diff --git a/.gitignore b/.gitignore
index 4727cfa..2dc5649 100644
--- a/.gitignore
+++ b/.gitignore
@@ -37,3 +37,4 @@ scripts/results
 
 ### autogenerated sigsets ###
 data/INRIAPerson/sigset
+data/KTH/sigset
diff --git a/data/KTH/test_9ppl.xml b/data/KTH/test_9ppl.xml
deleted file mode 100644
index 2d2a85d..0000000
--- a/data/KTH/test_9ppl.xml
+++ /dev/null
@@ -1,237 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<biometric-signature-set>
-	<biometric-signature name="person17">
-		<presentation Label="boxing" file-name="boxing/person17_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person17_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person17_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person17_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person17_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person17_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person17_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person17_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person17_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person17_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person17_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person17_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person17_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person17_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person17_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person17_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person17_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person17_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person17_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person17_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person17_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person17_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person17_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person17_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person18">
-		<presentation Label="boxing" file-name="boxing/person18_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person18_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person18_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person18_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person18_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person18_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person18_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person18_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person18_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person18_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person18_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person18_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person18_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person18_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person18_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person18_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person18_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person18_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person18_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person18_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person18_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person18_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person18_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person18_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person19">
-		<presentation Label="boxing" file-name="boxing/person19_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person19_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person19_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person19_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person19_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person19_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person19_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person19_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person19_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person19_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person19_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person19_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person19_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person19_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person19_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person19_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person19_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person19_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person19_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person19_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person19_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person19_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person19_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person19_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person20">
-		<presentation Label="boxing" file-name="boxing/person20_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person20_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person20_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person20_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person20_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person20_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person20_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person20_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person20_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person20_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person20_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person20_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person20_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person20_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person20_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person20_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person20_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person20_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person20_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person20_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person20_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person20_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person20_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person20_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person21">
-		<presentation Label="boxing" file-name="boxing/person21_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person21_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person21_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person21_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person21_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person21_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person21_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person21_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person21_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person21_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person21_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person21_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person21_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person21_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person21_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person21_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person21_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person21_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person21_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person21_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person21_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person21_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person21_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person21_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person22">
-		<presentation Label="boxing" file-name="boxing/person22_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person22_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person22_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person22_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person22_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person22_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person22_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person22_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person22_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person22_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person22_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person22_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person22_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person22_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person22_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person22_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person22_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person22_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person22_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person22_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person22_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person22_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person22_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person22_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person23">
-		<presentation Label="boxing" file-name="boxing/person23_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person23_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person23_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person23_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person23_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person23_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person23_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person23_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person23_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person23_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person23_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person23_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person23_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person23_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person23_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person23_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person23_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person23_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person23_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person23_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person23_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person23_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person23_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person23_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person24">
-		<presentation Label="boxing" file-name="boxing/person24_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person24_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person24_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person24_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person24_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person24_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person24_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person24_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person24_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person24_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person24_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person24_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person24_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person24_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person24_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person24_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person24_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person24_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person24_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person24_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person24_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person24_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person24_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person24_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person25">
-		<presentation Label="boxing" file-name="boxing/person25_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person25_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person25_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person25_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person25_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person25_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person25_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person25_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person25_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person25_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person25_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person25_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person25_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person25_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person25_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person25_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person25_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person25_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person25_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person25_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person25_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person25_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person25_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person25_walking_d4_uncomp.avi" />
-	</biometric-signature>
-</biometric-signature-set>
diff --git a/data/KTH/train_16ppl.xml b/data/KTH/train_16ppl.xml
deleted file mode 100644
index 799f563..0000000
--- a/data/KTH/train_16ppl.xml
+++ /dev/null
@@ -1,417 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<biometric-signature-set>
-	<biometric-signature name="person01">
-		<presentation Label="boxing" file-name="boxing/person01_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person01_boxing_d2_uncomp.avi" />
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-		<presentation Label="handwaving" file-name="handwaving/person01_handwaving_d4_uncomp.avi" />
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-		<presentation Label="running" file-name="running/person01_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person01_running_d4_uncomp.avi" />
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-		<presentation Label="walking" file-name="walking/person01_walking_d4_uncomp.avi" />
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-		<presentation Label="boxing" file-name="boxing/person02_boxing_d2_uncomp.avi" />
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-		<presentation Label="handclapping" file-name="handclapping/person02_handclapping_d2_uncomp.avi" />
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-		<presentation Label="handwaving" file-name="handwaving/person02_handwaving_d3_uncomp.avi" />
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-		<presentation Label="jogging" file-name="jogging/person02_jogging_d2_uncomp.avi" />
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-		<presentation Label="running" file-name="running/person02_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person02_running_d3_uncomp.avi" />
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-		<presentation Label="walking" file-name="walking/person02_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person02_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person02_walking_d4_uncomp.avi" />
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-	<biometric-signature name="person03">
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-		<presentation Label="boxing" file-name="boxing/person03_boxing_d2_uncomp.avi" />
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-		<presentation Label="boxing" file-name="boxing/person03_boxing_d4_uncomp.avi" />
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-		<presentation Label="handclapping" file-name="handclapping/person03_handclapping_d4_uncomp.avi" />
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-		<presentation Label="handwaving" file-name="handwaving/person03_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person03_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person03_handwaving_d4_uncomp.avi" />
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-		<presentation Label="jogging" file-name="jogging/person03_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person03_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person03_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person03_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person03_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person03_running_d3_uncomp.avi" />
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-		<presentation Label="walking" file-name="walking/person03_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person03_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person03_walking_d4_uncomp.avi" />
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-		<presentation Label="boxing" file-name="boxing/person04_boxing_d2_uncomp.avi" />
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-		<presentation Label="boxing" file-name="boxing/person04_boxing_d4_uncomp.avi" />
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-		<presentation Label="handclapping" file-name="handclapping/person04_handclapping_d4_uncomp.avi" />
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-		<presentation Label="running" file-name="running/person04_running_d3_uncomp.avi" />
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-		<presentation Label="walking" file-name="walking/person04_walking_d4_uncomp.avi" />
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-		<presentation Label="boxing" file-name="boxing/person05_boxing_d2_uncomp.avi" />
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-		<presentation Label="boxing" file-name="boxing/person05_boxing_d4_uncomp.avi" />
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-		<presentation Label="handclapping" file-name="handclapping/person05_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person05_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person05_handclapping_d4_uncomp.avi" />
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-		<presentation Label="handwaving" file-name="handwaving/person05_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person05_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person05_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person05_jogging_d1_uncomp.avi" />
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-		<presentation Label="jogging" file-name="jogging/person05_jogging_d3_uncomp.avi" />
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-		<presentation Label="running" file-name="running/person05_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person05_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person05_running_d4_uncomp.avi" />
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-		<presentation Label="walking" file-name="walking/person05_walking_d4_uncomp.avi" />
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-	<biometric-signature name="person06">
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-		<presentation Label="boxing" file-name="boxing/person06_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person06_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person06_boxing_d4_uncomp.avi" />
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-		<presentation Label="handclapping" file-name="handclapping/person06_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person06_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person06_handclapping_d4_uncomp.avi" />
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-		<presentation Label="handwaving" file-name="handwaving/person06_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person06_handwaving_d4_uncomp.avi" />
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-		<presentation Label="jogging" file-name="jogging/person06_jogging_d3_uncomp.avi" />
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-		<presentation Label="running" file-name="running/person06_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person06_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person06_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person06_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person06_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person06_walking_d2_uncomp.avi" />
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-		<presentation Label="walking" file-name="walking/person06_walking_d4_uncomp.avi" />
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-		<presentation Label="boxing" file-name="boxing/person07_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person07_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person07_boxing_d4_uncomp.avi" />
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-		<presentation Label="handclapping" file-name="handclapping/person07_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person07_handclapping_d4_uncomp.avi" />
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-		<presentation Label="handwaving" file-name="handwaving/person07_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person07_handwaving_d4_uncomp.avi" />
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-		<presentation Label="running" file-name="running/person07_running_d2_uncomp.avi" />
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-		<presentation Label="walking" file-name="walking/person07_walking_d4_uncomp.avi" />
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-		<presentation Label="boxing" file-name="boxing/person08_boxing_d2_uncomp.avi" />
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-		<presentation Label="handclapping" file-name="handclapping/person08_handclapping_d4_uncomp.avi" />
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-		<presentation Label="running" file-name="running/person08_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person08_running_d3_uncomp.avi" />
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-		<presentation Label="handwaving" file-name="handwaving/person10_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person10_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person10_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person10_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person10_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person10_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person10_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person10_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person10_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person10_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person10_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person10_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person10_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person10_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person11">
-		<presentation Label="boxing" file-name="boxing/person11_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person11_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person11_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person11_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person11_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person11_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person11_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person11_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person11_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person11_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person11_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person11_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person11_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person11_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person11_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person11_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person11_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person11_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person11_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person11_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person11_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person11_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person11_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person11_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person12">
-		<presentation Label="boxing" file-name="boxing/person12_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person12_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person12_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person12_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person12_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person12_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person12_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person12_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person12_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person12_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person12_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person12_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person12_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person12_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person12_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person12_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person12_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person12_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person12_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person12_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person12_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person12_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person12_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person12_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person13">
-		<presentation Label="boxing" file-name="boxing/person13_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person13_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person13_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person13_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person13_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person13_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person13_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person13_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person13_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person13_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person13_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person13_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person13_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person13_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person13_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person13_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person13_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person13_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person13_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person13_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person13_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person13_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person13_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person14">
-		<presentation Label="boxing" file-name="boxing/person14_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person14_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person14_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person14_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person14_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person14_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person14_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person14_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person14_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person14_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person14_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person14_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person14_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person14_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person14_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person14_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person14_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person14_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person14_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person14_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person14_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person14_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person14_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person14_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person15">
-		<presentation Label="boxing" file-name="boxing/person15_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person15_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person15_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person15_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person15_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person15_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person15_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person15_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person15_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person15_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person15_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person15_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person15_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person15_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person15_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person15_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person15_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person15_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person15_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person15_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person15_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person15_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person15_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person15_walking_d4_uncomp.avi" />
-	</biometric-signature>
-	<biometric-signature name="person16">
-		<presentation Label="boxing" file-name="boxing/person16_boxing_d1_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person16_boxing_d2_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person16_boxing_d3_uncomp.avi" />
-		<presentation Label="boxing" file-name="boxing/person16_boxing_d4_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person16_handclapping_d1_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person16_handclapping_d2_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person16_handclapping_d3_uncomp.avi" />
-		<presentation Label="handclapping" file-name="handclapping/person16_handclapping_d4_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person16_handwaving_d1_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person16_handwaving_d2_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person16_handwaving_d3_uncomp.avi" />
-		<presentation Label="handwaving" file-name="handwaving/person16_handwaving_d4_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person16_jogging_d1_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person16_jogging_d2_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person16_jogging_d3_uncomp.avi" />
-		<presentation Label="jogging" file-name="jogging/person16_jogging_d4_uncomp.avi" />
-		<presentation Label="running" file-name="running/person16_running_d1_uncomp.avi" />
-		<presentation Label="running" file-name="running/person16_running_d2_uncomp.avi" />
-		<presentation Label="running" file-name="running/person16_running_d3_uncomp.avi" />
-		<presentation Label="running" file-name="running/person16_running_d4_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person16_walking_d1_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person16_walking_d2_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person16_walking_d3_uncomp.avi" />
-		<presentation Label="walking" file-name="walking/person16_walking_d4_uncomp.avi" />
-	</biometric-signature>
-</biometric-signature-set>
diff --git a/scripts/downloadDatasets.sh b/scripts/downloadDatasets.sh
index 734573c..95f9a74 100755
--- a/scripts/downloadDatasets.sh
+++ b/scripts/downloadDatasets.sh
@@ -57,6 +57,7 @@ fi
 if [ ! -d ../data/KTH/vid ]; then
   echo "Downloading KTH..."
   mkdir ../data/KTH/vid
+  mkdir ../data/KTH/sigset
   for vidclass in {'boxing','handclapping','handwaving','jogging','running','walking'}; do
     if hash curl 2>/dev/null; then
       curl -OL http://www.nada.kth.se/cvap/actions/${vidclass}.zip
@@ -69,6 +70,8 @@ if [ ! -d ../data/KTH/vid ]; then
   done
   # this file is corrupted
   rm -f ../data/KTH/vid/boxing/person01_boxing_d4_uncomp.avi
+  ./writeKTHSigset.sh 1 16 > ../data/KTH/sigset/train_16ppl.xml
+  ./writeKTHSigset.sh 17 25 > ../data/KTH/sigset/test_9ppl.xml
 fi
 
 # LFW
diff --git a/scripts/writeKTHSigset.sh b/scripts/writeKTHSigset.sh
new file mode 100644
index 0000000..5c2abd0
--- /dev/null
+++ b/scripts/writeKTHSigset.sh
@@ -0,0 +1,24 @@
+#!/bin/bash
+
+echo '<?xml version="1.0" encoding="UTF-8"?>'
+echo '<biometric-signature-set>'
+for ((person=$1; person <= $2; person++)); do
+	printf "\t<biometric-signature name=\"person%02d\">\n" $person
+	for vidClass in {'boxing','handclapping','handwaving','jogging','running','walking'}; do
+	
+		for i in {1..4}; do
+			# person13_handclapping_d3 is missing
+			if [ $vidClass = 'handclapping' -a $person -eq 13 -a $i -eq 3 ]; then
+				continue
+			fi
+			# person01_boxing_d4 was deleted (corrupted file)
+			if [ $vidClass = 'boxing' -a $person -eq 1 -a $i -eq 4 ]; then
+				continue
+			fi
+			
+			printf "\t\t<presentation Label=\"$vidClass\" file-name=\"%s/person%02d_%s_d%d_uncomp.avi\" />\n" $vidClass $person $vidClass $i
+		done
+	done
+	echo -e "\t</biometric-signature>"
+done
+echo '</biometric-signature-set>'