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diff --git a/abed_results/usd_isk/best_cpnp/006cb7f70a3c2fea.json b/abed_results/usd_isk/best_cpnp/006cb7f70a3c2fea.json
new file mode 100644
index 00000000..256dcd64
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new file mode 100644
index 00000000..b88cf6ae
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new file mode 100644
index 00000000..cf101d87
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new file mode 100644
index 00000000..3a39d82f
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/5cb419f5027963c6.json
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new file mode 100644
index 00000000..71cc8358
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+++ b/abed_results/usd_isk/best_cpnp/5e1148154d55c283.json
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new file mode 100644
index 00000000..4b4ca7c3
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new file mode 100644
index 00000000..6b3ef56b
--- /dev/null
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+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
+	"dataset" : "usd_isk",
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+	"status" : "SUCCESS",
+	"parameters" : {
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+		"test.stat" : "empirical_distribution",
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index 00000000..95829196
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+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
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index 00000000..4618b815
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+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
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+	"status" : "SUCCESS",
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+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
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index 00000000..7b47678b
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index 00000000..5ece4e3b
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+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
+	"dataset" : "usd_isk",
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+	"status" : "SUCCESS",
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+		"test.stat" : "empirical_distribution",
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new file mode 100644
index 00000000..bfc52504
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/c9305a6849fd9b4d.json
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+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
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new file mode 100644
index 00000000..fd1ee0b8
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/c9b0c65bb85d6283.json
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+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
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+	"status" : "SUCCESS",
+	"parameters" : {
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+		"test.stat" : "empirical_distribution",
+		"minseglen" : 1,
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diff --git a/abed_results/usd_isk/best_cpnp/cdbeeff868e055b9.json b/abed_results/usd_isk/best_cpnp/cdbeeff868e055b9.json
new file mode 100644
index 00000000..a4d9bc94
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/cdbeeff868e055b9.json
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+{
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+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
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+	"parameters" : {
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new file mode 100644
index 00000000..27c6d90c
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new file mode 100644
index 00000000..6509ce48
--- /dev/null
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@@ -0,0 +1,47 @@
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+	"command" : "/usr/lib64/R/bin/exec/R --slave --no-restore --no-save --slave --file=/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R --args -i /home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/datasets/usd_isk.json -p AIC -q 40",
+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
+	"dataset" : "usd_isk",
+	"dataset_md5" : "5cac2807a0e280c8ffd7321662e339ac",
+	"status" : "SUCCESS",
+	"parameters" : {
+		"method" : "PELT",
+		"test.stat" : "empirical_distribution",
+		"minseglen" : 1,
+		"nquantiles" : 40,
+		"penalty" : "AIC"
+	},
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+} 
diff --git a/abed_results/usd_isk/best_cpnp/e0c81be22aa84a24.json b/abed_results/usd_isk/best_cpnp/e0c81be22aa84a24.json
new file mode 100644
index 00000000..3122a7fa
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/e0c81be22aa84a24.json
@@ -0,0 +1,21 @@
+{
+	"error" : "Asymptotic penalties are not available for nonparametric approaches, please choose an alternative penalty type",
+	"command" : "/usr/lib64/R/bin/exec/R --slave --no-restore --no-save --slave --file=/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R --args -i /home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/datasets/usd_isk.json -p Asymptotic -q 20",
+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
+	"dataset" : "usd_isk",
+	"dataset_md5" : "5cac2807a0e280c8ffd7321662e339ac",
+	"status" : "FAIL",
+	"parameters" : {
+		"method" : "PELT",
+		"test.stat" : "empirical_distribution",
+		"minseglen" : 1,
+		"nquantiles" : 20,
+		"penalty" : "Asymptotic"
+	},
+	"result" : {
+		"cplocations" : null,
+		"runtime" : null
+	}
+} 
diff --git a/abed_results/usd_isk/best_cpnp/e1bcbed750fff8a1.json b/abed_results/usd_isk/best_cpnp/e1bcbed750fff8a1.json
new file mode 100644
index 00000000..50107c21
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/e1bcbed750fff8a1.json
@@ -0,0 +1,21 @@
+{
+	"error" : "Asymptotic penalties are not available for nonparametric approaches, please choose an alternative penalty type",
+	"command" : "/usr/lib64/R/bin/exec/R --slave --no-restore --no-save --slave --file=/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R --args -i /home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/datasets/usd_isk.json -p Asymptotic -q 40",
+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
+	"dataset" : "usd_isk",
+	"dataset_md5" : "5cac2807a0e280c8ffd7321662e339ac",
+	"status" : "FAIL",
+	"parameters" : {
+		"method" : "PELT",
+		"test.stat" : "empirical_distribution",
+		"minseglen" : 1,
+		"nquantiles" : 40,
+		"penalty" : "Asymptotic"
+	},
+	"result" : {
+		"cplocations" : null,
+		"runtime" : null
+	}
+} 
diff --git a/abed_results/usd_isk/best_cpnp/ecdae67ec9a7f9dd.json b/abed_results/usd_isk/best_cpnp/ecdae67ec9a7f9dd.json
new file mode 100644
index 00000000..fb4050ee
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/ecdae67ec9a7f9dd.json
@@ -0,0 +1,38 @@
+{
+	"error" : null,
+	"command" : "/usr/lib64/R/bin/exec/R --slave --no-restore --no-save --slave --file=/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R --args -i /home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/datasets/usd_isk.json -p SIC -q 20",
+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
+	"dataset" : "usd_isk",
+	"dataset_md5" : "5cac2807a0e280c8ffd7321662e339ac",
+	"status" : "SUCCESS",
+	"parameters" : {
+		"method" : "PELT",
+		"test.stat" : "empirical_distribution",
+		"minseglen" : 1,
+		"nquantiles" : 20,
+		"penalty" : "SIC"
+	},
+	"result" : {
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diff --git a/abed_results/usd_isk/best_cpnp/f18df4894a17ac00.json b/abed_results/usd_isk/best_cpnp/f18df4894a17ac00.json
new file mode 100644
index 00000000..954f560a
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/f18df4894a17ac00.json
@@ -0,0 +1,48 @@
+{
+	"error" : null,
+	"command" : "/usr/lib64/R/bin/exec/R --slave --no-restore --no-save --slave --file=/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R --args -i /home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/datasets/usd_isk.json -p AIC -q 30",
+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
+	"dataset" : "usd_isk",
+	"dataset_md5" : "5cac2807a0e280c8ffd7321662e339ac",
+	"status" : "SUCCESS",
+	"parameters" : {
+		"method" : "PELT",
+		"test.stat" : "empirical_distribution",
+		"minseglen" : 1,
+		"nquantiles" : 30,
+		"penalty" : "AIC"
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+	"result" : {
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+} 
diff --git a/abed_results/usd_isk/best_cpnp/f3f09045756e7701.json b/abed_results/usd_isk/best_cpnp/f3f09045756e7701.json
new file mode 100644
index 00000000..2081affe
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/f3f09045756e7701.json
@@ -0,0 +1,159 @@
+{
+	"error" : null,
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+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
+	"dataset" : "usd_isk",
+	"dataset_md5" : "5cac2807a0e280c8ffd7321662e339ac",
+	"status" : "SUCCESS",
+	"parameters" : {
+		"method" : "PELT",
+		"test.stat" : "empirical_distribution",
+		"minseglen" : 1,
+		"nquantiles" : 30,
+		"penalty" : "None"
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diff --git a/abed_results/usd_isk/best_cpnp/fff5986807f3c3ea.json b/abed_results/usd_isk/best_cpnp/fff5986807f3c3ea.json
new file mode 100644
index 00000000..3b2fd135
--- /dev/null
+++ b/abed_results/usd_isk/best_cpnp/fff5986807f3c3ea.json
@@ -0,0 +1,38 @@
+{
+	"error" : null,
+	"command" : "/usr/lib64/R/bin/exec/R --slave --no-restore --no-save --slave --file=/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R --args -i /home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/datasets/usd_isk.json -p SIC -q 40",
+	"script" : "/home/gertjan/share/work/turing/aida/research/projects/changepoint/experiments/cpdbench/execs/R/cpdbench_changepointnp.R",
+	"script_md5" : "0960dc48e5296b852678528c87d06b97",
+	"hostname" : "gertjan-arch",
+	"dataset" : "usd_isk",
+	"dataset_md5" : "5cac2807a0e280c8ffd7321662e339ac",
+	"status" : "SUCCESS",
+	"parameters" : {
+		"method" : "PELT",
+		"test.stat" : "empirical_distribution",
+		"minseglen" : 1,
+		"nquantiles" : 40,
+		"penalty" : "SIC"
+	},
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+			191,
+			206,
+			212,
+			236,
+			246
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+}