Merge pull request #3 from parklab/dev

Version 0.2.1

CHANGELOG.md

@@ -8,6 +8,11 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ---
 ---
 
+## 0.2.1 - 2023-10
+### Fixed
+  - Improve CorrNMF model formulation (added signature biases)
+  - Improve multimodal exposure plot
+
 ## 0.2.0 - 2023-10
 ### Added
   - Support fixing arbitrary many a priori known signatures during inference.

data/pcawg_breast_sv.csv

@@ -0,0 +1,33 @@
+SV,SP10084,SP10150,SP10470,SP10563,SP10635,SP10944,SP11045,SP11171,SP11235,SP116331,SP116333,SP116335,SP116339,SP116341,SP116343,SP116345,SP116347,SP116349,SP116351,SP116353,SP116355,SP116357,SP116359,SP116361,SP116363,SP116365,SP116367,SP116369,SP116371,SP116373,SP116375,SP116377,SP116379,SP116946,SP116947,SP116948,SP116963,SP116991,SP117011,SP117032,SP117057,SP117078,SP117079,SP117105,SP117108,SP117113,SP117126,SP117127,SP117136,SP117162,SP117244,SP117245,SP117250,SP117257,SP117312,SP117344,SP117354,SP117363,SP117369,SP117370,SP117372,SP117378,SP117402,SP117409,SP117454,SP117538,SP117552,SP117593,SP117598,SP117614,SP117618,SP117629,SP117639,SP117676,SP117710,SP117724,SP117728,SP117778,SP117785,SP117800,SP117812,SP117834,SP117840,SP117850,SP117882,SP117887,SP117901,SP117919,SP117933,SP117944,SP117983,SP118012,SP118038,SP118073,SP118074,SP118077,SP11808,SP11878,SP11948,SP12049,SP12186,SP124193,SP124195,SP124197,SP124199,SP124207,SP13036,SP2144,SP2145,SP2146,SP2147,SP2148,SP2150,SP2151,SP2152,SP2153,SP2154,SP2155,SP2156,SP2158,SP2159,SP2160,SP2349,SP2357,SP2714,SP2731,SP2766,SP2793,SP2799,SP2801,SP2826,SP2881,SP2997,SP3016,SP3415,SP3631,SP4265,SP4472,SP4523,SP4535,SP4557,SP4593,SP4820,SP4875,SP5017,SP5052,SP5279,SP5381,SP5393,SP5448,SP5473,SP5559,SP5636,SP5784,SP5808,SP5820,SP5844,SP5980,SP6115,SP6223,SP6429,SP6519,SP6673,SP6730,SP6766,SP6813,SP6825,SP7171,SP7291,SP7378,SP7421,SP7692,SP7785,SP8085,SP8157,SP8229,SP8394,SP8564,SP8660,SP8795,SP8831,SP8891,SP8987,SP9251,SP9433,SP9481,SP96147,SP96163,SP96511,SP9816,SP9930,SP9979
+clustered_del_1-10Kb,2,0,2,3,0,2,1,1,1,5,4,2,1,3,1,0,2,0,0,0,3,1,1,0,0,0,0,7,0,0,1,3,1,1,0,0,0,0,0,0,1,1,0,3,0,0,0,0,0,0,0,0,0,0,0,2,0,2,0,0,1,0,1,1,2,2,0,0,0,0,0,0,3,0,0,1,0,0,0,1,0,2,0,0,3,1,0,2,0,0,1,0,0,0,0,1,3,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,1,0,1,3,4,10,0,5,0,1,8,0,3,5,0,1,0,3,0,1,0,5,0,9,0,2,2,0,0,0,1,0,0,0,6,0,0,3,3,3,0,3,2,0,3,1,0,0,1,0,3,2,0,0,3,0,0,1,0,2,0,5,4,1,2,1,0,2,6,2,1,0,1,0,1,0,4,0,1,0
+clustered_del_10-100Kb,1,0,0,2,0,2,0,0,1,1,3,1,0,0,1,0,0,0,2,0,0,0,3,0,0,0,2,3,0,0,0,3,1,0,1,2,0,0,0,0,4,2,1,1,0,0,0,0,0,0,1,0,0,0,0,0,2,1,0,0,1,0,1,0,0,2,1,0,0,1,0,0,5,0,0,1,0,0,0,2,0,1,0,0,4,1,0,1,0,0,2,0,0,0,1,0,3,2,0,0,1,0,0,0,0,2,0,0,2,0,0,0,0,0,1,2,0,2,2,2,2,1,8,0,2,5,0,0,0,1,0,4,0,5,0,5,0,3,1,0,0,0,0,0,0,3,4,0,1,2,0,2,0,2,2,2,1,0,1,0,1,1,0,4,0,3,6,1,0,4,0,4,0,2,2,2,3,1,0,2,1,1,0,0,2,1,1,0,4,0,0,0
+clustered_del_100Kb-1Mb,10,2,2,12,0,8,3,1,3,6,0,1,0,0,2,1,0,0,7,2,1,0,3,0,0,0,9,4,2,0,3,6,3,0,0,4,0,0,0,1,15,7,2,2,0,0,0,0,0,3,1,0,3,0,0,2,2,5,0,0,3,0,1,1,5,0,6,2,0,2,0,0,9,0,0,3,0,5,0,4,1,2,1,0,8,0,0,2,1,2,4,0,3,0,5,1,9,1,0,0,4,0,0,0,0,5,2,0,0,0,0,0,1,1,2,1,0,4,2,3,0,2,8,2,3,9,0,4,0,13,0,0,0,8,0,6,0,1,5,0,1,0,1,0,0,4,5,0,0,7,2,1,0,9,6,6,4,0,0,0,4,4,0,13,0,1,7,1,1,7,4,4,0,4,6,2,7,4,0,4,3,2,0,0,0,7,4,0,3,0,1,0
+clustered_del_1Mb-10Mb,24,1,0,27,0,10,8,0,14,6,1,0,1,0,7,1,2,0,12,5,0,0,1,0,0,0,3,0,3,0,11,10,16,3,3,9,0,0,0,2,6,17,0,7,0,0,4,0,0,4,0,3,3,0,0,4,2,28,0,0,6,0,2,2,3,0,6,1,0,6,0,3,15,0,0,5,0,3,1,8,0,6,2,0,17,0,1,3,7,5,19,1,5,0,5,2,10,6,0,0,4,0,1,0,0,11,1,0,7,0,0,0,5,1,5,0,1,9,3,22,4,1,24,15,6,31,0,4,0,24,0,1,0,1,0,26,0,3,11,1,0,3,0,0,0,20,20,0,2,16,10,5,0,6,20,16,15,0,1,1,0,8,1,18,0,9,35,5,3,11,8,12,0,9,14,5,9,7,0,6,1,2,0,3,1,13,5,0,0,0,0,0
+clustered_del_>10Mb,9,0,0,11,0,21,19,2,1,1,0,2,2,0,21,2,0,0,18,2,0,0,4,0,0,0,0,2,0,0,35,6,1,0,2,12,0,0,0,1,3,11,0,2,0,0,3,0,0,4,3,3,0,0,0,2,1,15,0,0,3,0,2,0,9,0,2,1,0,1,0,1,0,1,0,1,0,0,0,3,1,5,4,0,5,0,7,1,1,4,7,1,5,0,7,2,13,11,0,0,3,0,1,0,1,4,4,0,2,0,0,0,7,1,12,0,1,9,4,4,0,13,18,1,10,25,0,0,0,41,0,0,0,0,1,7,1,1,12,2,0,0,1,0,0,9,2,0,1,5,5,3,0,9,2,12,2,0,1,0,1,0,1,2,0,4,29,3,2,10,0,13,0,6,7,9,11,11,0,3,0,1,0,1,0,22,0,0,0,0,0,2
+clustered_tds_1-10Kb,3,0,0,4,0,1,1,2,0,0,0,2,0,0,1,0,1,0,1,0,1,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,3,0,0,2,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,2,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,3,1,0,0,0,1,0,0,0,1,4,0,0,0,0,2,1,4,1,0,2,0,0,1,0,0,1,0,3,0,3,5,0,0,2,0,0,0,4,0,0,1,0,1,0,0,0,3,3,0,3,0,2,0,0,0,1,0,1,0,0,0,0,2,0,0,0,2,1,0,0,0,0,0,0,2,0,0,1,0,2,0,2,0,0
+clustered_tds_10-100Kb,0,0,2,3,0,1,0,0,1,4,1,2,0,0,2,0,0,0,0,0,0,0,1,0,0,0,3,0,1,0,0,4,2,0,2,2,0,0,0,0,0,1,0,1,0,0,0,0,0,2,0,0,0,0,0,0,0,9,0,0,1,0,1,0,1,0,0,0,0,1,0,0,3,0,0,0,0,0,1,1,0,1,0,0,4,0,0,0,0,1,0,0,0,0,0,0,2,1,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,1,5,1,0,1,2,4,0,3,6,1,0,3,0,0,0,9,2,2,0,6,0,2,1,3,2,0,0,0,0,0,0,7,4,0,0,1,1,0,2,0,5,3,2,1,1,0,2,0,0,1,0,4,3,0,0,2,0,1,0,3,2,2,1,0,0,3,1,0,0,0,0,1,0,1,0,1,2,0
+clustered_tds_100Kb-1Mb,14,0,0,11,0,7,0,0,3,7,1,2,0,0,2,0,2,0,8,1,2,2,3,0,0,0,2,0,4,0,3,6,4,0,0,10,0,0,0,0,4,4,1,0,0,0,1,0,0,4,0,0,0,0,0,0,0,8,0,0,2,0,0,3,0,0,3,1,0,1,0,0,3,0,0,3,0,2,0,2,0,1,0,0,5,0,0,0,0,3,3,0,2,0,5,0,4,0,0,0,5,0,0,0,0,7,0,0,1,0,0,0,1,0,5,3,0,6,1,2,0,1,5,4,5,7,0,4,0,8,0,0,0,35,0,7,0,2,5,0,0,1,0,0,0,11,13,0,0,3,5,0,1,2,10,8,7,0,0,0,7,4,0,9,0,4,10,0,0,7,3,5,0,6,8,0,4,2,0,5,8,1,0,7,0,4,2,0,0,1,2,0
+clustered_tds_1Mb-10Mb,21,0,1,21,0,15,4,0,17,2,0,0,4,0,5,0,3,0,9,8,0,1,2,0,0,0,4,0,2,0,13,6,11,6,4,5,0,0,0,2,8,15,1,11,0,0,7,0,0,3,1,4,1,0,0,3,0,37,0,0,6,0,0,1,6,1,4,2,0,4,0,2,12,0,0,7,0,1,0,3,0,5,2,0,10,0,2,2,2,2,16,0,8,0,4,2,17,1,0,0,2,0,1,0,0,9,1,0,4,0,0,0,2,0,8,0,1,5,5,14,3,5,16,25,4,28,0,4,0,24,0,1,1,2,0,28,1,7,14,0,1,1,0,0,2,14,13,0,2,16,9,5,0,8,17,13,20,0,2,0,3,6,2,9,0,6,26,1,3,4,7,8,0,6,10,5,9,9,0,5,0,1,0,6,0,14,4,0,0,0,1,1
+clustered_tds_>10Mb,9,0,0,18,0,14,10,0,1,3,0,0,4,0,16,1,0,0,18,2,1,0,0,0,0,0,0,4,0,0,32,4,4,0,4,8,0,0,0,0,2,10,0,1,0,0,8,0,0,9,0,3,0,0,0,0,5,19,0,0,0,0,1,0,4,2,7,1,0,5,0,1,1,0,0,4,0,0,0,2,1,2,1,0,5,0,8,2,1,6,7,2,1,0,3,7,8,9,0,0,5,0,0,0,1,7,1,0,2,0,0,0,7,1,9,1,0,1,1,4,2,13,13,2,7,14,0,0,0,48,0,0,0,0,1,12,1,3,5,1,0,0,2,0,0,11,1,0,1,5,5,4,0,6,4,12,4,0,2,0,1,2,0,3,0,6,30,2,2,15,0,11,0,6,4,13,8,11,0,3,0,0,0,0,1,23,2,0,0,0,0,2
+clustered_inv_1-10Kb,20,0,11,5,0,10,2,0,3,6,11,2,1,3,3,0,2,0,2,1,2,0,2,0,0,0,3,3,0,0,1,12,13,0,2,0,0,0,0,1,5,6,0,2,0,0,1,0,0,4,0,0,0,0,0,1,1,2,0,0,0,0,0,0,4,7,3,1,0,1,0,0,9,0,0,5,0,0,1,4,0,3,0,0,8,3,0,6,0,1,2,0,0,0,1,0,7,1,0,0,2,0,0,0,0,7,4,0,2,0,0,0,0,1,2,3,7,8,0,3,1,3,9,2,6,10,0,0,0,5,3,8,1,3,31,10,2,2,8,2,0,2,0,0,0,2,4,0,0,17,12,5,0,1,9,7,5,2,2,3,2,1,1,5,0,6,4,2,1,4,4,9,0,14,2,3,8,11,0,2,3,3,3,0,0,0,9,0,2,0,0,1
+clustered_inv_10-100Kb,4,0,0,7,0,6,2,0,5,6,1,4,0,0,3,0,4,0,0,1,3,0,3,0,0,0,1,0,0,0,3,5,2,0,1,2,0,0,0,1,6,8,0,4,0,0,1,0,0,2,0,2,0,0,0,0,3,2,0,0,2,0,0,1,1,0,0,1,0,2,0,0,10,0,0,2,0,1,0,0,1,3,0,0,10,1,1,0,1,3,3,0,2,0,2,0,6,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,3,3,4,2,1,4,1,0,6,0,0,0,11,0,0,0,6,1,7,1,1,2,0,0,1,0,0,0,3,5,0,0,9,2,4,1,2,4,9,3,1,1,0,0,4,0,5,0,4,8,0,0,7,2,7,0,11,5,3,2,2,0,8,3,1,0,0,0,3,1,0,0,0,1,0
+clustered_inv_100Kb-1Mb,25,2,1,17,0,16,1,0,10,2,1,2,1,0,3,0,1,0,11,1,1,0,3,0,0,0,4,4,3,0,2,14,10,0,0,9,0,0,0,0,7,16,2,5,0,0,2,0,0,6,0,4,0,0,0,0,1,11,0,0,6,0,1,0,4,0,11,2,0,2,0,0,7,0,0,2,0,2,3,3,2,3,3,0,10,0,3,1,1,5,8,0,3,0,6,1,11,2,0,0,5,0,0,0,0,13,1,1,5,0,0,0,0,0,5,0,0,9,2,4,2,3,12,5,9,15,0,5,0,19,0,1,0,4,0,27,0,3,9,1,2,1,0,0,4,11,6,0,0,2,7,8,4,5,17,11,4,0,1,1,3,8,1,12,0,5,17,1,1,8,4,6,0,6,12,4,7,6,0,7,2,3,0,0,0,14,8,0,1,0,3,0
+clustered_inv_1Mb-10Mb,39,2,1,45,0,36,13,0,42,5,0,0,4,0,14,0,2,0,24,14,2,1,1,0,0,0,13,0,9,0,17,24,26,3,8,12,0,0,0,5,21,30,2,11,0,0,9,0,0,16,2,10,2,0,0,7,4,48,0,0,10,0,2,3,12,2,8,1,0,12,0,6,40,0,0,10,0,6,0,13,4,15,0,0,23,0,3,4,10,7,25,0,6,0,8,2,38,5,0,0,8,0,2,0,1,18,2,0,9,0,0,0,6,2,23,0,3,17,4,28,12,7,37,38,20,68,0,10,0,40,0,0,2,1,2,52,1,13,20,2,1,0,0,0,0,25,16,0,3,30,11,12,0,16,28,30,28,0,1,3,1,12,1,32,0,17,47,1,8,19,13,13,0,18,25,4,30,11,0,13,3,6,0,2,1,29,9,0,0,0,0,1
+clustered_inv_>10Mb,16,0,0,27,0,35,25,2,0,3,0,0,3,0,21,3,0,0,31,2,0,1,0,0,0,0,2,8,1,0,57,8,8,0,7,32,0,0,0,1,8,23,0,7,0,0,9,0,0,11,3,9,2,0,0,1,5,39,0,0,1,0,2,2,10,1,7,10,0,9,0,3,0,0,0,10,0,3,1,8,4,8,10,0,13,0,9,6,1,9,19,4,1,0,16,5,37,12,0,0,8,0,0,0,5,6,8,0,8,0,0,0,14,1,15,1,1,9,8,13,0,27,25,2,21,40,0,0,0,87,0,1,0,2,0,10,1,2,22,2,0,2,2,0,0,22,11,0,2,12,7,8,0,28,11,24,4,0,8,1,2,2,1,1,0,15,56,7,3,15,0,25,0,11,12,32,29,19,0,6,0,0,0,0,2,54,2,0,0,0,0,4
+clustered_trans,50,0,3,108,0,78,85,0,40,69,5,2,0,3,0,0,14,0,13,11,3,4,23,0,0,0,19,13,1,0,19,130,23,11,0,12,0,0,0,2,56,50,0,16,0,0,13,0,0,107,4,6,20,0,0,6,6,5,0,0,1,0,0,20,58,19,0,5,0,19,0,0,78,12,0,9,0,11,1,23,4,48,18,0,33,0,0,5,1,9,64,0,18,0,14,3,68,0,0,0,14,0,8,0,0,39,17,1,2,0,0,0,6,0,34,1,2,24,5,75,0,3,274,30,11,98,0,5,0,111,0,9,5,7,0,138,0,17,100,0,1,10,6,0,14,9,15,0,0,38,84,12,0,24,36,67,9,7,0,1,12,36,6,21,0,40,11,7,8,97,5,36,0,94,28,9,44,36,0,14,14,8,1,0,11,13,1,5,8,5,4,3
+non-clustered_del_1-10Kb,13,7,54,4,2,6,2,21,3,16,25,51,3,34,10,2,285,5,4,8,36,36,36,40,43,21,19,78,2,51,14,13,16,1,1,3,0,7,4,3,3,26,0,5,1,0,2,1,0,1,0,2,1,0,0,38,7,133,1,0,6,0,2,46,0,88,0,1,1,3,0,53,14,1,2,4,0,1,3,4,0,3,2,1,4,60,23,82,1,25,4,0,7,0,3,1,2,7,72,111,8,0,0,59,1,7,19,27,58,27,63,14,1,7,3,21,71,69,6,5,5,7,23,40,54,4,40,82,2,5,2,38,11,39,40,4,11,46,2,0,1,2,45,56,3,71,40,0,8,3,28,6,4,45,27,0,7,56,3,20,35,4,140,5,0,15,25,0,3,3,15,13,46,13,29,10,6,6,52,1,116,34,48,8,4,5,4,64,133,32,48,0
+non-clustered_del_10-100Kb,4,3,10,3,0,6,0,11,1,21,11,46,7,15,19,2,48,3,2,9,31,18,15,7,16,18,18,64,2,41,34,5,29,1,1,2,1,1,0,2,4,38,2,3,0,1,0,0,0,0,2,2,1,0,0,20,1,15,0,0,1,0,0,23,1,30,1,0,2,4,0,41,7,0,1,2,0,1,0,5,1,0,0,0,1,10,4,17,2,7,2,0,3,1,1,1,0,17,12,24,2,0,0,28,0,5,10,5,27,10,24,15,0,11,1,40,17,42,9,4,5,3,14,30,17,3,14,32,0,6,4,65,8,14,22,1,2,17,2,0,1,1,8,25,1,21,17,1,10,5,34,10,5,127,5,3,10,23,4,8,22,0,51,1,0,11,6,0,2,6,7,9,20,10,15,7,1,0,9,4,98,13,34,7,2,1,6,18,135,3,15,0
+non-clustered_del_100Kb-1Mb,14,3,7,6,0,13,2,1,3,13,1,25,7,7,11,2,7,2,16,9,24,9,5,5,8,8,7,52,4,27,15,3,24,0,2,1,2,1,1,1,4,24,0,11,1,0,1,0,0,2,0,4,1,0,0,3,1,6,0,0,3,0,0,3,3,5,0,1,1,5,0,3,4,0,2,3,0,0,2,14,1,2,0,1,6,0,1,12,6,5,5,0,4,0,3,2,3,16,3,8,2,0,1,13,0,0,11,4,2,1,1,3,1,5,5,22,3,6,4,8,3,8,26,6,5,4,2,16,0,20,0,17,3,11,5,2,1,11,2,0,0,0,8,6,5,8,15,1,13,6,41,13,8,127,7,10,19,12,6,3,14,3,9,3,0,11,8,0,1,5,2,5,6,13,12,5,2,5,10,4,40,3,13,7,4,3,8,12,29,4,25,1
+non-clustered_del_1Mb-10Mb,8,2,6,9,0,29,4,6,4,11,2,4,2,3,5,1,7,2,9,11,7,3,5,1,4,2,5,4,8,2,5,6,18,2,3,2,0,0,0,4,6,15,0,8,0,0,5,0,0,14,1,2,0,0,0,3,3,7,0,0,6,0,0,0,1,4,2,0,0,3,1,4,8,0,0,6,0,1,0,3,0,6,4,0,10,2,3,8,2,11,7,1,9,0,7,2,7,7,3,8,2,0,1,2,0,4,2,4,11,3,0,2,3,0,8,2,3,8,8,7,4,6,23,1,7,15,5,7,0,20,1,5,1,4,3,6,2,6,6,0,0,1,7,6,4,13,8,0,1,8,6,8,4,4,15,12,8,5,3,1,5,1,4,2,0,15,8,3,1,4,5,8,1,18,2,2,11,12,2,9,9,8,2,8,5,1,3,7,6,5,3,2
+non-clustered_del_>10Mb,10,4,6,3,0,24,2,5,3,11,0,1,2,5,6,0,3,3,8,4,7,6,9,5,6,10,1,6,4,6,12,7,8,0,1,3,0,0,1,4,7,21,0,1,4,0,3,0,0,22,1,6,0,0,1,3,0,4,0,0,0,0,0,7,11,12,5,0,1,4,0,3,1,1,2,10,0,0,0,7,1,5,1,0,0,9,4,10,4,6,7,1,2,0,15,1,3,4,5,11,2,1,2,2,0,5,3,7,6,4,3,2,4,1,6,5,12,10,7,5,4,9,18,6,7,2,8,9,0,13,4,7,1,2,3,2,3,9,5,0,0,0,8,8,0,16,2,0,1,6,3,4,1,11,18,10,1,6,5,1,7,0,10,1,0,15,10,2,0,4,5,12,2,9,1,2,4,9,3,2,10,5,3,6,2,5,5,17,6,2,7,3
+non-clustered_tds_1-10Kb,2,0,76,1,0,2,1,126,1,7,2,24,2,20,2,0,1,0,0,1,34,40,125,63,48,246,0,1,2,32,0,2,1,0,0,0,0,1,0,0,2,7,0,1,0,0,0,0,0,2,0,0,0,1,0,3,0,8,0,1,1,0,0,2,1,2,0,1,0,0,0,1,0,1,0,2,0,0,0,0,2,1,0,0,0,2,131,6,0,1,1,0,2,0,1,0,0,5,177,266,2,0,0,27,0,1,4,79,5,39,3,86,1,4,2,1,5,6,3,0,0,2,1,49,73,2,53,180,0,2,78,4,0,6,33,2,98,224,0,0,0,0,3,154,3,303,10,0,0,1,3,1,3,2,55,1,5,257,0,81,12,0,6,0,0,2,1,0,0,2,5,1,4,3,16,1,0,0,2,1,13,2,1,7,3,0,0,345,8,160,93,0
+non-clustered_tds_10-100Kb,6,3,74,1,0,5,1,31,2,16,4,11,10,4,10,1,8,0,1,5,19,45,57,60,61,82,7,9,6,29,2,1,9,0,1,0,0,4,0,5,3,2,0,2,0,0,0,0,0,2,0,1,0,0,0,1,0,271,0,0,2,0,0,9,0,6,1,0,0,0,0,7,1,0,0,0,0,0,0,2,0,2,2,0,2,0,51,16,0,8,10,0,2,0,1,0,0,3,54,153,1,0,0,33,0,4,2,60,7,13,5,29,0,13,0,10,0,1,8,3,1,4,1,40,74,0,19,128,0,6,88,5,7,36,15,1,30,171,3,0,0,1,0,88,5,204,29,0,5,1,9,2,14,12,93,0,7,92,2,41,58,2,2,0,0,28,4,0,4,0,6,5,3,9,5,1,1,4,2,10,47,1,2,57,1,1,0,65,4,86,96,0
+non-clustered_tds_100Kb-1Mb,21,3,23,4,0,5,3,6,2,72,6,8,29,3,3,10,8,1,3,15,37,33,31,20,30,17,6,7,14,16,0,11,22,0,3,0,0,1,1,2,0,20,0,7,0,0,0,0,0,2,1,0,0,0,0,3,7,72,0,0,14,0,1,34,1,14,4,1,0,3,0,7,3,0,0,2,1,0,1,3,0,3,3,1,7,1,24,4,0,4,8,1,13,0,2,0,3,23,8,29,9,1,0,32,0,3,2,15,6,5,9,20,3,13,3,32,0,2,4,5,2,13,8,15,35,1,10,54,1,16,2,13,2,250,0,1,0,25,15,0,0,1,2,29,7,112,181,0,6,2,9,8,74,20,49,1,23,32,1,5,80,1,6,0,4,98,5,0,2,3,9,6,2,16,14,2,1,42,2,76,107,2,0,209,0,1,1,20,2,18,19,0
+non-clustered_tds_1Mb-10Mb,11,1,10,5,0,17,2,12,1,7,1,1,6,3,6,4,4,2,6,12,9,5,8,1,12,3,2,1,8,6,5,7,13,2,2,0,0,0,2,5,1,16,0,7,0,0,1,0,0,6,3,2,1,0,0,4,3,13,0,0,2,0,1,14,3,3,1,1,0,4,0,2,14,0,0,6,1,1,0,4,0,2,2,0,6,1,13,6,1,10,9,1,5,0,7,0,5,3,6,5,6,0,1,1,0,4,5,3,8,4,3,5,0,0,5,5,2,5,1,6,9,2,13,4,13,6,2,16,0,10,4,2,1,17,2,1,1,9,3,1,0,2,2,5,2,69,25,0,4,6,7,7,25,6,26,6,4,24,1,2,9,2,3,0,0,21,8,1,2,5,4,8,1,15,11,1,4,11,1,4,12,4,3,70,4,4,3,5,5,3,2,3
+non-clustered_tds_>10Mb,6,0,2,2,0,29,5,5,4,7,1,2,1,6,6,0,4,1,2,3,4,3,6,0,5,7,2,6,4,5,7,2,9,0,1,0,0,0,0,1,7,12,0,3,1,1,3,0,0,21,0,3,0,0,0,4,2,5,0,0,0,0,0,2,4,6,0,0,0,1,0,3,3,1,0,4,0,1,0,5,0,1,2,0,1,3,4,12,3,11,2,1,2,0,13,3,4,4,6,3,2,1,2,1,0,2,3,5,5,1,1,5,3,1,6,3,9,9,1,1,2,2,16,1,12,4,1,10,0,19,3,5,2,1,2,2,0,10,4,1,0,0,6,7,1,15,7,0,0,2,4,2,3,11,8,2,1,12,2,5,10,1,5,0,0,9,11,1,0,3,2,7,1,10,0,2,4,7,5,3,11,3,1,9,2,6,6,7,3,3,3,1
+non-clustered_inv_1-10Kb,6,1,533,46,0,18,176,43,4,21,11,14,4,13,7,1,21,2,9,16,8,21,181,4,6,11,16,9,11,4,10,17,21,0,0,2,0,0,1,7,5,9,0,11,0,1,0,0,0,3,0,1,0,0,0,14,2,10,1,0,0,0,0,9,2,17,0,0,0,9,0,7,19,0,3,7,0,0,1,2,0,3,1,1,8,2,5,22,1,7,18,1,7,0,6,1,7,7,10,16,4,0,1,9,0,16,12,5,6,21,12,4,1,7,4,11,21,19,11,10,6,3,12,8,8,4,8,14,0,4,63,18,4,7,249,3,28,10,1,94,49,40,8,17,40,25,34,0,13,13,23,12,0,15,12,214,8,17,17,5,18,1,13,34,0,17,10,1,1,66,8,103,8,30,8,5,11,18,15,11,15,8,77,4,6,0,6,22,9,15,6,0
+non-clustered_inv_10-100Kb,5,1,5,3,0,9,0,6,3,25,6,8,10,0,9,1,9,4,3,2,7,9,23,8,15,3,1,3,2,7,6,6,9,0,0,2,0,0,3,2,2,13,0,5,0,0,1,0,0,4,0,0,0,0,0,2,1,9,0,0,1,0,0,6,0,3,1,1,0,2,0,9,12,0,1,2,0,0,0,0,0,0,1,0,4,0,2,4,1,3,5,1,2,0,9,0,1,7,8,7,2,1,0,8,0,2,6,4,5,4,1,4,0,4,4,10,2,7,8,7,6,2,9,0,8,4,3,6,0,8,2,4,1,15,4,0,0,6,1,0,2,1,0,7,0,9,10,0,5,3,4,7,4,19,13,6,4,4,2,1,15,0,7,0,0,7,1,0,0,3,3,16,2,12,6,5,1,4,5,4,14,2,2,6,2,0,3,5,12,4,15,0
+non-clustered_inv_100Kb-1Mb,6,0,3,5,0,14,3,3,3,13,0,3,4,0,8,1,5,4,6,9,2,2,4,2,6,0,0,4,3,3,3,5,9,0,0,1,2,0,5,1,0,12,0,4,0,1,0,0,0,4,1,1,0,0,0,0,3,2,0,0,4,0,0,3,1,0,2,0,1,7,0,0,1,0,2,5,0,0,1,6,0,6,0,0,4,0,0,1,1,9,8,0,1,0,4,0,5,8,6,8,4,0,1,1,1,2,4,4,2,0,1,1,1,3,4,10,3,3,11,5,2,2,20,0,1,6,0,6,0,12,0,3,2,9,4,0,0,8,1,1,0,0,3,2,1,5,14,0,2,4,8,9,7,11,9,7,3,1,2,5,10,0,2,0,0,8,5,0,0,0,5,4,0,11,3,3,2,2,3,3,6,5,7,6,2,0,4,6,4,3,4,1
+non-clustered_inv_1Mb-10Mb,13,3,3,5,1,33,3,7,10,11,2,3,8,4,12,1,1,1,12,8,10,5,4,2,10,3,1,4,9,0,10,10,18,5,4,1,0,4,0,7,12,22,0,5,0,0,8,0,0,12,0,6,4,0,0,5,1,10,0,0,0,0,1,1,8,5,2,1,2,5,0,0,10,1,3,15,2,2,0,6,1,6,2,0,7,0,6,7,4,12,11,0,8,0,11,1,13,17,5,11,7,0,0,1,0,7,6,2,13,0,2,5,3,1,8,7,7,8,15,15,7,6,24,4,11,20,0,13,0,27,2,5,1,3,7,9,0,9,5,1,0,2,0,5,1,29,13,0,0,9,8,8,5,12,33,17,15,5,2,3,8,1,7,0,0,19,10,1,0,8,7,17,1,29,5,1,13,25,5,4,11,2,1,10,2,11,2,5,6,5,1,1
+non-clustered_inv_>10Mb,18,3,7,5,3,46,6,9,8,20,2,9,0,8,15,1,13,3,13,4,5,9,11,12,11,12,2,14,4,7,27,10,13,0,0,2,0,2,4,5,11,31,0,15,5,2,3,0,0,40,0,13,1,0,0,8,0,11,0,0,3,0,0,19,13,15,5,4,4,3,0,5,1,0,1,1,0,0,0,7,1,6,2,0,2,3,1,18,7,23,8,0,4,0,17,7,7,6,8,19,3,0,6,4,0,6,13,1,8,9,9,6,5,3,18,12,24,20,15,13,4,8,29,6,27,15,14,12,1,51,7,10,4,8,5,3,0,23,10,1,0,0,14,11,1,33,11,0,1,15,11,13,6,13,15,18,6,16,3,12,9,1,7,2,0,18,16,1,0,8,3,19,3,15,8,5,8,17,5,8,22,5,6,13,5,9,9,17,5,7,5,1
+non-clustered_trans,31,13,94,30,10,100,18,61,18,105,10,24,0,39,14,1,94,2,26,19,65,76,109,43,60,100,20,55,23,42,25,25,24,11,0,17,0,0,7,7,19,60,1,17,7,0,5,0,0,163,4,8,6,2,0,21,3,21,0,0,4,0,4,37,35,85,0,5,9,25,1,17,24,9,22,16,3,4,7,16,0,9,22,6,9,45,32,30,24,68,30,1,18,0,36,6,23,8,135,185,17,1,26,45,0,19,32,46,34,34,42,57,21,7,24,33,49,90,39,48,19,21,97,77,89,32,47,139,2,77,14,27,4,22,30,11,42,94,37,7,0,12,38,120,2,134,89,0,15,46,61,20,19,40,99,49,24,165,9,17,77,1,54,4,4,44,15,3,1,25,13,38,28,86,26,9,14,65,22,28,133,44,39,29,13,6,4,286,67,96,58,8