell,BR1042,4,4
+Plasma cell,BR1043,5,5
+Plasma cell,BR1044,5,5
+Plasma cell,BR1045,16,16
+Plasma cell,BR1047,10,10
+Plasma cell,BR1048,9,9
+Plasma cell,BR1049,24,24
+Plasma cell,BR1050,8,8
+Plasma cell,BR1051,25,25
+Plasma cell,BR1052,6,6
+Plasma cell,BR1054,8,8
+Plasma cell,BR1056,39,39
+Plasma cell,BR1057,7,7
+Plasma cell,BR1058,26,26
+Plasma cell,BR1059,7,7
+Plasma cell,BR2002,7,7
+Plasma cell,BR2003,3,3
+Plasma cell,BR2005,2,2
+Plasma cell,BR2008,6,6
+Plasma cell,BR2009,8,8
+Plasma cell,BR2010,14,14
+Plasma cell,BR2012,11,11
+Plasma cell,BR2013,19,19
+Plasma cell,BR2014,2,2
+Plasma cell,BR2015,4,4
+Plasma cell,BR2016,6,6
+Plasma cell,BR2018,42,42
+Plasma cell,BR2019,19,19
+Plasma cell,BR2020,22,22
+Plasma cell,BR2021,9,9
+Plasma cell,BR2022,1,1
+Plasma cell,BR2023,16,16
+Plasma cell,BR2024,21,21
+Plasma cell,BR2025,18,18
+Plasma cell,BR2026,16,16
+Plasma cell,BR2028,36,36
+Plasma cell,BR2029,7,7
+Plasma cell,BR2030,21,21
+Plasma cell,BR2031,35,35
+Plasma cell,BR2032,6,6
+Plasma cell,BR2033,6,6
+Plasma cell,BR2034,11,11
+Plasma cell,BR2035,2,2
+Plasma cell,BR2036,26,26
+Plasma cell,BR2037,9,9
+Plasma cell,BR2038,5,5
+Plasma cell,BR2039,4,4
+Plasma cell,BR2040,11,11
+Plasma cell,BR2041,5,5
+Plasma cell,BR2042,8,8
+Plasma cell,BR2043,7,7
+Plasma cell,BR2044,5,5
+Plasma cell,BR2045,5,5
+Plasma cell,BR2046,606,606
+Plasma cell,BR2047,18,18
+Plasma cell,BR2048,3,3
+Plasma cell,BR2050,10,10
+Plasma cell,BR2051,12,12
+Plasma cell,BR2052,17,17
+Plasma cell,BR2053,4,4
+Plasma cell,UP1008,28,28
+Plasma cell,UP1011,6,6
+Plasma cell,UP1012,6,6
+Plasma cell,UP1014,24,24
+Plasma cell,UP1015,3,3
+Plasma cell,UP1017,12,12
+Plasma cell,UP1018,32,32
+Plasma cell,UP1021,10,10
+Plasma cell,UP1022,30,30
+Plasma cell,UP1023,23,23
+Plasma cell,UP1024,102,102
+Plasma cell,UP1025,14,14
+Plasma cell,UP1026,14,14
+Plasma cell,UP1031,6,6
+Plasma cell,UP1032,8,8
+Plasma cell,UP1034,7,7
+Platelet,BR1001,47,30
+Platelet,BR1002,41,26
+Platelet,BR1003,30,19
+Platelet,BR1004,89,56
+Platelet,BR1005,45,28
+Platelet,BR1006,44,28
+Platelet,BR1007,143,90
+Platelet,BR1008,159,101
+Platelet,BR1009,48,30
+Platelet,BR1010,154,97
+Platelet,BR1011,166,105
+Platelet,BR1012,9,6
+Platelet,BR1013,16,10
+Platelet,BR1014,74,47
+Platelet,BR1015,2,1
+Platelet,BR1016,14,9
+Platelet,BR1017,25,16
+Platelet,BR1018,178,113
+Platelet,BR1019,32,20
+Platelet,BR1021,57,36
+Platelet,BR1023,131,83
+Platelet,BR1024,81,51
+Platelet,BR1025,79,50
+Platelet,BR1026,32,20
+Platelet,BR1028,63,40
+Platelet,BR1030,16,10
+Platelet,BR1031,320,202
+Platelet,BR1032,27,17
+Platelet,BR1033,28,18
+Platelet,BR1037,35,22
+Platelet,BR1040,42,27
+Platelet,BR1041,96,61
+Platelet,BR1042,42,27
+Platelet,BR1043,4,3
+Platelet,BR1044,23,15
+Platelet,BR1045,220,139
+Platelet,BR1047,6,4
+Platelet,BR1048,62,39
+Platelet,BR1049,45,28
+Platelet,BR1050,130,82
+Platelet,BR1051,44,28
+Platelet,BR1052,45,28
+Platelet,BR1054,38,24
+Platelet,BR1056,73,46
+Platelet,BR1057,36,23
+Platelet,BR1058,7,4
+Platelet,BR1059,27,17
+Platelet,BR2002,139,88
+Platelet,BR2003,166,105
+Platelet,BR2005,91,58
+Platelet,BR2008,255,161
+Platelet,BR2009,44,28
+Platelet,BR2010,39,25
+Platelet,BR2012,91,58
+Platelet,BR2013,36,23
+Platelet,BR2014,26,16
+Platelet,BR2015,17,11
+Platelet,BR2016,45,28
+Platelet,BR2018,39,25
+Platelet,BR2019,28,18
+Platelet,BR2020,170,108
+Platelet,BR2021,46,29
+Platelet,BR2022,11,7
+Platelet,BR2023,20,13
+Platelet,BR2024,33,21
+Platelet,BR2025,85,54
+Platelet,BR2026,27,17
+Platelet,BR2028,80,51
+Platelet,BR2029,94,59
+Platelet,BR2030,4,3
+Platelet,BR2031,33,21
+Platelet,BR2032,90,57
+Platelet,BR2033,30,19
+Platelet,BR2034,218,138
+Platelet,BR2035,69,44
+Platelet,BR2036,112,71
+Platelet,BR2037,67,42
+Platelet,BR2038,67,42
+Platelet,BR2039,125,79
+Platelet,BR2040,257,163
+Platelet,BR2041,32,20
+Platelet,BR2042,94,59
+Platelet,BR2043,37,23
+Platelet,BR2044,136,86
+Platelet,BR2045,86,54
+Platelet,BR2046,17,11
+Platelet,BR2047,86,54
+Platelet,BR2048,202,128
+Platelet,BR2050,30,19
+Platelet,BR2051,169,107
+Platelet,BR2052,205,130
+Platelet,BR2053,10,6
+Platelet,UP1008,11,7
+Platelet,UP1011,25,16
+Platelet,UP1012,26,16
+Platelet,UP1014,109,69
+Platelet,UP1015,28,18
+Platelet,UP1017,71,45
+Platelet,UP1018,21,13
+Platelet,UP1021,59,37
+Platelet,UP1022,160,101
+Platelet,UP1023,109,69
+Platelet,UP1024,33,21
+Platelet,UP1025,55,35
+Platelet,UP1026,171,108
+Platelet,UP1031,51,32
+Platelet,UP1032,69,44
+Platelet,UP1034,22,14
+Progenitor cell,BR1001,11,11
+Progenitor cell,BR1002,16,16
+Progenitor cell,BR1003,18,18
+Progenitor cell,BR1004,10,10
+Progenitor cell,BR1005,35,35
+Progenitor cell,BR1006,14,14
+Progenitor cell,BR1007,22,22
+Progenitor cell,BR1008,7,7
+Progenitor cell,BR1009,19,19
+Progenitor cell,BR1010,8,8
+Progenitor cell,BR1011,14,14
+Progenitor cell,BR1012,18,18
+Progenitor cell,BR1013,29,29
+Progenitor cell,BR1014,18,18
+Progenitor cell,BR1015,8,8
+Progenitor cell,BR1016,24,24
+Progenitor cell,BR1017,21,21
+Progenitor cell,BR1018,13,13
+Progenitor cell,BR1019,13,13
+Progenitor cell,BR1021,15,15
+Progenitor cell,BR1023,14,14
+Progenitor cell,BR1024,6,6
+Progenitor cell,BR1025,20,20
+Progenitor cell,BR1026,18,18
+Progenitor cell,BR1028,15,15
+Progenitor cell,BR1030,23,23
+Progenitor cell,BR1031,10,10
+Progenitor cell,BR1032,5,5
+Progenitor cell,BR1033,14,14
+Progenitor cell,BR1037,20,20
+Progenitor cell,BR1040,18,18
+Progenitor cell,BR1041,22,22
+Progenitor cell,BR1042,25,25
+Progenitor cell,BR1043,4,4
+Progenitor cell,BR1044,10,10
+Progenitor cell,BR1045,15,15
+Progenitor cell,BR1047,20,20
+Progenitor cell,BR1048,14,14
+Progenitor cell,BR1049,23,23
+Progenitor cell,BR1050,11,11
+Progenitor cell,BR1051,15,15
+Progenitor cell,BR1052,14,14
+Progenitor cell,BR1054,22,22
+Progenitor cell,BR1056,15,15
+Progenitor cell,BR1057,10,10
+Progenitor cell,BR1058,16,16
+Progenitor cell,BR1059,9,9
+Progenitor cell,BR2002,8,8
+Progenitor cell,BR2003,27,27
+Progenitor cell,BR2005,11,11
+Progenitor cell,BR2008,30,30
+Progenitor cell,BR2009,5,5
+Progenitor cell,BR2010,22,22
+Progenitor cell,BR2012,18,18
+Progenitor cell,BR2013,7,7
+Progenitor cell,BR2014,5,5
+Progenitor cell,BR2015,12,12
+Progenitor cell,BR2016,3,3
+Progenitor cell,BR2018,13,13
+Progenitor cell,BR2019,12,12
+Progenitor cell,BR2020,3,3
+Progenitor cell,BR2021,6,6
+Progenitor cell,BR2022,24,24
+Progenitor cell,BR2023,10,10
+Progenitor cell,BR2024,19,19
+Progenitor cell,BR2025,19,19
+Progenitor cell,BR2026,3,3
+Progenitor cell,BR2028,31,31
+Progenitor cell,BR2029,12,12
+Progenitor cell,BR2030,14,14
+Progenitor cell,BR2031,9,9
+Progenitor cell,BR2032,16,16
+Progenitor cell,BR2033,18,18
+Progenitor cell,BR2034,23,23
+Progenitor cell,BR2036,6,6
+Progenitor cell,BR2037,23,23
+Progenitor cell,BR2038,8,8
+Progenitor cell,BR2039,19,19
+Progenitor cell,BR2040,7,7
+Progenitor cell,BR2041,9,9
+Progenitor cell,BR2042,20,20
+Progenitor cell,BR2043,5,5
+Progenitor cell,BR2044,25,25
+Progenitor cell,BR2045,2,2
+Progenitor cell,BR2046,7,7
+Progenitor cell,BR2047,28,28
+Progenitor cell,BR2048,35,35
+Progenitor cell,BR2050,9,9
+Progenitor cell,BR2051,11,11
+Progenitor cell,BR2052,11,11
+Progenitor cell,BR2053,9,9
+Progenitor cell,UP1008,8,8
+Progenitor cell,UP1011,4,4
+Progenitor cell,UP1012,7,7
+Progenitor cell,UP1014,12,12
+Progenitor cell,UP1015,14,14
+Progenitor cell,UP1017,14,14
+Progenitor cell,UP1018,17,17
+Progenitor cell,UP1021,12,12
+Progenitor cell,UP1022,5,5
+Progenitor cell,UP1023,12,12
+Progenitor cell,UP1024,9,9
+Progenitor cell,UP1025,9,9
+Progenitor cell,UP1026,20,20
+Progenitor cell,UP1031,3,3
+Progenitor cell,UP1032,11,11
+Progenitor cell,UP1034,14,14
+Proliferating NK cell,BR1001,36,36
+Proliferating NK cell,BR1002,30,30
+Proliferating NK cell,BR1003,26,26
+Proliferating NK cell,BR1004,42,42
+Proliferating NK cell,BR1005,18,18
+Proliferating NK cell,BR1006,25,25
+Proliferating NK cell,BR1007,16,16
+Proliferating NK cell,BR1008,11,11
+Proliferating NK cell,BR1009,20,20
+Proliferating NK cell,BR1010,12,12
+Proliferating NK cell,BR1011,36,36
+Proliferating NK cell,BR1012,10,10
+Proliferating NK cell,BR1013,57,57
+Proliferating NK cell,BR1014,15,15
+Proliferating NK cell,BR1015,38,38
+Proliferating NK cell,BR1016,35,35
+Proliferating NK cell,BR1017,52,52
+Proliferating NK cell,BR1018,32,32
+Proliferating NK cell,BR1019,8,8
+Proliferating NK cell,BR1021,15,15
+Proliferating NK cell,BR1023,37,37
+Proliferating NK cell,BR1024,33,33
+Proliferating NK cell,BR1025,32,32
+Proliferating NK cell,BR1026,12,12
+Proliferating NK cell,BR1028,23,23
+Proliferating NK cell,BR1030,7,7
+Proliferating NK cell,BR1031,13,13
+Proliferating NK cell,BR1032,12,12
+Proliferating NK cell,BR1033,12,12
+Proliferating NK cell,BR1037,12,12
+Proliferating NK cell,BR1040,38,38
+Proliferating NK cell,BR1041,18,18
+Proliferating NK cell,BR1042,22,22
+Proliferating NK cell,BR1043,7,7
+Proliferating NK cell,BR1044,12,12
+Proliferating NK cell,BR1045,35,35
+Proliferating NK cell,BR1047,19,19
+Proliferating NK cell,BR1048,25,25
+Proliferating NK cell,BR1049,26,26
+Proliferating NK cell,BR1050,6,6
+Proliferating NK cell,BR1051,39,39
+Proliferating NK cell,BR1052,15,15
+Proliferating NK cell,BR1054,39,39
+Proliferating NK cell,BR1056,4,4
+Proliferating NK cell,BR1057,17,17
+Proliferating NK cell,BR1058,25,25
+Proliferating NK cell,BR1059,37,37
+Proliferating NK cell,BR2002,42,42
+Proliferating NK cell,BR2003,33,33
+Proliferating NK cell,BR2005,21,21
+Proliferating NK cell,BR2008,10,10
+Proliferating NK cell,BR2009,16,16
+Proliferating NK cell,BR2010,27,27
+Proliferating NK cell,BR2012,16,16
+Proliferating NK cell,BR2013,26,26
+Proliferating NK cell,BR2014,18,18
+Proliferating NK cell,BR2015,20,20
+Proliferating NK cell,BR2016,34,34
+Proliferating NK cell,BR2018,22,22
+Proliferating NK cell,BR2019,15,15
+Proliferating NK cell,BR2020,51,51
+Proliferating NK cell,BR2021,30,30
+Proliferating NK cell,BR2022,26,26
+Proliferating NK cell,BR2023,27,27
+Proliferating NK cell,BR2024,26,26
+Proliferating NK cell,BR2025,47,47
+Proliferating NK cell,BR2026,35,35
+Proliferating NK cell,BR2028,49,49
+Proliferating NK cell,BR2029,11,11
+Proliferating NK cell,BR2030,16,16
+Proliferating NK cell,BR2031,43,43
+Proliferating NK cell,BR2032,39,39
+Proliferating NK cell,BR2033,9,9
+Proliferating NK cell,BR2034,44,44
+Proliferating NK cell,BR2035,8,8
+Proliferating NK cell,BR2036,17,17
+Proliferating NK cell,BR2037,22,22
+Proliferating NK cell,BR2038,38,38
+Proliferating NK cell,BR2039,63,63
+Proliferating NK cell,BR2040,47,47
+Proliferating NK cell,BR2041,11,11
+Proliferating NK cell,BR2042,20,20
+Proliferating NK cell,BR2043,12,12
+Proliferating NK cell,BR2044,37,37
+Proliferating NK cell,BR2045,18,18
+Proliferating NK cell,BR2046,26,26
+Proliferating NK cell,BR2047,24,24
+Proliferating NK cell,BR2048,19,19
+Proliferating NK cell,BR2050,32,32
+Proliferating NK cell,BR2051,44,44
+Proliferating NK cell,BR2052,20,20
+Proliferating NK cell,BR2053,20,20
+Proliferating NK cell,UP1008,33,33
+Proliferating NK cell,UP1011,13,13
+Proliferating NK cell,UP1012,44,44
+Proliferating NK cell,UP1014,44,44
+Proliferating NK cell,UP1015,24,24
+Proliferating NK cell,UP1017,12,12
+Proliferating NK cell,UP1018,25,25
+Proliferating NK cell,UP1021,15,15
+Proliferating NK cell,UP1022,20,20
+Proliferating NK cell,UP1023,131,131
+Proliferating NK cell,UP1024,16,16
+Proliferating NK cell,UP1025,23,23
+Proliferating NK cell,UP1026,16,16
+Proliferating NK cell,UP1031,30,30
+Proliferating NK cell,UP1032,18,18
+Proliferating NK cell,UP1034,19,19
+Proliferating T cell,BR1001,63,63
+Proliferating T cell,BR1002,31,31
+Proliferating T cell,BR1003,27,27
+Proliferating T cell,BR1004,24,24
+Proliferating T cell,BR1005,23,23
+Proliferating T cell,BR1006,11,11
+Proliferating T cell,BR1007,22,22
+Proliferating T cell,BR1008,26,26
+Proliferating T cell,BR1009,11,11
+Proliferating T cell,BR1010,21,21
+Proliferating T cell,BR1011,20,20
+Proliferating T cell,BR1012,10,10
+Proliferating T cell,BR1013,16,16
+Proliferating T cell,BR1014,12,12
+Proliferating T cell,BR1015,27,27
+Proliferating T cell,BR1016,3,3
+Proliferating T cell,BR1017,14,14
+Proliferating T cell,BR1018,47,47
+Proliferating T cell,BR1019,11,11
+Proliferating T cell,BR1021,7,7
+Proliferating T cell,BR1023,13,13
+Proliferating T cell,BR1024,7,7
+Proliferating T cell,BR1025,25,25
+Proliferating T cell,BR1026,16,16
+Proliferating T cell,BR1028,13,13
+Proliferating T cell,BR1030,19,19
+Proliferating T cell,BR1031,4,4
+Proliferating T cell,BR1032,20,20
+Proliferating T cell,BR1033,17,17
+Proliferating T cell,BR1037,28,28
+Proliferating T cell,BR1040,8,8
+Proliferating T cell,BR1041,32,32
+Proliferating T cell,BR1042,6,6
+Proliferating T cell,BR1043,17,17
+Proliferating T cell,BR1044,22,22
+Proliferating T cell,BR1045,22,22
+Proliferating T cell,BR1047,8,8
+Proliferating T cell,BR1048,7,7
+Proliferating T cell,BR1049,25,25
+Proliferating T cell,BR1050,10,10
+Proliferating T cell,BR1051,43,43
+Proliferating T cell,BR1052,10,10
+Proliferating T cell,BR1054,20,20
+Proliferating T cell,BR1056,17,17
+Proliferating T cell,BR1057,7,7
+Proliferating T cell,BR1058,10,10
+Proliferating T cell,BR1059,20,20
+Proliferating T cell,BR2002,14,14
+Proliferating T cell,BR2003,9,9
+Proliferating T cell,BR2005,17,17
+Proliferating T cell,BR2008,11,11
+Proliferating T cell,BR2009,6,6
+Proliferating T cell,BR2010,31,31
+Proliferating T cell,BR2012,10,10
+Proliferating T cell,BR2013,28,28
+Proliferating T cell,BR2014,23,23
+Proliferating T cell,BR2015,6,6
+Proliferating T cell,BR2016,19,19
+Proliferating T cell,BR2018,22,22
+Proliferating T cell,BR2019,7,7
+Proliferating T cell,BR2020,18,18
+Proliferating T cell,BR2021,13,13
+Proliferating T cell,BR2022,13,13
+Proliferating T cell,BR2023,24,24
+Proliferating T cell,BR2024,11,11
+Proliferating T cell,BR2025,43,43
+Proliferating T cell,BR2026,10,10
+Proliferating T cell,BR2028,26,26
+Proliferating T cell,BR2029,23,23
+Proliferating T cell,BR2030,19,19
+Proliferating T cell,BR2031,22,22
+Proliferating T cell,BR2032,15,15
+Proliferating T cell,BR2033,23,23
+Proliferating T cell,BR2034,17,17
+Proliferating T cell,BR2035,4,4
+Proliferating T cell,BR2036,22,22
+Proliferating T cell,BR2037,46,46
+Proliferating T cell,BR2038,17,17
+Proliferating T cell,BR2039,20,20
+Proliferating T cell,BR2040,14,14
+Proliferating T cell,BR2041,50,50
+Proliferating T cell,BR2042,12,12
+Proliferating T cell,BR2043,18,18
+Proliferating T cell,BR2044,10,10
+Proliferating T cell,BR2045,8,8
+Proliferating T cell,BR2046,288,288
+Proliferating T cell,BR2047,18,18
+Proliferating T cell,BR2048,32,32
+Proliferating T cell,BR2050,14,14
+Proliferating T cell,BR2051,12,12
+Proliferating T cell,BR2052,31,31
+Proliferating T cell,BR2053,13,13
+Proliferating T cell,UP1008,20,20
+Proliferating T cell,UP1011,9,9
+Proliferating T cell,UP1012,4,4
+Proliferating T cell,UP1014,19,19
+Proliferating T cell,UP1015,20,20
+Proliferating T cell,UP1017,8,8
+Proliferating T cell,UP1018,25,25
+Proliferating T cell,UP1021,17,17
+Proliferating T cell,UP1022,37,37
+Proliferating T cell,UP1023,62,62
+Proliferating T cell,UP1024,42,42
+Proliferating T cell,UP1025,10,10
+Proliferating T cell,UP1026,26,26
+Proliferating T cell,UP1031,17,17
+Proliferating T cell,UP1032,15,15
+Proliferating T cell,UP1034,8,8
+Transitional B cell,BR1001,156,62
+Transitional B cell,BR1002,41,16
+Transitional B cell,BR1003,92,37
+Transitional B cell,BR1004,68,27
+Transitional B cell,BR1005,81,32
+Transitional B cell,BR1006,168,67
+Transitional B cell,BR1007,64,25
+Transitional B cell,BR1008,146,58
+Transitional B cell,BR1009,165,66
+Transitional B cell,BR1010,45,18
+Transitional B cell,BR1011,45,18
+Transitional B cell,BR1012,42,17
+Transitional B cell,BR1013,46,18
+Transitional B cell,BR1014,41,16
+Transitional B cell,BR1015,10,4
+Transitional B cell,BR1016,186,74
+Transitional B cell,BR1017,23,9
+Transitional B cell,BR1018,154,61
+Transitional B cell,BR1019,72,29
+Transitional B cell,BR1021,148,59
+Transitional B cell,BR1023,38,15
+Transitional B cell,BR1024,49,19
+Transitional B cell,BR1025,18,7
+Transitional B cell,BR1026,111,44
+Transitional B cell,BR1028,165,66
+Transitional B cell,BR1030,108,43
+Transitional B cell,BR1031,89,35
+Transitional B cell,BR1032,64,25
+Transitional B cell,BR1033,44,17
+Transitional B cell,BR1037,178,71
+Transitional B cell,BR1040,34,14
+Transitional B cell,BR1041,177,70
+Transitional B cell,BR1042,92,37
+Transitional B cell,BR1043,127,51
+Transitional B cell,BR1044,132,53
+Transitional B cell,BR1045,127,51
+Transitional B cell,BR1047,45,18
+Transitional B cell,BR1048,37,15
+Transitional B cell,BR1049,108,43
+Transitional B cell,BR1050,24,10
+Transitional B cell,BR1051,26,10
+Transitional B cell,BR1052,195,78
+Transitional B cell,BR1054,32,13
+Transitional B cell,BR1056,207,82
+Transitional B cell,BR1057,245,98
+Transitional B cell,BR1058,62,25
+Transitional B cell,BR1059,210,84
+Transitional B cell,BR2002,97,39
+Transitional B cell,BR2003,54,21
+Transitional B cell,BR2005,59,23
+Transitional B cell,BR2008,25,10
+Transitional B cell,BR2009,97,39
+Transitional B cell,BR2010,36,14
+Transitional B cell,BR2012,276,110
+Transitional B cell,BR2013,101,40
+Transitional B cell,BR2014,34,14
+Transitional B cell,BR2015,58,23
+Transitional B cell,BR2016,136,54
+Transitional B cell,BR2018,60,24
+Transitional B cell,BR2019,97,39
+Transitional B cell,BR2020,85,34
+Transitional B cell,BR2021,147,59
+Transitional B cell,BR2022,91,36
+Transitional B cell,BR2023,114,45
+Transitional B cell,BR2024,115,46
+Transitional B cell,BR2025,230,92
+Transitional B cell,BR2026,104,41
+Transitional B cell,BR2028,105,42
+Transitional B cell,BR2029,26,10
+Transitional B cell,BR2030,84,33
+Transitional B cell,BR2031,88,35
+Transitional B cell,BR2032,122,49
+Transitional B cell,BR2033,95,38
+Transitional B cell,BR2034,156,62
+Transitional B cell,BR2035,39,15
+Transitional B cell,BR2036,88,35
+Transitional B cell,BR2037,89,35
+Transitional B cell,BR2038,143,57
+Transitional B cell,BR2039,40,16
+Transitional B cell,BR2040,21,8
+Transitional B cell,BR2041,55,22
+Transitional B cell,BR2042,105,42
+Transitional B cell,BR2043,107,43
+Transitional B cell,BR2044,162,64
+Transitional B cell,BR2045,152,60
+Transitional B cell,BR2046,122,49
+Transitional B cell,BR2047,144,57
+Transitional B cell,BR2048,529,211
+Transitional B cell,BR2050,121,48
+Transitional B cell,BR2051,141,56
+Transitional B cell,BR2052,85,34
+Transitional B cell,BR2053,30,12
+Transitional B cell,UP1008,137,55
+Transitional B cell,UP1011,139,55
+Transitional B cell,UP1012,255,102
+Transitional B cell,UP1014,371,148
+Transitional B cell,UP1015,328,131
+Transitional B cell,UP1017,484,193
+Transitional B cell,UP1018,123,49
+Transitional B cell,UP1021,294,117
+Transitional B cell,UP1022,323,129
+Transitional B cell,UP1023,155,62
+Transitional B cell,UP1024,60,24
+Transitional B cell,UP1025,118,47
+Transitional B cell,UP1026,63,25
+Transitional B cell,UP1031,89,35
+Transitional B cell,UP1032,58,23
+Transitional B cell,UP1034,156,62
+Treg,BR1001,339,68
+Treg,BR1002,454,91
+Treg,BR1003,341,68
+Treg,BR1004,453,91
+Treg,BR1005,459,92
+Treg,BR1006,229,46
+Treg,BR1007,294,59
+Treg,BR1008,497,100
+Treg,BR1009,278,56
+Treg,BR1010,310,62
+Treg,BR1011,307,61
+Treg,BR1012,206,41
+Treg,BR1013,376,75
+Treg,BR1014,295,59
+Treg,BR1015,233,47
+Treg,BR1016,242,48
+Treg,BR1017,295,59
+Treg,BR1018,239,48
+Treg,BR1019,635,127
+Treg,BR1021,295,59
+Treg,BR1023,372,74
+Treg,BR1024,416,83
+Treg,BR1025,382,77
+Treg,BR1026,388,78
+Treg,BR1028,496,99
+Treg,BR1030,352,70
+Treg,BR1031,300,60
+Treg,BR1032,263,53
+Treg,BR1033,429,86
+Treg,BR1037,223,45
+Treg,BR1040,257,51
+Treg,BR1041,445,89
+Treg,BR1042,334,67
+Treg,BR1043,286,57
+Treg,BR1044,248,50
+Treg,BR1045,276,55
+Treg,BR1047,312,62
+Treg,BR1048,346,69
+Treg,BR1049,503,101
+Treg,BR1050,339,68
+Treg,BR1051,378,76
+Treg,BR1052,409,82
+Treg,BR1054,318,64
+Treg,BR1056,382,76
+Treg,BR1057,289,58
+Treg,BR1058,352,70
+Treg,BR1059,224,45
+Treg,BR2002,317,63
+Treg,BR2003,414,83
+Treg,BR2005,458,92
+Treg,BR2008,372,74
+Treg,BR2009,309,62
+Treg,BR2010,506,101
+Treg,BR2012,389,78
+Treg,BR2013,306,61
+Treg,BR2014,384,77
+Treg,BR2015,317,63
+Treg,BR2016,447,90
+Treg,BR2018,491,98
+Treg,BR2019,304,61
+Treg,BR2020,301,60
+Treg,BR2021,427,86
+Treg,BR2022,344,69
+Treg,BR2023,381,76
+Treg,BR2024,606,121
+Treg,BR2025,675,135
+Treg,BR2026,489,98
+Treg,BR2028,503,101
+Treg,BR2029,370,74
+Treg,BR2030,502,101
+Treg,BR2031,281,56
+Treg,BR2032,264,53
+Treg,BR2033,200,40
+Treg,BR2034,488,98
+Treg,BR2035,194,39
+Treg,BR2036,491,98
+Treg,BR2037,346,69
+Treg,BR2038,398,80
+Treg,BR2039,322,64
+Treg,BR2040,419,84
+Treg,BR2041,422,85
+Treg,BR2042,335,67
+Treg,BR2043,389,78
+Treg,BR2044,522,105
+Treg,BR2045,407,82
+Treg,BR2046,316,63
+Treg,BR2047,419,84
+Treg,BR2048,393,79
+Treg,BR2050,292,58
+Treg,BR2051,222,44
+Treg,BR2052,599,120
+Treg,BR2053,212,42
+Treg,UP1008,556,111
+Treg,UP1011,264,53
+Treg,UP1012,364,73
+Treg,UP1014,370,74
+Treg,UP1015,423,85
+Treg,UP1017,404,81
+Treg,UP1018,338,68
+Treg,UP1021,280,56
+Treg,UP1022,307,61
+Treg,UP1023,227,45
+Treg,UP1024,119,24
+Treg,UP1025,294,59
+Treg,UP1026,262,52
+Treg,UP1031,515,103
+Treg,UP1032,382,76
+Treg,UP1034,343,69
+cDC1,BR1001,10,10
+cDC1,BR1002,7,7
+cDC1,BR1003,6,6
+cDC1,BR1004,5,5
+cDC1,BR1005,2,2
+cDC1,BR1006,12,12
+cDC1,BR1007,10,10
+cDC1,BR1008,7,7
+cDC1,BR1009,8,8
+cDC1,BR1010,7,7
+cDC1,BR1011,15,15
+cDC1,BR1012,16,16
+cDC1,BR1013,15,15
+cDC1,BR1014,10,10
+cDC1,BR1015,13,13
+cDC1,BR1016,4,4
+cDC1,BR1017,11,11
+cDC1,BR1018,4,4
+cDC1,BR1019,6,6
+cDC1,BR1021,5,5
+cDC1,BR1023,11,11
+cDC1,BR1024,9,9
+cDC1,BR1025,12,12
+cDC1,BR1026,6,6
+cDC1,BR1028,7,7
+cDC1,BR1030,4,4
+cDC1,BR1031,4,4
+cDC1,BR1032,12,12
+cDC1,BR1033,6,6
+cDC1,BR1037,7,7
+cDC1,BR1040,10,10
+cDC1,BR1041,12,12
+cDC1,BR1042,11,11
+cDC1,BR1043,4,4
+cDC1,BR1044,3,3
+cDC1,BR1045,9,9
+cDC1,BR1047,5,5
+cDC1,BR1048,10,10
+cDC1,BR1049,6,6
+cDC1,BR1050,9,9
+cDC1,BR1051,22,22
+cDC1,BR1052,7,7
+cDC1,BR1054,6,6
+cDC1,BR1056,10,10
+cDC1,BR1057,4,4
+cDC1,BR1058,24,24
+cDC1,BR1059,1,1
+cDC1,BR2002,17,17
+cDC1,BR2003,7,7
+cDC1,BR2005,4,4
+cDC1,BR2008,6,6
+cDC1,BR2009,11,11
+cDC1,BR2010,14,14
+cDC1,BR2012,7,7
+cDC1,BR2013,12,12
+cDC1,BR2014,5,5
+cDC1,BR2015,2,2
+cDC1,BR2016,8,8
+cDC1,BR2018,9,9
+cDC1,BR2019,15,15
+cDC1,BR2020,9,9
+cDC1,BR2021,9,9
+cDC1,BR2022,13,13
+cDC1,BR2023,5,5
+cDC1,BR2024,5,5
+cDC1,BR2025,17,17
+cDC1,BR2026,11,11
+cDC1,BR2028,37,37
+cDC1,BR2029,4,4
+cDC1,BR2030,10,10
+cDC1,BR2031,14,14
+cDC1,BR2032,7,7
+cDC1,BR2033,9,9
+cDC1,BR2034,18,18
+cDC1,BR2035,8,8
+cDC1,BR2036,8,8
+cDC1,BR2037,4,4
+cDC1,BR2038,2,2
+cDC1,BR2039,17,17
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paper-releases/20260928/diffusion/data/annotator/aifi_scanvi_f01common_v1/scanvi_common.py

@@ -0,0 +1,145 @@
+"""Shared helpers for the AIFI scANVI rebuild (label collapse, metrics, hashing).
+
+Imported by ``train_scanvi.py`` and ``predict_scanvi.py``.  CPU-only; never touches CUDA.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import importlib.util
+import json
+import sys
+from pathlib import Path
+from typing import Iterable, Mapping, Sequence
+
+import numpy as np
+import pandas as pd
+
+L2_TO_L1_MODULE = Path("/home/sj_server_1/PBISC/immun-pbmc-fm/model/vae_bulk2sc/scripts/aifi_celltype_mapping.py")
+PBMC5_LABELS: tuple[str, ...] = ("T cell", "B cell", "Monocyte", "NK cell", "DC")
+OTHER_LABEL = "Other"
+UNLABELED_CATEGORY = "Unknown"
+
+
+def sha256_file(path: str | Path, block: int = 1 << 24) -> str:
+    h = hashlib.sha256()
+    with open(path, "rb") as fh:
+        while True:
+            chunk = fh.read(block)
+            if not chunk:
+                break
+            h.update(chunk)
+    return h.hexdigest()
+
+
+def sha256_text(text: str) -> str:
+    return hashlib.sha256(text.encode("utf-8")).hexdigest()
+
+
+def load_l2_to_l1(module_path: str | Path = L2_TO_L1_MODULE) -> dict[str, str]:
+    """Load ``AIFI_L2_TO_L1`` from the project's mapping module without importing its CLI."""
+    module_path = Path(module_path)
+    spec = importlib.util.spec_from_file_location("aifi_celltype_mapping", module_path)
+    if spec is None or spec.loader is None:
+        raise ImportError(f"cannot load {module_path}")
+    module = importlib.util.module_from_spec(spec)
+    sys.modules[spec.name] = module  # dataclass decorators need the module registered
+    spec.loader.exec_module(module)
+    mapping = dict(getattr(module, "AIFI_L2_TO_L1"))
+    if not mapping:
+        raise ValueError(f"{module_path}: AIFI_L2_TO_L1 is empty")
+    return {str(k): str(v) for k, v in mapping.items()}
+
+
+def collapse_l1(l2_labels: Iterable[str], l2_to_l1: Mapping[str, str], *, strict: bool = True) -> np.ndarray:
+    out = []
+    for lab in l2_labels:
+        lab = str(lab)
+        if lab in l2_to_l1:
+            out.append(l2_to_l1[lab])
+        elif strict:
+            raise KeyError(f"AIFI L2 label {lab!r} has no L1 mapping")
+        else:
+            out.append(UNLABELED_CATEGORY)
+    return np.asarray(out, dtype=object)
+
+
+def collapse_pbmc5(l1_labels: Iterable[str], *, pbmc5: Sequence[str] = PBMC5_LABELS, other: str = OTHER_LABEL) -> np.ndarray:
+    allowed = set(pbmc5)
+    return np.asarray([lab if lab in allowed else other for lab in map(str, l1_labels)], dtype=object)
+
+
+def l1_probability_mass(soft: pd.DataFrame, l2_to_l1: Mapping[str, str]) -> pd.DataFrame:
+    """Sum L2 soft probabilities into L1 columns (columns not in the map are ignored)."""
+    groups: dict[str, list[str]] = {}
+    for col in soft.columns:
+        l1 = l2_to_l1.get(str(col))
+        if l1 is not None:
+            groups.setdefault(l1, []).append(col)
+    return pd.DataFrame({l1: soft[cols].sum(axis=1) for l1, cols in groups.items()}, index=soft.index)
+
+
+def soft_to_predictions(soft: pd.DataFrame, *, drop_columns: Sequence[str] = (UNLABELED_CATEGORY,)) -> tuple[np.ndarray, np.ndarray, pd.DataFrame]:
+    """argmax label + max probability from a ``predict(soft=True)`` frame."""
+    keep = [c for c in soft.columns if str(c) not in set(drop_columns)]
+    probs = soft[keep]
+    arr = probs.to_numpy(dtype=np.float64)
+    winner = arr.argmax(axis=1)
+    labels = np.asarray([str(c) for c in probs.columns], dtype=object)[winner]
+    conf = arr[np.arange(arr.shape[0]), winner]
+    return labels, conf, probs
+
+
+def classification_metrics(truth: Sequence[str], pred: Sequence[str], *, labels: Sequence[str] | None = None) -> dict:
+    """Accuracy, macro-F1 (over labels present in truth) and per-class table."""
+    from sklearn.metrics import accuracy_score, classification_report, f1_score
+
+    truth = np.asarray([str(v) for v in truth], dtype=object)
+    pred = np.asarray([str(v) for v in pred], dtype=object)
+    present = sorted(set(truth)) if labels is None else [lab for lab in labels if lab in set(truth)]
+    all_labels = sorted(set(truth) | set(pred)) if labels is None else list(labels)
+    report = classification_report(truth, pred, labels=all_labels, output_dict=True, zero_division=0)
+    per_class = {
+        lab: {
+            "precision": float(report[lab]["precision"]),
+            "recall": float(report[lab]["recall"]),
+            "f1": float(report[lab]["f1-score"]),
+            "support": int(report[lab]["support"]),
+        }
+        for lab in all_labels
+        if lab in report
+    }
+    return {
+        "n": int(truth.size),
+        "accuracy": float(accuracy_score(truth, pred)) if truth.size else float("nan"),
+        "macro_f1_present_classes": float(f1_score(truth, pred, labels=present, average="macro", zero_division=0)) if truth.size else float("nan"),
+        "macro_f1_all_labels": float(f1_score(truth, pred, labels=all_labels, average="macro", zero_division=0)) if truth.size else float("nan"),
+        "n_classes_present_in_truth": int(len(present)),
+        "per_class": per_class,
+    }
+
+
+def confusion_frame(truth: Sequence[str], pred: Sequence[str], labels: Sequence[str] | None = None) -> pd.DataFrame:
+    truth = pd.Series([str(v) for v in truth], name="truth")
+    pred = pd.Series([str(v) for v in pred], name="pred")
+    if labels is None:
+        labels = sorted(set(truth) | set(pred))
+    tab = pd.crosstab(truth, pred).reindex(index=list(labels), columns=list(labels), fill_value=0)
+    tab.index.name = "truth\\pred"
+    return tab
+
+
+def write_json(path: str | Path, payload: dict) -> None:
+    Path(path).write_text(json.dumps(payload, indent=2, default=_json_default) + "\n", encoding="utf-8")
+
+
+def _json_default(obj):
+    if isinstance(obj, (np.integer,)):
+        return int(obj)
+    if isinstance(obj, (np.floating,)):
+        return float(obj)
+    if isinstance(obj, np.ndarray):
+        return obj.tolist()
+    if isinstance(obj, Path):
+        return str(obj)
+    raise TypeError(f"not JSON serialisable: {type(obj)}")

paper-releases/20260928/diffusion/data/annotator/aifi_scanvi_f01common_v1/scanvi_model/model.pt

@@ -0,0 +1,3 @@
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+oid sha256:bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930
+size 11939223