diff --git a/.gitignore b/.gitignore
index 069fa69..ad6e54d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,5 +13,4 @@ elsahar19_rca/__pycache__/*
 .coverage
 scp_sync.py
 out/*
-output/*
 *.log
\ No newline at end of file
diff --git a/conf.yaml b/conf.yaml
index 44920d0..e4e6294 100644
--- a/conf.yaml
+++ b/conf.yaml
@@ -5,12 +5,19 @@ debug_conf: &debug_conf
     DATASET_N_PREVS: 5
     DATASET_PREVS:
     - 0.5
+    - 0.1
 
-  datasets:
+  confs:
     - DATASET_NAME: imdb
 
   plot_confs:
     debug:
+      PLOT_ESTIMATORS:
+        - ref
+        - atc_mc
+        - atc_ne
+      PLOT_STDEV: true
+    debug_plus:
       PLOT_ESTIMATORS:
         - mul_sld_bcts
         - mul_sld
@@ -28,7 +35,7 @@ test_conf: &test_conf
     - 0.5
     - 0.1
 
-  datasets:
+  confs:
     # - DATASET_NAME: rcv1
     #   DATASET_TARGET: CCAT
     - DATASET_NAME: imdb
@@ -53,15 +60,15 @@ main_conf: &main_conf
     - f1
     DATASET_N_PREVS: 9
 
-  datasets:
+  confs:
+    - DATASET_NAME: rcv1
+      DATASET_TARGET: CCAT
+  confs_bck:
     - DATASET_NAME: imdb
-  datasets_bck:
     - DATASET_NAME: rcv1
       DATASET_TARGET: GCAT
     - DATASET_NAME: rcv1
       DATASET_TARGET: MCAT
-    - DATASET_NAME: rcv1
-      DATASET_TARGET: CCAT
 
   plot_confs:
     gs_vs_atc:
@@ -104,4 +111,4 @@ main_conf: &main_conf
       - atc_ne
       - doc_feat
 
-exec: *test_conf
\ No newline at end of file
+exec: *debug_conf
\ No newline at end of file
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_10_acc.png
deleted file mode 100644
index 3baa45c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_10_f1.png
deleted file mode 100644
index 6dbf3fd..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_20_acc.png
deleted file mode 100644
index 09e05a1..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_20_f1.png
deleted file mode 100644
index 3a654b9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_30_acc.png
deleted file mode 100644
index 879c360..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_30_f1.png
deleted file mode 100644
index 8595e62..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_40_acc.png
deleted file mode 100644
index 5ea7a8c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_40_f1.png
deleted file mode 100644
index 7bf82b1..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_50_acc.png
deleted file mode 100644
index f5a2251..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_50_f1.png
deleted file mode 100644
index 6b850a6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_60_acc.png
deleted file mode 100644
index 95dbae2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_60_f1.png
deleted file mode 100644
index 125d942..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_70_acc.png
deleted file mode 100644
index 5a7c4f9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_70_f1.png
deleted file mode 100644
index 7289096..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_80_acc.png
deleted file mode 100644
index 09deea5..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_80_f1.png
deleted file mode 100644
index 7e98449..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_90_acc.png
deleted file mode 100644
index 8d255d6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_90_f1.png
deleted file mode 100644
index 263f450..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_avg_acc.png
deleted file mode 100644
index 42368c3..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_avg_f1.png
deleted file mode 100644
index 342755a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_all_vs_atc_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_10_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_10_acc.png
deleted file mode 100644
index e847a44..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_10_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_10_f1.png
deleted file mode 100644
index 896bc8a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_20_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_20_acc.png
deleted file mode 100644
index 2a3cc6f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_20_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_20_f1.png
deleted file mode 100644
index cf2a87a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_30_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_30_acc.png
deleted file mode 100644
index 06992d9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_30_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_30_f1.png
deleted file mode 100644
index 9fa4257..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_40_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_40_acc.png
deleted file mode 100644
index a8104da..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_40_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_40_f1.png
deleted file mode 100644
index 2fa1906..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_50_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_50_acc.png
deleted file mode 100644
index 2a3db52..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_50_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_50_f1.png
deleted file mode 100644
index 5b0a907..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_60_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_60_acc.png
deleted file mode 100644
index edc03f3..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_60_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_60_f1.png
deleted file mode 100644
index 670efc9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_70_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_70_acc.png
deleted file mode 100644
index 57fa6d6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_70_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_70_f1.png
deleted file mode 100644
index 1022c83..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_80_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_80_acc.png
deleted file mode 100644
index b0b8378..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_80_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_80_f1.png
deleted file mode 100644
index 0f2ccd3..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_90_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_90_acc.png
deleted file mode 100644
index 190e7f2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_90_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_90_f1.png
deleted file mode 100644
index d9405df..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_avg_acc.png
deleted file mode 100644
index 5c620bd..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_avg_f1.png
deleted file mode 100644
index e08761e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_all_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_10_acc.png
deleted file mode 100644
index 0551625..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_10_f1.png
deleted file mode 100644
index b14ff38..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_20_acc.png
deleted file mode 100644
index 1789297..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_20_f1.png
deleted file mode 100644
index 541c62c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_30_acc.png
deleted file mode 100644
index 71cdb53..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_30_f1.png
deleted file mode 100644
index 06b7d3d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_40_acc.png
deleted file mode 100644
index 3acdecc..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_40_f1.png
deleted file mode 100644
index f79ef63..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_50_acc.png
deleted file mode 100644
index c6f0ff7..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_50_f1.png
deleted file mode 100644
index 1715040..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_60_acc.png
deleted file mode 100644
index 171b2ca..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_60_f1.png
deleted file mode 100644
index ef2f57e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_70_acc.png
deleted file mode 100644
index 4d3ca65..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_70_f1.png
deleted file mode 100644
index ff6ea42..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_80_acc.png
deleted file mode 100644
index 1ce07af..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_80_f1.png
deleted file mode 100644
index 652a868..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_90_acc.png
deleted file mode 100644
index fedc0bd..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_90_f1.png
deleted file mode 100644
index 690948f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_avg_acc.png
deleted file mode 100644
index b37295e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_avg_f1.png
deleted file mode 100644
index 85b7a59..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_best_vs_atc_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_10_acc.png
deleted file mode 100644
index 417cbf6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_10_f1.png
deleted file mode 100644
index cb0f61c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_20_acc.png
deleted file mode 100644
index 63131b6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_20_f1.png
deleted file mode 100644
index 3b65195..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_30_acc.png
deleted file mode 100644
index 3f77142..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_30_f1.png
deleted file mode 100644
index 15d4f26..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_40_acc.png
deleted file mode 100644
index a9eb3d8..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_40_f1.png
deleted file mode 100644
index f864a2b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_50_acc.png
deleted file mode 100644
index 9ac3938..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_50_f1.png
deleted file mode 100644
index 7cdf2ac..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_60_acc.png
deleted file mode 100644
index 1a3dadf..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_60_f1.png
deleted file mode 100644
index a9878a6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_70_acc.png
deleted file mode 100644
index 3929373..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_70_f1.png
deleted file mode 100644
index 412a3d2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_80_acc.png
deleted file mode 100644
index f35e997..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_80_f1.png
deleted file mode 100644
index 7204127..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_90_acc.png
deleted file mode 100644
index 1b56ebf..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_90_f1.png
deleted file mode 100644
index a83666f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_avg_acc.png
deleted file mode 100644
index c7b0c5d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_avg_f1.png
deleted file mode 100644
index 7177e08..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_rcv1_CCAT_gs_vs_atc_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_10_acc.png
deleted file mode 100644
index afb860b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_10_f1.png
deleted file mode 100644
index 85d743f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_20_acc.png
deleted file mode 100644
index 81aba8a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_20_f1.png
deleted file mode 100644
index 31b2a02..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_30_acc.png
deleted file mode 100644
index ad4fe48..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_30_f1.png
deleted file mode 100644
index 25a43e3..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_40_acc.png
deleted file mode 100644
index 918757f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_40_f1.png
deleted file mode 100644
index 64197c1..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_50_acc.png
deleted file mode 100644
index f370ceb..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_50_f1.png
deleted file mode 100644
index 98418c2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_60_acc.png
deleted file mode 100644
index cae5975..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_60_f1.png
deleted file mode 100644
index 40ea79d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_70_acc.png
deleted file mode 100644
index 891fcf0..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_70_f1.png
deleted file mode 100644
index f2a04e1..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_80_acc.png
deleted file mode 100644
index a40ce86..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_80_f1.png
deleted file mode 100644
index 953b09d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_90_acc.png
deleted file mode 100644
index 31d5fbb..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_90_f1.png
deleted file mode 100644
index 34eeacf..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_avg_acc.png
deleted file mode 100644
index 1f06afb..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_avg_f1.png
deleted file mode 100644
index ef49dfc..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_all_vs_atc_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_10_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_10_acc.png
deleted file mode 100644
index 2287391..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_10_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_10_f1.png
deleted file mode 100644
index 4947618..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_20_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_20_acc.png
deleted file mode 100644
index 5bc5bf0..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_20_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_20_f1.png
deleted file mode 100644
index 3b6fd9a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_30_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_30_acc.png
deleted file mode 100644
index 4cd0f40..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_30_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_30_f1.png
deleted file mode 100644
index a68fb21..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_40_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_40_acc.png
deleted file mode 100644
index 22a2453..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_40_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_40_f1.png
deleted file mode 100644
index 1349bd0..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_50_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_50_acc.png
deleted file mode 100644
index d8c2361..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_50_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_50_f1.png
deleted file mode 100644
index 7e9db33..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_60_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_60_acc.png
deleted file mode 100644
index b5e3382..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_60_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_60_f1.png
deleted file mode 100644
index 77a588c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_70_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_70_acc.png
deleted file mode 100644
index 74678d9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_70_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_70_f1.png
deleted file mode 100644
index a7b1a0b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_80_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_80_acc.png
deleted file mode 100644
index 112ba02..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_80_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_80_f1.png
deleted file mode 100644
index bbbfae2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_90_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_90_acc.png
deleted file mode 100644
index 3007a6c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_90_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_90_f1.png
deleted file mode 100644
index 0ccb720..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_avg_acc.png
deleted file mode 100644
index 969490d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_avg_f1.png
deleted file mode 100644
index 1727b15..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_all_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_10_acc.png
deleted file mode 100644
index 7135ddf..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_10_f1.png
deleted file mode 100644
index 41c24e9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_20_acc.png
deleted file mode 100644
index 408ed43..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_20_f1.png
deleted file mode 100644
index 479488c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_30_acc.png
deleted file mode 100644
index 8624b9b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_30_f1.png
deleted file mode 100644
index fb79530..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_40_acc.png
deleted file mode 100644
index 6610c0e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_40_f1.png
deleted file mode 100644
index f18aca2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_50_acc.png
deleted file mode 100644
index 4170481..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_50_f1.png
deleted file mode 100644
index 628bb66..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_60_acc.png
deleted file mode 100644
index 63dc8e3..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_60_f1.png
deleted file mode 100644
index 25eae73..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_70_acc.png
deleted file mode 100644
index e92ada1..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_70_f1.png
deleted file mode 100644
index f88846d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_80_acc.png
deleted file mode 100644
index 965f1bd..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_80_f1.png
deleted file mode 100644
index 5427676..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_90_acc.png
deleted file mode 100644
index badb62d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_90_f1.png
deleted file mode 100644
index 4ab947c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_avg_acc.png
deleted file mode 100644
index 6d1dc2a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_avg_f1.png
deleted file mode 100644
index bcea9b1..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_best_vs_atc_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_10_acc.png
deleted file mode 100644
index b3d54d6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_10_f1.png
deleted file mode 100644
index 992689c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_20_acc.png
deleted file mode 100644
index e931195..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_20_f1.png
deleted file mode 100644
index ba97d23..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_30_acc.png
deleted file mode 100644
index 3f87daf..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_30_f1.png
deleted file mode 100644
index c5a3a95..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_40_acc.png
deleted file mode 100644
index d1f2135..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_40_f1.png
deleted file mode 100644
index 68eff69..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_50_acc.png
deleted file mode 100644
index f29c67e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_50_f1.png
deleted file mode 100644
index 4fd6a0e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_60_acc.png
deleted file mode 100644
index 66e8c59..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_60_f1.png
deleted file mode 100644
index c8c1a45..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_70_acc.png
deleted file mode 100644
index 20fb783..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_70_f1.png
deleted file mode 100644
index 9303b9a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_80_acc.png
deleted file mode 100644
index a75cd07..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_80_f1.png
deleted file mode 100644
index 52c68e8..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_90_acc.png
deleted file mode 100644
index 6bb7fa9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_90_f1.png
deleted file mode 100644
index 5d36b4d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_avg_acc.png
deleted file mode 100644
index b90435a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_avg_f1.png
deleted file mode 100644
index 9cb80a9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/delta_stdev_rcv1_CCAT_gs_vs_atc_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_10_acc.png
deleted file mode 100644
index 6e21654..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_10_f1.png
deleted file mode 100644
index 8ee848a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_20_acc.png
deleted file mode 100644
index b0c7c70..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_20_f1.png
deleted file mode 100644
index 7f83df7..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_30_acc.png
deleted file mode 100644
index 6774c43..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_30_f1.png
deleted file mode 100644
index fac4baa..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_40_acc.png
deleted file mode 100644
index 9a08aed..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_40_f1.png
deleted file mode 100644
index aa8b4f9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_50_acc.png
deleted file mode 100644
index 09a3561..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_50_f1.png
deleted file mode 100644
index 2e2b577..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_60_acc.png
deleted file mode 100644
index ffedc46..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_60_f1.png
deleted file mode 100644
index 5fe2d47..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_70_acc.png
deleted file mode 100644
index fdd0507..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_70_f1.png
deleted file mode 100644
index f8953d7..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_80_acc.png
deleted file mode 100644
index ea217f9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_80_f1.png
deleted file mode 100644
index 9eacd3d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_90_acc.png
deleted file mode 100644
index e694964..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_90_f1.png
deleted file mode 100644
index 466750f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_all_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_10_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_10_acc.png
deleted file mode 100644
index 9a18dd6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_10_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_10_f1.png
deleted file mode 100644
index 91b3657..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_20_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_20_acc.png
deleted file mode 100644
index ccf745d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_20_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_20_f1.png
deleted file mode 100644
index 5f2fb70..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_30_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_30_acc.png
deleted file mode 100644
index a628f26..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_30_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_30_f1.png
deleted file mode 100644
index 93b3ceb..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_40_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_40_acc.png
deleted file mode 100644
index 7a1ebe7..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_40_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_40_f1.png
deleted file mode 100644
index afca9ec..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_50_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_50_acc.png
deleted file mode 100644
index 593efca..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_50_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_50_f1.png
deleted file mode 100644
index 60d4ede..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_60_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_60_acc.png
deleted file mode 100644
index 5a43f63..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_60_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_60_f1.png
deleted file mode 100644
index 84f306f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_70_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_70_acc.png
deleted file mode 100644
index a813d2c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_70_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_70_f1.png
deleted file mode 100644
index 7fca39c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_80_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_80_acc.png
deleted file mode 100644
index 0aca3dc..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_80_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_80_f1.png
deleted file mode 100644
index 2c60801..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_90_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_90_acc.png
deleted file mode 100644
index c5bd8cc..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_90_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_90_f1.png
deleted file mode 100644
index 988a10e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_all_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_10_acc.png
deleted file mode 100644
index 307ade2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_10_f1.png
deleted file mode 100644
index 90cf3b0..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_20_acc.png
deleted file mode 100644
index 010fa35..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_20_f1.png
deleted file mode 100644
index 58dd06e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_30_acc.png
deleted file mode 100644
index 18065f9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_30_f1.png
deleted file mode 100644
index 31a5941..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_40_acc.png
deleted file mode 100644
index e6be813..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_40_f1.png
deleted file mode 100644
index ba12e6b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_50_acc.png
deleted file mode 100644
index e2b298a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_50_f1.png
deleted file mode 100644
index 7fd8bf0..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_60_acc.png
deleted file mode 100644
index f2c6180..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_60_f1.png
deleted file mode 100644
index d2a6da5..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_70_acc.png
deleted file mode 100644
index 4d6abf9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_70_f1.png
deleted file mode 100644
index adb106d..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_80_acc.png
deleted file mode 100644
index 17f821c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_80_f1.png
deleted file mode 100644
index 6b2abb3..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_90_acc.png
deleted file mode 100644
index 62ec911..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_90_f1.png
deleted file mode 100644
index 9406929..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_best_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_10_acc.png
deleted file mode 100644
index b5bdee5..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_10_f1.png
deleted file mode 100644
index 12989db..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_20_acc.png
deleted file mode 100644
index e9fa708..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_20_f1.png
deleted file mode 100644
index 32f2929..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_30_acc.png
deleted file mode 100644
index 470e2d9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_30_f1.png
deleted file mode 100644
index f68abf9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_40_acc.png
deleted file mode 100644
index e5930ea..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_40_f1.png
deleted file mode 100644
index c93e5a5..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_50_acc.png
deleted file mode 100644
index 38da9a4..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_50_f1.png
deleted file mode 100644
index a67df29..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_60_acc.png
deleted file mode 100644
index d3ccee6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_60_f1.png
deleted file mode 100644
index b67a41b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_70_acc.png
deleted file mode 100644
index f477eec..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_70_f1.png
deleted file mode 100644
index cba0045..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_80_acc.png
deleted file mode 100644
index fd9539b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_80_f1.png
deleted file mode 100644
index fa120ad..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_90_acc.png
deleted file mode 100644
index 12af6f7..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_90_f1.png
deleted file mode 100644
index d68b7d4..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/diagonal_rcv1_CCAT_gs_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_10_acc.png
deleted file mode 100644
index 129b6bc..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_10_f1.png
deleted file mode 100644
index 0dfe603..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_20_acc.png
deleted file mode 100644
index d9542f2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_20_f1.png
deleted file mode 100644
index 5aa19a9..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_30_acc.png
deleted file mode 100644
index 4f693b8..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_30_f1.png
deleted file mode 100644
index bb08399..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_40_acc.png
deleted file mode 100644
index 2b25456..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_40_f1.png
deleted file mode 100644
index 2a64373..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_50_acc.png
deleted file mode 100644
index 46a80df..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_50_f1.png
deleted file mode 100644
index 30f8876..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_60_acc.png
deleted file mode 100644
index 48c7647..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_60_f1.png
deleted file mode 100644
index fab2d4b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_70_acc.png
deleted file mode 100644
index 25e255b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_70_f1.png
deleted file mode 100644
index ed01791..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_80_acc.png
deleted file mode 100644
index 8308225..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_80_f1.png
deleted file mode 100644
index d4276ee..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_90_acc.png
deleted file mode 100644
index a9a4290..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_90_f1.png
deleted file mode 100644
index a718ef5..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_avg_acc.png
deleted file mode 100644
index d6f3ff3..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_avg_f1.png
deleted file mode 100644
index ceac599..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_all_vs_atc_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_10_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_10_acc.png
deleted file mode 100644
index 8c744fa..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_10_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_10_f1.png
deleted file mode 100644
index 6da7f0c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_20_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_20_acc.png
deleted file mode 100644
index 5e4c89c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_20_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_20_f1.png
deleted file mode 100644
index 9a7fd0c..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_30_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_30_acc.png
deleted file mode 100644
index bfc6b9f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_30_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_30_f1.png
deleted file mode 100644
index 1b4bf39..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_40_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_40_acc.png
deleted file mode 100644
index 1d30ac2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_40_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_40_f1.png
deleted file mode 100644
index 5865791..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_50_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_50_acc.png
deleted file mode 100644
index bf24b54..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_50_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_50_f1.png
deleted file mode 100644
index 1c8a528..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_60_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_60_acc.png
deleted file mode 100644
index 3f72a95..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_60_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_60_f1.png
deleted file mode 100644
index d45df17..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_70_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_70_acc.png
deleted file mode 100644
index 5c2731f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_70_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_70_f1.png
deleted file mode 100644
index 3fa889f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_80_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_80_acc.png
deleted file mode 100644
index 1219430..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_80_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_80_f1.png
deleted file mode 100644
index 7c54442..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_90_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_90_acc.png
deleted file mode 100644
index f91b536..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_90_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_90_f1.png
deleted file mode 100644
index 1f5a5ed..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_avg_acc.png
deleted file mode 100644
index 9d527a1..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_avg_f1.png
deleted file mode 100644
index a5b6399..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_all_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_10_acc.png
deleted file mode 100644
index 9fd1e51..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_10_f1.png
deleted file mode 100644
index 9d24935..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_20_acc.png
deleted file mode 100644
index 407f8f2..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_20_f1.png
deleted file mode 100644
index 2a00fef..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_30_acc.png
deleted file mode 100644
index 73d3447..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_30_f1.png
deleted file mode 100644
index 03f66f4..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_40_acc.png
deleted file mode 100644
index 892b6f3..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_40_f1.png
deleted file mode 100644
index f29b469..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_50_acc.png
deleted file mode 100644
index 94e67c3..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_50_f1.png
deleted file mode 100644
index 714bd24..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_60_acc.png
deleted file mode 100644
index a5d55e1..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_60_f1.png
deleted file mode 100644
index 669eb5b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_70_acc.png
deleted file mode 100644
index 8121b99..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_70_f1.png
deleted file mode 100644
index 3b64288..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_80_acc.png
deleted file mode 100644
index dd9e651..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_80_f1.png
deleted file mode 100644
index a1cfb6a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_90_acc.png
deleted file mode 100644
index 1b94284..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_90_f1.png
deleted file mode 100644
index a369e7a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_avg_acc.png
deleted file mode 100644
index 5ea0c41..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_avg_f1.png
deleted file mode 100644
index 1ed44de..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_best_vs_atc_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_10_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_10_acc.png
deleted file mode 100644
index 6f66689..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_10_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_10_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_10_f1.png
deleted file mode 100644
index 5721a07..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_10_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_20_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_20_acc.png
deleted file mode 100644
index d6610fb..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_20_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_20_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_20_f1.png
deleted file mode 100644
index b0df86a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_20_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_30_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_30_acc.png
deleted file mode 100644
index ecba0a6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_30_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_30_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_30_f1.png
deleted file mode 100644
index dd52742..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_30_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_40_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_40_acc.png
deleted file mode 100644
index 76c3487..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_40_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_40_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_40_f1.png
deleted file mode 100644
index d50e60e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_40_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_50_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_50_acc.png
deleted file mode 100644
index c19a0e8..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_50_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_50_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_50_f1.png
deleted file mode 100644
index f7e4b39..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_50_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_60_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_60_acc.png
deleted file mode 100644
index 6a65cdc..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_60_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_60_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_60_f1.png
deleted file mode 100644
index 2a10b7e..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_60_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_70_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_70_acc.png
deleted file mode 100644
index 4d2b52a..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_70_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_70_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_70_f1.png
deleted file mode 100644
index 1561405..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_70_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_80_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_80_acc.png
deleted file mode 100644
index e19c907..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_80_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_80_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_80_f1.png
deleted file mode 100644
index 6d089b6..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_80_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_90_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_90_acc.png
deleted file mode 100644
index 388566f..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_90_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_90_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_90_f1.png
deleted file mode 100644
index 4e83933..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_90_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_avg_acc.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_avg_acc.png
deleted file mode 100644
index 02eb90b..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_avg_acc.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_avg_f1.png b/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_avg_f1.png
deleted file mode 100644
index 3ed4f07..0000000
Binary files a/output/rcv1_CCAT_9prevs/plot/shift_rcv1_CCAT_gs_vs_atc_avg_f1.png and /dev/null differ
diff --git a/output/rcv1_CCAT_9prevs/rcv1_CCAT_all_vs_atc_acc.md b/output/rcv1_CCAT_9prevs/rcv1_CCAT_all_vs_atc_acc.md
deleted file mode 100644
index 6d8d247..0000000
--- a/output/rcv1_CCAT_9prevs/rcv1_CCAT_all_vs_atc_acc.md
+++ /dev/null
@@ -1,2708 +0,0 @@
-# rcv1_CCAT
-
-## 90% positives
-> train: [0.09996662 0.90003338]  
-> validation: [0.09996662 0.90003338]  
-> bin_sld: 234.941s  
-> mul_sld: 75.002s  
-> bin_sld_bcts: 230.912s  
-> mul_sld_bcts: 79.197s  
-> bin_sld_gs: 478.630s  
-> mul_sld_gs: 251.343s  
-> kfcv: 55.369s  
-> ref: 52.475s  
-> atc_mc: 54.633s  
-> atc_ne: 54.569s  
-> doc_feat: 46.647s  
-> tot: 486.773s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0004</td>
-      <td>0.0358</td>
-      <td>0.0055</td>
-      <td>0.0153</td>
-      <td>0.0001</td>
-      <td>0.0048</td>
-      <td>0.1704</td>
-      <td>0.1704</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0501</td>
-      <td>0.0961</td>
-      <td>0.0384</td>
-      <td>0.0417</td>
-      <td>0.0240</td>
-      <td>0.0275</td>
-      <td>0.1614</td>
-      <td>0.1614</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0887</td>
-      <td>0.1250</td>
-      <td>0.0399</td>
-      <td>0.0431</td>
-      <td>0.0283</td>
-      <td>0.0293</td>
-      <td>0.1528</td>
-      <td>0.1528</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0926</td>
-      <td>0.1269</td>
-      <td>0.0390</td>
-      <td>0.0420</td>
-      <td>0.0289</td>
-      <td>0.0292</td>
-      <td>0.1426</td>
-      <td>0.1426</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0887</td>
-      <td>0.1192</td>
-      <td>0.0357</td>
-      <td>0.0368</td>
-      <td>0.0289</td>
-      <td>0.0253</td>
-      <td>0.1334</td>
-      <td>0.1334</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0879</td>
-      <td>0.1197</td>
-      <td>0.0366</td>
-      <td>0.0401</td>
-      <td>0.0303</td>
-      <td>0.0282</td>
-      <td>0.1217</td>
-      <td>0.1217</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0825</td>
-      <td>0.1118</td>
-      <td>0.0334</td>
-      <td>0.0362</td>
-      <td>0.0285</td>
-      <td>0.0252</td>
-      <td>0.1131</td>
-      <td>0.1131</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0778</td>
-      <td>0.1062</td>
-      <td>0.0319</td>
-      <td>0.0352</td>
-      <td>0.0294</td>
-      <td>0.0241</td>
-      <td>0.1040</td>
-      <td>0.1040</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0727</td>
-      <td>0.0999</td>
-      <td>0.0303</td>
-      <td>0.0342</td>
-      <td>0.0276</td>
-      <td>0.0236</td>
-      <td>0.0943</td>
-      <td>0.0943</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0637</td>
-      <td>0.0867</td>
-      <td>0.0261</td>
-      <td>0.0286</td>
-      <td>0.0247</td>
-      <td>0.0194</td>
-      <td>0.0847</td>
-      <td>0.0847</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0569</td>
-      <td>0.0771</td>
-      <td>0.0238</td>
-      <td>0.0256</td>
-      <td>0.0235</td>
-      <td>0.0182</td>
-      <td>0.0749</td>
-      <td>0.0749</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0527</td>
-      <td>0.0715</td>
-      <td>0.0239</td>
-      <td>0.0263</td>
-      <td>0.0241</td>
-      <td>0.0184</td>
-      <td>0.0622</td>
-      <td>0.0622</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0418</td>
-      <td>0.0563</td>
-      <td>0.0188</td>
-      <td>0.0200</td>
-      <td>0.0191</td>
-      <td>0.0146</td>
-      <td>0.0541</td>
-      <td>0.0541</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0392</td>
-      <td>0.0536</td>
-      <td>0.0206</td>
-      <td>0.0236</td>
-      <td>0.0210</td>
-      <td>0.0177</td>
-      <td>0.0422</td>
-      <td>0.0422</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0313</td>
-      <td>0.0426</td>
-      <td>0.0182</td>
-      <td>0.0205</td>
-      <td>0.0194</td>
-      <td>0.0161</td>
-      <td>0.0334</td>
-      <td>0.0334</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0231</td>
-      <td>0.0318</td>
-      <td>0.0152</td>
-      <td>0.0169</td>
-      <td>0.0162</td>
-      <td>0.0130</td>
-      <td>0.0239</td>
-      <td>0.0239</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0184</td>
-      <td>0.0246</td>
-      <td>0.0146</td>
-      <td>0.0168</td>
-      <td>0.0163</td>
-      <td>0.0134</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0127</td>
-      <td>0.0172</td>
-      <td>0.0129</td>
-      <td>0.0154</td>
-      <td>0.0142</td>
-      <td>0.0128</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0084</td>
-      <td>0.0103</td>
-      <td>0.0119</td>
-      <td>0.0132</td>
-      <td>0.0118</td>
-      <td>0.0120</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0060</td>
-      <td>0.0072</td>
-      <td>0.0112</td>
-      <td>0.0131</td>
-      <td>0.0104</td>
-      <td>0.0127</td>
-      <td>0.0134</td>
-      <td>0.0134</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0048</td>
-      <td>0.0040</td>
-      <td>0.0125</td>
-      <td>0.0128</td>
-      <td>0.0100</td>
-      <td>0.0146</td>
-      <td>0.0243</td>
-      <td>0.0243</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0476</td>
-      <td>0.0678</td>
-      <td>0.0238</td>
-      <td>0.0265</td>
-      <td>0.0208</td>
-      <td>0.0191</td>
-      <td>0.0781</td>
-      <td>0.0781</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_90_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_90_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_90_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_90_acc.png)
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]  
-> validation: [0.20010013 0.79989987]  
-> bin_sld: 229.883s  
-> mul_sld: 73.128s  
-> bin_sld_bcts: 226.915s  
-> mul_sld_bcts: 75.715s  
-> bin_sld_gs: 456.287s  
-> mul_sld_gs: 284.706s  
-> kfcv: 51.186s  
-> ref: 49.290s  
-> atc_mc: 52.169s  
-> atc_ne: 51.718s  
-> doc_feat: 44.179s  
-> tot: 462.366s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0019</td>
-      <td>0.0162</td>
-      <td>0.0026</td>
-      <td>0.0163</td>
-      <td>0.0503</td>
-      <td>0.0229</td>
-      <td>0.0311</td>
-      <td>0.0311</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0261</td>
-      <td>0.0393</td>
-      <td>0.0125</td>
-      <td>0.0141</td>
-      <td>0.0537</td>
-      <td>0.0171</td>
-      <td>0.0274</td>
-      <td>0.0274</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0233</td>
-      <td>0.0340</td>
-      <td>0.0100</td>
-      <td>0.0118</td>
-      <td>0.0452</td>
-      <td>0.0132</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0207</td>
-      <td>0.0320</td>
-      <td>0.0091</td>
-      <td>0.0105</td>
-      <td>0.0436</td>
-      <td>0.0118</td>
-      <td>0.0227</td>
-      <td>0.0227</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0161</td>
-      <td>0.0248</td>
-      <td>0.0076</td>
-      <td>0.0087</td>
-      <td>0.0381</td>
-      <td>0.0102</td>
-      <td>0.0214</td>
-      <td>0.0214</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0162</td>
-      <td>0.0238</td>
-      <td>0.0082</td>
-      <td>0.0103</td>
-      <td>0.0360</td>
-      <td>0.0112</td>
-      <td>0.0201</td>
-      <td>0.0201</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0134</td>
-      <td>0.0242</td>
-      <td>0.0095</td>
-      <td>0.0108</td>
-      <td>0.0364</td>
-      <td>0.0126</td>
-      <td>0.0178</td>
-      <td>0.0178</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0129</td>
-      <td>0.0212</td>
-      <td>0.0102</td>
-      <td>0.0113</td>
-      <td>0.0324</td>
-      <td>0.0124</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0108</td>
-      <td>0.0193</td>
-      <td>0.0093</td>
-      <td>0.0103</td>
-      <td>0.0319</td>
-      <td>0.0116</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0104</td>
-      <td>0.0164</td>
-      <td>0.0102</td>
-      <td>0.0100</td>
-      <td>0.0289</td>
-      <td>0.0107</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0081</td>
-      <td>0.0152</td>
-      <td>0.0079</td>
-      <td>0.0098</td>
-      <td>0.0270</td>
-      <td>0.0103</td>
-      <td>0.0136</td>
-      <td>0.0136</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0082</td>
-      <td>0.0148</td>
-      <td>0.0086</td>
-      <td>0.0092</td>
-      <td>0.0277</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0074</td>
-      <td>0.0143</td>
-      <td>0.0084</td>
-      <td>0.0094</td>
-      <td>0.0229</td>
-      <td>0.0102</td>
-      <td>0.0110</td>
-      <td>0.0110</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0087</td>
-      <td>0.0154</td>
-      <td>0.0101</td>
-      <td>0.0095</td>
-      <td>0.0248</td>
-      <td>0.0115</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0079</td>
-      <td>0.0131</td>
-      <td>0.0091</td>
-      <td>0.0097</td>
-      <td>0.0226</td>
-      <td>0.0114</td>
-      <td>0.0106</td>
-      <td>0.0106</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0098</td>
-      <td>0.0124</td>
-      <td>0.0091</td>
-      <td>0.0089</td>
-      <td>0.0209</td>
-      <td>0.0106</td>
-      <td>0.0091</td>
-      <td>0.0091</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0120</td>
-      <td>0.0116</td>
-      <td>0.0101</td>
-      <td>0.0099</td>
-      <td>0.0226</td>
-      <td>0.0116</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0141</td>
-      <td>0.0111</td>
-      <td>0.0104</td>
-      <td>0.0105</td>
-      <td>0.0209</td>
-      <td>0.0122</td>
-      <td>0.0104</td>
-      <td>0.0104</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0154</td>
-      <td>0.0099</td>
-      <td>0.0099</td>
-      <td>0.0111</td>
-      <td>0.0211</td>
-      <td>0.0141</td>
-      <td>0.0108</td>
-      <td>0.0108</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0157</td>
-      <td>0.0084</td>
-      <td>0.0107</td>
-      <td>0.0119</td>
-      <td>0.0180</td>
-      <td>0.0154</td>
-      <td>0.0130</td>
-      <td>0.0130</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0055</td>
-      <td>0.0058</td>
-      <td>0.0115</td>
-      <td>0.0141</td>
-      <td>0.0179</td>
-      <td>0.0193</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0126</td>
-      <td>0.0182</td>
-      <td>0.0093</td>
-      <td>0.0109</td>
-      <td>0.0306</td>
-      <td>0.0129</td>
-      <td>0.0163</td>
-      <td>0.0163</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_80_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_80_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_80_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_80_acc.png)
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]  
-> validation: [0.30006676 0.69993324]  
-> bin_sld: 225.630s  
-> mul_sld: 71.930s  
-> bin_sld_bcts: 223.728s  
-> mul_sld_bcts: 76.593s  
-> bin_sld_gs: 431.047s  
-> mul_sld_gs: 291.843s  
-> kfcv: 51.915s  
-> ref: 49.281s  
-> atc_mc: 51.662s  
-> atc_ne: 51.127s  
-> doc_feat: 43.648s  
-> tot: 436.749s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0007</td>
-      <td>0.0099</td>
-      <td>0.0052</td>
-      <td>0.0141</td>
-      <td>0.0044</td>
-      <td>0.0215</td>
-      <td>0.0238</td>
-      <td>0.0238</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0184</td>
-      <td>0.0145</td>
-      <td>0.0141</td>
-      <td>0.0136</td>
-      <td>0.0180</td>
-      <td>0.0182</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0167</td>
-      <td>0.0137</td>
-      <td>0.0134</td>
-      <td>0.0126</td>
-      <td>0.0178</td>
-      <td>0.0161</td>
-      <td>0.0216</td>
-      <td>0.0216</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0149</td>
-      <td>0.0119</td>
-      <td>0.0141</td>
-      <td>0.0112</td>
-      <td>0.0177</td>
-      <td>0.0176</td>
-      <td>0.0197</td>
-      <td>0.0197</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0112</td>
-      <td>0.0093</td>
-      <td>0.0115</td>
-      <td>0.0092</td>
-      <td>0.0140</td>
-      <td>0.0146</td>
-      <td>0.0206</td>
-      <td>0.0206</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0111</td>
-      <td>0.0108</td>
-      <td>0.0135</td>
-      <td>0.0111</td>
-      <td>0.0151</td>
-      <td>0.0180</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0098</td>
-      <td>0.0115</td>
-      <td>0.0140</td>
-      <td>0.0104</td>
-      <td>0.0154</td>
-      <td>0.0185</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0102</td>
-      <td>0.0123</td>
-      <td>0.0132</td>
-      <td>0.0115</td>
-      <td>0.0145</td>
-      <td>0.0196</td>
-      <td>0.0149</td>
-      <td>0.0149</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0086</td>
-      <td>0.0132</td>
-      <td>0.0139</td>
-      <td>0.0121</td>
-      <td>0.0139</td>
-      <td>0.0212</td>
-      <td>0.0122</td>
-      <td>0.0122</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0095</td>
-      <td>0.0135</td>
-      <td>0.0139</td>
-      <td>0.0112</td>
-      <td>0.0138</td>
-      <td>0.0213</td>
-      <td>0.0123</td>
-      <td>0.0123</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0094</td>
-      <td>0.0160</td>
-      <td>0.0140</td>
-      <td>0.0123</td>
-      <td>0.0135</td>
-      <td>0.0221</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0102</td>
-      <td>0.0149</td>
-      <td>0.0143</td>
-      <td>0.0124</td>
-      <td>0.0144</td>
-      <td>0.0233</td>
-      <td>0.0102</td>
-      <td>0.0102</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0130</td>
-      <td>0.0180</td>
-      <td>0.0118</td>
-      <td>0.0101</td>
-      <td>0.0105</td>
-      <td>0.0213</td>
-      <td>0.0096</td>
-      <td>0.0096</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0138</td>
-      <td>0.0178</td>
-      <td>0.0148</td>
-      <td>0.0128</td>
-      <td>0.0132</td>
-      <td>0.0245</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0134</td>
-      <td>0.0162</td>
-      <td>0.0121</td>
-      <td>0.0111</td>
-      <td>0.0110</td>
-      <td>0.0259</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0147</td>
-      <td>0.0158</td>
-      <td>0.0132</td>
-      <td>0.0131</td>
-      <td>0.0122</td>
-      <td>0.0272</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0158</td>
-      <td>0.0162</td>
-      <td>0.0144</td>
-      <td>0.0139</td>
-      <td>0.0133</td>
-      <td>0.0279</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0147</td>
-      <td>0.0145</td>
-      <td>0.0153</td>
-      <td>0.0154</td>
-      <td>0.0124</td>
-      <td>0.0288</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0127</td>
-      <td>0.0110</td>
-      <td>0.0130</td>
-      <td>0.0152</td>
-      <td>0.0129</td>
-      <td>0.0301</td>
-      <td>0.0062</td>
-      <td>0.0062</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0108</td>
-      <td>0.0082</td>
-      <td>0.0124</td>
-      <td>0.0150</td>
-      <td>0.0106</td>
-      <td>0.0304</td>
-      <td>0.0063</td>
-      <td>0.0063</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0051</td>
-      <td>0.0059</td>
-      <td>0.0126</td>
-      <td>0.0174</td>
-      <td>0.0147</td>
-      <td>0.0321</td>
-      <td>0.0059</td>
-      <td>0.0059</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0116</td>
-      <td>0.0131</td>
-      <td>0.0131</td>
-      <td>0.0126</td>
-      <td>0.0135</td>
-      <td>0.0229</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_70_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_70_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_70_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_70_acc.png)
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]  
-> validation: [0.40003338 0.59996662]  
-> bin_sld: 226.621s  
-> mul_sld: 71.844s  
-> bin_sld_bcts: 225.379s  
-> mul_sld_bcts: 77.086s  
-> bin_sld_gs: 471.820s  
-> mul_sld_gs: 283.935s  
-> kfcv: 51.035s  
-> ref: 49.046s  
-> atc_mc: 51.951s  
-> atc_ne: 51.208s  
-> doc_feat: 43.717s  
-> tot: 477.247s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0007</td>
-      <td>0.0064</td>
-      <td>0.0047</td>
-      <td>0.0106</td>
-      <td>0.0070</td>
-      <td>0.0132</td>
-      <td>0.0106</td>
-      <td>0.0106</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0050</td>
-      <td>0.0091</td>
-      <td>0.0084</td>
-      <td>0.0074</td>
-      <td>0.0096</td>
-      <td>0.0095</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0057</td>
-      <td>0.0134</td>
-      <td>0.0095</td>
-      <td>0.0073</td>
-      <td>0.0094</td>
-      <td>0.0081</td>
-      <td>0.0092</td>
-      <td>0.0092</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0084</td>
-      <td>0.0180</td>
-      <td>0.0100</td>
-      <td>0.0079</td>
-      <td>0.0109</td>
-      <td>0.0084</td>
-      <td>0.0083</td>
-      <td>0.0083</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0130</td>
-      <td>0.0235</td>
-      <td>0.0126</td>
-      <td>0.0102</td>
-      <td>0.0108</td>
-      <td>0.0095</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0158</td>
-      <td>0.0261</td>
-      <td>0.0118</td>
-      <td>0.0099</td>
-      <td>0.0110</td>
-      <td>0.0092</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0186</td>
-      <td>0.0288</td>
-      <td>0.0128</td>
-      <td>0.0109</td>
-      <td>0.0119</td>
-      <td>0.0095</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0208</td>
-      <td>0.0290</td>
-      <td>0.0128</td>
-      <td>0.0107</td>
-      <td>0.0128</td>
-      <td>0.0113</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0239</td>
-      <td>0.0320</td>
-      <td>0.0134</td>
-      <td>0.0117</td>
-      <td>0.0121</td>
-      <td>0.0117</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0273</td>
-      <td>0.0331</td>
-      <td>0.0126</td>
-      <td>0.0112</td>
-      <td>0.0117</td>
-      <td>0.0110</td>
-      <td>0.0086</td>
-      <td>0.0086</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0267</td>
-      <td>0.0317</td>
-      <td>0.0147</td>
-      <td>0.0121</td>
-      <td>0.0146</td>
-      <td>0.0133</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0283</td>
-      <td>0.0313</td>
-      <td>0.0113</td>
-      <td>0.0100</td>
-      <td>0.0114</td>
-      <td>0.0116</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0296</td>
-      <td>0.0335</td>
-      <td>0.0117</td>
-      <td>0.0104</td>
-      <td>0.0118</td>
-      <td>0.0112</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0273</td>
-      <td>0.0306</td>
-      <td>0.0113</td>
-      <td>0.0105</td>
-      <td>0.0112</td>
-      <td>0.0111</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0235</td>
-      <td>0.0260</td>
-      <td>0.0125</td>
-      <td>0.0112</td>
-      <td>0.0134</td>
-      <td>0.0156</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0208</td>
-      <td>0.0230</td>
-      <td>0.0112</td>
-      <td>0.0099</td>
-      <td>0.0142</td>
-      <td>0.0155</td>
-      <td>0.0075</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0183</td>
-      <td>0.0200</td>
-      <td>0.0113</td>
-      <td>0.0098</td>
-      <td>0.0144</td>
-      <td>0.0158</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0127</td>
-      <td>0.0149</td>
-      <td>0.0111</td>
-      <td>0.0099</td>
-      <td>0.0155</td>
-      <td>0.0172</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0092</td>
-      <td>0.0107</td>
-      <td>0.0116</td>
-      <td>0.0108</td>
-      <td>0.0183</td>
-      <td>0.0192</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0076</td>
-      <td>0.0084</td>
-      <td>0.0097</td>
-      <td>0.0094</td>
-      <td>0.0160</td>
-      <td>0.0180</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0013</td>
-      <td>0.0048</td>
-      <td>0.0087</td>
-      <td>0.0131</td>
-      <td>0.0187</td>
-      <td>0.0220</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0164</td>
-      <td>0.0216</td>
-      <td>0.0111</td>
-      <td>0.0102</td>
-      <td>0.0127</td>
-      <td>0.0129</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_60_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_60_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_60_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_60_acc.png)
-
-
-## 50% positives
-> train: [0.5 0.5]  
-> validation: [0.5 0.5]  
-> bin_sld: 223.735s  
-> mul_sld: 70.315s  
-> bin_sld_bcts: 224.203s  
-> mul_sld_bcts: 75.746s  
-> bin_sld_gs: 459.866s  
-> mul_sld_gs: 285.490s  
-> kfcv: 51.093s  
-> ref: 48.870s  
-> atc_mc: 51.664s  
-> atc_ne: 50.999s  
-> doc_feat: 43.777s  
-> tot: 465.257s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0007</td>
-      <td>0.0046</td>
-      <td>0.0024</td>
-      <td>0.0105</td>
-      <td>0.0088</td>
-      <td>0.0305</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0055</td>
-      <td>0.0098</td>
-      <td>0.0074</td>
-      <td>0.0077</td>
-      <td>0.0111</td>
-      <td>0.0330</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0083</td>
-      <td>0.0157</td>
-      <td>0.0099</td>
-      <td>0.0068</td>
-      <td>0.0105</td>
-      <td>0.0290</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0154</td>
-      <td>0.0244</td>
-      <td>0.0141</td>
-      <td>0.0094</td>
-      <td>0.0112</td>
-      <td>0.0252</td>
-      <td>0.0077</td>
-      <td>0.0077</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0235</td>
-      <td>0.0302</td>
-      <td>0.0167</td>
-      <td>0.0109</td>
-      <td>0.0120</td>
-      <td>0.0207</td>
-      <td>0.0083</td>
-      <td>0.0083</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0298</td>
-      <td>0.0358</td>
-      <td>0.0182</td>
-      <td>0.0124</td>
-      <td>0.0107</td>
-      <td>0.0194</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0319</td>
-      <td>0.0370</td>
-      <td>0.0177</td>
-      <td>0.0137</td>
-      <td>0.0127</td>
-      <td>0.0189</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0357</td>
-      <td>0.0385</td>
-      <td>0.0189</td>
-      <td>0.0150</td>
-      <td>0.0141</td>
-      <td>0.0184</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0368</td>
-      <td>0.0398</td>
-      <td>0.0185</td>
-      <td>0.0153</td>
-      <td>0.0124</td>
-      <td>0.0162</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0373</td>
-      <td>0.0398</td>
-      <td>0.0175</td>
-      <td>0.0150</td>
-      <td>0.0121</td>
-      <td>0.0157</td>
-      <td>0.0110</td>
-      <td>0.0110</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0369</td>
-      <td>0.0386</td>
-      <td>0.0169</td>
-      <td>0.0146</td>
-      <td>0.0117</td>
-      <td>0.0162</td>
-      <td>0.0122</td>
-      <td>0.0122</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0358</td>
-      <td>0.0390</td>
-      <td>0.0166</td>
-      <td>0.0146</td>
-      <td>0.0100</td>
-      <td>0.0126</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0350</td>
-      <td>0.0371</td>
-      <td>0.0181</td>
-      <td>0.0158</td>
-      <td>0.0117</td>
-      <td>0.0151</td>
-      <td>0.0144</td>
-      <td>0.0144</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0309</td>
-      <td>0.0338</td>
-      <td>0.0174</td>
-      <td>0.0160</td>
-      <td>0.0124</td>
-      <td>0.0123</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0230</td>
-      <td>0.0287</td>
-      <td>0.0157</td>
-      <td>0.0144</td>
-      <td>0.0134</td>
-      <td>0.0120</td>
-      <td>0.0164</td>
-      <td>0.0164</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0194</td>
-      <td>0.0245</td>
-      <td>0.0149</td>
-      <td>0.0135</td>
-      <td>0.0120</td>
-      <td>0.0121</td>
-      <td>0.0170</td>
-      <td>0.0170</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0139</td>
-      <td>0.0198</td>
-      <td>0.0132</td>
-      <td>0.0120</td>
-      <td>0.0119</td>
-      <td>0.0124</td>
-      <td>0.0211</td>
-      <td>0.0211</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0102</td>
-      <td>0.0148</td>
-      <td>0.0104</td>
-      <td>0.0100</td>
-      <td>0.0103</td>
-      <td>0.0097</td>
-      <td>0.0205</td>
-      <td>0.0205</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0081</td>
-      <td>0.0122</td>
-      <td>0.0103</td>
-      <td>0.0098</td>
-      <td>0.0109</td>
-      <td>0.0111</td>
-      <td>0.0239</td>
-      <td>0.0239</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0075</td>
-      <td>0.0085</td>
-      <td>0.0070</td>
-      <td>0.0071</td>
-      <td>0.0092</td>
-      <td>0.0088</td>
-      <td>0.0253</td>
-      <td>0.0253</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0004</td>
-      <td>0.0035</td>
-      <td>0.0038</td>
-      <td>0.0092</td>
-      <td>0.0084</td>
-      <td>0.0079</td>
-      <td>0.0289</td>
-      <td>0.0289</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0212</td>
-      <td>0.0255</td>
-      <td>0.0136</td>
-      <td>0.0121</td>
-      <td>0.0113</td>
-      <td>0.0170</td>
-      <td>0.0140</td>
-      <td>0.0140</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_50_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_50_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_50_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_50_acc.png)
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]  
-> validation: [0.59996662 0.40003338]  
-> bin_sld: 220.011s  
-> mul_sld: 68.308s  
-> bin_sld_bcts: 222.232s  
-> mul_sld_bcts: 74.741s  
-> bin_sld_gs: 463.188s  
-> mul_sld_gs: 286.703s  
-> kfcv: 50.329s  
-> ref: 48.512s  
-> atc_mc: 51.494s  
-> atc_ne: 51.091s  
-> doc_feat: 43.512s  
-> tot: 468.313s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0005</td>
-      <td>0.0034</td>
-      <td>0.0019</td>
-      <td>0.0078</td>
-      <td>0.0044</td>
-      <td>0.0564</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0079</td>
-      <td>0.0154</td>
-      <td>0.0073</td>
-      <td>0.0060</td>
-      <td>0.0076</td>
-      <td>0.0563</td>
-      <td>0.0166</td>
-      <td>0.0166</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0192</td>
-      <td>0.0254</td>
-      <td>0.0114</td>
-      <td>0.0070</td>
-      <td>0.0090</td>
-      <td>0.0560</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0319</td>
-      <td>0.0348</td>
-      <td>0.0157</td>
-      <td>0.0109</td>
-      <td>0.0123</td>
-      <td>0.0534</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0412</td>
-      <td>0.0419</td>
-      <td>0.0183</td>
-      <td>0.0143</td>
-      <td>0.0149</td>
-      <td>0.0509</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0458</td>
-      <td>0.0483</td>
-      <td>0.0222</td>
-      <td>0.0183</td>
-      <td>0.0190</td>
-      <td>0.0476</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0438</td>
-      <td>0.0502</td>
-      <td>0.0215</td>
-      <td>0.0190</td>
-      <td>0.0184</td>
-      <td>0.0482</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0444</td>
-      <td>0.0517</td>
-      <td>0.0229</td>
-      <td>0.0212</td>
-      <td>0.0201</td>
-      <td>0.0481</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0410</td>
-      <td>0.0537</td>
-      <td>0.0243</td>
-      <td>0.0233</td>
-      <td>0.0213</td>
-      <td>0.0449</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0374</td>
-      <td>0.0519</td>
-      <td>0.0228</td>
-      <td>0.0229</td>
-      <td>0.0211</td>
-      <td>0.0457</td>
-      <td>0.0073</td>
-      <td>0.0073</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0342</td>
-      <td>0.0516</td>
-      <td>0.0244</td>
-      <td>0.0244</td>
-      <td>0.0220</td>
-      <td>0.0426</td>
-      <td>0.0081</td>
-      <td>0.0081</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0318</td>
-      <td>0.0515</td>
-      <td>0.0242</td>
-      <td>0.0260</td>
-      <td>0.0225</td>
-      <td>0.0405</td>
-      <td>0.0099</td>
-      <td>0.0099</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0284</td>
-      <td>0.0491</td>
-      <td>0.0245</td>
-      <td>0.0265</td>
-      <td>0.0226</td>
-      <td>0.0371</td>
-      <td>0.0112</td>
-      <td>0.0112</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0248</td>
-      <td>0.0459</td>
-      <td>0.0236</td>
-      <td>0.0267</td>
-      <td>0.0221</td>
-      <td>0.0351</td>
-      <td>0.0156</td>
-      <td>0.0156</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0205</td>
-      <td>0.0409</td>
-      <td>0.0215</td>
-      <td>0.0256</td>
-      <td>0.0204</td>
-      <td>0.0344</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0165</td>
-      <td>0.0338</td>
-      <td>0.0198</td>
-      <td>0.0225</td>
-      <td>0.0188</td>
-      <td>0.0334</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0135</td>
-      <td>0.0308</td>
-      <td>0.0191</td>
-      <td>0.0232</td>
-      <td>0.0185</td>
-      <td>0.0293</td>
-      <td>0.0180</td>
-      <td>0.0180</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0100</td>
-      <td>0.0257</td>
-      <td>0.0165</td>
-      <td>0.0218</td>
-      <td>0.0162</td>
-      <td>0.0265</td>
-      <td>0.0218</td>
-      <td>0.0218</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0072</td>
-      <td>0.0172</td>
-      <td>0.0134</td>
-      <td>0.0172</td>
-      <td>0.0135</td>
-      <td>0.0262</td>
-      <td>0.0224</td>
-      <td>0.0224</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0065</td>
-      <td>0.0127</td>
-      <td>0.0102</td>
-      <td>0.0150</td>
-      <td>0.0106</td>
-      <td>0.0182</td>
-      <td>0.0278</td>
-      <td>0.0278</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0003</td>
-      <td>0.0055</td>
-      <td>0.0033</td>
-      <td>0.0067</td>
-      <td>0.0040</td>
-      <td>0.0155</td>
-      <td>0.0285</td>
-      <td>0.0285</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0241</td>
-      <td>0.0353</td>
-      <td>0.0176</td>
-      <td>0.0184</td>
-      <td>0.0162</td>
-      <td>0.0403</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_40_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_40_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_40_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_40_acc.png)
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]  
-> validation: [0.70010013 0.29989987]  
-> bin_sld: 241.690s  
-> mul_sld: 76.036s  
-> bin_sld_bcts: 241.023s  
-> mul_sld_bcts: 81.654s  
-> bin_sld_gs: 468.354s  
-> mul_sld_gs: 303.186s  
-> kfcv: 56.346s  
-> ref: 53.070s  
-> atc_mc: 56.339s  
-> atc_ne: 55.112s  
-> doc_feat: 46.850s  
-> tot: 474.244s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0014</td>
-      <td>0.0024</td>
-      <td>0.0049</td>
-      <td>0.0101</td>
-      <td>0.0349</td>
-      <td>0.0060</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0097</td>
-      <td>0.0117</td>
-      <td>0.0067</td>
-      <td>0.0080</td>
-      <td>0.0227</td>
-      <td>0.0080</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0180</td>
-      <td>0.0202</td>
-      <td>0.0079</td>
-      <td>0.0073</td>
-      <td>0.0228</td>
-      <td>0.0095</td>
-      <td>0.0049</td>
-      <td>0.0049</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0227</td>
-      <td>0.0282</td>
-      <td>0.0089</td>
-      <td>0.0082</td>
-      <td>0.0186</td>
-      <td>0.0099</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0237</td>
-      <td>0.0333</td>
-      <td>0.0102</td>
-      <td>0.0102</td>
-      <td>0.0170</td>
-      <td>0.0110</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0250</td>
-      <td>0.0378</td>
-      <td>0.0113</td>
-      <td>0.0125</td>
-      <td>0.0135</td>
-      <td>0.0130</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0229</td>
-      <td>0.0371</td>
-      <td>0.0108</td>
-      <td>0.0130</td>
-      <td>0.0134</td>
-      <td>0.0146</td>
-      <td>0.0119</td>
-      <td>0.0119</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0218</td>
-      <td>0.0364</td>
-      <td>0.0124</td>
-      <td>0.0147</td>
-      <td>0.0123</td>
-      <td>0.0134</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0220</td>
-      <td>0.0379</td>
-      <td>0.0136</td>
-      <td>0.0174</td>
-      <td>0.0105</td>
-      <td>0.0157</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0189</td>
-      <td>0.0369</td>
-      <td>0.0130</td>
-      <td>0.0179</td>
-      <td>0.0102</td>
-      <td>0.0155</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0183</td>
-      <td>0.0359</td>
-      <td>0.0136</td>
-      <td>0.0191</td>
-      <td>0.0082</td>
-      <td>0.0155</td>
-      <td>0.0259</td>
-      <td>0.0259</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0179</td>
-      <td>0.0365</td>
-      <td>0.0146</td>
-      <td>0.0218</td>
-      <td>0.0067</td>
-      <td>0.0159</td>
-      <td>0.0297</td>
-      <td>0.0297</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0144</td>
-      <td>0.0333</td>
-      <td>0.0127</td>
-      <td>0.0213</td>
-      <td>0.0080</td>
-      <td>0.0169</td>
-      <td>0.0307</td>
-      <td>0.0307</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0131</td>
-      <td>0.0309</td>
-      <td>0.0133</td>
-      <td>0.0224</td>
-      <td>0.0077</td>
-      <td>0.0150</td>
-      <td>0.0368</td>
-      <td>0.0368</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0117</td>
-      <td>0.0272</td>
-      <td>0.0128</td>
-      <td>0.0219</td>
-      <td>0.0084</td>
-      <td>0.0141</td>
-      <td>0.0400</td>
-      <td>0.0400</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0095</td>
-      <td>0.0225</td>
-      <td>0.0117</td>
-      <td>0.0205</td>
-      <td>0.0084</td>
-      <td>0.0129</td>
-      <td>0.0427</td>
-      <td>0.0427</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0081</td>
-      <td>0.0196</td>
-      <td>0.0110</td>
-      <td>0.0203</td>
-      <td>0.0090</td>
-      <td>0.0121</td>
-      <td>0.0464</td>
-      <td>0.0464</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0073</td>
-      <td>0.0155</td>
-      <td>0.0101</td>
-      <td>0.0191</td>
-      <td>0.0099</td>
-      <td>0.0114</td>
-      <td>0.0517</td>
-      <td>0.0517</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0078</td>
-      <td>0.0121</td>
-      <td>0.0091</td>
-      <td>0.0161</td>
-      <td>0.0099</td>
-      <td>0.0104</td>
-      <td>0.0521</td>
-      <td>0.0521</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0089</td>
-      <td>0.0102</td>
-      <td>0.0085</td>
-      <td>0.0140</td>
-      <td>0.0115</td>
-      <td>0.0110</td>
-      <td>0.0548</td>
-      <td>0.0548</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0003</td>
-      <td>0.0071</td>
-      <td>0.0057</td>
-      <td>0.0071</td>
-      <td>0.0092</td>
-      <td>0.0101</td>
-      <td>0.0625</td>
-      <td>0.0625</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0144</td>
-      <td>0.0254</td>
-      <td>0.0106</td>
-      <td>0.0154</td>
-      <td>0.0130</td>
-      <td>0.0125</td>
-      <td>0.0280</td>
-      <td>0.0280</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_30_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_30_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_30_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_30_acc.png)
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]  
-> validation: [0.80006676 0.19993324]  
-> bin_sld: 249.327s  
-> mul_sld: 79.485s  
-> bin_sld_bcts: 248.816s  
-> mul_sld_bcts: 83.568s  
-> bin_sld_gs: 471.330s  
-> mul_sld_gs: 282.407s  
-> kfcv: 59.365s  
-> ref: 56.664s  
-> atc_mc: 58.956s  
-> atc_ne: 57.529s  
-> doc_feat: 49.376s  
-> tot: 478.051s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0011</td>
-      <td>0.0019</td>
-      <td>0.0047</td>
-      <td>0.0078</td>
-      <td>0.0028</td>
-      <td>0.0134</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0092</td>
-      <td>0.0117</td>
-      <td>0.0065</td>
-      <td>0.0068</td>
-      <td>0.0063</td>
-      <td>0.0125</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0103</td>
-      <td>0.0164</td>
-      <td>0.0071</td>
-      <td>0.0068</td>
-      <td>0.0082</td>
-      <td>0.0121</td>
-      <td>0.0062</td>
-      <td>0.0062</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0103</td>
-      <td>0.0178</td>
-      <td>0.0079</td>
-      <td>0.0067</td>
-      <td>0.0096</td>
-      <td>0.0105</td>
-      <td>0.0064</td>
-      <td>0.0064</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0117</td>
-      <td>0.0208</td>
-      <td>0.0094</td>
-      <td>0.0088</td>
-      <td>0.0112</td>
-      <td>0.0104</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0101</td>
-      <td>0.0218</td>
-      <td>0.0088</td>
-      <td>0.0094</td>
-      <td>0.0112</td>
-      <td>0.0094</td>
-      <td>0.0093</td>
-      <td>0.0093</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0093</td>
-      <td>0.0197</td>
-      <td>0.0090</td>
-      <td>0.0102</td>
-      <td>0.0127</td>
-      <td>0.0093</td>
-      <td>0.0124</td>
-      <td>0.0124</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0087</td>
-      <td>0.0178</td>
-      <td>0.0083</td>
-      <td>0.0105</td>
-      <td>0.0107</td>
-      <td>0.0084</td>
-      <td>0.0161</td>
-      <td>0.0161</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0092</td>
-      <td>0.0173</td>
-      <td>0.0090</td>
-      <td>0.0118</td>
-      <td>0.0117</td>
-      <td>0.0090</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0092</td>
-      <td>0.0155</td>
-      <td>0.0104</td>
-      <td>0.0118</td>
-      <td>0.0119</td>
-      <td>0.0093</td>
-      <td>0.0207</td>
-      <td>0.0207</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0088</td>
-      <td>0.0135</td>
-      <td>0.0104</td>
-      <td>0.0118</td>
-      <td>0.0127</td>
-      <td>0.0089</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0093</td>
-      <td>0.0135</td>
-      <td>0.0100</td>
-      <td>0.0135</td>
-      <td>0.0125</td>
-      <td>0.0092</td>
-      <td>0.0247</td>
-      <td>0.0247</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0113</td>
-      <td>0.0110</td>
-      <td>0.0109</td>
-      <td>0.0119</td>
-      <td>0.0116</td>
-      <td>0.0088</td>
-      <td>0.0272</td>
-      <td>0.0272</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0125</td>
-      <td>0.0113</td>
-      <td>0.0132</td>
-      <td>0.0128</td>
-      <td>0.0161</td>
-      <td>0.0105</td>
-      <td>0.0331</td>
-      <td>0.0331</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0146</td>
-      <td>0.0126</td>
-      <td>0.0114</td>
-      <td>0.0137</td>
-      <td>0.0134</td>
-      <td>0.0108</td>
-      <td>0.0384</td>
-      <td>0.0384</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0170</td>
-      <td>0.0136</td>
-      <td>0.0133</td>
-      <td>0.0128</td>
-      <td>0.0149</td>
-      <td>0.0107</td>
-      <td>0.0425</td>
-      <td>0.0425</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0216</td>
-      <td>0.0156</td>
-      <td>0.0135</td>
-      <td>0.0115</td>
-      <td>0.0145</td>
-      <td>0.0096</td>
-      <td>0.0407</td>
-      <td>0.0407</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0247</td>
-      <td>0.0182</td>
-      <td>0.0162</td>
-      <td>0.0103</td>
-      <td>0.0187</td>
-      <td>0.0092</td>
-      <td>0.0447</td>
-      <td>0.0447</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0283</td>
-      <td>0.0209</td>
-      <td>0.0180</td>
-      <td>0.0104</td>
-      <td>0.0153</td>
-      <td>0.0101</td>
-      <td>0.0492</td>
-      <td>0.0492</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0297</td>
-      <td>0.0223</td>
-      <td>0.0193</td>
-      <td>0.0092</td>
-      <td>0.0177</td>
-      <td>0.0087</td>
-      <td>0.0492</td>
-      <td>0.0492</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0009</td>
-      <td>0.0082</td>
-      <td>0.0116</td>
-      <td>0.0055</td>
-      <td>0.0135</td>
-      <td>0.0074</td>
-      <td>0.0571</td>
-      <td>0.0571</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0128</td>
-      <td>0.0153</td>
-      <td>0.0109</td>
-      <td>0.0102</td>
-      <td>0.0122</td>
-      <td>0.0099</td>
-      <td>0.0259</td>
-      <td>0.0259</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_20_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_20_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_20_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_20_acc.png)
-
-
-## 10% positives
-> train: [0.90003338 0.09996662]  
-> validation: [0.90003338 0.09996662]  
-> bin_sld: 217.756s  
-> mul_sld: 63.422s  
-> kfcv: 47.542s  
-> ref: 45.622s  
-> atc_mc: 48.127s  
-> atc_ne: 47.746s  
-> doc_feat: 41.031s  
-> tot: 219.250s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0010</td>
-      <td>0.0010</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0077</td>
-      <td>0.0085</td>
-      <td>0.0046</td>
-      <td>0.0046</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0129</td>
-      <td>0.0093</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0181</td>
-      <td>0.0075</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0248</td>
-      <td>0.0110</td>
-      <td>0.0194</td>
-      <td>0.0194</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0262</td>
-      <td>0.0122</td>
-      <td>0.0256</td>
-      <td>0.0256</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0372</td>
-      <td>0.0178</td>
-      <td>0.0348</td>
-      <td>0.0348</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0403</td>
-      <td>0.0226</td>
-      <td>0.0438</td>
-      <td>0.0438</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0505</td>
-      <td>0.0317</td>
-      <td>0.0509</td>
-      <td>0.0509</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0550</td>
-      <td>0.0393</td>
-      <td>0.0568</td>
-      <td>0.0568</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0716</td>
-      <td>0.0473</td>
-      <td>0.0633</td>
-      <td>0.0633</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0735</td>
-      <td>0.0533</td>
-      <td>0.0728</td>
-      <td>0.0728</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0795</td>
-      <td>0.0639</td>
-      <td>0.0748</td>
-      <td>0.0748</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0966</td>
-      <td>0.0709</td>
-      <td>0.0843</td>
-      <td>0.0843</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0945</td>
-      <td>0.0775</td>
-      <td>0.0916</td>
-      <td>0.0916</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.1032</td>
-      <td>0.0830</td>
-      <td>0.1005</td>
-      <td>0.1005</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.1081</td>
-      <td>0.0916</td>
-      <td>0.1064</td>
-      <td>0.1064</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.1154</td>
-      <td>0.0971</td>
-      <td>0.1147</td>
-      <td>0.1147</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.1080</td>
-      <td>0.0976</td>
-      <td>0.1204</td>
-      <td>0.1204</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0835</td>
-      <td>0.0729</td>
-      <td>0.1244</td>
-      <td>0.1244</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0321</td>
-      <td>0.0184</td>
-      <td>0.1336</td>
-      <td>0.1336</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0590</td>
-      <td>0.0445</td>
-      <td>0.0644</td>
-      <td>0.0644</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_10_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_10_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_10_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_10_acc.png)
-
-
-## avg
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0009</td>
-      <td>0.0091</td>
-      <td>0.0040</td>
-      <td>0.0116</td>
-      <td>0.0141</td>
-      <td>0.0211</td>
-      <td>0.0325</td>
-      <td>0.0325</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0155</td>
-      <td>0.0240</td>
-      <td>0.0127</td>
-      <td>0.0132</td>
-      <td>0.0191</td>
-      <td>0.0228</td>
-      <td>0.0294</td>
-      <td>0.0294</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0226</td>
-      <td>0.0303</td>
-      <td>0.0136</td>
-      <td>0.0129</td>
-      <td>0.0189</td>
-      <td>0.0217</td>
-      <td>0.0280</td>
-      <td>0.0280</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0261</td>
-      <td>0.0335</td>
-      <td>0.0149</td>
-      <td>0.0133</td>
-      <td>0.0191</td>
-      <td>0.0208</td>
-      <td>0.0264</td>
-      <td>0.0264</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0282</td>
-      <td>0.0349</td>
-      <td>0.0152</td>
-      <td>0.0136</td>
-      <td>0.0184</td>
-      <td>0.0191</td>
-      <td>0.0266</td>
-      <td>0.0266</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0298</td>
-      <td>0.0374</td>
-      <td>0.0163</td>
-      <td>0.0155</td>
-      <td>0.0184</td>
-      <td>0.0195</td>
-      <td>0.0252</td>
-      <td>0.0252</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0299</td>
-      <td>0.0376</td>
-      <td>0.0161</td>
-      <td>0.0155</td>
-      <td>0.0187</td>
-      <td>0.0196</td>
-      <td>0.0257</td>
-      <td>0.0257</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0303</td>
-      <td>0.0373</td>
-      <td>0.0163</td>
-      <td>0.0163</td>
-      <td>0.0183</td>
-      <td>0.0195</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0306</td>
-      <td>0.0383</td>
-      <td>0.0165</td>
-      <td>0.0170</td>
-      <td>0.0177</td>
-      <td>0.0192</td>
-      <td>0.0263</td>
-      <td>0.0263</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0299</td>
-      <td>0.0370</td>
-      <td>0.0158</td>
-      <td>0.0161</td>
-      <td>0.0168</td>
-      <td>0.0186</td>
-      <td>0.0265</td>
-      <td>0.0265</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0301</td>
-      <td>0.0363</td>
-      <td>0.0157</td>
-      <td>0.0162</td>
-      <td>0.0166</td>
-      <td>0.0184</td>
-      <td>0.0266</td>
-      <td>0.0266</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0297</td>
-      <td>0.0362</td>
-      <td>0.0154</td>
-      <td>0.0167</td>
-      <td>0.0162</td>
-      <td>0.0178</td>
-      <td>0.0268</td>
-      <td>0.0268</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0289</td>
-      <td>0.0352</td>
-      <td>0.0146</td>
-      <td>0.0157</td>
-      <td>0.0148</td>
-      <td>0.0169</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0297</td>
-      <td>0.0345</td>
-      <td>0.0155</td>
-      <td>0.0168</td>
-      <td>0.0161</td>
-      <td>0.0172</td>
-      <td>0.0285</td>
-      <td>0.0285</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0267</td>
-      <td>0.0317</td>
-      <td>0.0142</td>
-      <td>0.0160</td>
-      <td>0.0152</td>
-      <td>0.0175</td>
-      <td>0.0292</td>
-      <td>0.0292</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0260</td>
-      <td>0.0289</td>
-      <td>0.0135</td>
-      <td>0.0148</td>
-      <td>0.0147</td>
-      <td>0.0169</td>
-      <td>0.0296</td>
-      <td>0.0296</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0255</td>
-      <td>0.0278</td>
-      <td>0.0134</td>
-      <td>0.0147</td>
-      <td>0.0151</td>
-      <td>0.0165</td>
-      <td>0.0303</td>
-      <td>0.0303</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0246</td>
-      <td>0.0255</td>
-      <td>0.0129</td>
-      <td>0.0140</td>
-      <td>0.0148</td>
-      <td>0.0160</td>
-      <td>0.0319</td>
-      <td>0.0319</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0228</td>
-      <td>0.0224</td>
-      <td>0.0121</td>
-      <td>0.0130</td>
-      <td>0.0142</td>
-      <td>0.0167</td>
-      <td>0.0333</td>
-      <td>0.0333</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0196</td>
-      <td>0.0176</td>
-      <td>0.0111</td>
-      <td>0.0118</td>
-      <td>0.0130</td>
-      <td>0.0154</td>
-      <td>0.0357</td>
-      <td>0.0357</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0056</td>
-      <td>0.0070</td>
-      <td>0.0087</td>
-      <td>0.0107</td>
-      <td>0.0120</td>
-      <td>0.0161</td>
-      <td>0.0403</td>
-      <td>0.0403</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0244</td>
-      <td>0.0296</td>
-      <td>0.0137</td>
-      <td>0.0145</td>
-      <td>0.0163</td>
-      <td>0.0184</td>
-      <td>0.0292</td>
-      <td>0.0292</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_avg_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_avg_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_avg_acc.png)
diff --git a/output/rcv1_CCAT_9prevs/rcv1_CCAT_all_vs_atc_f1.md b/output/rcv1_CCAT_9prevs/rcv1_CCAT_all_vs_atc_f1.md
deleted file mode 100644
index 8e9d827..0000000
--- a/output/rcv1_CCAT_9prevs/rcv1_CCAT_all_vs_atc_f1.md
+++ /dev/null
@@ -1,2708 +0,0 @@
-# rcv1_CCAT
-
-## 90% positives
-> train: [0.09996662 0.90003338]  
-> validation: [0.09996662 0.90003338]  
-> bin_sld: 234.941s  
-> mul_sld: 75.002s  
-> bin_sld_bcts: 230.912s  
-> mul_sld_bcts: 79.197s  
-> bin_sld_gs: 478.630s  
-> mul_sld_gs: 251.343s  
-> kfcv: 55.369s  
-> ref: 52.475s  
-> atc_mc: 54.633s  
-> atc_ne: 54.569s  
-> doc_feat: 46.647s  
-> tot: 486.773s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0000</td>
-      <td>0.0000</td>
-      <td>0.0000</td>
-      <td>0.0000</td>
-      <td>0.0003</td>
-      <td>0.0001</td>
-      <td>0.4745</td>
-      <td>0.4745</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.1094</td>
-      <td>0.1090</td>
-      <td>0.0719</td>
-      <td>0.0502</td>
-      <td>0.0514</td>
-      <td>0.0490</td>
-      <td>0.4016</td>
-      <td>0.4016</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.1807</td>
-      <td>0.1536</td>
-      <td>0.0683</td>
-      <td>0.0501</td>
-      <td>0.0545</td>
-      <td>0.0477</td>
-      <td>0.3432</td>
-      <td>0.3432</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.1695</td>
-      <td>0.1491</td>
-      <td>0.0607</td>
-      <td>0.0461</td>
-      <td>0.0499</td>
-      <td>0.0435</td>
-      <td>0.2909</td>
-      <td>0.2909</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.1458</td>
-      <td>0.1326</td>
-      <td>0.0505</td>
-      <td>0.0388</td>
-      <td>0.0453</td>
-      <td>0.0352</td>
-      <td>0.2470</td>
-      <td>0.2470</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.1307</td>
-      <td>0.1245</td>
-      <td>0.0476</td>
-      <td>0.0397</td>
-      <td>0.0431</td>
-      <td>0.0349</td>
-      <td>0.2076</td>
-      <td>0.2076</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.1112</td>
-      <td>0.1091</td>
-      <td>0.0399</td>
-      <td>0.0340</td>
-      <td>0.0370</td>
-      <td>0.0292</td>
-      <td>0.1759</td>
-      <td>0.1759</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0955</td>
-      <td>0.0975</td>
-      <td>0.0351</td>
-      <td>0.0314</td>
-      <td>0.0349</td>
-      <td>0.0260</td>
-      <td>0.1487</td>
-      <td>0.1487</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0818</td>
-      <td>0.0862</td>
-      <td>0.0311</td>
-      <td>0.0288</td>
-      <td>0.0302</td>
-      <td>0.0236</td>
-      <td>0.1239</td>
-      <td>0.1239</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0658</td>
-      <td>0.0707</td>
-      <td>0.0248</td>
-      <td>0.0231</td>
-      <td>0.0250</td>
-      <td>0.0182</td>
-      <td>0.1027</td>
-      <td>0.1027</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0541</td>
-      <td>0.0596</td>
-      <td>0.0210</td>
-      <td>0.0198</td>
-      <td>0.0220</td>
-      <td>0.0160</td>
-      <td>0.0842</td>
-      <td>0.0842</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0465</td>
-      <td>0.0526</td>
-      <td>0.0199</td>
-      <td>0.0196</td>
-      <td>0.0210</td>
-      <td>0.0152</td>
-      <td>0.0659</td>
-      <td>0.0659</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0342</td>
-      <td>0.0392</td>
-      <td>0.0146</td>
-      <td>0.0142</td>
-      <td>0.0155</td>
-      <td>0.0113</td>
-      <td>0.0530</td>
-      <td>0.0530</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0300</td>
-      <td>0.0357</td>
-      <td>0.0152</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-      <td>0.0129</td>
-      <td>0.0392</td>
-      <td>0.0392</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0224</td>
-      <td>0.0271</td>
-      <td>0.0127</td>
-      <td>0.0135</td>
-      <td>0.0138</td>
-      <td>0.0111</td>
-      <td>0.0290</td>
-      <td>0.0290</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0156</td>
-      <td>0.0193</td>
-      <td>0.0100</td>
-      <td>0.0107</td>
-      <td>0.0109</td>
-      <td>0.0086</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0116</td>
-      <td>0.0143</td>
-      <td>0.0091</td>
-      <td>0.0101</td>
-      <td>0.0103</td>
-      <td>0.0083</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0075</td>
-      <td>0.0096</td>
-      <td>0.0076</td>
-      <td>0.0089</td>
-      <td>0.0084</td>
-      <td>0.0075</td>
-      <td>0.0061</td>
-      <td>0.0061</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0047</td>
-      <td>0.0056</td>
-      <td>0.0067</td>
-      <td>0.0073</td>
-      <td>0.0066</td>
-      <td>0.0067</td>
-      <td>0.0036</td>
-      <td>0.0036</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0032</td>
-      <td>0.0038</td>
-      <td>0.0060</td>
-      <td>0.0069</td>
-      <td>0.0056</td>
-      <td>0.0067</td>
-      <td>0.0069</td>
-      <td>0.0069</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0024</td>
-      <td>0.0020</td>
-      <td>0.0063</td>
-      <td>0.0065</td>
-      <td>0.0050</td>
-      <td>0.0074</td>
-      <td>0.0123</td>
-      <td>0.0123</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0630</td>
-      <td>0.0620</td>
-      <td>0.0266</td>
-      <td>0.0227</td>
-      <td>0.0241</td>
-      <td>0.0200</td>
-      <td>0.1356</td>
-      <td>0.1356</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_90_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_90_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_90_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_90_f1.png)
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]  
-> validation: [0.20010013 0.79989987]  
-> bin_sld: 229.883s  
-> mul_sld: 73.128s  
-> bin_sld_bcts: 226.915s  
-> mul_sld_bcts: 75.715s  
-> bin_sld_gs: 456.287s  
-> mul_sld_gs: 284.706s  
-> kfcv: 51.186s  
-> ref: 49.290s  
-> atc_mc: 52.169s  
-> atc_ne: 51.718s  
-> doc_feat: 44.179s  
-> tot: 462.366s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0001</td>
-      <td>0.0000</td>
-      <td>0.0002</td>
-      <td>0.0015</td>
-      <td>0.0006</td>
-      <td>0.0031</td>
-      <td>0.5459</td>
-      <td>0.5459</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0933</td>
-      <td>0.0886</td>
-      <td>0.0385</td>
-      <td>0.0162</td>
-      <td>0.0255</td>
-      <td>0.0181</td>
-      <td>0.3941</td>
-      <td>0.3941</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0682</td>
-      <td>0.0677</td>
-      <td>0.0271</td>
-      <td>0.0180</td>
-      <td>0.0266</td>
-      <td>0.0197</td>
-      <td>0.2954</td>
-      <td>0.2954</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0501</td>
-      <td>0.0512</td>
-      <td>0.0189</td>
-      <td>0.0152</td>
-      <td>0.0256</td>
-      <td>0.0169</td>
-      <td>0.2206</td>
-      <td>0.2206</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0337</td>
-      <td>0.0349</td>
-      <td>0.0143</td>
-      <td>0.0140</td>
-      <td>0.0218</td>
-      <td>0.0166</td>
-      <td>0.1701</td>
-      <td>0.1701</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0296</td>
-      <td>0.0303</td>
-      <td>0.0136</td>
-      <td>0.0133</td>
-      <td>0.0250</td>
-      <td>0.0136</td>
-      <td>0.1277</td>
-      <td>0.1277</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0215</td>
-      <td>0.0257</td>
-      <td>0.0120</td>
-      <td>0.0116</td>
-      <td>0.0250</td>
-      <td>0.0122</td>
-      <td>0.0994</td>
-      <td>0.0994</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0184</td>
-      <td>0.0214</td>
-      <td>0.0123</td>
-      <td>0.0124</td>
-      <td>0.0229</td>
-      <td>0.0128</td>
-      <td>0.0774</td>
-      <td>0.0774</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0141</td>
-      <td>0.0172</td>
-      <td>0.0101</td>
-      <td>0.0106</td>
-      <td>0.0222</td>
-      <td>0.0111</td>
-      <td>0.0563</td>
-      <td>0.0563</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0114</td>
-      <td>0.0137</td>
-      <td>0.0101</td>
-      <td>0.0096</td>
-      <td>0.0194</td>
-      <td>0.0097</td>
-      <td>0.0440</td>
-      <td>0.0440</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0083</td>
-      <td>0.0119</td>
-      <td>0.0073</td>
-      <td>0.0084</td>
-      <td>0.0181</td>
-      <td>0.0085</td>
-      <td>0.0323</td>
-      <td>0.0323</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0078</td>
-      <td>0.0105</td>
-      <td>0.0073</td>
-      <td>0.0076</td>
-      <td>0.0186</td>
-      <td>0.0083</td>
-      <td>0.0206</td>
-      <td>0.0206</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0060</td>
-      <td>0.0099</td>
-      <td>0.0064</td>
-      <td>0.0071</td>
-      <td>0.0147</td>
-      <td>0.0076</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0066</td>
-      <td>0.0099</td>
-      <td>0.0074</td>
-      <td>0.0069</td>
-      <td>0.0159</td>
-      <td>0.0081</td>
-      <td>0.0098</td>
-      <td>0.0098</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0054</td>
-      <td>0.0083</td>
-      <td>0.0061</td>
-      <td>0.0066</td>
-      <td>0.0141</td>
-      <td>0.0076</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0062</td>
-      <td>0.0077</td>
-      <td>0.0059</td>
-      <td>0.0059</td>
-      <td>0.0127</td>
-      <td>0.0069</td>
-      <td>0.0056</td>
-      <td>0.0056</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0070</td>
-      <td>0.0067</td>
-      <td>0.0061</td>
-      <td>0.0060</td>
-      <td>0.0132</td>
-      <td>0.0071</td>
-      <td>0.0049</td>
-      <td>0.0049</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0078</td>
-      <td>0.0062</td>
-      <td>0.0060</td>
-      <td>0.0062</td>
-      <td>0.0119</td>
-      <td>0.0072</td>
-      <td>0.0053</td>
-      <td>0.0053</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0081</td>
-      <td>0.0053</td>
-      <td>0.0055</td>
-      <td>0.0062</td>
-      <td>0.0116</td>
-      <td>0.0079</td>
-      <td>0.0055</td>
-      <td>0.0055</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0081</td>
-      <td>0.0044</td>
-      <td>0.0057</td>
-      <td>0.0064</td>
-      <td>0.0096</td>
-      <td>0.0083</td>
-      <td>0.0068</td>
-      <td>0.0068</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0028</td>
-      <td>0.0029</td>
-      <td>0.0059</td>
-      <td>0.0072</td>
-      <td>0.0091</td>
-      <td>0.0099</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0197</td>
-      <td>0.0207</td>
-      <td>0.0108</td>
-      <td>0.0094</td>
-      <td>0.0173</td>
-      <td>0.0105</td>
-      <td>0.1025</td>
-      <td>0.1025</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_80_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_80_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_80_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_80_f1.png)
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]  
-> validation: [0.30006676 0.69993324]  
-> bin_sld: 225.630s  
-> mul_sld: 71.930s  
-> bin_sld_bcts: 223.728s  
-> mul_sld_bcts: 76.593s  
-> bin_sld_gs: 431.047s  
-> mul_sld_gs: 291.843s  
-> kfcv: 51.915s  
-> ref: 49.281s  
-> atc_mc: 51.662s  
-> atc_ne: 51.127s  
-> doc_feat: 43.648s  
-> tot: 436.749s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0001</td>
-      <td>0.0000</td>
-      <td>0.0002</td>
-      <td>0.0018</td>
-      <td>0.0002</td>
-      <td>0.0252</td>
-      <td>0.5749</td>
-      <td>0.5749</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.1119</td>
-      <td>0.0927</td>
-      <td>0.0554</td>
-      <td>0.0270</td>
-      <td>0.0855</td>
-      <td>0.0261</td>
-      <td>0.3336</td>
-      <td>0.3336</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0743</td>
-      <td>0.0592</td>
-      <td>0.0411</td>
-      <td>0.0251</td>
-      <td>0.0659</td>
-      <td>0.0215</td>
-      <td>0.2163</td>
-      <td>0.2163</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0513</td>
-      <td>0.0367</td>
-      <td>0.0332</td>
-      <td>0.0207</td>
-      <td>0.0488</td>
-      <td>0.0213</td>
-      <td>0.1450</td>
-      <td>0.1450</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0324</td>
-      <td>0.0230</td>
-      <td>0.0233</td>
-      <td>0.0157</td>
-      <td>0.0335</td>
-      <td>0.0175</td>
-      <td>0.1055</td>
-      <td>0.1055</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0266</td>
-      <td>0.0205</td>
-      <td>0.0226</td>
-      <td>0.0168</td>
-      <td>0.0288</td>
-      <td>0.0214</td>
-      <td>0.0703</td>
-      <td>0.0703</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0190</td>
-      <td>0.0169</td>
-      <td>0.0199</td>
-      <td>0.0145</td>
-      <td>0.0245</td>
-      <td>0.0209</td>
-      <td>0.0549</td>
-      <td>0.0549</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0175</td>
-      <td>0.0160</td>
-      <td>0.0179</td>
-      <td>0.0148</td>
-      <td>0.0212</td>
-      <td>0.0216</td>
-      <td>0.0403</td>
-      <td>0.0403</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0124</td>
-      <td>0.0149</td>
-      <td>0.0164</td>
-      <td>0.0139</td>
-      <td>0.0175</td>
-      <td>0.0218</td>
-      <td>0.0279</td>
-      <td>0.0279</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0105</td>
-      <td>0.0135</td>
-      <td>0.0145</td>
-      <td>0.0118</td>
-      <td>0.0154</td>
-      <td>0.0203</td>
-      <td>0.0225</td>
-      <td>0.0225</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0093</td>
-      <td>0.0145</td>
-      <td>0.0133</td>
-      <td>0.0119</td>
-      <td>0.0137</td>
-      <td>0.0202</td>
-      <td>0.0165</td>
-      <td>0.0165</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0090</td>
-      <td>0.0123</td>
-      <td>0.0127</td>
-      <td>0.0112</td>
-      <td>0.0132</td>
-      <td>0.0201</td>
-      <td>0.0120</td>
-      <td>0.0120</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0095</td>
-      <td>0.0138</td>
-      <td>0.0097</td>
-      <td>0.0085</td>
-      <td>0.0089</td>
-      <td>0.0173</td>
-      <td>0.0095</td>
-      <td>0.0095</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0098</td>
-      <td>0.0130</td>
-      <td>0.0112</td>
-      <td>0.0099</td>
-      <td>0.0102</td>
-      <td>0.0188</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0091</td>
-      <td>0.0112</td>
-      <td>0.0088</td>
-      <td>0.0083</td>
-      <td>0.0082</td>
-      <td>0.0189</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0093</td>
-      <td>0.0102</td>
-      <td>0.0088</td>
-      <td>0.0091</td>
-      <td>0.0083</td>
-      <td>0.0186</td>
-      <td>0.0047</td>
-      <td>0.0047</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0096</td>
-      <td>0.0100</td>
-      <td>0.0091</td>
-      <td>0.0090</td>
-      <td>0.0084</td>
-      <td>0.0180</td>
-      <td>0.0044</td>
-      <td>0.0044</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0086</td>
-      <td>0.0085</td>
-      <td>0.0091</td>
-      <td>0.0094</td>
-      <td>0.0075</td>
-      <td>0.0177</td>
-      <td>0.0045</td>
-      <td>0.0045</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0070</td>
-      <td>0.0061</td>
-      <td>0.0074</td>
-      <td>0.0088</td>
-      <td>0.0074</td>
-      <td>0.0175</td>
-      <td>0.0036</td>
-      <td>0.0036</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0057</td>
-      <td>0.0043</td>
-      <td>0.0068</td>
-      <td>0.0082</td>
-      <td>0.0059</td>
-      <td>0.0168</td>
-      <td>0.0035</td>
-      <td>0.0035</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0026</td>
-      <td>0.0031</td>
-      <td>0.0066</td>
-      <td>0.0091</td>
-      <td>0.0077</td>
-      <td>0.0169</td>
-      <td>0.0032</td>
-      <td>0.0032</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0212</td>
-      <td>0.0191</td>
-      <td>0.0166</td>
-      <td>0.0127</td>
-      <td>0.0210</td>
-      <td>0.0199</td>
-      <td>0.0794</td>
-      <td>0.0794</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_70_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_70_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_70_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_70_f1.png)
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]  
-> validation: [0.40003338 0.59996662]  
-> bin_sld: 226.621s  
-> mul_sld: 71.844s  
-> bin_sld_bcts: 225.379s  
-> mul_sld_bcts: 77.086s  
-> bin_sld_gs: 471.820s  
-> mul_sld_gs: 283.935s  
-> kfcv: 51.035s  
-> ref: 49.046s  
-> atc_mc: 51.951s  
-> atc_ne: 51.208s  
-> doc_feat: 43.717s  
-> tot: 477.247s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0003</td>
-      <td>0.0010</td>
-      <td>0.0158</td>
-      <td>0.0391</td>
-      <td>0.0188</td>
-      <td>0.0769</td>
-      <td>0.5310</td>
-      <td>0.5310</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0431</td>
-      <td>0.0445</td>
-      <td>0.0399</td>
-      <td>0.0442</td>
-      <td>0.0372</td>
-      <td>0.0444</td>
-      <td>0.2044</td>
-      <td>0.2044</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0250</td>
-      <td>0.0411</td>
-      <td>0.0315</td>
-      <td>0.0313</td>
-      <td>0.0287</td>
-      <td>0.0289</td>
-      <td>0.1045</td>
-      <td>0.1045</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0225</td>
-      <td>0.0431</td>
-      <td>0.0248</td>
-      <td>0.0236</td>
-      <td>0.0245</td>
-      <td>0.0205</td>
-      <td>0.0571</td>
-      <td>0.0571</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0250</td>
-      <td>0.0467</td>
-      <td>0.0252</td>
-      <td>0.0231</td>
-      <td>0.0212</td>
-      <td>0.0195</td>
-      <td>0.0407</td>
-      <td>0.0407</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0255</td>
-      <td>0.0442</td>
-      <td>0.0195</td>
-      <td>0.0181</td>
-      <td>0.0178</td>
-      <td>0.0152</td>
-      <td>0.0228</td>
-      <td>0.0228</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0257</td>
-      <td>0.0422</td>
-      <td>0.0185</td>
-      <td>0.0166</td>
-      <td>0.0166</td>
-      <td>0.0138</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0257</td>
-      <td>0.0377</td>
-      <td>0.0162</td>
-      <td>0.0141</td>
-      <td>0.0161</td>
-      <td>0.0144</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0268</td>
-      <td>0.0373</td>
-      <td>0.0151</td>
-      <td>0.0135</td>
-      <td>0.0138</td>
-      <td>0.0138</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0279</td>
-      <td>0.0351</td>
-      <td>0.0133</td>
-      <td>0.0119</td>
-      <td>0.0125</td>
-      <td>0.0119</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0252</td>
-      <td>0.0307</td>
-      <td>0.0141</td>
-      <td>0.0117</td>
-      <td>0.0141</td>
-      <td>0.0131</td>
-      <td>0.0081</td>
-      <td>0.0081</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0247</td>
-      <td>0.0280</td>
-      <td>0.0100</td>
-      <td>0.0090</td>
-      <td>0.0104</td>
-      <td>0.0108</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0242</td>
-      <td>0.0278</td>
-      <td>0.0096</td>
-      <td>0.0086</td>
-      <td>0.0099</td>
-      <td>0.0097</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0206</td>
-      <td>0.0236</td>
-      <td>0.0087</td>
-      <td>0.0080</td>
-      <td>0.0088</td>
-      <td>0.0092</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0167</td>
-      <td>0.0187</td>
-      <td>0.0090</td>
-      <td>0.0082</td>
-      <td>0.0101</td>
-      <td>0.0121</td>
-      <td>0.0055</td>
-      <td>0.0055</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0139</td>
-      <td>0.0155</td>
-      <td>0.0075</td>
-      <td>0.0067</td>
-      <td>0.0099</td>
-      <td>0.0112</td>
-      <td>0.0051</td>
-      <td>0.0051</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0116</td>
-      <td>0.0127</td>
-      <td>0.0072</td>
-      <td>0.0063</td>
-      <td>0.0095</td>
-      <td>0.0108</td>
-      <td>0.0042</td>
-      <td>0.0042</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0076</td>
-      <td>0.0090</td>
-      <td>0.0068</td>
-      <td>0.0061</td>
-      <td>0.0098</td>
-      <td>0.0111</td>
-      <td>0.0042</td>
-      <td>0.0042</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0051</td>
-      <td>0.0060</td>
-      <td>0.0068</td>
-      <td>0.0064</td>
-      <td>0.0110</td>
-      <td>0.0118</td>
-      <td>0.0045</td>
-      <td>0.0045</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0039</td>
-      <td>0.0045</td>
-      <td>0.0053</td>
-      <td>0.0053</td>
-      <td>0.0091</td>
-      <td>0.0105</td>
-      <td>0.0037</td>
-      <td>0.0037</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0007</td>
-      <td>0.0025</td>
-      <td>0.0047</td>
-      <td>0.0071</td>
-      <td>0.0102</td>
-      <td>0.0121</td>
-      <td>0.0034</td>
-      <td>0.0034</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0191</td>
-      <td>0.0263</td>
-      <td>0.0147</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-      <td>0.0182</td>
-      <td>0.0510</td>
-      <td>0.0510</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_60_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_60_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_60_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_60_f1.png)
-
-
-## 50% positives
-> train: [0.5 0.5]  
-> validation: [0.5 0.5]  
-> bin_sld: 223.735s  
-> mul_sld: 70.315s  
-> bin_sld_bcts: 224.203s  
-> mul_sld_bcts: 75.746s  
-> bin_sld_gs: 459.866s  
-> mul_sld_gs: 285.490s  
-> kfcv: 51.093s  
-> ref: 48.870s  
-> atc_mc: 51.664s  
-> atc_ne: 50.999s  
-> doc_feat: 43.777s  
-> tot: 465.257s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0003</td>
-      <td>0.0015</td>
-      <td>0.0105</td>
-      <td>0.0147</td>
-      <td>0.0223</td>
-      <td>0.0019</td>
-      <td>0.5135</td>
-      <td>0.5135</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0562</td>
-      <td>0.0657</td>
-      <td>0.0485</td>
-      <td>0.0444</td>
-      <td>0.0525</td>
-      <td>0.1122</td>
-      <td>0.1066</td>
-      <td>0.1066</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0322</td>
-      <td>0.0601</td>
-      <td>0.0388</td>
-      <td>0.0289</td>
-      <td>0.0350</td>
-      <td>0.0771</td>
-      <td>0.0476</td>
-      <td>0.0476</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0417</td>
-      <td>0.0691</td>
-      <td>0.0400</td>
-      <td>0.0288</td>
-      <td>0.0300</td>
-      <td>0.0528</td>
-      <td>0.0306</td>
-      <td>0.0306</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0515</td>
-      <td>0.0687</td>
-      <td>0.0369</td>
-      <td>0.0250</td>
-      <td>0.0258</td>
-      <td>0.0367</td>
-      <td>0.0235</td>
-      <td>0.0235</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0554</td>
-      <td>0.0679</td>
-      <td>0.0337</td>
-      <td>0.0234</td>
-      <td>0.0197</td>
-      <td>0.0300</td>
-      <td>0.0158</td>
-      <td>0.0158</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0505</td>
-      <td>0.0594</td>
-      <td>0.0280</td>
-      <td>0.0216</td>
-      <td>0.0197</td>
-      <td>0.0257</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0498</td>
-      <td>0.0542</td>
-      <td>0.0258</td>
-      <td>0.0204</td>
-      <td>0.0190</td>
-      <td>0.0221</td>
-      <td>0.0151</td>
-      <td>0.0151</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0459</td>
-      <td>0.0496</td>
-      <td>0.0225</td>
-      <td>0.0185</td>
-      <td>0.0151</td>
-      <td>0.0180</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0420</td>
-      <td>0.0447</td>
-      <td>0.0195</td>
-      <td>0.0166</td>
-      <td>0.0133</td>
-      <td>0.0158</td>
-      <td>0.0119</td>
-      <td>0.0119</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0378</td>
-      <td>0.0395</td>
-      <td>0.0169</td>
-      <td>0.0146</td>
-      <td>0.0118</td>
-      <td>0.0151</td>
-      <td>0.0115</td>
-      <td>0.0115</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0337</td>
-      <td>0.0363</td>
-      <td>0.0153</td>
-      <td>0.0132</td>
-      <td>0.0094</td>
-      <td>0.0109</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0303</td>
-      <td>0.0318</td>
-      <td>0.0154</td>
-      <td>0.0133</td>
-      <td>0.0100</td>
-      <td>0.0121</td>
-      <td>0.0107</td>
-      <td>0.0107</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0249</td>
-      <td>0.0269</td>
-      <td>0.0137</td>
-      <td>0.0124</td>
-      <td>0.0099</td>
-      <td>0.0094</td>
-      <td>0.0114</td>
-      <td>0.0114</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0173</td>
-      <td>0.0213</td>
-      <td>0.0117</td>
-      <td>0.0105</td>
-      <td>0.0099</td>
-      <td>0.0086</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0136</td>
-      <td>0.0170</td>
-      <td>0.0102</td>
-      <td>0.0091</td>
-      <td>0.0084</td>
-      <td>0.0083</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0092</td>
-      <td>0.0129</td>
-      <td>0.0086</td>
-      <td>0.0076</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0062</td>
-      <td>0.0090</td>
-      <td>0.0063</td>
-      <td>0.0059</td>
-      <td>0.0064</td>
-      <td>0.0059</td>
-      <td>0.0104</td>
-      <td>0.0104</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0045</td>
-      <td>0.0070</td>
-      <td>0.0060</td>
-      <td>0.0055</td>
-      <td>0.0064</td>
-      <td>0.0065</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0038</td>
-      <td>0.0046</td>
-      <td>0.0038</td>
-      <td>0.0039</td>
-      <td>0.0052</td>
-      <td>0.0049</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0002</td>
-      <td>0.0019</td>
-      <td>0.0021</td>
-      <td>0.0053</td>
-      <td>0.0047</td>
-      <td>0.0043</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0289</td>
-      <td>0.0357</td>
-      <td>0.0197</td>
-      <td>0.0164</td>
-      <td>0.0163</td>
-      <td>0.0231</td>
-      <td>0.0434</td>
-      <td>0.0434</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_50_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_50_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_50_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_50_f1.png)
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]  
-> validation: [0.59996662 0.40003338]  
-> bin_sld: 220.011s  
-> mul_sld: 68.308s  
-> bin_sld_bcts: 222.232s  
-> mul_sld_bcts: 74.741s  
-> bin_sld_gs: 463.188s  
-> mul_sld_gs: 286.703s  
-> kfcv: 50.329s  
-> ref: 48.512s  
-> atc_mc: 51.494s  
-> atc_ne: 51.091s  
-> doc_feat: 43.512s  
-> tot: 468.313s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0002</td>
-      <td>0.0082</td>
-      <td>0.0125</td>
-      <td>0.0146</td>
-      <td>0.0135</td>
-      <td>0.0064</td>
-      <td>0.3564</td>
-      <td>0.3564</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0686</td>
-      <td>0.1237</td>
-      <td>0.0583</td>
-      <td>0.0489</td>
-      <td>0.0575</td>
-      <td>0.2227</td>
-      <td>0.0506</td>
-      <td>0.0506</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0857</td>
-      <td>0.1167</td>
-      <td>0.0497</td>
-      <td>0.0329</td>
-      <td>0.0408</td>
-      <td>0.1706</td>
-      <td>0.0460</td>
-      <td>0.0460</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.1039</td>
-      <td>0.1138</td>
-      <td>0.0497</td>
-      <td>0.0358</td>
-      <td>0.0399</td>
-      <td>0.1271</td>
-      <td>0.0318</td>
-      <td>0.0318</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.1048</td>
-      <td>0.1060</td>
-      <td>0.0453</td>
-      <td>0.0358</td>
-      <td>0.0378</td>
-      <td>0.0991</td>
-      <td>0.0254</td>
-      <td>0.0254</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0950</td>
-      <td>0.0996</td>
-      <td>0.0453</td>
-      <td>0.0375</td>
-      <td>0.0399</td>
-      <td>0.0801</td>
-      <td>0.0197</td>
-      <td>0.0197</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0766</td>
-      <td>0.0871</td>
-      <td>0.0371</td>
-      <td>0.0326</td>
-      <td>0.0324</td>
-      <td>0.0699</td>
-      <td>0.0174</td>
-      <td>0.0174</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0668</td>
-      <td>0.0773</td>
-      <td>0.0337</td>
-      <td>0.0312</td>
-      <td>0.0300</td>
-      <td>0.0623</td>
-      <td>0.0129</td>
-      <td>0.0129</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0541</td>
-      <td>0.0706</td>
-      <td>0.0316</td>
-      <td>0.0301</td>
-      <td>0.0282</td>
-      <td>0.0523</td>
-      <td>0.0118</td>
-      <td>0.0118</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0441</td>
-      <td>0.0608</td>
-      <td>0.0265</td>
-      <td>0.0263</td>
-      <td>0.0250</td>
-      <td>0.0483</td>
-      <td>0.0095</td>
-      <td>0.0095</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0363</td>
-      <td>0.0545</td>
-      <td>0.0256</td>
-      <td>0.0253</td>
-      <td>0.0235</td>
-      <td>0.0414</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0306</td>
-      <td>0.0496</td>
-      <td>0.0230</td>
-      <td>0.0244</td>
-      <td>0.0217</td>
-      <td>0.0366</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0251</td>
-      <td>0.0434</td>
-      <td>0.0214</td>
-      <td>0.0228</td>
-      <td>0.0200</td>
-      <td>0.0308</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0202</td>
-      <td>0.0375</td>
-      <td>0.0190</td>
-      <td>0.0211</td>
-      <td>0.0179</td>
-      <td>0.0273</td>
-      <td>0.0093</td>
-      <td>0.0093</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0155</td>
-      <td>0.0310</td>
-      <td>0.0160</td>
-      <td>0.0187</td>
-      <td>0.0153</td>
-      <td>0.0253</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0116</td>
-      <td>0.0240</td>
-      <td>0.0137</td>
-      <td>0.0151</td>
-      <td>0.0131</td>
-      <td>0.0233</td>
-      <td>0.0075</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0089</td>
-      <td>0.0206</td>
-      <td>0.0124</td>
-      <td>0.0146</td>
-      <td>0.0121</td>
-      <td>0.0193</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0061</td>
-      <td>0.0162</td>
-      <td>0.0100</td>
-      <td>0.0129</td>
-      <td>0.0099</td>
-      <td>0.0166</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0040</td>
-      <td>0.0103</td>
-      <td>0.0076</td>
-      <td>0.0093</td>
-      <td>0.0077</td>
-      <td>0.0161</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0033</td>
-      <td>0.0073</td>
-      <td>0.0054</td>
-      <td>0.0077</td>
-      <td>0.0057</td>
-      <td>0.0108</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0002</td>
-      <td>0.0032</td>
-      <td>0.0017</td>
-      <td>0.0035</td>
-      <td>0.0020</td>
-      <td>0.0094</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0410</td>
-      <td>0.0553</td>
-      <td>0.0260</td>
-      <td>0.0238</td>
-      <td>0.0235</td>
-      <td>0.0569</td>
-      <td>0.0321</td>
-      <td>0.0321</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_40_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_40_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_40_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_40_f1.png)
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]  
-> validation: [0.70010013 0.29989987]  
-> bin_sld: 241.690s  
-> mul_sld: 76.036s  
-> bin_sld_bcts: 241.023s  
-> mul_sld_bcts: 81.654s  
-> bin_sld_gs: 468.354s  
-> mul_sld_gs: 303.186s  
-> kfcv: 56.346s  
-> ref: 53.070s  
-> atc_mc: 56.339s  
-> atc_ne: 55.112s  
-> doc_feat: 46.850s  
-> tot: 474.244s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0002</td>
-      <td>0.0303</td>
-      <td>0.0542</td>
-      <td>0.0193</td>
-      <td>0.0416</td>
-      <td>0.0466</td>
-      <td>0.3301</td>
-      <td>0.3301</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0936</td>
-      <td>0.1107</td>
-      <td>0.0564</td>
-      <td>0.0612</td>
-      <td>0.0791</td>
-      <td>0.0640</td>
-      <td>0.0519</td>
-      <td>0.0519</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0956</td>
-      <td>0.1038</td>
-      <td>0.0383</td>
-      <td>0.0341</td>
-      <td>0.0618</td>
-      <td>0.0461</td>
-      <td>0.0306</td>
-      <td>0.0306</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0815</td>
-      <td>0.0995</td>
-      <td>0.0306</td>
-      <td>0.0287</td>
-      <td>0.0377</td>
-      <td>0.0347</td>
-      <td>0.0252</td>
-      <td>0.0252</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0648</td>
-      <td>0.0897</td>
-      <td>0.0263</td>
-      <td>0.0275</td>
-      <td>0.0277</td>
-      <td>0.0296</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0546</td>
-      <td>0.0818</td>
-      <td>0.0237</td>
-      <td>0.0269</td>
-      <td>0.0193</td>
-      <td>0.0278</td>
-      <td>0.0167</td>
-      <td>0.0167</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0418</td>
-      <td>0.0671</td>
-      <td>0.0187</td>
-      <td>0.0232</td>
-      <td>0.0169</td>
-      <td>0.0257</td>
-      <td>0.0132</td>
-      <td>0.0132</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0342</td>
-      <td>0.0568</td>
-      <td>0.0189</td>
-      <td>0.0224</td>
-      <td>0.0141</td>
-      <td>0.0206</td>
-      <td>0.0170</td>
-      <td>0.0170</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0299</td>
-      <td>0.0515</td>
-      <td>0.0177</td>
-      <td>0.0228</td>
-      <td>0.0115</td>
-      <td>0.0211</td>
-      <td>0.0141</td>
-      <td>0.0141</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0231</td>
-      <td>0.0449</td>
-      <td>0.0151</td>
-      <td>0.0210</td>
-      <td>0.0095</td>
-      <td>0.0185</td>
-      <td>0.0135</td>
-      <td>0.0135</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0199</td>
-      <td>0.0393</td>
-      <td>0.0141</td>
-      <td>0.0200</td>
-      <td>0.0076</td>
-      <td>0.0167</td>
-      <td>0.0153</td>
-      <td>0.0153</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0176</td>
-      <td>0.0362</td>
-      <td>0.0135</td>
-      <td>0.0204</td>
-      <td>0.0058</td>
-      <td>0.0156</td>
-      <td>0.0146</td>
-      <td>0.0146</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0129</td>
-      <td>0.0306</td>
-      <td>0.0107</td>
-      <td>0.0183</td>
-      <td>0.0068</td>
-      <td>0.0153</td>
-      <td>0.0142</td>
-      <td>0.0142</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0107</td>
-      <td>0.0262</td>
-      <td>0.0104</td>
-      <td>0.0175</td>
-      <td>0.0061</td>
-      <td>0.0126</td>
-      <td>0.0159</td>
-      <td>0.0159</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0087</td>
-      <td>0.0214</td>
-      <td>0.0091</td>
-      <td>0.0156</td>
-      <td>0.0063</td>
-      <td>0.0108</td>
-      <td>0.0145</td>
-      <td>0.0145</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0065</td>
-      <td>0.0166</td>
-      <td>0.0078</td>
-      <td>0.0134</td>
-      <td>0.0059</td>
-      <td>0.0093</td>
-      <td>0.0144</td>
-      <td>0.0144</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0052</td>
-      <td>0.0138</td>
-      <td>0.0071</td>
-      <td>0.0124</td>
-      <td>0.0058</td>
-      <td>0.0084</td>
-      <td>0.0157</td>
-      <td>0.0157</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0042</td>
-      <td>0.0104</td>
-      <td>0.0062</td>
-      <td>0.0109</td>
-      <td>0.0060</td>
-      <td>0.0074</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0042</td>
-      <td>0.0076</td>
-      <td>0.0054</td>
-      <td>0.0086</td>
-      <td>0.0056</td>
-      <td>0.0063</td>
-      <td>0.0155</td>
-      <td>0.0155</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0045</td>
-      <td>0.0059</td>
-      <td>0.0050</td>
-      <td>0.0070</td>
-      <td>0.0061</td>
-      <td>0.0065</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0002</td>
-      <td>0.0045</td>
-      <td>0.0037</td>
-      <td>0.0040</td>
-      <td>0.0045</td>
-      <td>0.0058</td>
-      <td>0.0177</td>
-      <td>0.0177</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0292</td>
-      <td>0.0452</td>
-      <td>0.0187</td>
-      <td>0.0207</td>
-      <td>0.0184</td>
-      <td>0.0214</td>
-      <td>0.0334</td>
-      <td>0.0334</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_30_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_30_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_30_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_30_f1.png)
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]  
-> validation: [0.80006676 0.19993324]  
-> bin_sld: 249.327s  
-> mul_sld: 79.485s  
-> bin_sld_bcts: 248.816s  
-> mul_sld_bcts: 83.568s  
-> bin_sld_gs: 471.330s  
-> mul_sld_gs: 282.407s  
-> kfcv: 59.365s  
-> ref: 56.664s  
-> atc_mc: 58.956s  
-> atc_ne: 57.529s  
-> doc_feat: 49.376s  
-> tot: 478.051s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0003</td>
-      <td>0.1710</td>
-      <td>0.0141</td>
-      <td>0.0772</td>
-      <td>0.0054</td>
-      <td>0.0277</td>
-      <td>0.1159</td>
-      <td>0.1159</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.1241</td>
-      <td>0.1318</td>
-      <td>0.0644</td>
-      <td>0.0569</td>
-      <td>0.0798</td>
-      <td>0.0963</td>
-      <td>0.1303</td>
-      <td>0.1303</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0622</td>
-      <td>0.0908</td>
-      <td>0.0397</td>
-      <td>0.0349</td>
-      <td>0.0515</td>
-      <td>0.0562</td>
-      <td>0.0916</td>
-      <td>0.0916</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0390</td>
-      <td>0.0631</td>
-      <td>0.0331</td>
-      <td>0.0227</td>
-      <td>0.0450</td>
-      <td>0.0366</td>
-      <td>0.0794</td>
-      <td>0.0794</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0320</td>
-      <td>0.0569</td>
-      <td>0.0278</td>
-      <td>0.0236</td>
-      <td>0.0348</td>
-      <td>0.0271</td>
-      <td>0.0673</td>
-      <td>0.0673</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0213</td>
-      <td>0.0485</td>
-      <td>0.0205</td>
-      <td>0.0213</td>
-      <td>0.0275</td>
-      <td>0.0205</td>
-      <td>0.0623</td>
-      <td>0.0623</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0155</td>
-      <td>0.0364</td>
-      <td>0.0194</td>
-      <td>0.0183</td>
-      <td>0.0280</td>
-      <td>0.0184</td>
-      <td>0.0592</td>
-      <td>0.0592</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0121</td>
-      <td>0.0290</td>
-      <td>0.0152</td>
-      <td>0.0162</td>
-      <td>0.0200</td>
-      <td>0.0137</td>
-      <td>0.0518</td>
-      <td>0.0518</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0115</td>
-      <td>0.0244</td>
-      <td>0.0152</td>
-      <td>0.0160</td>
-      <td>0.0212</td>
-      <td>0.0132</td>
-      <td>0.0536</td>
-      <td>0.0536</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0097</td>
-      <td>0.0196</td>
-      <td>0.0152</td>
-      <td>0.0137</td>
-      <td>0.0194</td>
-      <td>0.0119</td>
-      <td>0.0510</td>
-      <td>0.0510</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0081</td>
-      <td>0.0158</td>
-      <td>0.0140</td>
-      <td>0.0126</td>
-      <td>0.0178</td>
-      <td>0.0108</td>
-      <td>0.0518</td>
-      <td>0.0518</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0077</td>
-      <td>0.0139</td>
-      <td>0.0124</td>
-      <td>0.0127</td>
-      <td>0.0151</td>
-      <td>0.0094</td>
-      <td>0.0533</td>
-      <td>0.0533</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0084</td>
-      <td>0.0112</td>
-      <td>0.0125</td>
-      <td>0.0105</td>
-      <td>0.0142</td>
-      <td>0.0085</td>
-      <td>0.0506</td>
-      <td>0.0506</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0087</td>
-      <td>0.0098</td>
-      <td>0.0135</td>
-      <td>0.0100</td>
-      <td>0.0172</td>
-      <td>0.0087</td>
-      <td>0.0480</td>
-      <td>0.0480</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0094</td>
-      <td>0.0106</td>
-      <td>0.0110</td>
-      <td>0.0105</td>
-      <td>0.0135</td>
-      <td>0.0082</td>
-      <td>0.0453</td>
-      <td>0.0453</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0104</td>
-      <td>0.0101</td>
-      <td>0.0121</td>
-      <td>0.0090</td>
-      <td>0.0145</td>
-      <td>0.0076</td>
-      <td>0.0428</td>
-      <td>0.0428</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0124</td>
-      <td>0.0099</td>
-      <td>0.0115</td>
-      <td>0.0077</td>
-      <td>0.0130</td>
-      <td>0.0066</td>
-      <td>0.0472</td>
-      <td>0.0472</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0134</td>
-      <td>0.0105</td>
-      <td>0.0131</td>
-      <td>0.0068</td>
-      <td>0.0163</td>
-      <td>0.0065</td>
-      <td>0.0461</td>
-      <td>0.0461</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0146</td>
-      <td>0.0111</td>
-      <td>0.0133</td>
-      <td>0.0067</td>
-      <td>0.0125</td>
-      <td>0.0066</td>
-      <td>0.0439</td>
-      <td>0.0439</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0146</td>
-      <td>0.0108</td>
-      <td>0.0133</td>
-      <td>0.0059</td>
-      <td>0.0137</td>
-      <td>0.0063</td>
-      <td>0.0468</td>
-      <td>0.0468</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0008</td>
-      <td>0.0063</td>
-      <td>0.0093</td>
-      <td>0.0041</td>
-      <td>0.0110</td>
-      <td>0.0063</td>
-      <td>0.0425</td>
-      <td>0.0425</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0208</td>
-      <td>0.0377</td>
-      <td>0.0191</td>
-      <td>0.0189</td>
-      <td>0.0234</td>
-      <td>0.0194</td>
-      <td>0.0610</td>
-      <td>0.0610</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_20_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_20_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_20_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_20_f1.png)
-
-
-## 10% positives
-> train: [0.90003338 0.09996662]  
-> validation: [0.90003338 0.09996662]  
-> bin_sld: 217.756s  
-> mul_sld: 63.422s  
-> kfcv: 47.542s  
-> ref: 45.622s  
-> atc_mc: 48.127s  
-> atc_ne: 47.746s  
-> doc_feat: 41.031s  
-> tot: 219.250s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0155</td>
-      <td>0.0469</td>
-      <td>0.0022</td>
-      <td>0.0022</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.2219</td>
-      <td>0.0840</td>
-      <td>0.2253</td>
-      <td>0.2253</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.1663</td>
-      <td>0.0459</td>
-      <td>0.1997</td>
-      <td>0.1997</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.1556</td>
-      <td>0.0312</td>
-      <td>0.2018</td>
-      <td>0.2018</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.1368</td>
-      <td>0.0327</td>
-      <td>0.1936</td>
-      <td>0.1936</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.1054</td>
-      <td>0.0329</td>
-      <td>0.1943</td>
-      <td>0.1943</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.1181</td>
-      <td>0.0379</td>
-      <td>0.1865</td>
-      <td>0.1865</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0996</td>
-      <td>0.0423</td>
-      <td>0.1849</td>
-      <td>0.1849</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.1031</td>
-      <td>0.0495</td>
-      <td>0.1852</td>
-      <td>0.1852</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0840</td>
-      <td>0.0506</td>
-      <td>0.1824</td>
-      <td>0.1824</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.1091</td>
-      <td>0.0546</td>
-      <td>0.1836</td>
-      <td>0.1836</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0893</td>
-      <td>0.0541</td>
-      <td>0.1801</td>
-      <td>0.1801</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0801</td>
-      <td>0.0588</td>
-      <td>0.1872</td>
-      <td>0.1872</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.1038</td>
-      <td>0.0618</td>
-      <td>0.1871</td>
-      <td>0.1871</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0810</td>
-      <td>0.0616</td>
-      <td>0.1884</td>
-      <td>0.1884</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0827</td>
-      <td>0.0606</td>
-      <td>0.1829</td>
-      <td>0.1829</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0746</td>
-      <td>0.0616</td>
-      <td>0.1840</td>
-      <td>0.1840</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0754</td>
-      <td>0.0617</td>
-      <td>0.1816</td>
-      <td>0.1816</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0613</td>
-      <td>0.0592</td>
-      <td>0.1818</td>
-      <td>0.1818</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0696</td>
-      <td>0.0476</td>
-      <td>0.1848</td>
-      <td>0.1848</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0495</td>
-      <td>0.0231</td>
-      <td>0.1850</td>
-      <td>0.1850</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0992</td>
-      <td>0.0504</td>
-      <td>0.1801</td>
-      <td>0.1801</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_10_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_10_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_all_vs_atc_10_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_10_f1.png)
-
-
-## avg
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld</th>
-      <th>mul_sld</th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0019</td>
-      <td>0.0288</td>
-      <td>0.0134</td>
-      <td>0.0210</td>
-      <td>0.0129</td>
-      <td>0.0235</td>
-      <td>0.3827</td>
-      <td>0.3827</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.1024</td>
-      <td>0.0945</td>
-      <td>0.0542</td>
-      <td>0.0436</td>
-      <td>0.0586</td>
-      <td>0.0791</td>
-      <td>0.2109</td>
-      <td>0.2109</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0878</td>
-      <td>0.0821</td>
-      <td>0.0418</td>
-      <td>0.0319</td>
-      <td>0.0456</td>
-      <td>0.0585</td>
-      <td>0.1528</td>
-      <td>0.1528</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0795</td>
-      <td>0.0730</td>
-      <td>0.0363</td>
-      <td>0.0277</td>
-      <td>0.0377</td>
-      <td>0.0442</td>
-      <td>0.1203</td>
-      <td>0.1203</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0697</td>
-      <td>0.0657</td>
-      <td>0.0312</td>
-      <td>0.0254</td>
-      <td>0.0310</td>
-      <td>0.0351</td>
-      <td>0.0991</td>
-      <td>0.0991</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0604</td>
-      <td>0.0611</td>
-      <td>0.0283</td>
-      <td>0.0246</td>
-      <td>0.0276</td>
-      <td>0.0304</td>
-      <td>0.0819</td>
-      <td>0.0819</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0533</td>
-      <td>0.0535</td>
-      <td>0.0242</td>
-      <td>0.0215</td>
-      <td>0.0250</td>
-      <td>0.0270</td>
-      <td>0.0712</td>
-      <td>0.0712</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0466</td>
-      <td>0.0480</td>
-      <td>0.0219</td>
-      <td>0.0204</td>
-      <td>0.0223</td>
-      <td>0.0242</td>
-      <td>0.0623</td>
-      <td>0.0623</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0422</td>
-      <td>0.0446</td>
-      <td>0.0200</td>
-      <td>0.0193</td>
-      <td>0.0200</td>
-      <td>0.0219</td>
-      <td>0.0548</td>
-      <td>0.0548</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0354</td>
-      <td>0.0393</td>
-      <td>0.0174</td>
-      <td>0.0167</td>
-      <td>0.0174</td>
-      <td>0.0193</td>
-      <td>0.0497</td>
-      <td>0.0497</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0342</td>
-      <td>0.0356</td>
-      <td>0.0158</td>
-      <td>0.0155</td>
-      <td>0.0161</td>
-      <td>0.0177</td>
-      <td>0.0458</td>
-      <td>0.0458</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0297</td>
-      <td>0.0326</td>
-      <td>0.0142</td>
-      <td>0.0148</td>
-      <td>0.0144</td>
-      <td>0.0159</td>
-      <td>0.0415</td>
-      <td>0.0415</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0256</td>
-      <td>0.0296</td>
-      <td>0.0125</td>
-      <td>0.0129</td>
-      <td>0.0125</td>
-      <td>0.0141</td>
-      <td>0.0394</td>
-      <td>0.0394</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0262</td>
-      <td>0.0272</td>
-      <td>0.0124</td>
-      <td>0.0127</td>
-      <td>0.0127</td>
-      <td>0.0134</td>
-      <td>0.0373</td>
-      <td>0.0373</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0206</td>
-      <td>0.0235</td>
-      <td>0.0106</td>
-      <td>0.0115</td>
-      <td>0.0114</td>
-      <td>0.0128</td>
-      <td>0.0350</td>
-      <td>0.0350</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0189</td>
-      <td>0.0201</td>
-      <td>0.0095</td>
-      <td>0.0099</td>
-      <td>0.0104</td>
-      <td>0.0117</td>
-      <td>0.0325</td>
-      <td>0.0325</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0167</td>
-      <td>0.0180</td>
-      <td>0.0089</td>
-      <td>0.0092</td>
-      <td>0.0100</td>
-      <td>0.0108</td>
-      <td>0.0323</td>
-      <td>0.0323</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0152</td>
-      <td>0.0157</td>
-      <td>0.0082</td>
-      <td>0.0084</td>
-      <td>0.0095</td>
-      <td>0.0100</td>
-      <td>0.0315</td>
-      <td>0.0315</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0126</td>
-      <td>0.0131</td>
-      <td>0.0073</td>
-      <td>0.0073</td>
-      <td>0.0086</td>
-      <td>0.0099</td>
-      <td>0.0309</td>
-      <td>0.0309</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0130</td>
-      <td>0.0103</td>
-      <td>0.0064</td>
-      <td>0.0064</td>
-      <td>0.0076</td>
-      <td>0.0089</td>
-      <td>0.0321</td>
-      <td>0.0321</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0066</td>
-      <td>0.0055</td>
-      <td>0.0050</td>
-      <td>0.0059</td>
-      <td>0.0068</td>
-      <td>0.0090</td>
-      <td>0.0326</td>
-      <td>0.0326</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0380</td>
-      <td>0.0391</td>
-      <td>0.0190</td>
-      <td>0.0175</td>
-      <td>0.0199</td>
-      <td>0.0237</td>
-      <td>0.0798</td>
-      <td>0.0798</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_all_vs_atc_avg_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_all_vs_atc_avg_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_all_vs_atc_avg_f1.png)
diff --git a/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_all_acc.md b/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_all_acc.md
deleted file mode 100644
index afe95ed..0000000
--- a/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_all_acc.md
+++ /dev/null
@@ -1,2708 +0,0 @@
-# rcv1_CCAT
-
-## 90% positives
-> train: [0.09996662 0.90003338]  
-> validation: [0.09996662 0.90003338]  
-> bin_sld: 234.941s  
-> mul_sld: 75.002s  
-> bin_sld_bcts: 230.912s  
-> mul_sld_bcts: 79.197s  
-> bin_sld_gs: 478.630s  
-> mul_sld_gs: 251.343s  
-> kfcv: 55.369s  
-> ref: 52.475s  
-> atc_mc: 54.633s  
-> atc_ne: 54.569s  
-> doc_feat: 46.647s  
-> tot: 486.773s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0055</td>
-      <td>0.0153</td>
-      <td>0.0001</td>
-      <td>0.0048</td>
-      <td>0.7631</td>
-      <td>0.1704</td>
-      <td>0.1704</td>
-      <td>0.7643</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0384</td>
-      <td>0.0417</td>
-      <td>0.0240</td>
-      <td>0.0275</td>
-      <td>0.7227</td>
-      <td>0.1614</td>
-      <td>0.1614</td>
-      <td>0.7241</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0399</td>
-      <td>0.0431</td>
-      <td>0.0283</td>
-      <td>0.0293</td>
-      <td>0.6791</td>
-      <td>0.1528</td>
-      <td>0.1528</td>
-      <td>0.6806</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0390</td>
-      <td>0.0420</td>
-      <td>0.0289</td>
-      <td>0.0292</td>
-      <td>0.6368</td>
-      <td>0.1426</td>
-      <td>0.1426</td>
-      <td>0.6384</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0357</td>
-      <td>0.0368</td>
-      <td>0.0289</td>
-      <td>0.0253</td>
-      <td>0.5945</td>
-      <td>0.1334</td>
-      <td>0.1334</td>
-      <td>0.5963</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0366</td>
-      <td>0.0401</td>
-      <td>0.0303</td>
-      <td>0.0282</td>
-      <td>0.5519</td>
-      <td>0.1217</td>
-      <td>0.1217</td>
-      <td>0.5537</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0334</td>
-      <td>0.0362</td>
-      <td>0.0285</td>
-      <td>0.0252</td>
-      <td>0.5099</td>
-      <td>0.1131</td>
-      <td>0.1131</td>
-      <td>0.5119</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0319</td>
-      <td>0.0352</td>
-      <td>0.0294</td>
-      <td>0.0241</td>
-      <td>0.4662</td>
-      <td>0.1040</td>
-      <td>0.1040</td>
-      <td>0.4683</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0303</td>
-      <td>0.0342</td>
-      <td>0.0276</td>
-      <td>0.0236</td>
-      <td>0.4250</td>
-      <td>0.0943</td>
-      <td>0.0943</td>
-      <td>0.4272</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0261</td>
-      <td>0.0286</td>
-      <td>0.0247</td>
-      <td>0.0194</td>
-      <td>0.3817</td>
-      <td>0.0847</td>
-      <td>0.0847</td>
-      <td>0.3840</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0238</td>
-      <td>0.0256</td>
-      <td>0.0235</td>
-      <td>0.0182</td>
-      <td>0.3383</td>
-      <td>0.0749</td>
-      <td>0.0749</td>
-      <td>0.3407</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0239</td>
-      <td>0.0263</td>
-      <td>0.0241</td>
-      <td>0.0184</td>
-      <td>0.2966</td>
-      <td>0.0622</td>
-      <td>0.0622</td>
-      <td>0.2991</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0188</td>
-      <td>0.0200</td>
-      <td>0.0191</td>
-      <td>0.0146</td>
-      <td>0.2528</td>
-      <td>0.0541</td>
-      <td>0.0541</td>
-      <td>0.2555</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0206</td>
-      <td>0.0236</td>
-      <td>0.0210</td>
-      <td>0.0177</td>
-      <td>0.2110</td>
-      <td>0.0422</td>
-      <td>0.0422</td>
-      <td>0.2137</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0182</td>
-      <td>0.0205</td>
-      <td>0.0194</td>
-      <td>0.0161</td>
-      <td>0.1678</td>
-      <td>0.0334</td>
-      <td>0.0334</td>
-      <td>0.1706</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0152</td>
-      <td>0.0169</td>
-      <td>0.0162</td>
-      <td>0.0130</td>
-      <td>0.1246</td>
-      <td>0.0239</td>
-      <td>0.0239</td>
-      <td>0.1276</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0146</td>
-      <td>0.0168</td>
-      <td>0.0163</td>
-      <td>0.0134</td>
-      <td>0.0841</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-      <td>0.0872</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0129</td>
-      <td>0.0154</td>
-      <td>0.0142</td>
-      <td>0.0128</td>
-      <td>0.0418</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-      <td>0.0450</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0119</td>
-      <td>0.0132</td>
-      <td>0.0118</td>
-      <td>0.0120</td>
-      <td>0.0032</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-      <td>0.0036</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0112</td>
-      <td>0.0131</td>
-      <td>0.0104</td>
-      <td>0.0127</td>
-      <td>0.0441</td>
-      <td>0.0134</td>
-      <td>0.0134</td>
-      <td>0.0407</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0125</td>
-      <td>0.0128</td>
-      <td>0.0100</td>
-      <td>0.0146</td>
-      <td>0.0866</td>
-      <td>0.0243</td>
-      <td>0.0243</td>
-      <td>0.0830</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0238</td>
-      <td>0.0265</td>
-      <td>0.0208</td>
-      <td>0.0191</td>
-      <td>0.3515</td>
-      <td>0.0781</td>
-      <td>0.0781</td>
-      <td>0.3531</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_90_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_90_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_90_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_90_acc.png)
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]  
-> validation: [0.20010013 0.79989987]  
-> bin_sld: 229.883s  
-> mul_sld: 73.128s  
-> bin_sld_bcts: 226.915s  
-> mul_sld_bcts: 75.715s  
-> bin_sld_gs: 456.287s  
-> mul_sld_gs: 284.706s  
-> kfcv: 51.186s  
-> ref: 49.290s  
-> atc_mc: 52.169s  
-> atc_ne: 51.718s  
-> doc_feat: 44.179s  
-> tot: 462.366s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0026</td>
-      <td>0.0163</td>
-      <td>0.0503</td>
-      <td>0.0229</td>
-      <td>0.3217</td>
-      <td>0.0311</td>
-      <td>0.0311</td>
-      <td>0.3333</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0125</td>
-      <td>0.0141</td>
-      <td>0.0537</td>
-      <td>0.0171</td>
-      <td>0.3034</td>
-      <td>0.0274</td>
-      <td>0.0274</td>
-      <td>0.3151</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0100</td>
-      <td>0.0118</td>
-      <td>0.0452</td>
-      <td>0.0132</td>
-      <td>0.2841</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-      <td>0.2960</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0091</td>
-      <td>0.0105</td>
-      <td>0.0436</td>
-      <td>0.0118</td>
-      <td>0.2620</td>
-      <td>0.0227</td>
-      <td>0.0227</td>
-      <td>0.2740</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0076</td>
-      <td>0.0087</td>
-      <td>0.0381</td>
-      <td>0.0102</td>
-      <td>0.2425</td>
-      <td>0.0214</td>
-      <td>0.0214</td>
-      <td>0.2546</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0082</td>
-      <td>0.0103</td>
-      <td>0.0360</td>
-      <td>0.0112</td>
-      <td>0.2196</td>
-      <td>0.0201</td>
-      <td>0.0201</td>
-      <td>0.2318</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0095</td>
-      <td>0.0108</td>
-      <td>0.0364</td>
-      <td>0.0126</td>
-      <td>0.2005</td>
-      <td>0.0178</td>
-      <td>0.0178</td>
-      <td>0.2128</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0102</td>
-      <td>0.0113</td>
-      <td>0.0324</td>
-      <td>0.0124</td>
-      <td>0.1806</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-      <td>0.1930</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0093</td>
-      <td>0.0103</td>
-      <td>0.0319</td>
-      <td>0.0116</td>
-      <td>0.1567</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-      <td>0.1692</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0102</td>
-      <td>0.0100</td>
-      <td>0.0289</td>
-      <td>0.0107</td>
-      <td>0.1384</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-      <td>0.1511</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0079</td>
-      <td>0.0098</td>
-      <td>0.0270</td>
-      <td>0.0103</td>
-      <td>0.1152</td>
-      <td>0.0136</td>
-      <td>0.0136</td>
-      <td>0.1280</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0086</td>
-      <td>0.0092</td>
-      <td>0.0277</td>
-      <td>0.0111</td>
-      <td>0.0933</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-      <td>0.1062</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0084</td>
-      <td>0.0094</td>
-      <td>0.0229</td>
-      <td>0.0102</td>
-      <td>0.0729</td>
-      <td>0.0110</td>
-      <td>0.0110</td>
-      <td>0.0859</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0101</td>
-      <td>0.0095</td>
-      <td>0.0248</td>
-      <td>0.0115</td>
-      <td>0.0529</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-      <td>0.0660</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0091</td>
-      <td>0.0097</td>
-      <td>0.0226</td>
-      <td>0.0114</td>
-      <td>0.0312</td>
-      <td>0.0106</td>
-      <td>0.0106</td>
-      <td>0.0445</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0091</td>
-      <td>0.0089</td>
-      <td>0.0209</td>
-      <td>0.0106</td>
-      <td>0.0115</td>
-      <td>0.0091</td>
-      <td>0.0091</td>
-      <td>0.0243</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0101</td>
-      <td>0.0099</td>
-      <td>0.0226</td>
-      <td>0.0116</td>
-      <td>0.0103</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-      <td>0.0068</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0104</td>
-      <td>0.0105</td>
-      <td>0.0209</td>
-      <td>0.0122</td>
-      <td>0.0292</td>
-      <td>0.0104</td>
-      <td>0.0104</td>
-      <td>0.0158</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0099</td>
-      <td>0.0111</td>
-      <td>0.0211</td>
-      <td>0.0141</td>
-      <td>0.0503</td>
-      <td>0.0108</td>
-      <td>0.0108</td>
-      <td>0.0365</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0107</td>
-      <td>0.0119</td>
-      <td>0.0180</td>
-      <td>0.0154</td>
-      <td>0.0719</td>
-      <td>0.0130</td>
-      <td>0.0130</td>
-      <td>0.0581</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0115</td>
-      <td>0.0141</td>
-      <td>0.0179</td>
-      <td>0.0193</td>
-      <td>0.0915</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-      <td>0.0775</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0093</td>
-      <td>0.0109</td>
-      <td>0.0306</td>
-      <td>0.0129</td>
-      <td>0.1400</td>
-      <td>0.0163</td>
-      <td>0.0163</td>
-      <td>0.1467</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_80_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_80_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_80_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_80_acc.png)
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]  
-> validation: [0.30006676 0.69993324]  
-> bin_sld: 225.630s  
-> mul_sld: 71.930s  
-> bin_sld_bcts: 223.728s  
-> mul_sld_bcts: 76.593s  
-> bin_sld_gs: 431.047s  
-> mul_sld_gs: 291.843s  
-> kfcv: 51.915s  
-> ref: 49.281s  
-> atc_mc: 51.662s  
-> atc_ne: 51.127s  
-> doc_feat: 43.648s  
-> tot: 436.749s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0052</td>
-      <td>0.0141</td>
-      <td>0.0044</td>
-      <td>0.0215</td>
-      <td>0.1371</td>
-      <td>0.0238</td>
-      <td>0.0238</td>
-      <td>0.1462</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0141</td>
-      <td>0.0136</td>
-      <td>0.0180</td>
-      <td>0.0182</td>
-      <td>0.1275</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-      <td>0.1367</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0134</td>
-      <td>0.0126</td>
-      <td>0.0178</td>
-      <td>0.0161</td>
-      <td>0.1178</td>
-      <td>0.0216</td>
-      <td>0.0216</td>
-      <td>0.1271</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0141</td>
-      <td>0.0112</td>
-      <td>0.0177</td>
-      <td>0.0176</td>
-      <td>0.1094</td>
-      <td>0.0197</td>
-      <td>0.0197</td>
-      <td>0.1187</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0115</td>
-      <td>0.0092</td>
-      <td>0.0140</td>
-      <td>0.0146</td>
-      <td>0.0996</td>
-      <td>0.0206</td>
-      <td>0.0206</td>
-      <td>0.1091</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0135</td>
-      <td>0.0111</td>
-      <td>0.0151</td>
-      <td>0.0180</td>
-      <td>0.0880</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-      <td>0.0975</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0140</td>
-      <td>0.0104</td>
-      <td>0.0154</td>
-      <td>0.0185</td>
-      <td>0.0797</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-      <td>0.0894</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0132</td>
-      <td>0.0115</td>
-      <td>0.0145</td>
-      <td>0.0196</td>
-      <td>0.0717</td>
-      <td>0.0149</td>
-      <td>0.0149</td>
-      <td>0.0814</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0139</td>
-      <td>0.0121</td>
-      <td>0.0139</td>
-      <td>0.0212</td>
-      <td>0.0596</td>
-      <td>0.0122</td>
-      <td>0.0122</td>
-      <td>0.0693</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0139</td>
-      <td>0.0112</td>
-      <td>0.0138</td>
-      <td>0.0213</td>
-      <td>0.0516</td>
-      <td>0.0123</td>
-      <td>0.0123</td>
-      <td>0.0615</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0140</td>
-      <td>0.0123</td>
-      <td>0.0135</td>
-      <td>0.0221</td>
-      <td>0.0405</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-      <td>0.0504</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0143</td>
-      <td>0.0124</td>
-      <td>0.0144</td>
-      <td>0.0233</td>
-      <td>0.0297</td>
-      <td>0.0102</td>
-      <td>0.0102</td>
-      <td>0.0397</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0118</td>
-      <td>0.0101</td>
-      <td>0.0105</td>
-      <td>0.0213</td>
-      <td>0.0204</td>
-      <td>0.0096</td>
-      <td>0.0096</td>
-      <td>0.0306</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0148</td>
-      <td>0.0128</td>
-      <td>0.0132</td>
-      <td>0.0245</td>
-      <td>0.0132</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-      <td>0.0230</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0121</td>
-      <td>0.0111</td>
-      <td>0.0110</td>
-      <td>0.0259</td>
-      <td>0.0073</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-      <td>0.0127</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0132</td>
-      <td>0.0131</td>
-      <td>0.0122</td>
-      <td>0.0272</td>
-      <td>0.0091</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0144</td>
-      <td>0.0139</td>
-      <td>0.0133</td>
-      <td>0.0279</td>
-      <td>0.0173</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-      <td>0.0086</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0153</td>
-      <td>0.0154</td>
-      <td>0.0124</td>
-      <td>0.0288</td>
-      <td>0.0265</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0130</td>
-      <td>0.0152</td>
-      <td>0.0129</td>
-      <td>0.0301</td>
-      <td>0.0356</td>
-      <td>0.0062</td>
-      <td>0.0062</td>
-      <td>0.0250</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0124</td>
-      <td>0.0150</td>
-      <td>0.0106</td>
-      <td>0.0304</td>
-      <td>0.0455</td>
-      <td>0.0063</td>
-      <td>0.0063</td>
-      <td>0.0347</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0126</td>
-      <td>0.0174</td>
-      <td>0.0147</td>
-      <td>0.0321</td>
-      <td>0.0530</td>
-      <td>0.0059</td>
-      <td>0.0059</td>
-      <td>0.0422</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0131</td>
-      <td>0.0126</td>
-      <td>0.0135</td>
-      <td>0.0229</td>
-      <td>0.0590</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-      <td>0.0632</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_70_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_70_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_70_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_70_acc.png)
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]  
-> validation: [0.40003338 0.59996662]  
-> bin_sld: 226.621s  
-> mul_sld: 71.844s  
-> bin_sld_bcts: 225.379s  
-> mul_sld_bcts: 77.086s  
-> bin_sld_gs: 471.820s  
-> mul_sld_gs: 283.935s  
-> kfcv: 51.035s  
-> ref: 49.046s  
-> atc_mc: 51.951s  
-> atc_ne: 51.208s  
-> doc_feat: 43.717s  
-> tot: 477.247s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0047</td>
-      <td>0.0106</td>
-      <td>0.0070</td>
-      <td>0.0132</td>
-      <td>0.0379</td>
-      <td>0.0106</td>
-      <td>0.0106</td>
-      <td>0.0447</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0084</td>
-      <td>0.0074</td>
-      <td>0.0096</td>
-      <td>0.0095</td>
-      <td>0.0339</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-      <td>0.0406</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0095</td>
-      <td>0.0073</td>
-      <td>0.0094</td>
-      <td>0.0081</td>
-      <td>0.0322</td>
-      <td>0.0092</td>
-      <td>0.0092</td>
-      <td>0.0390</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0100</td>
-      <td>0.0079</td>
-      <td>0.0109</td>
-      <td>0.0084</td>
-      <td>0.0284</td>
-      <td>0.0083</td>
-      <td>0.0083</td>
-      <td>0.0352</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0126</td>
-      <td>0.0102</td>
-      <td>0.0108</td>
-      <td>0.0095</td>
-      <td>0.0269</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-      <td>0.0338</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0118</td>
-      <td>0.0099</td>
-      <td>0.0110</td>
-      <td>0.0092</td>
-      <td>0.0219</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-      <td>0.0288</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0128</td>
-      <td>0.0109</td>
-      <td>0.0119</td>
-      <td>0.0095</td>
-      <td>0.0213</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-      <td>0.0281</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0128</td>
-      <td>0.0107</td>
-      <td>0.0128</td>
-      <td>0.0113</td>
-      <td>0.0171</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-      <td>0.0241</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0134</td>
-      <td>0.0117</td>
-      <td>0.0121</td>
-      <td>0.0117</td>
-      <td>0.0136</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-      <td>0.0202</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0126</td>
-      <td>0.0112</td>
-      <td>0.0117</td>
-      <td>0.0110</td>
-      <td>0.0131</td>
-      <td>0.0086</td>
-      <td>0.0086</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0147</td>
-      <td>0.0121</td>
-      <td>0.0146</td>
-      <td>0.0133</td>
-      <td>0.0087</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0113</td>
-      <td>0.0100</td>
-      <td>0.0114</td>
-      <td>0.0116</td>
-      <td>0.0080</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-      <td>0.0116</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0117</td>
-      <td>0.0104</td>
-      <td>0.0118</td>
-      <td>0.0112</td>
-      <td>0.0074</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-      <td>0.0099</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0113</td>
-      <td>0.0105</td>
-      <td>0.0112</td>
-      <td>0.0111</td>
-      <td>0.0065</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-      <td>0.0095</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0125</td>
-      <td>0.0112</td>
-      <td>0.0134</td>
-      <td>0.0156</td>
-      <td>0.0080</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-      <td>0.0073</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0112</td>
-      <td>0.0099</td>
-      <td>0.0142</td>
-      <td>0.0155</td>
-      <td>0.0090</td>
-      <td>0.0075</td>
-      <td>0.0075</td>
-      <td>0.0069</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0113</td>
-      <td>0.0098</td>
-      <td>0.0144</td>
-      <td>0.0158</td>
-      <td>0.0110</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0111</td>
-      <td>0.0099</td>
-      <td>0.0155</td>
-      <td>0.0172</td>
-      <td>0.0134</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-      <td>0.0077</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0116</td>
-      <td>0.0108</td>
-      <td>0.0183</td>
-      <td>0.0192</td>
-      <td>0.0161</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-      <td>0.0093</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0097</td>
-      <td>0.0094</td>
-      <td>0.0160</td>
-      <td>0.0180</td>
-      <td>0.0184</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-      <td>0.0111</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0087</td>
-      <td>0.0131</td>
-      <td>0.0187</td>
-      <td>0.0220</td>
-      <td>0.0194</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-      <td>0.0126</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0111</td>
-      <td>0.0102</td>
-      <td>0.0127</td>
-      <td>0.0129</td>
-      <td>0.0177</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-      <td>0.0201</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_60_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_60_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_60_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_60_acc.png)
-
-
-## 50% positives
-> train: [0.5 0.5]  
-> validation: [0.5 0.5]  
-> bin_sld: 223.735s  
-> mul_sld: 70.315s  
-> bin_sld_bcts: 224.203s  
-> mul_sld_bcts: 75.746s  
-> bin_sld_gs: 459.866s  
-> mul_sld_gs: 285.490s  
-> kfcv: 51.093s  
-> ref: 48.870s  
-> atc_mc: 51.664s  
-> atc_ne: 50.999s  
-> doc_feat: 43.777s  
-> tot: 465.257s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0024</td>
-      <td>0.0105</td>
-      <td>0.0088</td>
-      <td>0.0305</td>
-      <td>0.0145</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0074</td>
-      <td>0.0077</td>
-      <td>0.0111</td>
-      <td>0.0330</td>
-      <td>0.0131</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0099</td>
-      <td>0.0068</td>
-      <td>0.0105</td>
-      <td>0.0290</td>
-      <td>0.0108</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-      <td>0.0069</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0141</td>
-      <td>0.0094</td>
-      <td>0.0112</td>
-      <td>0.0252</td>
-      <td>0.0097</td>
-      <td>0.0077</td>
-      <td>0.0077</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0167</td>
-      <td>0.0109</td>
-      <td>0.0120</td>
-      <td>0.0207</td>
-      <td>0.0073</td>
-      <td>0.0083</td>
-      <td>0.0083</td>
-      <td>0.0069</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0182</td>
-      <td>0.0124</td>
-      <td>0.0107</td>
-      <td>0.0194</td>
-      <td>0.0079</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0177</td>
-      <td>0.0137</td>
-      <td>0.0127</td>
-      <td>0.0189</td>
-      <td>0.0067</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-      <td>0.0086</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0189</td>
-      <td>0.0150</td>
-      <td>0.0141</td>
-      <td>0.0184</td>
-      <td>0.0074</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0185</td>
-      <td>0.0153</td>
-      <td>0.0124</td>
-      <td>0.0162</td>
-      <td>0.0064</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0175</td>
-      <td>0.0150</td>
-      <td>0.0121</td>
-      <td>0.0157</td>
-      <td>0.0071</td>
-      <td>0.0110</td>
-      <td>0.0110</td>
-      <td>0.0128</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0169</td>
-      <td>0.0146</td>
-      <td>0.0117</td>
-      <td>0.0162</td>
-      <td>0.0073</td>
-      <td>0.0122</td>
-      <td>0.0122</td>
-      <td>0.0138</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0166</td>
-      <td>0.0146</td>
-      <td>0.0100</td>
-      <td>0.0126</td>
-      <td>0.0086</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-      <td>0.0150</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0181</td>
-      <td>0.0158</td>
-      <td>0.0117</td>
-      <td>0.0151</td>
-      <td>0.0097</td>
-      <td>0.0144</td>
-      <td>0.0144</td>
-      <td>0.0164</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0174</td>
-      <td>0.0160</td>
-      <td>0.0124</td>
-      <td>0.0123</td>
-      <td>0.0132</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-      <td>0.0210</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0157</td>
-      <td>0.0144</td>
-      <td>0.0134</td>
-      <td>0.0120</td>
-      <td>0.0137</td>
-      <td>0.0164</td>
-      <td>0.0164</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0149</td>
-      <td>0.0135</td>
-      <td>0.0120</td>
-      <td>0.0121</td>
-      <td>0.0141</td>
-      <td>0.0170</td>
-      <td>0.0170</td>
-      <td>0.0224</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0132</td>
-      <td>0.0120</td>
-      <td>0.0119</td>
-      <td>0.0124</td>
-      <td>0.0165</td>
-      <td>0.0211</td>
-      <td>0.0211</td>
-      <td>0.0248</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0104</td>
-      <td>0.0100</td>
-      <td>0.0103</td>
-      <td>0.0097</td>
-      <td>0.0180</td>
-      <td>0.0205</td>
-      <td>0.0205</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0103</td>
-      <td>0.0098</td>
-      <td>0.0109</td>
-      <td>0.0111</td>
-      <td>0.0205</td>
-      <td>0.0239</td>
-      <td>0.0239</td>
-      <td>0.0292</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0070</td>
-      <td>0.0071</td>
-      <td>0.0092</td>
-      <td>0.0088</td>
-      <td>0.0224</td>
-      <td>0.0253</td>
-      <td>0.0253</td>
-      <td>0.0310</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0038</td>
-      <td>0.0092</td>
-      <td>0.0084</td>
-      <td>0.0079</td>
-      <td>0.0257</td>
-      <td>0.0289</td>
-      <td>0.0289</td>
-      <td>0.0344</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0136</td>
-      <td>0.0121</td>
-      <td>0.0113</td>
-      <td>0.0170</td>
-      <td>0.0124</td>
-      <td>0.0140</td>
-      <td>0.0140</td>
-      <td>0.0163</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_50_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_50_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_50_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_50_acc.png)
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]  
-> validation: [0.59996662 0.40003338]  
-> bin_sld: 220.011s  
-> mul_sld: 68.308s  
-> bin_sld_bcts: 222.232s  
-> mul_sld_bcts: 74.741s  
-> bin_sld_gs: 463.188s  
-> mul_sld_gs: 286.703s  
-> kfcv: 50.329s  
-> ref: 48.512s  
-> atc_mc: 51.494s  
-> atc_ne: 51.091s  
-> doc_feat: 43.512s  
-> tot: 468.313s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0019</td>
-      <td>0.0078</td>
-      <td>0.0044</td>
-      <td>0.0564</td>
-      <td>0.0490</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-      <td>0.0474</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0073</td>
-      <td>0.0060</td>
-      <td>0.0076</td>
-      <td>0.0563</td>
-      <td>0.0427</td>
-      <td>0.0166</td>
-      <td>0.0166</td>
-      <td>0.0412</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0114</td>
-      <td>0.0070</td>
-      <td>0.0090</td>
-      <td>0.0560</td>
-      <td>0.0358</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-      <td>0.0343</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0157</td>
-      <td>0.0109</td>
-      <td>0.0123</td>
-      <td>0.0534</td>
-      <td>0.0291</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-      <td>0.0276</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0183</td>
-      <td>0.0143</td>
-      <td>0.0149</td>
-      <td>0.0509</td>
-      <td>0.0218</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-      <td>0.0204</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0222</td>
-      <td>0.0183</td>
-      <td>0.0190</td>
-      <td>0.0476</td>
-      <td>0.0171</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-      <td>0.0157</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0215</td>
-      <td>0.0190</td>
-      <td>0.0184</td>
-      <td>0.0482</td>
-      <td>0.0100</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0229</td>
-      <td>0.0212</td>
-      <td>0.0201</td>
-      <td>0.0481</td>
-      <td>0.0064</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-      <td>0.0064</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0243</td>
-      <td>0.0233</td>
-      <td>0.0213</td>
-      <td>0.0449</td>
-      <td>0.0069</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0228</td>
-      <td>0.0229</td>
-      <td>0.0211</td>
-      <td>0.0457</td>
-      <td>0.0111</td>
-      <td>0.0073</td>
-      <td>0.0073</td>
-      <td>0.0121</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0244</td>
-      <td>0.0244</td>
-      <td>0.0220</td>
-      <td>0.0426</td>
-      <td>0.0159</td>
-      <td>0.0081</td>
-      <td>0.0081</td>
-      <td>0.0170</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0242</td>
-      <td>0.0260</td>
-      <td>0.0225</td>
-      <td>0.0405</td>
-      <td>0.0224</td>
-      <td>0.0099</td>
-      <td>0.0099</td>
-      <td>0.0237</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0245</td>
-      <td>0.0265</td>
-      <td>0.0226</td>
-      <td>0.0371</td>
-      <td>0.0277</td>
-      <td>0.0112</td>
-      <td>0.0112</td>
-      <td>0.0290</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0236</td>
-      <td>0.0267</td>
-      <td>0.0221</td>
-      <td>0.0351</td>
-      <td>0.0374</td>
-      <td>0.0156</td>
-      <td>0.0156</td>
-      <td>0.0386</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0215</td>
-      <td>0.0256</td>
-      <td>0.0204</td>
-      <td>0.0344</td>
-      <td>0.0438</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-      <td>0.0450</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0198</td>
-      <td>0.0225</td>
-      <td>0.0188</td>
-      <td>0.0334</td>
-      <td>0.0491</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-      <td>0.0503</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0191</td>
-      <td>0.0232</td>
-      <td>0.0185</td>
-      <td>0.0293</td>
-      <td>0.0548</td>
-      <td>0.0180</td>
-      <td>0.0180</td>
-      <td>0.0560</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0165</td>
-      <td>0.0218</td>
-      <td>0.0162</td>
-      <td>0.0265</td>
-      <td>0.0627</td>
-      <td>0.0218</td>
-      <td>0.0218</td>
-      <td>0.0638</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0134</td>
-      <td>0.0172</td>
-      <td>0.0135</td>
-      <td>0.0262</td>
-      <td>0.0677</td>
-      <td>0.0224</td>
-      <td>0.0224</td>
-      <td>0.0688</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0102</td>
-      <td>0.0150</td>
-      <td>0.0106</td>
-      <td>0.0182</td>
-      <td>0.0747</td>
-      <td>0.0278</td>
-      <td>0.0278</td>
-      <td>0.0758</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0033</td>
-      <td>0.0067</td>
-      <td>0.0040</td>
-      <td>0.0155</td>
-      <td>0.0815</td>
-      <td>0.0285</td>
-      <td>0.0285</td>
-      <td>0.0825</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0176</td>
-      <td>0.0184</td>
-      <td>0.0162</td>
-      <td>0.0403</td>
-      <td>0.0366</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-      <td>0.0368</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_40_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_40_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_40_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_40_acc.png)
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]  
-> validation: [0.70010013 0.29989987]  
-> bin_sld: 241.690s  
-> mul_sld: 76.036s  
-> bin_sld_bcts: 241.023s  
-> mul_sld_bcts: 81.654s  
-> bin_sld_gs: 468.354s  
-> mul_sld_gs: 303.186s  
-> kfcv: 56.346s  
-> ref: 53.070s  
-> atc_mc: 56.339s  
-> atc_ne: 55.112s  
-> doc_feat: 46.850s  
-> tot: 474.244s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0049</td>
-      <td>0.0101</td>
-      <td>0.0349</td>
-      <td>0.0060</td>
-      <td>0.0724</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-      <td>0.0606</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0067</td>
-      <td>0.0080</td>
-      <td>0.0227</td>
-      <td>0.0080</td>
-      <td>0.0607</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-      <td>0.0489</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0079</td>
-      <td>0.0073</td>
-      <td>0.0228</td>
-      <td>0.0095</td>
-      <td>0.0499</td>
-      <td>0.0049</td>
-      <td>0.0049</td>
-      <td>0.0382</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0089</td>
-      <td>0.0082</td>
-      <td>0.0186</td>
-      <td>0.0099</td>
-      <td>0.0381</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-      <td>0.0265</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0102</td>
-      <td>0.0102</td>
-      <td>0.0170</td>
-      <td>0.0110</td>
-      <td>0.0259</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-      <td>0.0143</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0113</td>
-      <td>0.0125</td>
-      <td>0.0135</td>
-      <td>0.0130</td>
-      <td>0.0161</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-      <td>0.0067</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0108</td>
-      <td>0.0130</td>
-      <td>0.0134</td>
-      <td>0.0146</td>
-      <td>0.0067</td>
-      <td>0.0119</td>
-      <td>0.0119</td>
-      <td>0.0096</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0124</td>
-      <td>0.0147</td>
-      <td>0.0123</td>
-      <td>0.0134</td>
-      <td>0.0104</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-      <td>0.0208</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0136</td>
-      <td>0.0174</td>
-      <td>0.0105</td>
-      <td>0.0157</td>
-      <td>0.0201</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-      <td>0.0314</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0130</td>
-      <td>0.0179</td>
-      <td>0.0102</td>
-      <td>0.0155</td>
-      <td>0.0313</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-      <td>0.0426</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0136</td>
-      <td>0.0191</td>
-      <td>0.0082</td>
-      <td>0.0155</td>
-      <td>0.0418</td>
-      <td>0.0259</td>
-      <td>0.0259</td>
-      <td>0.0531</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0146</td>
-      <td>0.0218</td>
-      <td>0.0067</td>
-      <td>0.0159</td>
-      <td>0.0528</td>
-      <td>0.0297</td>
-      <td>0.0297</td>
-      <td>0.0640</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0127</td>
-      <td>0.0213</td>
-      <td>0.0080</td>
-      <td>0.0169</td>
-      <td>0.0626</td>
-      <td>0.0307</td>
-      <td>0.0307</td>
-      <td>0.0737</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0133</td>
-      <td>0.0224</td>
-      <td>0.0077</td>
-      <td>0.0150</td>
-      <td>0.0774</td>
-      <td>0.0368</td>
-      <td>0.0368</td>
-      <td>0.0885</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0128</td>
-      <td>0.0219</td>
-      <td>0.0084</td>
-      <td>0.0141</td>
-      <td>0.0885</td>
-      <td>0.0400</td>
-      <td>0.0400</td>
-      <td>0.0995</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0117</td>
-      <td>0.0205</td>
-      <td>0.0084</td>
-      <td>0.0129</td>
-      <td>0.1001</td>
-      <td>0.0427</td>
-      <td>0.0427</td>
-      <td>0.1111</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0110</td>
-      <td>0.0203</td>
-      <td>0.0090</td>
-      <td>0.0121</td>
-      <td>0.1094</td>
-      <td>0.0464</td>
-      <td>0.0464</td>
-      <td>0.1203</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0101</td>
-      <td>0.0191</td>
-      <td>0.0099</td>
-      <td>0.0114</td>
-      <td>0.1227</td>
-      <td>0.0517</td>
-      <td>0.0517</td>
-      <td>0.1336</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0091</td>
-      <td>0.0161</td>
-      <td>0.0099</td>
-      <td>0.0104</td>
-      <td>0.1327</td>
-      <td>0.0521</td>
-      <td>0.0521</td>
-      <td>0.1435</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0085</td>
-      <td>0.0140</td>
-      <td>0.0115</td>
-      <td>0.0110</td>
-      <td>0.1428</td>
-      <td>0.0548</td>
-      <td>0.0548</td>
-      <td>0.1536</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0057</td>
-      <td>0.0071</td>
-      <td>0.0092</td>
-      <td>0.0101</td>
-      <td>0.1570</td>
-      <td>0.0625</td>
-      <td>0.0625</td>
-      <td>0.1677</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0106</td>
-      <td>0.0154</td>
-      <td>0.0130</td>
-      <td>0.0125</td>
-      <td>0.0676</td>
-      <td>0.0280</td>
-      <td>0.0280</td>
-      <td>0.0718</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_30_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_30_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_30_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_30_acc.png)
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]  
-> validation: [0.80006676 0.19993324]  
-> bin_sld: 249.327s  
-> mul_sld: 79.485s  
-> bin_sld_bcts: 248.816s  
-> mul_sld_bcts: 83.568s  
-> bin_sld_gs: 471.330s  
-> mul_sld_gs: 282.407s  
-> kfcv: 59.365s  
-> ref: 56.664s  
-> atc_mc: 58.956s  
-> atc_ne: 57.529s  
-> doc_feat: 49.376s  
-> tot: 478.051s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0047</td>
-      <td>0.0078</td>
-      <td>0.0028</td>
-      <td>0.0134</td>
-      <td>0.0887</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-      <td>0.0803</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0065</td>
-      <td>0.0068</td>
-      <td>0.0063</td>
-      <td>0.0125</td>
-      <td>0.0684</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-      <td>0.0601</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0071</td>
-      <td>0.0068</td>
-      <td>0.0082</td>
-      <td>0.0121</td>
-      <td>0.0480</td>
-      <td>0.0062</td>
-      <td>0.0062</td>
-      <td>0.0398</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0079</td>
-      <td>0.0067</td>
-      <td>0.0096</td>
-      <td>0.0105</td>
-      <td>0.0285</td>
-      <td>0.0064</td>
-      <td>0.0064</td>
-      <td>0.0204</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0094</td>
-      <td>0.0088</td>
-      <td>0.0112</td>
-      <td>0.0104</td>
-      <td>0.0098</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-      <td>0.0063</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0088</td>
-      <td>0.0094</td>
-      <td>0.0112</td>
-      <td>0.0094</td>
-      <td>0.0114</td>
-      <td>0.0093</td>
-      <td>0.0093</td>
-      <td>0.0187</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0090</td>
-      <td>0.0102</td>
-      <td>0.0127</td>
-      <td>0.0093</td>
-      <td>0.0323</td>
-      <td>0.0124</td>
-      <td>0.0124</td>
-      <td>0.0401</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0083</td>
-      <td>0.0105</td>
-      <td>0.0107</td>
-      <td>0.0084</td>
-      <td>0.0544</td>
-      <td>0.0161</td>
-      <td>0.0161</td>
-      <td>0.0621</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0090</td>
-      <td>0.0118</td>
-      <td>0.0117</td>
-      <td>0.0090</td>
-      <td>0.0742</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-      <td>0.0819</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0104</td>
-      <td>0.0118</td>
-      <td>0.0119</td>
-      <td>0.0093</td>
-      <td>0.0919</td>
-      <td>0.0207</td>
-      <td>0.0207</td>
-      <td>0.0995</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0104</td>
-      <td>0.0118</td>
-      <td>0.0127</td>
-      <td>0.0089</td>
-      <td>0.1131</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-      <td>0.1206</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0100</td>
-      <td>0.0135</td>
-      <td>0.0125</td>
-      <td>0.0092</td>
-      <td>0.1328</td>
-      <td>0.0247</td>
-      <td>0.0247</td>
-      <td>0.1402</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0109</td>
-      <td>0.0119</td>
-      <td>0.0116</td>
-      <td>0.0088</td>
-      <td>0.1510</td>
-      <td>0.0272</td>
-      <td>0.0272</td>
-      <td>0.1583</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0132</td>
-      <td>0.0128</td>
-      <td>0.0161</td>
-      <td>0.0105</td>
-      <td>0.1734</td>
-      <td>0.0331</td>
-      <td>0.0331</td>
-      <td>0.1806</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0114</td>
-      <td>0.0137</td>
-      <td>0.0134</td>
-      <td>0.0108</td>
-      <td>0.1941</td>
-      <td>0.0384</td>
-      <td>0.0384</td>
-      <td>0.2012</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0133</td>
-      <td>0.0128</td>
-      <td>0.0149</td>
-      <td>0.0107</td>
-      <td>0.2136</td>
-      <td>0.0425</td>
-      <td>0.0425</td>
-      <td>0.2205</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0135</td>
-      <td>0.0115</td>
-      <td>0.0145</td>
-      <td>0.0096</td>
-      <td>0.2328</td>
-      <td>0.0407</td>
-      <td>0.0407</td>
-      <td>0.2397</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0162</td>
-      <td>0.0103</td>
-      <td>0.0187</td>
-      <td>0.0092</td>
-      <td>0.2528</td>
-      <td>0.0447</td>
-      <td>0.0447</td>
-      <td>0.2596</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0180</td>
-      <td>0.0104</td>
-      <td>0.0153</td>
-      <td>0.0101</td>
-      <td>0.2733</td>
-      <td>0.0492</td>
-      <td>0.0492</td>
-      <td>0.2800</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0193</td>
-      <td>0.0092</td>
-      <td>0.0177</td>
-      <td>0.0087</td>
-      <td>0.2925</td>
-      <td>0.0492</td>
-      <td>0.0492</td>
-      <td>0.2991</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0116</td>
-      <td>0.0055</td>
-      <td>0.0135</td>
-      <td>0.0074</td>
-      <td>0.3148</td>
-      <td>0.0571</td>
-      <td>0.0571</td>
-      <td>0.3213</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0109</td>
-      <td>0.0102</td>
-      <td>0.0122</td>
-      <td>0.0099</td>
-      <td>0.1358</td>
-      <td>0.0259</td>
-      <td>0.0259</td>
-      <td>0.1395</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_20_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_20_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_20_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_20_acc.png)
-
-
-## 10% positives
-> train: [0.90003338 0.09996662]  
-> validation: [0.90003338 0.09996662]  
-> bin_sld: 217.756s  
-> mul_sld: 63.422s  
-> kfcv: 47.542s  
-> ref: 45.622s  
-> atc_mc: 48.127s  
-> atc_ne: 47.746s  
-> doc_feat: 41.031s  
-> tot: 219.250s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0789</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-      <td>0.0735</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0426</td>
-      <td>0.0046</td>
-      <td>0.0046</td>
-      <td>0.0373</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0069</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-      <td>0.0037</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0298</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-      <td>0.0348</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0651</td>
-      <td>0.0194</td>
-      <td>0.0194</td>
-      <td>0.0701</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.1009</td>
-      <td>0.0256</td>
-      <td>0.0256</td>
-      <td>0.1057</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.1387</td>
-      <td>0.0348</td>
-      <td>0.0348</td>
-      <td>0.1434</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.1741</td>
-      <td>0.0438</td>
-      <td>0.0438</td>
-      <td>0.1788</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.2117</td>
-      <td>0.0509</td>
-      <td>0.0509</td>
-      <td>0.2162</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.2465</td>
-      <td>0.0568</td>
-      <td>0.0568</td>
-      <td>0.2509</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.2829</td>
-      <td>0.0633</td>
-      <td>0.0633</td>
-      <td>0.2873</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.3210</td>
-      <td>0.0728</td>
-      <td>0.0728</td>
-      <td>0.3253</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.3543</td>
-      <td>0.0748</td>
-      <td>0.0748</td>
-      <td>0.3584</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.3914</td>
-      <td>0.0843</td>
-      <td>0.0843</td>
-      <td>0.3954</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.4274</td>
-      <td>0.0916</td>
-      <td>0.0916</td>
-      <td>0.4313</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.4632</td>
-      <td>0.1005</td>
-      <td>0.1005</td>
-      <td>0.4671</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.5007</td>
-      <td>0.1064</td>
-      <td>0.1064</td>
-      <td>0.5045</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.5354</td>
-      <td>0.1147</td>
-      <td>0.1147</td>
-      <td>0.5390</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.5703</td>
-      <td>0.1204</td>
-      <td>0.1204</td>
-      <td>0.5739</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.6056</td>
-      <td>0.1244</td>
-      <td>0.1244</td>
-      <td>0.6090</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.6421</td>
-      <td>0.1336</td>
-      <td>0.1336</td>
-      <td>0.6454</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.2947</td>
-      <td>0.0644</td>
-      <td>0.0644</td>
-      <td>0.2977</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_10_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_10_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_10_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_10_acc.png)
-
-
-## avg
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-      <th>doc_feat</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0040</td>
-      <td>0.0116</td>
-      <td>0.0141</td>
-      <td>0.0211</td>
-      <td>0.1737</td>
-      <td>0.0325</td>
-      <td>0.0325</td>
-      <td>0.1732</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0127</td>
-      <td>0.0132</td>
-      <td>0.0191</td>
-      <td>0.0228</td>
-      <td>0.1572</td>
-      <td>0.0294</td>
-      <td>0.0294</td>
-      <td>0.1568</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0136</td>
-      <td>0.0129</td>
-      <td>0.0189</td>
-      <td>0.0217</td>
-      <td>0.1405</td>
-      <td>0.0280</td>
-      <td>0.0280</td>
-      <td>0.1406</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0149</td>
-      <td>0.0133</td>
-      <td>0.0191</td>
-      <td>0.0208</td>
-      <td>0.1302</td>
-      <td>0.0264</td>
-      <td>0.0264</td>
-      <td>0.1314</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0152</td>
-      <td>0.0136</td>
-      <td>0.0184</td>
-      <td>0.0191</td>
-      <td>0.1215</td>
-      <td>0.0266</td>
-      <td>0.0266</td>
-      <td>0.1235</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0163</td>
-      <td>0.0155</td>
-      <td>0.0184</td>
-      <td>0.0195</td>
-      <td>0.1150</td>
-      <td>0.0252</td>
-      <td>0.0252</td>
-      <td>0.1184</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0161</td>
-      <td>0.0155</td>
-      <td>0.0187</td>
-      <td>0.0196</td>
-      <td>0.1118</td>
-      <td>0.0257</td>
-      <td>0.0257</td>
-      <td>0.1170</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0163</td>
-      <td>0.0163</td>
-      <td>0.0183</td>
-      <td>0.0195</td>
-      <td>0.1098</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-      <td>0.1162</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0165</td>
-      <td>0.0170</td>
-      <td>0.0177</td>
-      <td>0.0192</td>
-      <td>0.1082</td>
-      <td>0.0263</td>
-      <td>0.0263</td>
-      <td>0.1148</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0158</td>
-      <td>0.0161</td>
-      <td>0.0168</td>
-      <td>0.0186</td>
-      <td>0.1081</td>
-      <td>0.0265</td>
-      <td>0.0265</td>
-      <td>0.1149</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0157</td>
-      <td>0.0162</td>
-      <td>0.0166</td>
-      <td>0.0184</td>
-      <td>0.1071</td>
-      <td>0.0266</td>
-      <td>0.0266</td>
-      <td>0.1140</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0154</td>
-      <td>0.0167</td>
-      <td>0.0162</td>
-      <td>0.0178</td>
-      <td>0.1073</td>
-      <td>0.0268</td>
-      <td>0.0268</td>
-      <td>0.1139</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0146</td>
-      <td>0.0157</td>
-      <td>0.0148</td>
-      <td>0.0169</td>
-      <td>0.1065</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-      <td>0.1131</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0155</td>
-      <td>0.0168</td>
-      <td>0.0161</td>
-      <td>0.0172</td>
-      <td>0.1085</td>
-      <td>0.0285</td>
-      <td>0.0285</td>
-      <td>0.1152</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0142</td>
-      <td>0.0160</td>
-      <td>0.0152</td>
-      <td>0.0175</td>
-      <td>0.1091</td>
-      <td>0.0292</td>
-      <td>0.0292</td>
-      <td>0.1149</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0135</td>
-      <td>0.0148</td>
-      <td>0.0147</td>
-      <td>0.0169</td>
-      <td>0.1105</td>
-      <td>0.0296</td>
-      <td>0.0296</td>
-      <td>0.1153</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0134</td>
-      <td>0.0147</td>
-      <td>0.0151</td>
-      <td>0.0165</td>
-      <td>0.1152</td>
-      <td>0.0303</td>
-      <td>0.0303</td>
-      <td>0.1173</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0129</td>
-      <td>0.0140</td>
-      <td>0.0148</td>
-      <td>0.0160</td>
-      <td>0.1225</td>
-      <td>0.0319</td>
-      <td>0.0319</td>
-      <td>0.1230</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0121</td>
-      <td>0.0130</td>
-      <td>0.0142</td>
-      <td>0.0167</td>
-      <td>0.1300</td>
-      <td>0.0333</td>
-      <td>0.0333</td>
-      <td>0.1300</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0111</td>
-      <td>0.0118</td>
-      <td>0.0130</td>
-      <td>0.0154</td>
-      <td>0.1464</td>
-      <td>0.0357</td>
-      <td>0.0357</td>
-      <td>0.1459</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0087</td>
-      <td>0.0107</td>
-      <td>0.0120</td>
-      <td>0.0161</td>
-      <td>0.1635</td>
-      <td>0.0403</td>
-      <td>0.0403</td>
-      <td>0.1630</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0137</td>
-      <td>0.0145</td>
-      <td>0.0163</td>
-      <td>0.0184</td>
-      <td>0.1239</td>
-      <td>0.0292</td>
-      <td>0.0292</td>
-      <td>0.1272</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_avg_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_avg_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_avg_acc.png)
diff --git a/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_all_f1.md b/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_all_f1.md
deleted file mode 100644
index 3df7ccc..0000000
--- a/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_all_f1.md
+++ /dev/null
@@ -1,2478 +0,0 @@
-# rcv1_CCAT
-
-## 90% positives
-> train: [0.09996662 0.90003338]  
-> validation: [0.09996662 0.90003338]  
-> bin_sld: 234.941s  
-> mul_sld: 75.002s  
-> bin_sld_bcts: 230.912s  
-> mul_sld_bcts: 79.197s  
-> bin_sld_gs: 478.630s  
-> mul_sld_gs: 251.343s  
-> kfcv: 55.369s  
-> ref: 52.475s  
-> atc_mc: 54.633s  
-> atc_ne: 54.569s  
-> doc_feat: 46.647s  
-> tot: 486.773s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0000</td>
-      <td>0.0000</td>
-      <td>0.0003</td>
-      <td>0.0001</td>
-      <td>0.5911</td>
-      <td>0.4745</td>
-      <td>0.4745</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0719</td>
-      <td>0.0502</td>
-      <td>0.0514</td>
-      <td>0.0490</td>
-      <td>0.4813</td>
-      <td>0.4016</td>
-      <td>0.4016</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0683</td>
-      <td>0.0501</td>
-      <td>0.0545</td>
-      <td>0.0477</td>
-      <td>0.3843</td>
-      <td>0.3432</td>
-      <td>0.3432</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0607</td>
-      <td>0.0461</td>
-      <td>0.0499</td>
-      <td>0.0435</td>
-      <td>0.2983</td>
-      <td>0.2909</td>
-      <td>0.2909</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0505</td>
-      <td>0.0388</td>
-      <td>0.0453</td>
-      <td>0.0352</td>
-      <td>0.2217</td>
-      <td>0.2470</td>
-      <td>0.2470</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0476</td>
-      <td>0.0397</td>
-      <td>0.0431</td>
-      <td>0.0349</td>
-      <td>0.1524</td>
-      <td>0.2076</td>
-      <td>0.2076</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0399</td>
-      <td>0.0340</td>
-      <td>0.0370</td>
-      <td>0.0292</td>
-      <td>0.0903</td>
-      <td>0.1759</td>
-      <td>0.1759</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0351</td>
-      <td>0.0314</td>
-      <td>0.0349</td>
-      <td>0.0260</td>
-      <td>0.0329</td>
-      <td>0.1487</td>
-      <td>0.1487</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0311</td>
-      <td>0.0288</td>
-      <td>0.0302</td>
-      <td>0.0236</td>
-      <td>0.0182</td>
-      <td>0.1239</td>
-      <td>0.1239</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0248</td>
-      <td>0.0231</td>
-      <td>0.0250</td>
-      <td>0.0182</td>
-      <td>0.0661</td>
-      <td>0.1027</td>
-      <td>0.1027</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0210</td>
-      <td>0.0198</td>
-      <td>0.0220</td>
-      <td>0.0160</td>
-      <td>0.1102</td>
-      <td>0.0842</td>
-      <td>0.0842</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0199</td>
-      <td>0.0196</td>
-      <td>0.0210</td>
-      <td>0.0152</td>
-      <td>0.1500</td>
-      <td>0.0659</td>
-      <td>0.0659</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0146</td>
-      <td>0.0142</td>
-      <td>0.0155</td>
-      <td>0.0113</td>
-      <td>0.1879</td>
-      <td>0.0530</td>
-      <td>0.0530</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0152</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-      <td>0.0129</td>
-      <td>0.2221</td>
-      <td>0.0392</td>
-      <td>0.0392</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0127</td>
-      <td>0.0135</td>
-      <td>0.0138</td>
-      <td>0.0111</td>
-      <td>0.2546</td>
-      <td>0.0290</td>
-      <td>0.0290</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0100</td>
-      <td>0.0107</td>
-      <td>0.0109</td>
-      <td>0.0086</td>
-      <td>0.2849</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0091</td>
-      <td>0.0101</td>
-      <td>0.0103</td>
-      <td>0.0083</td>
-      <td>0.3120</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0076</td>
-      <td>0.0089</td>
-      <td>0.0084</td>
-      <td>0.0075</td>
-      <td>0.3382</td>
-      <td>0.0061</td>
-      <td>0.0061</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0067</td>
-      <td>0.0073</td>
-      <td>0.0066</td>
-      <td>0.0067</td>
-      <td>0.3632</td>
-      <td>0.0036</td>
-      <td>0.0036</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0060</td>
-      <td>0.0069</td>
-      <td>0.0056</td>
-      <td>0.0067</td>
-      <td>0.3866</td>
-      <td>0.0069</td>
-      <td>0.0069</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0063</td>
-      <td>0.0065</td>
-      <td>0.0050</td>
-      <td>0.0074</td>
-      <td>0.4085</td>
-      <td>0.0123</td>
-      <td>0.0123</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0266</td>
-      <td>0.0227</td>
-      <td>0.0241</td>
-      <td>0.0200</td>
-      <td>0.2550</td>
-      <td>0.1356</td>
-      <td>0.1356</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_90_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_90_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_90_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_90_f1.png)
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]  
-> validation: [0.20010013 0.79989987]  
-> bin_sld: 229.883s  
-> mul_sld: 73.128s  
-> bin_sld_bcts: 226.915s  
-> mul_sld_bcts: 75.715s  
-> bin_sld_gs: 456.287s  
-> mul_sld_gs: 284.706s  
-> kfcv: 51.186s  
-> ref: 49.290s  
-> atc_mc: 52.169s  
-> atc_ne: 51.718s  
-> doc_feat: 44.179s  
-> tot: 462.366s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0002</td>
-      <td>0.0015</td>
-      <td>0.0006</td>
-      <td>0.0031</td>
-      <td>0.8002</td>
-      <td>0.5459</td>
-      <td>0.5459</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0385</td>
-      <td>0.0162</td>
-      <td>0.0255</td>
-      <td>0.0181</td>
-      <td>0.6047</td>
-      <td>0.3941</td>
-      <td>0.3941</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0271</td>
-      <td>0.0180</td>
-      <td>0.0266</td>
-      <td>0.0197</td>
-      <td>0.4628</td>
-      <td>0.2954</td>
-      <td>0.2954</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0189</td>
-      <td>0.0152</td>
-      <td>0.0256</td>
-      <td>0.0169</td>
-      <td>0.3520</td>
-      <td>0.2206</td>
-      <td>0.2206</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0143</td>
-      <td>0.0140</td>
-      <td>0.0218</td>
-      <td>0.0166</td>
-      <td>0.2670</td>
-      <td>0.1701</td>
-      <td>0.1701</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0136</td>
-      <td>0.0133</td>
-      <td>0.0250</td>
-      <td>0.0136</td>
-      <td>0.1952</td>
-      <td>0.1277</td>
-      <td>0.1277</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0120</td>
-      <td>0.0116</td>
-      <td>0.0250</td>
-      <td>0.0122</td>
-      <td>0.1390</td>
-      <td>0.0994</td>
-      <td>0.0994</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0123</td>
-      <td>0.0124</td>
-      <td>0.0229</td>
-      <td>0.0128</td>
-      <td>0.0911</td>
-      <td>0.0774</td>
-      <td>0.0774</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0101</td>
-      <td>0.0106</td>
-      <td>0.0222</td>
-      <td>0.0111</td>
-      <td>0.0476</td>
-      <td>0.0563</td>
-      <td>0.0563</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0101</td>
-      <td>0.0096</td>
-      <td>0.0194</td>
-      <td>0.0097</td>
-      <td>0.0145</td>
-      <td>0.0440</td>
-      <td>0.0440</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0073</td>
-      <td>0.0084</td>
-      <td>0.0181</td>
-      <td>0.0085</td>
-      <td>0.0189</td>
-      <td>0.0323</td>
-      <td>0.0323</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0073</td>
-      <td>0.0076</td>
-      <td>0.0186</td>
-      <td>0.0083</td>
-      <td>0.0467</td>
-      <td>0.0206</td>
-      <td>0.0206</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0064</td>
-      <td>0.0071</td>
-      <td>0.0147</td>
-      <td>0.0076</td>
-      <td>0.0706</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0074</td>
-      <td>0.0069</td>
-      <td>0.0159</td>
-      <td>0.0081</td>
-      <td>0.0913</td>
-      <td>0.0098</td>
-      <td>0.0098</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0061</td>
-      <td>0.0066</td>
-      <td>0.0141</td>
-      <td>0.0076</td>
-      <td>0.1112</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0059</td>
-      <td>0.0059</td>
-      <td>0.0127</td>
-      <td>0.0069</td>
-      <td>0.1282</td>
-      <td>0.0056</td>
-      <td>0.0056</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0061</td>
-      <td>0.0060</td>
-      <td>0.0132</td>
-      <td>0.0071</td>
-      <td>0.1437</td>
-      <td>0.0049</td>
-      <td>0.0049</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0060</td>
-      <td>0.0062</td>
-      <td>0.0119</td>
-      <td>0.0072</td>
-      <td>0.1575</td>
-      <td>0.0053</td>
-      <td>0.0053</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0055</td>
-      <td>0.0062</td>
-      <td>0.0116</td>
-      <td>0.0079</td>
-      <td>0.1708</td>
-      <td>0.0055</td>
-      <td>0.0055</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0057</td>
-      <td>0.0064</td>
-      <td>0.0096</td>
-      <td>0.0083</td>
-      <td>0.1833</td>
-      <td>0.0068</td>
-      <td>0.0068</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0059</td>
-      <td>0.0072</td>
-      <td>0.0091</td>
-      <td>0.0099</td>
-      <td>0.1938</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0108</td>
-      <td>0.0094</td>
-      <td>0.0173</td>
-      <td>0.0105</td>
-      <td>0.2043</td>
-      <td>0.1025</td>
-      <td>0.1025</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_80_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_80_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_80_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_80_f1.png)
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]  
-> validation: [0.30006676 0.69993324]  
-> bin_sld: 225.630s  
-> mul_sld: 71.930s  
-> bin_sld_bcts: 223.728s  
-> mul_sld_bcts: 76.593s  
-> bin_sld_gs: 431.047s  
-> mul_sld_gs: 291.843s  
-> kfcv: 51.915s  
-> ref: 49.281s  
-> atc_mc: 51.662s  
-> atc_ne: 51.127s  
-> doc_feat: 43.648s  
-> tot: 436.749s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0002</td>
-      <td>0.0018</td>
-      <td>0.0002</td>
-      <td>0.0252</td>
-      <td>0.8931</td>
-      <td>0.5749</td>
-      <td>0.5749</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0554</td>
-      <td>0.0270</td>
-      <td>0.0855</td>
-      <td>0.0261</td>
-      <td>0.5801</td>
-      <td>0.3336</td>
-      <td>0.3336</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0411</td>
-      <td>0.0251</td>
-      <td>0.0659</td>
-      <td>0.0215</td>
-      <td>0.4044</td>
-      <td>0.2163</td>
-      <td>0.2163</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0332</td>
-      <td>0.0207</td>
-      <td>0.0488</td>
-      <td>0.0213</td>
-      <td>0.2935</td>
-      <td>0.1450</td>
-      <td>0.1450</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0233</td>
-      <td>0.0157</td>
-      <td>0.0335</td>
-      <td>0.0175</td>
-      <td>0.2157</td>
-      <td>0.1055</td>
-      <td>0.1055</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0226</td>
-      <td>0.0168</td>
-      <td>0.0288</td>
-      <td>0.0214</td>
-      <td>0.1560</td>
-      <td>0.0703</td>
-      <td>0.0703</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0199</td>
-      <td>0.0145</td>
-      <td>0.0245</td>
-      <td>0.0209</td>
-      <td>0.1139</td>
-      <td>0.0549</td>
-      <td>0.0549</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0179</td>
-      <td>0.0148</td>
-      <td>0.0212</td>
-      <td>0.0216</td>
-      <td>0.0808</td>
-      <td>0.0403</td>
-      <td>0.0403</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0164</td>
-      <td>0.0139</td>
-      <td>0.0175</td>
-      <td>0.0218</td>
-      <td>0.0502</td>
-      <td>0.0279</td>
-      <td>0.0279</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0145</td>
-      <td>0.0118</td>
-      <td>0.0154</td>
-      <td>0.0203</td>
-      <td>0.0286</td>
-      <td>0.0225</td>
-      <td>0.0225</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0133</td>
-      <td>0.0119</td>
-      <td>0.0137</td>
-      <td>0.0202</td>
-      <td>0.0094</td>
-      <td>0.0165</td>
-      <td>0.0165</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0127</td>
-      <td>0.0112</td>
-      <td>0.0132</td>
-      <td>0.0201</td>
-      <td>0.0102</td>
-      <td>0.0120</td>
-      <td>0.0120</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0097</td>
-      <td>0.0085</td>
-      <td>0.0089</td>
-      <td>0.0173</td>
-      <td>0.0238</td>
-      <td>0.0095</td>
-      <td>0.0095</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0112</td>
-      <td>0.0099</td>
-      <td>0.0102</td>
-      <td>0.0188</td>
-      <td>0.0348</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0088</td>
-      <td>0.0083</td>
-      <td>0.0082</td>
-      <td>0.0189</td>
-      <td>0.0467</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0088</td>
-      <td>0.0091</td>
-      <td>0.0083</td>
-      <td>0.0186</td>
-      <td>0.0563</td>
-      <td>0.0047</td>
-      <td>0.0047</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0091</td>
-      <td>0.0090</td>
-      <td>0.0084</td>
-      <td>0.0180</td>
-      <td>0.0649</td>
-      <td>0.0044</td>
-      <td>0.0044</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0091</td>
-      <td>0.0094</td>
-      <td>0.0075</td>
-      <td>0.0177</td>
-      <td>0.0726</td>
-      <td>0.0045</td>
-      <td>0.0045</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0074</td>
-      <td>0.0088</td>
-      <td>0.0074</td>
-      <td>0.0175</td>
-      <td>0.0793</td>
-      <td>0.0036</td>
-      <td>0.0036</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0068</td>
-      <td>0.0082</td>
-      <td>0.0059</td>
-      <td>0.0168</td>
-      <td>0.0858</td>
-      <td>0.0035</td>
-      <td>0.0035</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0066</td>
-      <td>0.0091</td>
-      <td>0.0077</td>
-      <td>0.0169</td>
-      <td>0.0906</td>
-      <td>0.0032</td>
-      <td>0.0032</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0166</td>
-      <td>0.0127</td>
-      <td>0.0210</td>
-      <td>0.0199</td>
-      <td>0.1615</td>
-      <td>0.0794</td>
-      <td>0.0794</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_70_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_70_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_70_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_70_f1.png)
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]  
-> validation: [0.40003338 0.59996662]  
-> bin_sld: 226.621s  
-> mul_sld: 71.844s  
-> bin_sld_bcts: 225.379s  
-> mul_sld_bcts: 77.086s  
-> bin_sld_gs: 471.820s  
-> mul_sld_gs: 283.935s  
-> kfcv: 51.035s  
-> ref: 49.046s  
-> atc_mc: 51.951s  
-> atc_ne: 51.208s  
-> doc_feat: 43.717s  
-> tot: 477.247s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0158</td>
-      <td>0.0391</td>
-      <td>0.0188</td>
-      <td>0.0769</td>
-      <td>0.9151</td>
-      <td>0.5310</td>
-      <td>0.5310</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0399</td>
-      <td>0.0442</td>
-      <td>0.0372</td>
-      <td>0.0444</td>
-      <td>0.4639</td>
-      <td>0.2044</td>
-      <td>0.2044</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0315</td>
-      <td>0.0313</td>
-      <td>0.0287</td>
-      <td>0.0289</td>
-      <td>0.2902</td>
-      <td>0.1045</td>
-      <td>0.1045</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0248</td>
-      <td>0.0236</td>
-      <td>0.0245</td>
-      <td>0.0205</td>
-      <td>0.1934</td>
-      <td>0.0571</td>
-      <td>0.0571</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0252</td>
-      <td>0.0231</td>
-      <td>0.0212</td>
-      <td>0.0195</td>
-      <td>0.1375</td>
-      <td>0.0407</td>
-      <td>0.0407</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0195</td>
-      <td>0.0181</td>
-      <td>0.0178</td>
-      <td>0.0152</td>
-      <td>0.0942</td>
-      <td>0.0228</td>
-      <td>0.0228</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0185</td>
-      <td>0.0166</td>
-      <td>0.0166</td>
-      <td>0.0138</td>
-      <td>0.0682</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0162</td>
-      <td>0.0141</td>
-      <td>0.0161</td>
-      <td>0.0144</td>
-      <td>0.0446</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0151</td>
-      <td>0.0135</td>
-      <td>0.0138</td>
-      <td>0.0138</td>
-      <td>0.0261</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0133</td>
-      <td>0.0119</td>
-      <td>0.0125</td>
-      <td>0.0119</td>
-      <td>0.0148</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0141</td>
-      <td>0.0117</td>
-      <td>0.0141</td>
-      <td>0.0131</td>
-      <td>0.0068</td>
-      <td>0.0081</td>
-      <td>0.0081</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0100</td>
-      <td>0.0090</td>
-      <td>0.0104</td>
-      <td>0.0108</td>
-      <td>0.0106</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0096</td>
-      <td>0.0086</td>
-      <td>0.0099</td>
-      <td>0.0097</td>
-      <td>0.0175</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0087</td>
-      <td>0.0080</td>
-      <td>0.0088</td>
-      <td>0.0092</td>
-      <td>0.0227</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0090</td>
-      <td>0.0082</td>
-      <td>0.0101</td>
-      <td>0.0121</td>
-      <td>0.0302</td>
-      <td>0.0055</td>
-      <td>0.0055</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0075</td>
-      <td>0.0067</td>
-      <td>0.0099</td>
-      <td>0.0112</td>
-      <td>0.0355</td>
-      <td>0.0051</td>
-      <td>0.0051</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0072</td>
-      <td>0.0063</td>
-      <td>0.0095</td>
-      <td>0.0108</td>
-      <td>0.0399</td>
-      <td>0.0042</td>
-      <td>0.0042</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0068</td>
-      <td>0.0061</td>
-      <td>0.0098</td>
-      <td>0.0111</td>
-      <td>0.0442</td>
-      <td>0.0042</td>
-      <td>0.0042</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0068</td>
-      <td>0.0064</td>
-      <td>0.0110</td>
-      <td>0.0118</td>
-      <td>0.0480</td>
-      <td>0.0045</td>
-      <td>0.0045</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0053</td>
-      <td>0.0053</td>
-      <td>0.0091</td>
-      <td>0.0105</td>
-      <td>0.0512</td>
-      <td>0.0037</td>
-      <td>0.0037</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0047</td>
-      <td>0.0071</td>
-      <td>0.0102</td>
-      <td>0.0121</td>
-      <td>0.0532</td>
-      <td>0.0034</td>
-      <td>0.0034</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0147</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-      <td>0.0182</td>
-      <td>0.1242</td>
-      <td>0.0510</td>
-      <td>0.0510</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_60_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_60_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_60_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_60_f1.png)
-
-
-## 50% positives
-> train: [0.5 0.5]  
-> validation: [0.5 0.5]  
-> bin_sld: 223.735s  
-> mul_sld: 70.315s  
-> bin_sld_bcts: 224.203s  
-> mul_sld_bcts: 75.746s  
-> bin_sld_gs: 459.866s  
-> mul_sld_gs: 285.490s  
-> kfcv: 51.093s  
-> ref: 48.870s  
-> atc_mc: 51.664s  
-> atc_ne: 50.999s  
-> doc_feat: 43.777s  
-> tot: 465.257s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0105</td>
-      <td>0.0147</td>
-      <td>0.0223</td>
-      <td>0.0019</td>
-      <td>0.9237</td>
-      <td>0.5135</td>
-      <td>0.5135</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0485</td>
-      <td>0.0444</td>
-      <td>0.0525</td>
-      <td>0.1122</td>
-      <td>0.3360</td>
-      <td>0.1066</td>
-      <td>0.1066</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0388</td>
-      <td>0.0289</td>
-      <td>0.0350</td>
-      <td>0.0771</td>
-      <td>0.1936</td>
-      <td>0.0476</td>
-      <td>0.0476</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0400</td>
-      <td>0.0288</td>
-      <td>0.0300</td>
-      <td>0.0528</td>
-      <td>0.1243</td>
-      <td>0.0306</td>
-      <td>0.0306</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0369</td>
-      <td>0.0250</td>
-      <td>0.0258</td>
-      <td>0.0367</td>
-      <td>0.0890</td>
-      <td>0.0235</td>
-      <td>0.0235</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0337</td>
-      <td>0.0234</td>
-      <td>0.0197</td>
-      <td>0.0300</td>
-      <td>0.0600</td>
-      <td>0.0158</td>
-      <td>0.0158</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0280</td>
-      <td>0.0216</td>
-      <td>0.0197</td>
-      <td>0.0257</td>
-      <td>0.0451</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0258</td>
-      <td>0.0204</td>
-      <td>0.0190</td>
-      <td>0.0221</td>
-      <td>0.0328</td>
-      <td>0.0151</td>
-      <td>0.0151</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0225</td>
-      <td>0.0185</td>
-      <td>0.0151</td>
-      <td>0.0180</td>
-      <td>0.0207</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0195</td>
-      <td>0.0166</td>
-      <td>0.0133</td>
-      <td>0.0158</td>
-      <td>0.0143</td>
-      <td>0.0119</td>
-      <td>0.0119</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0169</td>
-      <td>0.0146</td>
-      <td>0.0118</td>
-      <td>0.0151</td>
-      <td>0.0085</td>
-      <td>0.0115</td>
-      <td>0.0115</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0153</td>
-      <td>0.0132</td>
-      <td>0.0094</td>
-      <td>0.0109</td>
-      <td>0.0068</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0154</td>
-      <td>0.0133</td>
-      <td>0.0100</td>
-      <td>0.0121</td>
-      <td>0.0074</td>
-      <td>0.0107</td>
-      <td>0.0107</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0137</td>
-      <td>0.0124</td>
-      <td>0.0099</td>
-      <td>0.0094</td>
-      <td>0.0079</td>
-      <td>0.0114</td>
-      <td>0.0114</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0117</td>
-      <td>0.0105</td>
-      <td>0.0099</td>
-      <td>0.0086</td>
-      <td>0.0106</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0102</td>
-      <td>0.0091</td>
-      <td>0.0084</td>
-      <td>0.0083</td>
-      <td>0.0140</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0086</td>
-      <td>0.0076</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-      <td>0.0160</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0063</td>
-      <td>0.0059</td>
-      <td>0.0064</td>
-      <td>0.0059</td>
-      <td>0.0182</td>
-      <td>0.0104</td>
-      <td>0.0104</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0060</td>
-      <td>0.0055</td>
-      <td>0.0064</td>
-      <td>0.0065</td>
-      <td>0.0199</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0038</td>
-      <td>0.0039</td>
-      <td>0.0052</td>
-      <td>0.0049</td>
-      <td>0.0218</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0021</td>
-      <td>0.0053</td>
-      <td>0.0047</td>
-      <td>0.0043</td>
-      <td>0.0225</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0197</td>
-      <td>0.0164</td>
-      <td>0.0163</td>
-      <td>0.0231</td>
-      <td>0.0949</td>
-      <td>0.0434</td>
-      <td>0.0434</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_50_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_50_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_50_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_50_f1.png)
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]  
-> validation: [0.59996662 0.40003338]  
-> bin_sld: 220.011s  
-> mul_sld: 68.308s  
-> bin_sld_bcts: 222.232s  
-> mul_sld_bcts: 74.741s  
-> bin_sld_gs: 463.188s  
-> mul_sld_gs: 286.703s  
-> kfcv: 50.329s  
-> ref: 48.512s  
-> atc_mc: 51.494s  
-> atc_ne: 51.091s  
-> doc_feat: 43.512s  
-> tot: 468.313s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0125</td>
-      <td>0.0146</td>
-      <td>0.0135</td>
-      <td>0.0064</td>
-      <td>0.9171</td>
-      <td>0.3564</td>
-      <td>0.3564</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0583</td>
-      <td>0.0489</td>
-      <td>0.0575</td>
-      <td>0.2227</td>
-      <td>0.2146</td>
-      <td>0.0506</td>
-      <td>0.0506</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0497</td>
-      <td>0.0329</td>
-      <td>0.0408</td>
-      <td>0.1706</td>
-      <td>0.1184</td>
-      <td>0.0460</td>
-      <td>0.0460</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0497</td>
-      <td>0.0358</td>
-      <td>0.0399</td>
-      <td>0.1271</td>
-      <td>0.0799</td>
-      <td>0.0318</td>
-      <td>0.0318</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0453</td>
-      <td>0.0358</td>
-      <td>0.0378</td>
-      <td>0.0991</td>
-      <td>0.0608</td>
-      <td>0.0254</td>
-      <td>0.0254</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0453</td>
-      <td>0.0375</td>
-      <td>0.0399</td>
-      <td>0.0801</td>
-      <td>0.0441</td>
-      <td>0.0197</td>
-      <td>0.0197</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0371</td>
-      <td>0.0326</td>
-      <td>0.0324</td>
-      <td>0.0699</td>
-      <td>0.0378</td>
-      <td>0.0174</td>
-      <td>0.0174</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0337</td>
-      <td>0.0312</td>
-      <td>0.0300</td>
-      <td>0.0623</td>
-      <td>0.0332</td>
-      <td>0.0129</td>
-      <td>0.0129</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0316</td>
-      <td>0.0301</td>
-      <td>0.0282</td>
-      <td>0.0523</td>
-      <td>0.0255</td>
-      <td>0.0118</td>
-      <td>0.0118</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0265</td>
-      <td>0.0263</td>
-      <td>0.0250</td>
-      <td>0.0483</td>
-      <td>0.0218</td>
-      <td>0.0095</td>
-      <td>0.0095</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0256</td>
-      <td>0.0253</td>
-      <td>0.0235</td>
-      <td>0.0414</td>
-      <td>0.0178</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0230</td>
-      <td>0.0244</td>
-      <td>0.0217</td>
-      <td>0.0366</td>
-      <td>0.0156</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0214</td>
-      <td>0.0228</td>
-      <td>0.0200</td>
-      <td>0.0308</td>
-      <td>0.0129</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0190</td>
-      <td>0.0211</td>
-      <td>0.0179</td>
-      <td>0.0273</td>
-      <td>0.0137</td>
-      <td>0.0093</td>
-      <td>0.0093</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0160</td>
-      <td>0.0187</td>
-      <td>0.0153</td>
-      <td>0.0253</td>
-      <td>0.0120</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0137</td>
-      <td>0.0151</td>
-      <td>0.0131</td>
-      <td>0.0233</td>
-      <td>0.0097</td>
-      <td>0.0075</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0124</td>
-      <td>0.0146</td>
-      <td>0.0121</td>
-      <td>0.0193</td>
-      <td>0.0092</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0100</td>
-      <td>0.0129</td>
-      <td>0.0099</td>
-      <td>0.0166</td>
-      <td>0.0082</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0076</td>
-      <td>0.0093</td>
-      <td>0.0077</td>
-      <td>0.0161</td>
-      <td>0.0075</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0054</td>
-      <td>0.0077</td>
-      <td>0.0057</td>
-      <td>0.0108</td>
-      <td>0.0064</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0017</td>
-      <td>0.0035</td>
-      <td>0.0020</td>
-      <td>0.0094</td>
-      <td>0.0061</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0260</td>
-      <td>0.0238</td>
-      <td>0.0235</td>
-      <td>0.0569</td>
-      <td>0.0796</td>
-      <td>0.0321</td>
-      <td>0.0321</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_40_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_40_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_40_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_40_f1.png)
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]  
-> validation: [0.70010013 0.29989987]  
-> bin_sld: 241.690s  
-> mul_sld: 76.036s  
-> bin_sld_bcts: 241.023s  
-> mul_sld_bcts: 81.654s  
-> bin_sld_gs: 468.354s  
-> mul_sld_gs: 303.186s  
-> kfcv: 56.346s  
-> ref: 53.070s  
-> atc_mc: 56.339s  
-> atc_ne: 55.112s  
-> doc_feat: 46.850s  
-> tot: 474.244s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0542</td>
-      <td>0.0193</td>
-      <td>0.0416</td>
-      <td>0.0466</td>
-      <td>0.8900</td>
-      <td>0.3301</td>
-      <td>0.3301</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0564</td>
-      <td>0.0612</td>
-      <td>0.0791</td>
-      <td>0.0640</td>
-      <td>0.1418</td>
-      <td>0.0519</td>
-      <td>0.0519</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0383</td>
-      <td>0.0341</td>
-      <td>0.0618</td>
-      <td>0.0461</td>
-      <td>0.0829</td>
-      <td>0.0306</td>
-      <td>0.0306</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0306</td>
-      <td>0.0287</td>
-      <td>0.0377</td>
-      <td>0.0347</td>
-      <td>0.0641</td>
-      <td>0.0252</td>
-      <td>0.0252</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0263</td>
-      <td>0.0275</td>
-      <td>0.0277</td>
-      <td>0.0296</td>
-      <td>0.0561</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0237</td>
-      <td>0.0269</td>
-      <td>0.0193</td>
-      <td>0.0278</td>
-      <td>0.0457</td>
-      <td>0.0167</td>
-      <td>0.0167</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0187</td>
-      <td>0.0232</td>
-      <td>0.0169</td>
-      <td>0.0257</td>
-      <td>0.0447</td>
-      <td>0.0132</td>
-      <td>0.0132</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0189</td>
-      <td>0.0224</td>
-      <td>0.0141</td>
-      <td>0.0206</td>
-      <td>0.0432</td>
-      <td>0.0170</td>
-      <td>0.0170</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0177</td>
-      <td>0.0228</td>
-      <td>0.0115</td>
-      <td>0.0211</td>
-      <td>0.0394</td>
-      <td>0.0141</td>
-      <td>0.0141</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0151</td>
-      <td>0.0210</td>
-      <td>0.0095</td>
-      <td>0.0185</td>
-      <td>0.0370</td>
-      <td>0.0135</td>
-      <td>0.0135</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0141</td>
-      <td>0.0200</td>
-      <td>0.0076</td>
-      <td>0.0167</td>
-      <td>0.0344</td>
-      <td>0.0153</td>
-      <td>0.0153</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0135</td>
-      <td>0.0204</td>
-      <td>0.0058</td>
-      <td>0.0156</td>
-      <td>0.0327</td>
-      <td>0.0146</td>
-      <td>0.0146</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0107</td>
-      <td>0.0183</td>
-      <td>0.0068</td>
-      <td>0.0153</td>
-      <td>0.0299</td>
-      <td>0.0142</td>
-      <td>0.0142</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0104</td>
-      <td>0.0175</td>
-      <td>0.0061</td>
-      <td>0.0126</td>
-      <td>0.0327</td>
-      <td>0.0159</td>
-      <td>0.0159</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0091</td>
-      <td>0.0156</td>
-      <td>0.0063</td>
-      <td>0.0108</td>
-      <td>0.0315</td>
-      <td>0.0145</td>
-      <td>0.0145</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0078</td>
-      <td>0.0134</td>
-      <td>0.0059</td>
-      <td>0.0093</td>
-      <td>0.0310</td>
-      <td>0.0144</td>
-      <td>0.0144</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0071</td>
-      <td>0.0124</td>
-      <td>0.0058</td>
-      <td>0.0084</td>
-      <td>0.0285</td>
-      <td>0.0157</td>
-      <td>0.0157</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0062</td>
-      <td>0.0109</td>
-      <td>0.0060</td>
-      <td>0.0074</td>
-      <td>0.0295</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0054</td>
-      <td>0.0086</td>
-      <td>0.0056</td>
-      <td>0.0063</td>
-      <td>0.0281</td>
-      <td>0.0155</td>
-      <td>0.0155</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0050</td>
-      <td>0.0070</td>
-      <td>0.0061</td>
-      <td>0.0065</td>
-      <td>0.0268</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0037</td>
-      <td>0.0040</td>
-      <td>0.0045</td>
-      <td>0.0058</td>
-      <td>0.0283</td>
-      <td>0.0177</td>
-      <td>0.0177</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0187</td>
-      <td>0.0207</td>
-      <td>0.0184</td>
-      <td>0.0214</td>
-      <td>0.0847</td>
-      <td>0.0334</td>
-      <td>0.0334</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_30_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_30_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_30_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_30_f1.png)
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]  
-> validation: [0.80006676 0.19993324]  
-> bin_sld: 249.327s  
-> mul_sld: 79.485s  
-> bin_sld_bcts: 248.816s  
-> mul_sld_bcts: 83.568s  
-> bin_sld_gs: 471.330s  
-> mul_sld_gs: 282.407s  
-> kfcv: 59.365s  
-> ref: 56.664s  
-> atc_mc: 58.956s  
-> atc_ne: 57.529s  
-> doc_feat: 49.376s  
-> tot: 478.051s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0141</td>
-      <td>0.0772</td>
-      <td>0.0054</td>
-      <td>0.0277</td>
-      <td>0.8243</td>
-      <td>0.1159</td>
-      <td>0.1159</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0644</td>
-      <td>0.0569</td>
-      <td>0.0798</td>
-      <td>0.0963</td>
-      <td>0.1171</td>
-      <td>0.1303</td>
-      <td>0.1303</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0397</td>
-      <td>0.0349</td>
-      <td>0.0515</td>
-      <td>0.0562</td>
-      <td>0.0999</td>
-      <td>0.0916</td>
-      <td>0.0916</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0331</td>
-      <td>0.0227</td>
-      <td>0.0450</td>
-      <td>0.0366</td>
-      <td>0.0888</td>
-      <td>0.0794</td>
-      <td>0.0794</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0278</td>
-      <td>0.0236</td>
-      <td>0.0348</td>
-      <td>0.0271</td>
-      <td>0.0833</td>
-      <td>0.0673</td>
-      <td>0.0673</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0205</td>
-      <td>0.0213</td>
-      <td>0.0275</td>
-      <td>0.0205</td>
-      <td>0.0811</td>
-      <td>0.0623</td>
-      <td>0.0623</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0194</td>
-      <td>0.0183</td>
-      <td>0.0280</td>
-      <td>0.0184</td>
-      <td>0.0842</td>
-      <td>0.0592</td>
-      <td>0.0592</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0152</td>
-      <td>0.0162</td>
-      <td>0.0200</td>
-      <td>0.0137</td>
-      <td>0.0878</td>
-      <td>0.0518</td>
-      <td>0.0518</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0152</td>
-      <td>0.0160</td>
-      <td>0.0212</td>
-      <td>0.0132</td>
-      <td>0.0859</td>
-      <td>0.0536</td>
-      <td>0.0536</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0152</td>
-      <td>0.0137</td>
-      <td>0.0194</td>
-      <td>0.0119</td>
-      <td>0.0806</td>
-      <td>0.0510</td>
-      <td>0.0510</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0140</td>
-      <td>0.0126</td>
-      <td>0.0178</td>
-      <td>0.0108</td>
-      <td>0.0819</td>
-      <td>0.0518</td>
-      <td>0.0518</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0124</td>
-      <td>0.0127</td>
-      <td>0.0151</td>
-      <td>0.0094</td>
-      <td>0.0811</td>
-      <td>0.0533</td>
-      <td>0.0533</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0125</td>
-      <td>0.0105</td>
-      <td>0.0142</td>
-      <td>0.0085</td>
-      <td>0.0783</td>
-      <td>0.0506</td>
-      <td>0.0506</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0135</td>
-      <td>0.0100</td>
-      <td>0.0172</td>
-      <td>0.0087</td>
-      <td>0.0809</td>
-      <td>0.0480</td>
-      <td>0.0480</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0110</td>
-      <td>0.0105</td>
-      <td>0.0135</td>
-      <td>0.0082</td>
-      <td>0.0814</td>
-      <td>0.0453</td>
-      <td>0.0453</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0121</td>
-      <td>0.0090</td>
-      <td>0.0145</td>
-      <td>0.0076</td>
-      <td>0.0804</td>
-      <td>0.0428</td>
-      <td>0.0428</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0115</td>
-      <td>0.0077</td>
-      <td>0.0130</td>
-      <td>0.0066</td>
-      <td>0.0793</td>
-      <td>0.0472</td>
-      <td>0.0472</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0131</td>
-      <td>0.0068</td>
-      <td>0.0163</td>
-      <td>0.0065</td>
-      <td>0.0790</td>
-      <td>0.0461</td>
-      <td>0.0461</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0133</td>
-      <td>0.0067</td>
-      <td>0.0125</td>
-      <td>0.0066</td>
-      <td>0.0793</td>
-      <td>0.0439</td>
-      <td>0.0439</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0133</td>
-      <td>0.0059</td>
-      <td>0.0137</td>
-      <td>0.0063</td>
-      <td>0.0785</td>
-      <td>0.0468</td>
-      <td>0.0468</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0093</td>
-      <td>0.0041</td>
-      <td>0.0110</td>
-      <td>0.0063</td>
-      <td>0.0801</td>
-      <td>0.0425</td>
-      <td>0.0425</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0191</td>
-      <td>0.0189</td>
-      <td>0.0234</td>
-      <td>0.0194</td>
-      <td>0.1197</td>
-      <td>0.0610</td>
-      <td>0.0610</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_20_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_20_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_20_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_20_f1.png)
-
-
-## 10% positives
-> train: [0.90003338 0.09996662]  
-> validation: [0.90003338 0.09996662]  
-> bin_sld: 217.756s  
-> mul_sld: 63.422s  
-> kfcv: 47.542s  
-> ref: 45.622s  
-> atc_mc: 48.127s  
-> atc_ne: 47.746s  
-> doc_feat: 41.031s  
-> tot: 219.250s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.6519</td>
-      <td>0.0022</td>
-      <td>0.0022</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.2258</td>
-      <td>0.2253</td>
-      <td>0.2253</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.2195</td>
-      <td>0.1997</td>
-      <td>0.1997</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.2215</td>
-      <td>0.2018</td>
-      <td>0.2018</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.2156</td>
-      <td>0.1936</td>
-      <td>0.1936</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.2145</td>
-      <td>0.1943</td>
-      <td>0.1943</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.2218</td>
-      <td>0.1865</td>
-      <td>0.1865</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.2188</td>
-      <td>0.1849</td>
-      <td>0.1849</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.2231</td>
-      <td>0.1852</td>
-      <td>0.1852</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.2188</td>
-      <td>0.1824</td>
-      <td>0.1824</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.2196</td>
-      <td>0.1836</td>
-      <td>0.1836</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.2237</td>
-      <td>0.1801</td>
-      <td>0.1801</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.2174</td>
-      <td>0.1872</td>
-      <td>0.1872</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.2193</td>
-      <td>0.1871</td>
-      <td>0.1871</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.2189</td>
-      <td>0.1884</td>
-      <td>0.1884</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.2184</td>
-      <td>0.1829</td>
-      <td>0.1829</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.2204</td>
-      <td>0.1840</td>
-      <td>0.1840</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.2182</td>
-      <td>0.1816</td>
-      <td>0.1816</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.2166</td>
-      <td>0.1818</td>
-      <td>0.1818</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.2154</td>
-      <td>0.1848</td>
-      <td>0.1848</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.2160</td>
-      <td>0.1850</td>
-      <td>0.1850</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.2398</td>
-      <td>0.1801</td>
-      <td>0.1801</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_10_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_10_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_all_10_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_10_f1.png)
-
-
-## avg
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>kfcv</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0134</td>
-      <td>0.0210</td>
-      <td>0.0129</td>
-      <td>0.0235</td>
-      <td>0.8229</td>
-      <td>0.3827</td>
-      <td>0.3827</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0542</td>
-      <td>0.0436</td>
-      <td>0.0586</td>
-      <td>0.0791</td>
-      <td>0.3517</td>
-      <td>0.2109</td>
-      <td>0.2109</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0418</td>
-      <td>0.0319</td>
-      <td>0.0456</td>
-      <td>0.0585</td>
-      <td>0.2507</td>
-      <td>0.1528</td>
-      <td>0.1528</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0363</td>
-      <td>0.0277</td>
-      <td>0.0377</td>
-      <td>0.0442</td>
-      <td>0.1907</td>
-      <td>0.1203</td>
-      <td>0.1203</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0312</td>
-      <td>0.0254</td>
-      <td>0.0310</td>
-      <td>0.0351</td>
-      <td>0.1496</td>
-      <td>0.0991</td>
-      <td>0.0991</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0283</td>
-      <td>0.0246</td>
-      <td>0.0276</td>
-      <td>0.0304</td>
-      <td>0.1159</td>
-      <td>0.0819</td>
-      <td>0.0819</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0242</td>
-      <td>0.0215</td>
-      <td>0.0250</td>
-      <td>0.0270</td>
-      <td>0.0939</td>
-      <td>0.0712</td>
-      <td>0.0712</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0219</td>
-      <td>0.0204</td>
-      <td>0.0223</td>
-      <td>0.0242</td>
-      <td>0.0739</td>
-      <td>0.0623</td>
-      <td>0.0623</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0200</td>
-      <td>0.0193</td>
-      <td>0.0200</td>
-      <td>0.0219</td>
-      <td>0.0596</td>
-      <td>0.0548</td>
-      <td>0.0548</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0174</td>
-      <td>0.0167</td>
-      <td>0.0174</td>
-      <td>0.0193</td>
-      <td>0.0552</td>
-      <td>0.0497</td>
-      <td>0.0497</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0158</td>
-      <td>0.0155</td>
-      <td>0.0161</td>
-      <td>0.0177</td>
-      <td>0.0564</td>
-      <td>0.0458</td>
-      <td>0.0458</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0142</td>
-      <td>0.0148</td>
-      <td>0.0144</td>
-      <td>0.0159</td>
-      <td>0.0642</td>
-      <td>0.0415</td>
-      <td>0.0415</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0125</td>
-      <td>0.0129</td>
-      <td>0.0125</td>
-      <td>0.0141</td>
-      <td>0.0717</td>
-      <td>0.0394</td>
-      <td>0.0394</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0124</td>
-      <td>0.0127</td>
-      <td>0.0127</td>
-      <td>0.0134</td>
-      <td>0.0806</td>
-      <td>0.0373</td>
-      <td>0.0373</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0106</td>
-      <td>0.0115</td>
-      <td>0.0114</td>
-      <td>0.0128</td>
-      <td>0.0886</td>
-      <td>0.0350</td>
-      <td>0.0350</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0095</td>
-      <td>0.0099</td>
-      <td>0.0104</td>
-      <td>0.0117</td>
-      <td>0.0954</td>
-      <td>0.0325</td>
-      <td>0.0325</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0089</td>
-      <td>0.0092</td>
-      <td>0.0100</td>
-      <td>0.0108</td>
-      <td>0.1015</td>
-      <td>0.0323</td>
-      <td>0.0323</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0082</td>
-      <td>0.0084</td>
-      <td>0.0095</td>
-      <td>0.0100</td>
-      <td>0.1073</td>
-      <td>0.0315</td>
-      <td>0.0315</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0073</td>
-      <td>0.0073</td>
-      <td>0.0086</td>
-      <td>0.0099</td>
-      <td>0.1125</td>
-      <td>0.0309</td>
-      <td>0.0309</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0064</td>
-      <td>0.0064</td>
-      <td>0.0076</td>
-      <td>0.0089</td>
-      <td>0.1173</td>
-      <td>0.0321</td>
-      <td>0.0321</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0050</td>
-      <td>0.0059</td>
-      <td>0.0068</td>
-      <td>0.0090</td>
-      <td>0.1221</td>
-      <td>0.0326</td>
-      <td>0.0326</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0190</td>
-      <td>0.0175</td>
-      <td>0.0199</td>
-      <td>0.0237</td>
-      <td>0.1515</td>
-      <td>0.0798</td>
-      <td>0.0798</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_all_avg_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_all_avg_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_all_avg_f1.png)
diff --git a/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_atc_acc.md b/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_atc_acc.md
deleted file mode 100644
index 649b602..0000000
--- a/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_atc_acc.md
+++ /dev/null
@@ -1,2248 +0,0 @@
-# rcv1_CCAT
-
-## 90% positives
-> train: [0.09996662 0.90003338]  
-> validation: [0.09996662 0.90003338]  
-> bin_sld: 234.941s  
-> mul_sld: 75.002s  
-> bin_sld_bcts: 230.912s  
-> mul_sld_bcts: 79.197s  
-> bin_sld_gs: 478.630s  
-> mul_sld_gs: 251.343s  
-> kfcv: 55.369s  
-> ref: 52.475s  
-> atc_mc: 54.633s  
-> atc_ne: 54.569s  
-> doc_feat: 46.647s  
-> tot: 486.773s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0055</td>
-      <td>0.0153</td>
-      <td>0.0001</td>
-      <td>0.0048</td>
-      <td>0.1704</td>
-      <td>0.1704</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0384</td>
-      <td>0.0417</td>
-      <td>0.0240</td>
-      <td>0.0275</td>
-      <td>0.1614</td>
-      <td>0.1614</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0399</td>
-      <td>0.0431</td>
-      <td>0.0283</td>
-      <td>0.0293</td>
-      <td>0.1528</td>
-      <td>0.1528</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0390</td>
-      <td>0.0420</td>
-      <td>0.0289</td>
-      <td>0.0292</td>
-      <td>0.1426</td>
-      <td>0.1426</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0357</td>
-      <td>0.0368</td>
-      <td>0.0289</td>
-      <td>0.0253</td>
-      <td>0.1334</td>
-      <td>0.1334</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0366</td>
-      <td>0.0401</td>
-      <td>0.0303</td>
-      <td>0.0282</td>
-      <td>0.1217</td>
-      <td>0.1217</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0334</td>
-      <td>0.0362</td>
-      <td>0.0285</td>
-      <td>0.0252</td>
-      <td>0.1131</td>
-      <td>0.1131</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0319</td>
-      <td>0.0352</td>
-      <td>0.0294</td>
-      <td>0.0241</td>
-      <td>0.1040</td>
-      <td>0.1040</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0303</td>
-      <td>0.0342</td>
-      <td>0.0276</td>
-      <td>0.0236</td>
-      <td>0.0943</td>
-      <td>0.0943</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0261</td>
-      <td>0.0286</td>
-      <td>0.0247</td>
-      <td>0.0194</td>
-      <td>0.0847</td>
-      <td>0.0847</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0238</td>
-      <td>0.0256</td>
-      <td>0.0235</td>
-      <td>0.0182</td>
-      <td>0.0749</td>
-      <td>0.0749</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0239</td>
-      <td>0.0263</td>
-      <td>0.0241</td>
-      <td>0.0184</td>
-      <td>0.0622</td>
-      <td>0.0622</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0188</td>
-      <td>0.0200</td>
-      <td>0.0191</td>
-      <td>0.0146</td>
-      <td>0.0541</td>
-      <td>0.0541</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0206</td>
-      <td>0.0236</td>
-      <td>0.0210</td>
-      <td>0.0177</td>
-      <td>0.0422</td>
-      <td>0.0422</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0182</td>
-      <td>0.0205</td>
-      <td>0.0194</td>
-      <td>0.0161</td>
-      <td>0.0334</td>
-      <td>0.0334</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0152</td>
-      <td>0.0169</td>
-      <td>0.0162</td>
-      <td>0.0130</td>
-      <td>0.0239</td>
-      <td>0.0239</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0146</td>
-      <td>0.0168</td>
-      <td>0.0163</td>
-      <td>0.0134</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0129</td>
-      <td>0.0154</td>
-      <td>0.0142</td>
-      <td>0.0128</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0119</td>
-      <td>0.0132</td>
-      <td>0.0118</td>
-      <td>0.0120</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0112</td>
-      <td>0.0131</td>
-      <td>0.0104</td>
-      <td>0.0127</td>
-      <td>0.0134</td>
-      <td>0.0134</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0125</td>
-      <td>0.0128</td>
-      <td>0.0100</td>
-      <td>0.0146</td>
-      <td>0.0243</td>
-      <td>0.0243</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0238</td>
-      <td>0.0265</td>
-      <td>0.0208</td>
-      <td>0.0191</td>
-      <td>0.0781</td>
-      <td>0.0781</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_90_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_90_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_90_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_90_acc.png)
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]  
-> validation: [0.20010013 0.79989987]  
-> bin_sld: 229.883s  
-> mul_sld: 73.128s  
-> bin_sld_bcts: 226.915s  
-> mul_sld_bcts: 75.715s  
-> bin_sld_gs: 456.287s  
-> mul_sld_gs: 284.706s  
-> kfcv: 51.186s  
-> ref: 49.290s  
-> atc_mc: 52.169s  
-> atc_ne: 51.718s  
-> doc_feat: 44.179s  
-> tot: 462.366s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0026</td>
-      <td>0.0163</td>
-      <td>0.0503</td>
-      <td>0.0229</td>
-      <td>0.0311</td>
-      <td>0.0311</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0125</td>
-      <td>0.0141</td>
-      <td>0.0537</td>
-      <td>0.0171</td>
-      <td>0.0274</td>
-      <td>0.0274</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0100</td>
-      <td>0.0118</td>
-      <td>0.0452</td>
-      <td>0.0132</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0091</td>
-      <td>0.0105</td>
-      <td>0.0436</td>
-      <td>0.0118</td>
-      <td>0.0227</td>
-      <td>0.0227</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0076</td>
-      <td>0.0087</td>
-      <td>0.0381</td>
-      <td>0.0102</td>
-      <td>0.0214</td>
-      <td>0.0214</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0082</td>
-      <td>0.0103</td>
-      <td>0.0360</td>
-      <td>0.0112</td>
-      <td>0.0201</td>
-      <td>0.0201</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0095</td>
-      <td>0.0108</td>
-      <td>0.0364</td>
-      <td>0.0126</td>
-      <td>0.0178</td>
-      <td>0.0178</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0102</td>
-      <td>0.0113</td>
-      <td>0.0324</td>
-      <td>0.0124</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0093</td>
-      <td>0.0103</td>
-      <td>0.0319</td>
-      <td>0.0116</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0102</td>
-      <td>0.0100</td>
-      <td>0.0289</td>
-      <td>0.0107</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0079</td>
-      <td>0.0098</td>
-      <td>0.0270</td>
-      <td>0.0103</td>
-      <td>0.0136</td>
-      <td>0.0136</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0086</td>
-      <td>0.0092</td>
-      <td>0.0277</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0084</td>
-      <td>0.0094</td>
-      <td>0.0229</td>
-      <td>0.0102</td>
-      <td>0.0110</td>
-      <td>0.0110</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0101</td>
-      <td>0.0095</td>
-      <td>0.0248</td>
-      <td>0.0115</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0091</td>
-      <td>0.0097</td>
-      <td>0.0226</td>
-      <td>0.0114</td>
-      <td>0.0106</td>
-      <td>0.0106</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0091</td>
-      <td>0.0089</td>
-      <td>0.0209</td>
-      <td>0.0106</td>
-      <td>0.0091</td>
-      <td>0.0091</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0101</td>
-      <td>0.0099</td>
-      <td>0.0226</td>
-      <td>0.0116</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0104</td>
-      <td>0.0105</td>
-      <td>0.0209</td>
-      <td>0.0122</td>
-      <td>0.0104</td>
-      <td>0.0104</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0099</td>
-      <td>0.0111</td>
-      <td>0.0211</td>
-      <td>0.0141</td>
-      <td>0.0108</td>
-      <td>0.0108</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0107</td>
-      <td>0.0119</td>
-      <td>0.0180</td>
-      <td>0.0154</td>
-      <td>0.0130</td>
-      <td>0.0130</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0115</td>
-      <td>0.0141</td>
-      <td>0.0179</td>
-      <td>0.0193</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0093</td>
-      <td>0.0109</td>
-      <td>0.0306</td>
-      <td>0.0129</td>
-      <td>0.0163</td>
-      <td>0.0163</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_80_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_80_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_80_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_80_acc.png)
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]  
-> validation: [0.30006676 0.69993324]  
-> bin_sld: 225.630s  
-> mul_sld: 71.930s  
-> bin_sld_bcts: 223.728s  
-> mul_sld_bcts: 76.593s  
-> bin_sld_gs: 431.047s  
-> mul_sld_gs: 291.843s  
-> kfcv: 51.915s  
-> ref: 49.281s  
-> atc_mc: 51.662s  
-> atc_ne: 51.127s  
-> doc_feat: 43.648s  
-> tot: 436.749s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0052</td>
-      <td>0.0141</td>
-      <td>0.0044</td>
-      <td>0.0215</td>
-      <td>0.0238</td>
-      <td>0.0238</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0141</td>
-      <td>0.0136</td>
-      <td>0.0180</td>
-      <td>0.0182</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0134</td>
-      <td>0.0126</td>
-      <td>0.0178</td>
-      <td>0.0161</td>
-      <td>0.0216</td>
-      <td>0.0216</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0141</td>
-      <td>0.0112</td>
-      <td>0.0177</td>
-      <td>0.0176</td>
-      <td>0.0197</td>
-      <td>0.0197</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0115</td>
-      <td>0.0092</td>
-      <td>0.0140</td>
-      <td>0.0146</td>
-      <td>0.0206</td>
-      <td>0.0206</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0135</td>
-      <td>0.0111</td>
-      <td>0.0151</td>
-      <td>0.0180</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0140</td>
-      <td>0.0104</td>
-      <td>0.0154</td>
-      <td>0.0185</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0132</td>
-      <td>0.0115</td>
-      <td>0.0145</td>
-      <td>0.0196</td>
-      <td>0.0149</td>
-      <td>0.0149</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0139</td>
-      <td>0.0121</td>
-      <td>0.0139</td>
-      <td>0.0212</td>
-      <td>0.0122</td>
-      <td>0.0122</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0139</td>
-      <td>0.0112</td>
-      <td>0.0138</td>
-      <td>0.0213</td>
-      <td>0.0123</td>
-      <td>0.0123</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0140</td>
-      <td>0.0123</td>
-      <td>0.0135</td>
-      <td>0.0221</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0143</td>
-      <td>0.0124</td>
-      <td>0.0144</td>
-      <td>0.0233</td>
-      <td>0.0102</td>
-      <td>0.0102</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0118</td>
-      <td>0.0101</td>
-      <td>0.0105</td>
-      <td>0.0213</td>
-      <td>0.0096</td>
-      <td>0.0096</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0148</td>
-      <td>0.0128</td>
-      <td>0.0132</td>
-      <td>0.0245</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0121</td>
-      <td>0.0111</td>
-      <td>0.0110</td>
-      <td>0.0259</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0132</td>
-      <td>0.0131</td>
-      <td>0.0122</td>
-      <td>0.0272</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0144</td>
-      <td>0.0139</td>
-      <td>0.0133</td>
-      <td>0.0279</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0153</td>
-      <td>0.0154</td>
-      <td>0.0124</td>
-      <td>0.0288</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0130</td>
-      <td>0.0152</td>
-      <td>0.0129</td>
-      <td>0.0301</td>
-      <td>0.0062</td>
-      <td>0.0062</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0124</td>
-      <td>0.0150</td>
-      <td>0.0106</td>
-      <td>0.0304</td>
-      <td>0.0063</td>
-      <td>0.0063</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0126</td>
-      <td>0.0174</td>
-      <td>0.0147</td>
-      <td>0.0321</td>
-      <td>0.0059</td>
-      <td>0.0059</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0131</td>
-      <td>0.0126</td>
-      <td>0.0135</td>
-      <td>0.0229</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_70_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_70_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_70_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_70_acc.png)
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]  
-> validation: [0.40003338 0.59996662]  
-> bin_sld: 226.621s  
-> mul_sld: 71.844s  
-> bin_sld_bcts: 225.379s  
-> mul_sld_bcts: 77.086s  
-> bin_sld_gs: 471.820s  
-> mul_sld_gs: 283.935s  
-> kfcv: 51.035s  
-> ref: 49.046s  
-> atc_mc: 51.951s  
-> atc_ne: 51.208s  
-> doc_feat: 43.717s  
-> tot: 477.247s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0047</td>
-      <td>0.0106</td>
-      <td>0.0070</td>
-      <td>0.0132</td>
-      <td>0.0106</td>
-      <td>0.0106</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0084</td>
-      <td>0.0074</td>
-      <td>0.0096</td>
-      <td>0.0095</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0095</td>
-      <td>0.0073</td>
-      <td>0.0094</td>
-      <td>0.0081</td>
-      <td>0.0092</td>
-      <td>0.0092</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0100</td>
-      <td>0.0079</td>
-      <td>0.0109</td>
-      <td>0.0084</td>
-      <td>0.0083</td>
-      <td>0.0083</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0126</td>
-      <td>0.0102</td>
-      <td>0.0108</td>
-      <td>0.0095</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0118</td>
-      <td>0.0099</td>
-      <td>0.0110</td>
-      <td>0.0092</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0128</td>
-      <td>0.0109</td>
-      <td>0.0119</td>
-      <td>0.0095</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0128</td>
-      <td>0.0107</td>
-      <td>0.0128</td>
-      <td>0.0113</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0134</td>
-      <td>0.0117</td>
-      <td>0.0121</td>
-      <td>0.0117</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0126</td>
-      <td>0.0112</td>
-      <td>0.0117</td>
-      <td>0.0110</td>
-      <td>0.0086</td>
-      <td>0.0086</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0147</td>
-      <td>0.0121</td>
-      <td>0.0146</td>
-      <td>0.0133</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0113</td>
-      <td>0.0100</td>
-      <td>0.0114</td>
-      <td>0.0116</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0117</td>
-      <td>0.0104</td>
-      <td>0.0118</td>
-      <td>0.0112</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0113</td>
-      <td>0.0105</td>
-      <td>0.0112</td>
-      <td>0.0111</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0125</td>
-      <td>0.0112</td>
-      <td>0.0134</td>
-      <td>0.0156</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0112</td>
-      <td>0.0099</td>
-      <td>0.0142</td>
-      <td>0.0155</td>
-      <td>0.0075</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0113</td>
-      <td>0.0098</td>
-      <td>0.0144</td>
-      <td>0.0158</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0111</td>
-      <td>0.0099</td>
-      <td>0.0155</td>
-      <td>0.0172</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0116</td>
-      <td>0.0108</td>
-      <td>0.0183</td>
-      <td>0.0192</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0097</td>
-      <td>0.0094</td>
-      <td>0.0160</td>
-      <td>0.0180</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0087</td>
-      <td>0.0131</td>
-      <td>0.0187</td>
-      <td>0.0220</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0111</td>
-      <td>0.0102</td>
-      <td>0.0127</td>
-      <td>0.0129</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_60_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_60_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_60_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_60_acc.png)
-
-
-## 50% positives
-> train: [0.5 0.5]  
-> validation: [0.5 0.5]  
-> bin_sld: 223.735s  
-> mul_sld: 70.315s  
-> bin_sld_bcts: 224.203s  
-> mul_sld_bcts: 75.746s  
-> bin_sld_gs: 459.866s  
-> mul_sld_gs: 285.490s  
-> kfcv: 51.093s  
-> ref: 48.870s  
-> atc_mc: 51.664s  
-> atc_ne: 50.999s  
-> doc_feat: 43.777s  
-> tot: 465.257s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0024</td>
-      <td>0.0105</td>
-      <td>0.0088</td>
-      <td>0.0305</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0074</td>
-      <td>0.0077</td>
-      <td>0.0111</td>
-      <td>0.0330</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0099</td>
-      <td>0.0068</td>
-      <td>0.0105</td>
-      <td>0.0290</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0141</td>
-      <td>0.0094</td>
-      <td>0.0112</td>
-      <td>0.0252</td>
-      <td>0.0077</td>
-      <td>0.0077</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0167</td>
-      <td>0.0109</td>
-      <td>0.0120</td>
-      <td>0.0207</td>
-      <td>0.0083</td>
-      <td>0.0083</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0182</td>
-      <td>0.0124</td>
-      <td>0.0107</td>
-      <td>0.0194</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0177</td>
-      <td>0.0137</td>
-      <td>0.0127</td>
-      <td>0.0189</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0189</td>
-      <td>0.0150</td>
-      <td>0.0141</td>
-      <td>0.0184</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0185</td>
-      <td>0.0153</td>
-      <td>0.0124</td>
-      <td>0.0162</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0175</td>
-      <td>0.0150</td>
-      <td>0.0121</td>
-      <td>0.0157</td>
-      <td>0.0110</td>
-      <td>0.0110</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0169</td>
-      <td>0.0146</td>
-      <td>0.0117</td>
-      <td>0.0162</td>
-      <td>0.0122</td>
-      <td>0.0122</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0166</td>
-      <td>0.0146</td>
-      <td>0.0100</td>
-      <td>0.0126</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0181</td>
-      <td>0.0158</td>
-      <td>0.0117</td>
-      <td>0.0151</td>
-      <td>0.0144</td>
-      <td>0.0144</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0174</td>
-      <td>0.0160</td>
-      <td>0.0124</td>
-      <td>0.0123</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0157</td>
-      <td>0.0144</td>
-      <td>0.0134</td>
-      <td>0.0120</td>
-      <td>0.0164</td>
-      <td>0.0164</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0149</td>
-      <td>0.0135</td>
-      <td>0.0120</td>
-      <td>0.0121</td>
-      <td>0.0170</td>
-      <td>0.0170</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0132</td>
-      <td>0.0120</td>
-      <td>0.0119</td>
-      <td>0.0124</td>
-      <td>0.0211</td>
-      <td>0.0211</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0104</td>
-      <td>0.0100</td>
-      <td>0.0103</td>
-      <td>0.0097</td>
-      <td>0.0205</td>
-      <td>0.0205</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0103</td>
-      <td>0.0098</td>
-      <td>0.0109</td>
-      <td>0.0111</td>
-      <td>0.0239</td>
-      <td>0.0239</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0070</td>
-      <td>0.0071</td>
-      <td>0.0092</td>
-      <td>0.0088</td>
-      <td>0.0253</td>
-      <td>0.0253</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0038</td>
-      <td>0.0092</td>
-      <td>0.0084</td>
-      <td>0.0079</td>
-      <td>0.0289</td>
-      <td>0.0289</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0136</td>
-      <td>0.0121</td>
-      <td>0.0113</td>
-      <td>0.0170</td>
-      <td>0.0140</td>
-      <td>0.0140</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_50_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_50_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_50_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_50_acc.png)
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]  
-> validation: [0.59996662 0.40003338]  
-> bin_sld: 220.011s  
-> mul_sld: 68.308s  
-> bin_sld_bcts: 222.232s  
-> mul_sld_bcts: 74.741s  
-> bin_sld_gs: 463.188s  
-> mul_sld_gs: 286.703s  
-> kfcv: 50.329s  
-> ref: 48.512s  
-> atc_mc: 51.494s  
-> atc_ne: 51.091s  
-> doc_feat: 43.512s  
-> tot: 468.313s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0019</td>
-      <td>0.0078</td>
-      <td>0.0044</td>
-      <td>0.0564</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0073</td>
-      <td>0.0060</td>
-      <td>0.0076</td>
-      <td>0.0563</td>
-      <td>0.0166</td>
-      <td>0.0166</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0114</td>
-      <td>0.0070</td>
-      <td>0.0090</td>
-      <td>0.0560</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0157</td>
-      <td>0.0109</td>
-      <td>0.0123</td>
-      <td>0.0534</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0183</td>
-      <td>0.0143</td>
-      <td>0.0149</td>
-      <td>0.0509</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0222</td>
-      <td>0.0183</td>
-      <td>0.0190</td>
-      <td>0.0476</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0215</td>
-      <td>0.0190</td>
-      <td>0.0184</td>
-      <td>0.0482</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0229</td>
-      <td>0.0212</td>
-      <td>0.0201</td>
-      <td>0.0481</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0243</td>
-      <td>0.0233</td>
-      <td>0.0213</td>
-      <td>0.0449</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0228</td>
-      <td>0.0229</td>
-      <td>0.0211</td>
-      <td>0.0457</td>
-      <td>0.0073</td>
-      <td>0.0073</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0244</td>
-      <td>0.0244</td>
-      <td>0.0220</td>
-      <td>0.0426</td>
-      <td>0.0081</td>
-      <td>0.0081</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0242</td>
-      <td>0.0260</td>
-      <td>0.0225</td>
-      <td>0.0405</td>
-      <td>0.0099</td>
-      <td>0.0099</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0245</td>
-      <td>0.0265</td>
-      <td>0.0226</td>
-      <td>0.0371</td>
-      <td>0.0112</td>
-      <td>0.0112</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0236</td>
-      <td>0.0267</td>
-      <td>0.0221</td>
-      <td>0.0351</td>
-      <td>0.0156</td>
-      <td>0.0156</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0215</td>
-      <td>0.0256</td>
-      <td>0.0204</td>
-      <td>0.0344</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0198</td>
-      <td>0.0225</td>
-      <td>0.0188</td>
-      <td>0.0334</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0191</td>
-      <td>0.0232</td>
-      <td>0.0185</td>
-      <td>0.0293</td>
-      <td>0.0180</td>
-      <td>0.0180</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0165</td>
-      <td>0.0218</td>
-      <td>0.0162</td>
-      <td>0.0265</td>
-      <td>0.0218</td>
-      <td>0.0218</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0134</td>
-      <td>0.0172</td>
-      <td>0.0135</td>
-      <td>0.0262</td>
-      <td>0.0224</td>
-      <td>0.0224</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0102</td>
-      <td>0.0150</td>
-      <td>0.0106</td>
-      <td>0.0182</td>
-      <td>0.0278</td>
-      <td>0.0278</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0033</td>
-      <td>0.0067</td>
-      <td>0.0040</td>
-      <td>0.0155</td>
-      <td>0.0285</td>
-      <td>0.0285</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0176</td>
-      <td>0.0184</td>
-      <td>0.0162</td>
-      <td>0.0403</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_40_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_40_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_40_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_40_acc.png)
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]  
-> validation: [0.70010013 0.29989987]  
-> bin_sld: 241.690s  
-> mul_sld: 76.036s  
-> bin_sld_bcts: 241.023s  
-> mul_sld_bcts: 81.654s  
-> bin_sld_gs: 468.354s  
-> mul_sld_gs: 303.186s  
-> kfcv: 56.346s  
-> ref: 53.070s  
-> atc_mc: 56.339s  
-> atc_ne: 55.112s  
-> doc_feat: 46.850s  
-> tot: 474.244s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0049</td>
-      <td>0.0101</td>
-      <td>0.0349</td>
-      <td>0.0060</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0067</td>
-      <td>0.0080</td>
-      <td>0.0227</td>
-      <td>0.0080</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0079</td>
-      <td>0.0073</td>
-      <td>0.0228</td>
-      <td>0.0095</td>
-      <td>0.0049</td>
-      <td>0.0049</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0089</td>
-      <td>0.0082</td>
-      <td>0.0186</td>
-      <td>0.0099</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0102</td>
-      <td>0.0102</td>
-      <td>0.0170</td>
-      <td>0.0110</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0113</td>
-      <td>0.0125</td>
-      <td>0.0135</td>
-      <td>0.0130</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0108</td>
-      <td>0.0130</td>
-      <td>0.0134</td>
-      <td>0.0146</td>
-      <td>0.0119</td>
-      <td>0.0119</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0124</td>
-      <td>0.0147</td>
-      <td>0.0123</td>
-      <td>0.0134</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0136</td>
-      <td>0.0174</td>
-      <td>0.0105</td>
-      <td>0.0157</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0130</td>
-      <td>0.0179</td>
-      <td>0.0102</td>
-      <td>0.0155</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0136</td>
-      <td>0.0191</td>
-      <td>0.0082</td>
-      <td>0.0155</td>
-      <td>0.0259</td>
-      <td>0.0259</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0146</td>
-      <td>0.0218</td>
-      <td>0.0067</td>
-      <td>0.0159</td>
-      <td>0.0297</td>
-      <td>0.0297</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0127</td>
-      <td>0.0213</td>
-      <td>0.0080</td>
-      <td>0.0169</td>
-      <td>0.0307</td>
-      <td>0.0307</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0133</td>
-      <td>0.0224</td>
-      <td>0.0077</td>
-      <td>0.0150</td>
-      <td>0.0368</td>
-      <td>0.0368</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0128</td>
-      <td>0.0219</td>
-      <td>0.0084</td>
-      <td>0.0141</td>
-      <td>0.0400</td>
-      <td>0.0400</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0117</td>
-      <td>0.0205</td>
-      <td>0.0084</td>
-      <td>0.0129</td>
-      <td>0.0427</td>
-      <td>0.0427</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0110</td>
-      <td>0.0203</td>
-      <td>0.0090</td>
-      <td>0.0121</td>
-      <td>0.0464</td>
-      <td>0.0464</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0101</td>
-      <td>0.0191</td>
-      <td>0.0099</td>
-      <td>0.0114</td>
-      <td>0.0517</td>
-      <td>0.0517</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0091</td>
-      <td>0.0161</td>
-      <td>0.0099</td>
-      <td>0.0104</td>
-      <td>0.0521</td>
-      <td>0.0521</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0085</td>
-      <td>0.0140</td>
-      <td>0.0115</td>
-      <td>0.0110</td>
-      <td>0.0548</td>
-      <td>0.0548</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0057</td>
-      <td>0.0071</td>
-      <td>0.0092</td>
-      <td>0.0101</td>
-      <td>0.0625</td>
-      <td>0.0625</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0106</td>
-      <td>0.0154</td>
-      <td>0.0130</td>
-      <td>0.0125</td>
-      <td>0.0280</td>
-      <td>0.0280</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_30_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_30_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_30_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_30_acc.png)
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]  
-> validation: [0.80006676 0.19993324]  
-> bin_sld: 249.327s  
-> mul_sld: 79.485s  
-> bin_sld_bcts: 248.816s  
-> mul_sld_bcts: 83.568s  
-> bin_sld_gs: 471.330s  
-> mul_sld_gs: 282.407s  
-> kfcv: 59.365s  
-> ref: 56.664s  
-> atc_mc: 58.956s  
-> atc_ne: 57.529s  
-> doc_feat: 49.376s  
-> tot: 478.051s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0047</td>
-      <td>0.0078</td>
-      <td>0.0028</td>
-      <td>0.0134</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0065</td>
-      <td>0.0068</td>
-      <td>0.0063</td>
-      <td>0.0125</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0071</td>
-      <td>0.0068</td>
-      <td>0.0082</td>
-      <td>0.0121</td>
-      <td>0.0062</td>
-      <td>0.0062</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0079</td>
-      <td>0.0067</td>
-      <td>0.0096</td>
-      <td>0.0105</td>
-      <td>0.0064</td>
-      <td>0.0064</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0094</td>
-      <td>0.0088</td>
-      <td>0.0112</td>
-      <td>0.0104</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0088</td>
-      <td>0.0094</td>
-      <td>0.0112</td>
-      <td>0.0094</td>
-      <td>0.0093</td>
-      <td>0.0093</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0090</td>
-      <td>0.0102</td>
-      <td>0.0127</td>
-      <td>0.0093</td>
-      <td>0.0124</td>
-      <td>0.0124</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0083</td>
-      <td>0.0105</td>
-      <td>0.0107</td>
-      <td>0.0084</td>
-      <td>0.0161</td>
-      <td>0.0161</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0090</td>
-      <td>0.0118</td>
-      <td>0.0117</td>
-      <td>0.0090</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0104</td>
-      <td>0.0118</td>
-      <td>0.0119</td>
-      <td>0.0093</td>
-      <td>0.0207</td>
-      <td>0.0207</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0104</td>
-      <td>0.0118</td>
-      <td>0.0127</td>
-      <td>0.0089</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0100</td>
-      <td>0.0135</td>
-      <td>0.0125</td>
-      <td>0.0092</td>
-      <td>0.0247</td>
-      <td>0.0247</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0109</td>
-      <td>0.0119</td>
-      <td>0.0116</td>
-      <td>0.0088</td>
-      <td>0.0272</td>
-      <td>0.0272</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0132</td>
-      <td>0.0128</td>
-      <td>0.0161</td>
-      <td>0.0105</td>
-      <td>0.0331</td>
-      <td>0.0331</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0114</td>
-      <td>0.0137</td>
-      <td>0.0134</td>
-      <td>0.0108</td>
-      <td>0.0384</td>
-      <td>0.0384</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0133</td>
-      <td>0.0128</td>
-      <td>0.0149</td>
-      <td>0.0107</td>
-      <td>0.0425</td>
-      <td>0.0425</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0135</td>
-      <td>0.0115</td>
-      <td>0.0145</td>
-      <td>0.0096</td>
-      <td>0.0407</td>
-      <td>0.0407</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0162</td>
-      <td>0.0103</td>
-      <td>0.0187</td>
-      <td>0.0092</td>
-      <td>0.0447</td>
-      <td>0.0447</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0180</td>
-      <td>0.0104</td>
-      <td>0.0153</td>
-      <td>0.0101</td>
-      <td>0.0492</td>
-      <td>0.0492</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0193</td>
-      <td>0.0092</td>
-      <td>0.0177</td>
-      <td>0.0087</td>
-      <td>0.0492</td>
-      <td>0.0492</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0116</td>
-      <td>0.0055</td>
-      <td>0.0135</td>
-      <td>0.0074</td>
-      <td>0.0571</td>
-      <td>0.0571</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0109</td>
-      <td>0.0102</td>
-      <td>0.0122</td>
-      <td>0.0099</td>
-      <td>0.0259</td>
-      <td>0.0259</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_20_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_20_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_20_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_20_acc.png)
-
-
-## 10% positives
-> train: [0.90003338 0.09996662]  
-> validation: [0.90003338 0.09996662]  
-> bin_sld: 217.756s  
-> mul_sld: 63.422s  
-> kfcv: 47.542s  
-> ref: 45.622s  
-> atc_mc: 48.127s  
-> atc_ne: 47.746s  
-> doc_feat: 41.031s  
-> tot: 219.250s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0046</td>
-      <td>0.0046</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0080</td>
-      <td>0.0080</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0194</td>
-      <td>0.0194</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0256</td>
-      <td>0.0256</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0348</td>
-      <td>0.0348</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0438</td>
-      <td>0.0438</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0509</td>
-      <td>0.0509</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0568</td>
-      <td>0.0568</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0633</td>
-      <td>0.0633</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0728</td>
-      <td>0.0728</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0748</td>
-      <td>0.0748</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0843</td>
-      <td>0.0843</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0916</td>
-      <td>0.0916</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.1005</td>
-      <td>0.1005</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.1064</td>
-      <td>0.1064</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.1147</td>
-      <td>0.1147</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.1204</td>
-      <td>0.1204</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.1244</td>
-      <td>0.1244</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.1336</td>
-      <td>0.1336</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0644</td>
-      <td>0.0644</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_10_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_10_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_10_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_10_acc.png)
-
-
-## avg
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0040</td>
-      <td>0.0116</td>
-      <td>0.0141</td>
-      <td>0.0211</td>
-      <td>0.0325</td>
-      <td>0.0325</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0127</td>
-      <td>0.0132</td>
-      <td>0.0191</td>
-      <td>0.0228</td>
-      <td>0.0294</td>
-      <td>0.0294</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0136</td>
-      <td>0.0129</td>
-      <td>0.0189</td>
-      <td>0.0217</td>
-      <td>0.0280</td>
-      <td>0.0280</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0149</td>
-      <td>0.0133</td>
-      <td>0.0191</td>
-      <td>0.0208</td>
-      <td>0.0264</td>
-      <td>0.0264</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0152</td>
-      <td>0.0136</td>
-      <td>0.0184</td>
-      <td>0.0191</td>
-      <td>0.0266</td>
-      <td>0.0266</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0163</td>
-      <td>0.0155</td>
-      <td>0.0184</td>
-      <td>0.0195</td>
-      <td>0.0252</td>
-      <td>0.0252</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0161</td>
-      <td>0.0155</td>
-      <td>0.0187</td>
-      <td>0.0196</td>
-      <td>0.0257</td>
-      <td>0.0257</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0163</td>
-      <td>0.0163</td>
-      <td>0.0183</td>
-      <td>0.0195</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0165</td>
-      <td>0.0170</td>
-      <td>0.0177</td>
-      <td>0.0192</td>
-      <td>0.0263</td>
-      <td>0.0263</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0158</td>
-      <td>0.0161</td>
-      <td>0.0168</td>
-      <td>0.0186</td>
-      <td>0.0265</td>
-      <td>0.0265</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0157</td>
-      <td>0.0162</td>
-      <td>0.0166</td>
-      <td>0.0184</td>
-      <td>0.0266</td>
-      <td>0.0266</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0154</td>
-      <td>0.0167</td>
-      <td>0.0162</td>
-      <td>0.0178</td>
-      <td>0.0268</td>
-      <td>0.0268</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0146</td>
-      <td>0.0157</td>
-      <td>0.0148</td>
-      <td>0.0169</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0155</td>
-      <td>0.0168</td>
-      <td>0.0161</td>
-      <td>0.0172</td>
-      <td>0.0285</td>
-      <td>0.0285</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0142</td>
-      <td>0.0160</td>
-      <td>0.0152</td>
-      <td>0.0175</td>
-      <td>0.0292</td>
-      <td>0.0292</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0135</td>
-      <td>0.0148</td>
-      <td>0.0147</td>
-      <td>0.0169</td>
-      <td>0.0296</td>
-      <td>0.0296</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0134</td>
-      <td>0.0147</td>
-      <td>0.0151</td>
-      <td>0.0165</td>
-      <td>0.0303</td>
-      <td>0.0303</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0129</td>
-      <td>0.0140</td>
-      <td>0.0148</td>
-      <td>0.0160</td>
-      <td>0.0319</td>
-      <td>0.0319</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0121</td>
-      <td>0.0130</td>
-      <td>0.0142</td>
-      <td>0.0167</td>
-      <td>0.0333</td>
-      <td>0.0333</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0111</td>
-      <td>0.0118</td>
-      <td>0.0130</td>
-      <td>0.0154</td>
-      <td>0.0357</td>
-      <td>0.0357</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0087</td>
-      <td>0.0107</td>
-      <td>0.0120</td>
-      <td>0.0161</td>
-      <td>0.0403</td>
-      <td>0.0403</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0137</td>
-      <td>0.0145</td>
-      <td>0.0163</td>
-      <td>0.0184</td>
-      <td>0.0292</td>
-      <td>0.0292</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_avg_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_avg_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_avg_acc.png)
diff --git a/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_atc_f1.md b/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_atc_f1.md
deleted file mode 100644
index 72476b9..0000000
--- a/output/rcv1_CCAT_9prevs/rcv1_CCAT_best_vs_atc_f1.md
+++ /dev/null
@@ -1,2248 +0,0 @@
-# rcv1_CCAT
-
-## 90% positives
-> train: [0.09996662 0.90003338]  
-> validation: [0.09996662 0.90003338]  
-> bin_sld: 234.941s  
-> mul_sld: 75.002s  
-> bin_sld_bcts: 230.912s  
-> mul_sld_bcts: 79.197s  
-> bin_sld_gs: 478.630s  
-> mul_sld_gs: 251.343s  
-> kfcv: 55.369s  
-> ref: 52.475s  
-> atc_mc: 54.633s  
-> atc_ne: 54.569s  
-> doc_feat: 46.647s  
-> tot: 486.773s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0000</td>
-      <td>0.0000</td>
-      <td>0.0003</td>
-      <td>0.0001</td>
-      <td>0.4745</td>
-      <td>0.4745</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0719</td>
-      <td>0.0502</td>
-      <td>0.0514</td>
-      <td>0.0490</td>
-      <td>0.4016</td>
-      <td>0.4016</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0683</td>
-      <td>0.0501</td>
-      <td>0.0545</td>
-      <td>0.0477</td>
-      <td>0.3432</td>
-      <td>0.3432</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0607</td>
-      <td>0.0461</td>
-      <td>0.0499</td>
-      <td>0.0435</td>
-      <td>0.2909</td>
-      <td>0.2909</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0505</td>
-      <td>0.0388</td>
-      <td>0.0453</td>
-      <td>0.0352</td>
-      <td>0.2470</td>
-      <td>0.2470</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0476</td>
-      <td>0.0397</td>
-      <td>0.0431</td>
-      <td>0.0349</td>
-      <td>0.2076</td>
-      <td>0.2076</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0399</td>
-      <td>0.0340</td>
-      <td>0.0370</td>
-      <td>0.0292</td>
-      <td>0.1759</td>
-      <td>0.1759</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0351</td>
-      <td>0.0314</td>
-      <td>0.0349</td>
-      <td>0.0260</td>
-      <td>0.1487</td>
-      <td>0.1487</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0311</td>
-      <td>0.0288</td>
-      <td>0.0302</td>
-      <td>0.0236</td>
-      <td>0.1239</td>
-      <td>0.1239</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0248</td>
-      <td>0.0231</td>
-      <td>0.0250</td>
-      <td>0.0182</td>
-      <td>0.1027</td>
-      <td>0.1027</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0210</td>
-      <td>0.0198</td>
-      <td>0.0220</td>
-      <td>0.0160</td>
-      <td>0.0842</td>
-      <td>0.0842</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0199</td>
-      <td>0.0196</td>
-      <td>0.0210</td>
-      <td>0.0152</td>
-      <td>0.0659</td>
-      <td>0.0659</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0146</td>
-      <td>0.0142</td>
-      <td>0.0155</td>
-      <td>0.0113</td>
-      <td>0.0530</td>
-      <td>0.0530</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0152</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-      <td>0.0129</td>
-      <td>0.0392</td>
-      <td>0.0392</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0127</td>
-      <td>0.0135</td>
-      <td>0.0138</td>
-      <td>0.0111</td>
-      <td>0.0290</td>
-      <td>0.0290</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0100</td>
-      <td>0.0107</td>
-      <td>0.0109</td>
-      <td>0.0086</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0091</td>
-      <td>0.0101</td>
-      <td>0.0103</td>
-      <td>0.0083</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0076</td>
-      <td>0.0089</td>
-      <td>0.0084</td>
-      <td>0.0075</td>
-      <td>0.0061</td>
-      <td>0.0061</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0067</td>
-      <td>0.0073</td>
-      <td>0.0066</td>
-      <td>0.0067</td>
-      <td>0.0036</td>
-      <td>0.0036</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0060</td>
-      <td>0.0069</td>
-      <td>0.0056</td>
-      <td>0.0067</td>
-      <td>0.0069</td>
-      <td>0.0069</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0063</td>
-      <td>0.0065</td>
-      <td>0.0050</td>
-      <td>0.0074</td>
-      <td>0.0123</td>
-      <td>0.0123</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0266</td>
-      <td>0.0227</td>
-      <td>0.0241</td>
-      <td>0.0200</td>
-      <td>0.1356</td>
-      <td>0.1356</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_90_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_90_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_90_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_90_f1.png)
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]  
-> validation: [0.20010013 0.79989987]  
-> bin_sld: 229.883s  
-> mul_sld: 73.128s  
-> bin_sld_bcts: 226.915s  
-> mul_sld_bcts: 75.715s  
-> bin_sld_gs: 456.287s  
-> mul_sld_gs: 284.706s  
-> kfcv: 51.186s  
-> ref: 49.290s  
-> atc_mc: 52.169s  
-> atc_ne: 51.718s  
-> doc_feat: 44.179s  
-> tot: 462.366s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0002</td>
-      <td>0.0015</td>
-      <td>0.0006</td>
-      <td>0.0031</td>
-      <td>0.5459</td>
-      <td>0.5459</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0385</td>
-      <td>0.0162</td>
-      <td>0.0255</td>
-      <td>0.0181</td>
-      <td>0.3941</td>
-      <td>0.3941</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0271</td>
-      <td>0.0180</td>
-      <td>0.0266</td>
-      <td>0.0197</td>
-      <td>0.2954</td>
-      <td>0.2954</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0189</td>
-      <td>0.0152</td>
-      <td>0.0256</td>
-      <td>0.0169</td>
-      <td>0.2206</td>
-      <td>0.2206</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0143</td>
-      <td>0.0140</td>
-      <td>0.0218</td>
-      <td>0.0166</td>
-      <td>0.1701</td>
-      <td>0.1701</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0136</td>
-      <td>0.0133</td>
-      <td>0.0250</td>
-      <td>0.0136</td>
-      <td>0.1277</td>
-      <td>0.1277</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0120</td>
-      <td>0.0116</td>
-      <td>0.0250</td>
-      <td>0.0122</td>
-      <td>0.0994</td>
-      <td>0.0994</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0123</td>
-      <td>0.0124</td>
-      <td>0.0229</td>
-      <td>0.0128</td>
-      <td>0.0774</td>
-      <td>0.0774</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0101</td>
-      <td>0.0106</td>
-      <td>0.0222</td>
-      <td>0.0111</td>
-      <td>0.0563</td>
-      <td>0.0563</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0101</td>
-      <td>0.0096</td>
-      <td>0.0194</td>
-      <td>0.0097</td>
-      <td>0.0440</td>
-      <td>0.0440</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0073</td>
-      <td>0.0084</td>
-      <td>0.0181</td>
-      <td>0.0085</td>
-      <td>0.0323</td>
-      <td>0.0323</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0073</td>
-      <td>0.0076</td>
-      <td>0.0186</td>
-      <td>0.0083</td>
-      <td>0.0206</td>
-      <td>0.0206</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0064</td>
-      <td>0.0071</td>
-      <td>0.0147</td>
-      <td>0.0076</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0074</td>
-      <td>0.0069</td>
-      <td>0.0159</td>
-      <td>0.0081</td>
-      <td>0.0098</td>
-      <td>0.0098</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0061</td>
-      <td>0.0066</td>
-      <td>0.0141</td>
-      <td>0.0076</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0059</td>
-      <td>0.0059</td>
-      <td>0.0127</td>
-      <td>0.0069</td>
-      <td>0.0056</td>
-      <td>0.0056</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0061</td>
-      <td>0.0060</td>
-      <td>0.0132</td>
-      <td>0.0071</td>
-      <td>0.0049</td>
-      <td>0.0049</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0060</td>
-      <td>0.0062</td>
-      <td>0.0119</td>
-      <td>0.0072</td>
-      <td>0.0053</td>
-      <td>0.0053</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0055</td>
-      <td>0.0062</td>
-      <td>0.0116</td>
-      <td>0.0079</td>
-      <td>0.0055</td>
-      <td>0.0055</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0057</td>
-      <td>0.0064</td>
-      <td>0.0096</td>
-      <td>0.0083</td>
-      <td>0.0068</td>
-      <td>0.0068</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0059</td>
-      <td>0.0072</td>
-      <td>0.0091</td>
-      <td>0.0099</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0108</td>
-      <td>0.0094</td>
-      <td>0.0173</td>
-      <td>0.0105</td>
-      <td>0.1025</td>
-      <td>0.1025</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_80_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_80_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_80_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_80_f1.png)
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]  
-> validation: [0.30006676 0.69993324]  
-> bin_sld: 225.630s  
-> mul_sld: 71.930s  
-> bin_sld_bcts: 223.728s  
-> mul_sld_bcts: 76.593s  
-> bin_sld_gs: 431.047s  
-> mul_sld_gs: 291.843s  
-> kfcv: 51.915s  
-> ref: 49.281s  
-> atc_mc: 51.662s  
-> atc_ne: 51.127s  
-> doc_feat: 43.648s  
-> tot: 436.749s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0002</td>
-      <td>0.0018</td>
-      <td>0.0002</td>
-      <td>0.0252</td>
-      <td>0.5749</td>
-      <td>0.5749</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0554</td>
-      <td>0.0270</td>
-      <td>0.0855</td>
-      <td>0.0261</td>
-      <td>0.3336</td>
-      <td>0.3336</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0411</td>
-      <td>0.0251</td>
-      <td>0.0659</td>
-      <td>0.0215</td>
-      <td>0.2163</td>
-      <td>0.2163</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0332</td>
-      <td>0.0207</td>
-      <td>0.0488</td>
-      <td>0.0213</td>
-      <td>0.1450</td>
-      <td>0.1450</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0233</td>
-      <td>0.0157</td>
-      <td>0.0335</td>
-      <td>0.0175</td>
-      <td>0.1055</td>
-      <td>0.1055</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0226</td>
-      <td>0.0168</td>
-      <td>0.0288</td>
-      <td>0.0214</td>
-      <td>0.0703</td>
-      <td>0.0703</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0199</td>
-      <td>0.0145</td>
-      <td>0.0245</td>
-      <td>0.0209</td>
-      <td>0.0549</td>
-      <td>0.0549</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0179</td>
-      <td>0.0148</td>
-      <td>0.0212</td>
-      <td>0.0216</td>
-      <td>0.0403</td>
-      <td>0.0403</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0164</td>
-      <td>0.0139</td>
-      <td>0.0175</td>
-      <td>0.0218</td>
-      <td>0.0279</td>
-      <td>0.0279</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0145</td>
-      <td>0.0118</td>
-      <td>0.0154</td>
-      <td>0.0203</td>
-      <td>0.0225</td>
-      <td>0.0225</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0133</td>
-      <td>0.0119</td>
-      <td>0.0137</td>
-      <td>0.0202</td>
-      <td>0.0165</td>
-      <td>0.0165</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0127</td>
-      <td>0.0112</td>
-      <td>0.0132</td>
-      <td>0.0201</td>
-      <td>0.0120</td>
-      <td>0.0120</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0097</td>
-      <td>0.0085</td>
-      <td>0.0089</td>
-      <td>0.0173</td>
-      <td>0.0095</td>
-      <td>0.0095</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0112</td>
-      <td>0.0099</td>
-      <td>0.0102</td>
-      <td>0.0188</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0088</td>
-      <td>0.0083</td>
-      <td>0.0082</td>
-      <td>0.0189</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0088</td>
-      <td>0.0091</td>
-      <td>0.0083</td>
-      <td>0.0186</td>
-      <td>0.0047</td>
-      <td>0.0047</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0091</td>
-      <td>0.0090</td>
-      <td>0.0084</td>
-      <td>0.0180</td>
-      <td>0.0044</td>
-      <td>0.0044</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0091</td>
-      <td>0.0094</td>
-      <td>0.0075</td>
-      <td>0.0177</td>
-      <td>0.0045</td>
-      <td>0.0045</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0074</td>
-      <td>0.0088</td>
-      <td>0.0074</td>
-      <td>0.0175</td>
-      <td>0.0036</td>
-      <td>0.0036</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0068</td>
-      <td>0.0082</td>
-      <td>0.0059</td>
-      <td>0.0168</td>
-      <td>0.0035</td>
-      <td>0.0035</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0066</td>
-      <td>0.0091</td>
-      <td>0.0077</td>
-      <td>0.0169</td>
-      <td>0.0032</td>
-      <td>0.0032</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0166</td>
-      <td>0.0127</td>
-      <td>0.0210</td>
-      <td>0.0199</td>
-      <td>0.0794</td>
-      <td>0.0794</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_70_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_70_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_70_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_70_f1.png)
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]  
-> validation: [0.40003338 0.59996662]  
-> bin_sld: 226.621s  
-> mul_sld: 71.844s  
-> bin_sld_bcts: 225.379s  
-> mul_sld_bcts: 77.086s  
-> bin_sld_gs: 471.820s  
-> mul_sld_gs: 283.935s  
-> kfcv: 51.035s  
-> ref: 49.046s  
-> atc_mc: 51.951s  
-> atc_ne: 51.208s  
-> doc_feat: 43.717s  
-> tot: 477.247s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0158</td>
-      <td>0.0391</td>
-      <td>0.0188</td>
-      <td>0.0769</td>
-      <td>0.5310</td>
-      <td>0.5310</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0399</td>
-      <td>0.0442</td>
-      <td>0.0372</td>
-      <td>0.0444</td>
-      <td>0.2044</td>
-      <td>0.2044</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0315</td>
-      <td>0.0313</td>
-      <td>0.0287</td>
-      <td>0.0289</td>
-      <td>0.1045</td>
-      <td>0.1045</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0248</td>
-      <td>0.0236</td>
-      <td>0.0245</td>
-      <td>0.0205</td>
-      <td>0.0571</td>
-      <td>0.0571</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0252</td>
-      <td>0.0231</td>
-      <td>0.0212</td>
-      <td>0.0195</td>
-      <td>0.0407</td>
-      <td>0.0407</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0195</td>
-      <td>0.0181</td>
-      <td>0.0178</td>
-      <td>0.0152</td>
-      <td>0.0228</td>
-      <td>0.0228</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0185</td>
-      <td>0.0166</td>
-      <td>0.0166</td>
-      <td>0.0138</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0162</td>
-      <td>0.0141</td>
-      <td>0.0161</td>
-      <td>0.0144</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0151</td>
-      <td>0.0135</td>
-      <td>0.0138</td>
-      <td>0.0138</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0133</td>
-      <td>0.0119</td>
-      <td>0.0125</td>
-      <td>0.0119</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0141</td>
-      <td>0.0117</td>
-      <td>0.0141</td>
-      <td>0.0131</td>
-      <td>0.0081</td>
-      <td>0.0081</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0100</td>
-      <td>0.0090</td>
-      <td>0.0104</td>
-      <td>0.0108</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0096</td>
-      <td>0.0086</td>
-      <td>0.0099</td>
-      <td>0.0097</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0087</td>
-      <td>0.0080</td>
-      <td>0.0088</td>
-      <td>0.0092</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0090</td>
-      <td>0.0082</td>
-      <td>0.0101</td>
-      <td>0.0121</td>
-      <td>0.0055</td>
-      <td>0.0055</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0075</td>
-      <td>0.0067</td>
-      <td>0.0099</td>
-      <td>0.0112</td>
-      <td>0.0051</td>
-      <td>0.0051</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0072</td>
-      <td>0.0063</td>
-      <td>0.0095</td>
-      <td>0.0108</td>
-      <td>0.0042</td>
-      <td>0.0042</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0068</td>
-      <td>0.0061</td>
-      <td>0.0098</td>
-      <td>0.0111</td>
-      <td>0.0042</td>
-      <td>0.0042</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0068</td>
-      <td>0.0064</td>
-      <td>0.0110</td>
-      <td>0.0118</td>
-      <td>0.0045</td>
-      <td>0.0045</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0053</td>
-      <td>0.0053</td>
-      <td>0.0091</td>
-      <td>0.0105</td>
-      <td>0.0037</td>
-      <td>0.0037</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0047</td>
-      <td>0.0071</td>
-      <td>0.0102</td>
-      <td>0.0121</td>
-      <td>0.0034</td>
-      <td>0.0034</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0147</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-      <td>0.0182</td>
-      <td>0.0510</td>
-      <td>0.0510</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_60_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_60_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_60_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_60_f1.png)
-
-
-## 50% positives
-> train: [0.5 0.5]  
-> validation: [0.5 0.5]  
-> bin_sld: 223.735s  
-> mul_sld: 70.315s  
-> bin_sld_bcts: 224.203s  
-> mul_sld_bcts: 75.746s  
-> bin_sld_gs: 459.866s  
-> mul_sld_gs: 285.490s  
-> kfcv: 51.093s  
-> ref: 48.870s  
-> atc_mc: 51.664s  
-> atc_ne: 50.999s  
-> doc_feat: 43.777s  
-> tot: 465.257s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0105</td>
-      <td>0.0147</td>
-      <td>0.0223</td>
-      <td>0.0019</td>
-      <td>0.5135</td>
-      <td>0.5135</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0485</td>
-      <td>0.0444</td>
-      <td>0.0525</td>
-      <td>0.1122</td>
-      <td>0.1066</td>
-      <td>0.1066</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0388</td>
-      <td>0.0289</td>
-      <td>0.0350</td>
-      <td>0.0771</td>
-      <td>0.0476</td>
-      <td>0.0476</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0400</td>
-      <td>0.0288</td>
-      <td>0.0300</td>
-      <td>0.0528</td>
-      <td>0.0306</td>
-      <td>0.0306</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0369</td>
-      <td>0.0250</td>
-      <td>0.0258</td>
-      <td>0.0367</td>
-      <td>0.0235</td>
-      <td>0.0235</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0337</td>
-      <td>0.0234</td>
-      <td>0.0197</td>
-      <td>0.0300</td>
-      <td>0.0158</td>
-      <td>0.0158</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0280</td>
-      <td>0.0216</td>
-      <td>0.0197</td>
-      <td>0.0257</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0258</td>
-      <td>0.0204</td>
-      <td>0.0190</td>
-      <td>0.0221</td>
-      <td>0.0151</td>
-      <td>0.0151</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0225</td>
-      <td>0.0185</td>
-      <td>0.0151</td>
-      <td>0.0180</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0195</td>
-      <td>0.0166</td>
-      <td>0.0133</td>
-      <td>0.0158</td>
-      <td>0.0119</td>
-      <td>0.0119</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0169</td>
-      <td>0.0146</td>
-      <td>0.0118</td>
-      <td>0.0151</td>
-      <td>0.0115</td>
-      <td>0.0115</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0153</td>
-      <td>0.0132</td>
-      <td>0.0094</td>
-      <td>0.0109</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0154</td>
-      <td>0.0133</td>
-      <td>0.0100</td>
-      <td>0.0121</td>
-      <td>0.0107</td>
-      <td>0.0107</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0137</td>
-      <td>0.0124</td>
-      <td>0.0099</td>
-      <td>0.0094</td>
-      <td>0.0114</td>
-      <td>0.0114</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0117</td>
-      <td>0.0105</td>
-      <td>0.0099</td>
-      <td>0.0086</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0102</td>
-      <td>0.0091</td>
-      <td>0.0084</td>
-      <td>0.0083</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0086</td>
-      <td>0.0076</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0063</td>
-      <td>0.0059</td>
-      <td>0.0064</td>
-      <td>0.0059</td>
-      <td>0.0104</td>
-      <td>0.0104</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0060</td>
-      <td>0.0055</td>
-      <td>0.0064</td>
-      <td>0.0065</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0038</td>
-      <td>0.0039</td>
-      <td>0.0052</td>
-      <td>0.0049</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0021</td>
-      <td>0.0053</td>
-      <td>0.0047</td>
-      <td>0.0043</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0197</td>
-      <td>0.0164</td>
-      <td>0.0163</td>
-      <td>0.0231</td>
-      <td>0.0434</td>
-      <td>0.0434</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_50_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_50_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_50_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_50_f1.png)
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]  
-> validation: [0.59996662 0.40003338]  
-> bin_sld: 220.011s  
-> mul_sld: 68.308s  
-> bin_sld_bcts: 222.232s  
-> mul_sld_bcts: 74.741s  
-> bin_sld_gs: 463.188s  
-> mul_sld_gs: 286.703s  
-> kfcv: 50.329s  
-> ref: 48.512s  
-> atc_mc: 51.494s  
-> atc_ne: 51.091s  
-> doc_feat: 43.512s  
-> tot: 468.313s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0125</td>
-      <td>0.0146</td>
-      <td>0.0135</td>
-      <td>0.0064</td>
-      <td>0.3564</td>
-      <td>0.3564</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0583</td>
-      <td>0.0489</td>
-      <td>0.0575</td>
-      <td>0.2227</td>
-      <td>0.0506</td>
-      <td>0.0506</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0497</td>
-      <td>0.0329</td>
-      <td>0.0408</td>
-      <td>0.1706</td>
-      <td>0.0460</td>
-      <td>0.0460</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0497</td>
-      <td>0.0358</td>
-      <td>0.0399</td>
-      <td>0.1271</td>
-      <td>0.0318</td>
-      <td>0.0318</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0453</td>
-      <td>0.0358</td>
-      <td>0.0378</td>
-      <td>0.0991</td>
-      <td>0.0254</td>
-      <td>0.0254</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0453</td>
-      <td>0.0375</td>
-      <td>0.0399</td>
-      <td>0.0801</td>
-      <td>0.0197</td>
-      <td>0.0197</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0371</td>
-      <td>0.0326</td>
-      <td>0.0324</td>
-      <td>0.0699</td>
-      <td>0.0174</td>
-      <td>0.0174</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0337</td>
-      <td>0.0312</td>
-      <td>0.0300</td>
-      <td>0.0623</td>
-      <td>0.0129</td>
-      <td>0.0129</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0316</td>
-      <td>0.0301</td>
-      <td>0.0282</td>
-      <td>0.0523</td>
-      <td>0.0118</td>
-      <td>0.0118</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0265</td>
-      <td>0.0263</td>
-      <td>0.0250</td>
-      <td>0.0483</td>
-      <td>0.0095</td>
-      <td>0.0095</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0256</td>
-      <td>0.0253</td>
-      <td>0.0235</td>
-      <td>0.0414</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0230</td>
-      <td>0.0244</td>
-      <td>0.0217</td>
-      <td>0.0366</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0214</td>
-      <td>0.0228</td>
-      <td>0.0200</td>
-      <td>0.0308</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0190</td>
-      <td>0.0211</td>
-      <td>0.0179</td>
-      <td>0.0273</td>
-      <td>0.0093</td>
-      <td>0.0093</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0160</td>
-      <td>0.0187</td>
-      <td>0.0153</td>
-      <td>0.0253</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0137</td>
-      <td>0.0151</td>
-      <td>0.0131</td>
-      <td>0.0233</td>
-      <td>0.0075</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0124</td>
-      <td>0.0146</td>
-      <td>0.0121</td>
-      <td>0.0193</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0100</td>
-      <td>0.0129</td>
-      <td>0.0099</td>
-      <td>0.0166</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0076</td>
-      <td>0.0093</td>
-      <td>0.0077</td>
-      <td>0.0161</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0054</td>
-      <td>0.0077</td>
-      <td>0.0057</td>
-      <td>0.0108</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0017</td>
-      <td>0.0035</td>
-      <td>0.0020</td>
-      <td>0.0094</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0260</td>
-      <td>0.0238</td>
-      <td>0.0235</td>
-      <td>0.0569</td>
-      <td>0.0321</td>
-      <td>0.0321</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_40_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_40_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_40_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_40_f1.png)
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]  
-> validation: [0.70010013 0.29989987]  
-> bin_sld: 241.690s  
-> mul_sld: 76.036s  
-> bin_sld_bcts: 241.023s  
-> mul_sld_bcts: 81.654s  
-> bin_sld_gs: 468.354s  
-> mul_sld_gs: 303.186s  
-> kfcv: 56.346s  
-> ref: 53.070s  
-> atc_mc: 56.339s  
-> atc_ne: 55.112s  
-> doc_feat: 46.850s  
-> tot: 474.244s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0542</td>
-      <td>0.0193</td>
-      <td>0.0416</td>
-      <td>0.0466</td>
-      <td>0.3301</td>
-      <td>0.3301</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0564</td>
-      <td>0.0612</td>
-      <td>0.0791</td>
-      <td>0.0640</td>
-      <td>0.0519</td>
-      <td>0.0519</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0383</td>
-      <td>0.0341</td>
-      <td>0.0618</td>
-      <td>0.0461</td>
-      <td>0.0306</td>
-      <td>0.0306</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0306</td>
-      <td>0.0287</td>
-      <td>0.0377</td>
-      <td>0.0347</td>
-      <td>0.0252</td>
-      <td>0.0252</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0263</td>
-      <td>0.0275</td>
-      <td>0.0277</td>
-      <td>0.0296</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0237</td>
-      <td>0.0269</td>
-      <td>0.0193</td>
-      <td>0.0278</td>
-      <td>0.0167</td>
-      <td>0.0167</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0187</td>
-      <td>0.0232</td>
-      <td>0.0169</td>
-      <td>0.0257</td>
-      <td>0.0132</td>
-      <td>0.0132</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0189</td>
-      <td>0.0224</td>
-      <td>0.0141</td>
-      <td>0.0206</td>
-      <td>0.0170</td>
-      <td>0.0170</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0177</td>
-      <td>0.0228</td>
-      <td>0.0115</td>
-      <td>0.0211</td>
-      <td>0.0141</td>
-      <td>0.0141</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0151</td>
-      <td>0.0210</td>
-      <td>0.0095</td>
-      <td>0.0185</td>
-      <td>0.0135</td>
-      <td>0.0135</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0141</td>
-      <td>0.0200</td>
-      <td>0.0076</td>
-      <td>0.0167</td>
-      <td>0.0153</td>
-      <td>0.0153</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0135</td>
-      <td>0.0204</td>
-      <td>0.0058</td>
-      <td>0.0156</td>
-      <td>0.0146</td>
-      <td>0.0146</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0107</td>
-      <td>0.0183</td>
-      <td>0.0068</td>
-      <td>0.0153</td>
-      <td>0.0142</td>
-      <td>0.0142</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0104</td>
-      <td>0.0175</td>
-      <td>0.0061</td>
-      <td>0.0126</td>
-      <td>0.0159</td>
-      <td>0.0159</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0091</td>
-      <td>0.0156</td>
-      <td>0.0063</td>
-      <td>0.0108</td>
-      <td>0.0145</td>
-      <td>0.0145</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0078</td>
-      <td>0.0134</td>
-      <td>0.0059</td>
-      <td>0.0093</td>
-      <td>0.0144</td>
-      <td>0.0144</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0071</td>
-      <td>0.0124</td>
-      <td>0.0058</td>
-      <td>0.0084</td>
-      <td>0.0157</td>
-      <td>0.0157</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0062</td>
-      <td>0.0109</td>
-      <td>0.0060</td>
-      <td>0.0074</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0054</td>
-      <td>0.0086</td>
-      <td>0.0056</td>
-      <td>0.0063</td>
-      <td>0.0155</td>
-      <td>0.0155</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0050</td>
-      <td>0.0070</td>
-      <td>0.0061</td>
-      <td>0.0065</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0037</td>
-      <td>0.0040</td>
-      <td>0.0045</td>
-      <td>0.0058</td>
-      <td>0.0177</td>
-      <td>0.0177</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0187</td>
-      <td>0.0207</td>
-      <td>0.0184</td>
-      <td>0.0214</td>
-      <td>0.0334</td>
-      <td>0.0334</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_30_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_30_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_30_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_30_f1.png)
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]  
-> validation: [0.80006676 0.19993324]  
-> bin_sld: 249.327s  
-> mul_sld: 79.485s  
-> bin_sld_bcts: 248.816s  
-> mul_sld_bcts: 83.568s  
-> bin_sld_gs: 471.330s  
-> mul_sld_gs: 282.407s  
-> kfcv: 59.365s  
-> ref: 56.664s  
-> atc_mc: 58.956s  
-> atc_ne: 57.529s  
-> doc_feat: 49.376s  
-> tot: 478.051s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0141</td>
-      <td>0.0772</td>
-      <td>0.0054</td>
-      <td>0.0277</td>
-      <td>0.1159</td>
-      <td>0.1159</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0644</td>
-      <td>0.0569</td>
-      <td>0.0798</td>
-      <td>0.0963</td>
-      <td>0.1303</td>
-      <td>0.1303</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0397</td>
-      <td>0.0349</td>
-      <td>0.0515</td>
-      <td>0.0562</td>
-      <td>0.0916</td>
-      <td>0.0916</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0331</td>
-      <td>0.0227</td>
-      <td>0.0450</td>
-      <td>0.0366</td>
-      <td>0.0794</td>
-      <td>0.0794</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0278</td>
-      <td>0.0236</td>
-      <td>0.0348</td>
-      <td>0.0271</td>
-      <td>0.0673</td>
-      <td>0.0673</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0205</td>
-      <td>0.0213</td>
-      <td>0.0275</td>
-      <td>0.0205</td>
-      <td>0.0623</td>
-      <td>0.0623</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0194</td>
-      <td>0.0183</td>
-      <td>0.0280</td>
-      <td>0.0184</td>
-      <td>0.0592</td>
-      <td>0.0592</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0152</td>
-      <td>0.0162</td>
-      <td>0.0200</td>
-      <td>0.0137</td>
-      <td>0.0518</td>
-      <td>0.0518</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0152</td>
-      <td>0.0160</td>
-      <td>0.0212</td>
-      <td>0.0132</td>
-      <td>0.0536</td>
-      <td>0.0536</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0152</td>
-      <td>0.0137</td>
-      <td>0.0194</td>
-      <td>0.0119</td>
-      <td>0.0510</td>
-      <td>0.0510</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0140</td>
-      <td>0.0126</td>
-      <td>0.0178</td>
-      <td>0.0108</td>
-      <td>0.0518</td>
-      <td>0.0518</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0124</td>
-      <td>0.0127</td>
-      <td>0.0151</td>
-      <td>0.0094</td>
-      <td>0.0533</td>
-      <td>0.0533</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0125</td>
-      <td>0.0105</td>
-      <td>0.0142</td>
-      <td>0.0085</td>
-      <td>0.0506</td>
-      <td>0.0506</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0135</td>
-      <td>0.0100</td>
-      <td>0.0172</td>
-      <td>0.0087</td>
-      <td>0.0480</td>
-      <td>0.0480</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0110</td>
-      <td>0.0105</td>
-      <td>0.0135</td>
-      <td>0.0082</td>
-      <td>0.0453</td>
-      <td>0.0453</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0121</td>
-      <td>0.0090</td>
-      <td>0.0145</td>
-      <td>0.0076</td>
-      <td>0.0428</td>
-      <td>0.0428</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0115</td>
-      <td>0.0077</td>
-      <td>0.0130</td>
-      <td>0.0066</td>
-      <td>0.0472</td>
-      <td>0.0472</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0131</td>
-      <td>0.0068</td>
-      <td>0.0163</td>
-      <td>0.0065</td>
-      <td>0.0461</td>
-      <td>0.0461</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0133</td>
-      <td>0.0067</td>
-      <td>0.0125</td>
-      <td>0.0066</td>
-      <td>0.0439</td>
-      <td>0.0439</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0133</td>
-      <td>0.0059</td>
-      <td>0.0137</td>
-      <td>0.0063</td>
-      <td>0.0468</td>
-      <td>0.0468</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0093</td>
-      <td>0.0041</td>
-      <td>0.0110</td>
-      <td>0.0063</td>
-      <td>0.0425</td>
-      <td>0.0425</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0191</td>
-      <td>0.0189</td>
-      <td>0.0234</td>
-      <td>0.0194</td>
-      <td>0.0610</td>
-      <td>0.0610</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_20_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_20_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_20_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_20_f1.png)
-
-
-## 10% positives
-> train: [0.90003338 0.09996662]  
-> validation: [0.90003338 0.09996662]  
-> bin_sld: 217.756s  
-> mul_sld: 63.422s  
-> kfcv: 47.542s  
-> ref: 45.622s  
-> atc_mc: 48.127s  
-> atc_ne: 47.746s  
-> doc_feat: 41.031s  
-> tot: 219.250s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0022</td>
-      <td>0.0022</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.2253</td>
-      <td>0.2253</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.1997</td>
-      <td>0.1997</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.2018</td>
-      <td>0.2018</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.1936</td>
-      <td>0.1936</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.1943</td>
-      <td>0.1943</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.1865</td>
-      <td>0.1865</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.1849</td>
-      <td>0.1849</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.1852</td>
-      <td>0.1852</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.1824</td>
-      <td>0.1824</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.1836</td>
-      <td>0.1836</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.1801</td>
-      <td>0.1801</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.1872</td>
-      <td>0.1872</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.1871</td>
-      <td>0.1871</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.1884</td>
-      <td>0.1884</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.1829</td>
-      <td>0.1829</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.1840</td>
-      <td>0.1840</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.1816</td>
-      <td>0.1816</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.1818</td>
-      <td>0.1818</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.1848</td>
-      <td>0.1848</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.1850</td>
-      <td>0.1850</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.1801</td>
-      <td>0.1801</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_10_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_10_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_best_vs_atc_10_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_10_f1.png)
-
-
-## avg
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_bcts</th>
-      <th>mul_sld_bcts</th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0134</td>
-      <td>0.0210</td>
-      <td>0.0129</td>
-      <td>0.0235</td>
-      <td>0.3827</td>
-      <td>0.3827</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0542</td>
-      <td>0.0436</td>
-      <td>0.0586</td>
-      <td>0.0791</td>
-      <td>0.2109</td>
-      <td>0.2109</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0418</td>
-      <td>0.0319</td>
-      <td>0.0456</td>
-      <td>0.0585</td>
-      <td>0.1528</td>
-      <td>0.1528</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0363</td>
-      <td>0.0277</td>
-      <td>0.0377</td>
-      <td>0.0442</td>
-      <td>0.1203</td>
-      <td>0.1203</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0312</td>
-      <td>0.0254</td>
-      <td>0.0310</td>
-      <td>0.0351</td>
-      <td>0.0991</td>
-      <td>0.0991</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0283</td>
-      <td>0.0246</td>
-      <td>0.0276</td>
-      <td>0.0304</td>
-      <td>0.0819</td>
-      <td>0.0819</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0242</td>
-      <td>0.0215</td>
-      <td>0.0250</td>
-      <td>0.0270</td>
-      <td>0.0712</td>
-      <td>0.0712</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0219</td>
-      <td>0.0204</td>
-      <td>0.0223</td>
-      <td>0.0242</td>
-      <td>0.0623</td>
-      <td>0.0623</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0200</td>
-      <td>0.0193</td>
-      <td>0.0200</td>
-      <td>0.0219</td>
-      <td>0.0548</td>
-      <td>0.0548</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0174</td>
-      <td>0.0167</td>
-      <td>0.0174</td>
-      <td>0.0193</td>
-      <td>0.0497</td>
-      <td>0.0497</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0158</td>
-      <td>0.0155</td>
-      <td>0.0161</td>
-      <td>0.0177</td>
-      <td>0.0458</td>
-      <td>0.0458</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0142</td>
-      <td>0.0148</td>
-      <td>0.0144</td>
-      <td>0.0159</td>
-      <td>0.0415</td>
-      <td>0.0415</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0125</td>
-      <td>0.0129</td>
-      <td>0.0125</td>
-      <td>0.0141</td>
-      <td>0.0394</td>
-      <td>0.0394</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0124</td>
-      <td>0.0127</td>
-      <td>0.0127</td>
-      <td>0.0134</td>
-      <td>0.0373</td>
-      <td>0.0373</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0106</td>
-      <td>0.0115</td>
-      <td>0.0114</td>
-      <td>0.0128</td>
-      <td>0.0350</td>
-      <td>0.0350</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0095</td>
-      <td>0.0099</td>
-      <td>0.0104</td>
-      <td>0.0117</td>
-      <td>0.0325</td>
-      <td>0.0325</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0089</td>
-      <td>0.0092</td>
-      <td>0.0100</td>
-      <td>0.0108</td>
-      <td>0.0323</td>
-      <td>0.0323</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0082</td>
-      <td>0.0084</td>
-      <td>0.0095</td>
-      <td>0.0100</td>
-      <td>0.0315</td>
-      <td>0.0315</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0073</td>
-      <td>0.0073</td>
-      <td>0.0086</td>
-      <td>0.0099</td>
-      <td>0.0309</td>
-      <td>0.0309</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0064</td>
-      <td>0.0064</td>
-      <td>0.0076</td>
-      <td>0.0089</td>
-      <td>0.0321</td>
-      <td>0.0321</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0050</td>
-      <td>0.0059</td>
-      <td>0.0068</td>
-      <td>0.0090</td>
-      <td>0.0326</td>
-      <td>0.0326</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0190</td>
-      <td>0.0175</td>
-      <td>0.0199</td>
-      <td>0.0237</td>
-      <td>0.0798</td>
-      <td>0.0798</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_best_vs_atc_avg_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_best_vs_atc_avg_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_best_vs_atc_avg_f1.png)
diff --git a/output/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_acc.md b/output/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_acc.md
deleted file mode 100644
index e4b5e87..0000000
--- a/output/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_acc.md
+++ /dev/null
@@ -1,1834 +0,0 @@
-# rcv1_CCAT
-
-## 90% positives
-> train: [0.09996662 0.90003338]  
-> validation: [0.09996662 0.90003338]  
-> bin_sld: 234.941s  
-> mul_sld: 75.002s  
-> bin_sld_bcts: 230.912s  
-> mul_sld_bcts: 79.197s  
-> bin_sld_gs: 478.630s  
-> mul_sld_gs: 251.343s  
-> kfcv: 55.369s  
-> ref: 52.475s  
-> atc_mc: 54.633s  
-> atc_ne: 54.569s  
-> doc_feat: 46.647s  
-> tot: 486.773s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0001</td>
-      <td>0.0048</td>
-      <td>0.1704</td>
-      <td>0.1704</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0240</td>
-      <td>0.0275</td>
-      <td>0.1614</td>
-      <td>0.1614</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0283</td>
-      <td>0.0293</td>
-      <td>0.1528</td>
-      <td>0.1528</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0289</td>
-      <td>0.0292</td>
-      <td>0.1426</td>
-      <td>0.1426</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0289</td>
-      <td>0.0253</td>
-      <td>0.1334</td>
-      <td>0.1334</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0303</td>
-      <td>0.0282</td>
-      <td>0.1217</td>
-      <td>0.1217</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0285</td>
-      <td>0.0252</td>
-      <td>0.1131</td>
-      <td>0.1131</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0294</td>
-      <td>0.0241</td>
-      <td>0.1040</td>
-      <td>0.1040</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0276</td>
-      <td>0.0236</td>
-      <td>0.0943</td>
-      <td>0.0943</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0247</td>
-      <td>0.0194</td>
-      <td>0.0847</td>
-      <td>0.0847</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0235</td>
-      <td>0.0182</td>
-      <td>0.0749</td>
-      <td>0.0749</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0241</td>
-      <td>0.0184</td>
-      <td>0.0622</td>
-      <td>0.0622</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0191</td>
-      <td>0.0146</td>
-      <td>0.0541</td>
-      <td>0.0541</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0210</td>
-      <td>0.0177</td>
-      <td>0.0422</td>
-      <td>0.0422</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0194</td>
-      <td>0.0161</td>
-      <td>0.0334</td>
-      <td>0.0334</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0162</td>
-      <td>0.0130</td>
-      <td>0.0239</td>
-      <td>0.0239</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0163</td>
-      <td>0.0134</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0142</td>
-      <td>0.0128</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0118</td>
-      <td>0.0120</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0104</td>
-      <td>0.0127</td>
-      <td>0.0134</td>
-      <td>0.0134</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0100</td>
-      <td>0.0146</td>
-      <td>0.0243</td>
-      <td>0.0243</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0208</td>
-      <td>0.0191</td>
-      <td>0.0781</td>
-      <td>0.0781</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_90_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_90_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_90_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_90_acc.png)
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]  
-> validation: [0.20010013 0.79989987]  
-> bin_sld: 229.883s  
-> mul_sld: 73.128s  
-> bin_sld_bcts: 226.915s  
-> mul_sld_bcts: 75.715s  
-> bin_sld_gs: 456.287s  
-> mul_sld_gs: 284.706s  
-> kfcv: 51.186s  
-> ref: 49.290s  
-> atc_mc: 52.169s  
-> atc_ne: 51.718s  
-> doc_feat: 44.179s  
-> tot: 462.366s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0503</td>
-      <td>0.0229</td>
-      <td>0.0311</td>
-      <td>0.0311</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0537</td>
-      <td>0.0171</td>
-      <td>0.0274</td>
-      <td>0.0274</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0452</td>
-      <td>0.0132</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0436</td>
-      <td>0.0118</td>
-      <td>0.0227</td>
-      <td>0.0227</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0381</td>
-      <td>0.0102</td>
-      <td>0.0214</td>
-      <td>0.0214</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0360</td>
-      <td>0.0112</td>
-      <td>0.0201</td>
-      <td>0.0201</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0364</td>
-      <td>0.0126</td>
-      <td>0.0178</td>
-      <td>0.0178</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0324</td>
-      <td>0.0124</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0319</td>
-      <td>0.0116</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0289</td>
-      <td>0.0107</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0270</td>
-      <td>0.0103</td>
-      <td>0.0136</td>
-      <td>0.0136</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0277</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0229</td>
-      <td>0.0102</td>
-      <td>0.0110</td>
-      <td>0.0110</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0248</td>
-      <td>0.0115</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0226</td>
-      <td>0.0114</td>
-      <td>0.0106</td>
-      <td>0.0106</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0209</td>
-      <td>0.0106</td>
-      <td>0.0091</td>
-      <td>0.0091</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0226</td>
-      <td>0.0116</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0209</td>
-      <td>0.0122</td>
-      <td>0.0104</td>
-      <td>0.0104</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0211</td>
-      <td>0.0141</td>
-      <td>0.0108</td>
-      <td>0.0108</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0180</td>
-      <td>0.0154</td>
-      <td>0.0130</td>
-      <td>0.0130</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0179</td>
-      <td>0.0193</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0306</td>
-      <td>0.0129</td>
-      <td>0.0163</td>
-      <td>0.0163</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_80_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_80_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_80_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_80_acc.png)
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]  
-> validation: [0.30006676 0.69993324]  
-> bin_sld: 225.630s  
-> mul_sld: 71.930s  
-> bin_sld_bcts: 223.728s  
-> mul_sld_bcts: 76.593s  
-> bin_sld_gs: 431.047s  
-> mul_sld_gs: 291.843s  
-> kfcv: 51.915s  
-> ref: 49.281s  
-> atc_mc: 51.662s  
-> atc_ne: 51.127s  
-> doc_feat: 43.648s  
-> tot: 436.749s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0044</td>
-      <td>0.0215</td>
-      <td>0.0238</td>
-      <td>0.0238</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0180</td>
-      <td>0.0182</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0178</td>
-      <td>0.0161</td>
-      <td>0.0216</td>
-      <td>0.0216</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0177</td>
-      <td>0.0176</td>
-      <td>0.0197</td>
-      <td>0.0197</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0140</td>
-      <td>0.0146</td>
-      <td>0.0206</td>
-      <td>0.0206</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0151</td>
-      <td>0.0180</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0154</td>
-      <td>0.0185</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0145</td>
-      <td>0.0196</td>
-      <td>0.0149</td>
-      <td>0.0149</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0139</td>
-      <td>0.0212</td>
-      <td>0.0122</td>
-      <td>0.0122</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0138</td>
-      <td>0.0213</td>
-      <td>0.0123</td>
-      <td>0.0123</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0135</td>
-      <td>0.0221</td>
-      <td>0.0111</td>
-      <td>0.0111</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0144</td>
-      <td>0.0233</td>
-      <td>0.0102</td>
-      <td>0.0102</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0105</td>
-      <td>0.0213</td>
-      <td>0.0096</td>
-      <td>0.0096</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0132</td>
-      <td>0.0245</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0110</td>
-      <td>0.0259</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0122</td>
-      <td>0.0272</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0133</td>
-      <td>0.0279</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0124</td>
-      <td>0.0288</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0129</td>
-      <td>0.0301</td>
-      <td>0.0062</td>
-      <td>0.0062</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0106</td>
-      <td>0.0304</td>
-      <td>0.0063</td>
-      <td>0.0063</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0147</td>
-      <td>0.0321</td>
-      <td>0.0059</td>
-      <td>0.0059</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0135</td>
-      <td>0.0229</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_70_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_70_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_70_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_70_acc.png)
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]  
-> validation: [0.40003338 0.59996662]  
-> bin_sld: 226.621s  
-> mul_sld: 71.844s  
-> bin_sld_bcts: 225.379s  
-> mul_sld_bcts: 77.086s  
-> bin_sld_gs: 471.820s  
-> mul_sld_gs: 283.935s  
-> kfcv: 51.035s  
-> ref: 49.046s  
-> atc_mc: 51.951s  
-> atc_ne: 51.208s  
-> doc_feat: 43.717s  
-> tot: 477.247s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0070</td>
-      <td>0.0132</td>
-      <td>0.0106</td>
-      <td>0.0106</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0096</td>
-      <td>0.0095</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0094</td>
-      <td>0.0081</td>
-      <td>0.0092</td>
-      <td>0.0092</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0109</td>
-      <td>0.0084</td>
-      <td>0.0083</td>
-      <td>0.0083</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0108</td>
-      <td>0.0095</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0110</td>
-      <td>0.0092</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0119</td>
-      <td>0.0095</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0128</td>
-      <td>0.0113</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0121</td>
-      <td>0.0117</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0117</td>
-      <td>0.0110</td>
-      <td>0.0086</td>
-      <td>0.0086</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0146</td>
-      <td>0.0133</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0114</td>
-      <td>0.0116</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0118</td>
-      <td>0.0112</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0112</td>
-      <td>0.0111</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0134</td>
-      <td>0.0156</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0142</td>
-      <td>0.0155</td>
-      <td>0.0075</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0144</td>
-      <td>0.0158</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0155</td>
-      <td>0.0172</td>
-      <td>0.0070</td>
-      <td>0.0070</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0183</td>
-      <td>0.0192</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0160</td>
-      <td>0.0180</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0187</td>
-      <td>0.0220</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0127</td>
-      <td>0.0129</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_60_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_60_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_60_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_60_acc.png)
-
-
-## 50% positives
-> train: [0.5 0.5]  
-> validation: [0.5 0.5]  
-> bin_sld: 223.735s  
-> mul_sld: 70.315s  
-> bin_sld_bcts: 224.203s  
-> mul_sld_bcts: 75.746s  
-> bin_sld_gs: 459.866s  
-> mul_sld_gs: 285.490s  
-> kfcv: 51.093s  
-> ref: 48.870s  
-> atc_mc: 51.664s  
-> atc_ne: 50.999s  
-> doc_feat: 43.777s  
-> tot: 465.257s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0088</td>
-      <td>0.0305</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0111</td>
-      <td>0.0330</td>
-      <td>0.0080</td>
-      <td>0.0080</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0105</td>
-      <td>0.0290</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0112</td>
-      <td>0.0252</td>
-      <td>0.0077</td>
-      <td>0.0077</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0120</td>
-      <td>0.0207</td>
-      <td>0.0083</td>
-      <td>0.0083</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0107</td>
-      <td>0.0194</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0127</td>
-      <td>0.0189</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0141</td>
-      <td>0.0184</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0124</td>
-      <td>0.0162</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0121</td>
-      <td>0.0157</td>
-      <td>0.0110</td>
-      <td>0.0110</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0117</td>
-      <td>0.0162</td>
-      <td>0.0122</td>
-      <td>0.0122</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0100</td>
-      <td>0.0126</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0117</td>
-      <td>0.0151</td>
-      <td>0.0144</td>
-      <td>0.0144</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0124</td>
-      <td>0.0123</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0134</td>
-      <td>0.0120</td>
-      <td>0.0164</td>
-      <td>0.0164</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0120</td>
-      <td>0.0121</td>
-      <td>0.0170</td>
-      <td>0.0170</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0119</td>
-      <td>0.0124</td>
-      <td>0.0211</td>
-      <td>0.0211</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0103</td>
-      <td>0.0097</td>
-      <td>0.0205</td>
-      <td>0.0205</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0109</td>
-      <td>0.0111</td>
-      <td>0.0239</td>
-      <td>0.0239</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0092</td>
-      <td>0.0088</td>
-      <td>0.0253</td>
-      <td>0.0253</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0084</td>
-      <td>0.0079</td>
-      <td>0.0289</td>
-      <td>0.0289</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0113</td>
-      <td>0.0170</td>
-      <td>0.0140</td>
-      <td>0.0140</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_50_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_50_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_50_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_50_acc.png)
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]  
-> validation: [0.59996662 0.40003338]  
-> bin_sld: 220.011s  
-> mul_sld: 68.308s  
-> bin_sld_bcts: 222.232s  
-> mul_sld_bcts: 74.741s  
-> bin_sld_gs: 463.188s  
-> mul_sld_gs: 286.703s  
-> kfcv: 50.329s  
-> ref: 48.512s  
-> atc_mc: 51.494s  
-> atc_ne: 51.091s  
-> doc_feat: 43.512s  
-> tot: 468.313s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0044</td>
-      <td>0.0564</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0076</td>
-      <td>0.0563</td>
-      <td>0.0166</td>
-      <td>0.0166</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0090</td>
-      <td>0.0560</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0123</td>
-      <td>0.0534</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0149</td>
-      <td>0.0509</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0190</td>
-      <td>0.0476</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0184</td>
-      <td>0.0482</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0201</td>
-      <td>0.0481</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0213</td>
-      <td>0.0449</td>
-      <td>0.0079</td>
-      <td>0.0079</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0211</td>
-      <td>0.0457</td>
-      <td>0.0073</td>
-      <td>0.0073</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0220</td>
-      <td>0.0426</td>
-      <td>0.0081</td>
-      <td>0.0081</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0225</td>
-      <td>0.0405</td>
-      <td>0.0099</td>
-      <td>0.0099</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0226</td>
-      <td>0.0371</td>
-      <td>0.0112</td>
-      <td>0.0112</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0221</td>
-      <td>0.0351</td>
-      <td>0.0156</td>
-      <td>0.0156</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0204</td>
-      <td>0.0344</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0188</td>
-      <td>0.0334</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0185</td>
-      <td>0.0293</td>
-      <td>0.0180</td>
-      <td>0.0180</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0162</td>
-      <td>0.0265</td>
-      <td>0.0218</td>
-      <td>0.0218</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0135</td>
-      <td>0.0262</td>
-      <td>0.0224</td>
-      <td>0.0224</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0106</td>
-      <td>0.0182</td>
-      <td>0.0278</td>
-      <td>0.0278</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0040</td>
-      <td>0.0155</td>
-      <td>0.0285</td>
-      <td>0.0285</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0162</td>
-      <td>0.0403</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_40_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_40_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_40_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_40_acc.png)
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]  
-> validation: [0.70010013 0.29989987]  
-> bin_sld: 241.690s  
-> mul_sld: 76.036s  
-> bin_sld_bcts: 241.023s  
-> mul_sld_bcts: 81.654s  
-> bin_sld_gs: 468.354s  
-> mul_sld_gs: 303.186s  
-> kfcv: 56.346s  
-> ref: 53.070s  
-> atc_mc: 56.339s  
-> atc_ne: 55.112s  
-> doc_feat: 46.850s  
-> tot: 474.244s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0349</td>
-      <td>0.0060</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0227</td>
-      <td>0.0080</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0228</td>
-      <td>0.0095</td>
-      <td>0.0049</td>
-      <td>0.0049</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0186</td>
-      <td>0.0099</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0170</td>
-      <td>0.0110</td>
-      <td>0.0082</td>
-      <td>0.0082</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0135</td>
-      <td>0.0130</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0134</td>
-      <td>0.0146</td>
-      <td>0.0119</td>
-      <td>0.0119</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0123</td>
-      <td>0.0134</td>
-      <td>0.0160</td>
-      <td>0.0160</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0105</td>
-      <td>0.0157</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0102</td>
-      <td>0.0155</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0082</td>
-      <td>0.0155</td>
-      <td>0.0259</td>
-      <td>0.0259</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0067</td>
-      <td>0.0159</td>
-      <td>0.0297</td>
-      <td>0.0297</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0080</td>
-      <td>0.0169</td>
-      <td>0.0307</td>
-      <td>0.0307</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0077</td>
-      <td>0.0150</td>
-      <td>0.0368</td>
-      <td>0.0368</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0084</td>
-      <td>0.0141</td>
-      <td>0.0400</td>
-      <td>0.0400</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0084</td>
-      <td>0.0129</td>
-      <td>0.0427</td>
-      <td>0.0427</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0090</td>
-      <td>0.0121</td>
-      <td>0.0464</td>
-      <td>0.0464</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0099</td>
-      <td>0.0114</td>
-      <td>0.0517</td>
-      <td>0.0517</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0099</td>
-      <td>0.0104</td>
-      <td>0.0521</td>
-      <td>0.0521</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0115</td>
-      <td>0.0110</td>
-      <td>0.0548</td>
-      <td>0.0548</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0092</td>
-      <td>0.0101</td>
-      <td>0.0625</td>
-      <td>0.0625</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0130</td>
-      <td>0.0125</td>
-      <td>0.0280</td>
-      <td>0.0280</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_30_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_30_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_30_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_30_acc.png)
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]  
-> validation: [0.80006676 0.19993324]  
-> bin_sld: 249.327s  
-> mul_sld: 79.485s  
-> bin_sld_bcts: 248.816s  
-> mul_sld_bcts: 83.568s  
-> bin_sld_gs: 471.330s  
-> mul_sld_gs: 282.407s  
-> kfcv: 59.365s  
-> ref: 56.664s  
-> atc_mc: 58.956s  
-> atc_ne: 57.529s  
-> doc_feat: 49.376s  
-> tot: 478.051s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0028</td>
-      <td>0.0134</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0063</td>
-      <td>0.0125</td>
-      <td>0.0071</td>
-      <td>0.0071</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0082</td>
-      <td>0.0121</td>
-      <td>0.0062</td>
-      <td>0.0062</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0096</td>
-      <td>0.0105</td>
-      <td>0.0064</td>
-      <td>0.0064</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0112</td>
-      <td>0.0104</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0112</td>
-      <td>0.0094</td>
-      <td>0.0093</td>
-      <td>0.0093</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0127</td>
-      <td>0.0093</td>
-      <td>0.0124</td>
-      <td>0.0124</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0107</td>
-      <td>0.0084</td>
-      <td>0.0161</td>
-      <td>0.0161</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0117</td>
-      <td>0.0090</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0119</td>
-      <td>0.0093</td>
-      <td>0.0207</td>
-      <td>0.0207</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0127</td>
-      <td>0.0089</td>
-      <td>0.0222</td>
-      <td>0.0222</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0125</td>
-      <td>0.0092</td>
-      <td>0.0247</td>
-      <td>0.0247</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0116</td>
-      <td>0.0088</td>
-      <td>0.0272</td>
-      <td>0.0272</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0161</td>
-      <td>0.0105</td>
-      <td>0.0331</td>
-      <td>0.0331</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0134</td>
-      <td>0.0108</td>
-      <td>0.0384</td>
-      <td>0.0384</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0149</td>
-      <td>0.0107</td>
-      <td>0.0425</td>
-      <td>0.0425</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0145</td>
-      <td>0.0096</td>
-      <td>0.0407</td>
-      <td>0.0407</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0187</td>
-      <td>0.0092</td>
-      <td>0.0447</td>
-      <td>0.0447</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0153</td>
-      <td>0.0101</td>
-      <td>0.0492</td>
-      <td>0.0492</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0177</td>
-      <td>0.0087</td>
-      <td>0.0492</td>
-      <td>0.0492</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0135</td>
-      <td>0.0074</td>
-      <td>0.0571</td>
-      <td>0.0571</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0122</td>
-      <td>0.0099</td>
-      <td>0.0259</td>
-      <td>0.0259</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_20_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_20_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_20_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_20_acc.png)
-
-
-## 10% positives
-> train: [0.90003338 0.09996662]  
-> validation: [0.90003338 0.09996662]  
-> bin_sld: 217.756s  
-> mul_sld: 63.422s  
-> kfcv: 47.542s  
-> ref: 45.622s  
-> atc_mc: 48.127s  
-> atc_ne: 47.746s  
-> doc_feat: 41.031s  
-> tot: 219.250s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0046</td>
-      <td>0.0046</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0080</td>
-      <td>0.0080</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0194</td>
-      <td>0.0194</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0256</td>
-      <td>0.0256</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0348</td>
-      <td>0.0348</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0438</td>
-      <td>0.0438</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0509</td>
-      <td>0.0509</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0568</td>
-      <td>0.0568</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0633</td>
-      <td>0.0633</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0728</td>
-      <td>0.0728</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0748</td>
-      <td>0.0748</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0843</td>
-      <td>0.0843</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0916</td>
-      <td>0.0916</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.1005</td>
-      <td>0.1005</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.1064</td>
-      <td>0.1064</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.1147</td>
-      <td>0.1147</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.1204</td>
-      <td>0.1204</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.1244</td>
-      <td>0.1244</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.1336</td>
-      <td>0.1336</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0644</td>
-      <td>0.0644</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_10_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_10_acc.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_10_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_10_acc.png)
-
-
-## avg
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0141</td>
-      <td>0.0211</td>
-      <td>0.0325</td>
-      <td>0.0325</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0191</td>
-      <td>0.0228</td>
-      <td>0.0294</td>
-      <td>0.0294</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0189</td>
-      <td>0.0217</td>
-      <td>0.0280</td>
-      <td>0.0280</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0191</td>
-      <td>0.0208</td>
-      <td>0.0264</td>
-      <td>0.0264</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0184</td>
-      <td>0.0191</td>
-      <td>0.0266</td>
-      <td>0.0266</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0184</td>
-      <td>0.0195</td>
-      <td>0.0252</td>
-      <td>0.0252</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0187</td>
-      <td>0.0196</td>
-      <td>0.0257</td>
-      <td>0.0257</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0183</td>
-      <td>0.0195</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0177</td>
-      <td>0.0192</td>
-      <td>0.0263</td>
-      <td>0.0263</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0168</td>
-      <td>0.0186</td>
-      <td>0.0265</td>
-      <td>0.0265</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0166</td>
-      <td>0.0184</td>
-      <td>0.0266</td>
-      <td>0.0266</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0162</td>
-      <td>0.0178</td>
-      <td>0.0268</td>
-      <td>0.0268</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0148</td>
-      <td>0.0169</td>
-      <td>0.0267</td>
-      <td>0.0267</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0161</td>
-      <td>0.0172</td>
-      <td>0.0285</td>
-      <td>0.0285</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0152</td>
-      <td>0.0175</td>
-      <td>0.0292</td>
-      <td>0.0292</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0147</td>
-      <td>0.0169</td>
-      <td>0.0296</td>
-      <td>0.0296</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0151</td>
-      <td>0.0165</td>
-      <td>0.0303</td>
-      <td>0.0303</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0148</td>
-      <td>0.0160</td>
-      <td>0.0319</td>
-      <td>0.0319</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0142</td>
-      <td>0.0167</td>
-      <td>0.0333</td>
-      <td>0.0333</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0130</td>
-      <td>0.0154</td>
-      <td>0.0357</td>
-      <td>0.0357</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0120</td>
-      <td>0.0161</td>
-      <td>0.0403</td>
-      <td>0.0403</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0163</td>
-      <td>0.0184</td>
-      <td>0.0292</td>
-      <td>0.0292</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_avg_acc.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_avg_acc.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_avg_acc.png)
diff --git a/output/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_f1.md b/output/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_f1.md
deleted file mode 100644
index 03ce663..0000000
--- a/output/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_f1.md
+++ /dev/null
@@ -1,1834 +0,0 @@
-# rcv1_CCAT
-
-## 90% positives
-> train: [0.09996662 0.90003338]  
-> validation: [0.09996662 0.90003338]  
-> bin_sld: 234.941s  
-> mul_sld: 75.002s  
-> bin_sld_bcts: 230.912s  
-> mul_sld_bcts: 79.197s  
-> bin_sld_gs: 478.630s  
-> mul_sld_gs: 251.343s  
-> kfcv: 55.369s  
-> ref: 52.475s  
-> atc_mc: 54.633s  
-> atc_ne: 54.569s  
-> doc_feat: 46.647s  
-> tot: 486.773s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0003</td>
-      <td>0.0001</td>
-      <td>0.4745</td>
-      <td>0.4745</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0514</td>
-      <td>0.0490</td>
-      <td>0.4016</td>
-      <td>0.4016</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0545</td>
-      <td>0.0477</td>
-      <td>0.3432</td>
-      <td>0.3432</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0499</td>
-      <td>0.0435</td>
-      <td>0.2909</td>
-      <td>0.2909</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0453</td>
-      <td>0.0352</td>
-      <td>0.2470</td>
-      <td>0.2470</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0431</td>
-      <td>0.0349</td>
-      <td>0.2076</td>
-      <td>0.2076</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0370</td>
-      <td>0.0292</td>
-      <td>0.1759</td>
-      <td>0.1759</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0349</td>
-      <td>0.0260</td>
-      <td>0.1487</td>
-      <td>0.1487</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0302</td>
-      <td>0.0236</td>
-      <td>0.1239</td>
-      <td>0.1239</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0250</td>
-      <td>0.0182</td>
-      <td>0.1027</td>
-      <td>0.1027</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0220</td>
-      <td>0.0160</td>
-      <td>0.0842</td>
-      <td>0.0842</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0210</td>
-      <td>0.0152</td>
-      <td>0.0659</td>
-      <td>0.0659</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0155</td>
-      <td>0.0113</td>
-      <td>0.0530</td>
-      <td>0.0530</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0160</td>
-      <td>0.0129</td>
-      <td>0.0392</td>
-      <td>0.0392</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0138</td>
-      <td>0.0111</td>
-      <td>0.0290</td>
-      <td>0.0290</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0109</td>
-      <td>0.0086</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0103</td>
-      <td>0.0083</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0084</td>
-      <td>0.0075</td>
-      <td>0.0061</td>
-      <td>0.0061</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0066</td>
-      <td>0.0067</td>
-      <td>0.0036</td>
-      <td>0.0036</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0056</td>
-      <td>0.0067</td>
-      <td>0.0069</td>
-      <td>0.0069</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0050</td>
-      <td>0.0074</td>
-      <td>0.0123</td>
-      <td>0.0123</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0241</td>
-      <td>0.0200</td>
-      <td>0.1356</td>
-      <td>0.1356</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_90_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_90_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_90_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_90_f1.png)
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]  
-> validation: [0.20010013 0.79989987]  
-> bin_sld: 229.883s  
-> mul_sld: 73.128s  
-> bin_sld_bcts: 226.915s  
-> mul_sld_bcts: 75.715s  
-> bin_sld_gs: 456.287s  
-> mul_sld_gs: 284.706s  
-> kfcv: 51.186s  
-> ref: 49.290s  
-> atc_mc: 52.169s  
-> atc_ne: 51.718s  
-> doc_feat: 44.179s  
-> tot: 462.366s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0006</td>
-      <td>0.0031</td>
-      <td>0.5459</td>
-      <td>0.5459</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0255</td>
-      <td>0.0181</td>
-      <td>0.3941</td>
-      <td>0.3941</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0266</td>
-      <td>0.0197</td>
-      <td>0.2954</td>
-      <td>0.2954</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0256</td>
-      <td>0.0169</td>
-      <td>0.2206</td>
-      <td>0.2206</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0218</td>
-      <td>0.0166</td>
-      <td>0.1701</td>
-      <td>0.1701</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0250</td>
-      <td>0.0136</td>
-      <td>0.1277</td>
-      <td>0.1277</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0250</td>
-      <td>0.0122</td>
-      <td>0.0994</td>
-      <td>0.0994</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0229</td>
-      <td>0.0128</td>
-      <td>0.0774</td>
-      <td>0.0774</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0222</td>
-      <td>0.0111</td>
-      <td>0.0563</td>
-      <td>0.0563</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0194</td>
-      <td>0.0097</td>
-      <td>0.0440</td>
-      <td>0.0440</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0181</td>
-      <td>0.0085</td>
-      <td>0.0323</td>
-      <td>0.0323</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0186</td>
-      <td>0.0083</td>
-      <td>0.0206</td>
-      <td>0.0206</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0147</td>
-      <td>0.0076</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0159</td>
-      <td>0.0081</td>
-      <td>0.0098</td>
-      <td>0.0098</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0141</td>
-      <td>0.0076</td>
-      <td>0.0072</td>
-      <td>0.0072</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0127</td>
-      <td>0.0069</td>
-      <td>0.0056</td>
-      <td>0.0056</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0132</td>
-      <td>0.0071</td>
-      <td>0.0049</td>
-      <td>0.0049</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0119</td>
-      <td>0.0072</td>
-      <td>0.0053</td>
-      <td>0.0053</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0116</td>
-      <td>0.0079</td>
-      <td>0.0055</td>
-      <td>0.0055</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0096</td>
-      <td>0.0083</td>
-      <td>0.0068</td>
-      <td>0.0068</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0091</td>
-      <td>0.0099</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0173</td>
-      <td>0.0105</td>
-      <td>0.1025</td>
-      <td>0.1025</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_80_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_80_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_80_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_80_f1.png)
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]  
-> validation: [0.30006676 0.69993324]  
-> bin_sld: 225.630s  
-> mul_sld: 71.930s  
-> bin_sld_bcts: 223.728s  
-> mul_sld_bcts: 76.593s  
-> bin_sld_gs: 431.047s  
-> mul_sld_gs: 291.843s  
-> kfcv: 51.915s  
-> ref: 49.281s  
-> atc_mc: 51.662s  
-> atc_ne: 51.127s  
-> doc_feat: 43.648s  
-> tot: 436.749s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0002</td>
-      <td>0.0252</td>
-      <td>0.5749</td>
-      <td>0.5749</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0855</td>
-      <td>0.0261</td>
-      <td>0.3336</td>
-      <td>0.3336</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0659</td>
-      <td>0.0215</td>
-      <td>0.2163</td>
-      <td>0.2163</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0488</td>
-      <td>0.0213</td>
-      <td>0.1450</td>
-      <td>0.1450</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0335</td>
-      <td>0.0175</td>
-      <td>0.1055</td>
-      <td>0.1055</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0288</td>
-      <td>0.0214</td>
-      <td>0.0703</td>
-      <td>0.0703</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0245</td>
-      <td>0.0209</td>
-      <td>0.0549</td>
-      <td>0.0549</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0212</td>
-      <td>0.0216</td>
-      <td>0.0403</td>
-      <td>0.0403</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0175</td>
-      <td>0.0218</td>
-      <td>0.0279</td>
-      <td>0.0279</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0154</td>
-      <td>0.0203</td>
-      <td>0.0225</td>
-      <td>0.0225</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0137</td>
-      <td>0.0202</td>
-      <td>0.0165</td>
-      <td>0.0165</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0132</td>
-      <td>0.0201</td>
-      <td>0.0120</td>
-      <td>0.0120</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0089</td>
-      <td>0.0173</td>
-      <td>0.0095</td>
-      <td>0.0095</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0102</td>
-      <td>0.0188</td>
-      <td>0.0089</td>
-      <td>0.0089</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0082</td>
-      <td>0.0189</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0083</td>
-      <td>0.0186</td>
-      <td>0.0047</td>
-      <td>0.0047</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0084</td>
-      <td>0.0180</td>
-      <td>0.0044</td>
-      <td>0.0044</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0075</td>
-      <td>0.0177</td>
-      <td>0.0045</td>
-      <td>0.0045</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0074</td>
-      <td>0.0175</td>
-      <td>0.0036</td>
-      <td>0.0036</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0059</td>
-      <td>0.0168</td>
-      <td>0.0035</td>
-      <td>0.0035</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0077</td>
-      <td>0.0169</td>
-      <td>0.0032</td>
-      <td>0.0032</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0210</td>
-      <td>0.0199</td>
-      <td>0.0794</td>
-      <td>0.0794</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_70_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_70_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_70_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_70_f1.png)
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]  
-> validation: [0.40003338 0.59996662]  
-> bin_sld: 226.621s  
-> mul_sld: 71.844s  
-> bin_sld_bcts: 225.379s  
-> mul_sld_bcts: 77.086s  
-> bin_sld_gs: 471.820s  
-> mul_sld_gs: 283.935s  
-> kfcv: 51.035s  
-> ref: 49.046s  
-> atc_mc: 51.951s  
-> atc_ne: 51.208s  
-> doc_feat: 43.717s  
-> tot: 477.247s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0188</td>
-      <td>0.0769</td>
-      <td>0.5310</td>
-      <td>0.5310</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0372</td>
-      <td>0.0444</td>
-      <td>0.2044</td>
-      <td>0.2044</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0287</td>
-      <td>0.0289</td>
-      <td>0.1045</td>
-      <td>0.1045</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0245</td>
-      <td>0.0205</td>
-      <td>0.0571</td>
-      <td>0.0571</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0212</td>
-      <td>0.0195</td>
-      <td>0.0407</td>
-      <td>0.0407</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0178</td>
-      <td>0.0152</td>
-      <td>0.0228</td>
-      <td>0.0228</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0166</td>
-      <td>0.0138</td>
-      <td>0.0196</td>
-      <td>0.0196</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0161</td>
-      <td>0.0144</td>
-      <td>0.0125</td>
-      <td>0.0125</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0138</td>
-      <td>0.0138</td>
-      <td>0.0100</td>
-      <td>0.0100</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0125</td>
-      <td>0.0119</td>
-      <td>0.0101</td>
-      <td>0.0101</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0141</td>
-      <td>0.0131</td>
-      <td>0.0081</td>
-      <td>0.0081</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0104</td>
-      <td>0.0108</td>
-      <td>0.0076</td>
-      <td>0.0076</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0099</td>
-      <td>0.0097</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0088</td>
-      <td>0.0092</td>
-      <td>0.0060</td>
-      <td>0.0060</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0101</td>
-      <td>0.0121</td>
-      <td>0.0055</td>
-      <td>0.0055</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0099</td>
-      <td>0.0112</td>
-      <td>0.0051</td>
-      <td>0.0051</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0095</td>
-      <td>0.0108</td>
-      <td>0.0042</td>
-      <td>0.0042</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0098</td>
-      <td>0.0111</td>
-      <td>0.0042</td>
-      <td>0.0042</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0110</td>
-      <td>0.0118</td>
-      <td>0.0045</td>
-      <td>0.0045</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0091</td>
-      <td>0.0105</td>
-      <td>0.0037</td>
-      <td>0.0037</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0102</td>
-      <td>0.0121</td>
-      <td>0.0034</td>
-      <td>0.0034</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0152</td>
-      <td>0.0182</td>
-      <td>0.0510</td>
-      <td>0.0510</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_60_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_60_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_60_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_60_f1.png)
-
-
-## 50% positives
-> train: [0.5 0.5]  
-> validation: [0.5 0.5]  
-> bin_sld: 223.735s  
-> mul_sld: 70.315s  
-> bin_sld_bcts: 224.203s  
-> mul_sld_bcts: 75.746s  
-> bin_sld_gs: 459.866s  
-> mul_sld_gs: 285.490s  
-> kfcv: 51.093s  
-> ref: 48.870s  
-> atc_mc: 51.664s  
-> atc_ne: 50.999s  
-> doc_feat: 43.777s  
-> tot: 465.257s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0223</td>
-      <td>0.0019</td>
-      <td>0.5135</td>
-      <td>0.5135</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0525</td>
-      <td>0.1122</td>
-      <td>0.1066</td>
-      <td>0.1066</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0350</td>
-      <td>0.0771</td>
-      <td>0.0476</td>
-      <td>0.0476</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0300</td>
-      <td>0.0528</td>
-      <td>0.0306</td>
-      <td>0.0306</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0258</td>
-      <td>0.0367</td>
-      <td>0.0235</td>
-      <td>0.0235</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0197</td>
-      <td>0.0300</td>
-      <td>0.0158</td>
-      <td>0.0158</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0197</td>
-      <td>0.0257</td>
-      <td>0.0147</td>
-      <td>0.0147</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0190</td>
-      <td>0.0221</td>
-      <td>0.0151</td>
-      <td>0.0151</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0151</td>
-      <td>0.0180</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0133</td>
-      <td>0.0158</td>
-      <td>0.0119</td>
-      <td>0.0119</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0118</td>
-      <td>0.0151</td>
-      <td>0.0115</td>
-      <td>0.0115</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0094</td>
-      <td>0.0109</td>
-      <td>0.0105</td>
-      <td>0.0105</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0100</td>
-      <td>0.0121</td>
-      <td>0.0107</td>
-      <td>0.0107</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0099</td>
-      <td>0.0094</td>
-      <td>0.0114</td>
-      <td>0.0114</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0099</td>
-      <td>0.0086</td>
-      <td>0.0103</td>
-      <td>0.0103</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0084</td>
-      <td>0.0083</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0079</td>
-      <td>0.0079</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0064</td>
-      <td>0.0059</td>
-      <td>0.0104</td>
-      <td>0.0104</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0064</td>
-      <td>0.0065</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0052</td>
-      <td>0.0049</td>
-      <td>0.0117</td>
-      <td>0.0117</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0047</td>
-      <td>0.0043</td>
-      <td>0.0128</td>
-      <td>0.0128</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0163</td>
-      <td>0.0231</td>
-      <td>0.0434</td>
-      <td>0.0434</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_50_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_50_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_50_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_50_f1.png)
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]  
-> validation: [0.59996662 0.40003338]  
-> bin_sld: 220.011s  
-> mul_sld: 68.308s  
-> bin_sld_bcts: 222.232s  
-> mul_sld_bcts: 74.741s  
-> bin_sld_gs: 463.188s  
-> mul_sld_gs: 286.703s  
-> kfcv: 50.329s  
-> ref: 48.512s  
-> atc_mc: 51.494s  
-> atc_ne: 51.091s  
-> doc_feat: 43.512s  
-> tot: 468.313s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0135</td>
-      <td>0.0064</td>
-      <td>0.3564</td>
-      <td>0.3564</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0575</td>
-      <td>0.2227</td>
-      <td>0.0506</td>
-      <td>0.0506</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0408</td>
-      <td>0.1706</td>
-      <td>0.0460</td>
-      <td>0.0460</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0399</td>
-      <td>0.1271</td>
-      <td>0.0318</td>
-      <td>0.0318</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0378</td>
-      <td>0.0991</td>
-      <td>0.0254</td>
-      <td>0.0254</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0399</td>
-      <td>0.0801</td>
-      <td>0.0197</td>
-      <td>0.0197</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0324</td>
-      <td>0.0699</td>
-      <td>0.0174</td>
-      <td>0.0174</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0300</td>
-      <td>0.0623</td>
-      <td>0.0129</td>
-      <td>0.0129</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0282</td>
-      <td>0.0523</td>
-      <td>0.0118</td>
-      <td>0.0118</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0250</td>
-      <td>0.0483</td>
-      <td>0.0095</td>
-      <td>0.0095</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0235</td>
-      <td>0.0414</td>
-      <td>0.0088</td>
-      <td>0.0088</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0217</td>
-      <td>0.0366</td>
-      <td>0.0085</td>
-      <td>0.0085</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0200</td>
-      <td>0.0308</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0179</td>
-      <td>0.0273</td>
-      <td>0.0093</td>
-      <td>0.0093</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0153</td>
-      <td>0.0253</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0131</td>
-      <td>0.0233</td>
-      <td>0.0075</td>
-      <td>0.0075</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0121</td>
-      <td>0.0193</td>
-      <td>0.0066</td>
-      <td>0.0066</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0099</td>
-      <td>0.0166</td>
-      <td>0.0084</td>
-      <td>0.0084</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0077</td>
-      <td>0.0161</td>
-      <td>0.0078</td>
-      <td>0.0078</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0057</td>
-      <td>0.0108</td>
-      <td>0.0097</td>
-      <td>0.0097</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0020</td>
-      <td>0.0094</td>
-      <td>0.0090</td>
-      <td>0.0090</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0235</td>
-      <td>0.0569</td>
-      <td>0.0321</td>
-      <td>0.0321</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_40_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_40_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_40_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_40_f1.png)
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]  
-> validation: [0.70010013 0.29989987]  
-> bin_sld: 241.690s  
-> mul_sld: 76.036s  
-> bin_sld_bcts: 241.023s  
-> mul_sld_bcts: 81.654s  
-> bin_sld_gs: 468.354s  
-> mul_sld_gs: 303.186s  
-> kfcv: 56.346s  
-> ref: 53.070s  
-> atc_mc: 56.339s  
-> atc_ne: 55.112s  
-> doc_feat: 46.850s  
-> tot: 474.244s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0416</td>
-      <td>0.0466</td>
-      <td>0.3301</td>
-      <td>0.3301</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0791</td>
-      <td>0.0640</td>
-      <td>0.0519</td>
-      <td>0.0519</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0618</td>
-      <td>0.0461</td>
-      <td>0.0306</td>
-      <td>0.0306</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0377</td>
-      <td>0.0347</td>
-      <td>0.0252</td>
-      <td>0.0252</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0277</td>
-      <td>0.0296</td>
-      <td>0.0190</td>
-      <td>0.0190</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0193</td>
-      <td>0.0278</td>
-      <td>0.0167</td>
-      <td>0.0167</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0169</td>
-      <td>0.0257</td>
-      <td>0.0132</td>
-      <td>0.0132</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0141</td>
-      <td>0.0206</td>
-      <td>0.0170</td>
-      <td>0.0170</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0115</td>
-      <td>0.0211</td>
-      <td>0.0141</td>
-      <td>0.0141</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0095</td>
-      <td>0.0185</td>
-      <td>0.0135</td>
-      <td>0.0135</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0076</td>
-      <td>0.0167</td>
-      <td>0.0153</td>
-      <td>0.0153</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0058</td>
-      <td>0.0156</td>
-      <td>0.0146</td>
-      <td>0.0146</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0068</td>
-      <td>0.0153</td>
-      <td>0.0142</td>
-      <td>0.0142</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0061</td>
-      <td>0.0126</td>
-      <td>0.0159</td>
-      <td>0.0159</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0063</td>
-      <td>0.0108</td>
-      <td>0.0145</td>
-      <td>0.0145</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0059</td>
-      <td>0.0093</td>
-      <td>0.0144</td>
-      <td>0.0144</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0058</td>
-      <td>0.0084</td>
-      <td>0.0157</td>
-      <td>0.0157</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0060</td>
-      <td>0.0074</td>
-      <td>0.0168</td>
-      <td>0.0168</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0056</td>
-      <td>0.0063</td>
-      <td>0.0155</td>
-      <td>0.0155</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0061</td>
-      <td>0.0065</td>
-      <td>0.0152</td>
-      <td>0.0152</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0045</td>
-      <td>0.0058</td>
-      <td>0.0177</td>
-      <td>0.0177</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0184</td>
-      <td>0.0214</td>
-      <td>0.0334</td>
-      <td>0.0334</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_30_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_30_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_30_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_30_f1.png)
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]  
-> validation: [0.80006676 0.19993324]  
-> bin_sld: 249.327s  
-> mul_sld: 79.485s  
-> bin_sld_bcts: 248.816s  
-> mul_sld_bcts: 83.568s  
-> bin_sld_gs: 471.330s  
-> mul_sld_gs: 282.407s  
-> kfcv: 59.365s  
-> ref: 56.664s  
-> atc_mc: 58.956s  
-> atc_ne: 57.529s  
-> doc_feat: 49.376s  
-> tot: 478.051s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0054</td>
-      <td>0.0277</td>
-      <td>0.1159</td>
-      <td>0.1159</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0798</td>
-      <td>0.0963</td>
-      <td>0.1303</td>
-      <td>0.1303</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0515</td>
-      <td>0.0562</td>
-      <td>0.0916</td>
-      <td>0.0916</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0450</td>
-      <td>0.0366</td>
-      <td>0.0794</td>
-      <td>0.0794</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0348</td>
-      <td>0.0271</td>
-      <td>0.0673</td>
-      <td>0.0673</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0275</td>
-      <td>0.0205</td>
-      <td>0.0623</td>
-      <td>0.0623</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0280</td>
-      <td>0.0184</td>
-      <td>0.0592</td>
-      <td>0.0592</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0200</td>
-      <td>0.0137</td>
-      <td>0.0518</td>
-      <td>0.0518</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0212</td>
-      <td>0.0132</td>
-      <td>0.0536</td>
-      <td>0.0536</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0194</td>
-      <td>0.0119</td>
-      <td>0.0510</td>
-      <td>0.0510</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0178</td>
-      <td>0.0108</td>
-      <td>0.0518</td>
-      <td>0.0518</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0151</td>
-      <td>0.0094</td>
-      <td>0.0533</td>
-      <td>0.0533</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0142</td>
-      <td>0.0085</td>
-      <td>0.0506</td>
-      <td>0.0506</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0172</td>
-      <td>0.0087</td>
-      <td>0.0480</td>
-      <td>0.0480</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0135</td>
-      <td>0.0082</td>
-      <td>0.0453</td>
-      <td>0.0453</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0145</td>
-      <td>0.0076</td>
-      <td>0.0428</td>
-      <td>0.0428</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0130</td>
-      <td>0.0066</td>
-      <td>0.0472</td>
-      <td>0.0472</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0163</td>
-      <td>0.0065</td>
-      <td>0.0461</td>
-      <td>0.0461</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0125</td>
-      <td>0.0066</td>
-      <td>0.0439</td>
-      <td>0.0439</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0137</td>
-      <td>0.0063</td>
-      <td>0.0468</td>
-      <td>0.0468</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0110</td>
-      <td>0.0063</td>
-      <td>0.0425</td>
-      <td>0.0425</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0234</td>
-      <td>0.0194</td>
-      <td>0.0610</td>
-      <td>0.0610</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_20_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_20_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_20_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_20_f1.png)
-
-
-## 10% positives
-> train: [0.90003338 0.09996662]  
-> validation: [0.90003338 0.09996662]  
-> bin_sld: 217.756s  
-> mul_sld: 63.422s  
-> kfcv: 47.542s  
-> ref: 45.622s  
-> atc_mc: 48.127s  
-> atc_ne: 47.746s  
-> doc_feat: 41.031s  
-> tot: 219.250s  
-
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0022</td>
-      <td>0.0022</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.2253</td>
-      <td>0.2253</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.1997</td>
-      <td>0.1997</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.2018</td>
-      <td>0.2018</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.1936</td>
-      <td>0.1936</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.1943</td>
-      <td>0.1943</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.1865</td>
-      <td>0.1865</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.1849</td>
-      <td>0.1849</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.1852</td>
-      <td>0.1852</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.1824</td>
-      <td>0.1824</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.1836</td>
-      <td>0.1836</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.1801</td>
-      <td>0.1801</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.1872</td>
-      <td>0.1872</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.1871</td>
-      <td>0.1871</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.1884</td>
-      <td>0.1884</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.1829</td>
-      <td>0.1829</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.1840</td>
-      <td>0.1840</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.1816</td>
-      <td>0.1816</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.1818</td>
-      <td>0.1818</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.1848</td>
-      <td>0.1848</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.1850</td>
-      <td>0.1850</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.1801</td>
-      <td>0.1801</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_10_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_10_f1.png)
-![plot_diagonal](plot/diagonal_rcv1_CCAT_gs_vs_atc_10_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_10_f1.png)
-
-
-## avg
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>bin_sld_gs</th>
-      <th>mul_sld_gs</th>
-      <th>atc_mc</th>
-      <th>atc_ne</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0.0</th>
-      <td>0.0129</td>
-      <td>0.0235</td>
-      <td>0.3827</td>
-      <td>0.3827</td>
-    </tr>
-    <tr>
-      <th>0.05</th>
-      <td>0.0586</td>
-      <td>0.0791</td>
-      <td>0.2109</td>
-      <td>0.2109</td>
-    </tr>
-    <tr>
-      <th>0.1</th>
-      <td>0.0456</td>
-      <td>0.0585</td>
-      <td>0.1528</td>
-      <td>0.1528</td>
-    </tr>
-    <tr>
-      <th>0.15</th>
-      <td>0.0377</td>
-      <td>0.0442</td>
-      <td>0.1203</td>
-      <td>0.1203</td>
-    </tr>
-    <tr>
-      <th>0.2</th>
-      <td>0.0310</td>
-      <td>0.0351</td>
-      <td>0.0991</td>
-      <td>0.0991</td>
-    </tr>
-    <tr>
-      <th>0.25</th>
-      <td>0.0276</td>
-      <td>0.0304</td>
-      <td>0.0819</td>
-      <td>0.0819</td>
-    </tr>
-    <tr>
-      <th>0.3</th>
-      <td>0.0250</td>
-      <td>0.0270</td>
-      <td>0.0712</td>
-      <td>0.0712</td>
-    </tr>
-    <tr>
-      <th>0.35</th>
-      <td>0.0223</td>
-      <td>0.0242</td>
-      <td>0.0623</td>
-      <td>0.0623</td>
-    </tr>
-    <tr>
-      <th>0.4</th>
-      <td>0.0200</td>
-      <td>0.0219</td>
-      <td>0.0548</td>
-      <td>0.0548</td>
-    </tr>
-    <tr>
-      <th>0.45</th>
-      <td>0.0174</td>
-      <td>0.0193</td>
-      <td>0.0497</td>
-      <td>0.0497</td>
-    </tr>
-    <tr>
-      <th>0.5</th>
-      <td>0.0161</td>
-      <td>0.0177</td>
-      <td>0.0458</td>
-      <td>0.0458</td>
-    </tr>
-    <tr>
-      <th>0.55</th>
-      <td>0.0144</td>
-      <td>0.0159</td>
-      <td>0.0415</td>
-      <td>0.0415</td>
-    </tr>
-    <tr>
-      <th>0.6</th>
-      <td>0.0125</td>
-      <td>0.0141</td>
-      <td>0.0394</td>
-      <td>0.0394</td>
-    </tr>
-    <tr>
-      <th>0.65</th>
-      <td>0.0127</td>
-      <td>0.0134</td>
-      <td>0.0373</td>
-      <td>0.0373</td>
-    </tr>
-    <tr>
-      <th>0.7</th>
-      <td>0.0114</td>
-      <td>0.0128</td>
-      <td>0.0350</td>
-      <td>0.0350</td>
-    </tr>
-    <tr>
-      <th>0.75</th>
-      <td>0.0104</td>
-      <td>0.0117</td>
-      <td>0.0325</td>
-      <td>0.0325</td>
-    </tr>
-    <tr>
-      <th>0.8</th>
-      <td>0.0100</td>
-      <td>0.0108</td>
-      <td>0.0323</td>
-      <td>0.0323</td>
-    </tr>
-    <tr>
-      <th>0.85</th>
-      <td>0.0095</td>
-      <td>0.0100</td>
-      <td>0.0315</td>
-      <td>0.0315</td>
-    </tr>
-    <tr>
-      <th>0.9</th>
-      <td>0.0086</td>
-      <td>0.0099</td>
-      <td>0.0309</td>
-      <td>0.0309</td>
-    </tr>
-    <tr>
-      <th>0.95</th>
-      <td>0.0076</td>
-      <td>0.0089</td>
-      <td>0.0321</td>
-      <td>0.0321</td>
-    </tr>
-    <tr>
-      <th>1.0</th>
-      <td>0.0068</td>
-      <td>0.0090</td>
-      <td>0.0326</td>
-      <td>0.0326</td>
-    </tr>
-    <tr>
-      <th>tot</th>
-      <td>0.0199</td>
-      <td>0.0237</td>
-      <td>0.0798</td>
-      <td>0.0798</td>
-    </tr>
-  </tbody>
-</table>
-
-![plot_delta](plot/delta_rcv1_CCAT_gs_vs_atc_avg_f1.png)
-![plot_delta_stdev](plot/delta_stdev_rcv1_CCAT_gs_vs_atc_avg_f1.png)
-![plot_shift](plot/shift_rcv1_CCAT_gs_vs_atc_avg_f1.png)