diff --git a/data/PCSO/sigset/PCSO_2x10k_train.xml b/data/PCSO/sigset/PCSO_2x10k_train.xml
index 58b6a05..22c6788 100644
--- a/data/PCSO/sigset/PCSO_2x10k_train.xml
+++ b/data/PCSO/sigset/PCSO_2x10k_train.xml
@@ -143,12 +143,6 @@
 	<biometric-signature name="PCSO_0000024">
 		<presentation eyeLx="180.7153" eyeLy="310.8167" eyeRx="304.5041" eyeRy="297.6549" file-name="DIR_059/13632460.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000025">
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-	</biometric-signature>
-	<biometric-signature name="PCSO_0000025">
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-	</biometric-signature>
 	<biometric-signature name="PCSO_0000026">
 		<presentation eyeLx="180.713" eyeLy="308.9378" eyeRx="305.4048" eyeRy="309.2047" file-name="DIR_055/13401437.jpg"/>
 	</biometric-signature>
@@ -281,12 +275,6 @@
 	<biometric-signature name="PCSO_0000047">
 		<presentation eyeLx="67.73263" eyeLy="123.2766" eyeRx="112.4399" eyeRy="123.2743" file-name="DIR_042/12841093.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000048">
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-	</biometric-signature>
-	<biometric-signature name="PCSO_0000048">
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-	</biometric-signature>
 	<biometric-signature name="PCSO_0000049">
 		<presentation eyeLx="179.1476" eyeLy="309.5361" eyeRx="272.0648" eyeRy="308.5315" file-name="DIR_035/12594318.jpg"/>
 	</biometric-signature>
@@ -407,10 +395,10 @@
 	<biometric-signature name="PCSO_0000068">
 		<presentation eyeLx="180.9676" eyeLy="309.3387" eyeRx="304.0501" eyeRy="298.913" file-name="DIR_045/12918439.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000069">
+	<biometric-signature name="PCSO_0004064">
 		<presentation eyeLx="180.3761" eyeLy="310.963" eyeRx="301.9491" eyeRy="308.5396" file-name="DIR_108/16299067.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000069">
+	<biometric-signature name="PCSO_0004064">
 		<presentation eyeLx="185.7476" eyeLy="307.4054" eyeRx="300.7594" eyeRy="309.049" file-name="DIR_126/210137377.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000070">
@@ -1073,10 +1061,10 @@
 	<biometric-signature name="PCSO_0000179">
 		<presentation eyeLx="208.1389" eyeLy="285.3544" eyeRx="285.3008" eyeRy="287.5097" file-name="DIR_015/12208287.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000180">
+	<biometric-signature name="PCSO_0003893">
 		<presentation eyeLx="197.5012" eyeLy="275.1477" eyeRx="290.4587" eyeRy="295.3382" file-name="DIR_033/12568834.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000180">
+	<biometric-signature name="PCSO_0003893">
 		<presentation eyeLx="183.7282" eyeLy="313.282" eyeRx="303.1833" eyeRy="306.3138" file-name="DIR_051/13229864.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000181">
@@ -1127,10 +1115,10 @@
 	<biometric-signature name="PCSO_0000188">
 		<presentation eyeLx="203.0838" eyeLy="323.6305" eyeRx="298.6804" eyeRy="321.0033" file-name="DIR_021/12266270.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000189">
+	<biometric-signature name="PCSO_0002646">
 		<presentation eyeLx="182.0048" eyeLy="310.3565" eyeRx="306.3024" eyeRy="316.1797" file-name="DIR_116/17114412.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000189">
+	<biometric-signature name="PCSO_0002646">
 		<presentation eyeLx="178.3649" eyeLy="304.0403" eyeRx="300.1167" eyeRy="310.0441" file-name="DIR_126/210135027.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000190">
@@ -1145,10 +1133,10 @@
 	<biometric-signature name="PCSO_0000191">
 		<presentation eyeLx="176.9898" eyeLy="303.3522" eyeRx="308.1909" eyeRy="300.5164" file-name="DIR_120/17812977.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000192">
+	<biometric-signature name="PCSO_0005770">
 		<presentation eyeLx="200.5745" eyeLy="250.5679" eyeRx="300.4981" eyeRy="261.6984" file-name="DIR_024/12292842.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000192">
+	<biometric-signature name="PCSO_0005770">
 		<presentation eyeLx="203.6258" eyeLy="288.5447" eyeRx="297.9154" eyeRy="312.7247" file-name="DIR_030/12431271.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000193">
@@ -1187,10 +1175,10 @@
 	<biometric-signature name="PCSO_0000198">
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 	</biometric-signature>
-	<biometric-signature name="PCSO_0000199">
+	<biometric-signature name="PCSO_0002414">
 		<presentation eyeLx="182.0781" eyeLy="328.0487" eyeRx="275.8367" eyeRy="329.8637" file-name="DIR_001/12017152.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000199">
+	<biometric-signature name="PCSO_0002414">
 		<presentation eyeLx="190.9895" eyeLy="258.4539" eyeRx="270.5977" eyeRy="258.3763" file-name="DIR_006/12061656.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000200">
@@ -1235,10 +1223,10 @@
 	<biometric-signature name="PCSO_0000206">
 		<presentation eyeLx="162.8623" eyeLy="262.2116" eyeRx="277.5978" eyeRy="266.9436" file-name="DIR_021/12267766.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000207">
+	<biometric-signature name="PCSO_0006642">
 		<presentation eyeLx="210.2407" eyeLy="302.962" eyeRx="285.5788" eyeRy="296.3852" file-name="DIR_014/12194566.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000207">
+	<biometric-signature name="PCSO_0006642">
 		<presentation eyeLx="196.6685" eyeLy="290.6506" eyeRx="285.4395" eyeRy="282.914" file-name="DIR_028/12333763.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000208">
@@ -1277,10 +1265,10 @@
 	<biometric-signature name="PCSO_0000213">
 		<presentation eyeLx="186.3978" eyeLy="427.3928" eyeRx="284.8182" eyeRy="429.5513" file-name="DIR_024/12296328.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000214">
+	<biometric-signature name="PCSO_0008841">
 		<presentation eyeLx="218.1616" eyeLy="288.6445" eyeRx="284.9362" eyeRy="291.8055" file-name="DIR_016/12212405.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000214">
+	<biometric-signature name="PCSO_0008841">
 		<presentation eyeLx="198.152" eyeLy="253.8463" eyeRx="286.4084" eyeRy="260.2883" file-name="DIR_017/12231063.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000215">
@@ -1535,12 +1523,6 @@
 	<biometric-signature name="PCSO_0000256">
 		<presentation eyeLx="178.824" eyeLy="312.3459" eyeRx="300.4356" eyeRy="285.4492" file-name="DIR_051/13288088.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000257">
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-	</biometric-signature>
-	<biometric-signature name="PCSO_0000257">
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-	</biometric-signature>
 	<biometric-signature name="PCSO_0000258">
 		<presentation eyeLx="157.6873" eyeLy="288.5363" eyeRx="281.8195" eyeRy="282.2398" file-name="DIR_128/210155013.jpg"/>
 	</biometric-signature>
@@ -1679,10 +1661,10 @@
 	<biometric-signature name="PCSO_0000280">
 		<presentation eyeLx="181.7733" eyeLy="279.9337" eyeRx="282.0578" eyeRy="287.9982" file-name="DIR_024/12293533.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000281">
+	<biometric-signature name="PCSO_0006413">
 		<presentation eyeLx="181.2492" eyeLy="305.3121" eyeRx="296.6436" eyeRy="300.2697" file-name="DIR_085/14447983.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000281">
+	<biometric-signature name="PCSO_0006413">
 		<presentation eyeLx="180.5377" eyeLy="314.4092" eyeRx="309.4297" eyeRy="294.1851" file-name="DIR_099/15639274.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000282">
@@ -1709,10 +1691,10 @@
 	<biometric-signature name="PCSO_0000285">
 		<presentation eyeLx="169.8985" eyeLy="295.3593" eyeRx="273.5626" eyeRy="300.3402" file-name="DIR_020/12252586.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000286">
+	<biometric-signature name="PCSO_0002356">
 		<presentation eyeLx="204.7818" eyeLy="276.1715" eyeRx="293.9033" eyeRy="279.5547" file-name="DIR_010/12152199.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000286">
+	<biometric-signature name="PCSO_0002356">
 		<presentation eyeLx="188.3759" eyeLy="262.4715" eyeRx="276.5411" eyeRy="264.7413" file-name="DIR_010/12153188.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000287">
@@ -1847,10 +1829,10 @@
 	<biometric-signature name="PCSO_0000308">
 		<presentation eyeLx="207.3112" eyeLy="310.4247" eyeRx="285.4594" eyeRy="304.654" file-name="DIR_012/12171715.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000309">
+	<biometric-signature name="PCSO_0000251">
 		<presentation eyeLx="175.6978" eyeLy="331.5544" eyeRx="281.4431" eyeRy="337.6559" file-name="DIR_001/12011585.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000309">
+	<biometric-signature name="PCSO_0000251">
 		<presentation eyeLx="178.8819" eyeLy="329.8069" eyeRx="285.1146" eyeRy="326.4118" file-name="DIR_002/12022536.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000310">
@@ -1949,10 +1931,10 @@
 	<biometric-signature name="PCSO_0000325">
 		<presentation eyeLx="179.5887" eyeLy="314.77" eyeRx="304.2097" eyeRy="305.3731" file-name="DIR_082/14340682.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000326">
+	<biometric-signature name="PCSO_0004188">
 		<presentation eyeLx="182.7484" eyeLy="308.4448" eyeRx="302.7567" eyeRy="301.8234" file-name="DIR_049/13181081.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000326">
+	<biometric-signature name="PCSO_0004188">
 		<presentation eyeLx="181.0266" eyeLy="309.2281" eyeRx="297.6256" eyeRy="307.9511" file-name="DIR_069/13792923.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000327">
@@ -2219,10 +2201,10 @@
 	<biometric-signature name="PCSO_0000370">
 		<presentation eyeLx="177.1869" eyeLy="305.6757" eyeRx="305.0779" eyeRy="309.4334" file-name="DIR_048/13067104.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000371">
+	<biometric-signature name="PCSO_0009105">
 		<presentation eyeLx="162.7197" eyeLy="332.9226" eyeRx="269.5948" eyeRy="336.6559" file-name="DIR_000/12002085.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000371">
+	<biometric-signature name="PCSO_0009105">
 		<presentation eyeLx="183.9598" eyeLy="322.0014" eyeRx="285.82" eyeRy="313.4356" file-name="DIR_001/12019023.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000372">
@@ -2351,10 +2333,10 @@
 	<biometric-signature name="PCSO_0000392">
 		<presentation eyeLx="173.842" eyeLy="300.5524" eyeRx="308.6998" eyeRy="316.47" file-name="DIR_119/17652480.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000393">
+	<biometric-signature name="PCSO_0000402">
 		<presentation eyeLx="179.8815" eyeLy="312.077" eyeRx="304.9518" eyeRy="301.2767" file-name="DIR_070/13811662.jpg"/>
 	</biometric-signature>
-	<biometric-signature name="PCSO_0000393">
+	<biometric-signature name="PCSO_0000402">
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 	</biometric-signature>
 	<biometric-signature name="PCSO_0000394">
@@ -3143,10 +3125,10 @@
 	<biometric-signature name="PCSO_0000524">
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 	</biometric-signature>
-	<biometric-signature name="PCSO_0000525">
+	<biometric-signature name="PCSO_0002775">
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 	</biometric-signature>
-	<biometric-signature name="PCSO_0000525">
+	<biometric-signature name="PCSO_0002775">
 		<presentation eyeLx="211.6753" eyeLy="313.582" eyeRx="311.1182" eyeRy="314.8056" file-name="DIR_003/12037856.jpg"/>
 	</biometric-signature>
 	<biometric-signature name="PCSO_0000526">
@@ -4001,12 +3983,6 @@
 	<biometric-signature name="PCSO_0000667">
 		<presentation eyeLx="176.8658" eyeLy="292.8697" eyeRx="287.5107" eyeRy="301.0754" file-name="DIR_023/12290899.jpg"/>
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-	<biometric-signature name="PCSO_0000668">
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-	</biometric-signature>
-	<biometric-signature name="PCSO_0000668">
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 	<biometric-signature name="PCSO_0000669">
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@@ -4175,10 +4151,10 @@
 	<biometric-signature name="PCSO_0000696">
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-	<biometric-signature name="PCSO_0000697">
+	<biometric-signature name="PCSO_0008292">
 		<presentation eyeLx="180.5512" eyeLy="305.5674" eyeRx="301.4445" eyeRy="309.7166" file-name="DIR_133/210227070.jpg"/>
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-	<biometric-signature name="PCSO_0000697">
+	<biometric-signature name="PCSO_0008292">
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 	<biometric-signature name="PCSO_0000698">
@@ -4655,10 +4631,10 @@
 	<biometric-signature name="PCSO_0000776">
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-	<biometric-signature name="PCSO_0000777">
+	<biometric-signature name="PCSO_0006207">
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-	<biometric-signature name="PCSO_0000777">
+	<biometric-signature name="PCSO_0006207">
 		<presentation eyeLx="186.8277" eyeLy="261.3624" eyeRx="287.0268" eyeRy="264.4576" file-name="DIR_022/12278214.jpg"/>
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 	<biometric-signature name="PCSO_0000778">
@@ -4949,10 +4925,10 @@
 	<biometric-signature name="PCSO_0000825">
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-	<biometric-signature name="PCSO_0000826">
+	<biometric-signature name="PCSO_0006365">
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-	<biometric-signature name="PCSO_0000826">
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 	<biometric-signature name="PCSO_0000827">
@@ -5159,12 +5135,6 @@
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 	<biometric-signature name="PCSO_0000862">
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@@ -5495,12 +5465,6 @@
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@@ -5549,10 +5513,10 @@
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@@ -5891,10 +5855,10 @@
 	<biometric-signature name="PCSO_0000982">
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@@ -5903,10 +5867,10 @@
 	<biometric-signature name="PCSO_0000984">
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