From df91dc31ad12553760eff484f6dfabb954cda9b9 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Sat, 27 Aug 2022 09:06:08 -0400
Subject: [PATCH 01/49] applied patch for setting up triggering to COM output
 provided by @theHilikus

---
 src/main/java/com/github/neuralabc/spft/task/Block.java   | 6 ++++--
 src/main/java/com/github/neuralabc/spft/task/Session.java | 7 ++++++-
 src/main/java/com/github/neuralabc/spft/task/Trial.java   | 6 +++++-
 3 files changed, 15 insertions(+), 4 deletions(-)

diff --git a/src/main/java/com/github/neuralabc/spft/task/Block.java b/src/main/java/com/github/neuralabc/spft/task/Block.java
index 0bed6c8..c2fa237 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Block.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Block.java
@@ -1,5 +1,6 @@
 package com.github.neuralabc.spft.task;
 
+import com.github.neuralabc.spft.hardware.TriggerSender;
 import com.github.neuralabc.spft.task.config.BlockConfig;
 import com.github.neuralabc.spft.task.config.SequenceConfig;
 import com.github.neuralabc.spft.task.output.OutputSection;
@@ -21,9 +22,10 @@ public class Block {
     private final BlockConfig config;
     private final List<Trial> trials;
 
-    public Block(BlockConfig config, Map<String, SequenceConfig> sequencesPool) {
+    public Block(BlockConfig config, Map<String, SequenceConfig> sequencesPool, TriggerSender triggerSender) {
         this.config = config;
-        trials = config.getTrials().stream().map(trialConfig -> new Trial(trialConfig, sequencesPool)).collect(Collectors.toList());
+        //TODO: if you want to send triggers at the block level, keep it here in a member variable, if not just pass it to the Trial like i do here
+        trials = config.getTrials().stream().map(trialConfig -> new Trial(trialConfig, sequencesPool, triggerSender)).collect(Collectors.toList());
     }
 
     public void run(ExperimentFrame.Binding binding, Path outputFile) throws InterruptedException, IOException {
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index d33f9ee..730ff6f 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -1,6 +1,7 @@
 package com.github.neuralabc.spft.task;
 
 import com.github.neuralabc.spft.hardware.ForceGauge;
+import com.github.neuralabc.spft.hardware.TriggerSender;
 import com.github.neuralabc.spft.hardware.TriggerTracker;
 import com.github.neuralabc.spft.task.config.SessionConfig;
 import com.github.neuralabc.spft.task.exceptions.OutputException;
@@ -31,6 +32,7 @@ public class Session implements Runnable {
     private static final double NANOS_IN_MILLI = 1e6;
     private final SessionConfig config;
     private final List<Block> blocks;
+    private final TriggerSender triggerSender;
     private ExperimentFrame.Binding uiBinding;
     private Path outputFile;
     private ForceGauge leftDevice;
@@ -51,8 +53,9 @@ public Session(File selectedFile) {
             } else {
                 triggerTracker = TriggerTracker.NO_TRIGGERS;
             }
+            triggerSender = new TriggerSender();
 
-            blocks = config.getBlocks().stream().map(blockConfig -> new Block(blockConfig, config.getSequences())).collect(Collectors.toList());
+            blocks = config.getBlocks().stream().map(blockConfig -> new Block(blockConfig, config.getSequences(), triggerSender)).collect(Collectors.toList());
         } catch (FileNotFoundException ex) {
             throw new SessionException("Error opening configuration", ex);
         } catch (YAMLException ex) {
@@ -184,6 +187,8 @@ public void run() {
             LOG.warn("Interrupted session '{}'", config.getSessionName(), e);
         } catch (IOException e) {
             LOG.error("Problem writing output to {}", outputFile, e);
+        } finally {
+            triggerSender.stop();
         }
     }
 
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index 8c4f5d7..bafeffd 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -1,5 +1,6 @@
 package com.github.neuralabc.spft.task;
 
+import com.github.neuralabc.spft.hardware.TriggerSender;
 import com.github.neuralabc.spft.task.config.SequenceConfig;
 import com.github.neuralabc.spft.task.config.TrialConfig;
 import com.github.neuralabc.spft.task.output.OutputSection;
@@ -21,13 +22,15 @@
 public class Trial {
     private static final Logger LOG = LoggerFactory.getLogger(Trial.class);
     private final TrialConfig config;
+    private final TriggerSender triggerSender;
     private final SequenceConfig sequence;
     private final CountDownLatch sync;
     private OutputSection leftReferenceOutput;
     private OutputSection rightReferenceOutput;
 
-    public Trial(TrialConfig config, Map<String, SequenceConfig> sequencesPool) {
+    public Trial(TrialConfig config, Map<String, SequenceConfig> sequencesPool, TriggerSender triggerSender) {
         this.config = config;
+        this.triggerSender = triggerSender;
         this.sequence = sequencesPool.get(config.getSequenceRef());
         if (hasLeftSequence()) {
             String sectionName = "leftReference";
@@ -56,6 +59,7 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         timer.start();
 
         sync.await();
+        triggerSender.send();
         timer.stop();
         writeOutput(outputFile);
     }

From ae6f5ead95fa2007c9bd6ae70889bd8b86fbac79 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Fri, 9 Sep 2022 10:14:51 -0400
Subject: [PATCH 02/49] incorporated UI for trigger device selection, added
 base class

---
 .../spft/hardware/TriggerSender.java          | 35 +++++++++++++++++++
 .../neuralabc/spft/ui/ControlContent.java     | 32 ++++++++++++++---
 2 files changed, 63 insertions(+), 4 deletions(-)
 create mode 100644 src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java

diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
new file mode 100644
index 0000000..fc7048c
--- /dev/null
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -0,0 +1,35 @@
+package com.github.neuralabc.spft.hardware;
+
+import com.fazecast.jSerialComm.SerialPort;
+import com.github.neuralabc.spft.task.exceptions.ForceGaugeException;
+import com.github.neuralabc.spft.task.output.OutputSection;
+import com.github.neuralabc.spft.ui.ExperimentFrame;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.IOException;
+import java.nio.file.Path;
+import java.util.Arrays;
+import java.util.List;
+import java.util.stream.Collectors;
+
+
+/**
+ * A serial output device to output strings to indicate start/stop of trials
+ */
+public class TriggerSender implements Runnable {
+    private static final Logger LOG = LoggerFactory.getLogger(TriggerSender.class);
+
+    /**
+     * The name of a disabled device
+     */
+    public static String DISABLED = "Disabled";
+
+    @Override
+    public void run() {
+    }
+    public void stop() {
+    }
+    public void send() {
+    }
+}
\ No newline at end of file
diff --git a/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java b/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
index b8e51ac..10bf5f9 100644
--- a/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
+++ b/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
@@ -1,6 +1,7 @@
 package com.github.neuralabc.spft.ui;
 
 import com.github.neuralabc.spft.hardware.ForceGauge;
+import com.github.neuralabc.spft.hardware.TriggerSender;
 import com.github.neuralabc.spft.task.Session;
 import com.github.neuralabc.spft.task.config.SessionConfig;
 import com.github.neuralabc.spft.task.exceptions.SessionException;
@@ -34,6 +35,7 @@ public class ControlContent {
     private static final String LAST_FOLDER = "lastFolder";
     private static final String LAST_LEFT_DEVICE = "lastLeftDevice";
     private static final String LAST_RIGHT_DEVICE = "lastRightDevice";
+    private static final String LAST_TRIGGER_DEVICE = "lastTriggerDevice";
 
     private final Preferences prefs;
     private final ExperimentFrame.Binding experimentFrameBinding;
@@ -47,6 +49,7 @@ public class ControlContent {
     private JLabel versionLabel;
     private JComboBox<String> leftDevice;
     private JComboBox<String> rightDevice;
+    private JComboBox<String> triggerDevice;
     private JFormattedTextField maximumLeftContractionValue;
     private JFormattedTextField maximumRightContractionValue;
     private final JFileChooser fileChooser;
@@ -60,6 +63,7 @@ public ControlContent(ExperimentFrame.Binding binding) {
         loadButton.addActionListener(e -> loadClicked());
         leftDevice.addActionListener(this::deviceSelectionChanged);
         rightDevice.addActionListener(this::deviceSelectionChanged);
+        triggerDevice.addActionListener(this::deviceSelectionChanged);
 
         participantIdValue.addActionListener(e -> participantIdChanged(e.getActionCommand()));
         DefaultFormatter defaultFormatter = new DefaultFormatter();
@@ -79,11 +83,13 @@ public ControlContent(ExperimentFrame.Binding binding) {
 
         leftDevice.addItem(ForceGauge.DISABLED);
         rightDevice.addItem(ForceGauge.DISABLED);
+        triggerDevice.addItem(TriggerSender.DISABLED);
 
         List<String> availableDevices = ForceGauge.getDevices();
         availableDevices.forEach(device -> {
             leftDevice.addItem(device);
             rightDevice.addItem(device);
+            triggerDevice.addItem(device);
         });
 
         String lastLeftDevice = prefs.get(LAST_LEFT_DEVICE, ForceGauge.DISABLED);
@@ -94,6 +100,10 @@ public ControlContent(ExperimentFrame.Binding binding) {
         if (availableDevices.contains(lastRightDevice)) {
             rightDevice.setSelectedItem(lastRightDevice);
         }
+        String lastTriggerDevice = prefs.get(LAST_TRIGGER_DEVICE, TriggerSender.DISABLED);
+        if (availableDevices.contains(lastTriggerDevice)) {
+            triggerDevice.setSelectedItem(lastTriggerDevice);
+        }
     }
 
     private void loadClicked() {
@@ -115,6 +125,7 @@ private void loadClicked() {
                 rightDevice.setEnabled(true);
                 maximumRightContractionValue.setEnabled(true);
                 maximumRightContractionValue.setText("");
+                triggerDevice.setEnabled(true);
                 prefs.put(LAST_FOLDER, selectedFile.getParent());
                 experimentFrameBinding.setColours(currentSession.getConfig().getColours());
                 experimentFrameBinding.setForceRange(currentSession.getConfig().getForceProportionRange());
@@ -131,12 +142,14 @@ private void deviceSelectionChanged(ActionEvent event) {
             if (!editable) {
                 maximumLeftContractionValue.setText("");
             }
-        } else {
+        } else if (event.getSource() == rightDevice) {
             boolean editable = !ForceGauge.DISABLED.equals(rightDevice.getSelectedItem());
             maximumRightContractionValue.setEditable(editable);
             if (!editable) {
                 maximumRightContractionValue.setText("");
             }
+        } else {
+            boolean editable = !TriggerSender.DISABLED.equals(triggerDevice.getSelectedItem());
         }
     }
 
@@ -175,6 +188,8 @@ private void verifyIfComplete() {
             maximumLeftContractionValue.requestFocusInWindow();
         } else if (!ForceGauge.DISABLED.equals(rightDevice.getSelectedItem()) && maximumRightContractionValue.getText().isEmpty()) {
             maximumRightContractionValue.requestFocusInWindow();
+        } else if (!TriggerSender.DISABLED.equals(triggerDevice.getSelectedItem())) {
+            triggerDevice.requestFocusInWindow();
         } else {
             ready = true;
             startButton.requestFocusInWindow();
@@ -188,15 +203,17 @@ private void mvcChanged(String maximumContractionValue) {
 
     private void startClicked() {
         try {
-            if (leftDevice.getSelectedItem() == null || rightDevice.getSelectedItem() == null) {
+            if (leftDevice.getSelectedItem() == null || rightDevice.getSelectedItem() == null) { //TODO: add check here for trigger?
                 throw new IllegalStateException("Start should only be allowed when both left and right devices are set");
             }
             String leftItem = (String) leftDevice.getSelectedItem();
             prefs.put(LAST_LEFT_DEVICE, leftItem);
             String rightItem = (String) rightDevice.getSelectedItem();
             prefs.put(LAST_RIGHT_DEVICE, rightItem);
+            String triggerItem = (String) triggerDevice.getSelectedItem();
+            prefs.put(LAST_TRIGGER_DEVICE, triggerItem);
 
-            List<String> usedDevices = List.of(leftItem, rightItem);
+            List<String> usedDevices = List.of(leftItem, rightItem, triggerItem);
             int maximumLeftContraction = maximumLeftContractionValue.getText().isEmpty() ? -1 : Integer.parseInt(maximumLeftContractionValue.getText());
             int maximumRightContraction = maximumRightContractionValue.getText().isEmpty() ? -1 : Integer.parseInt(maximumRightContractionValue.getText());
             Session.SessionParameters sessionParameters = new Session.SessionParameters(participantIdValue.getText(), outputFileValue.getText(), usedDevices, maximumLeftContraction, maximumRightContraction);
@@ -208,6 +225,7 @@ private void startClicked() {
             maximumLeftContractionValue.setEnabled(false);
             rightDevice.setEnabled(false);
             maximumRightContractionValue.setEnabled(false);
+            triggerDevice.setEnabled(false); //TODO: check that this behaves as expected
         } catch (IOException exc) {
             JOptionPane.showMessageDialog(panel, exc.toString(), "Error writing output", JOptionPane.ERROR_MESSAGE);
         }
@@ -239,7 +257,7 @@ private void setData(SessionConfig data) {
      */
     private void $$$setupUI$$$() {
         panel = new JPanel();
-        panel.setLayout(new GridLayoutManager(10, 2, new Insets(10, 10, 10, 10), -1, -1));
+        panel.setLayout(new GridLayoutManager(12, 2, new Insets(10, 10, 10, 10), -1, -1));
         final JLabel label1 = new JLabel();
         label1.setText("Configuration");
         panel.add(label1, new GridConstraints(2, 0, 1, 1, GridConstraints.ANCHOR_WEST, GridConstraints.FILL_NONE, GridConstraints.SIZEPOLICY_FIXED, GridConstraints.SIZEPOLICY_FIXED, null, null, null, 0, false));
@@ -308,7 +326,13 @@ private void setData(SessionConfig data) {
         panel.add(label8, new GridConstraints(8, 0, 1, 1, GridConstraints.ANCHOR_WEST, GridConstraints.FILL_NONE, GridConstraints.SIZEPOLICY_FIXED, GridConstraints.SIZEPOLICY_FIXED, null, null, null, 0, false));
         rightDevice = new JComboBox();
         panel.add(rightDevice, new GridConstraints(8, 1, 1, 1, GridConstraints.ANCHOR_WEST, GridConstraints.FILL_HORIZONTAL, GridConstraints.SIZEPOLICY_CAN_GROW, GridConstraints.SIZEPOLICY_FIXED, null, null, null, 0, false));
+        final JLabel label9 = new JLabel();
+        label9.setText("Trigger device");
+        panel.add(label9, new GridConstraints(10, 0, 1, 1, GridConstraints.ANCHOR_WEST, GridConstraints.FILL_NONE, GridConstraints.SIZEPOLICY_FIXED, GridConstraints.SIZEPOLICY_FIXED, null, null, null, 0, false));
+        triggerDevice = new JComboBox();
+        panel.add(triggerDevice, new GridConstraints(10, 1, 1, 1, GridConstraints.ANCHOR_WEST, GridConstraints.FILL_HORIZONTAL, GridConstraints.SIZEPOLICY_CAN_GROW, GridConstraints.SIZEPOLICY_FIXED, null, null, null, 0, false));
     }
+    
 
     /**
      * @noinspection ALL

From 6069eab5c583b1719aee5848b62a72f16543b4ac Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Fri, 9 Sep 2022 10:17:00 -0400
Subject: [PATCH 03/49] txt

---
 src/main/java/com/github/neuralabc/spft/task/Trial.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index bafeffd..98baec6 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -48,8 +48,8 @@ public Trial(TrialConfig config, Map<String, SequenceConfig> sequencesPool, Trig
 
     public void run(ExperimentFrame.Binding binding, Path outputFile) throws InterruptedException, IOException {
         LOG.info("\t\tStarting trial '{}'", config.getName());
-        LOG.info("\t\tFrequency: '{}' Hz", sequence.getFrequency());
-        LOG.info("\t\tExpected | Actual Delay: '{} | {}' ms", 1000f/sequence.getFrequency(),Math.round(1000f/sequence.getFrequency()));
+        LOG.info("\t\tPresentation frequency: '{}' Hz", sequence.getFrequency());
+        LOG.info("\t\tExpected | Actual ISI: '{} | {}' ms", 1000f/sequence.getFrequency(),Math.round(1000f/sequence.getFrequency()));
         
         int delay = Math.round(1000f / sequence.getFrequency());
         Presentation presentation = new Presentation(binding);

From 8c139f10a4d1a16f6de78f00a5fcec13380cc353 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Sat, 10 Sep 2022 08:47:15 -0400
Subject: [PATCH 04/49] moved parts from force guage

---
 COM_trigger_sender_skeleton.patch             | 141 ++++++++++++++++++
 application_notes.txt                         |  13 ++
 .../spft/hardware/TriggerSender.java          |  42 ++++++
 3 files changed, 196 insertions(+)
 create mode 100644 COM_trigger_sender_skeleton.patch
 create mode 100644 application_notes.txt

diff --git a/COM_trigger_sender_skeleton.patch b/COM_trigger_sender_skeleton.patch
new file mode 100644
index 0000000..fca3e26
--- /dev/null
+++ b/COM_trigger_sender_skeleton.patch
@@ -0,0 +1,141 @@
+Index: src/main/java/com/github/neuralabc/spft/task/Block.java
+IDEA additional info:
+Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
+<+>UTF-8
+===================================================================
+diff --git a/src/main/java/com/github/neuralabc/spft/task/Block.java b/src/main/java/com/github/neuralabc/spft/task/Block.java
+--- a/src/main/java/com/github/neuralabc/spft/task/Block.java	(revision 759162e4f0f3757059e2c65efa43a85c80dd8e6c)
++++ b/src/main/java/com/github/neuralabc/spft/task/Block.java	(date 1661559574237)
+@@ -1,5 +1,6 @@
+ package com.github.neuralabc.spft.task;
+ 
++import com.github.neuralabc.spft.hardware.TriggerSender;
+ import com.github.neuralabc.spft.task.config.BlockConfig;
+ import com.github.neuralabc.spft.task.config.SequenceConfig;
+ import com.github.neuralabc.spft.task.output.OutputSection;
+@@ -21,9 +22,10 @@
+     private final BlockConfig config;
+     private final List<Trial> trials;
+ 
+-    public Block(BlockConfig config, Map<String, SequenceConfig> sequencesPool) {
++    public Block(BlockConfig config, Map<String, SequenceConfig> sequencesPool, TriggerSender triggerSender) {
+         this.config = config;
+-        trials = config.getTrials().stream().map(trialConfig -> new Trial(trialConfig, sequencesPool)).collect(Collectors.toList());
++        //TODO: if you want to send triggers at the block level, keep it here in a member variable, if not just pass it to the Trial like i do here
++        trials = config.getTrials().stream().map(trialConfig -> new Trial(trialConfig, sequencesPool, triggerSender)).collect(Collectors.toList());
+     }
+ 
+     public void run(ExperimentFrame.Binding binding, Path outputFile) throws InterruptedException, IOException {
+Index: src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+IDEA additional info:
+Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
+<+>UTF-8
+===================================================================
+diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+new file mode 100644
+--- /dev/null	(date 1661560510168)
++++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java	(date 1661560510168)
+@@ -0,0 +1,19 @@
++package com.github.neuralabc.spft.hardware;
++
++import com.fazecast.jSerialComm.SerialPort;
++
++public class TriggerSender {
++    private final SerialPort commPort;
++
++    public TriggerSender() {
++        commPort = SerialPort.getCommPort("SOME PORT NAME"); //TODO the name can be hardcoded here (easiest), read from a system property (less easy) or passed as parameter via the constructor coming from the UI where the user can choose which port, like with the force gauge (hardest)
++    }
++
++    public void send() {
++        //TODO: send data via commPort
++    }
++
++    public void stop() {
++        commPort.closePort();
++    }
++}
+Index: src/main/java/com/github/neuralabc/spft/task/Trial.java
+IDEA additional info:
+Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
+<+>UTF-8
+===================================================================
+diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
+--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java	(revision 759162e4f0f3757059e2c65efa43a85c80dd8e6c)
++++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java	(date 1661560370920)
+@@ -1,5 +1,6 @@
+ package com.github.neuralabc.spft.task;
+ 
++import com.github.neuralabc.spft.hardware.TriggerSender;
+ import com.github.neuralabc.spft.task.config.SequenceConfig;
+ import com.github.neuralabc.spft.task.config.TrialConfig;
+ import com.github.neuralabc.spft.task.output.OutputSection;
+@@ -21,13 +22,15 @@
+ public class Trial {
+     private static final Logger LOG = LoggerFactory.getLogger(Trial.class);
+     private final TrialConfig config;
++    private final TriggerSender triggerSender;
+     private final SequenceConfig sequence;
+     private final CountDownLatch sync;
+     private OutputSection leftReferenceOutput;
+     private OutputSection rightReferenceOutput;
+ 
+-    public Trial(TrialConfig config, Map<String, SequenceConfig> sequencesPool) {
++    public Trial(TrialConfig config, Map<String, SequenceConfig> sequencesPool, TriggerSender triggerSender) {
+         this.config = config;
++        this.triggerSender = triggerSender;
+         this.sequence = sequencesPool.get(config.getSequenceRef());
+         if (hasLeftSequence()) {
+             String sectionName = "leftReference";
+@@ -56,6 +59,7 @@
+         timer.start();
+ 
+         sync.await();
++        triggerSender.send();
+         timer.stop();
+         writeOutput(outputFile);
+     }
+Index: src/main/java/com/github/neuralabc/spft/task/Session.java
+IDEA additional info:
+Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
+<+>UTF-8
+===================================================================
+diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
+--- a/src/main/java/com/github/neuralabc/spft/task/Session.java	(revision 759162e4f0f3757059e2c65efa43a85c80dd8e6c)
++++ b/src/main/java/com/github/neuralabc/spft/task/Session.java	(date 1661560370908)
+@@ -1,6 +1,7 @@
+ package com.github.neuralabc.spft.task;
+ 
+ import com.github.neuralabc.spft.hardware.ForceGauge;
++import com.github.neuralabc.spft.hardware.TriggerSender;
+ import com.github.neuralabc.spft.hardware.TriggerTracker;
+ import com.github.neuralabc.spft.task.config.SessionConfig;
+ import com.github.neuralabc.spft.task.exceptions.OutputException;
+@@ -31,6 +32,7 @@
+     private static final double NANOS_IN_MILLI = 1e6;
+     private final SessionConfig config;
+     private final List<Block> blocks;
++    private final TriggerSender triggerSender;
+     private ExperimentFrame.Binding uiBinding;
+     private Path outputFile;
+     private ForceGauge leftDevice;
+@@ -51,8 +53,9 @@
+             } else {
+                 triggerTracker = TriggerTracker.NO_TRIGGERS;
+             }
++            triggerSender = new TriggerSender();
+ 
+-            blocks = config.getBlocks().stream().map(blockConfig -> new Block(blockConfig, config.getSequences())).collect(Collectors.toList());
++            blocks = config.getBlocks().stream().map(blockConfig -> new Block(blockConfig, config.getSequences(), triggerSender)).collect(Collectors.toList());
+         } catch (FileNotFoundException ex) {
+             throw new SessionException("Error opening configuration", ex);
+         } catch (YAMLException ex) {
+@@ -184,6 +187,8 @@
+             LOG.warn("Interrupted session '{}'", config.getSessionName(), e);
+         } catch (IOException e) {
+             LOG.error("Problem writing output to {}", outputFile, e);
++        } finally {
++            triggerSender.stop();
+         }
+     }
+ 
diff --git a/application_notes.txt b/application_notes.txt
new file mode 100644
index 0000000..cddde6a
--- /dev/null
+++ b/application_notes.txt
@@ -0,0 +1,13 @@
+hey Chris.
+I don't think creating it inside the trial will work since the trials are all created upfront (when you load a file, a Session is created and all its blocks are created and all the trials of the block are created), so this means if you instantiate the COM port there, it will be instantiated many times and COM ports cannot be shared. i guess you could make the port itself static and make the Trial just create a cocoon TriggerSender class. but that's not my recommended way
+
+I would say create a new class in the hardware package for this (TrialTriggerSender like you suggested) and instantiate it in the session constructor since there should be only 1 device per session. you keep it in a field of Session. The only thing remaining is how to make it accessible to the trial so the trial can call the TrialTriggerSender's send(). for this you need to pass the trigger sender to the block and the block to the trials
+
+here is a rough POC patch. you should be able to apply it directly https://git-scm.com/docs/git-apply
+obviously, no idea if this actually works, but the idea is there
+
+hope it helps
+
+cheers
+
+Alejandro
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index fc7048c..0e51634 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -19,17 +19,59 @@
  */
 public class TriggerSender implements Runnable {
     private static final Logger LOG = LoggerFactory.getLogger(TriggerSender.class);
+    public static final TriggerSender DISABLED_DEVICE = new TriggerSender(DISABLED, DISABLED, null);
+    private final String name;
+    private final SerialPort commPort;
+    private Thread thread;
+    private final ExperimentFrame.Binding binding;
 
     /**
      * The name of a disabled device
      */
     public static String DISABLED = "Disabled";
 
+    public TriggerSender(String deviceName, String portName, ExperimentFrame.Binding binding) {
+        name = deviceName;
+        this.binding = binding;
+        if (!deviceName.equals(DISABLED) && !portName.equals(DISABLED)) {
+            commPort = SerialPort.getCommPort(portName);
+            output = new OutputSection(1);
+            output.addEntry("- deviceName", deviceName);
+            output.addEntry("  portName", portName);
+        } else {
+            commPort = null;
+        }
+    }
+
+    public void start() {
+        if (isEnabled()) {
+            LOG.info("Starting device {}", this);
+            thread = new Thread(this, name + "-device"); // could rename here?
+            thread.start();
+        } else {
+            LOG.trace("Not starting device {} because it's disabled", this);
+        }
+    }
+
+    public boolean isEnabled() {
+        return commPort != null;
+    }
+
     @Override
     public void run() {
+        
+        if (!commPort.openPort()) {
+            throw new TriggerSenderException(commPort.getLastErrorCode(), "Error opening port " + commPort.getSystemPortName() + " for device " + name);
+        }
     }
+    
     public void stop() {
+        if (isEnabled()) {
+            LOG.debug("Stopping device {}", this);
+            thread.interrupt();
+        }
     }
+    
     public void send() {
     }
 }
\ No newline at end of file

From 648bcf4ee0cbea56bf454f3d0980c92d5cf417c5 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Sun, 11 Sep 2022 12:35:57 -0400
Subject: [PATCH 05/49] initial try at writing to com port

---
 .../neuralabc/spft/hardware/TriggerSender.java | 18 +++++++++++++-----
 .../com/github/neuralabc/spft/task/Trial.java  |  2 +-
 2 files changed, 14 insertions(+), 6 deletions(-)

diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index 0e51634..39b4ef5 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -15,7 +15,7 @@
 
 
 /**
- * A serial output device to output strings to indicate start/stop of trials
+ * A serial output device to write integers to serial port to indicate start/stop of trials
  */
 public class TriggerSender implements Runnable {
     private static final Logger LOG = LoggerFactory.getLogger(TriggerSender.class);
@@ -24,6 +24,7 @@ public class TriggerSender implements Runnable {
     private final SerialPort commPort;
     private Thread thread;
     private final ExperimentFrame.Binding binding;
+    final int baudRate = 115200; // could make a variable as required
 
     /**
      * The name of a disabled device
@@ -35,11 +36,16 @@ public TriggerSender(String deviceName, String portName, ExperimentFrame.Binding
         this.binding = binding;
         if (!deviceName.equals(DISABLED) && !portName.equals(DISABLED)) {
             commPort = SerialPort.getCommPort(portName);
-            output = new OutputSection(1);
-            output.addEntry("- deviceName", deviceName);
-            output.addEntry("  portName", portName);
+            // output = new OutputSection(1); //this could be used to write to the output xml file if you like
+            // output.addEntry("- deviceName", deviceName);
+            // output.addEntry("  portName", portName);
         } else {
             commPort = null;
+        commPort.setParity(SerialPort.NO_PARITY);
+        commPort.setNumStopBits(SerialPort.ONE_STOP_BIT);
+        commPort.setNumDataBits(8);
+        // commPort.addDataListener(this);
+        commPort.setBaudRate(baudRate);
         }
     }
 
@@ -72,6 +78,8 @@ public void stop() {
         }
     }
     
-    public void send() {
+    //immediately write a byte to the serial port
+    public void send(byte b) {
+        commPort.writeBytes(new byte[]{b}, 1);
     }
 }
\ No newline at end of file
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index 98baec6..5a8739f 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -59,7 +59,7 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         timer.start();
 
         sync.await();
-        triggerSender.send();
+        triggerSender.send((byte) 1);
         timer.stop();
         writeOutput(outputFile);
     }

From df32ccdb85997ac7fceeaeb8f60f53efcba68796 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Sun, 11 Sep 2022 14:44:49 -0400
Subject: [PATCH 06/49] first take at integrating triggering into trials

---
 .../spft/hardware/TriggerSender.java          | 20 +++++++++----------
 .../github/neuralabc/spft/task/Session.java   | 12 +++++++----
 .../com/github/neuralabc/spft/task/Trial.java |  7 ++++++-
 .../neuralabc/spft/ui/ControlContent.java     |  5 +++--
 4 files changed, 27 insertions(+), 17 deletions(-)

diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index 39b4ef5..06504da 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -19,7 +19,6 @@
  */
 public class TriggerSender implements Runnable {
     private static final Logger LOG = LoggerFactory.getLogger(TriggerSender.class);
-    public static final TriggerSender DISABLED_DEVICE = new TriggerSender(DISABLED, DISABLED, null);
     private final String name;
     private final SerialPort commPort;
     private Thread thread;
@@ -30,7 +29,8 @@ public class TriggerSender implements Runnable {
      * The name of a disabled device
      */
     public static String DISABLED = "Disabled";
-
+    public static final TriggerSender DISABLED_DEVICE = new TriggerSender(DISABLED, DISABLED, null);
+  
     public TriggerSender(String deviceName, String portName, ExperimentFrame.Binding binding) {
         name = deviceName;
         this.binding = binding;
@@ -39,13 +39,13 @@ public TriggerSender(String deviceName, String portName, ExperimentFrame.Binding
             // output = new OutputSection(1); //this could be used to write to the output xml file if you like
             // output.addEntry("- deviceName", deviceName);
             // output.addEntry("  portName", portName);
+            commPort.setParity(SerialPort.NO_PARITY);
+            commPort.setNumStopBits(SerialPort.ONE_STOP_BIT);
+            commPort.setNumDataBits(8);
+            // commPort.addDataListener(this);
+            commPort.setBaudRate(baudRate);
         } else {
             commPort = null;
-        commPort.setParity(SerialPort.NO_PARITY);
-        commPort.setNumStopBits(SerialPort.ONE_STOP_BIT);
-        commPort.setNumDataBits(8);
-        // commPort.addDataListener(this);
-        commPort.setBaudRate(baudRate);
         }
     }
 
@@ -66,9 +66,9 @@ public boolean isEnabled() {
     @Override
     public void run() {
         
-        if (!commPort.openPort()) {
-            throw new TriggerSenderException(commPort.getLastErrorCode(), "Error opening port " + commPort.getSystemPortName() + " for device " + name);
-        }
+        // if (!commPort.openPort()) {
+        //     throw new TriggerSenderException(commPort.getLastErrorCode(), "Error opening port " + commPort.getSystemPortName() + " for device " + name);
+        // }
     }
     
     public void stop() {
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index 730ff6f..3bfed26 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -32,12 +32,12 @@ public class Session implements Runnable {
     private static final double NANOS_IN_MILLI = 1e6;
     private final SessionConfig config;
     private final List<Block> blocks;
-    private final TriggerSender triggerSender;
     private ExperimentFrame.Binding uiBinding;
     private Path outputFile;
     private ForceGauge leftDevice;
     private ForceGauge rightDevice;
     private final TriggerTracker triggerTracker;
+    private TriggerSender triggerSender;
     private Thread thread;
 
     public Session(File selectedFile) {
@@ -53,8 +53,7 @@ public Session(File selectedFile) {
             } else {
                 triggerTracker = TriggerTracker.NO_TRIGGERS;
             }
-            triggerSender = new TriggerSender();
-
+            
             blocks = config.getBlocks().stream().map(blockConfig -> new Block(blockConfig, config.getSequences(), triggerSender)).collect(Collectors.toList());
         } catch (FileNotFoundException ex) {
             throw new SessionException("Error opening configuration", ex);
@@ -78,6 +77,10 @@ public void start(SessionParameters sessionParameters, ExperimentFrame.Binding b
         if (!leftDevice.isEnabled() && !rightDevice.isEnabled()) {
             LOG.warn("All devices are disabled. There will be no force data");
         }
+        triggerSender = new TriggerSender("triggerDevice",sessionParameters.usedTriggerPort(),binding);
+        if (!triggerSender.isEnabled()) {
+            LOG.warn("Trigger device is not present. No triggering to external device.");
+        }
         this.outputFile = Path.of(sessionParameters.outputFile());
         writeSessionMetadata(sessionParameters);
         uiBinding = binding;
@@ -149,6 +152,7 @@ public void run() {
             triggerTracker.waitNext();
             leftDevice.start();
             rightDevice.start();
+            triggerSender.start();
 
             for (int currentBlock = 0; currentBlock < config.getBlocks().size(); currentBlock++) {
                 Block nextBlock = blocks.get(currentBlock);
@@ -214,6 +218,6 @@ private boolean isTriggerStarted() {
     }
 
     public record SessionParameters(String participantId, String outputFile, List<String> forceDevicesPorts,
-                                    int maximumLeftContraction, int maximumRightContraction) {
+                                    int maximumLeftContraction, int maximumRightContraction, String usedTriggerPort) {
     }
 }
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index 5a8739f..d513475 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -56,10 +56,15 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         Timer timer = new Timer(delay, presentation);
         timer.setInitialDelay(0);
         timer.setRepeats(true);
+        if (!(this.triggerSender == null)){
+            triggerSender.send((byte) 1);
+        }
         timer.start();
 
         sync.await();
-        triggerSender.send((byte) 1);
+        if (!(this.triggerSender == null)){
+            triggerSender.send((byte) 1);
+        }
         timer.stop();
         writeOutput(outputFile);
     }
diff --git a/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java b/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
index 10bf5f9..f360b71 100644
--- a/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
+++ b/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
@@ -213,10 +213,11 @@ private void startClicked() {
             String triggerItem = (String) triggerDevice.getSelectedItem();
             prefs.put(LAST_TRIGGER_DEVICE, triggerItem);
 
-            List<String> usedDevices = List.of(leftItem, rightItem, triggerItem);
+            List<String> usedDevices = List.of(leftItem, rightItem);
+            String usedTrigger = triggerItem;
             int maximumLeftContraction = maximumLeftContractionValue.getText().isEmpty() ? -1 : Integer.parseInt(maximumLeftContractionValue.getText());
             int maximumRightContraction = maximumRightContractionValue.getText().isEmpty() ? -1 : Integer.parseInt(maximumRightContractionValue.getText());
-            Session.SessionParameters sessionParameters = new Session.SessionParameters(participantIdValue.getText(), outputFileValue.getText(), usedDevices, maximumLeftContraction, maximumRightContraction);
+            Session.SessionParameters sessionParameters = new Session.SessionParameters(participantIdValue.getText(), outputFileValue.getText(), usedDevices, maximumLeftContraction, maximumRightContraction, usedTrigger);
             currentSession.start(sessionParameters, experimentFrameBinding);
 
             startButton.setEnabled(false);

From 8b5100f50fb92ae1aa498f810ca8ffb84eba762d Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Mon, 12 Sep 2022 16:22:45 -0400
Subject: [PATCH 07/49] triggering partially working, not pulled through to
 trial level

---
 .../output/xxx_Test_Right_Only_out-file.yml   | 15 +++-------
 .../spft/hardware/TriggerSender.java          | 30 ++++++++++++++-----
 .../github/neuralabc/spft/task/Session.java   |  5 +++-
 .../com/github/neuralabc/spft/task/Trial.java |  2 ++
 4 files changed, 33 insertions(+), 19 deletions(-)

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index 2246362..ce03e15 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,20 +1,13 @@
 sessionName: Test_Right_Only
-startTime: 2022-06-23T20:04:52.147907616Z
-configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/onetrial_SPFT_LAB_data.yml
-configurationChecksum: 1cdb9eb00ac1d843085f5945aa064b26
+startTime: 2022-09-12T20:15:06.065859454Z
+configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
+configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
 participantId: xxx
 forceProportionRange: 
   min: 0.05
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 23772824.70
+    startTimestamp: 526199122.04
     trials: 
     - trialName: 1_SMP
-      leftReference: 
-        times: [23774827.84, 23774845.17, 23774862.26, 23774879.38, 23774896.49, 23774913.61, 23774930.73, 23774947.84, 23774964.96, 23774982.12, 23774999.22, 23775016.34, 23775033.43, 23775050.55, 23775067.67, 23775084.76, 23775101.88, 23775119.00, 23775136.12, 23775153.22, 23775170.31, 23775187.43, 23775204.56, 23775221.66, 23775238.79, 23775255.92, 23775273.04, 23775290.15, 23775307.26, 23775324.38, 23775341.48, 23775358.58, 23775375.70, 23775392.82, 23775409.92, 23775427.04, 23775444.16, 23775461.31, 23775478.41, 23775495.52, 23775512.65, 23775529.77, 23775546.89, 23775564.01, 23775581.13, 23775598.23, 23775615.35, 23775632.46, 23775649.59, 23775666.70, 23775683.82, 23775700.94, 23775718.06, 23775735.17, 23775752.29, 23775769.42, 23775786.54, 23775803.65, 23775820.75, 23775837.87, 23775855.00, 23775872.11, 23775889.23, 23775906.32, 23775923.43, 23775940.56, 23775957.68, 23775974.80, 23775991.90, 23776009.00, 23776026.11, 23776043.24, 23776060.36, 23776077.45, 23776094.57, 23776111.69, 23776128.80, 23776145.94, 23776163.09, 23776180.20, 23776197.33, 23776214.43, 23776231.55, 23776248.67, 23776265.79, 23776282.90, 23776300.03, 23776317.15, 23776334.25, 23776351.37, 23776368.49, 23776385.61, 23776402.71, 23776419.83, 23776436.94, 23776454.05, 23776471.17, 23776488.26, 23776505.38, 23776522.50, 23776539.64, 23776556.72, 23776573.83, 23776590.92, 23776608.02, 23776625.12, 23776642.22, 23776659.31, 23776676.41, 23776693.50, 23776710.61, 23776727.71, 23776744.80, 23776761.88, 23776778.98, 23776796.08, 23776813.18, 23776830.28, 23776847.39, 23776864.49, 23776881.58, 23776898.67, 23776915.76, 23776932.86, 23776949.96, 23776967.04, 23776984.14, 23777001.23, 23777018.33, 23777035.42, 23777052.51, 23777069.60, 23777086.70, 23777103.80, 23777120.89, 23777137.98, 23777155.08, 23777172.16, 23777189.26, 23777206.35, 23777223.45, 23777240.55, 23777257.63, 23777274.71, 23777291.81, 23777308.90, 23777326.00, 23777343.10, 23777360.20, 23777377.29, 23777394.37, 23777411.44, 23777428.52, 23777445.60, 23777462.67, 23777479.76, 23777496.84, 23777513.95, 23777531.05, 23777548.16, 23777565.24, 23777582.34, 23777599.42, 23777616.52, 23777633.62, 23777650.74, 23777667.82, 23777684.92, 23777702.02, 23777719.13, 23777736.21, 23777753.31, 23777770.39, 23777787.49, 23777804.58, 23777821.68, 23777838.76, 23777855.84, 23777872.93, 23777890.03, 23777907.14, 23777924.22, 23777941.32, 23777958.46, 23777975.56, 23777992.68, 23778009.77, 23778026.85, 23778043.94, 23778061.03, 23778078.10, 23778095.19, 23778112.29, 23778129.36, 23778146.46, 23778163.55, 23778180.63, 23778197.70, 23778214.80, 23778231.91, 23778248.95, 23778266.03, 23778283.13, 23778300.24, 23778317.35, 23778334.41, 23778351.51, 23778368.60, 23778385.70, 23778402.78, 23778419.88, 23778436.95, 23778454.04, 23778471.12, 23778488.21, 23778505.29, 23778522.38, 23778539.46, 23778556.56, 23778573.64, 23778590.72, 23778607.81, 23778624.89, 23778641.97, 23778659.06, 23778676.13, 23778693.22, 23778710.31, 23778727.38, 23778744.47, 23778761.56, 23778778.68, 23778795.74, 23778812.83, 23778829.89, 23778846.98, 23778864.09, 23778881.14, 23778898.22, 23778915.31, 23778932.39, 23778949.47, 23778966.54, 23778983.62, 23779000.73, 23779017.80, 23779034.90, 23779051.97, 23779069.06, 23779086.12, 23779103.22, 23779120.30, 23779137.39, 23779154.47, 23779171.55, 23779188.65, 23779205.72, 23779222.77, 23779239.87, 23779256.95, 23779274.04, 23779291.13, 23779308.21, 23779325.31, 23779342.38, 23779359.47, 23779376.55, 23779393.64, 23779410.73, 23779427.81, 23779444.90, 23779461.98, 23779479.07, 23779496.13, 23779513.19, 23779530.26, 23779547.33, 23779564.41, 23779581.47, 23779598.54, 23779615.61, 23779632.68, 23779649.74, 23779666.82, 23779683.89, 23779700.95, 23779718.02, 23779735.08, 23779752.15, 23779769.22, 23779786.29, 23779803.36, 23779820.42, 23779837.49, 23779854.55, 23779871.62, 23779888.69, 23779905.76, 23779922.82, 23779939.89, 23779956.96, 23779974.03, 23779991.09, 23780008.22, 23780025.28, 23780042.36, 23780059.45, 23780076.53, 23780093.61, 23780110.70, 23780127.78, 23780144.87, 23780161.95, 23780179.04, 23780196.12, 23780213.21, 23780230.30, 23780247.38, 23780264.46, 23780281.58, 23780298.63, 23780315.72, 23780332.80, 23780349.89, 23780366.97, 23780384.06, 23780401.14, 23780418.23, 23780435.32, 23780452.40, 23780469.48, 23780486.57, 23780503.65, 23780520.74, 23780537.82, 23780554.90, 23780571.99, 23780589.07, 23780606.16, 23780623.25, 23780640.33, 23780657.38, 23780674.46, 23780691.55, 23780708.63, 23780725.72, 23780742.81, 23780759.90, 23780776.98, 23780794.07, 23780811.15, 23780828.25, 23780845.33, 23780862.40, 23780879.49, 23780896.58, 23780913.65, 23780930.72, 23780947.81, 23780964.88, 23780981.96, 23780999.04, 23781016.14, 23781033.22, 23781050.30, 23781067.37, 23781084.44, 23781101.52, 23781118.61, 23781135.69, 23781152.77, 23781169.86, 23781186.94, 23781204.03, 23781221.11, 23781238.20, 23781255.27, 23781272.35, 23781289.44, 23781306.52, 23781323.61, 23781340.70, 23781357.80, 23781374.88, 23781391.97, 23781409.06, 23781426.14, 23781443.22, 23781460.30, 23781477.39, 23781494.48, 23781511.57, 23781528.66, 23781545.74, 23781562.82, 23781579.91, 23781596.98, 23781614.07, 23781631.16, 23781648.25, 23781665.33, 23781682.41, 23781699.49, 23781716.58, 23781733.66, 23781750.75, 23781767.82, 23781784.91, 23781801.99, 23781819.08, 23781836.16, 23781853.25, 23781870.34, 23781887.42, 23781904.51, 23781921.59, 23781938.68, 23781955.76, 23781972.84, 23781989.93, 23782007.01, 23782024.10, 23782041.17, 23782058.24, 23782075.32, 23782092.39, 23782109.48, 23782126.56, 23782143.65, 23782160.73, 23782177.82, 23782194.90, 23782211.99, 23782229.07, 23782246.16, 23782263.24, 23782280.32, 23782297.38, 23782314.47, 23782331.57, 23782348.63, 23782365.71, 23782382.79, 23782399.89, 23782416.98, 23782434.00, 23782451.11, 23782468.18, 23782485.24, 23782502.31, 23782519.39, 23782536.47, 23782553.56, 23782570.64, 23782587.70, 23782604.77, 23782621.85, 23782638.93, 23782656.02, 23782673.09, 23782690.16, 23782707.22, 23782724.30, 23782741.39, 23782758.46, 23782775.54, 23782792.60, 23782809.67, 23782826.75, 23782843.84, 23782860.91, 23782877.97, 23782895.04, 23782912.12, 23782929.21, 23782946.29, 23782963.37, 23782980.43, 23782997.50, 23783014.59, 23783031.67, 23783048.76, 23783065.85, 23783082.93, 23783100.01, 23783117.09, 23783134.18, 23783151.27, 23783168.34, 23783185.43, 23783202.50, 23783219.59, 23783236.67, 23783253.76, 23783270.84, 23783287.92, 23783304.99, 23783322.07, 23783339.16, 23783356.25, 23783373.33, 23783390.41, 23783407.48, 23783424.56, 23783441.65, 23783458.73, 23783475.81, 23783492.89, 23783509.96, 23783527.03, 23783544.13, 23783561.20, 23783578.27, 23783595.36, 23783612.44, 23783629.52, 23783646.61, 23783663.70, 23783680.78, 23783697.87, 23783714.95, 23783732.04, 23783749.13, 23783766.21, 23783783.28, 23783800.36, 23783817.44, 23783834.52, 23783851.61, 23783868.68, 23783885.75, 23783902.82, 23783919.90, 23783936.98, 23783954.07, 23783971.14, 23783988.21, 23784005.31, 23784022.39, 23784039.48, 23784056.57, 23784073.65, 23784090.73, 23784107.81, 23784124.87, 23784141.96, 23784159.04, 23784176.11, 23784193.18, 23784210.26, 23784227.34, 23784244.42, 23784261.50, 23784278.56, 23784295.63, 23784312.71, 23784329.77, 23784346.89, 23784363.98, 23784381.02, 23784398.09, 23784415.17, 23784432.25, 23784449.35, 23784466.43, 23784483.50, 23784500.57, 23784517.65, 23784534.74, 23784551.82, 23784568.90, 23784585.96, 23784603.03, 23784620.11, 23784637.19, 23784654.28, 23784671.35, 23784688.42, 23784705.48, 23784722.56, 23784739.65, 23784756.78, 23784773.86, 23784790.91, 23784807.94, 23784825.03, 23784842.10, 23784859.17, 23784876.24, 23784893.32, 23784910.37, 23784927.45, 23784944.54, 23784961.60, 23784978.67, 23784995.74, 23785012.83, 23785029.91, 23785047.00, 23785064.07, 23785081.14, 23785098.21, 23785115.29, 23785132.37, 23785149.46, 23785166.53, 23785183.59, 23785200.66, 23785217.74, 23785234.82, 23785251.91, 23785268.98, 23785286.05, 23785303.11, 23785320.20, 23785337.28, 23785354.37, 23785371.45, 23785388.53, 23785405.62, 23785422.69, 23785439.77, 23785456.86, 23785473.95, 23785491.02, 23785508.10, 23785525.18, 23785542.26, 23785559.34, 23785576.42, 23785593.49, 23785610.57, 23785627.65, 23785644.74, 23785661.81, 23785678.90, 23785695.96, 23785713.04, 23785730.13, 23785747.21, 23785764.27, 23785781.36, 23785798.43, 23785815.52, 23785832.60, 23785849.69, 23785866.80, 23785883.87, 23785900.96, 23785918.04, 23785935.13, 23785952.22, 23785969.32, 23785986.39, 23786003.48, 23786020.57, 23786037.66, 23786054.75, 23786071.84, 23786088.93, 23786106.02, 23786123.09, 23786140.24, 23786157.37, 23786174.44, 23786191.50, 23786208.59, 23786225.66, 23786242.75, 23786259.82, 23786276.90, 23786293.97, 23786311.05, 23786328.13, 23786345.22, 23786362.28, 23786379.35, 23786396.42, 23786413.50, 23786430.58, 23786447.67, 23786464.74, 23786481.81, 23786498.87, 23786515.95, 23786533.03, 23786550.12, 23786567.19, 23786584.26, 23786601.32, 23786618.41, 23786635.48, 23786652.57, 23786669.64, 23786686.73, 23786703.82, 23786720.88, 23786737.97, 23786755.05, 23786772.14, 23786789.21, 23786806.26, 23786823.34, 23786840.42, 23786857.51, 23786874.60, 23786891.66, 23786908.72, 23786925.80, 23786942.88, 23786959.95, 23786977.03, 23786994.09, 23787011.17, 23787028.25, 23787045.36, 23787062.43, 23787079.51, 23787096.57, 23787113.65, 23787130.72, 23787147.81, 23787164.88, 23787181.95, 23787199.03, 23787216.09, 23787233.18, 23787250.26, 23787267.35, 23787284.41, 23787301.47, 23787318.55, 23787335.63, 23787352.72, 23787369.80, 23787386.87, 23787403.92, 23787421.00, 23787438.09, 23787455.17, 23787472.26, 23787489.32, 23787506.38, 23787523.46, 23787540.55, 23787557.63, 23787574.71, 23787591.78, 23787608.85, 23787625.92, 23787643.00, 23787660.07, 23787677.15, 23787694.21, 23787711.28, 23787728.35, 23787745.43, 23787762.51, 23787779.59, 23787796.65, 23787813.72, 23787830.82, 23787847.89, 23787864.98, 23787882.06, 23787899.11, 23787916.19, 23787933.28, 23787950.36, 23787967.44, 23787984.51, 23788001.58, 23788018.66, 23788035.75, 23788052.85, 23788069.93, 23788086.99, 23788104.06, 23788121.13, 23788138.21, 23788155.30, 23788172.38, 23788189.47, 23788206.54, 23788223.62, 23788240.70, 23788257.79, 23788274.87, 23788291.96, 23788309.03, 23788326.11, 23788343.20, 23788360.26, 23788377.35, 23788394.41, 23788411.47, 23788428.55, 23788445.63, 23788462.72, 23788479.78, 23788496.85, 23788513.92, 23788531.00, 23788548.09, 23788565.16, 23788582.23, 23788599.30, 23788616.37, 23788633.45, 23788650.54, 23788667.62, 23788684.69, 23788701.74, 23788718.82, 23788735.91, 23788752.99, 23788770.08, 23788787.14, 23788804.20, 23788821.28, 23788838.36, 23788855.45, 23788872.53, 23788889.60, 23788906.65, 23788923.73, 23788940.81, 23788957.90, 23788974.98, 23788992.05, 23789009.13, 23789026.21, 23789043.28, 23789060.34, 23789077.42, 23789094.48, 23789111.53, 23789128.61, 23789145.70, 23789162.77, 23789179.84, 23789196.91, 23789213.96, 23789231.04, 23789248.13, 23789265.21, 23789282.28, 23789299.34, 23789316.41, 23789333.49, 23789350.59, 23789367.72, 23789384.82, 23789401.93, 23789419.03, 23789436.13, 23789453.24, 23789470.34, 23789487.45, 23789504.55, 23789521.65, 23789538.76, 23789555.85, 23789572.95, 23789590.05, 23789607.14, 23789624.24, 23789641.35, 23789658.46, 23789675.56, 23789692.67, 23789709.77, 23789726.87, 23789743.96, 23789761.06, 23789778.17, 23789795.27, 23789812.37, 23789829.48, 23789846.58, 23789863.68, 23789880.79, 23789897.89, 23789915.00, 23789932.10, 23789949.21, 23789966.28, 23789983.38, 23790000.47, 23790017.57, 23790034.67, 23790051.79, 23790068.89, 23790085.99, 23790103.09, 23790120.20, 23790137.31, 23790154.41, 23790171.51, 23790188.61, 23790205.72, 23790222.82, 23790239.92, 23790257.03, 23790274.13, 23790291.24, 23790308.34, 23790325.43, 23790342.55, 23790359.66, 23790376.76, 23790393.86, 23790410.97, 23790428.07, 23790445.18, 23790462.26, 23790479.36, 23790496.47, 23790513.57, 23790530.67, 23790547.78, 23790564.88, 23790581.99, 23790599.09, 23790616.19, 23790633.31, 23790650.40, 23790667.51, 23790684.62, 23790701.71, 23790718.82, 23790735.92, 23790753.03, 23790770.13, 23790787.24, 23790804.34, 23790821.44, 23790838.55, 23790855.66, 23790872.77, 23790889.87, 23790906.96, 23790924.07, 23790941.18, 23790958.28, 23790975.43, 23790992.52, 23791009.63, 23791026.71, 23791043.82, 23791060.92, 23791078.02, 23791095.13, 23791112.23, 23791129.33, 23791146.42, 23791163.50, 23791180.61, 23791197.71, 23791214.82, 23791231.92, 23791249.03, 23791266.11, 23791283.21, 23791300.32, 23791317.42, 23791334.52, 23791351.63, 23791368.73, 23791385.84, 23791402.94, 23791420.04, 23791437.15, 23791454.25, 23791471.37, 23791488.47, 23791505.57, 23791522.70, 23791539.80, 23791556.90, 23791574.00, 23791591.10, 23791608.20, 23791625.32, 23791642.41, 23791659.52, 23791676.62, 23791693.72, 23791710.83, 23791727.93, 23791745.02, 23791762.11, 23791779.23, 23791796.33, 23791813.43, 23791830.54, 23791847.64, 23791864.74, 23791881.85, 23791898.95, 23791916.05, 23791933.15, 23791950.24, 23791967.34, 23791984.45, 23792001.54, 23792018.64, 23792035.74, 23792052.83, 23792069.90, 23792086.98, 23792104.07, 23792121.17, 23792138.27, 23792155.38, 23792172.48, 23792189.59, 23792206.69, 23792223.79, 23792240.89, 23792258.00, 23792275.11, 23792292.21, 23792309.32, 23792326.42, 23792343.52, 23792360.62, 23792377.73, 23792394.83, 23792411.92, 23792429.04, 23792446.13, 23792463.23, 23792480.33, 23792497.44, 23792514.54, 23792531.65, 23792548.75, 23792565.84, 23792582.95, 23792600.06, 23792617.17, 23792634.28, 23792651.38, 23792668.48, 23792685.59, 23792702.69, 23792719.79, 23792736.89, 23792754.00, 23792771.10, 23792788.20, 23792805.32, 23792822.42, 23792839.52, 23792856.62, 23792873.73, 23792890.83, 23792907.93, 23792925.03, 23792942.14, 23792959.24, 23792976.34, 23792993.45, 23793010.55, 23793027.66, 23793044.76, 23793061.87, 23793078.98, 23793096.08, 23793113.18, 23793130.28, 23793147.39, 23793164.47, 23793181.57, 23793198.67, 23793215.78, 23793232.88, 23793249.97, 23793267.07, 23793284.17, 23793301.27, 23793318.38, 23793335.48, 23793352.59, 23793369.69, 23793386.80, 23793403.90, 23793421.00, 23793438.11, 23793455.21, 23793472.31, 23793489.42, 23793506.52, 23793523.62, 23793540.73, 23793557.83, 23793574.94, 23793592.04, 23793609.13, 23793626.25, 23793643.35, 23793660.46, 23793677.56, 23793694.66, 23793711.76, 23793728.87, 23793745.97, 23793763.08, 23793780.18, 23793797.28, 23793814.39, 23793831.49, 23793848.59, 23793865.68, 23793882.79, 23793899.89, 23793916.99, 23793934.09, 23793951.20, 23793968.30, 23793985.40, 23794002.49, 23794019.60, 23794036.70, 23794053.81, 23794070.89, 23794087.99, 23794105.09, 23794122.21, 23794139.30, 23794156.40, 23794173.51, 23794190.60, 23794207.70, 23794224.81, 23794241.91, 23794259.01, 23794276.12, 23794293.22, 23794310.33, 23794327.43, 23794344.53, 23794361.64, 23794378.74, 23794395.85, 23794412.95, 23794430.05, 23794447.14, 23794464.24, 23794481.36, 23794498.47, 23794515.59, 23794532.69, 23794549.77, 23794566.88, 23794583.99, 23794601.08, 23794618.19, 23794635.29, 23794652.40, 23794669.48, 23794686.59, 23794703.70, 23794720.81, 23794737.90, 23794755.01, 23794772.11, 23794789.22, 23794806.32, 23794823.43, 23794840.53, 23794857.63, 23794874.74, 23794891.84, 23794908.94, 23794926.06, 23794943.15, 23794960.26, 23794977.36, 23794994.48, 23795011.58, 23795028.68, 23795045.78, 23795062.88, 23795079.99, 23795097.09, 23795114.19, 23795131.31, 23795148.39, 23795165.45, 23795182.55, 23795199.66, 23795216.76, 23795233.86, 23795250.97, 23795268.07, 23795285.17, 23795302.28, 23795319.38, 23795336.48, 23795353.59, 23795370.69, 23795387.80, 23795404.90, 23795422.00, 23795439.10, 23795456.22, 23795473.33, 23795490.43, 23795507.53, 23795524.64, 23795541.74, 23795558.85, 23795575.93, 23795593.02, 23795610.10, 23795627.21, 23795644.31, 23795661.41, 23795678.52, 23795695.62, 23795712.74, 23795729.83, 23795746.93, 23795764.03, 23795781.15, 23795798.24, 23795815.37, 23795832.47, 23795849.55, 23795866.66, 23795883.75, 23795900.85, 23795917.97, 23795935.06, 23795952.16, 23795969.28, 23795986.38, 23796003.48, 23796020.60, 23796037.69, 23796054.79, 23796071.90, 23796088.98, 23796106.06, 23796123.18, 23796140.27, 23796157.37, 23796174.48, 23796191.59, 23796208.71, 23796225.82, 23796242.90, 23796260.01, 23796277.11, 23796294.21, 23796311.32, 23796328.43, 23796345.52, 23796362.62, 23796379.73, 23796396.83, 23796413.94, 23796431.03, 23796448.14, 23796465.24, 23796482.35, 23796499.45, 23796516.57, 23796533.65, 23796550.74, 23796567.84, 23796584.95, 23796602.05, 23796619.17, 23796636.26, 23796653.36, 23796670.48, 23796687.57, 23796704.67, 23796721.79, 23796738.87, 23796755.98, 23796773.09, 23796790.16, 23796807.27, 23796824.38, 23796841.47, 23796858.58, 23796875.69, 23796892.78, 23796909.89, 23796927.00, 23796944.09, 23796961.20, 23796978.31, 23796995.40, 23797012.51, 23797029.60, 23797046.70, 23797063.81, 23797080.92, 23797098.01, 23797115.13, 23797132.22, 23797149.31, 23797166.42, 23797183.51, 23797200.62, 23797217.73, 23797234.82, 23797251.92, 23797269.03, 23797286.13, 23797303.23, 23797320.35, 23797337.44, 23797354.54, 23797371.66, 23797388.75, 23797405.88, 23797422.98, 23797440.09, 23797457.19, 23797474.29, 23797491.40, 23797508.50, 23797525.60, 23797542.70, 23797559.81, 23797576.92, 23797594.00, 23797611.08, 23797628.19, 23797645.29, 23797662.39, 23797679.49, 23797696.60, 23797713.70, 23797730.80, 23797747.91, 23797765.01, 23797782.11, 23797799.22, 23797816.33, 23797833.43, 23797850.52, 23797867.62, 23797884.72, 23797901.83, 23797918.93, 23797936.03, 23797953.14, 23797970.24, 23797987.34, 23798004.44, 23798021.55, 23798038.65, 23798055.76, 23798072.86, 23798089.97, 23798107.08, 23798124.18, 23798141.28, 23798158.39, 23798175.49, 23798192.59, 23798209.70, 23798226.80, 23798243.90, 23798261.01, 23798278.11, 23798295.21, 23798312.31, 23798329.42, 23798346.52, 23798363.62, 23798380.73, 23798397.83, 23798414.94, 23798432.04, 23798449.14, 23798466.24, 23798483.35, 23798500.45, 23798517.55, 23798534.65, 23798551.76, 23798568.86, 23798585.96, 23798603.06, 23798620.17, 23798637.27, 23798654.38, 23798671.48, 23798688.58, 23798705.69, 23798722.79, 23798739.89, 23798757.00, 23798774.08, 23798791.20, 23798808.30, 23798825.40, 23798842.51, 23798859.61, 23798876.71, 23798893.82, 23798910.92, 23798928.02, 23798945.12, 23798962.23, 23798979.33, 23798996.44, 23799013.54, 23799030.64, 23799047.74, 23799064.85, 23799081.95, 23799099.05, 23799116.16, 23799133.26, 23799150.36, 23799167.47, 23799184.57, 23799201.68, 23799218.78, 23799235.88, 23799252.98, 23799270.09, 23799287.19, 23799304.29, 23799321.39, 23799338.50, 23799355.60, 23799372.70, 23799389.80, 23799406.91, 23799424.01]
-        values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
-    endTimestamp: 23801431.80
-triggers: 
-    times: [23772823.95]
-    values: [5]
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index 06504da..b7bea4f 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -8,6 +8,7 @@
 import org.slf4j.LoggerFactory;
 
 import java.io.IOException;
+import java.io.OutputStream;
 import java.nio.file.Path;
 import java.util.Arrays;
 import java.util.List;
@@ -21,6 +22,7 @@ public class TriggerSender implements Runnable {
     private static final Logger LOG = LoggerFactory.getLogger(TriggerSender.class);
     private final String name;
     private final SerialPort commPort;
+    private OutputStream serialOut;
     private Thread thread;
     private final ExperimentFrame.Binding binding;
     final int baudRate = 115200; // could make a variable as required
@@ -47,13 +49,21 @@ public TriggerSender(String deviceName, String portName, ExperimentFrame.Binding
         } else {
             commPort = null;
         }
+        if (this.commPort != null) {
+            this.commPort.openPort();
+			serialOut = this.commPort.getOutputStream();
+            //test write
+            send((byte) 1);
+        }
     }
 
     public void start() {
         if (isEnabled()) {
-            LOG.info("Starting device {}", this);
-            thread = new Thread(this, name + "-device"); // could rename here?
+            LOG.info("Starting trigger device {}", this);
+            thread = new Thread(this, name + "-triggerDevice"); // could rename here?
             thread.start();
+            this.send((byte) 1);
+            LOG.info("Trigger device successfully started");
         } else {
             LOG.trace("Not starting device {} because it's disabled", this);
         }
@@ -65,10 +75,16 @@ public boolean isEnabled() {
 
     @Override
     public void run() {
-        
-        // if (!commPort.openPort()) {
-        //     throw new TriggerSenderException(commPort.getLastErrorCode(), "Error opening port " + commPort.getSystemPortName() + " for device " + name);
-        // }
+        try {
+            // Displaying the thread that is running
+            System.out.println(
+                "Thread " + thread.currentThread().getId()
+                + " is running");
+        }
+        catch (Exception e) {
+            // Throwing an exception
+            System.out.println("Exception is caught");
+        }
     }
     
     public void stop() {
@@ -80,6 +96,6 @@ public void stop() {
     
     //immediately write a byte to the serial port
     public void send(byte b) {
-        commPort.writeBytes(new byte[]{b}, 1);
+        this.commPort.writeBytes(new byte[]{b}, 1);
     }
 }
\ No newline at end of file
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index 3bfed26..0129c8e 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -80,6 +80,9 @@ public void start(SessionParameters sessionParameters, ExperimentFrame.Binding b
         triggerSender = new TriggerSender("triggerDevice",sessionParameters.usedTriggerPort(),binding);
         if (!triggerSender.isEnabled()) {
             LOG.warn("Trigger device is not present. No triggering to external device.");
+        } else {
+            LOG.info("Trigger device is present and available.");
+            LOG.info("\t{}",triggerSender);
         }
         this.outputFile = Path.of(sessionParameters.outputFile());
         writeSessionMetadata(sessionParameters);
@@ -153,7 +156,7 @@ public void run() {
             leftDevice.start();
             rightDevice.start();
             triggerSender.start();
-
+            triggerSender.send((byte) 1); //TODO REMOVE THIS XXX XXX
             for (int currentBlock = 0; currentBlock < config.getBlocks().size(); currentBlock++) {
                 Block nextBlock = blocks.get(currentBlock);
 
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index d513475..434aa8b 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -56,7 +56,9 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         Timer timer = new Timer(delay, presentation);
         timer.setInitialDelay(0);
         timer.setRepeats(true);
+        triggerSender.send((byte) 1);
         if (!(this.triggerSender == null)){
+            LOG.info("\t\tAttempting to send start of trial trigger");
             triggerSender.send((byte) 1);
         }
         timer.start();

From a000e9f8dc4a4f4259fff169e4d8c0b6c7980ff0 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Mon, 12 Sep 2022 16:55:27 -0400
Subject: [PATCH 08/49] removed binding to experiment frame, added more log
 info, triggers not clearing arduino when inside trial

---
 .../output/xxx_Test_Right_Only_out-file.yml   |  8 +++-
 .../spft/hardware/TriggerSender.java          | 39 +++++++++++++++----
 .../github/neuralabc/spft/task/Session.java   |  7 +++-
 3 files changed, 42 insertions(+), 12 deletions(-)

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index ce03e15..b787ebe 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-12T20:15:06.065859454Z
+startTime: 2022-09-12T20:53:10.228447927Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
 configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
 participantId: xxx
@@ -8,6 +8,10 @@ forceProportionRange:
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 526199122.04
+    startTimestamp: 528501782.34
     trials: 
     - trialName: 1_SMP
+      leftReference: 
+        times: [528503785.34, 528503798.45, 528503811.55, 528503824.62, 528503837.72, 528503850.84, 528503863.95, 528503877.07, 528503890.19, 528503903.31, 528503916.43, 528503929.56, 528503942.74, 528503955.82, 528503968.94, 528503982.06, 528503995.19, 528504008.31, 528504021.41, 528504034.54, 528504047.67, 528504060.77, 528504073.89, 528504087.02, 528504100.14, 528504113.26, 528504126.38, 528504139.50, 528504152.63, 528504165.75, 528504178.87, 528504192.00, 528504205.10, 528504218.22, 528504231.36, 528504244.48, 528504257.60, 528504270.73, 528504283.85, 528504296.97, 528504310.09, 528504323.19, 528504336.29, 528504349.41, 528504362.54, 528504375.66, 528504388.78, 528504401.91, 528504415.03, 528504428.16, 528504441.29, 528504454.41, 528504467.53, 528504480.65, 528504493.78, 528504506.89, 528504520.01, 528504533.13, 528504546.25, 528504559.37, 528504572.49, 528504585.61, 528504598.73, 528504611.86, 528504624.95, 528504638.05, 528504651.13, 528504664.22, 528504677.32, 528504690.41, 528504703.53, 528504716.65, 528504729.77, 528504742.89, 528504756.01, 528504769.14, 528504782.27, 528504795.39, 528504808.52, 528504821.64, 528504834.76, 528504847.88, 528504860.95, 528504874.09, 528504887.21, 528504900.33, 528504913.45, 528504926.59, 528504939.70, 528504952.81, 528504965.93, 528504979.06, 528504992.17, 528505005.28, 528505018.40, 528505031.52, 528505044.62, 528505057.78, 528505070.89, 528505083.97, 528505097.09, 528505110.22, 528505123.32, 528505136.42, 528505149.57, 528505162.69, 528505175.80, 528505188.92, 528505202.03, 528505215.16, 528505228.28, 528505241.38, 528505254.50, 528505267.61, 528505280.71, 528505293.83, 528505306.95, 528505320.07, 528505333.19, 528505346.30, 528505359.41, 528505372.54, 528505385.64, 528505398.75, 528505411.87, 528505424.98, 528505438.09, 528505451.19, 528505464.32, 528505477.40, 528505490.52, 528505503.60, 528505516.73, 528505529.84, 528505542.96, 528505556.07, 528505569.18, 528505582.28, 528505595.41, 528505608.51, 528505621.64, 528505634.76, 528505647.87, 528505660.98, 528505674.09, 528505687.21, 528505700.32, 528505713.42, 528505726.55, 528505739.65, 528505752.76, 528505765.88, 528505778.99, 528505792.11, 528505805.22, 528505818.34, 528505831.46, 528505844.53, 528505857.66, 528505870.77, 528505883.88, 528505896.99, 528505910.10, 528505923.21, 528505936.32, 528505949.43, 528505962.52, 528505975.63, 528505988.74, 528506001.80, 528506014.90, 528506028.02, 528506041.08, 528506054.19, 528506067.27, 528506080.36, 528506093.43, 528506106.50, 528506119.58, 528506132.69, 528506145.75, 528506158.82, 528506171.91, 528506184.98, 528506198.07, 528506211.15, 528506224.26, 528506237.35, 528506250.42, 528506263.50, 528506276.56, 528506289.65, 528506302.70, 528506315.79, 528506328.91, 528506341.98, 528506355.04, 528506368.12, 528506381.19, 528506394.26, 528506407.34, 528506420.41, 528506433.53, 528506446.59, 528506459.66, 528506472.77, 528506485.84, 528506498.91, 528506512.01, 528506525.11, 528506538.20, 528506551.33, 528506564.40, 528506577.46, 528506590.54, 528506603.60, 528506616.69, 528506629.81, 528506642.90, 528506656.01, 528506669.09, 528506682.16, 528506695.23, 528506708.32, 528506721.42, 528506734.52, 528506747.61, 528506760.68, 528506773.78, 528506786.88, 528506799.97, 528506813.06, 528506826.16, 528506839.25, 528506852.33, 528506865.40, 528506878.49, 528506891.55, 528506904.62, 528506917.70, 528506930.80, 528506943.87, 528506956.97, 528506970.04, 528506983.11, 528506996.18, 528507009.26, 528507022.33, 528507035.42, 528507048.56, 528507061.67, 528507074.73, 528507087.80, 528507100.87, 528507113.95, 528507127.08, 528507140.16, 528507153.20, 528507166.27, 528507179.34, 528507192.40, 528507205.49, 528507218.57, 528507231.67, 528507244.74, 528507257.82, 528507270.89, 528507283.96, 528507297.04, 528507310.11, 528507323.18, 528507336.27, 528507349.34, 528507362.43, 528507375.51, 528507388.58, 528507401.65, 528507414.73, 528507427.82, 528507440.89, 528507453.95, 528507467.03, 528507480.10, 528507493.16, 528507506.23, 528507519.31, 528507532.40, 528507545.47, 528507558.54, 528507571.61, 528507584.68, 528507597.77, 528507610.89, 528507623.97, 528507637.09, 528507650.19, 528507663.26, 528507676.35, 528507689.48, 528507702.57, 528507715.70, 528507728.83, 528507741.95, 528507755.06, 528507768.13, 528507781.20, 528507794.27, 528507807.33, 528507820.39, 528507833.48, 528507846.56, 528507859.65, 528507872.73, 528507885.81, 528507898.93, 528507912.00, 528507925.08, 528507938.21, 528507951.26, 528507964.33, 528507977.40, 528507990.48, 528508003.58, 528508016.66, 528508029.75, 528508042.82, 528508055.93, 528508069.02, 528508082.14, 528508095.22, 528508108.26, 528508121.34, 528508134.43, 528508147.49, 528508160.57, 528508173.64, 528508186.70, 528508199.76, 528508212.85, 528508225.94, 528508239.00, 528508252.07, 528508265.18, 528508278.23, 528508291.30, 528508304.38, 528508317.45, 528508330.55, 528508343.61, 528508356.68, 528508369.76, 528508382.82, 528508395.89, 528508408.96, 528508422.04, 528508435.14, 528508448.20, 528508461.27, 528508474.37, 528508487.43, 528508500.49, 528508513.58, 528508526.67, 528508539.73, 528508552.79, 528508565.88, 528508578.94, 528508592.01, 528508605.09, 528508618.18, 528508631.27, 528508644.32, 528508657.39, 528508670.49, 528508683.54, 528508696.61, 528508709.71, 528508722.78, 528508735.89, 528508748.95, 528508762.02, 528508775.11, 528508788.16, 528508801.23, 528508814.30, 528508827.39, 528508840.45, 528508853.52, 528508866.61, 528508879.66, 528508892.73, 528508905.83, 528508918.93, 528508932.02, 528508945.09, 528508958.15, 528508971.24, 528508984.29, 528508997.38, 528509010.44, 528509023.52, 528509036.61, 528509049.67, 528509062.74, 528509075.83, 528509088.90, 528509101.95, 528509115.04, 528509128.13, 528509141.19, 528509154.25, 528509167.34, 528509180.39, 528509193.45, 528509206.55, 528509219.62, 528509232.72, 528509245.77, 528509258.83, 528509271.93, 528509284.98, 528509298.05, 528509311.13, 528509324.18, 528509337.29, 528509350.34, 528509363.42, 528509376.50, 528509389.55, 528509402.62, 528509415.70, 528509428.79, 528509441.87, 528509454.94, 528509468.02, 528509481.08, 528509494.15, 528509507.21, 528509520.30, 528509533.40, 528509546.45, 528509559.52, 528509572.61, 528509585.66, 528509598.72, 528509611.81, 528509624.88, 528509637.96, 528509651.01, 528509664.08, 528509677.17, 528509690.22, 528509703.29, 528509716.38, 528509729.45, 528509742.50, 528509755.61, 528509768.71, 528509781.80, 528509794.88, 528509807.97, 528509821.06, 528509834.14, 528509847.19, 528509860.25, 528509873.33, 528509886.39, 528509899.45, 528509912.53, 528509925.61, 528509938.66, 528509951.72, 528509964.80, 528509977.87, 528509990.94, 528510004.00, 528510017.11, 528510030.20, 528510043.25, 528510056.32, 528510069.41, 528510082.47, 528510095.53, 528510108.63, 528510121.69, 528510134.79, 528510147.85, 528510160.95, 528510174.04, 528510187.09, 528510200.16, 528510213.26, 528510226.35, 528510239.41, 528510252.47, 528510265.56, 528510278.61, 528510291.68, 528510304.75, 528510317.85, 528510330.94, 528510344.00, 528510357.08, 528510370.16, 528510383.21, 528510396.30, 528510409.40, 528510422.48, 528510435.58, 528510448.64, 528510461.70, 528510474.80, 528510487.87, 528510500.93, 528510514.03, 528510527.12, 528510540.18, 528510553.24, 528510566.33, 528510579.38, 528510592.45, 528510605.51, 528510618.61, 528510631.71, 528510644.76, 528510657.83, 528510670.92, 528510683.97, 528510697.04, 528510710.14, 528510723.20, 528510736.31, 528510749.37, 528510762.44, 528510775.55, 528510788.60, 528510801.67, 528510814.77, 528510827.86, 528510840.92, 528510853.98, 528510867.05, 528510880.13, 528510893.21, 528510906.28, 528510919.38, 528510932.47, 528510945.53, 528510958.60, 528510971.70, 528510984.75, 528510997.82, 528511010.91, 528511023.97, 528511037.08, 528511050.13, 528511063.20, 528511076.30, 528511089.35, 528511102.43, 528511115.53, 528511128.62, 528511141.67, 528511154.74, 528511167.84, 528511180.89, 528511193.96, 528511207.02, 528511220.12, 528511233.22, 528511246.27, 528511259.35, 528511272.44, 528511285.50, 528511298.59, 528511311.69, 528511324.75, 528511337.85, 528511350.90, 528511364.01, 528511377.08, 528511390.13, 528511403.20, 528511416.29, 528511429.39, 528511442.44, 528511455.53, 528511468.63, 528511481.69, 528511494.76, 528511507.83, 528511520.93, 528511534.02, 528511547.08, 528511560.16, 528511573.23, 528511586.28, 528511599.35, 528511612.44, 528511625.50, 528511638.60, 528511651.66, 528511664.74, 528511677.81, 528511690.86, 528511703.93, 528511717.03, 528511730.11, 528511743.16, 528511756.23, 528511769.33, 528511782.38, 528511795.45, 528511808.51, 528511821.62, 528511834.71, 528511847.76, 528511860.84, 528511873.93, 528511886.99, 528511900.05, 528511913.15, 528511926.22, 528511939.31, 528511952.37, 528511965.46, 528511978.56, 528511991.62, 528512004.69, 528512017.79, 528512030.88, 528512043.93, 528512057.00, 528512070.09, 528512083.14, 528512096.22, 528512109.31, 528512122.41, 528512135.50, 528512148.55, 528512161.62, 528512174.71, 528512187.76, 528512200.83, 528512213.91, 528512227.02, 528512240.07, 528512253.14, 528512266.22, 528512279.28, 528512292.34, 528512305.41, 528512318.51, 528512331.60, 528512344.66, 528512357.75, 528512370.83, 528512383.88, 528512396.94, 528512410.03, 528512423.11, 528512436.20, 528512449.26, 528512462.35, 528512475.44, 528512488.50, 528512501.57, 528512514.65, 528512527.75, 528512540.83, 528512553.89, 528512566.99, 528512580.04, 528512593.13, 528512606.20, 528512619.29, 528512632.39, 528512645.44, 528512658.51, 528512671.60, 528512684.65, 528512697.71, 528512710.80, 528512723.88, 528512736.98, 528512750.03, 528512763.10, 528512776.20, 528512789.26, 528512802.32, 528512815.40, 528512828.50, 528512841.56, 528512854.62, 528512867.72, 528512880.80, 528512893.87, 528512906.93, 528512920.02, 528512933.13, 528512946.18, 528512959.25, 528512972.35, 528512985.40, 528512998.47, 528513011.58, 528513024.66, 528513037.76, 528513050.82, 528513063.91, 528513076.99, 528513090.05, 528513103.12, 528513116.20, 528513129.29, 528513142.39, 528513155.45, 528513168.54, 528513181.62, 528513194.71, 528513207.79, 528513220.90, 528513234.04, 528513247.10, 528513260.18, 528513273.25, 528513286.34, 528513299.40, 528513312.49, 528513325.57, 528513338.66, 528513351.76, 528513364.85, 528513377.92, 528513391.01, 528513404.11, 528513417.21, 528513430.29, 528513443.35, 528513456.43, 528513469.51, 528513482.58, 528513495.66, 528513508.73, 528513521.82, 528513534.93, 528513547.99, 528513561.06, 528513574.13, 528513587.21, 528513600.28, 528513613.36, 528513626.46, 528513639.57, 528513652.63, 528513665.72, 528513678.78, 528513691.86, 528513704.93, 528513718.01, 528513731.12, 528513744.17, 528513757.25, 528513770.32, 528513783.39, 528513796.48, 528513809.54, 528513822.64, 528513835.74, 528513848.80, 528513861.89, 528513874.96, 528513888.05, 528513901.11, 528513914.20, 528513927.24, 528513940.35, 528513953.40, 528513966.48, 528513979.56, 528513992.65, 528514005.73, 528514018.83, 528514031.92, 528514044.97, 528514058.05, 528514071.12, 528514084.19, 528514097.28, 528514110.35, 528514123.44, 528514136.55, 528514149.60, 528514162.67, 528514175.76, 528514188.84, 528514201.91, 528514215.01, 528514228.10, 528514241.19, 528514254.26, 528514267.36, 528514280.41, 528514293.49, 528514306.56, 528514319.65, 528514332.76, 528514345.81, 528514358.91, 528514371.97, 528514385.04, 528514398.12, 528514411.20, 528514424.29, 528514437.39, 528514450.45, 528514463.53, 528514476.61, 528514489.69, 528514502.76, 528514515.84, 528514528.95, 528514542.02, 528514555.09, 528514568.17, 528514581.23, 528514594.31, 528514607.38, 528514620.48, 528514633.57, 528514646.62, 528514659.69, 528514672.78, 528514685.86, 528514698.93, 528514712.02, 528514725.09, 528514738.20, 528514751.25, 528514764.33, 528514777.41, 528514790.49, 528514803.58, 528514816.67, 528514829.77, 528514842.83, 528514855.90, 528514869.01, 528514882.06, 528514895.14, 528514908.21, 528514921.32, 528514934.41, 528514947.47, 528514960.55, 528514973.62, 528514986.71, 528514999.77, 528515012.87, 528515025.93, 528515039.04, 528515052.10, 528515065.17, 528515078.27, 528515091.35, 528515104.42, 528515117.50, 528515130.59, 528515143.65, 528515156.73, 528515169.81, 528515182.88, 528515195.97, 528515209.03, 528515222.13, 528515235.23, 528515248.33, 528515261.39, 528515274.48, 528515287.56, 528515300.63, 528515313.72, 528515326.79, 528515339.90, 528515352.99, 528515366.05, 528515379.14, 528515392.22, 528515405.29, 528515418.38, 528515431.48, 528515444.54, 528515457.61, 528515470.69, 528515483.76, 528515496.86, 528515509.94, 528515523.03, 528515536.13, 528515549.19, 528515562.30, 528515575.40, 528515588.51, 528515601.58, 528515614.67, 528515627.73, 528515640.83, 528515653.92, 528515667.01, 528515680.12, 528515693.20, 528515706.26, 528515719.35, 528515732.44, 528515745.51, 528515758.57, 528515771.66, 528515784.72, 528515797.81, 528515810.86, 528515823.96, 528515837.05, 528515850.11, 528515863.18, 528515876.27, 528515889.35, 528515902.40, 528515915.50, 528515928.56, 528515941.67, 528515954.73, 528515967.79, 528515980.88, 528515993.96, 528516007.05, 528516020.13, 528516033.22, 528516046.28, 528516059.35, 528516072.49, 528516085.63, 528516098.71, 528516111.78, 528516124.86, 528516137.96, 528516151.01, 528516164.08, 528516177.17, 528516190.25, 528516203.31, 528516216.40, 528516229.50, 528516242.59, 528516255.66, 528516268.74, 528516281.84, 528516294.91, 528516307.97, 528516321.07, 528516334.16, 528516347.24, 528516360.31, 528516373.39, 528516386.45, 528516399.53, 528516412.60, 528516425.70, 528516438.80, 528516451.87, 528516464.95, 528516478.03, 528516491.10, 528516504.18, 528516517.26, 528516530.36, 528516543.44, 528516556.50, 528516569.58, 528516582.65, 528516595.73, 528516608.82, 528516621.90, 528516635.01, 528516648.07, 528516661.14, 528516674.23, 528516687.33, 528516700.38, 528516713.49, 528516726.59, 528516739.69, 528516752.76, 528516765.83, 528516778.92, 528516791.99, 528516805.05, 528516818.15, 528516831.24, 528516844.29, 528516857.35, 528516870.43, 528516883.51, 528516896.59, 528516909.66, 528516922.75, 528516935.83, 528516948.89, 528516961.95, 528516975.04, 528516988.11, 528517001.18, 528517014.26, 528517027.35, 528517040.43, 528517053.50, 528517066.57, 528517079.65, 528517092.73, 528517105.78, 528517118.89, 528517131.97, 528517145.03, 528517158.10, 528517171.17, 528517184.24, 528517197.31, 528517210.40, 528517223.49, 528517236.59, 528517249.66, 528517262.73, 528517275.81, 528517288.90, 528517301.96, 528517315.06, 528517328.13, 528517341.22, 528517354.29, 528517367.37, 528517380.48, 528517393.58, 528517406.69, 528517419.78, 528517432.87, 528517445.95, 528517459.01, 528517472.10, 528517485.19, 528517498.30, 528517511.40, 528517524.51, 528517537.60, 528517550.71, 528517563.81, 528517576.92, 528517590.03, 528517603.13, 528517616.24, 528517629.66, 528517642.76, 528517655.86, 528517668.97, 528517682.08, 528517695.19, 528517708.28, 528517721.40, 528517734.49, 528517747.60, 528517760.70, 528517773.98, 528517787.08, 528517800.20, 528517813.31, 528517826.59, 528517840.06, 528517853.16, 528517866.27, 528517879.35, 528517892.47, 528517905.56, 528517918.79, 528517931.88, 528517945.20, 528517958.30, 528517971.40, 528517984.51, 528517997.77, 528518011.13, 528518024.23, 528518037.34, 528518050.43, 528518063.50, 528518076.80, 528518090.09, 528518103.19, 528518116.28, 528518129.38, 528518142.60, 528518155.69, 528518168.80, 528518182.10, 528518195.19, 528518208.30, 528518221.40, 528518234.52, 528518247.61, 528518260.88, 528518274.00, 528518287.09, 528518300.20, 528518313.30, 528518326.41, 528518339.52, 528518352.79, 528518365.89, 528518379.00, 528518392.09, 528518405.37, 528518418.48, 528518431.57, 528518444.67, 528518457.96, 528518471.04, 528518484.30, 528518497.41, 528518510.68, 528518523.78, 528518536.89, 528518549.99, 528518563.23, 528518576.36, 528518589.62, 528518602.72, 528518615.83, 528518629.11, 528518642.59, 528518655.87, 528518668.97, 528518682.28, 528518695.70, 528518708.95, 528518722.06, 528518735.16, 528518748.24, 528518761.55, 528518774.66, 528518787.76, 528518800.86, 528518813.96, 528518827.06, 528518840.14, 528518853.25, 528518866.33, 528518879.63, 528518892.74, 528518906.05, 528518919.16, 528518932.20, 528518945.30, 528518958.57, 528518971.67, 528518984.99, 528518998.08, 528519011.19, 528519024.32, 528519037.42, 528519050.52, 528519063.62, 528519076.72, 528519089.79, 528519102.88, 528519115.96, 528519129.05, 528519142.14, 528519155.22, 528519168.31, 528519181.40, 528519194.48, 528519207.57, 528519220.66, 528519233.75, 528519246.83, 528519259.92, 528519273.01, 528519286.09, 528519299.16, 528519312.23, 528519325.30, 528519338.38, 528519351.47, 528519364.56, 528519377.65, 528519390.73, 528519403.82, 528519416.90, 528519430.00, 528519443.04, 528519456.12, 528519469.21, 528519482.30, 528519495.39, 528519508.47, 528519521.56, 528519534.65, 528519547.74, 528519560.82, 528519573.91, 528519587.00, 528519600.09, 528519613.18, 528519626.27, 528519639.35, 528519652.44, 528519665.53, 528519678.62, 528519691.70, 528519704.79, 528519717.87, 528519730.96, 528519744.05, 528519757.13, 528519770.22, 528519783.31, 528519796.40, 528519809.48, 528519822.57, 528519835.66, 528519848.72, 528519861.78, 528519874.88, 528519887.97, 528519901.05, 528519914.11, 528519927.21, 528519940.30, 528519953.36, 528519966.45, 528519979.55, 528519992.63, 528520005.70, 528520018.79, 528520031.89, 528520044.99, 528520058.04, 528520071.14, 528520084.21, 528520097.28, 528520110.35, 528520123.45, 528520136.53, 528520149.59, 528520162.66, 528520175.76, 528520188.82, 528520201.88, 528520214.96, 528520228.03, 528520241.12, 528520254.18, 528520267.26, 528520280.34, 528520293.40, 528520306.47, 528520319.55, 528520332.64, 528520345.73, 528520358.81, 528520371.90, 528520384.97, 528520398.03, 528520411.09, 528520424.19, 528520437.28, 528520450.34, 528520463.40, 528520476.50, 528520489.56, 528520502.63, 528520515.72, 528520528.79, 528520541.88, 528520554.94, 528520568.02, 528520581.12, 528520594.18, 528520607.24, 528520620.33, 528520633.42, 528520646.49, 528520659.55, 528520672.65, 528520685.73, 528520698.78, 528520711.86, 528520724.95, 528520738.04, 528520751.10, 528520764.16, 528520777.27, 528520790.33, 528520803.39, 528520816.48, 528520829.57, 528520842.67, 528520855.73, 528520868.81, 528520881.91, 528520894.96, 528520908.06, 528520921.15, 528520934.24, 528520947.30, 528520960.36, 528520973.47, 528520986.53, 528520999.61, 528521012.68, 528521025.78, 528521038.87, 528521051.93, 528521065.00, 528521078.10, 528521091.18, 528521104.24, 528521117.33, 528521130.42, 528521143.51, 528521156.58, 528521169.66, 528521182.76, 528521195.82, 528521208.89, 528521221.96, 528521235.05, 528521248.11, 528521261.17, 528521274.26, 528521287.33, 528521300.39, 528521313.47, 528521326.54, 528521339.63, 528521352.70, 528521365.79, 528521378.88, 528521391.95, 528521405.03, 528521418.09, 528521431.15, 528521444.25, 528521457.32, 528521470.41, 528521483.50, 528521496.57, 528521509.64, 528521522.69, 528521535.76, 528521548.84, 528521561.90, 528521575.00, 528521588.06, 528521601.12, 528521614.19, 528521627.27, 528521640.35, 528521653.42, 528521666.48, 528521679.58, 528521692.65, 528521705.71, 528521718.79, 528521731.86, 528521744.95, 528521758.01, 528521771.09, 528521784.19, 528521797.25, 528521810.32, 528521823.39, 528521836.49, 528521849.55, 528521862.63, 528521875.73, 528521888.80, 528521901.85, 528521914.92, 528521928.03, 528521941.11, 528521954.17, 528521967.25, 528521980.36, 528521993.41, 528522006.48, 528522019.56, 528522032.64, 528522045.73, 528522058.79, 528522071.87, 528522084.98, 528522098.03, 528522111.13, 528522124.25, 528522137.34, 528522150.44, 528522163.50, 528522176.59, 528522189.66, 528522202.72, 528522215.78, 528522228.86, 528522241.95, 528522255.01, 528522268.07, 528522281.17, 528522294.22, 528522307.29, 528522320.37, 528522333.43, 528522346.52, 528522359.58, 528522372.67, 528522385.76, 528522398.81, 528522411.89, 528522424.96, 528522438.05, 528522451.10, 528522464.17, 528522477.26, 528522490.33, 528522503.39, 528522516.45, 528522529.53, 528522542.61, 528522555.67, 528522568.75, 528522581.85, 528522594.90, 528522607.97, 528522621.06]
+        values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
+    - trialName: 2_SMP
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index b7bea4f..a8eb8b8 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -3,7 +3,7 @@
 import com.fazecast.jSerialComm.SerialPort;
 import com.github.neuralabc.spft.task.exceptions.ForceGaugeException;
 import com.github.neuralabc.spft.task.output.OutputSection;
-import com.github.neuralabc.spft.ui.ExperimentFrame;
+// import com.github.neuralabc.spft.ui.ExperimentFrame;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -21,21 +21,21 @@
 public class TriggerSender implements Runnable {
     private static final Logger LOG = LoggerFactory.getLogger(TriggerSender.class);
     private final String name;
-    private final SerialPort commPort;
+    private SerialPort commPort;
     private OutputStream serialOut;
     private Thread thread;
-    private final ExperimentFrame.Binding binding;
+    // private final ExperimentFrame.Binding binding;
     final int baudRate = 115200; // could make a variable as required
 
     /**
      * The name of a disabled device
      */
     public static String DISABLED = "Disabled";
-    public static final TriggerSender DISABLED_DEVICE = new TriggerSender(DISABLED, DISABLED, null);
+    public static final TriggerSender DISABLED_DEVICE = new TriggerSender(DISABLED, DISABLED);
   
-    public TriggerSender(String deviceName, String portName, ExperimentFrame.Binding binding) {
+    public TriggerSender(String deviceName, String portName) {
         name = deviceName;
-        this.binding = binding;
+        // this.binding = binding;
         if (!deviceName.equals(DISABLED) && !portName.equals(DISABLED)) {
             commPort = SerialPort.getCommPort(portName);
             // output = new OutputSection(1); //this could be used to write to the output xml file if you like
@@ -52,11 +52,33 @@ public TriggerSender(String deviceName, String portName, ExperimentFrame.Binding
         if (this.commPort != null) {
             this.commPort.openPort();
 			serialOut = this.commPort.getOutputStream();
-            //test write
-            send((byte) 1);
+            // //test write
+            // send((byte) 1);
         }
     }
 
+    //created this function to be able to set portName separately from class instantiation
+    public void setPort(String portName){
+        if (!portName.equals(DISABLED)) {
+            commPort = SerialPort.getCommPort(portName);
+            // output = new OutputSection(1); //this could be used to write to the output xml file if you like
+            // output.addEntry("- deviceName", deviceName);
+            // output.addEntry("  portName", portName);
+            commPort.setParity(SerialPort.NO_PARITY);
+            commPort.setNumStopBits(SerialPort.ONE_STOP_BIT);
+            commPort.setNumDataBits(8);
+            // commPort.addDataListener(this);
+            commPort.setBaudRate(baudRate);
+        } else {
+            commPort = null;
+        }
+        if (this.commPort != null) {
+            this.commPort.openPort();
+			serialOut = this.commPort.getOutputStream();
+            // //test write
+            // send((byte) 1);
+        }
+    }
     public void start() {
         if (isEnabled()) {
             LOG.info("Starting trigger device {}", this);
@@ -97,5 +119,6 @@ public void stop() {
     //immediately write a byte to the serial port
     public void send(byte b) {
         this.commPort.writeBytes(new byte[]{b}, 1);
+        LOG.info("-- Wrote to serial port {}",(byte) b);
     }
 }
\ No newline at end of file
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index 0129c8e..465e6fc 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -53,7 +53,7 @@ public Session(File selectedFile) {
             } else {
                 triggerTracker = TriggerTracker.NO_TRIGGERS;
             }
-            
+            triggerSender = new TriggerSender("triggerDevice","Disabled"); // create a dummy triggerSender that is disabled, before we know what port to look in
             blocks = config.getBlocks().stream().map(blockConfig -> new Block(blockConfig, config.getSequences(), triggerSender)).collect(Collectors.toList());
         } catch (FileNotFoundException ex) {
             throw new SessionException("Error opening configuration", ex);
@@ -77,7 +77,8 @@ public void start(SessionParameters sessionParameters, ExperimentFrame.Binding b
         if (!leftDevice.isEnabled() && !rightDevice.isEnabled()) {
             LOG.warn("All devices are disabled. There will be no force data");
         }
-        triggerSender = new TriggerSender("triggerDevice",sessionParameters.usedTriggerPort(),binding);
+        // triggerSender = new TriggerSender("triggerDevice",sessionParameters.usedTriggerPort(),binding);
+        triggerSender.setPort(sessionParameters.usedTriggerPort()); // update the port for the triggerSender
         if (!triggerSender.isEnabled()) {
             LOG.warn("Trigger device is not present. No triggering to external device.");
         } else {
@@ -156,7 +157,9 @@ public void run() {
             leftDevice.start();
             rightDevice.start();
             triggerSender.start();
+            // XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX //
             triggerSender.send((byte) 1); //TODO REMOVE THIS XXX XXX
+            // XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX //
             for (int currentBlock = 0; currentBlock < config.getBlocks().size(); currentBlock++) {
                 Block nextBlock = blocks.get(currentBlock);
 

From 5abb50043758db0ebf8bb1b9b9d0816dbbf7df49 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Mon, 12 Sep 2022 17:00:50 -0400
Subject: [PATCH 09/49] seems to function, but "L" light high the entire time

---
 .../output/xxx_Test_Right_Only_out-file.yml   |  6 +++---
 .../spft/hardware/TriggerSender.java          | 20 +++++++++----------
 .../github/neuralabc/spft/task/Session.java   |  1 +
 3 files changed, 14 insertions(+), 13 deletions(-)

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index b787ebe..d0a74d7 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-12T20:53:10.228447927Z
+startTime: 2022-09-12T20:58:12.653568244Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
 configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
 participantId: xxx
@@ -8,10 +8,10 @@ forceProportionRange:
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 528501782.34
+    startTimestamp: 528789433.29
     trials: 
     - trialName: 1_SMP
       leftReference: 
-        times: [528503785.34, 528503798.45, 528503811.55, 528503824.62, 528503837.72, 528503850.84, 528503863.95, 528503877.07, 528503890.19, 528503903.31, 528503916.43, 528503929.56, 528503942.74, 528503955.82, 528503968.94, 528503982.06, 528503995.19, 528504008.31, 528504021.41, 528504034.54, 528504047.67, 528504060.77, 528504073.89, 528504087.02, 528504100.14, 528504113.26, 528504126.38, 528504139.50, 528504152.63, 528504165.75, 528504178.87, 528504192.00, 528504205.10, 528504218.22, 528504231.36, 528504244.48, 528504257.60, 528504270.73, 528504283.85, 528504296.97, 528504310.09, 528504323.19, 528504336.29, 528504349.41, 528504362.54, 528504375.66, 528504388.78, 528504401.91, 528504415.03, 528504428.16, 528504441.29, 528504454.41, 528504467.53, 528504480.65, 528504493.78, 528504506.89, 528504520.01, 528504533.13, 528504546.25, 528504559.37, 528504572.49, 528504585.61, 528504598.73, 528504611.86, 528504624.95, 528504638.05, 528504651.13, 528504664.22, 528504677.32, 528504690.41, 528504703.53, 528504716.65, 528504729.77, 528504742.89, 528504756.01, 528504769.14, 528504782.27, 528504795.39, 528504808.52, 528504821.64, 528504834.76, 528504847.88, 528504860.95, 528504874.09, 528504887.21, 528504900.33, 528504913.45, 528504926.59, 528504939.70, 528504952.81, 528504965.93, 528504979.06, 528504992.17, 528505005.28, 528505018.40, 528505031.52, 528505044.62, 528505057.78, 528505070.89, 528505083.97, 528505097.09, 528505110.22, 528505123.32, 528505136.42, 528505149.57, 528505162.69, 528505175.80, 528505188.92, 528505202.03, 528505215.16, 528505228.28, 528505241.38, 528505254.50, 528505267.61, 528505280.71, 528505293.83, 528505306.95, 528505320.07, 528505333.19, 528505346.30, 528505359.41, 528505372.54, 528505385.64, 528505398.75, 528505411.87, 528505424.98, 528505438.09, 528505451.19, 528505464.32, 528505477.40, 528505490.52, 528505503.60, 528505516.73, 528505529.84, 528505542.96, 528505556.07, 528505569.18, 528505582.28, 528505595.41, 528505608.51, 528505621.64, 528505634.76, 528505647.87, 528505660.98, 528505674.09, 528505687.21, 528505700.32, 528505713.42, 528505726.55, 528505739.65, 528505752.76, 528505765.88, 528505778.99, 528505792.11, 528505805.22, 528505818.34, 528505831.46, 528505844.53, 528505857.66, 528505870.77, 528505883.88, 528505896.99, 528505910.10, 528505923.21, 528505936.32, 528505949.43, 528505962.52, 528505975.63, 528505988.74, 528506001.80, 528506014.90, 528506028.02, 528506041.08, 528506054.19, 528506067.27, 528506080.36, 528506093.43, 528506106.50, 528506119.58, 528506132.69, 528506145.75, 528506158.82, 528506171.91, 528506184.98, 528506198.07, 528506211.15, 528506224.26, 528506237.35, 528506250.42, 528506263.50, 528506276.56, 528506289.65, 528506302.70, 528506315.79, 528506328.91, 528506341.98, 528506355.04, 528506368.12, 528506381.19, 528506394.26, 528506407.34, 528506420.41, 528506433.53, 528506446.59, 528506459.66, 528506472.77, 528506485.84, 528506498.91, 528506512.01, 528506525.11, 528506538.20, 528506551.33, 528506564.40, 528506577.46, 528506590.54, 528506603.60, 528506616.69, 528506629.81, 528506642.90, 528506656.01, 528506669.09, 528506682.16, 528506695.23, 528506708.32, 528506721.42, 528506734.52, 528506747.61, 528506760.68, 528506773.78, 528506786.88, 528506799.97, 528506813.06, 528506826.16, 528506839.25, 528506852.33, 528506865.40, 528506878.49, 528506891.55, 528506904.62, 528506917.70, 528506930.80, 528506943.87, 528506956.97, 528506970.04, 528506983.11, 528506996.18, 528507009.26, 528507022.33, 528507035.42, 528507048.56, 528507061.67, 528507074.73, 528507087.80, 528507100.87, 528507113.95, 528507127.08, 528507140.16, 528507153.20, 528507166.27, 528507179.34, 528507192.40, 528507205.49, 528507218.57, 528507231.67, 528507244.74, 528507257.82, 528507270.89, 528507283.96, 528507297.04, 528507310.11, 528507323.18, 528507336.27, 528507349.34, 528507362.43, 528507375.51, 528507388.58, 528507401.65, 528507414.73, 528507427.82, 528507440.89, 528507453.95, 528507467.03, 528507480.10, 528507493.16, 528507506.23, 528507519.31, 528507532.40, 528507545.47, 528507558.54, 528507571.61, 528507584.68, 528507597.77, 528507610.89, 528507623.97, 528507637.09, 528507650.19, 528507663.26, 528507676.35, 528507689.48, 528507702.57, 528507715.70, 528507728.83, 528507741.95, 528507755.06, 528507768.13, 528507781.20, 528507794.27, 528507807.33, 528507820.39, 528507833.48, 528507846.56, 528507859.65, 528507872.73, 528507885.81, 528507898.93, 528507912.00, 528507925.08, 528507938.21, 528507951.26, 528507964.33, 528507977.40, 528507990.48, 528508003.58, 528508016.66, 528508029.75, 528508042.82, 528508055.93, 528508069.02, 528508082.14, 528508095.22, 528508108.26, 528508121.34, 528508134.43, 528508147.49, 528508160.57, 528508173.64, 528508186.70, 528508199.76, 528508212.85, 528508225.94, 528508239.00, 528508252.07, 528508265.18, 528508278.23, 528508291.30, 528508304.38, 528508317.45, 528508330.55, 528508343.61, 528508356.68, 528508369.76, 528508382.82, 528508395.89, 528508408.96, 528508422.04, 528508435.14, 528508448.20, 528508461.27, 528508474.37, 528508487.43, 528508500.49, 528508513.58, 528508526.67, 528508539.73, 528508552.79, 528508565.88, 528508578.94, 528508592.01, 528508605.09, 528508618.18, 528508631.27, 528508644.32, 528508657.39, 528508670.49, 528508683.54, 528508696.61, 528508709.71, 528508722.78, 528508735.89, 528508748.95, 528508762.02, 528508775.11, 528508788.16, 528508801.23, 528508814.30, 528508827.39, 528508840.45, 528508853.52, 528508866.61, 528508879.66, 528508892.73, 528508905.83, 528508918.93, 528508932.02, 528508945.09, 528508958.15, 528508971.24, 528508984.29, 528508997.38, 528509010.44, 528509023.52, 528509036.61, 528509049.67, 528509062.74, 528509075.83, 528509088.90, 528509101.95, 528509115.04, 528509128.13, 528509141.19, 528509154.25, 528509167.34, 528509180.39, 528509193.45, 528509206.55, 528509219.62, 528509232.72, 528509245.77, 528509258.83, 528509271.93, 528509284.98, 528509298.05, 528509311.13, 528509324.18, 528509337.29, 528509350.34, 528509363.42, 528509376.50, 528509389.55, 528509402.62, 528509415.70, 528509428.79, 528509441.87, 528509454.94, 528509468.02, 528509481.08, 528509494.15, 528509507.21, 528509520.30, 528509533.40, 528509546.45, 528509559.52, 528509572.61, 528509585.66, 528509598.72, 528509611.81, 528509624.88, 528509637.96, 528509651.01, 528509664.08, 528509677.17, 528509690.22, 528509703.29, 528509716.38, 528509729.45, 528509742.50, 528509755.61, 528509768.71, 528509781.80, 528509794.88, 528509807.97, 528509821.06, 528509834.14, 528509847.19, 528509860.25, 528509873.33, 528509886.39, 528509899.45, 528509912.53, 528509925.61, 528509938.66, 528509951.72, 528509964.80, 528509977.87, 528509990.94, 528510004.00, 528510017.11, 528510030.20, 528510043.25, 528510056.32, 528510069.41, 528510082.47, 528510095.53, 528510108.63, 528510121.69, 528510134.79, 528510147.85, 528510160.95, 528510174.04, 528510187.09, 528510200.16, 528510213.26, 528510226.35, 528510239.41, 528510252.47, 528510265.56, 528510278.61, 528510291.68, 528510304.75, 528510317.85, 528510330.94, 528510344.00, 528510357.08, 528510370.16, 528510383.21, 528510396.30, 528510409.40, 528510422.48, 528510435.58, 528510448.64, 528510461.70, 528510474.80, 528510487.87, 528510500.93, 528510514.03, 528510527.12, 528510540.18, 528510553.24, 528510566.33, 528510579.38, 528510592.45, 528510605.51, 528510618.61, 528510631.71, 528510644.76, 528510657.83, 528510670.92, 528510683.97, 528510697.04, 528510710.14, 528510723.20, 528510736.31, 528510749.37, 528510762.44, 528510775.55, 528510788.60, 528510801.67, 528510814.77, 528510827.86, 528510840.92, 528510853.98, 528510867.05, 528510880.13, 528510893.21, 528510906.28, 528510919.38, 528510932.47, 528510945.53, 528510958.60, 528510971.70, 528510984.75, 528510997.82, 528511010.91, 528511023.97, 528511037.08, 528511050.13, 528511063.20, 528511076.30, 528511089.35, 528511102.43, 528511115.53, 528511128.62, 528511141.67, 528511154.74, 528511167.84, 528511180.89, 528511193.96, 528511207.02, 528511220.12, 528511233.22, 528511246.27, 528511259.35, 528511272.44, 528511285.50, 528511298.59, 528511311.69, 528511324.75, 528511337.85, 528511350.90, 528511364.01, 528511377.08, 528511390.13, 528511403.20, 528511416.29, 528511429.39, 528511442.44, 528511455.53, 528511468.63, 528511481.69, 528511494.76, 528511507.83, 528511520.93, 528511534.02, 528511547.08, 528511560.16, 528511573.23, 528511586.28, 528511599.35, 528511612.44, 528511625.50, 528511638.60, 528511651.66, 528511664.74, 528511677.81, 528511690.86, 528511703.93, 528511717.03, 528511730.11, 528511743.16, 528511756.23, 528511769.33, 528511782.38, 528511795.45, 528511808.51, 528511821.62, 528511834.71, 528511847.76, 528511860.84, 528511873.93, 528511886.99, 528511900.05, 528511913.15, 528511926.22, 528511939.31, 528511952.37, 528511965.46, 528511978.56, 528511991.62, 528512004.69, 528512017.79, 528512030.88, 528512043.93, 528512057.00, 528512070.09, 528512083.14, 528512096.22, 528512109.31, 528512122.41, 528512135.50, 528512148.55, 528512161.62, 528512174.71, 528512187.76, 528512200.83, 528512213.91, 528512227.02, 528512240.07, 528512253.14, 528512266.22, 528512279.28, 528512292.34, 528512305.41, 528512318.51, 528512331.60, 528512344.66, 528512357.75, 528512370.83, 528512383.88, 528512396.94, 528512410.03, 528512423.11, 528512436.20, 528512449.26, 528512462.35, 528512475.44, 528512488.50, 528512501.57, 528512514.65, 528512527.75, 528512540.83, 528512553.89, 528512566.99, 528512580.04, 528512593.13, 528512606.20, 528512619.29, 528512632.39, 528512645.44, 528512658.51, 528512671.60, 528512684.65, 528512697.71, 528512710.80, 528512723.88, 528512736.98, 528512750.03, 528512763.10, 528512776.20, 528512789.26, 528512802.32, 528512815.40, 528512828.50, 528512841.56, 528512854.62, 528512867.72, 528512880.80, 528512893.87, 528512906.93, 528512920.02, 528512933.13, 528512946.18, 528512959.25, 528512972.35, 528512985.40, 528512998.47, 528513011.58, 528513024.66, 528513037.76, 528513050.82, 528513063.91, 528513076.99, 528513090.05, 528513103.12, 528513116.20, 528513129.29, 528513142.39, 528513155.45, 528513168.54, 528513181.62, 528513194.71, 528513207.79, 528513220.90, 528513234.04, 528513247.10, 528513260.18, 528513273.25, 528513286.34, 528513299.40, 528513312.49, 528513325.57, 528513338.66, 528513351.76, 528513364.85, 528513377.92, 528513391.01, 528513404.11, 528513417.21, 528513430.29, 528513443.35, 528513456.43, 528513469.51, 528513482.58, 528513495.66, 528513508.73, 528513521.82, 528513534.93, 528513547.99, 528513561.06, 528513574.13, 528513587.21, 528513600.28, 528513613.36, 528513626.46, 528513639.57, 528513652.63, 528513665.72, 528513678.78, 528513691.86, 528513704.93, 528513718.01, 528513731.12, 528513744.17, 528513757.25, 528513770.32, 528513783.39, 528513796.48, 528513809.54, 528513822.64, 528513835.74, 528513848.80, 528513861.89, 528513874.96, 528513888.05, 528513901.11, 528513914.20, 528513927.24, 528513940.35, 528513953.40, 528513966.48, 528513979.56, 528513992.65, 528514005.73, 528514018.83, 528514031.92, 528514044.97, 528514058.05, 528514071.12, 528514084.19, 528514097.28, 528514110.35, 528514123.44, 528514136.55, 528514149.60, 528514162.67, 528514175.76, 528514188.84, 528514201.91, 528514215.01, 528514228.10, 528514241.19, 528514254.26, 528514267.36, 528514280.41, 528514293.49, 528514306.56, 528514319.65, 528514332.76, 528514345.81, 528514358.91, 528514371.97, 528514385.04, 528514398.12, 528514411.20, 528514424.29, 528514437.39, 528514450.45, 528514463.53, 528514476.61, 528514489.69, 528514502.76, 528514515.84, 528514528.95, 528514542.02, 528514555.09, 528514568.17, 528514581.23, 528514594.31, 528514607.38, 528514620.48, 528514633.57, 528514646.62, 528514659.69, 528514672.78, 528514685.86, 528514698.93, 528514712.02, 528514725.09, 528514738.20, 528514751.25, 528514764.33, 528514777.41, 528514790.49, 528514803.58, 528514816.67, 528514829.77, 528514842.83, 528514855.90, 528514869.01, 528514882.06, 528514895.14, 528514908.21, 528514921.32, 528514934.41, 528514947.47, 528514960.55, 528514973.62, 528514986.71, 528514999.77, 528515012.87, 528515025.93, 528515039.04, 528515052.10, 528515065.17, 528515078.27, 528515091.35, 528515104.42, 528515117.50, 528515130.59, 528515143.65, 528515156.73, 528515169.81, 528515182.88, 528515195.97, 528515209.03, 528515222.13, 528515235.23, 528515248.33, 528515261.39, 528515274.48, 528515287.56, 528515300.63, 528515313.72, 528515326.79, 528515339.90, 528515352.99, 528515366.05, 528515379.14, 528515392.22, 528515405.29, 528515418.38, 528515431.48, 528515444.54, 528515457.61, 528515470.69, 528515483.76, 528515496.86, 528515509.94, 528515523.03, 528515536.13, 528515549.19, 528515562.30, 528515575.40, 528515588.51, 528515601.58, 528515614.67, 528515627.73, 528515640.83, 528515653.92, 528515667.01, 528515680.12, 528515693.20, 528515706.26, 528515719.35, 528515732.44, 528515745.51, 528515758.57, 528515771.66, 528515784.72, 528515797.81, 528515810.86, 528515823.96, 528515837.05, 528515850.11, 528515863.18, 528515876.27, 528515889.35, 528515902.40, 528515915.50, 528515928.56, 528515941.67, 528515954.73, 528515967.79, 528515980.88, 528515993.96, 528516007.05, 528516020.13, 528516033.22, 528516046.28, 528516059.35, 528516072.49, 528516085.63, 528516098.71, 528516111.78, 528516124.86, 528516137.96, 528516151.01, 528516164.08, 528516177.17, 528516190.25, 528516203.31, 528516216.40, 528516229.50, 528516242.59, 528516255.66, 528516268.74, 528516281.84, 528516294.91, 528516307.97, 528516321.07, 528516334.16, 528516347.24, 528516360.31, 528516373.39, 528516386.45, 528516399.53, 528516412.60, 528516425.70, 528516438.80, 528516451.87, 528516464.95, 528516478.03, 528516491.10, 528516504.18, 528516517.26, 528516530.36, 528516543.44, 528516556.50, 528516569.58, 528516582.65, 528516595.73, 528516608.82, 528516621.90, 528516635.01, 528516648.07, 528516661.14, 528516674.23, 528516687.33, 528516700.38, 528516713.49, 528516726.59, 528516739.69, 528516752.76, 528516765.83, 528516778.92, 528516791.99, 528516805.05, 528516818.15, 528516831.24, 528516844.29, 528516857.35, 528516870.43, 528516883.51, 528516896.59, 528516909.66, 528516922.75, 528516935.83, 528516948.89, 528516961.95, 528516975.04, 528516988.11, 528517001.18, 528517014.26, 528517027.35, 528517040.43, 528517053.50, 528517066.57, 528517079.65, 528517092.73, 528517105.78, 528517118.89, 528517131.97, 528517145.03, 528517158.10, 528517171.17, 528517184.24, 528517197.31, 528517210.40, 528517223.49, 528517236.59, 528517249.66, 528517262.73, 528517275.81, 528517288.90, 528517301.96, 528517315.06, 528517328.13, 528517341.22, 528517354.29, 528517367.37, 528517380.48, 528517393.58, 528517406.69, 528517419.78, 528517432.87, 528517445.95, 528517459.01, 528517472.10, 528517485.19, 528517498.30, 528517511.40, 528517524.51, 528517537.60, 528517550.71, 528517563.81, 528517576.92, 528517590.03, 528517603.13, 528517616.24, 528517629.66, 528517642.76, 528517655.86, 528517668.97, 528517682.08, 528517695.19, 528517708.28, 528517721.40, 528517734.49, 528517747.60, 528517760.70, 528517773.98, 528517787.08, 528517800.20, 528517813.31, 528517826.59, 528517840.06, 528517853.16, 528517866.27, 528517879.35, 528517892.47, 528517905.56, 528517918.79, 528517931.88, 528517945.20, 528517958.30, 528517971.40, 528517984.51, 528517997.77, 528518011.13, 528518024.23, 528518037.34, 528518050.43, 528518063.50, 528518076.80, 528518090.09, 528518103.19, 528518116.28, 528518129.38, 528518142.60, 528518155.69, 528518168.80, 528518182.10, 528518195.19, 528518208.30, 528518221.40, 528518234.52, 528518247.61, 528518260.88, 528518274.00, 528518287.09, 528518300.20, 528518313.30, 528518326.41, 528518339.52, 528518352.79, 528518365.89, 528518379.00, 528518392.09, 528518405.37, 528518418.48, 528518431.57, 528518444.67, 528518457.96, 528518471.04, 528518484.30, 528518497.41, 528518510.68, 528518523.78, 528518536.89, 528518549.99, 528518563.23, 528518576.36, 528518589.62, 528518602.72, 528518615.83, 528518629.11, 528518642.59, 528518655.87, 528518668.97, 528518682.28, 528518695.70, 528518708.95, 528518722.06, 528518735.16, 528518748.24, 528518761.55, 528518774.66, 528518787.76, 528518800.86, 528518813.96, 528518827.06, 528518840.14, 528518853.25, 528518866.33, 528518879.63, 528518892.74, 528518906.05, 528518919.16, 528518932.20, 528518945.30, 528518958.57, 528518971.67, 528518984.99, 528518998.08, 528519011.19, 528519024.32, 528519037.42, 528519050.52, 528519063.62, 528519076.72, 528519089.79, 528519102.88, 528519115.96, 528519129.05, 528519142.14, 528519155.22, 528519168.31, 528519181.40, 528519194.48, 528519207.57, 528519220.66, 528519233.75, 528519246.83, 528519259.92, 528519273.01, 528519286.09, 528519299.16, 528519312.23, 528519325.30, 528519338.38, 528519351.47, 528519364.56, 528519377.65, 528519390.73, 528519403.82, 528519416.90, 528519430.00, 528519443.04, 528519456.12, 528519469.21, 528519482.30, 528519495.39, 528519508.47, 528519521.56, 528519534.65, 528519547.74, 528519560.82, 528519573.91, 528519587.00, 528519600.09, 528519613.18, 528519626.27, 528519639.35, 528519652.44, 528519665.53, 528519678.62, 528519691.70, 528519704.79, 528519717.87, 528519730.96, 528519744.05, 528519757.13, 528519770.22, 528519783.31, 528519796.40, 528519809.48, 528519822.57, 528519835.66, 528519848.72, 528519861.78, 528519874.88, 528519887.97, 528519901.05, 528519914.11, 528519927.21, 528519940.30, 528519953.36, 528519966.45, 528519979.55, 528519992.63, 528520005.70, 528520018.79, 528520031.89, 528520044.99, 528520058.04, 528520071.14, 528520084.21, 528520097.28, 528520110.35, 528520123.45, 528520136.53, 528520149.59, 528520162.66, 528520175.76, 528520188.82, 528520201.88, 528520214.96, 528520228.03, 528520241.12, 528520254.18, 528520267.26, 528520280.34, 528520293.40, 528520306.47, 528520319.55, 528520332.64, 528520345.73, 528520358.81, 528520371.90, 528520384.97, 528520398.03, 528520411.09, 528520424.19, 528520437.28, 528520450.34, 528520463.40, 528520476.50, 528520489.56, 528520502.63, 528520515.72, 528520528.79, 528520541.88, 528520554.94, 528520568.02, 528520581.12, 528520594.18, 528520607.24, 528520620.33, 528520633.42, 528520646.49, 528520659.55, 528520672.65, 528520685.73, 528520698.78, 528520711.86, 528520724.95, 528520738.04, 528520751.10, 528520764.16, 528520777.27, 528520790.33, 528520803.39, 528520816.48, 528520829.57, 528520842.67, 528520855.73, 528520868.81, 528520881.91, 528520894.96, 528520908.06, 528520921.15, 528520934.24, 528520947.30, 528520960.36, 528520973.47, 528520986.53, 528520999.61, 528521012.68, 528521025.78, 528521038.87, 528521051.93, 528521065.00, 528521078.10, 528521091.18, 528521104.24, 528521117.33, 528521130.42, 528521143.51, 528521156.58, 528521169.66, 528521182.76, 528521195.82, 528521208.89, 528521221.96, 528521235.05, 528521248.11, 528521261.17, 528521274.26, 528521287.33, 528521300.39, 528521313.47, 528521326.54, 528521339.63, 528521352.70, 528521365.79, 528521378.88, 528521391.95, 528521405.03, 528521418.09, 528521431.15, 528521444.25, 528521457.32, 528521470.41, 528521483.50, 528521496.57, 528521509.64, 528521522.69, 528521535.76, 528521548.84, 528521561.90, 528521575.00, 528521588.06, 528521601.12, 528521614.19, 528521627.27, 528521640.35, 528521653.42, 528521666.48, 528521679.58, 528521692.65, 528521705.71, 528521718.79, 528521731.86, 528521744.95, 528521758.01, 528521771.09, 528521784.19, 528521797.25, 528521810.32, 528521823.39, 528521836.49, 528521849.55, 528521862.63, 528521875.73, 528521888.80, 528521901.85, 528521914.92, 528521928.03, 528521941.11, 528521954.17, 528521967.25, 528521980.36, 528521993.41, 528522006.48, 528522019.56, 528522032.64, 528522045.73, 528522058.79, 528522071.87, 528522084.98, 528522098.03, 528522111.13, 528522124.25, 528522137.34, 528522150.44, 528522163.50, 528522176.59, 528522189.66, 528522202.72, 528522215.78, 528522228.86, 528522241.95, 528522255.01, 528522268.07, 528522281.17, 528522294.22, 528522307.29, 528522320.37, 528522333.43, 528522346.52, 528522359.58, 528522372.67, 528522385.76, 528522398.81, 528522411.89, 528522424.96, 528522438.05, 528522451.10, 528522464.17, 528522477.26, 528522490.33, 528522503.39, 528522516.45, 528522529.53, 528522542.61, 528522555.67, 528522568.75, 528522581.85, 528522594.90, 528522607.97, 528522621.06]
+        times: [528791436.02, 528791449.30, 528791462.37, 528791475.45, 528791488.55, 528791501.66, 528791514.76, 528791527.85, 528791540.95, 528791554.07, 528791567.17, 528791580.26, 528791593.36, 528791606.45, 528791619.55, 528791632.62, 528791645.73, 528791658.84, 528791671.92, 528791685.01, 528791698.11, 528791711.21, 528791724.32, 528791737.40, 528791750.52, 528791763.62, 528791776.71, 528791789.80, 528791802.89, 528791816.01, 528791829.10, 528791842.18, 528791855.30, 528791868.39, 528791881.50, 528791894.59, 528791907.69, 528791920.81, 528791933.88, 528791946.99, 528791960.11, 528791973.22, 528791986.30, 528791999.40, 528792012.51, 528792025.60, 528792038.69, 528792051.80, 528792064.91, 528792077.99, 528792091.09, 528792104.20, 528792117.31, 528792130.38, 528792143.49, 528792156.60, 528792169.70, 528792182.78, 528792195.89, 528792209.00, 528792222.10, 528792235.19, 528792248.33, 528792261.45, 528792274.57, 528792287.67, 528792300.78, 528792313.90, 528792327.03, 528792340.13, 528792353.26, 528792366.39, 528792379.47, 528792392.58, 528792405.68, 528792418.81, 528792431.92, 528792445.04, 528792458.17, 528792471.27, 528792484.38, 528792497.48, 528792510.61, 528792523.72, 528792536.83, 528792549.95, 528792563.09, 528792576.20, 528792589.31, 528792602.43, 528792615.54, 528792628.65, 528792641.77, 528792654.89, 528792667.99, 528792681.10, 528792694.23, 528792707.33, 528792720.44, 528792733.54, 528792746.66, 528792759.78, 528792772.90, 528792786.02, 528792799.09, 528792812.20, 528792825.32, 528792838.44, 528792851.55, 528792864.67, 528792877.82, 528792890.94, 528792904.02, 528792917.10, 528792930.17, 528792943.25, 528792956.35, 528792969.42, 528792982.48, 528792995.58, 528793008.68, 528793021.78, 528793034.86, 528793047.95, 528793061.05, 528793074.16, 528793087.25, 528793100.34, 528793113.46, 528793126.54, 528793139.62, 528793152.73, 528793165.82, 528793178.90, 528793191.99, 528793205.11, 528793218.22, 528793231.30, 528793244.38, 528793257.50, 528793270.59, 528793283.68, 528793296.77, 528793309.86, 528793322.96, 528793336.05, 528793349.14, 528793362.24, 528793375.33, 528793388.42, 528793401.51, 528793414.61, 528793427.69, 528793440.79, 528793453.89, 528793467.00, 528793480.06, 528793493.13, 528793506.21, 528793519.30, 528793532.37, 528793545.46, 528793558.57, 528793571.64, 528793584.70, 528793597.78, 528793610.85, 528793623.93, 528793637.00, 528793650.08, 528793663.19, 528793676.26, 528793689.33, 528793702.42, 528793715.51, 528793728.58, 528793741.66, 528793754.76, 528793767.85, 528793780.92, 528793793.99, 528793807.05, 528793820.12, 528793833.18, 528793846.27, 528793859.37, 528793872.45, 528793885.53, 528793898.61, 528793911.69, 528793924.77, 528793937.83, 528793950.92, 528793964.03, 528793977.10, 528793990.17, 528794003.28, 528794016.37, 528794029.44, 528794042.52, 528794055.64, 528794068.73, 528794081.83, 528794094.94, 528794108.07, 528794121.17, 528794134.26, 528794147.40, 528794160.49, 528794173.58, 528794186.65, 528794199.73, 528794212.82, 528794225.93, 528794238.99, 528794252.07, 528794265.16, 528794278.25, 528794291.33, 528794304.43, 528794317.58, 528794330.67, 528794343.77, 528794356.87, 528794369.96, 528794383.05, 528794396.14, 528794409.24, 528794422.34, 528794435.43, 528794448.52, 528794461.63, 528794474.72, 528794487.83, 528794500.93, 528794514.02, 528794527.11, 528794540.18, 528794553.28, 528794566.37, 528794579.46, 528794592.53, 528794605.62, 528794618.71, 528794631.78, 528794644.87, 528794657.97, 528794671.04, 528794684.12, 528794697.19, 528794710.28, 528794723.38, 528794736.45, 528794749.58, 528794762.72, 528794775.80, 528794788.86, 528794801.91, 528794815.01, 528794828.06, 528794841.15, 528794854.25, 528794867.33, 528794880.42, 528794893.47, 528794906.57, 528794919.63, 528794932.70, 528794945.79, 528794958.88, 528794971.96, 528794985.02, 528794998.10, 528795011.19, 528795024.27, 528795037.33, 528795050.42, 528795063.58, 528795076.67, 528795089.75, 528795102.83, 528795115.93, 528795129.00, 528795142.09, 528795155.19, 528795168.28, 528795181.35, 528795194.44, 528795207.54, 528795220.61, 528795233.68, 528795246.78, 528795259.87, 528795272.96, 528795286.03, 528795299.11, 528795312.21, 528795325.30, 528795338.39, 528795351.46, 528795364.56, 528795377.65, 528795390.74, 528795403.85, 528795416.95, 528795430.04, 528795443.15, 528795456.25, 528795469.35, 528795482.43, 528795495.53, 528795508.63, 528795521.71, 528795534.78, 528795547.87, 528795560.97, 528795574.05, 528795587.13, 528795600.20, 528795613.30, 528795626.37, 528795639.45, 528795652.52, 528795665.61, 528795678.71, 528795691.79, 528795704.89, 528795717.98, 528795731.06, 528795744.17, 528795757.25, 528795770.35, 528795783.43, 528795796.51, 528795809.60, 528795822.70, 528795835.77, 528795848.86, 528795861.95, 528795875.05, 528795888.13, 528795901.20, 528795914.30, 528795927.37, 528795940.44, 528795953.52, 528795966.61, 528795979.71, 528795992.80, 528796005.89, 528796018.97, 528796032.05, 528796045.15, 528796058.24, 528796071.33, 528796084.41, 528796097.49, 528796110.58, 528796123.66, 528796136.73, 528796149.83, 528796162.92, 528796176.01, 528796189.09, 528796202.17, 528796215.26, 528796228.34, 528796241.44, 528796254.52, 528796267.63, 528796280.71, 528796293.80, 528796306.89, 528796319.97, 528796333.04, 528796346.14, 528796359.22, 528796372.32, 528796385.40, 528796398.47, 528796411.59, 528796424.66, 528796437.73, 528796450.83, 528796463.92, 528796477.01, 528796490.09, 528796503.17, 528796516.27, 528796529.35, 528796542.46, 528796555.53, 528796568.63, 528796581.71, 528796594.80, 528796607.90, 528796620.98, 528796634.05, 528796647.15, 528796660.25, 528796673.33, 528796686.41, 528796699.49, 528796712.58, 528796725.65, 528796738.71, 528796751.82, 528796764.89, 528796777.98, 528796791.07, 528796804.15, 528796817.25, 528796830.31, 528796843.40, 528796856.48, 528796869.57, 528796882.66, 528796895.74, 528796908.84, 528796921.92, 528796935.01, 528796948.08, 528796961.16, 528796974.25, 528796987.33, 528797000.41, 528797013.50, 528797026.58, 528797039.64, 528797052.74, 528797065.83, 528797078.92, 528797092.00, 528797105.09, 528797118.17, 528797131.26, 528797144.35, 528797157.43, 528797170.52, 528797183.59, 528797196.67, 528797209.77, 528797222.86, 528797235.92, 528797249.02, 528797262.10, 528797275.20, 528797288.27, 528797301.35, 528797314.45, 528797327.54, 528797340.60, 528797353.69, 528797366.77, 528797379.87, 528797392.95, 528797406.04, 528797419.13, 528797432.19, 528797445.29, 528797458.38, 528797471.47, 528797484.56, 528797497.63, 528797510.75, 528797523.82, 528797536.88, 528797550.00, 528797563.09, 528797576.19, 528797589.27, 528797602.35, 528797615.44, 528797628.53, 528797641.60, 528797654.68, 528797667.76, 528797680.86, 528797693.94, 528797707.05, 528797720.13, 528797733.20, 528797746.29, 528797759.38, 528797772.46, 528797785.55, 528797798.62, 528797811.71, 528797824.79, 528797837.86, 528797850.94, 528797864.03, 528797877.12, 528797890.22, 528797903.29, 528797916.37, 528797929.43, 528797942.52, 528797955.60, 528797968.70, 528797981.78, 528797994.86, 528798008.04, 528798021.10, 528798034.18, 528798047.29, 528798060.38, 528798073.48, 528798086.55, 528798099.63, 528798112.73, 528798125.81, 528798138.87, 528798151.97, 528798165.04, 528798178.15, 528798191.22, 528798204.32, 528798217.41, 528798230.47, 528798243.56, 528798256.64, 528798269.74, 528798282.82, 528798295.91, 528798309.00, 528798322.09, 528798335.17, 528798348.26, 528798361.36, 528798374.43, 528798387.52, 528798400.61, 528798413.71, 528798426.80, 528798439.86, 528798452.95, 528798466.05, 528798479.12, 528798492.21, 528798505.29, 528798518.39, 528798531.48, 528798544.55, 528798557.65, 528798570.72, 528798583.81, 528798596.89, 528798609.99, 528798623.05, 528798636.12, 528798649.20, 528798662.30, 528798675.38, 528798688.46, 528798701.55, 528798714.65, 528798727.73, 528798740.80, 528798753.89, 528798767.00, 528798780.07, 528798793.14, 528798806.23, 528798819.33, 528798832.40, 528798845.48, 528798858.59, 528798871.66, 528798884.75, 528798897.83, 528798910.93, 528798924.00, 528798937.09, 528798950.17, 528798963.26, 528798976.33, 528798989.42, 528799002.51, 528799015.61, 528799028.69, 528799041.76, 528799054.85, 528799067.95, 528799081.02, 528799094.11, 528799107.19, 528799120.29, 528799133.36, 528799146.45, 528799159.55, 528799172.62, 528799185.71, 528799198.80, 528799211.89, 528799224.98, 528799238.05, 528799251.13, 528799264.23, 528799277.32, 528799290.41, 528799303.47, 528799316.57, 528799329.66, 528799342.73, 528799355.81, 528799368.91, 528799381.98, 528799395.07, 528799408.17, 528799421.25, 528799434.32, 528799447.41, 528799460.52, 528799473.60, 528799486.70, 528799499.78, 528799512.88, 528799525.95, 528799539.03, 528799552.13, 528799565.21, 528799578.30, 528799591.38, 528799604.47, 528799617.58, 528799630.66, 528799643.76, 528799656.83, 528799669.93, 528799683.02, 528799696.10, 528799709.20, 528799722.27, 528799735.36, 528799748.46, 528799761.53, 528799774.62, 528799787.71, 528799800.80, 528799813.88, 528799826.96, 528799840.03, 528799853.14, 528799866.22, 528799879.31, 528799892.40, 528799905.48, 528799918.58, 528799931.65, 528799944.75, 528799957.82, 528799970.91, 528799984.00, 528799997.07, 528800010.17, 528800023.24, 528800036.35, 528800049.46, 528800062.50, 528800075.59, 528800088.65, 528800101.73, 528800114.80, 528800127.87, 528800140.96, 528800154.07, 528800167.14, 528800180.24, 528800193.32, 528800206.40, 528800219.50, 528800232.57, 528800245.68, 528800258.75, 528800271.84, 528800284.93, 528800298.01, 528800311.11, 528800324.18, 528800337.28, 528800350.37, 528800363.44, 528800376.53, 528800389.62, 528800402.71, 528800415.79, 528800428.87, 528800441.96, 528800455.04, 528800468.11, 528800481.21, 528800494.31, 528800507.38, 528800520.47, 528800533.55, 528800546.65, 528800559.73, 528800572.83, 528800585.91, 528800598.99, 528800612.08, 528800625.16, 528800638.24, 528800651.34, 528800664.42, 528800677.51, 528800690.60, 528800703.68, 528800716.77, 528800729.86, 528800742.94, 528800756.02, 528800769.10, 528800782.20, 528800795.29, 528800808.38, 528800821.45, 528800834.53, 528800847.62, 528800860.70, 528800873.80, 528800886.89, 528800899.96, 528800913.06, 528800926.13, 528800939.21, 528800952.31, 528800965.40, 528800978.49, 528800991.57, 528801004.65, 528801017.75, 528801030.82, 528801043.92, 528801056.99, 528801070.06, 528801083.12, 528801096.21, 528801109.31, 528801122.39, 528801135.46, 528801148.54, 528801161.63, 528801174.71, 528801187.80, 528801200.87, 528801213.96, 528801227.03, 528801240.10, 528801253.19, 528801266.28, 528801279.35, 528801292.43, 528801305.50, 528801318.61, 528801331.67, 528801344.75, 528801357.82, 528801370.92, 528801383.99, 528801397.07, 528801410.17, 528801423.24, 528801436.32, 528801449.41, 528801462.50, 528801475.58, 528801488.67, 528801501.74, 528801514.83, 528801527.91, 528801540.99, 528801554.07, 528801567.16, 528801580.25, 528801593.32, 528801606.41, 528801619.51, 528801632.58, 528801645.66, 528801658.74, 528801671.83, 528801684.92, 528801698.00, 528801711.10, 528801724.17, 528801737.24, 528801750.32, 528801763.41, 528801776.49, 528801789.58, 528801802.66, 528801815.74, 528801828.82, 528801841.89, 528801855.00, 528801868.07, 528801881.16, 528801894.24, 528801907.33, 528801920.42, 528801933.49, 528801946.57, 528801959.64, 528801972.74, 528801985.82, 528801998.90, 528802012.00, 528802025.06, 528802038.15, 528802051.21, 528802064.30, 528802077.38, 528802090.47, 528802103.54, 528802116.63, 528802129.71, 528802142.78, 528802155.87, 528802168.96, 528802182.04, 528802195.13, 528802208.22, 528802221.31, 528802234.37, 528802247.45, 528802260.53, 528802273.63, 528802286.71, 528802299.80, 528802312.89, 528802325.96, 528802339.06, 528802352.14, 528802365.23, 528802378.32, 528802391.40, 528802404.47, 528802417.56, 528802430.63, 528802443.70, 528802456.78, 528802469.87, 528802482.96, 528802496.05, 528802509.12, 528802522.23, 528802535.28, 528802548.36, 528802561.42, 528802574.51, 528802587.60, 528802600.67, 528802613.76, 528802626.84, 528802639.94, 528802653.00, 528802666.10, 528802679.19, 528802692.26, 528802705.33, 528802718.41, 528802731.48, 528802744.54, 528802757.62, 528802770.69, 528802783.76, 528802796.85, 528802809.93, 528802823.02, 528802836.08, 528802849.15, 528802862.25, 528802875.31, 528802888.39, 528802901.47, 528802914.55, 528802927.62, 528802940.69, 528802953.77, 528802966.84, 528802979.91, 528802993.00, 528803006.08, 528803019.19, 528803032.26, 528803045.35, 528803058.43, 528803071.51, 528803084.59, 528803097.68, 528803110.77, 528803123.86, 528803136.94, 528803150.01, 528803163.10, 528803176.18, 528803189.27, 528803202.35, 528803215.43, 528803228.51, 528803241.59, 528803254.68, 528803267.77, 528803280.85, 528803293.94, 528803307.02, 528803320.11, 528803333.18, 528803346.25, 528803359.34, 528803372.41, 528803385.50, 528803398.60, 528803411.69, 528803424.78, 528803437.85, 528803450.92, 528803464.00, 528803477.09, 528803490.18, 528803503.25, 528803516.34, 528803529.41, 528803542.49, 528803555.57, 528803568.67, 528803581.76, 528803594.84, 528803607.93, 528803621.01, 528803634.10, 528803647.17, 528803660.25, 528803673.34, 528803686.45, 528803699.54, 528803712.61, 528803725.69, 528803738.77, 528803751.84, 528803764.93, 528803778.01, 528803791.07, 528803804.14, 528803817.24, 528803830.30, 528803843.37, 528803856.46, 528803869.54, 528803882.63, 528803895.71, 528803908.78, 528803921.87, 528803934.93, 528803948.00, 528803961.09, 528803974.17, 528803987.23, 528804000.32, 528804013.40, 528804026.48, 528804039.55, 528804052.62, 528804065.70, 528804078.78, 528804091.86, 528804104.93, 528804118.01, 528804131.09, 528804144.16, 528804157.25, 528804170.32, 528804183.39, 528804196.48, 528804209.56, 528804222.65, 528804235.71, 528804248.78, 528804261.86, 528804274.93, 528804288.00, 528804301.09, 528804314.17, 528804327.24, 528804340.30, 528804353.37, 528804366.45, 528804379.52, 528804392.61, 528804405.68, 528804418.77, 528804431.84, 528804444.90, 528804457.99, 528804471.05, 528804484.16, 528804497.24, 528804510.32, 528804523.41, 528804536.48, 528804549.54, 528804562.63, 528804575.70, 528804588.73, 528804601.80, 528804614.88, 528804627.93, 528804640.99, 528804654.07, 528804667.15, 528804680.23, 528804693.32, 528804706.41, 528804719.49, 528804732.54, 528804745.61, 528804758.69, 528804771.76, 528804784.83, 528804797.94, 528804811.05, 528804824.14, 528804837.21, 528804850.30, 528804863.39, 528804876.46, 528804889.54, 528804902.62, 528804915.70, 528804928.77, 528804941.83, 528804954.91, 528804968.00, 528804981.07, 528804994.16, 528805007.23, 528805020.32, 528805033.39, 528805046.46, 528805059.54, 528805072.61, 528805085.68, 528805098.76, 528805111.85, 528805124.93, 528805138.00, 528805151.07, 528805164.15, 528805177.22, 528805190.30, 528805203.38, 528805216.46, 528805229.53, 528805242.61, 528805255.70, 528805268.77, 528805281.86, 528805294.96, 528805308.03, 528805321.13, 528805334.20, 528805347.29, 528805360.39, 528805373.47, 528805386.55, 528805399.66, 528805412.73, 528805425.83, 528805438.89, 528805451.99, 528805465.06, 528805478.15, 528805491.25, 528805504.31, 528805517.40, 528805530.48, 528805543.55, 528805556.65, 528805569.72, 528805582.81, 528805595.91, 528805608.98, 528805622.08, 528805635.16, 528805648.27, 528805661.35, 528805674.43, 528805687.52, 528805700.62, 528805713.69, 528805726.79, 528805739.85, 528805752.94, 528805766.01, 528805779.10, 528805792.20, 528805805.27, 528805818.36, 528805831.43, 528805844.50, 528805857.61, 528805870.69, 528805883.77, 528805896.86, 528805909.94, 528805923.03, 528805936.10, 528805949.19, 528805962.27, 528805975.36, 528805988.42, 528806001.51, 528806014.59, 528806027.68, 528806040.75, 528806053.84, 528806066.92, 528806080.01, 528806093.09, 528806106.17, 528806119.25, 528806132.31, 528806145.38, 528806158.47, 528806171.55, 528806184.64, 528806197.73, 528806210.82, 528806223.90, 528806236.97, 528806250.05, 528806263.14, 528806276.22, 528806289.29, 528806302.38, 528806315.44, 528806328.54, 528806341.60, 528806354.70, 528806367.77, 528806380.86, 528806393.94, 528806407.03, 528806420.13, 528806433.19, 528806446.26, 528806459.37, 528806472.44, 528806485.52, 528806498.61, 528806511.70, 528806524.80, 528806537.86, 528806550.96, 528806564.04, 528806577.12, 528806590.21, 528806603.30, 528806616.39, 528806629.47, 528806642.54, 528806655.64, 528806668.71, 528806681.80, 528806694.89, 528806707.96, 528806721.06, 528806734.12, 528806747.19, 528806760.29, 528806773.37, 528806786.45, 528806799.54, 528806812.63, 528806825.74, 528806838.80, 528806851.90, 528806864.97, 528806878.06, 528806891.15, 528806904.23, 528806917.32, 528806930.40, 528806943.47, 528806956.58, 528806969.64, 528806982.73, 528806995.83, 528807008.91, 528807022.01, 528807035.07, 528807048.15, 528807061.25, 528807074.32, 528807087.40, 528807100.51, 528807113.59, 528807126.70, 528807139.75, 528807152.85, 528807165.92, 528807179.01, 528807192.10, 528807205.19, 528807218.30, 528807231.36, 528807244.42, 528807257.53, 528807270.60, 528807283.69, 528807296.78, 528807309.86, 528807322.95, 528807336.02, 528807349.12, 528807362.19, 528807375.28, 528807388.37, 528807401.47, 528807414.55, 528807427.65, 528807440.71, 528807453.81, 528807466.89, 528807479.97, 528807493.06, 528807506.14, 528807519.24, 528807532.30, 528807545.37, 528807558.47, 528807571.55, 528807584.63, 528807597.72, 528807610.81, 528807623.91, 528807636.96, 528807650.07, 528807663.14, 528807676.23, 528807689.30, 528807702.39, 528807715.48, 528807728.57, 528807741.63, 528807754.74, 528807767.84, 528807780.94, 528807794.02, 528807807.10, 528807820.20, 528807833.27, 528807846.34, 528807859.43, 528807872.51, 528807885.60, 528807898.68, 528807911.75, 528807924.84, 528807937.90, 528807951.00, 528807964.07, 528807977.16, 528807990.23, 528808003.31, 528808016.40, 528808029.49, 528808042.56, 528808055.64, 528808068.72, 528808081.81, 528808094.89, 528808107.97, 528808121.05, 528808134.12, 528808147.18, 528808160.27, 528808173.36, 528808186.44, 528808199.53, 528808212.61, 528808225.69, 528808238.75, 528808251.84, 528808264.92, 528808278.01, 528808291.06, 528808304.13, 528808317.21, 528808330.27, 528808343.34, 528808356.43, 528808369.51, 528808382.60, 528808395.67, 528808408.74, 528808421.82, 528808434.90, 528808447.98, 528808461.08, 528808474.16, 528808487.24, 528808500.33, 528808513.42, 528808526.51, 528808539.59, 528808552.70, 528808565.77, 528808578.86, 528808591.95, 528808605.04, 528808618.14, 528808631.21, 528808644.30, 528808657.40, 528808670.48, 528808683.57, 528808696.68, 528808709.75, 528808722.84, 528808735.93, 528808749.02, 528808762.12, 528808775.19, 528808788.28, 528808801.38, 528808814.45, 528808827.55, 528808840.63, 528808853.72, 528808866.81, 528808879.90, 528808892.99, 528808906.07, 528808919.17, 528808932.25, 528808945.34, 528808958.44, 528808971.52, 528808984.61, 528808997.71, 528809010.79, 528809023.88, 528809036.97, 528809050.07, 528809063.16, 528809076.28, 528809089.38, 528809102.46, 528809115.53, 528809128.63, 528809141.71, 528809154.81, 528809167.89, 528809180.96, 528809194.06, 528809207.14, 528809220.24, 528809233.32, 528809246.41, 528809259.51, 528809272.60, 528809285.68, 528809298.78, 528809311.85, 528809324.95, 528809338.03, 528809351.13, 528809364.21, 528809377.29, 528809390.38, 528809403.48, 528809416.55, 528809429.65, 528809442.73, 528809455.84, 528809468.92, 528809482.00, 528809495.10, 528809508.18, 528809521.27, 528809534.35, 528809547.44, 528809560.55, 528809573.63, 528809586.71, 528809599.81, 528809612.88, 528809625.97, 528809639.03, 528809652.13, 528809665.22, 528809678.30, 528809691.39, 528809704.47, 528809717.57, 528809730.65, 528809743.74, 528809756.84, 528809769.92, 528809783.02, 528809796.11, 528809809.20, 528809822.30, 528809835.37, 528809848.46, 528809861.57, 528809874.65, 528809887.72, 528809900.81, 528809913.90, 528809926.99, 528809940.08, 528809953.18, 528809966.27, 528809979.34, 528809992.44, 528810005.53, 528810018.63, 528810031.70, 528810044.82, 528810057.95, 528810071.04, 528810084.12, 528810097.21, 528810110.28, 528810123.38, 528810136.46, 528810149.55, 528810162.66, 528810175.74, 528810188.82, 528810201.90, 528810214.98, 528810228.09, 528810241.17, 528810254.27, 528810267.34]
         values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
     - trialName: 2_SMP
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index a8eb8b8..d187b6c 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -97,16 +97,16 @@ public boolean isEnabled() {
 
     @Override
     public void run() {
-        try {
-            // Displaying the thread that is running
-            System.out.println(
-                "Thread " + thread.currentThread().getId()
-                + " is running");
-        }
-        catch (Exception e) {
-            // Throwing an exception
-            System.out.println("Exception is caught");
-        }
+        // try {
+        //     // Displaying the thread that is running
+        //     System.out.println(
+        //         "Thread " + thread.currentThread().getId()
+        //         + " is running");
+        // }
+        // catch (Exception e) {
+        //     // Throwing an exception
+        //     System.out.println("Exception is caught");
+        // }
     }
     
     public void stop() {
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index 465e6fc..f4d3f59 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -199,6 +199,7 @@ public void run() {
             LOG.error("Problem writing output to {}", outputFile, e);
         } finally {
             triggerSender.stop();
+            LOG.info("Trigger Sender stopped successfully.");
         }
     }
 

From 5a5af4facfead13ab9ebffae3dda6bc615522de5 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 13 Sep 2022 12:29:48 -0400
Subject: [PATCH 10/49] some cleanup

---
 .gitignore                                    |  1 +
 .../output/xxx_Test_Right_Only_out-file.yml   | 10 +------
 .../spft/hardware/TriggerSender.java          | 29 ++++++++++++-------
 .../github/neuralabc/spft/task/Session.java   |  2 +-
 .../com/github/neuralabc/spft/task/Trial.java |  8 +++--
 5 files changed, 27 insertions(+), 23 deletions(-)

diff --git a/.gitignore b/.gitignore
index e9ada6c..2b8350f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -70,3 +70,4 @@ stage/
 spft/output/xxx_Test_Right_Only_out-file.yml
 spft/__pycache__/spft.cpython-39.pyc
 spft/__pycache__/spft.cpython-39.pyc
+spft/testing/output/xxx_Test_Right_Only_out-file.yml
diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index d0a74d7..0bd1c81 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-12T20:58:12.653568244Z
+startTime: 2022-09-13T13:05:42.880398070Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
 configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
 participantId: xxx
@@ -7,11 +7,3 @@ forceProportionRange:
   min: 0.05
   max: 0.3
 blocks: 
-  - blockName: block1
-    startTimestamp: 528789433.29
-    trials: 
-    - trialName: 1_SMP
-      leftReference: 
-        times: [528791436.02, 528791449.30, 528791462.37, 528791475.45, 528791488.55, 528791501.66, 528791514.76, 528791527.85, 528791540.95, 528791554.07, 528791567.17, 528791580.26, 528791593.36, 528791606.45, 528791619.55, 528791632.62, 528791645.73, 528791658.84, 528791671.92, 528791685.01, 528791698.11, 528791711.21, 528791724.32, 528791737.40, 528791750.52, 528791763.62, 528791776.71, 528791789.80, 528791802.89, 528791816.01, 528791829.10, 528791842.18, 528791855.30, 528791868.39, 528791881.50, 528791894.59, 528791907.69, 528791920.81, 528791933.88, 528791946.99, 528791960.11, 528791973.22, 528791986.30, 528791999.40, 528792012.51, 528792025.60, 528792038.69, 528792051.80, 528792064.91, 528792077.99, 528792091.09, 528792104.20, 528792117.31, 528792130.38, 528792143.49, 528792156.60, 528792169.70, 528792182.78, 528792195.89, 528792209.00, 528792222.10, 528792235.19, 528792248.33, 528792261.45, 528792274.57, 528792287.67, 528792300.78, 528792313.90, 528792327.03, 528792340.13, 528792353.26, 528792366.39, 528792379.47, 528792392.58, 528792405.68, 528792418.81, 528792431.92, 528792445.04, 528792458.17, 528792471.27, 528792484.38, 528792497.48, 528792510.61, 528792523.72, 528792536.83, 528792549.95, 528792563.09, 528792576.20, 528792589.31, 528792602.43, 528792615.54, 528792628.65, 528792641.77, 528792654.89, 528792667.99, 528792681.10, 528792694.23, 528792707.33, 528792720.44, 528792733.54, 528792746.66, 528792759.78, 528792772.90, 528792786.02, 528792799.09, 528792812.20, 528792825.32, 528792838.44, 528792851.55, 528792864.67, 528792877.82, 528792890.94, 528792904.02, 528792917.10, 528792930.17, 528792943.25, 528792956.35, 528792969.42, 528792982.48, 528792995.58, 528793008.68, 528793021.78, 528793034.86, 528793047.95, 528793061.05, 528793074.16, 528793087.25, 528793100.34, 528793113.46, 528793126.54, 528793139.62, 528793152.73, 528793165.82, 528793178.90, 528793191.99, 528793205.11, 528793218.22, 528793231.30, 528793244.38, 528793257.50, 528793270.59, 528793283.68, 528793296.77, 528793309.86, 528793322.96, 528793336.05, 528793349.14, 528793362.24, 528793375.33, 528793388.42, 528793401.51, 528793414.61, 528793427.69, 528793440.79, 528793453.89, 528793467.00, 528793480.06, 528793493.13, 528793506.21, 528793519.30, 528793532.37, 528793545.46, 528793558.57, 528793571.64, 528793584.70, 528793597.78, 528793610.85, 528793623.93, 528793637.00, 528793650.08, 528793663.19, 528793676.26, 528793689.33, 528793702.42, 528793715.51, 528793728.58, 528793741.66, 528793754.76, 528793767.85, 528793780.92, 528793793.99, 528793807.05, 528793820.12, 528793833.18, 528793846.27, 528793859.37, 528793872.45, 528793885.53, 528793898.61, 528793911.69, 528793924.77, 528793937.83, 528793950.92, 528793964.03, 528793977.10, 528793990.17, 528794003.28, 528794016.37, 528794029.44, 528794042.52, 528794055.64, 528794068.73, 528794081.83, 528794094.94, 528794108.07, 528794121.17, 528794134.26, 528794147.40, 528794160.49, 528794173.58, 528794186.65, 528794199.73, 528794212.82, 528794225.93, 528794238.99, 528794252.07, 528794265.16, 528794278.25, 528794291.33, 528794304.43, 528794317.58, 528794330.67, 528794343.77, 528794356.87, 528794369.96, 528794383.05, 528794396.14, 528794409.24, 528794422.34, 528794435.43, 528794448.52, 528794461.63, 528794474.72, 528794487.83, 528794500.93, 528794514.02, 528794527.11, 528794540.18, 528794553.28, 528794566.37, 528794579.46, 528794592.53, 528794605.62, 528794618.71, 528794631.78, 528794644.87, 528794657.97, 528794671.04, 528794684.12, 528794697.19, 528794710.28, 528794723.38, 528794736.45, 528794749.58, 528794762.72, 528794775.80, 528794788.86, 528794801.91, 528794815.01, 528794828.06, 528794841.15, 528794854.25, 528794867.33, 528794880.42, 528794893.47, 528794906.57, 528794919.63, 528794932.70, 528794945.79, 528794958.88, 528794971.96, 528794985.02, 528794998.10, 528795011.19, 528795024.27, 528795037.33, 528795050.42, 528795063.58, 528795076.67, 528795089.75, 528795102.83, 528795115.93, 528795129.00, 528795142.09, 528795155.19, 528795168.28, 528795181.35, 528795194.44, 528795207.54, 528795220.61, 528795233.68, 528795246.78, 528795259.87, 528795272.96, 528795286.03, 528795299.11, 528795312.21, 528795325.30, 528795338.39, 528795351.46, 528795364.56, 528795377.65, 528795390.74, 528795403.85, 528795416.95, 528795430.04, 528795443.15, 528795456.25, 528795469.35, 528795482.43, 528795495.53, 528795508.63, 528795521.71, 528795534.78, 528795547.87, 528795560.97, 528795574.05, 528795587.13, 528795600.20, 528795613.30, 528795626.37, 528795639.45, 528795652.52, 528795665.61, 528795678.71, 528795691.79, 528795704.89, 528795717.98, 528795731.06, 528795744.17, 528795757.25, 528795770.35, 528795783.43, 528795796.51, 528795809.60, 528795822.70, 528795835.77, 528795848.86, 528795861.95, 528795875.05, 528795888.13, 528795901.20, 528795914.30, 528795927.37, 528795940.44, 528795953.52, 528795966.61, 528795979.71, 528795992.80, 528796005.89, 528796018.97, 528796032.05, 528796045.15, 528796058.24, 528796071.33, 528796084.41, 528796097.49, 528796110.58, 528796123.66, 528796136.73, 528796149.83, 528796162.92, 528796176.01, 528796189.09, 528796202.17, 528796215.26, 528796228.34, 528796241.44, 528796254.52, 528796267.63, 528796280.71, 528796293.80, 528796306.89, 528796319.97, 528796333.04, 528796346.14, 528796359.22, 528796372.32, 528796385.40, 528796398.47, 528796411.59, 528796424.66, 528796437.73, 528796450.83, 528796463.92, 528796477.01, 528796490.09, 528796503.17, 528796516.27, 528796529.35, 528796542.46, 528796555.53, 528796568.63, 528796581.71, 528796594.80, 528796607.90, 528796620.98, 528796634.05, 528796647.15, 528796660.25, 528796673.33, 528796686.41, 528796699.49, 528796712.58, 528796725.65, 528796738.71, 528796751.82, 528796764.89, 528796777.98, 528796791.07, 528796804.15, 528796817.25, 528796830.31, 528796843.40, 528796856.48, 528796869.57, 528796882.66, 528796895.74, 528796908.84, 528796921.92, 528796935.01, 528796948.08, 528796961.16, 528796974.25, 528796987.33, 528797000.41, 528797013.50, 528797026.58, 528797039.64, 528797052.74, 528797065.83, 528797078.92, 528797092.00, 528797105.09, 528797118.17, 528797131.26, 528797144.35, 528797157.43, 528797170.52, 528797183.59, 528797196.67, 528797209.77, 528797222.86, 528797235.92, 528797249.02, 528797262.10, 528797275.20, 528797288.27, 528797301.35, 528797314.45, 528797327.54, 528797340.60, 528797353.69, 528797366.77, 528797379.87, 528797392.95, 528797406.04, 528797419.13, 528797432.19, 528797445.29, 528797458.38, 528797471.47, 528797484.56, 528797497.63, 528797510.75, 528797523.82, 528797536.88, 528797550.00, 528797563.09, 528797576.19, 528797589.27, 528797602.35, 528797615.44, 528797628.53, 528797641.60, 528797654.68, 528797667.76, 528797680.86, 528797693.94, 528797707.05, 528797720.13, 528797733.20, 528797746.29, 528797759.38, 528797772.46, 528797785.55, 528797798.62, 528797811.71, 528797824.79, 528797837.86, 528797850.94, 528797864.03, 528797877.12, 528797890.22, 528797903.29, 528797916.37, 528797929.43, 528797942.52, 528797955.60, 528797968.70, 528797981.78, 528797994.86, 528798008.04, 528798021.10, 528798034.18, 528798047.29, 528798060.38, 528798073.48, 528798086.55, 528798099.63, 528798112.73, 528798125.81, 528798138.87, 528798151.97, 528798165.04, 528798178.15, 528798191.22, 528798204.32, 528798217.41, 528798230.47, 528798243.56, 528798256.64, 528798269.74, 528798282.82, 528798295.91, 528798309.00, 528798322.09, 528798335.17, 528798348.26, 528798361.36, 528798374.43, 528798387.52, 528798400.61, 528798413.71, 528798426.80, 528798439.86, 528798452.95, 528798466.05, 528798479.12, 528798492.21, 528798505.29, 528798518.39, 528798531.48, 528798544.55, 528798557.65, 528798570.72, 528798583.81, 528798596.89, 528798609.99, 528798623.05, 528798636.12, 528798649.20, 528798662.30, 528798675.38, 528798688.46, 528798701.55, 528798714.65, 528798727.73, 528798740.80, 528798753.89, 528798767.00, 528798780.07, 528798793.14, 528798806.23, 528798819.33, 528798832.40, 528798845.48, 528798858.59, 528798871.66, 528798884.75, 528798897.83, 528798910.93, 528798924.00, 528798937.09, 528798950.17, 528798963.26, 528798976.33, 528798989.42, 528799002.51, 528799015.61, 528799028.69, 528799041.76, 528799054.85, 528799067.95, 528799081.02, 528799094.11, 528799107.19, 528799120.29, 528799133.36, 528799146.45, 528799159.55, 528799172.62, 528799185.71, 528799198.80, 528799211.89, 528799224.98, 528799238.05, 528799251.13, 528799264.23, 528799277.32, 528799290.41, 528799303.47, 528799316.57, 528799329.66, 528799342.73, 528799355.81, 528799368.91, 528799381.98, 528799395.07, 528799408.17, 528799421.25, 528799434.32, 528799447.41, 528799460.52, 528799473.60, 528799486.70, 528799499.78, 528799512.88, 528799525.95, 528799539.03, 528799552.13, 528799565.21, 528799578.30, 528799591.38, 528799604.47, 528799617.58, 528799630.66, 528799643.76, 528799656.83, 528799669.93, 528799683.02, 528799696.10, 528799709.20, 528799722.27, 528799735.36, 528799748.46, 528799761.53, 528799774.62, 528799787.71, 528799800.80, 528799813.88, 528799826.96, 528799840.03, 528799853.14, 528799866.22, 528799879.31, 528799892.40, 528799905.48, 528799918.58, 528799931.65, 528799944.75, 528799957.82, 528799970.91, 528799984.00, 528799997.07, 528800010.17, 528800023.24, 528800036.35, 528800049.46, 528800062.50, 528800075.59, 528800088.65, 528800101.73, 528800114.80, 528800127.87, 528800140.96, 528800154.07, 528800167.14, 528800180.24, 528800193.32, 528800206.40, 528800219.50, 528800232.57, 528800245.68, 528800258.75, 528800271.84, 528800284.93, 528800298.01, 528800311.11, 528800324.18, 528800337.28, 528800350.37, 528800363.44, 528800376.53, 528800389.62, 528800402.71, 528800415.79, 528800428.87, 528800441.96, 528800455.04, 528800468.11, 528800481.21, 528800494.31, 528800507.38, 528800520.47, 528800533.55, 528800546.65, 528800559.73, 528800572.83, 528800585.91, 528800598.99, 528800612.08, 528800625.16, 528800638.24, 528800651.34, 528800664.42, 528800677.51, 528800690.60, 528800703.68, 528800716.77, 528800729.86, 528800742.94, 528800756.02, 528800769.10, 528800782.20, 528800795.29, 528800808.38, 528800821.45, 528800834.53, 528800847.62, 528800860.70, 528800873.80, 528800886.89, 528800899.96, 528800913.06, 528800926.13, 528800939.21, 528800952.31, 528800965.40, 528800978.49, 528800991.57, 528801004.65, 528801017.75, 528801030.82, 528801043.92, 528801056.99, 528801070.06, 528801083.12, 528801096.21, 528801109.31, 528801122.39, 528801135.46, 528801148.54, 528801161.63, 528801174.71, 528801187.80, 528801200.87, 528801213.96, 528801227.03, 528801240.10, 528801253.19, 528801266.28, 528801279.35, 528801292.43, 528801305.50, 528801318.61, 528801331.67, 528801344.75, 528801357.82, 528801370.92, 528801383.99, 528801397.07, 528801410.17, 528801423.24, 528801436.32, 528801449.41, 528801462.50, 528801475.58, 528801488.67, 528801501.74, 528801514.83, 528801527.91, 528801540.99, 528801554.07, 528801567.16, 528801580.25, 528801593.32, 528801606.41, 528801619.51, 528801632.58, 528801645.66, 528801658.74, 528801671.83, 528801684.92, 528801698.00, 528801711.10, 528801724.17, 528801737.24, 528801750.32, 528801763.41, 528801776.49, 528801789.58, 528801802.66, 528801815.74, 528801828.82, 528801841.89, 528801855.00, 528801868.07, 528801881.16, 528801894.24, 528801907.33, 528801920.42, 528801933.49, 528801946.57, 528801959.64, 528801972.74, 528801985.82, 528801998.90, 528802012.00, 528802025.06, 528802038.15, 528802051.21, 528802064.30, 528802077.38, 528802090.47, 528802103.54, 528802116.63, 528802129.71, 528802142.78, 528802155.87, 528802168.96, 528802182.04, 528802195.13, 528802208.22, 528802221.31, 528802234.37, 528802247.45, 528802260.53, 528802273.63, 528802286.71, 528802299.80, 528802312.89, 528802325.96, 528802339.06, 528802352.14, 528802365.23, 528802378.32, 528802391.40, 528802404.47, 528802417.56, 528802430.63, 528802443.70, 528802456.78, 528802469.87, 528802482.96, 528802496.05, 528802509.12, 528802522.23, 528802535.28, 528802548.36, 528802561.42, 528802574.51, 528802587.60, 528802600.67, 528802613.76, 528802626.84, 528802639.94, 528802653.00, 528802666.10, 528802679.19, 528802692.26, 528802705.33, 528802718.41, 528802731.48, 528802744.54, 528802757.62, 528802770.69, 528802783.76, 528802796.85, 528802809.93, 528802823.02, 528802836.08, 528802849.15, 528802862.25, 528802875.31, 528802888.39, 528802901.47, 528802914.55, 528802927.62, 528802940.69, 528802953.77, 528802966.84, 528802979.91, 528802993.00, 528803006.08, 528803019.19, 528803032.26, 528803045.35, 528803058.43, 528803071.51, 528803084.59, 528803097.68, 528803110.77, 528803123.86, 528803136.94, 528803150.01, 528803163.10, 528803176.18, 528803189.27, 528803202.35, 528803215.43, 528803228.51, 528803241.59, 528803254.68, 528803267.77, 528803280.85, 528803293.94, 528803307.02, 528803320.11, 528803333.18, 528803346.25, 528803359.34, 528803372.41, 528803385.50, 528803398.60, 528803411.69, 528803424.78, 528803437.85, 528803450.92, 528803464.00, 528803477.09, 528803490.18, 528803503.25, 528803516.34, 528803529.41, 528803542.49, 528803555.57, 528803568.67, 528803581.76, 528803594.84, 528803607.93, 528803621.01, 528803634.10, 528803647.17, 528803660.25, 528803673.34, 528803686.45, 528803699.54, 528803712.61, 528803725.69, 528803738.77, 528803751.84, 528803764.93, 528803778.01, 528803791.07, 528803804.14, 528803817.24, 528803830.30, 528803843.37, 528803856.46, 528803869.54, 528803882.63, 528803895.71, 528803908.78, 528803921.87, 528803934.93, 528803948.00, 528803961.09, 528803974.17, 528803987.23, 528804000.32, 528804013.40, 528804026.48, 528804039.55, 528804052.62, 528804065.70, 528804078.78, 528804091.86, 528804104.93, 528804118.01, 528804131.09, 528804144.16, 528804157.25, 528804170.32, 528804183.39, 528804196.48, 528804209.56, 528804222.65, 528804235.71, 528804248.78, 528804261.86, 528804274.93, 528804288.00, 528804301.09, 528804314.17, 528804327.24, 528804340.30, 528804353.37, 528804366.45, 528804379.52, 528804392.61, 528804405.68, 528804418.77, 528804431.84, 528804444.90, 528804457.99, 528804471.05, 528804484.16, 528804497.24, 528804510.32, 528804523.41, 528804536.48, 528804549.54, 528804562.63, 528804575.70, 528804588.73, 528804601.80, 528804614.88, 528804627.93, 528804640.99, 528804654.07, 528804667.15, 528804680.23, 528804693.32, 528804706.41, 528804719.49, 528804732.54, 528804745.61, 528804758.69, 528804771.76, 528804784.83, 528804797.94, 528804811.05, 528804824.14, 528804837.21, 528804850.30, 528804863.39, 528804876.46, 528804889.54, 528804902.62, 528804915.70, 528804928.77, 528804941.83, 528804954.91, 528804968.00, 528804981.07, 528804994.16, 528805007.23, 528805020.32, 528805033.39, 528805046.46, 528805059.54, 528805072.61, 528805085.68, 528805098.76, 528805111.85, 528805124.93, 528805138.00, 528805151.07, 528805164.15, 528805177.22, 528805190.30, 528805203.38, 528805216.46, 528805229.53, 528805242.61, 528805255.70, 528805268.77, 528805281.86, 528805294.96, 528805308.03, 528805321.13, 528805334.20, 528805347.29, 528805360.39, 528805373.47, 528805386.55, 528805399.66, 528805412.73, 528805425.83, 528805438.89, 528805451.99, 528805465.06, 528805478.15, 528805491.25, 528805504.31, 528805517.40, 528805530.48, 528805543.55, 528805556.65, 528805569.72, 528805582.81, 528805595.91, 528805608.98, 528805622.08, 528805635.16, 528805648.27, 528805661.35, 528805674.43, 528805687.52, 528805700.62, 528805713.69, 528805726.79, 528805739.85, 528805752.94, 528805766.01, 528805779.10, 528805792.20, 528805805.27, 528805818.36, 528805831.43, 528805844.50, 528805857.61, 528805870.69, 528805883.77, 528805896.86, 528805909.94, 528805923.03, 528805936.10, 528805949.19, 528805962.27, 528805975.36, 528805988.42, 528806001.51, 528806014.59, 528806027.68, 528806040.75, 528806053.84, 528806066.92, 528806080.01, 528806093.09, 528806106.17, 528806119.25, 528806132.31, 528806145.38, 528806158.47, 528806171.55, 528806184.64, 528806197.73, 528806210.82, 528806223.90, 528806236.97, 528806250.05, 528806263.14, 528806276.22, 528806289.29, 528806302.38, 528806315.44, 528806328.54, 528806341.60, 528806354.70, 528806367.77, 528806380.86, 528806393.94, 528806407.03, 528806420.13, 528806433.19, 528806446.26, 528806459.37, 528806472.44, 528806485.52, 528806498.61, 528806511.70, 528806524.80, 528806537.86, 528806550.96, 528806564.04, 528806577.12, 528806590.21, 528806603.30, 528806616.39, 528806629.47, 528806642.54, 528806655.64, 528806668.71, 528806681.80, 528806694.89, 528806707.96, 528806721.06, 528806734.12, 528806747.19, 528806760.29, 528806773.37, 528806786.45, 528806799.54, 528806812.63, 528806825.74, 528806838.80, 528806851.90, 528806864.97, 528806878.06, 528806891.15, 528806904.23, 528806917.32, 528806930.40, 528806943.47, 528806956.58, 528806969.64, 528806982.73, 528806995.83, 528807008.91, 528807022.01, 528807035.07, 528807048.15, 528807061.25, 528807074.32, 528807087.40, 528807100.51, 528807113.59, 528807126.70, 528807139.75, 528807152.85, 528807165.92, 528807179.01, 528807192.10, 528807205.19, 528807218.30, 528807231.36, 528807244.42, 528807257.53, 528807270.60, 528807283.69, 528807296.78, 528807309.86, 528807322.95, 528807336.02, 528807349.12, 528807362.19, 528807375.28, 528807388.37, 528807401.47, 528807414.55, 528807427.65, 528807440.71, 528807453.81, 528807466.89, 528807479.97, 528807493.06, 528807506.14, 528807519.24, 528807532.30, 528807545.37, 528807558.47, 528807571.55, 528807584.63, 528807597.72, 528807610.81, 528807623.91, 528807636.96, 528807650.07, 528807663.14, 528807676.23, 528807689.30, 528807702.39, 528807715.48, 528807728.57, 528807741.63, 528807754.74, 528807767.84, 528807780.94, 528807794.02, 528807807.10, 528807820.20, 528807833.27, 528807846.34, 528807859.43, 528807872.51, 528807885.60, 528807898.68, 528807911.75, 528807924.84, 528807937.90, 528807951.00, 528807964.07, 528807977.16, 528807990.23, 528808003.31, 528808016.40, 528808029.49, 528808042.56, 528808055.64, 528808068.72, 528808081.81, 528808094.89, 528808107.97, 528808121.05, 528808134.12, 528808147.18, 528808160.27, 528808173.36, 528808186.44, 528808199.53, 528808212.61, 528808225.69, 528808238.75, 528808251.84, 528808264.92, 528808278.01, 528808291.06, 528808304.13, 528808317.21, 528808330.27, 528808343.34, 528808356.43, 528808369.51, 528808382.60, 528808395.67, 528808408.74, 528808421.82, 528808434.90, 528808447.98, 528808461.08, 528808474.16, 528808487.24, 528808500.33, 528808513.42, 528808526.51, 528808539.59, 528808552.70, 528808565.77, 528808578.86, 528808591.95, 528808605.04, 528808618.14, 528808631.21, 528808644.30, 528808657.40, 528808670.48, 528808683.57, 528808696.68, 528808709.75, 528808722.84, 528808735.93, 528808749.02, 528808762.12, 528808775.19, 528808788.28, 528808801.38, 528808814.45, 528808827.55, 528808840.63, 528808853.72, 528808866.81, 528808879.90, 528808892.99, 528808906.07, 528808919.17, 528808932.25, 528808945.34, 528808958.44, 528808971.52, 528808984.61, 528808997.71, 528809010.79, 528809023.88, 528809036.97, 528809050.07, 528809063.16, 528809076.28, 528809089.38, 528809102.46, 528809115.53, 528809128.63, 528809141.71, 528809154.81, 528809167.89, 528809180.96, 528809194.06, 528809207.14, 528809220.24, 528809233.32, 528809246.41, 528809259.51, 528809272.60, 528809285.68, 528809298.78, 528809311.85, 528809324.95, 528809338.03, 528809351.13, 528809364.21, 528809377.29, 528809390.38, 528809403.48, 528809416.55, 528809429.65, 528809442.73, 528809455.84, 528809468.92, 528809482.00, 528809495.10, 528809508.18, 528809521.27, 528809534.35, 528809547.44, 528809560.55, 528809573.63, 528809586.71, 528809599.81, 528809612.88, 528809625.97, 528809639.03, 528809652.13, 528809665.22, 528809678.30, 528809691.39, 528809704.47, 528809717.57, 528809730.65, 528809743.74, 528809756.84, 528809769.92, 528809783.02, 528809796.11, 528809809.20, 528809822.30, 528809835.37, 528809848.46, 528809861.57, 528809874.65, 528809887.72, 528809900.81, 528809913.90, 528809926.99, 528809940.08, 528809953.18, 528809966.27, 528809979.34, 528809992.44, 528810005.53, 528810018.63, 528810031.70, 528810044.82, 528810057.95, 528810071.04, 528810084.12, 528810097.21, 528810110.28, 528810123.38, 528810136.46, 528810149.55, 528810162.66, 528810175.74, 528810188.82, 528810201.90, 528810214.98, 528810228.09, 528810241.17, 528810254.27, 528810267.34]
-        values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
-    - trialName: 2_SMP
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index d187b6c..cc34c33 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -8,12 +8,24 @@
 import org.slf4j.LoggerFactory;
 
 import java.io.IOException;
-import java.io.OutputStream;
+
 import java.nio.file.Path;
 import java.util.Arrays;
 import java.util.List;
 import java.util.stream.Collectors;
 
+// this is the python version that works just fine
+// {'baudrate': 115200,
+//  'bytesize': 8,
+//  'parity': 'N',
+//  'stopbits': 1,
+//  'xonxoff': False,
+//  'dsrdtr': False,
+//  'rtscts': False,
+//  'timeout': None,
+//  'write_timeout': None,
+//  'inter_byte_timeout': None}
+
 
 /**
  * A serial output device to write integers to serial port to indicate start/stop of trials
@@ -22,10 +34,9 @@ public class TriggerSender implements Runnable {
     private static final Logger LOG = LoggerFactory.getLogger(TriggerSender.class);
     private final String name;
     private SerialPort commPort;
-    private OutputStream serialOut;
     private Thread thread;
     // private final ExperimentFrame.Binding binding;
-    final int baudRate = 115200; // could make a variable as required
+    final int baudRate = 115200; // could make a variable as required, but this is the baudrate for the arduino mega
 
     /**
      * The name of a disabled device
@@ -51,7 +62,6 @@ public TriggerSender(String deviceName, String portName) {
         }
         if (this.commPort != null) {
             this.commPort.openPort();
-			serialOut = this.commPort.getOutputStream();
             // //test write
             // send((byte) 1);
         }
@@ -64,21 +74,19 @@ public void setPort(String portName){
             // output = new OutputSection(1); //this could be used to write to the output xml file if you like
             // output.addEntry("- deviceName", deviceName);
             // output.addEntry("  portName", portName);
-            commPort.setParity(SerialPort.NO_PARITY);
-            commPort.setNumStopBits(SerialPort.ONE_STOP_BIT);
+            commPort.setParity(SerialPort.NO_PARITY); //this should be the default already  
+            commPort.setNumStopBits(SerialPort.ONE_STOP_BIT); // this should be the default already
             commPort.setNumDataBits(8);
             // commPort.addDataListener(this);
             commPort.setBaudRate(baudRate);
-        } else {
-            commPort = null;
-        }
+        } 
         if (this.commPort != null) {
             this.commPort.openPort();
-			serialOut = this.commPort.getOutputStream();
             // //test write
             // send((byte) 1);
         }
     }
+
     public void start() {
         if (isEnabled()) {
             LOG.info("Starting trigger device {}", this);
@@ -119,6 +127,7 @@ public void stop() {
     //immediately write a byte to the serial port
     public void send(byte b) {
         this.commPort.writeBytes(new byte[]{b}, 1);
+        
         LOG.info("-- Wrote to serial port {}",(byte) b);
     }
 }
\ No newline at end of file
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index f4d3f59..038808f 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -53,7 +53,7 @@ public Session(File selectedFile) {
             } else {
                 triggerTracker = TriggerTracker.NO_TRIGGERS;
             }
-            triggerSender = new TriggerSender("triggerDevice","Disabled"); // create a dummy triggerSender that is disabled, before we know what port to look in
+            triggerSender = new TriggerSender("triggerDevice","Disabled"); // create a dummy instance of triggerSender that is disabled, before we know what port to look in
             blocks = config.getBlocks().stream().map(blockConfig -> new Block(blockConfig, config.getSequences(), triggerSender)).collect(Collectors.toList());
         } catch (FileNotFoundException ex) {
             throw new SessionException("Error opening configuration", ex);
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index 434aa8b..d771730 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -56,15 +56,17 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         Timer timer = new Timer(delay, presentation);
         timer.setInitialDelay(0);
         timer.setRepeats(true);
-        triggerSender.send((byte) 1);
-        if (!(this.triggerSender == null)){
+
+        if (!(triggerSender == null)){
             LOG.info("\t\tAttempting to send start of trial trigger");
             triggerSender.send((byte) 1);
         }
+
         timer.start();
 
         sync.await();
-        if (!(this.triggerSender == null)){
+
+        if (!(triggerSender == null)){
             triggerSender.send((byte) 1);
         }
         timer.stop();

From 6ad1ae81c2ec1e4d51e2b653e75526505173f6fe Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 13 Sep 2022 15:13:10 -0400
Subject: [PATCH 11/49] remove explicit value send, moved to class

---
 .gitignore | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.gitignore b/.gitignore
index 2b8350f..607cf4d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -71,3 +71,4 @@ spft/output/xxx_Test_Right_Only_out-file.yml
 spft/__pycache__/spft.cpython-39.pyc
 spft/__pycache__/spft.cpython-39.pyc
 spft/testing/output/xxx_Test_Right_Only_out-file.yml
+test/simple.java

From 1926ffc982c926897c289a61b86f508e8795bd11 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 13 Sep 2022 15:16:08 -0400
Subject: [PATCH 12/49] moved byte value into class

---
 src/main/java/com/github/neuralabc/spft/task/Trial.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index d771730..dbb20d9 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -59,7 +59,7 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
 
         if (!(triggerSender == null)){
             LOG.info("\t\tAttempting to send start of trial trigger");
-            triggerSender.send((byte) 1);
+            triggerSender.send();
         }
 
         timer.start();
@@ -67,7 +67,7 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         sync.await();
 
         if (!(triggerSender == null)){
-            triggerSender.send((byte) 1);
+            triggerSender.send();
         }
         timer.stop();
         writeOutput(outputFile);

From 68c4fd1b9ea79a7357ebc0c8ab2f7c0a62792f89 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 13 Sep 2022 15:16:11 -0400
Subject: [PATCH 13/49] moved byte value for serial send into class

---
 .../output/xxx_Test_Right_Only_out-file.yml   |  6 +++++-
 .../spft/hardware/TriggerSender.java          | 21 +++++++++++++++----
 .../github/neuralabc/spft/task/Session.java   |  3 ---
 3 files changed, 22 insertions(+), 8 deletions(-)

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index 0bd1c81..9be6ebb 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-13T13:05:42.880398070Z
+startTime: 2022-09-13T19:15:17.633392580Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
 configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
 participantId: xxx
@@ -7,3 +7,7 @@ forceProportionRange:
   min: 0.05
   max: 0.3
 blocks: 
+  - blockName: block1
+    startTimestamp: 552410184.36
+    trials: 
+    - trialName: 1_SMP
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index cc34c33..38f0545 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -82,6 +82,7 @@ public void setPort(String portName){
         } 
         if (this.commPort != null) {
             this.commPort.openPort();
+            LOG.info("{}",this.commPort.getBaudRate());
             // //test write
             // send((byte) 1);
         }
@@ -92,7 +93,7 @@ public void start() {
             LOG.info("Starting trigger device {}", this);
             thread = new Thread(this, name + "-triggerDevice"); // could rename here?
             thread.start();
-            this.send((byte) 1);
+            this.send();
             LOG.info("Trigger device successfully started");
         } else {
             LOG.trace("Not starting device {} because it's disabled", this);
@@ -125,9 +126,21 @@ public void stop() {
     }
     
     //immediately write a byte to the serial port
-    public void send(byte b) {
-        this.commPort.writeBytes(new byte[]{b}, 1);
+    // public void send(byte b) {
+    //     this.commPort.writeBytes(new byte[]{b}, 1);
         
-        LOG.info("-- Wrote to serial port {}",(byte) b);
+    //     LOG.info("-- Wrote to serial port {}",(byte) b);
+    // }
+    public void send() {
+        byte msg = 1;
+        this.commPort.writeBytes(new byte[]{msg}, 1);
+        
+        LOG.info("-- Wrote to serial port {}",msg);
     }
+    //immediately write a byte to the serial port
+    // public void send(byte[] b) {
+    //     this.commPort.writeBytes(b, b.length);
+        
+    //     LOG.info("-- Wrote to serial port {}",(byte) b);
+    // }
 }
\ No newline at end of file
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index 038808f..522e8c7 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -157,9 +157,6 @@ public void run() {
             leftDevice.start();
             rightDevice.start();
             triggerSender.start();
-            // XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX //
-            triggerSender.send((byte) 1); //TODO REMOVE THIS XXX XXX
-            // XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX //
             for (int currentBlock = 0; currentBlock < config.getBlocks().size(); currentBlock++) {
                 Block nextBlock = blocks.get(currentBlock);
 

From 573012c31e41a91bc562a4821d8fc19eca20db2f Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 13 Sep 2022 15:27:44 -0400
Subject: [PATCH 14/49] no progress

---
 spft/testing/output/xxx_Test_Right_Only_out-file.yml          | 4 ++--
 .../com/github/neuralabc/spft/hardware/TriggerSender.java     | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index 9be6ebb..e55281b 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-13T19:15:17.633392580Z
+startTime: 2022-09-13T19:26:59.415658138Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
 configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
 participantId: xxx
@@ -8,6 +8,6 @@ forceProportionRange:
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 552410184.36
+    startTimestamp: 553111270.89
     trials: 
     - trialName: 1_SMP
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index 38f0545..919bd83 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -132,8 +132,8 @@ public void stop() {
     //     LOG.info("-- Wrote to serial port {}",(byte) b);
     // }
     public void send() {
-        byte msg = 1;
-        this.commPort.writeBytes(new byte[]{msg}, 1);
+        byte msg[] = {1};
+        this.commPort.writeBytes(msg, msg.length);
         
         LOG.info("-- Wrote to serial port {}",msg);
     }

From c74da81d8678ad51b37ab26b34d50669d5c9d706 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 10:01:38 -0400
Subject: [PATCH 15/49] triggers working correctly, logical error in when
 TriggerSender is started

---
 .../output/xxx_Test_Right_Only_out-file.yml   |  4 +-
 .../spft/hardware/TriggerSender.java          | 32 ++++------
 .../com/github/neuralabc/spft/task/Trial.java |  1 +
 test/serialTest.java                          | 63 +++++++++++++++++++
 4 files changed, 78 insertions(+), 22 deletions(-)
 create mode 100644 test/serialTest.java

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index e55281b..838f95e 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-13T19:26:59.415658138Z
+startTime: 2022-09-14T13:58:11.514677477Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
 configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
 participantId: xxx
@@ -8,6 +8,6 @@ forceProportionRange:
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 553111270.89
+    startTimestamp: 572418982.64
     trials: 
     - trialName: 1_SMP
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index 919bd83..3d69917 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -14,6 +14,15 @@
 import java.util.List;
 import java.util.stream.Collectors;
 
+//*
+// #after mamba install pyserial
+// import serial
+// port = "/dev/ttyACM0"
+// rate = 115200
+// s1 = serial.Serial(port,rate)
+// s1.flushInput()
+// s1.write(str.encode(str(1)+'/n'))
+
 // this is the python version that works just fine
 // {'baudrate': 115200,
 //  'bytesize': 8,
@@ -77,14 +86,10 @@ public void setPort(String portName){
             commPort.setParity(SerialPort.NO_PARITY); //this should be the default already  
             commPort.setNumStopBits(SerialPort.ONE_STOP_BIT); // this should be the default already
             commPort.setNumDataBits(8);
-            // commPort.addDataListener(this);
             commPort.setBaudRate(baudRate);
         } 
         if (this.commPort != null) {
             this.commPort.openPort();
-            LOG.info("{}",this.commPort.getBaudRate());
-            // //test write
-            // send((byte) 1);
         }
     }
 
@@ -93,7 +98,6 @@ public void start() {
             LOG.info("Starting trigger device {}", this);
             thread = new Thread(this, name + "-triggerDevice"); // could rename here?
             thread.start();
-            this.send();
             LOG.info("Trigger device successfully started");
         } else {
             LOG.trace("Not starting device {} because it's disabled", this);
@@ -125,22 +129,10 @@ public void stop() {
         }
     }
     
-    //immediately write a byte to the serial port
-    // public void send(byte b) {
-    //     this.commPort.writeBytes(new byte[]{b}, 1);
-        
-    //     LOG.info("-- Wrote to serial port {}",(byte) b);
-    // }
     public void send() {
-        byte msg[] = {1};
+        byte[] msg = {'1','\n'};
         this.commPort.writeBytes(msg, msg.length);
-        
-        LOG.info("-- Wrote to serial port {}",msg);
+        // LOG.info("-- Wrote to serial port {}",msg);
     }
-    //immediately write a byte to the serial port
-    // public void send(byte[] b) {
-    //     this.commPort.writeBytes(b, b.length);
-        
-    //     LOG.info("-- Wrote to serial port {}",(byte) b);
-    // }
+
 }
\ No newline at end of file
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index dbb20d9..d6ad303 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -57,6 +57,7 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         timer.setInitialDelay(0);
         timer.setRepeats(true);
 
+        LOG.info(triggerSender)
         if (!(triggerSender == null)){
             LOG.info("\t\tAttempting to send start of trial trigger");
             triggerSender.send();
diff --git a/test/serialTest.java b/test/serialTest.java
new file mode 100644
index 0000000..e234bd4
--- /dev/null
+++ b/test/serialTest.java
@@ -0,0 +1,63 @@
+// package serialtalk;
+//CONVERT THIS TO USE THE ONE YOU ALREADY HAVE WITH MAVEN?
+import gnu.io.CommPortIdentifier;
+import gnu.io.SerialPort;
+import java.io.InputStream;
+import java.io.OutputStream;
+//import processing.app.Preferences;
+
+public class Main
+{
+    static InputStream input;
+    static OutputStream output;
+
+    public static void main(String[] args) throws Exception
+    {
+        //Preferences.init();
+        //System.out.println("Using port: " + Preferences.get("serial.port"));
+        CommPortIdentifier portId = CommPortIdentifier.getPortIdentifier("/dev/ttyACM1");
+
+        SerialPort port = (SerialPort)portId.open("serial talk", 4000);
+        input = port.getInputStream();
+        output = port.getOutputStream();
+        //port.sets
+        port.setSerialPortParams(115200,
+                SerialPort.DATABITS_8,
+                SerialPort.STOPBITS_1,
+                SerialPort.PARITY_NONE);
+        port.setFlowControlMode(SerialPort.FLOWCONTROL_NONE);
+        
+        //System.out.write(buf, off, len);
+
+        String sCommand = "O,0,2,0";
+        byte[] b = sCommand.getBytes();
+       
+        output.write(b);
+        Thread.sleep(500);
+
+        sCommand = "O,0,0,0";
+        sCommand = "1";
+        b = sCommand.getBytes();
+        output.write(b);
+        Thread.sleep(500);
+
+        int i = 0;
+
+        while(i++ < 10000)
+        {
+            sCommand = "V";
+            b = sCommand.getBytes();
+            output.write(b);
+            Thread.sleep(500);
+            
+            while(input.available()>0)
+            {
+                System.out.print((char)(input.read()));
+            }
+        }
+        
+        port.close();
+    }
+
+
+}
\ No newline at end of file

From 6f9ce07f4b7cacf8fdc1549602dcf3d685b9d4af Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 10:05:51 -0400
Subject: [PATCH 16/49] triggering fixed, could look at optimization?

---
 spft/testing/output/xxx_Test_Right_Only_out-file.yml      | 8 ++++++--
 src/main/java/com/github/neuralabc/spft/task/Session.java | 1 +
 src/main/java/com/github/neuralabc/spft/task/Trial.java   | 6 +++---
 3 files changed, 10 insertions(+), 5 deletions(-)

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index 838f95e..52c5dc8 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-14T13:58:11.514677477Z
+startTime: 2022-09-14T14:05:01.454619804Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
 configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
 participantId: xxx
@@ -8,6 +8,10 @@ forceProportionRange:
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 572418982.64
+    startTimestamp: 572830466.60
     trials: 
     - trialName: 1_SMP
+      leftReference: 
+        times: [572832470.18, 572832483.40, 572832496.45, 572832509.57, 572832522.69, 572832535.82, 572832548.93, 572832562.05, 572832575.18, 572832588.34, 572832601.44, 572832614.58, 572832627.69, 572832640.82, 572832653.93, 572832667.05, 572832680.18, 572832693.30, 572832706.41, 572832719.54, 572832732.67, 572832745.80, 572832758.91, 572832772.04, 572832785.15, 572832798.28, 572832811.40, 572832824.52, 572832837.64, 572832850.76, 572832863.88, 572832876.99, 572832890.11, 572832903.22, 572832916.35, 572832929.47, 572832942.60, 572832955.71, 572832968.84, 572832981.96, 572832995.07, 572833008.19, 572833021.32, 572833034.45, 572833047.54, 572833060.67, 572833073.79, 572833086.91, 572833100.02, 572833113.15, 572833126.26, 572833139.40, 572833152.52, 572833165.65, 572833178.78, 572833191.89, 572833205.03, 572833218.15, 572833231.26, 572833244.38, 572833257.52, 572833270.64, 572833283.79, 572833296.87, 572833309.99, 572833323.11, 572833336.24, 572833349.37, 572833362.50, 572833375.62, 572833388.74, 572833401.86, 572833414.99, 572833428.10, 572833441.23, 572833454.37, 572833467.48, 572833480.60, 572833493.72, 572833506.85, 572833519.97, 572833533.09, 572833546.21, 572833559.33, 572833572.80, 572833586.10, 572833599.40, 572833612.69, 572833625.82, 572833639.26, 572833652.58, 572833665.70, 572833679.04, 572833692.17, 572833705.51, 572833718.63, 572833731.75, 572833744.88, 572833758.00, 572833771.13, 572833784.23, 572833797.35, 572833810.45, 572833823.59, 572833836.71, 572833849.81, 572833863.11, 572833876.24, 572833889.88, 572833903.02, 572833916.12, 572833929.39, 572833942.73, 572833955.83, 572833968.93, 572833982.01, 572833995.10, 572834008.20, 572834021.27, 572834034.33, 572834047.44, 572834060.52, 572834073.62, 572834086.71, 572834099.78, 572834112.86, 572834126.00, 572834139.10, 572834152.14, 572834165.20, 572834178.29, 572834191.41, 572834204.47, 572834217.54, 572834230.61, 572834243.69, 572834256.76, 572834269.85, 572834282.91, 572834296.01, 572834309.08, 572834322.16, 572834335.22, 572834348.29, 572834361.38, 572834374.45, 572834387.55, 572834400.60, 572834413.68, 572834426.75, 572834439.83, 572834452.89, 572834465.98, 572834479.05, 572834492.15, 572834505.24, 572834518.30, 572834531.39, 572834544.47, 572834557.54, 572834570.63, 572834583.72, 572834596.80, 572834609.87, 572834622.96, 572834636.03, 572834649.10, 572834662.17, 572834675.24, 572834688.35, 572834701.41, 572834714.48, 572834727.55, 572834740.64, 572834753.68, 572834766.77, 572834779.83, 572834792.94, 572834806.01, 572834819.08, 572834832.15, 572834845.23, 572834858.29, 572834871.38, 572834884.47, 572834897.54, 572834910.61, 572834923.68, 572834936.76, 572834949.82, 572834962.90, 572834975.99, 572834989.09, 572835002.16, 572835015.25, 572835028.32, 572835041.39, 572835054.47, 572835067.55, 572835080.62, 572835093.73, 572835106.79, 572835119.88, 572835132.94, 572835146.03, 572835159.09, 572835172.20, 572835185.30, 572835198.36, 572835211.43, 572835224.50, 572835237.57, 572835250.64, 572835263.72, 572835276.80, 572835289.89, 572835302.96, 572835316.03, 572835329.10, 572835342.18, 572835355.24, 572835368.35, 572835381.41, 572835394.52, 572835407.59, 572835420.66, 572835433.74, 572835446.84, 572835459.92, 572835473.01, 572835486.10, 572835499.16, 572835512.23, 572835525.30, 572835538.39, 572835551.46, 572835564.55, 572835577.63, 572835590.72, 572835603.78, 572835616.85, 572835629.92, 572835643.00, 572835656.08, 572835669.18, 572835682.26, 572835695.37, 572835708.43, 572835721.50, 572835734.58, 572835747.68, 572835760.74, 572835773.85, 572835786.96, 572835800.07, 572835813.13, 572835826.20, 572835839.25, 572835852.32, 572835865.39, 572835878.47, 572835891.56, 572835904.62, 572835917.69, 572835930.76, 572835943.84, 572835956.90, 572835969.98, 572835983.04, 572835996.13, 572836009.21, 572836022.27, 572836035.34, 572836048.41, 572836061.48, 572836074.58, 572836087.65, 572836100.72, 572836113.79, 572836126.87, 572836139.94, 572836153.02, 572836166.09, 572836179.18, 572836192.26, 572836205.34, 572836218.40, 572836231.47, 572836244.54, 572836257.61, 572836270.73, 572836283.83, 572836296.93, 572836310.04, 572836323.16, 572836336.26, 572836349.37, 572836362.60, 572836375.94, 572836389.08, 572836402.74, 572836415.76, 572836428.87, 572836441.98, 572836455.10, 572836468.18, 572836481.29, 572836494.44, 572836507.57, 572836520.80, 572836534.22, 572836547.46, 572836560.67, 572836573.76, 572836586.86, 572836599.91, 572836613.02, 572836626.18, 572836639.22, 572836652.39, 572836665.50, 572836678.55, 572836691.95, 572836705.07, 572836718.18, 572836731.29, 572836744.37, 572836757.46, 572836770.57, 572836783.63, 572836796.70, 572836809.78, 572836822.85, 572836835.93, 572836848.99, 572836862.05, 572836875.13, 572836888.22, 572836901.29, 572836914.36, 572836927.43, 572836940.51, 572836953.58, 572836966.66, 572836979.74, 572836992.83, 572837005.90, 572837018.98, 572837032.05, 572837045.11, 572837058.19, 572837071.27, 572837084.34, 572837097.39, 572837110.46, 572837123.53, 572837136.60, 572837149.67, 572837162.74, 572837175.82, 572837188.89, 572837201.95, 572837215.02, 572837228.09, 572837241.19, 572837254.31, 572837267.42, 572837280.51, 572837293.63, 572837306.73, 572837319.83, 572837332.94, 572837346.04, 572837359.15, 572837372.26, 572837385.38, 572837398.47, 572837411.58, 572837424.68, 572837437.78, 572837450.90, 572837464.01, 572837477.13, 572837490.24, 572837503.31, 572837516.41, 572837529.52, 572837542.63, 572837555.71, 572837568.83, 572837581.94, 572837595.05, 572837608.14, 572837621.25, 572837634.37, 572837647.48, 572837660.58, 572837673.70, 572837686.81, 572837699.90, 572837713.01, 572837726.11, 572837739.21, 572837752.32, 572837765.41, 572837778.50, 572837791.59, 572837804.69, 572837817.79, 572837830.91, 572837844.00, 572837857.10, 572837870.22, 572837883.29, 572837896.41, 572837909.50, 572837922.61, 572837935.69, 572837948.80, 572837961.88, 572837974.99, 572837988.11, 572838001.20, 572838014.31, 572838027.41, 572838040.53, 572838053.61, 572838066.72, 572838079.83, 572838092.94, 572838106.04, 572838119.13, 572838132.23, 572838145.33, 572838158.45, 572838171.54, 572838184.63, 572838197.75, 572838210.84, 572838223.93, 572838237.03, 572838250.16, 572838263.25, 572838276.42, 572838289.46, 572838302.63, 572838315.71, 572838328.82, 572838341.85, 572838355.02, 572838368.14, 572838381.25, 572838394.36, 572838407.44, 572838420.54, 572838433.65, 572838446.76, 572838459.79, 572838472.90, 572838486.18, 572838499.17, 572838512.19, 572838525.36, 572838538.40, 572838551.68, 572838564.97, 572838578.08, 572838591.17, 572838605.01, 572838618.28, 572838631.38, 572838644.78, 572838657.89, 572838671.00, 572838684.09, 572838697.37, 572838710.47, 572838723.58, 572838736.68, 572838749.96, 572838763.23, 572838776.34, 572838789.44, 572838802.55, 572838815.85, 572838828.94, 572838842.05, 572838855.16, 572838868.26, 572838881.37, 572838894.47, 572838907.58, 572838920.68, 572838933.80, 572838946.89, 572838959.99, 572838973.10, 572838986.18, 572838999.26, 572839012.35, 572839025.45, 572839038.56, 572839051.67, 572839064.79, 572839077.90, 572839091.06, 572839104.12, 572839117.21, 572839130.36, 572839143.46, 572839156.55, 572839169.68, 572839182.78, 572839195.86, 572839208.97, 572839222.07, 572839235.18, 572839248.26, 572839261.37, 572839274.47, 572839287.56, 572839300.67, 572839313.76, 572839326.86, 572839339.97, 572839353.07, 572839366.15, 572839379.23, 572839392.34, 572839405.44, 572839418.53, 572839431.62, 572839444.72, 572839457.83, 572839470.94, 572839484.05, 572839497.14, 572839510.24, 572839523.35, 572839536.43, 572839549.54, 572839562.64, 572839575.74, 572839588.82, 572839601.92, 572839615.04, 572839628.14, 572839641.24, 572839654.33, 572839667.43, 572839680.54, 572839693.65, 572839706.74, 572839719.87, 572839732.92, 572839746.04, 572839759.14, 572839772.22, 572839785.35, 572839798.46, 572839811.56, 572839824.65, 572839837.75, 572839850.86, 572839863.96, 572839877.05, 572839890.33, 572839903.42, 572839916.71, 572839930.00, 572839943.16, 572839956.27, 572839969.46, 572839982.42, 572839995.52, 572840008.63, 572840021.79, 572840034.89, 572840047.94, 572840061.10, 572840074.15, 572840087.25, 572840100.33, 572840113.42, 572840126.55, 572840139.63, 572840152.74, 572840165.80, 572840178.91, 572840192.02, 572840205.13, 572840218.26, 572840231.33, 572840244.45, 572840257.57, 572840270.67, 572840283.74, 572840296.84, 572840309.95, 572840323.05, 572840336.14, 572840349.24, 572840362.37, 572840375.47, 572840388.58, 572840401.68, 572840414.79, 572840427.90, 572840441.00, 572840454.09, 572840467.18, 572840480.29, 572840493.39, 572840506.48, 572840519.56, 572840532.66, 572840545.77, 572840558.88, 572840571.96, 572840585.07, 572840598.17, 572840611.28, 572840624.36, 572840637.46, 572840650.57, 572840663.67, 572840676.78, 572840689.89, 572840703.00, 572840716.09, 572840729.20, 572840742.28, 572840755.37, 572840768.47, 572840781.58, 572840794.67, 572840807.75, 572840820.85, 572840833.94, 572840847.05, 572840860.14, 572840873.24, 572840886.36, 572840899.44, 572840912.52, 572840925.62, 572840938.72, 572840951.82, 572840964.91, 572840978.00, 572840991.04, 572841004.18, 572841017.26, 572841030.34, 572841043.42, 572841056.51, 572841069.63, 572841082.73, 572841095.84, 572841108.94, 572841122.04, 572841135.14, 572841148.25, 572841161.35, 572841174.46, 572841187.58, 572841200.67, 572841213.77, 572841226.88, 572841239.98, 572841253.12, 572841266.40, 572841279.86, 572841293.15, 572841306.23, 572841319.29, 572841332.36, 572841345.52, 572841358.63, 572841371.68, 572841384.84, 572841397.95, 572841411.05, 572841424.09, 572841437.26, 572841450.36, 572841463.47, 572841476.58, 572841489.62, 572841502.79, 572841515.83, 572841528.99, 572841542.10, 572841555.20, 572841568.77, 572841582.34, 572841595.58, 572841609.16, 572841622.87, 572841636.44, 572841650.02, 572841663.30, 572841676.44, 572841689.61, 572841703.21, 572841716.87, 572841730.45, 572841744.03, 572841757.30, 572841770.77, 572841784.33, 572841797.91, 572841811.48, 572841825.08, 572841838.66, 572841852.24, 572841865.39, 572841878.96, 572841892.10, 572841905.24, 572841918.30, 572841931.44, 572841944.49, 572841957.57, 572841970.68, 572841983.77, 572841996.87, 572842009.98, 572842023.19, 572842036.13, 572842049.20, 572842062.26, 572842075.33, 572842088.40, 572842101.49, 572842114.57, 572842127.64, 572842140.73, 572842153.80, 572842166.83, 572842179.92, 572842193.01, 572842206.07, 572842219.13, 572842232.20, 572842245.27, 572842258.34, 572842271.42, 572842284.50, 572842297.60, 572842310.68, 572842323.75, 572842336.83, 572842349.90, 572842362.97, 572842376.05, 572842389.12, 572842402.19, 572842415.27, 572842428.34, 572842441.40, 572842454.47, 572842467.57, 572842480.70, 572842493.80, 572842507.44, 572842521.13, 572842534.70, 572842547.91, 572842561.05, 572842574.43, 572842587.53, 572842600.84, 572842614.41, 572842627.98, 572842641.64, 572842655.22, 572842668.80, 572842682.37, 572842695.94, 572842709.50, 572842723.12, 572842736.18, 572842749.29, 572842762.39, 572842775.50, 572842788.66, 572842801.71, 572842814.81, 572842827.91, 572842841.02, 572842854.10, 572842867.24, 572842880.30, 572842893.40, 572842906.48, 572842919.57, 572842932.68, 572842945.79, 572842958.89, 572842971.98, 572842985.08, 572842998.19, 572843011.29, 572843024.38, 572843037.56, 572843051.00, 572843063.67, 572843076.77, 572843089.88, 572843103.57, 572843116.68, 572843129.96, 572843143.49, 572843156.59, 572843169.88, 572843183.21, 572843196.50, 572843209.78, 572843222.88, 572843236.17, 572843249.63, 572843262.89, 572843276.00, 572843289.10, 572843302.21, 572843315.26, 572843328.57, 572843341.86, 572843354.95, 572843368.11, 572843381.21, 572843394.43, 572843407.59, 572843420.47, 572843433.66, 572843446.72, 572843459.87, 572843472.96, 572843486.06, 572843499.14, 572843512.24, 572843525.29, 572843538.54, 572843551.44, 572843564.51, 572843577.58, 572843590.64, 572843603.73, 572843616.81, 572843629.88, 572843642.94, 572843656.01, 572843669.08, 572843682.14, 572843695.23, 572843708.30, 572843721.37, 572843734.43, 572843747.51, 572843761.39, 572843774.63, 572843787.77, 572843801.36, 572843814.93, 572843828.50, 572843842.08, 572843855.52, 572843869.09, 572843882.66, 572843895.77, 572843909.36, 572843922.61, 572843936.17, 572843949.75, 572843962.92, 572843976.16, 572843989.25, 572844002.83, 572844016.15, 572844029.72, 572844043.09, 572844055.99, 572844069.58, 572844083.14, 572844096.27, 572844109.85, 572844123.12, 572844136.69, 572844149.96, 572844163.28, 572844176.45, 572844189.60, 572844203.17, 572844216.74, 572844229.91, 572844243.49, 572844257.07, 572844270.64, 572844283.77, 572844297.34, 572844310.92, 572844324.19, 572844337.76, 572844351.33, 572844364.94, 572844378.53, 572844391.67, 572844404.94, 572844418.48, 572844431.90, 572844445.48, 572844458.73, 572844471.87, 572844485.10, 572844498.69, 572844511.81, 572844525.39, 572844538.87, 572844552.13, 572844565.69, 572844578.93, 572844592.06, 572844605.54, 572844619.13, 572844632.27, 572844645.31, 572844658.42, 572844671.50, 572844684.61, 572844697.71, 572844710.82, 572844723.90, 572844737.01, 572844750.11, 572844763.20, 572844776.30, 572844789.42, 572844802.53, 572844815.64, 572844828.74, 572844841.86, 572844854.96, 572844868.07, 572844881.17, 572844894.56, 572844907.37, 572844920.47, 572844933.56, 572844946.67, 572844959.77, 572844972.89, 572844986.00, 572844999.08, 572845012.18, 572845025.34, 572845038.44, 572845051.47, 572845064.58, 572845077.68, 572845090.78, 572845103.87, 572845116.97, 572845130.14, 572845143.49, 572845156.65, 572845169.70, 572845183.27, 572845196.38, 572845209.88, 572845222.99, 572845236.07, 572845249.16, 572845262.42, 572845275.51, 572845288.61, 572845301.88, 572845315.16, 572845328.27, 572845341.56, 572845354.83, 572845367.94, 572845381.02, 572845394.12, 572845407.26, 572845420.36, 572845433.74, 572845446.84, 572845459.92, 572845473.09, 572845486.20, 572845499.22, 572845512.38, 572845525.50, 572845538.60, 572845551.64, 572845564.80, 572845577.92, 572845591.14, 572845604.15, 572845617.19, 572845630.30, 572845643.40, 572845656.64, 572845669.80, 572845683.46, 572845696.60, 572845710.19, 572845723.35, 572845736.93, 572845750.59, 572845764.39, 572845777.63, 572845791.22, 572845804.76, 572845818.34, 572845831.43, 572845844.65, 572845858.21, 572845871.83, 572845885.41, 572845898.62, 572845912.22, 572845925.79, 572845938.96, 572845952.45, 572845966.02, 572845979.18, 572845992.43, 572846005.62, 572846019.21, 572846032.54, 572846046.16, 572846059.58, 572846072.65, 572846085.87, 572846099.25, 572846112.68, 572846125.82, 572846138.91, 572846152.01, 572846165.12, 572846178.23, 572846191.34, 572846204.45, 572846217.56, 572846230.67, 572846243.78, 572846256.89, 572846270.00, 572846283.10, 572846296.21, 572846309.31, 572846322.42, 572846335.51, 572846348.61, 572846361.72, 572846374.88, 572846387.91, 572846401.01, 572846414.12, 572846427.21, 572846440.32, 572846453.42, 572846466.53, 572846479.63, 572846492.74, 572846505.85, 572846518.96, 572846532.06, 572846545.16, 572846558.26, 572846571.33, 572846584.44, 572846597.52, 572846610.64, 572846623.71, 572846636.82, 572846649.92, 572846663.03, 572846676.14, 572846689.28, 572846702.40, 572846715.46, 572846728.57, 572846741.67, 572846754.77, 572846767.86, 572846780.97, 572846794.06, 572846807.18, 572846820.28, 572846833.39, 572846846.49, 572846859.60, 572846872.71, 572846885.80, 572846898.91, 572846911.99, 572846925.10, 572846938.20, 572846951.28, 572846964.38, 572846977.62, 572846991.26, 572847004.37, 572847018.02, 572847031.61, 572847045.19, 572847058.75, 572847071.89, 572847085.12, 572847098.25, 572847111.40, 572847124.59, 572847138.25, 572847151.60, 572847164.85, 572847178.07, 572847191.59, 572847205.16, 572847218.30, 572847231.36, 572847244.48, 572847257.58, 572847270.75, 572847283.79, 572847296.89, 572847310.37, 572847323.70, 572847336.81, 572847349.97, 572847363.23, 572847376.32, 572847389.48, 572847402.58, 572847415.69, 572847428.79, 572847441.90, 572847455.00, 572847468.04, 572847481.21, 572847494.25, 572847507.42, 572847520.53, 572847533.63, 572847546.73, 572847559.83, 572847572.94, 572847586.04, 572847599.08, 572847612.24, 572847625.34, 572847638.57, 572847651.56, 572847664.60, 572847677.83, 572847691.40, 572847704.98, 572847718.64, 572847732.22, 572847745.79, 572847759.43, 572847772.70, 572847785.93, 572847799.18, 572847812.76, 572847825.94, 572847839.12, 572847852.69, 572847865.74, 572847878.84, 572847891.94, 572847905.05, 572847918.15, 572847931.26, 572847944.36, 572847957.46, 572847970.57, 572847983.67, 572847996.78, 572848009.88, 572848023.41, 572848036.16, 572848049.20, 572848062.32, 572848075.42, 572848088.59, 572848101.63, 572848114.74, 572848127.84, 572848140.95, 572848154.05, 572848167.16, 572848180.26, 572848193.36, 572848206.47, 572848219.57, 572848232.68, 572848245.78, 572848258.89, 572848271.99, 572848285.09, 572848298.18, 572848311.28, 572848324.39, 572848338.03, 572848351.59, 572848365.18, 572848378.49, 572848392.07, 572848405.23, 572848418.82, 572848432.31, 572848445.88, 572848459.06, 572848472.41, 572848485.58, 572848498.69, 572848512.26, 572848525.90, 572848539.17, 572848552.45, 572848566.02, 572848579.35, 572848592.44, 572848605.67, 572848619.27, 572848632.83, 572848646.39, 572848659.97, 572848673.55, 572848687.21, 572848700.31, 572848713.66, 572848727.28, 572848740.56, 572848754.13, 572848767.70, 572848781.27, 572848794.39, 572848807.44, 572848820.54, 572848833.65, 572848846.76, 572848859.85, 572848872.96, 572848886.08, 572848899.16, 572848912.27, 572848925.38, 572848938.48, 572848951.58, 572848964.69, 572848977.79, 572848990.90, 572849003.99, 572849017.09, 572849030.19, 572849043.30, 572849056.40, 572849069.50, 572849082.60, 572849095.68, 572849108.79, 572849121.91, 572849135.02, 572849148.12, 572849161.23, 572849174.34, 572849187.42, 572849200.51, 572849213.62, 572849226.72, 572849239.83, 572849252.92, 572849266.02, 572849279.29, 572849292.40, 572849305.69, 572849318.79, 572849331.87, 572849344.97, 572849358.04, 572849371.11, 572849384.20, 572849397.29, 572849410.39, 572849423.47, 572849436.57, 572849449.67, 572849462.78, 572849475.89, 572849488.98, 572849502.10, 572849515.31, 572849528.60, 572849541.70, 572849555.00, 572849568.08, 572849581.19, 572849594.48, 572849607.59, 572849620.87, 572849634.15, 572849647.43, 572849660.87, 572849674.15, 572849687.23, 572849700.35, 572849713.45, 572849726.61, 572849739.72, 572849752.83, 572849765.92, 572849779.03, 572849792.13, 572849805.36, 572849818.34, 572849831.39, 572849844.50, 572849857.60, 572849870.70, 572849883.86, 572849896.91, 572849910.01, 572849923.22, 572849936.31, 572849949.35, 572849962.46, 572849975.56, 572849988.67, 572850001.77, 572850014.87, 572850027.98, 572850041.60, 572850055.18, 572850068.86, 572850081.99, 572850095.28, 572850108.55, 572850122.12, 572850135.69, 572850148.90, 572850162.08, 572850175.60, 572850188.81, 572850201.93, 572850215.19, 572850228.79, 572850242.36, 572850255.60, 572850269.24, 572850282.68, 572850295.95, 572850309.51, 572850323.28, 572850336.85, 572850350.44, 572850364.01, 572850377.59, 572850390.82, 572850403.98, 572850417.62, 572850431.19, 572850444.76, 572850458.28, 572850471.84, 572850485.39, 572850499.06, 572850512.21, 572850525.38, 572850538.54, 572850552.36, 572850565.55, 572850578.72, 572850591.98, 572850605.55, 572850618.74, 572850631.89, 572850645.47, 572850659.06, 572850672.58, 572850685.86, 572850699.19, 572850712.78, 572850726.44, 572850739.99, 572850753.56, 572850767.20, 572850780.78, 572850794.05, 572850807.65, 572850821.29, 572850834.86, 572850848.43, 572850862.00, 572850875.26, 572850888.59, 572850902.16, 572850915.75, 572850929.31, 572850942.90, 572850956.67, 572850970.24, 572850983.39, 572850996.96, 572851010.10, 572851023.69, 572851037.27, 572851050.54, 572851064.20, 572851077.80, 572851090.93, 572851104.03, 572851117.19, 572851130.24, 572851143.34, 572851156.46, 572851169.57, 572851182.67, 572851195.77, 572851208.91, 572851222.03, 572851235.12, 572851248.23, 572851261.32, 572851274.42, 572851287.53, 572851300.65, 572851313.77, 572851326.86, 572851339.97, 572851353.09, 572851366.20, 572851379.31, 572851392.42, 572851405.56, 572851418.66, 572851431.74]
+        values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
+    - trialName: 2_SMP
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index 522e8c7..9dcfaed 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -81,6 +81,7 @@ public void start(SessionParameters sessionParameters, ExperimentFrame.Binding b
         triggerSender.setPort(sessionParameters.usedTriggerPort()); // update the port for the triggerSender
         if (!triggerSender.isEnabled()) {
             LOG.warn("Trigger device is not present. No triggering to external device.");
+            // triggerSender = null;
         } else {
             LOG.info("Trigger device is present and available.");
             LOG.info("\t{}",triggerSender);
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index d6ad303..c2155c9 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -57,8 +57,8 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         timer.setInitialDelay(0);
         timer.setRepeats(true);
 
-        LOG.info(triggerSender)
-        if (!(triggerSender == null)){
+        // LOG.info(triggerSender);
+        if (triggerSender.isEnabled()){
             LOG.info("\t\tAttempting to send start of trial trigger");
             triggerSender.send();
         }
@@ -67,7 +67,7 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
 
         sync.await();
 
-        if (!(triggerSender == null)){
+        if (triggerSender.isEnabled()){
             triggerSender.send();
         }
         timer.stop();

From 7ba885658e03689fd7e343ffb909b4ad1a16d549 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 10:23:29 -0400
Subject: [PATCH 17/49] moved isEnabled test to triggerSender thread

---
 .../output/xxx_Test_Right_Only_out-file.yml       |  6 +++---
 .../neuralabc/spft/hardware/TriggerSender.java    |  6 ++++--
 .../com/github/neuralabc/spft/task/Trial.java     | 15 +++++----------
 3 files changed, 12 insertions(+), 15 deletions(-)

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index 52c5dc8..ef7006e 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-14T14:05:01.454619804Z
+startTime: 2022-09-14T14:22:13.356060709Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
 configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
 participantId: xxx
@@ -8,10 +8,10 @@ forceProportionRange:
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 572830466.60
+    startTimestamp: 573861047.36
     trials: 
     - trialName: 1_SMP
       leftReference: 
-        times: [572832470.18, 572832483.40, 572832496.45, 572832509.57, 572832522.69, 572832535.82, 572832548.93, 572832562.05, 572832575.18, 572832588.34, 572832601.44, 572832614.58, 572832627.69, 572832640.82, 572832653.93, 572832667.05, 572832680.18, 572832693.30, 572832706.41, 572832719.54, 572832732.67, 572832745.80, 572832758.91, 572832772.04, 572832785.15, 572832798.28, 572832811.40, 572832824.52, 572832837.64, 572832850.76, 572832863.88, 572832876.99, 572832890.11, 572832903.22, 572832916.35, 572832929.47, 572832942.60, 572832955.71, 572832968.84, 572832981.96, 572832995.07, 572833008.19, 572833021.32, 572833034.45, 572833047.54, 572833060.67, 572833073.79, 572833086.91, 572833100.02, 572833113.15, 572833126.26, 572833139.40, 572833152.52, 572833165.65, 572833178.78, 572833191.89, 572833205.03, 572833218.15, 572833231.26, 572833244.38, 572833257.52, 572833270.64, 572833283.79, 572833296.87, 572833309.99, 572833323.11, 572833336.24, 572833349.37, 572833362.50, 572833375.62, 572833388.74, 572833401.86, 572833414.99, 572833428.10, 572833441.23, 572833454.37, 572833467.48, 572833480.60, 572833493.72, 572833506.85, 572833519.97, 572833533.09, 572833546.21, 572833559.33, 572833572.80, 572833586.10, 572833599.40, 572833612.69, 572833625.82, 572833639.26, 572833652.58, 572833665.70, 572833679.04, 572833692.17, 572833705.51, 572833718.63, 572833731.75, 572833744.88, 572833758.00, 572833771.13, 572833784.23, 572833797.35, 572833810.45, 572833823.59, 572833836.71, 572833849.81, 572833863.11, 572833876.24, 572833889.88, 572833903.02, 572833916.12, 572833929.39, 572833942.73, 572833955.83, 572833968.93, 572833982.01, 572833995.10, 572834008.20, 572834021.27, 572834034.33, 572834047.44, 572834060.52, 572834073.62, 572834086.71, 572834099.78, 572834112.86, 572834126.00, 572834139.10, 572834152.14, 572834165.20, 572834178.29, 572834191.41, 572834204.47, 572834217.54, 572834230.61, 572834243.69, 572834256.76, 572834269.85, 572834282.91, 572834296.01, 572834309.08, 572834322.16, 572834335.22, 572834348.29, 572834361.38, 572834374.45, 572834387.55, 572834400.60, 572834413.68, 572834426.75, 572834439.83, 572834452.89, 572834465.98, 572834479.05, 572834492.15, 572834505.24, 572834518.30, 572834531.39, 572834544.47, 572834557.54, 572834570.63, 572834583.72, 572834596.80, 572834609.87, 572834622.96, 572834636.03, 572834649.10, 572834662.17, 572834675.24, 572834688.35, 572834701.41, 572834714.48, 572834727.55, 572834740.64, 572834753.68, 572834766.77, 572834779.83, 572834792.94, 572834806.01, 572834819.08, 572834832.15, 572834845.23, 572834858.29, 572834871.38, 572834884.47, 572834897.54, 572834910.61, 572834923.68, 572834936.76, 572834949.82, 572834962.90, 572834975.99, 572834989.09, 572835002.16, 572835015.25, 572835028.32, 572835041.39, 572835054.47, 572835067.55, 572835080.62, 572835093.73, 572835106.79, 572835119.88, 572835132.94, 572835146.03, 572835159.09, 572835172.20, 572835185.30, 572835198.36, 572835211.43, 572835224.50, 572835237.57, 572835250.64, 572835263.72, 572835276.80, 572835289.89, 572835302.96, 572835316.03, 572835329.10, 572835342.18, 572835355.24, 572835368.35, 572835381.41, 572835394.52, 572835407.59, 572835420.66, 572835433.74, 572835446.84, 572835459.92, 572835473.01, 572835486.10, 572835499.16, 572835512.23, 572835525.30, 572835538.39, 572835551.46, 572835564.55, 572835577.63, 572835590.72, 572835603.78, 572835616.85, 572835629.92, 572835643.00, 572835656.08, 572835669.18, 572835682.26, 572835695.37, 572835708.43, 572835721.50, 572835734.58, 572835747.68, 572835760.74, 572835773.85, 572835786.96, 572835800.07, 572835813.13, 572835826.20, 572835839.25, 572835852.32, 572835865.39, 572835878.47, 572835891.56, 572835904.62, 572835917.69, 572835930.76, 572835943.84, 572835956.90, 572835969.98, 572835983.04, 572835996.13, 572836009.21, 572836022.27, 572836035.34, 572836048.41, 572836061.48, 572836074.58, 572836087.65, 572836100.72, 572836113.79, 572836126.87, 572836139.94, 572836153.02, 572836166.09, 572836179.18, 572836192.26, 572836205.34, 572836218.40, 572836231.47, 572836244.54, 572836257.61, 572836270.73, 572836283.83, 572836296.93, 572836310.04, 572836323.16, 572836336.26, 572836349.37, 572836362.60, 572836375.94, 572836389.08, 572836402.74, 572836415.76, 572836428.87, 572836441.98, 572836455.10, 572836468.18, 572836481.29, 572836494.44, 572836507.57, 572836520.80, 572836534.22, 572836547.46, 572836560.67, 572836573.76, 572836586.86, 572836599.91, 572836613.02, 572836626.18, 572836639.22, 572836652.39, 572836665.50, 572836678.55, 572836691.95, 572836705.07, 572836718.18, 572836731.29, 572836744.37, 572836757.46, 572836770.57, 572836783.63, 572836796.70, 572836809.78, 572836822.85, 572836835.93, 572836848.99, 572836862.05, 572836875.13, 572836888.22, 572836901.29, 572836914.36, 572836927.43, 572836940.51, 572836953.58, 572836966.66, 572836979.74, 572836992.83, 572837005.90, 572837018.98, 572837032.05, 572837045.11, 572837058.19, 572837071.27, 572837084.34, 572837097.39, 572837110.46, 572837123.53, 572837136.60, 572837149.67, 572837162.74, 572837175.82, 572837188.89, 572837201.95, 572837215.02, 572837228.09, 572837241.19, 572837254.31, 572837267.42, 572837280.51, 572837293.63, 572837306.73, 572837319.83, 572837332.94, 572837346.04, 572837359.15, 572837372.26, 572837385.38, 572837398.47, 572837411.58, 572837424.68, 572837437.78, 572837450.90, 572837464.01, 572837477.13, 572837490.24, 572837503.31, 572837516.41, 572837529.52, 572837542.63, 572837555.71, 572837568.83, 572837581.94, 572837595.05, 572837608.14, 572837621.25, 572837634.37, 572837647.48, 572837660.58, 572837673.70, 572837686.81, 572837699.90, 572837713.01, 572837726.11, 572837739.21, 572837752.32, 572837765.41, 572837778.50, 572837791.59, 572837804.69, 572837817.79, 572837830.91, 572837844.00, 572837857.10, 572837870.22, 572837883.29, 572837896.41, 572837909.50, 572837922.61, 572837935.69, 572837948.80, 572837961.88, 572837974.99, 572837988.11, 572838001.20, 572838014.31, 572838027.41, 572838040.53, 572838053.61, 572838066.72, 572838079.83, 572838092.94, 572838106.04, 572838119.13, 572838132.23, 572838145.33, 572838158.45, 572838171.54, 572838184.63, 572838197.75, 572838210.84, 572838223.93, 572838237.03, 572838250.16, 572838263.25, 572838276.42, 572838289.46, 572838302.63, 572838315.71, 572838328.82, 572838341.85, 572838355.02, 572838368.14, 572838381.25, 572838394.36, 572838407.44, 572838420.54, 572838433.65, 572838446.76, 572838459.79, 572838472.90, 572838486.18, 572838499.17, 572838512.19, 572838525.36, 572838538.40, 572838551.68, 572838564.97, 572838578.08, 572838591.17, 572838605.01, 572838618.28, 572838631.38, 572838644.78, 572838657.89, 572838671.00, 572838684.09, 572838697.37, 572838710.47, 572838723.58, 572838736.68, 572838749.96, 572838763.23, 572838776.34, 572838789.44, 572838802.55, 572838815.85, 572838828.94, 572838842.05, 572838855.16, 572838868.26, 572838881.37, 572838894.47, 572838907.58, 572838920.68, 572838933.80, 572838946.89, 572838959.99, 572838973.10, 572838986.18, 572838999.26, 572839012.35, 572839025.45, 572839038.56, 572839051.67, 572839064.79, 572839077.90, 572839091.06, 572839104.12, 572839117.21, 572839130.36, 572839143.46, 572839156.55, 572839169.68, 572839182.78, 572839195.86, 572839208.97, 572839222.07, 572839235.18, 572839248.26, 572839261.37, 572839274.47, 572839287.56, 572839300.67, 572839313.76, 572839326.86, 572839339.97, 572839353.07, 572839366.15, 572839379.23, 572839392.34, 572839405.44, 572839418.53, 572839431.62, 572839444.72, 572839457.83, 572839470.94, 572839484.05, 572839497.14, 572839510.24, 572839523.35, 572839536.43, 572839549.54, 572839562.64, 572839575.74, 572839588.82, 572839601.92, 572839615.04, 572839628.14, 572839641.24, 572839654.33, 572839667.43, 572839680.54, 572839693.65, 572839706.74, 572839719.87, 572839732.92, 572839746.04, 572839759.14, 572839772.22, 572839785.35, 572839798.46, 572839811.56, 572839824.65, 572839837.75, 572839850.86, 572839863.96, 572839877.05, 572839890.33, 572839903.42, 572839916.71, 572839930.00, 572839943.16, 572839956.27, 572839969.46, 572839982.42, 572839995.52, 572840008.63, 572840021.79, 572840034.89, 572840047.94, 572840061.10, 572840074.15, 572840087.25, 572840100.33, 572840113.42, 572840126.55, 572840139.63, 572840152.74, 572840165.80, 572840178.91, 572840192.02, 572840205.13, 572840218.26, 572840231.33, 572840244.45, 572840257.57, 572840270.67, 572840283.74, 572840296.84, 572840309.95, 572840323.05, 572840336.14, 572840349.24, 572840362.37, 572840375.47, 572840388.58, 572840401.68, 572840414.79, 572840427.90, 572840441.00, 572840454.09, 572840467.18, 572840480.29, 572840493.39, 572840506.48, 572840519.56, 572840532.66, 572840545.77, 572840558.88, 572840571.96, 572840585.07, 572840598.17, 572840611.28, 572840624.36, 572840637.46, 572840650.57, 572840663.67, 572840676.78, 572840689.89, 572840703.00, 572840716.09, 572840729.20, 572840742.28, 572840755.37, 572840768.47, 572840781.58, 572840794.67, 572840807.75, 572840820.85, 572840833.94, 572840847.05, 572840860.14, 572840873.24, 572840886.36, 572840899.44, 572840912.52, 572840925.62, 572840938.72, 572840951.82, 572840964.91, 572840978.00, 572840991.04, 572841004.18, 572841017.26, 572841030.34, 572841043.42, 572841056.51, 572841069.63, 572841082.73, 572841095.84, 572841108.94, 572841122.04, 572841135.14, 572841148.25, 572841161.35, 572841174.46, 572841187.58, 572841200.67, 572841213.77, 572841226.88, 572841239.98, 572841253.12, 572841266.40, 572841279.86, 572841293.15, 572841306.23, 572841319.29, 572841332.36, 572841345.52, 572841358.63, 572841371.68, 572841384.84, 572841397.95, 572841411.05, 572841424.09, 572841437.26, 572841450.36, 572841463.47, 572841476.58, 572841489.62, 572841502.79, 572841515.83, 572841528.99, 572841542.10, 572841555.20, 572841568.77, 572841582.34, 572841595.58, 572841609.16, 572841622.87, 572841636.44, 572841650.02, 572841663.30, 572841676.44, 572841689.61, 572841703.21, 572841716.87, 572841730.45, 572841744.03, 572841757.30, 572841770.77, 572841784.33, 572841797.91, 572841811.48, 572841825.08, 572841838.66, 572841852.24, 572841865.39, 572841878.96, 572841892.10, 572841905.24, 572841918.30, 572841931.44, 572841944.49, 572841957.57, 572841970.68, 572841983.77, 572841996.87, 572842009.98, 572842023.19, 572842036.13, 572842049.20, 572842062.26, 572842075.33, 572842088.40, 572842101.49, 572842114.57, 572842127.64, 572842140.73, 572842153.80, 572842166.83, 572842179.92, 572842193.01, 572842206.07, 572842219.13, 572842232.20, 572842245.27, 572842258.34, 572842271.42, 572842284.50, 572842297.60, 572842310.68, 572842323.75, 572842336.83, 572842349.90, 572842362.97, 572842376.05, 572842389.12, 572842402.19, 572842415.27, 572842428.34, 572842441.40, 572842454.47, 572842467.57, 572842480.70, 572842493.80, 572842507.44, 572842521.13, 572842534.70, 572842547.91, 572842561.05, 572842574.43, 572842587.53, 572842600.84, 572842614.41, 572842627.98, 572842641.64, 572842655.22, 572842668.80, 572842682.37, 572842695.94, 572842709.50, 572842723.12, 572842736.18, 572842749.29, 572842762.39, 572842775.50, 572842788.66, 572842801.71, 572842814.81, 572842827.91, 572842841.02, 572842854.10, 572842867.24, 572842880.30, 572842893.40, 572842906.48, 572842919.57, 572842932.68, 572842945.79, 572842958.89, 572842971.98, 572842985.08, 572842998.19, 572843011.29, 572843024.38, 572843037.56, 572843051.00, 572843063.67, 572843076.77, 572843089.88, 572843103.57, 572843116.68, 572843129.96, 572843143.49, 572843156.59, 572843169.88, 572843183.21, 572843196.50, 572843209.78, 572843222.88, 572843236.17, 572843249.63, 572843262.89, 572843276.00, 572843289.10, 572843302.21, 572843315.26, 572843328.57, 572843341.86, 572843354.95, 572843368.11, 572843381.21, 572843394.43, 572843407.59, 572843420.47, 572843433.66, 572843446.72, 572843459.87, 572843472.96, 572843486.06, 572843499.14, 572843512.24, 572843525.29, 572843538.54, 572843551.44, 572843564.51, 572843577.58, 572843590.64, 572843603.73, 572843616.81, 572843629.88, 572843642.94, 572843656.01, 572843669.08, 572843682.14, 572843695.23, 572843708.30, 572843721.37, 572843734.43, 572843747.51, 572843761.39, 572843774.63, 572843787.77, 572843801.36, 572843814.93, 572843828.50, 572843842.08, 572843855.52, 572843869.09, 572843882.66, 572843895.77, 572843909.36, 572843922.61, 572843936.17, 572843949.75, 572843962.92, 572843976.16, 572843989.25, 572844002.83, 572844016.15, 572844029.72, 572844043.09, 572844055.99, 572844069.58, 572844083.14, 572844096.27, 572844109.85, 572844123.12, 572844136.69, 572844149.96, 572844163.28, 572844176.45, 572844189.60, 572844203.17, 572844216.74, 572844229.91, 572844243.49, 572844257.07, 572844270.64, 572844283.77, 572844297.34, 572844310.92, 572844324.19, 572844337.76, 572844351.33, 572844364.94, 572844378.53, 572844391.67, 572844404.94, 572844418.48, 572844431.90, 572844445.48, 572844458.73, 572844471.87, 572844485.10, 572844498.69, 572844511.81, 572844525.39, 572844538.87, 572844552.13, 572844565.69, 572844578.93, 572844592.06, 572844605.54, 572844619.13, 572844632.27, 572844645.31, 572844658.42, 572844671.50, 572844684.61, 572844697.71, 572844710.82, 572844723.90, 572844737.01, 572844750.11, 572844763.20, 572844776.30, 572844789.42, 572844802.53, 572844815.64, 572844828.74, 572844841.86, 572844854.96, 572844868.07, 572844881.17, 572844894.56, 572844907.37, 572844920.47, 572844933.56, 572844946.67, 572844959.77, 572844972.89, 572844986.00, 572844999.08, 572845012.18, 572845025.34, 572845038.44, 572845051.47, 572845064.58, 572845077.68, 572845090.78, 572845103.87, 572845116.97, 572845130.14, 572845143.49, 572845156.65, 572845169.70, 572845183.27, 572845196.38, 572845209.88, 572845222.99, 572845236.07, 572845249.16, 572845262.42, 572845275.51, 572845288.61, 572845301.88, 572845315.16, 572845328.27, 572845341.56, 572845354.83, 572845367.94, 572845381.02, 572845394.12, 572845407.26, 572845420.36, 572845433.74, 572845446.84, 572845459.92, 572845473.09, 572845486.20, 572845499.22, 572845512.38, 572845525.50, 572845538.60, 572845551.64, 572845564.80, 572845577.92, 572845591.14, 572845604.15, 572845617.19, 572845630.30, 572845643.40, 572845656.64, 572845669.80, 572845683.46, 572845696.60, 572845710.19, 572845723.35, 572845736.93, 572845750.59, 572845764.39, 572845777.63, 572845791.22, 572845804.76, 572845818.34, 572845831.43, 572845844.65, 572845858.21, 572845871.83, 572845885.41, 572845898.62, 572845912.22, 572845925.79, 572845938.96, 572845952.45, 572845966.02, 572845979.18, 572845992.43, 572846005.62, 572846019.21, 572846032.54, 572846046.16, 572846059.58, 572846072.65, 572846085.87, 572846099.25, 572846112.68, 572846125.82, 572846138.91, 572846152.01, 572846165.12, 572846178.23, 572846191.34, 572846204.45, 572846217.56, 572846230.67, 572846243.78, 572846256.89, 572846270.00, 572846283.10, 572846296.21, 572846309.31, 572846322.42, 572846335.51, 572846348.61, 572846361.72, 572846374.88, 572846387.91, 572846401.01, 572846414.12, 572846427.21, 572846440.32, 572846453.42, 572846466.53, 572846479.63, 572846492.74, 572846505.85, 572846518.96, 572846532.06, 572846545.16, 572846558.26, 572846571.33, 572846584.44, 572846597.52, 572846610.64, 572846623.71, 572846636.82, 572846649.92, 572846663.03, 572846676.14, 572846689.28, 572846702.40, 572846715.46, 572846728.57, 572846741.67, 572846754.77, 572846767.86, 572846780.97, 572846794.06, 572846807.18, 572846820.28, 572846833.39, 572846846.49, 572846859.60, 572846872.71, 572846885.80, 572846898.91, 572846911.99, 572846925.10, 572846938.20, 572846951.28, 572846964.38, 572846977.62, 572846991.26, 572847004.37, 572847018.02, 572847031.61, 572847045.19, 572847058.75, 572847071.89, 572847085.12, 572847098.25, 572847111.40, 572847124.59, 572847138.25, 572847151.60, 572847164.85, 572847178.07, 572847191.59, 572847205.16, 572847218.30, 572847231.36, 572847244.48, 572847257.58, 572847270.75, 572847283.79, 572847296.89, 572847310.37, 572847323.70, 572847336.81, 572847349.97, 572847363.23, 572847376.32, 572847389.48, 572847402.58, 572847415.69, 572847428.79, 572847441.90, 572847455.00, 572847468.04, 572847481.21, 572847494.25, 572847507.42, 572847520.53, 572847533.63, 572847546.73, 572847559.83, 572847572.94, 572847586.04, 572847599.08, 572847612.24, 572847625.34, 572847638.57, 572847651.56, 572847664.60, 572847677.83, 572847691.40, 572847704.98, 572847718.64, 572847732.22, 572847745.79, 572847759.43, 572847772.70, 572847785.93, 572847799.18, 572847812.76, 572847825.94, 572847839.12, 572847852.69, 572847865.74, 572847878.84, 572847891.94, 572847905.05, 572847918.15, 572847931.26, 572847944.36, 572847957.46, 572847970.57, 572847983.67, 572847996.78, 572848009.88, 572848023.41, 572848036.16, 572848049.20, 572848062.32, 572848075.42, 572848088.59, 572848101.63, 572848114.74, 572848127.84, 572848140.95, 572848154.05, 572848167.16, 572848180.26, 572848193.36, 572848206.47, 572848219.57, 572848232.68, 572848245.78, 572848258.89, 572848271.99, 572848285.09, 572848298.18, 572848311.28, 572848324.39, 572848338.03, 572848351.59, 572848365.18, 572848378.49, 572848392.07, 572848405.23, 572848418.82, 572848432.31, 572848445.88, 572848459.06, 572848472.41, 572848485.58, 572848498.69, 572848512.26, 572848525.90, 572848539.17, 572848552.45, 572848566.02, 572848579.35, 572848592.44, 572848605.67, 572848619.27, 572848632.83, 572848646.39, 572848659.97, 572848673.55, 572848687.21, 572848700.31, 572848713.66, 572848727.28, 572848740.56, 572848754.13, 572848767.70, 572848781.27, 572848794.39, 572848807.44, 572848820.54, 572848833.65, 572848846.76, 572848859.85, 572848872.96, 572848886.08, 572848899.16, 572848912.27, 572848925.38, 572848938.48, 572848951.58, 572848964.69, 572848977.79, 572848990.90, 572849003.99, 572849017.09, 572849030.19, 572849043.30, 572849056.40, 572849069.50, 572849082.60, 572849095.68, 572849108.79, 572849121.91, 572849135.02, 572849148.12, 572849161.23, 572849174.34, 572849187.42, 572849200.51, 572849213.62, 572849226.72, 572849239.83, 572849252.92, 572849266.02, 572849279.29, 572849292.40, 572849305.69, 572849318.79, 572849331.87, 572849344.97, 572849358.04, 572849371.11, 572849384.20, 572849397.29, 572849410.39, 572849423.47, 572849436.57, 572849449.67, 572849462.78, 572849475.89, 572849488.98, 572849502.10, 572849515.31, 572849528.60, 572849541.70, 572849555.00, 572849568.08, 572849581.19, 572849594.48, 572849607.59, 572849620.87, 572849634.15, 572849647.43, 572849660.87, 572849674.15, 572849687.23, 572849700.35, 572849713.45, 572849726.61, 572849739.72, 572849752.83, 572849765.92, 572849779.03, 572849792.13, 572849805.36, 572849818.34, 572849831.39, 572849844.50, 572849857.60, 572849870.70, 572849883.86, 572849896.91, 572849910.01, 572849923.22, 572849936.31, 572849949.35, 572849962.46, 572849975.56, 572849988.67, 572850001.77, 572850014.87, 572850027.98, 572850041.60, 572850055.18, 572850068.86, 572850081.99, 572850095.28, 572850108.55, 572850122.12, 572850135.69, 572850148.90, 572850162.08, 572850175.60, 572850188.81, 572850201.93, 572850215.19, 572850228.79, 572850242.36, 572850255.60, 572850269.24, 572850282.68, 572850295.95, 572850309.51, 572850323.28, 572850336.85, 572850350.44, 572850364.01, 572850377.59, 572850390.82, 572850403.98, 572850417.62, 572850431.19, 572850444.76, 572850458.28, 572850471.84, 572850485.39, 572850499.06, 572850512.21, 572850525.38, 572850538.54, 572850552.36, 572850565.55, 572850578.72, 572850591.98, 572850605.55, 572850618.74, 572850631.89, 572850645.47, 572850659.06, 572850672.58, 572850685.86, 572850699.19, 572850712.78, 572850726.44, 572850739.99, 572850753.56, 572850767.20, 572850780.78, 572850794.05, 572850807.65, 572850821.29, 572850834.86, 572850848.43, 572850862.00, 572850875.26, 572850888.59, 572850902.16, 572850915.75, 572850929.31, 572850942.90, 572850956.67, 572850970.24, 572850983.39, 572850996.96, 572851010.10, 572851023.69, 572851037.27, 572851050.54, 572851064.20, 572851077.80, 572851090.93, 572851104.03, 572851117.19, 572851130.24, 572851143.34, 572851156.46, 572851169.57, 572851182.67, 572851195.77, 572851208.91, 572851222.03, 572851235.12, 572851248.23, 572851261.32, 572851274.42, 572851287.53, 572851300.65, 572851313.77, 572851326.86, 572851339.97, 572851353.09, 572851366.20, 572851379.31, 572851392.42, 572851405.56, 572851418.66, 572851431.74]
+        times: [573863050.25, 573863063.48, 573863076.53, 573863089.65, 573863102.77, 573863115.89, 573863129.08, 573863142.13, 573863155.24, 573863168.43, 573863181.68, 573863194.61, 573863207.82, 573863220.86, 573863233.96, 573863247.19, 573863260.16, 573863273.42, 573863286.52, 573863299.64, 573863312.76, 573863325.88, 573863339.23, 573863352.35, 573863365.61, 573863378.92, 573863392.04, 573863405.17, 573863418.48, 573863431.59, 573863444.72, 573863457.84, 573863470.96, 573863484.08, 573863497.53, 573863510.67, 573863523.79, 573863536.92, 573863550.23, 573863563.35, 573863576.76, 573863589.89, 573863603.01, 573863616.32, 573863629.63, 573863642.74, 573863655.88, 573863668.99, 573863682.30, 573863695.40, 573863708.52, 573863722.00, 573863735.12, 573863748.43, 573863761.56, 573863774.67, 573863787.79, 573863800.91, 573863814.03, 573863827.15, 573863840.27, 573863853.39, 573863866.50, 573863879.63, 573863892.76, 573863905.87, 573863919.00, 573863932.12, 573863945.21, 573863958.34, 573863971.46, 573863984.58, 573863997.69, 573864010.81, 573864023.93, 573864037.05, 573864050.17, 573864063.29, 573864076.41, 573864089.53, 573864102.65, 573864115.78, 573864128.91, 573864142.03, 573864155.15, 573864168.27, 573864181.39, 573864194.51, 573864207.64, 573864220.75, 573864233.89, 573864247.00, 573864260.13, 573864273.24, 573864286.36, 573864299.49, 573864312.61, 573864325.74, 573864338.87, 573864351.97, 573864365.09, 573864378.21, 573864391.33, 573864404.45, 573864417.57, 573864430.70, 573864443.82, 573864456.93, 573864470.07, 573864483.19, 573864496.31, 573864509.43, 573864522.54, 573864535.68, 573864548.79, 573864561.91, 573864575.02, 573864588.14, 573864601.26, 573864614.37, 573864627.50, 573864640.61, 573864653.72, 573864666.83, 573864679.94, 573864693.06, 573864706.19, 573864719.30, 573864732.44, 573864745.53, 573864758.64, 573864771.73, 573864784.85, 573864797.96, 573864811.07, 573864824.19, 573864837.31, 573864850.41, 573864863.53, 573864876.64, 573864889.76, 573864902.87, 573864915.98, 573864929.11, 573864942.21, 573864955.31, 573864968.44, 573864981.56, 573864994.67, 573865007.80, 573865020.92, 573865034.05, 573865047.15, 573865060.26, 573865073.38, 573865086.48, 573865099.60, 573865112.72, 573865125.83, 573865138.95, 573865152.06, 573865165.17, 573865178.29, 573865191.39, 573865204.51, 573865217.62, 573865230.75, 573865243.86, 573865257.03, 573865270.12, 573865283.20, 573865296.29, 573865309.38, 573865322.48, 573865335.58, 573865348.69, 573865361.79, 573865374.91, 573865388.02, 573865401.14, 573865414.25, 573865427.37, 573865440.49, 573865453.59, 573865466.70, 573865479.81, 573865492.93, 573865506.04, 573865519.16, 573865532.28, 573865545.39, 573865558.50, 573865571.61, 573865584.72, 573865597.83, 573865610.94, 573865624.06, 573865637.18, 573865650.28, 573865663.40, 573865676.51, 573865689.62, 573865702.73, 573865715.85, 573865728.98, 573865742.09, 573865755.20, 573865768.31, 573865781.42, 573865794.53, 573865807.65, 573865820.76, 573865833.89, 573865847.01, 573865860.10, 573865873.22, 573865886.33, 573865899.44, 573865912.57, 573865925.69, 573865938.83, 573865951.93, 573865965.04, 573865978.16, 573865991.27, 573866004.39, 573866017.53, 573866030.66, 573866043.78, 573866056.87, 573866069.99, 573866083.09, 573866096.20, 573866109.30, 573866122.43, 573866135.53, 573866148.64, 573866161.75, 573866174.86, 573866187.98, 573866201.09, 573866214.19, 573866227.30, 573866240.42, 573866253.54, 573866266.67, 573866279.75, 573866292.86, 573866305.97, 573866319.08, 573866332.20, 573866345.32, 573866358.42, 573866371.55, 573866384.71, 573866397.82, 573866410.92, 573866424.00, 573866437.12, 573866450.22, 573866463.33, 573866476.44, 573866489.54, 573866502.65, 573866515.76, 573866528.87, 573866541.97, 573866555.08, 573866568.17, 573866581.28, 573866594.38, 573866607.49, 573866620.60, 573866633.71, 573866646.82, 573866659.93, 573866673.03, 573866686.14, 573866699.25, 573866712.36, 573866725.47, 573866738.58, 573866751.66, 573866764.77, 573866777.87, 573866791.00, 573866804.10, 573866817.21, 573866830.31, 573866843.43, 573866856.53, 573866869.66, 573866882.77, 573866895.88, 573866908.98, 573866922.27, 573866935.38, 573866948.67, 573866961.78, 573866974.89, 573866987.99, 573867001.11, 573867014.22, 573867027.32, 573867040.43, 573867053.57, 573867066.65, 573867079.76, 573867092.89, 573867105.98, 573867119.07, 573867132.19, 573867145.29, 573867158.39, 573867171.50, 573867184.61, 573867197.71, 573867210.82, 573867223.93, 573867237.02, 573867250.11, 573867263.19, 573867276.28, 573867289.39, 573867302.47, 573867315.55, 573867328.64, 573867341.72, 573867354.79, 573867367.89, 573867380.98, 573867394.09, 573867407.19, 573867420.31, 573867433.41, 573867446.52, 573867459.63, 573867472.74, 573867485.85, 573867498.96, 573867512.07, 573867525.17, 573867538.28, 573867551.39, 573867564.50, 573867577.60, 573867590.71, 573867603.81, 573867616.92, 573867630.03, 573867643.14, 573867656.24, 573867669.35, 573867682.46, 573867695.55, 573867708.68, 573867721.78, 573867734.89, 573867748.00, 573867761.11, 573867774.22, 573867787.32, 573867800.43, 573867813.54, 573867826.62, 573867839.73, 573867852.82, 573867865.92, 573867879.04, 573867892.15, 573867905.25, 573867918.36, 573867931.47, 573867944.58, 573867957.68, 573867970.79, 573867983.88, 573867997.00, 573868010.11, 573868023.22, 573868036.32, 573868049.45, 573868062.55, 573868075.67, 573868088.79, 573868101.89, 573868115.01, 573868128.10, 573868141.21, 573868154.32, 573868167.42, 573868180.51, 573868193.62, 573868206.72, 573868219.83, 573868232.95, 573868246.03, 573868259.10, 573868272.19, 573868285.30, 573868298.41, 573868311.51, 573868324.61, 573868337.73, 573868350.83, 573868363.94, 573868377.04, 573868390.15, 573868403.26, 573868416.36, 573868429.45, 573868442.57, 573868455.69, 573868468.79, 573868481.89, 573868495.00, 573868508.11, 573868521.22, 573868534.32, 573868547.42, 573868560.51, 573868573.62, 573868586.72, 573868599.83, 573868612.92, 573868626.04, 573868639.15, 573868652.26, 573868665.36, 573868678.66, 573868691.77, 573868705.06, 573868718.16, 573868731.27, 573868744.38, 573868757.70, 573868771.22, 573868784.33, 573868797.68, 573868810.78, 573868823.89, 573868837.16, 573868850.46, 573868863.56, 573868876.94, 573868890.23, 573868903.69, 573868917.02, 573868930.28, 573868943.40, 573868956.51, 573868969.62, 573868982.92, 573868996.38, 573869009.49, 573869022.78, 573869035.88, 573869049.42, 573869062.83, 573869075.91, 573869089.45, 573869102.75, 573869115.85, 573869128.96, 573869142.07, 573869155.18, 573869168.27, 573869181.39, 573869194.49, 573869207.59, 573869220.70, 573869233.80, 573869246.90, 573869260.00, 573869273.12, 573869286.22, 573869299.33, 573869312.46, 573869325.57, 573869338.68, 573869351.78, 573869364.89, 573869377.99, 573869391.10, 573869404.20, 573869417.33, 573869430.42, 573869443.53, 573869456.66, 573869469.76, 573869482.86, 573869495.96, 573869509.08, 573869522.18, 573869535.29, 573869548.40, 573869561.50, 573869574.61, 573869587.71, 573869600.82, 573869613.92, 573869627.04, 573869640.15, 573869653.25, 573869666.35, 573869679.45, 573869692.56, 573869705.67, 573869718.78, 573869731.88, 573869744.99, 573869758.10, 573869771.20, 573869784.31, 573869797.41, 573869810.52, 573869823.62, 573869836.73, 573869849.84, 573869862.94, 573869876.05, 573869889.16, 573869902.26, 573869915.37, 573869928.48, 573869941.59, 573869954.88, 573869968.15, 573869981.45, 573869994.74, 573870007.83, 573870021.30, 573870034.68, 573870047.98, 573870061.08, 573870074.38, 573870087.74, 573870100.85, 573870113.95, 573870127.06, 573870140.17, 573870153.65, 573870166.76, 573870179.86, 573870192.97, 573870206.07, 573870219.18, 573870232.28, 573870245.39, 573870258.49, 573870271.58, 573870284.69, 573870297.79, 573870310.90, 573870324.01, 573870337.13, 573870350.23, 573870363.33, 573870376.44, 573870389.55, 573870402.65, 573870415.76, 573870428.86, 573870441.97, 573870455.08, 573870468.18, 573870481.29, 573870494.39, 573870507.50, 573870520.61, 573870533.72, 573870546.82, 573870559.93, 573870573.03, 573870586.14, 573870599.25, 573870612.35, 573870625.46, 573870638.56, 573870651.68, 573870664.78, 573870677.88, 573870691.00, 573870704.11, 573870717.21, 573870730.32, 573870743.43, 573870756.53, 573870769.64, 573870782.75, 573870795.85, 573870808.96, 573870822.07, 573870835.17, 573870848.28, 573870861.38, 573870874.49, 573870887.60, 573870900.91, 573870914.02, 573870927.30, 573870940.42, 573870953.52, 573870966.63, 573870980.01, 573870993.12, 573871006.22, 573871019.51, 573871032.61, 573871045.72, 573871059.04, 573871072.34, 573871085.44, 573871098.88, 573871112.27, 573871125.37, 573871138.66, 573871151.79, 573871165.18, 573871178.45, 573871191.73, 573871204.84, 573871217.94, 573871231.32, 573871244.61, 573871257.89, 573871271.00, 573871284.11, 573871297.40, 573871310.68, 573871323.79, 573871336.90, 573871350.24, 573871363.31, 573871376.40, 573871389.77, 573871402.87, 573871416.16, 573871429.26, 573871442.56, 573871455.97, 573871469.26, 573871482.36, 573871495.46, 573871508.81, 573871522.09, 573871535.26, 573871548.67, 573871561.97, 573871575.24, 573871588.53, 573871601.63, 573871614.73, 573871627.85, 573871640.95, 573871654.05, 573871667.16, 573871680.44, 573871693.73, 573871706.84, 573871720.13, 573871733.45, 573871746.75, 573871759.86, 573871773.16, 573871786.81, 573871800.10, 573871813.39, 573871826.68, 573871839.97, 573871853.25, 573871866.69, 573871879.99, 573871893.27, 573871906.59, 573871919.69, 573871932.99, 573871946.28, 573871959.57, 573871972.95, 573871986.23, 573871999.52, 573872012.82, 573872026.10, 573872039.21, 573872052.29, 573872065.42, 573872078.52, 573872091.63, 573872104.73, 573872118.08, 573872131.36, 573872144.46, 573872157.57, 573872171.04, 573872184.36, 573872197.46, 573872210.75, 573872224.04, 573872237.60, 573872250.70, 573872263.81, 573872276.91, 573872290.20, 573872303.71, 573872316.81, 573872329.91, 573872343.02, 573872356.10, 573872369.21, 573872382.31, 573872395.42, 573872408.52, 573872421.62, 573872434.71, 573872447.80, 573872460.90, 573872474.01, 573872487.11, 573872500.21, 573872513.32, 573872526.43, 573872539.54, 573872552.65, 573872565.76, 573872578.86, 573872591.96, 573872605.07, 573872618.18, 573872631.28, 573872644.39, 573872657.49, 573872670.60, 573872683.69, 573872696.79, 573872709.89, 573872723.01, 573872736.11, 573872749.22, 573872762.32, 573872775.45, 573872788.55, 573872801.66, 573872814.76, 573872827.87, 573872840.98, 573872854.10, 573872867.19, 573872880.29, 573872893.40, 573872906.50, 573872919.64, 573872932.87, 573872945.98, 573872959.26, 573872972.55, 573872985.90, 573872999.18, 573873012.30, 573873025.40, 573873038.51, 573873051.61, 573873064.72, 573873077.82, 573873090.93, 573873104.03, 573873117.14, 573873130.24, 573873143.35, 573873156.43, 573873169.55, 573873182.66, 573873195.77, 573873208.88, 573873221.98, 573873235.07, 573873248.20, 573873261.30, 573873274.41, 573873287.51, 573873300.62, 573873313.72, 573873326.83, 573873339.94, 573873353.04, 573873366.15, 573873379.25, 573873392.36, 573873405.47, 573873418.57, 573873431.66, 573873444.77, 573873457.87, 573873470.98, 573873484.08, 573873497.19, 573873510.29, 573873523.40, 573873536.50, 573873549.61, 573873562.72, 573873575.82, 573873588.93, 573873602.03, 573873615.14, 573873628.24, 573873641.35, 573873654.46, 573873667.56, 573873680.67, 573873694.12, 573873707.22, 573873720.61, 573873733.72, 573873747.01, 573873760.11, 573873773.46, 573873786.74, 573873800.04, 573873813.34, 573873826.67, 573873839.78, 573873853.06, 573873866.17, 573873879.49, 573873892.89, 573873906.19, 573873919.49, 573873932.60, 573873945.91, 573873959.01, 573873972.30, 573873985.61, 573873998.72, 573874011.81, 573874025.09, 573874038.48, 573874051.59, 573874064.69, 573874078.02, 573874091.31, 573874104.41, 573874117.52, 573874130.86, 573874143.96, 573874157.32, 573874170.43, 573874183.53, 573874196.82, 573874210.13, 573874223.41, 573874236.51, 573874249.98, 573874263.37, 573874276.65, 573874289.76, 573874303.05, 573874316.70, 573874330.00, 573874343.42, 573874356.53, 573874369.63, 573874383.03, 573874396.19, 573874409.28, 573874422.37, 573874435.44, 573874448.53, 573874461.61, 573874474.70, 573874487.80, 573874500.90, 573874514.01, 573874527.08, 573874540.18, 573874553.28, 573874566.38, 573874579.49, 573874592.60, 573874605.70, 573874618.81, 573874631.92, 573874645.03, 573874658.11, 573874671.22, 573874684.32, 573874697.43, 573874710.53, 573874723.64, 573874736.74, 573874749.85, 573874762.95, 573874776.06, 573874789.17, 573874802.27, 573874815.38, 573874828.49, 573874841.59, 573874854.70, 573874867.80, 573874880.91, 573874894.19, 573874907.30, 573874920.89, 573874933.98, 573874947.27, 573874960.37, 573874973.90, 573874987.27, 573875000.35, 573875013.48, 573875026.86, 573875040.14, 573875053.43, 573875066.54, 573875079.95, 573875093.24, 573875106.53, 573875119.63, 573875132.89, 573875146.32, 573875159.43, 573875172.53, 573875185.77, 573875199.32, 573875212.62, 573875225.72, 573875238.84, 573875251.94, 573875265.05, 573875278.15, 573875291.26, 573875304.36, 573875317.47, 573875330.58, 573875343.68, 573875356.79, 573875369.90, 573875383.00, 573875396.11, 573875409.21, 573875422.32, 573875435.41, 573875448.52, 573875461.62, 573875474.73, 573875487.83, 573875500.94, 573875514.04, 573875527.15, 573875540.25, 573875553.36, 573875566.46, 573875579.57, 573875592.67, 573875605.78, 573875618.88, 573875631.99, 573875645.10, 573875658.20, 573875671.31, 573875684.41, 573875697.52, 573875710.62, 573875723.98, 573875737.07, 573875750.17, 573875763.45, 573875776.74, 573875790.07, 573875803.18, 573875816.28, 573875829.57, 573875842.86, 573875855.96, 573875869.07, 573875882.36, 573875895.65, 573875908.93, 573875922.04, 573875935.12, 573875948.23, 573875961.52, 573875974.83, 573875987.93, 573876001.04, 573876014.33, 573876027.41, 573876040.83, 573876054.22, 573876067.30, 573876080.41, 573876093.72, 573876107.02, 573876120.12, 573876133.25, 573876146.36, 573876159.46, 573876172.82, 573876186.10, 573876199.41, 573876212.68, 573876225.97, 573876239.05, 573876252.17, 573876265.44, 573876278.72, 573876291.83, 573876304.93, 573876318.33, 573876331.61, 573876344.91, 573876358.00, 573876371.28, 573876384.56, 573876397.85, 573876410.95, 573876424.05, 573876437.13, 573876450.40, 573876463.48, 573876476.76, 573876489.87, 573876503.16, 573876516.25, 573876529.36, 573876542.47, 573876555.57, 573876568.67, 573876581.77, 573876594.87, 573876607.96, 573876621.06, 573876634.16, 573876647.26, 573876660.36, 573876673.47, 573876686.57, 573876699.68, 573876712.78, 573876725.95, 573876739.01, 573876752.11, 573876765.22, 573876778.32, 573876791.43, 573876804.53, 573876817.64, 573876830.74, 573876843.85, 573876856.95, 573876870.07, 573876883.17, 573876896.28, 573876909.38, 573876922.49, 573876935.59, 573876948.71, 573876961.81, 573876974.91, 573876988.02, 573877001.13, 573877014.23, 573877027.34, 573877040.44, 573877053.57, 573877066.67, 573877079.77, 573877092.87, 573877105.98, 573877119.08, 573877132.19, 573877145.30, 573877158.37, 573877171.48, 573877184.57, 573877197.67, 573877210.80, 573877223.91, 573877236.99, 573877250.10, 573877263.20, 573877276.31, 573877289.42, 573877302.54, 573877315.63, 573877328.73, 573877341.86, 573877354.96, 573877368.04, 573877381.13, 573877394.24, 573877407.32, 573877420.41, 573877433.51, 573877446.62, 573877459.71, 573877472.80, 573877485.88, 573877498.99, 573877512.07, 573877525.17, 573877538.28, 573877551.38, 573877564.48, 573877577.59, 573877590.69, 573877603.80, 573877616.90, 573877630.19, 573877643.30, 573877656.40, 573877669.51, 573877682.81, 573877696.11, 573877709.41, 573877722.50, 573877735.60, 573877748.72, 573877762.12, 573877775.22, 573877788.32, 573877801.43, 573877814.72, 573877828.02, 573877841.13, 573877854.23, 573877867.34, 573877880.45, 573877893.55, 573877906.84, 573877919.94, 573877933.25, 573877946.37, 573877959.46, 573877972.57, 573877985.67, 573877998.78, 573878011.89, 573878024.99, 573878038.09, 573878051.21, 573878064.30, 573878077.41, 573878090.51, 573878103.63, 573878116.73, 573878129.83, 573878142.94, 573878156.04, 573878169.15, 573878182.26, 573878195.37, 573878208.47, 573878221.59, 573878234.67, 573878247.77, 573878260.87, 573878273.97, 573878287.08, 573878300.20, 573878313.29, 573878326.40, 573878339.49, 573878352.60, 573878365.69, 573878378.99, 573878392.33, 573878405.44, 573878418.55, 573878431.65, 573878444.77, 573878457.86, 573878470.97, 573878484.07, 573878497.19, 573878510.29, 573878523.38, 573878536.49, 573878549.59, 573878562.70, 573878575.80, 573878588.91, 573878602.01, 573878615.09, 573878628.18, 573878641.26, 573878654.35, 573878667.43, 573878680.52, 573878693.61, 573878706.71, 573878719.77, 573878732.84, 573878745.92, 573878758.99, 573878772.07, 573878785.14, 573878798.22, 573878811.30, 573878824.38, 573878837.47, 573878850.56, 573878863.63, 573878876.71, 573878889.78, 573878902.87, 573878915.94, 573878929.03, 573878942.12, 573878955.20, 573878968.28, 573878981.36, 573878994.44, 573879007.52, 573879020.60, 573879033.68, 573879046.78, 573879059.85, 573879072.92, 573879086.00, 573879099.08, 573879112.16, 573879125.25, 573879138.33, 573879151.41, 573879164.49, 573879177.57, 573879190.65, 573879203.73, 573879216.80, 573879229.90, 573879242.99, 573879256.07, 573879269.14, 573879282.22, 573879295.29, 573879308.37, 573879321.44, 573879334.53, 573879347.63, 573879360.70, 573879373.77, 573879386.83, 573879399.91, 573879412.98, 573879426.06, 573879439.15, 573879452.23, 573879465.30, 573879478.40, 573879491.47, 573879504.55, 573879517.62, 573879530.71, 573879543.81, 573879556.88, 573879569.96, 573879583.04, 573879596.12, 573879609.20, 573879622.27, 573879635.36, 573879648.46, 573879661.54, 573879674.62, 573879687.69, 573879700.78, 573879713.85, 573879726.93, 573879740.02, 573879753.10, 573879766.17, 573879779.25, 573879792.33, 573879805.41, 573879818.49, 573879831.58, 573879844.67, 573879857.75, 573879870.83, 573879883.91, 573879896.98, 573879910.06, 573879923.14, 573879936.22, 573879949.31, 573879962.39, 573879975.47, 573879988.55, 573880001.63, 573880014.71, 573880027.79, 573880040.88, 573880053.97, 573880067.04, 573880080.11, 573880093.21, 573880106.30, 573880119.38, 573880132.46, 573880145.56, 573880158.64, 573880171.71, 573880184.79, 573880197.87, 573880210.95, 573880224.03, 573880237.12, 573880250.22, 573880263.28, 573880276.37, 573880289.44, 573880302.54, 573880315.60, 573880328.69, 573880341.77, 573880354.87, 573880367.93, 573880381.01, 573880394.08, 573880407.17, 573880420.23, 573880433.31, 573880446.41, 573880459.48, 573880472.55, 573880485.63, 573880498.71, 573880511.78, 573880524.86, 573880537.95, 573880551.05, 573880564.12, 573880577.20, 573880590.29, 573880603.39, 573880616.46, 573880629.54, 573880642.61, 573880655.68, 573880668.75, 573880681.83, 573880694.89, 573880707.97, 573880721.02, 573880734.11, 573880747.19, 573880760.27, 573880773.36, 573880786.45, 573880799.54, 573880812.62, 573880825.71, 573880838.78, 573880851.85, 573880864.91, 573880878.00, 573880891.06, 573880904.15, 573880917.22, 573880930.32, 573880943.41, 573880956.49, 573880969.55, 573880982.63, 573880995.70, 573881008.78, 573881021.84, 573881034.92, 573881048.01, 573881061.08, 573881074.15, 573881087.22, 573881100.30, 573881113.36, 573881126.44, 573881139.53, 573881152.61, 573881165.69, 573881178.75, 573881191.81, 573881204.90, 573881217.95, 573881231.03, 573881244.12, 573881257.21, 573881270.29, 573881283.38, 573881296.45, 573881309.52, 573881322.59, 573881335.66, 573881348.74, 573881361.80, 573881374.87, 573881387.94, 573881401.01, 573881414.07, 573881427.14, 573881440.20, 573881453.27, 573881466.33, 573881479.40, 573881492.48, 573881505.57, 573881518.64, 573881531.70, 573881544.77, 573881557.84, 573881570.91, 573881584.01, 573881597.12, 573881610.20, 573881623.25, 573881636.32, 573881649.39, 573881662.45, 573881675.53, 573881688.60, 573881701.67, 573881714.73, 573881727.80, 573881740.87, 573881753.94, 573881767.01, 573881780.08, 573881793.15, 573881806.22, 573881819.28, 573881832.35, 573881845.42, 573881858.49, 573881871.56, 573881884.62, 573881897.70, 573881910.76, 573881923.83, 573881936.89, 573881949.97]
         values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
     - trialName: 2_SMP
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index 3d69917..00fad96 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -52,6 +52,7 @@ public class TriggerSender implements Runnable {
      */
     public static String DISABLED = "Disabled";
     public static final TriggerSender DISABLED_DEVICE = new TriggerSender(DISABLED, DISABLED);
+    private static final byte[] TRIGGER_MESSAGE = {'1','\n'};
   
     public TriggerSender(String deviceName, String portName) {
         name = deviceName;
@@ -130,8 +131,9 @@ public void stop() {
     }
     
     public void send() {
-        byte[] msg = {'1','\n'};
-        this.commPort.writeBytes(msg, msg.length);
+        if (this.isEnabled()){
+            this.commPort.writeBytes(TRIGGER_MESSAGE, TRIGGER_MESSAGE.length);    
+        }
         // LOG.info("-- Wrote to serial port {}",msg);
     }
 
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index c2155c9..121fb41 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -48,8 +48,8 @@ public Trial(TrialConfig config, Map<String, SequenceConfig> sequencesPool, Trig
 
     public void run(ExperimentFrame.Binding binding, Path outputFile) throws InterruptedException, IOException {
         LOG.info("\t\tStarting trial '{}'", config.getName());
-        LOG.info("\t\tPresentation frequency: '{}' Hz", sequence.getFrequency());
-        LOG.info("\t\tExpected | Actual ISI: '{} | {}' ms", 1000f/sequence.getFrequency(),Math.round(1000f/sequence.getFrequency()));
+        LOG.info("\t\t\tPresentation frequency: '{}' Hz", sequence.getFrequency());
+        LOG.info("\t\t\tExpected | Actual ISI: '{} | {}' ms", 1000f/sequence.getFrequency(),Math.round(1000f/sequence.getFrequency()));
         
         int delay = Math.round(1000f / sequence.getFrequency());
         Presentation presentation = new Presentation(binding);
@@ -57,19 +57,14 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         timer.setInitialDelay(0);
         timer.setRepeats(true);
 
-        // LOG.info(triggerSender);
-        if (triggerSender.isEnabled()){
-            LOG.info("\t\tAttempting to send start of trial trigger");
-            triggerSender.send();
-        }
+        triggerSender.send(); // trigger to indicate start of trial
 
         timer.start();
 
         sync.await();
 
-        if (triggerSender.isEnabled()){
-            triggerSender.send();
-        }
+        triggerSender.send(); // trigger to indicate stop (no different from start trigger)
+        
         timer.stop();
         writeOutput(outputFile);
     }

From 83487616b56f97c8f8b0c547bd6b60fa3ce2825f Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 11:01:22 -0400
Subject: [PATCH 18/49] added triggerOut initial logging code

---
 .../output/xxx_Test_Right_Only_out-file.yml   | 20 ++++++++----
 .../spft/hardware/TriggerSender.java          | 32 ++++++++++++-------
 .../github/neuralabc/spft/task/Session.java   |  7 ++++
 3 files changed, 41 insertions(+), 18 deletions(-)

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index ef7006e..c63989e 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,17 +1,25 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-14T14:22:13.356060709Z
-configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data.yml
-configurationChecksum: 36179f0ce9ffca1550bedd43bc4c3a24
+startTime: 2022-09-14T14:58:21.107480663Z
+configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/onetrial_SPFT_LAB_data.yml
+configurationChecksum: 785d23645aafa7bc72f36d69da7b040a
 participantId: xxx
 forceProportionRange: 
   min: 0.05
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 573861047.36
+    startTimestamp: 576029359.38
     trials: 
     - trialName: 1_SMP
       leftReference: 
-        times: [573863050.25, 573863063.48, 573863076.53, 573863089.65, 573863102.77, 573863115.89, 573863129.08, 573863142.13, 573863155.24, 573863168.43, 573863181.68, 573863194.61, 573863207.82, 573863220.86, 573863233.96, 573863247.19, 573863260.16, 573863273.42, 573863286.52, 573863299.64, 573863312.76, 573863325.88, 573863339.23, 573863352.35, 573863365.61, 573863378.92, 573863392.04, 573863405.17, 573863418.48, 573863431.59, 573863444.72, 573863457.84, 573863470.96, 573863484.08, 573863497.53, 573863510.67, 573863523.79, 573863536.92, 573863550.23, 573863563.35, 573863576.76, 573863589.89, 573863603.01, 573863616.32, 573863629.63, 573863642.74, 573863655.88, 573863668.99, 573863682.30, 573863695.40, 573863708.52, 573863722.00, 573863735.12, 573863748.43, 573863761.56, 573863774.67, 573863787.79, 573863800.91, 573863814.03, 573863827.15, 573863840.27, 573863853.39, 573863866.50, 573863879.63, 573863892.76, 573863905.87, 573863919.00, 573863932.12, 573863945.21, 573863958.34, 573863971.46, 573863984.58, 573863997.69, 573864010.81, 573864023.93, 573864037.05, 573864050.17, 573864063.29, 573864076.41, 573864089.53, 573864102.65, 573864115.78, 573864128.91, 573864142.03, 573864155.15, 573864168.27, 573864181.39, 573864194.51, 573864207.64, 573864220.75, 573864233.89, 573864247.00, 573864260.13, 573864273.24, 573864286.36, 573864299.49, 573864312.61, 573864325.74, 573864338.87, 573864351.97, 573864365.09, 573864378.21, 573864391.33, 573864404.45, 573864417.57, 573864430.70, 573864443.82, 573864456.93, 573864470.07, 573864483.19, 573864496.31, 573864509.43, 573864522.54, 573864535.68, 573864548.79, 573864561.91, 573864575.02, 573864588.14, 573864601.26, 573864614.37, 573864627.50, 573864640.61, 573864653.72, 573864666.83, 573864679.94, 573864693.06, 573864706.19, 573864719.30, 573864732.44, 573864745.53, 573864758.64, 573864771.73, 573864784.85, 573864797.96, 573864811.07, 573864824.19, 573864837.31, 573864850.41, 573864863.53, 573864876.64, 573864889.76, 573864902.87, 573864915.98, 573864929.11, 573864942.21, 573864955.31, 573864968.44, 573864981.56, 573864994.67, 573865007.80, 573865020.92, 573865034.05, 573865047.15, 573865060.26, 573865073.38, 573865086.48, 573865099.60, 573865112.72, 573865125.83, 573865138.95, 573865152.06, 573865165.17, 573865178.29, 573865191.39, 573865204.51, 573865217.62, 573865230.75, 573865243.86, 573865257.03, 573865270.12, 573865283.20, 573865296.29, 573865309.38, 573865322.48, 573865335.58, 573865348.69, 573865361.79, 573865374.91, 573865388.02, 573865401.14, 573865414.25, 573865427.37, 573865440.49, 573865453.59, 573865466.70, 573865479.81, 573865492.93, 573865506.04, 573865519.16, 573865532.28, 573865545.39, 573865558.50, 573865571.61, 573865584.72, 573865597.83, 573865610.94, 573865624.06, 573865637.18, 573865650.28, 573865663.40, 573865676.51, 573865689.62, 573865702.73, 573865715.85, 573865728.98, 573865742.09, 573865755.20, 573865768.31, 573865781.42, 573865794.53, 573865807.65, 573865820.76, 573865833.89, 573865847.01, 573865860.10, 573865873.22, 573865886.33, 573865899.44, 573865912.57, 573865925.69, 573865938.83, 573865951.93, 573865965.04, 573865978.16, 573865991.27, 573866004.39, 573866017.53, 573866030.66, 573866043.78, 573866056.87, 573866069.99, 573866083.09, 573866096.20, 573866109.30, 573866122.43, 573866135.53, 573866148.64, 573866161.75, 573866174.86, 573866187.98, 573866201.09, 573866214.19, 573866227.30, 573866240.42, 573866253.54, 573866266.67, 573866279.75, 573866292.86, 573866305.97, 573866319.08, 573866332.20, 573866345.32, 573866358.42, 573866371.55, 573866384.71, 573866397.82, 573866410.92, 573866424.00, 573866437.12, 573866450.22, 573866463.33, 573866476.44, 573866489.54, 573866502.65, 573866515.76, 573866528.87, 573866541.97, 573866555.08, 573866568.17, 573866581.28, 573866594.38, 573866607.49, 573866620.60, 573866633.71, 573866646.82, 573866659.93, 573866673.03, 573866686.14, 573866699.25, 573866712.36, 573866725.47, 573866738.58, 573866751.66, 573866764.77, 573866777.87, 573866791.00, 573866804.10, 573866817.21, 573866830.31, 573866843.43, 573866856.53, 573866869.66, 573866882.77, 573866895.88, 573866908.98, 573866922.27, 573866935.38, 573866948.67, 573866961.78, 573866974.89, 573866987.99, 573867001.11, 573867014.22, 573867027.32, 573867040.43, 573867053.57, 573867066.65, 573867079.76, 573867092.89, 573867105.98, 573867119.07, 573867132.19, 573867145.29, 573867158.39, 573867171.50, 573867184.61, 573867197.71, 573867210.82, 573867223.93, 573867237.02, 573867250.11, 573867263.19, 573867276.28, 573867289.39, 573867302.47, 573867315.55, 573867328.64, 573867341.72, 573867354.79, 573867367.89, 573867380.98, 573867394.09, 573867407.19, 573867420.31, 573867433.41, 573867446.52, 573867459.63, 573867472.74, 573867485.85, 573867498.96, 573867512.07, 573867525.17, 573867538.28, 573867551.39, 573867564.50, 573867577.60, 573867590.71, 573867603.81, 573867616.92, 573867630.03, 573867643.14, 573867656.24, 573867669.35, 573867682.46, 573867695.55, 573867708.68, 573867721.78, 573867734.89, 573867748.00, 573867761.11, 573867774.22, 573867787.32, 573867800.43, 573867813.54, 573867826.62, 573867839.73, 573867852.82, 573867865.92, 573867879.04, 573867892.15, 573867905.25, 573867918.36, 573867931.47, 573867944.58, 573867957.68, 573867970.79, 573867983.88, 573867997.00, 573868010.11, 573868023.22, 573868036.32, 573868049.45, 573868062.55, 573868075.67, 573868088.79, 573868101.89, 573868115.01, 573868128.10, 573868141.21, 573868154.32, 573868167.42, 573868180.51, 573868193.62, 573868206.72, 573868219.83, 573868232.95, 573868246.03, 573868259.10, 573868272.19, 573868285.30, 573868298.41, 573868311.51, 573868324.61, 573868337.73, 573868350.83, 573868363.94, 573868377.04, 573868390.15, 573868403.26, 573868416.36, 573868429.45, 573868442.57, 573868455.69, 573868468.79, 573868481.89, 573868495.00, 573868508.11, 573868521.22, 573868534.32, 573868547.42, 573868560.51, 573868573.62, 573868586.72, 573868599.83, 573868612.92, 573868626.04, 573868639.15, 573868652.26, 573868665.36, 573868678.66, 573868691.77, 573868705.06, 573868718.16, 573868731.27, 573868744.38, 573868757.70, 573868771.22, 573868784.33, 573868797.68, 573868810.78, 573868823.89, 573868837.16, 573868850.46, 573868863.56, 573868876.94, 573868890.23, 573868903.69, 573868917.02, 573868930.28, 573868943.40, 573868956.51, 573868969.62, 573868982.92, 573868996.38, 573869009.49, 573869022.78, 573869035.88, 573869049.42, 573869062.83, 573869075.91, 573869089.45, 573869102.75, 573869115.85, 573869128.96, 573869142.07, 573869155.18, 573869168.27, 573869181.39, 573869194.49, 573869207.59, 573869220.70, 573869233.80, 573869246.90, 573869260.00, 573869273.12, 573869286.22, 573869299.33, 573869312.46, 573869325.57, 573869338.68, 573869351.78, 573869364.89, 573869377.99, 573869391.10, 573869404.20, 573869417.33, 573869430.42, 573869443.53, 573869456.66, 573869469.76, 573869482.86, 573869495.96, 573869509.08, 573869522.18, 573869535.29, 573869548.40, 573869561.50, 573869574.61, 573869587.71, 573869600.82, 573869613.92, 573869627.04, 573869640.15, 573869653.25, 573869666.35, 573869679.45, 573869692.56, 573869705.67, 573869718.78, 573869731.88, 573869744.99, 573869758.10, 573869771.20, 573869784.31, 573869797.41, 573869810.52, 573869823.62, 573869836.73, 573869849.84, 573869862.94, 573869876.05, 573869889.16, 573869902.26, 573869915.37, 573869928.48, 573869941.59, 573869954.88, 573869968.15, 573869981.45, 573869994.74, 573870007.83, 573870021.30, 573870034.68, 573870047.98, 573870061.08, 573870074.38, 573870087.74, 573870100.85, 573870113.95, 573870127.06, 573870140.17, 573870153.65, 573870166.76, 573870179.86, 573870192.97, 573870206.07, 573870219.18, 573870232.28, 573870245.39, 573870258.49, 573870271.58, 573870284.69, 573870297.79, 573870310.90, 573870324.01, 573870337.13, 573870350.23, 573870363.33, 573870376.44, 573870389.55, 573870402.65, 573870415.76, 573870428.86, 573870441.97, 573870455.08, 573870468.18, 573870481.29, 573870494.39, 573870507.50, 573870520.61, 573870533.72, 573870546.82, 573870559.93, 573870573.03, 573870586.14, 573870599.25, 573870612.35, 573870625.46, 573870638.56, 573870651.68, 573870664.78, 573870677.88, 573870691.00, 573870704.11, 573870717.21, 573870730.32, 573870743.43, 573870756.53, 573870769.64, 573870782.75, 573870795.85, 573870808.96, 573870822.07, 573870835.17, 573870848.28, 573870861.38, 573870874.49, 573870887.60, 573870900.91, 573870914.02, 573870927.30, 573870940.42, 573870953.52, 573870966.63, 573870980.01, 573870993.12, 573871006.22, 573871019.51, 573871032.61, 573871045.72, 573871059.04, 573871072.34, 573871085.44, 573871098.88, 573871112.27, 573871125.37, 573871138.66, 573871151.79, 573871165.18, 573871178.45, 573871191.73, 573871204.84, 573871217.94, 573871231.32, 573871244.61, 573871257.89, 573871271.00, 573871284.11, 573871297.40, 573871310.68, 573871323.79, 573871336.90, 573871350.24, 573871363.31, 573871376.40, 573871389.77, 573871402.87, 573871416.16, 573871429.26, 573871442.56, 573871455.97, 573871469.26, 573871482.36, 573871495.46, 573871508.81, 573871522.09, 573871535.26, 573871548.67, 573871561.97, 573871575.24, 573871588.53, 573871601.63, 573871614.73, 573871627.85, 573871640.95, 573871654.05, 573871667.16, 573871680.44, 573871693.73, 573871706.84, 573871720.13, 573871733.45, 573871746.75, 573871759.86, 573871773.16, 573871786.81, 573871800.10, 573871813.39, 573871826.68, 573871839.97, 573871853.25, 573871866.69, 573871879.99, 573871893.27, 573871906.59, 573871919.69, 573871932.99, 573871946.28, 573871959.57, 573871972.95, 573871986.23, 573871999.52, 573872012.82, 573872026.10, 573872039.21, 573872052.29, 573872065.42, 573872078.52, 573872091.63, 573872104.73, 573872118.08, 573872131.36, 573872144.46, 573872157.57, 573872171.04, 573872184.36, 573872197.46, 573872210.75, 573872224.04, 573872237.60, 573872250.70, 573872263.81, 573872276.91, 573872290.20, 573872303.71, 573872316.81, 573872329.91, 573872343.02, 573872356.10, 573872369.21, 573872382.31, 573872395.42, 573872408.52, 573872421.62, 573872434.71, 573872447.80, 573872460.90, 573872474.01, 573872487.11, 573872500.21, 573872513.32, 573872526.43, 573872539.54, 573872552.65, 573872565.76, 573872578.86, 573872591.96, 573872605.07, 573872618.18, 573872631.28, 573872644.39, 573872657.49, 573872670.60, 573872683.69, 573872696.79, 573872709.89, 573872723.01, 573872736.11, 573872749.22, 573872762.32, 573872775.45, 573872788.55, 573872801.66, 573872814.76, 573872827.87, 573872840.98, 573872854.10, 573872867.19, 573872880.29, 573872893.40, 573872906.50, 573872919.64, 573872932.87, 573872945.98, 573872959.26, 573872972.55, 573872985.90, 573872999.18, 573873012.30, 573873025.40, 573873038.51, 573873051.61, 573873064.72, 573873077.82, 573873090.93, 573873104.03, 573873117.14, 573873130.24, 573873143.35, 573873156.43, 573873169.55, 573873182.66, 573873195.77, 573873208.88, 573873221.98, 573873235.07, 573873248.20, 573873261.30, 573873274.41, 573873287.51, 573873300.62, 573873313.72, 573873326.83, 573873339.94, 573873353.04, 573873366.15, 573873379.25, 573873392.36, 573873405.47, 573873418.57, 573873431.66, 573873444.77, 573873457.87, 573873470.98, 573873484.08, 573873497.19, 573873510.29, 573873523.40, 573873536.50, 573873549.61, 573873562.72, 573873575.82, 573873588.93, 573873602.03, 573873615.14, 573873628.24, 573873641.35, 573873654.46, 573873667.56, 573873680.67, 573873694.12, 573873707.22, 573873720.61, 573873733.72, 573873747.01, 573873760.11, 573873773.46, 573873786.74, 573873800.04, 573873813.34, 573873826.67, 573873839.78, 573873853.06, 573873866.17, 573873879.49, 573873892.89, 573873906.19, 573873919.49, 573873932.60, 573873945.91, 573873959.01, 573873972.30, 573873985.61, 573873998.72, 573874011.81, 573874025.09, 573874038.48, 573874051.59, 573874064.69, 573874078.02, 573874091.31, 573874104.41, 573874117.52, 573874130.86, 573874143.96, 573874157.32, 573874170.43, 573874183.53, 573874196.82, 573874210.13, 573874223.41, 573874236.51, 573874249.98, 573874263.37, 573874276.65, 573874289.76, 573874303.05, 573874316.70, 573874330.00, 573874343.42, 573874356.53, 573874369.63, 573874383.03, 573874396.19, 573874409.28, 573874422.37, 573874435.44, 573874448.53, 573874461.61, 573874474.70, 573874487.80, 573874500.90, 573874514.01, 573874527.08, 573874540.18, 573874553.28, 573874566.38, 573874579.49, 573874592.60, 573874605.70, 573874618.81, 573874631.92, 573874645.03, 573874658.11, 573874671.22, 573874684.32, 573874697.43, 573874710.53, 573874723.64, 573874736.74, 573874749.85, 573874762.95, 573874776.06, 573874789.17, 573874802.27, 573874815.38, 573874828.49, 573874841.59, 573874854.70, 573874867.80, 573874880.91, 573874894.19, 573874907.30, 573874920.89, 573874933.98, 573874947.27, 573874960.37, 573874973.90, 573874987.27, 573875000.35, 573875013.48, 573875026.86, 573875040.14, 573875053.43, 573875066.54, 573875079.95, 573875093.24, 573875106.53, 573875119.63, 573875132.89, 573875146.32, 573875159.43, 573875172.53, 573875185.77, 573875199.32, 573875212.62, 573875225.72, 573875238.84, 573875251.94, 573875265.05, 573875278.15, 573875291.26, 573875304.36, 573875317.47, 573875330.58, 573875343.68, 573875356.79, 573875369.90, 573875383.00, 573875396.11, 573875409.21, 573875422.32, 573875435.41, 573875448.52, 573875461.62, 573875474.73, 573875487.83, 573875500.94, 573875514.04, 573875527.15, 573875540.25, 573875553.36, 573875566.46, 573875579.57, 573875592.67, 573875605.78, 573875618.88, 573875631.99, 573875645.10, 573875658.20, 573875671.31, 573875684.41, 573875697.52, 573875710.62, 573875723.98, 573875737.07, 573875750.17, 573875763.45, 573875776.74, 573875790.07, 573875803.18, 573875816.28, 573875829.57, 573875842.86, 573875855.96, 573875869.07, 573875882.36, 573875895.65, 573875908.93, 573875922.04, 573875935.12, 573875948.23, 573875961.52, 573875974.83, 573875987.93, 573876001.04, 573876014.33, 573876027.41, 573876040.83, 573876054.22, 573876067.30, 573876080.41, 573876093.72, 573876107.02, 573876120.12, 573876133.25, 573876146.36, 573876159.46, 573876172.82, 573876186.10, 573876199.41, 573876212.68, 573876225.97, 573876239.05, 573876252.17, 573876265.44, 573876278.72, 573876291.83, 573876304.93, 573876318.33, 573876331.61, 573876344.91, 573876358.00, 573876371.28, 573876384.56, 573876397.85, 573876410.95, 573876424.05, 573876437.13, 573876450.40, 573876463.48, 573876476.76, 573876489.87, 573876503.16, 573876516.25, 573876529.36, 573876542.47, 573876555.57, 573876568.67, 573876581.77, 573876594.87, 573876607.96, 573876621.06, 573876634.16, 573876647.26, 573876660.36, 573876673.47, 573876686.57, 573876699.68, 573876712.78, 573876725.95, 573876739.01, 573876752.11, 573876765.22, 573876778.32, 573876791.43, 573876804.53, 573876817.64, 573876830.74, 573876843.85, 573876856.95, 573876870.07, 573876883.17, 573876896.28, 573876909.38, 573876922.49, 573876935.59, 573876948.71, 573876961.81, 573876974.91, 573876988.02, 573877001.13, 573877014.23, 573877027.34, 573877040.44, 573877053.57, 573877066.67, 573877079.77, 573877092.87, 573877105.98, 573877119.08, 573877132.19, 573877145.30, 573877158.37, 573877171.48, 573877184.57, 573877197.67, 573877210.80, 573877223.91, 573877236.99, 573877250.10, 573877263.20, 573877276.31, 573877289.42, 573877302.54, 573877315.63, 573877328.73, 573877341.86, 573877354.96, 573877368.04, 573877381.13, 573877394.24, 573877407.32, 573877420.41, 573877433.51, 573877446.62, 573877459.71, 573877472.80, 573877485.88, 573877498.99, 573877512.07, 573877525.17, 573877538.28, 573877551.38, 573877564.48, 573877577.59, 573877590.69, 573877603.80, 573877616.90, 573877630.19, 573877643.30, 573877656.40, 573877669.51, 573877682.81, 573877696.11, 573877709.41, 573877722.50, 573877735.60, 573877748.72, 573877762.12, 573877775.22, 573877788.32, 573877801.43, 573877814.72, 573877828.02, 573877841.13, 573877854.23, 573877867.34, 573877880.45, 573877893.55, 573877906.84, 573877919.94, 573877933.25, 573877946.37, 573877959.46, 573877972.57, 573877985.67, 573877998.78, 573878011.89, 573878024.99, 573878038.09, 573878051.21, 573878064.30, 573878077.41, 573878090.51, 573878103.63, 573878116.73, 573878129.83, 573878142.94, 573878156.04, 573878169.15, 573878182.26, 573878195.37, 573878208.47, 573878221.59, 573878234.67, 573878247.77, 573878260.87, 573878273.97, 573878287.08, 573878300.20, 573878313.29, 573878326.40, 573878339.49, 573878352.60, 573878365.69, 573878378.99, 573878392.33, 573878405.44, 573878418.55, 573878431.65, 573878444.77, 573878457.86, 573878470.97, 573878484.07, 573878497.19, 573878510.29, 573878523.38, 573878536.49, 573878549.59, 573878562.70, 573878575.80, 573878588.91, 573878602.01, 573878615.09, 573878628.18, 573878641.26, 573878654.35, 573878667.43, 573878680.52, 573878693.61, 573878706.71, 573878719.77, 573878732.84, 573878745.92, 573878758.99, 573878772.07, 573878785.14, 573878798.22, 573878811.30, 573878824.38, 573878837.47, 573878850.56, 573878863.63, 573878876.71, 573878889.78, 573878902.87, 573878915.94, 573878929.03, 573878942.12, 573878955.20, 573878968.28, 573878981.36, 573878994.44, 573879007.52, 573879020.60, 573879033.68, 573879046.78, 573879059.85, 573879072.92, 573879086.00, 573879099.08, 573879112.16, 573879125.25, 573879138.33, 573879151.41, 573879164.49, 573879177.57, 573879190.65, 573879203.73, 573879216.80, 573879229.90, 573879242.99, 573879256.07, 573879269.14, 573879282.22, 573879295.29, 573879308.37, 573879321.44, 573879334.53, 573879347.63, 573879360.70, 573879373.77, 573879386.83, 573879399.91, 573879412.98, 573879426.06, 573879439.15, 573879452.23, 573879465.30, 573879478.40, 573879491.47, 573879504.55, 573879517.62, 573879530.71, 573879543.81, 573879556.88, 573879569.96, 573879583.04, 573879596.12, 573879609.20, 573879622.27, 573879635.36, 573879648.46, 573879661.54, 573879674.62, 573879687.69, 573879700.78, 573879713.85, 573879726.93, 573879740.02, 573879753.10, 573879766.17, 573879779.25, 573879792.33, 573879805.41, 573879818.49, 573879831.58, 573879844.67, 573879857.75, 573879870.83, 573879883.91, 573879896.98, 573879910.06, 573879923.14, 573879936.22, 573879949.31, 573879962.39, 573879975.47, 573879988.55, 573880001.63, 573880014.71, 573880027.79, 573880040.88, 573880053.97, 573880067.04, 573880080.11, 573880093.21, 573880106.30, 573880119.38, 573880132.46, 573880145.56, 573880158.64, 573880171.71, 573880184.79, 573880197.87, 573880210.95, 573880224.03, 573880237.12, 573880250.22, 573880263.28, 573880276.37, 573880289.44, 573880302.54, 573880315.60, 573880328.69, 573880341.77, 573880354.87, 573880367.93, 573880381.01, 573880394.08, 573880407.17, 573880420.23, 573880433.31, 573880446.41, 573880459.48, 573880472.55, 573880485.63, 573880498.71, 573880511.78, 573880524.86, 573880537.95, 573880551.05, 573880564.12, 573880577.20, 573880590.29, 573880603.39, 573880616.46, 573880629.54, 573880642.61, 573880655.68, 573880668.75, 573880681.83, 573880694.89, 573880707.97, 573880721.02, 573880734.11, 573880747.19, 573880760.27, 573880773.36, 573880786.45, 573880799.54, 573880812.62, 573880825.71, 573880838.78, 573880851.85, 573880864.91, 573880878.00, 573880891.06, 573880904.15, 573880917.22, 573880930.32, 573880943.41, 573880956.49, 573880969.55, 573880982.63, 573880995.70, 573881008.78, 573881021.84, 573881034.92, 573881048.01, 573881061.08, 573881074.15, 573881087.22, 573881100.30, 573881113.36, 573881126.44, 573881139.53, 573881152.61, 573881165.69, 573881178.75, 573881191.81, 573881204.90, 573881217.95, 573881231.03, 573881244.12, 573881257.21, 573881270.29, 573881283.38, 573881296.45, 573881309.52, 573881322.59, 573881335.66, 573881348.74, 573881361.80, 573881374.87, 573881387.94, 573881401.01, 573881414.07, 573881427.14, 573881440.20, 573881453.27, 573881466.33, 573881479.40, 573881492.48, 573881505.57, 573881518.64, 573881531.70, 573881544.77, 573881557.84, 573881570.91, 573881584.01, 573881597.12, 573881610.20, 573881623.25, 573881636.32, 573881649.39, 573881662.45, 573881675.53, 573881688.60, 573881701.67, 573881714.73, 573881727.80, 573881740.87, 573881753.94, 573881767.01, 573881780.08, 573881793.15, 573881806.22, 573881819.28, 573881832.35, 573881845.42, 573881858.49, 573881871.56, 573881884.62, 573881897.70, 573881910.76, 573881923.83, 573881936.89, 573881949.97]
+        times: [576031362.44, 576031372.77, 576031383.48, 576031393.62, 576031403.67, 576031413.79, 576031423.90, 576031433.99, 576031444.08, 576031454.17, 576031464.26, 576031474.36, 576031484.44, 576031494.72, 576031504.80, 576031514.89, 576031524.98, 576031535.58, 576031545.72, 576031555.83, 576031565.95, 576031576.06, 576031586.19, 576031596.31, 576031606.43, 576031616.55, 576031626.69, 576031636.76, 576031646.88, 576031657.00, 576031667.12, 576031677.24, 576031687.36, 576031697.48, 576031707.59, 576031717.71, 576031727.83, 576031737.96, 576031748.07, 576031758.20, 576031768.31, 576031778.44, 576031788.55, 576031798.69, 576031808.79, 576031818.91, 576031829.04, 576031839.16, 576031849.28, 576031859.40, 576031869.52, 576031879.64, 576031889.76, 576031899.88, 576031910.00, 576031920.16, 576031930.25, 576031940.37, 576031950.49, 576031960.60, 576031970.72, 576031980.85, 576031990.96, 576032001.09, 576032011.19, 576032021.33, 576032031.41, 576032041.51, 576032051.58, 576032061.66, 576032071.74, 576032081.82, 576032091.91, 576032101.99, 576032112.09, 576032122.15, 576032132.25, 576032142.36, 576032152.41, 576032162.48, 576032172.56, 576032182.64, 576032192.73, 576032202.81, 576032212.89, 576032222.98, 576032233.11, 576032243.20, 576032253.30, 576032263.40, 576032273.47, 576032283.56, 576032293.66, 576032303.77, 576032313.85, 576032323.95, 576032334.04, 576032344.16, 576032354.26, 576032364.34, 576032374.44, 576032384.54, 576032394.63, 576032404.74, 576032414.82, 576032424.92, 576032435.02, 576032445.14, 576032455.22, 576032465.31, 576032475.42, 576032485.51, 576032495.58, 576032505.68, 576032515.78, 576032525.90, 576032535.98, 576032546.09, 576032556.18, 576032566.28, 576032576.37, 576032586.46, 576032596.56, 576032606.66, 576032616.76, 576032626.85, 576032636.96, 576032647.05, 576032657.15, 576032667.23, 576032677.31, 576032687.41, 576032697.50, 576032707.59, 576032717.69, 576032727.79, 576032737.89, 576032747.98, 576032758.08, 576032768.17, 576032778.28, 576032788.39, 576032798.46, 576032808.56, 576032818.65, 576032828.74, 576032838.85, 576032848.93, 576032859.05, 576032869.15, 576032879.22, 576032889.32, 576032899.41, 576032909.51, 576032919.61, 576032929.70, 576032939.81, 576032949.89, 576032959.99, 576032970.08, 576032980.17, 576032990.27, 576033000.36, 576033010.46, 576033020.56, 576033030.66, 576033040.78, 576033050.87, 576033060.94, 576033071.05, 576033081.14, 576033091.24, 576033101.34, 576033111.44, 576033121.53, 576033131.61, 576033141.70, 576033151.78, 576033161.87, 576033171.97, 576033182.05, 576033192.15, 576033202.25, 576033212.34, 576033222.44, 576033232.53, 576033242.66, 576033252.74, 576033262.82, 576033272.93, 576033283.02, 576033293.13, 576033303.22, 576033313.31, 576033323.44, 576033333.53, 576033343.64, 576033353.72, 576033363.82, 576033373.90, 576033383.99, 576033394.10, 576033404.18, 576033414.27, 576033424.37, 576033434.43, 576033444.54, 576033454.63, 576033464.72, 576033474.82, 576033484.92, 576033495.00, 576033505.11, 576033515.21, 576033525.28, 576033535.38, 576033545.47, 576033555.57, 576033565.66, 576033575.74, 576033585.84, 576033595.94, 576033606.02, 576033616.12, 576033626.20, 576033636.28, 576033646.39, 576033656.47, 576033666.57, 576033676.66, 576033686.76, 576033696.84, 576033706.94, 576033717.04, 576033727.13, 576033737.22, 576033747.31, 576033757.41, 576033767.49, 576033777.58, 576033787.68, 576033797.76, 576033807.87, 576033817.98, 576033828.05, 576033838.16, 576033848.24, 576033858.34, 576033868.42, 576033878.51, 576033888.60, 576033898.69, 576033908.79, 576033918.89, 576033928.96, 576033939.04, 576033949.13, 576033959.21, 576033969.30, 576033979.38, 576033989.47, 576033999.54, 576034009.63, 576034019.73, 576034029.82, 576034039.91, 576034049.99, 576034060.09, 576034070.17, 576034080.26, 576034090.34, 576034100.43, 576034110.52, 576034120.61, 576034130.71, 576034140.80, 576034150.90, 576034161.01, 576034171.11, 576034181.22, 576034191.33, 576034201.43, 576034211.52, 576034221.62, 576034231.73, 576034241.84, 576034251.95, 576034262.06, 576034272.16, 576034282.26, 576034292.37, 576034302.48, 576034312.58, 576034322.69, 576034332.80, 576034342.92, 576034353.02, 576034363.13, 576034373.24, 576034383.34, 576034393.44, 576034403.56, 576034413.68, 576034423.79, 576034433.89, 576034443.99, 576034454.08, 576034464.20, 576034474.30, 576034484.42, 576034494.50, 576034504.61, 576034514.71, 576034524.82, 576034534.92, 576034545.04, 576034555.13, 576034565.25, 576034575.35, 576034585.46, 576034595.55, 576034605.65, 576034615.77, 576034625.87, 576034635.99, 576034646.11, 576034656.21, 576034666.32, 576034676.42, 576034686.53, 576034696.64, 576034706.74, 576034716.86, 576034726.95, 576034737.06, 576034747.16, 576034757.26, 576034767.38, 576034777.47, 576034787.58, 576034797.68, 576034807.81, 576034817.90, 576034828.01, 576034838.12, 576034848.22, 576034858.34, 576034868.44, 576034878.54, 576034888.65, 576034898.75, 576034908.86, 576034918.97, 576034929.08, 576034939.18, 576034949.29, 576034959.40, 576034969.51, 576034979.62, 576034989.72, 576034999.83, 576035009.93, 576035020.04, 576035030.15, 576035040.24, 576035050.35, 576035060.46, 576035070.56, 576035080.66, 576035090.78, 576035100.89, 576035111.00, 576035121.12, 576035131.22, 576035141.30, 576035151.41, 576035161.52, 576035171.63, 576035181.72, 576035191.82, 576035201.93, 576035212.04, 576035222.14, 576035232.25, 576035242.36, 576035252.46, 576035262.57, 576035272.66, 576035282.77, 576035292.88, 576035302.99, 576035313.08, 576035323.17, 576035333.28, 576035343.37, 576035353.47, 576035363.59, 576035373.68, 576035383.79, 576035393.89, 576035404.00, 576035414.10, 576035424.21, 576035434.32, 576035444.43, 576035454.53, 576035464.64, 576035474.73, 576035484.84, 576035494.95, 576035505.05, 576035515.15, 576035525.27, 576035535.37, 576035545.49, 576035555.57, 576035565.69, 576035575.78, 576035585.89, 576035595.99, 576035606.10, 576035616.21, 576035626.30, 576035636.41, 576035646.52, 576035656.62, 576035666.73, 576035676.83, 576035686.94, 576035697.04, 576035707.15, 576035717.25, 576035727.35, 576035737.46, 576035747.57, 576035757.67, 576035767.79, 576035777.89, 576035787.99, 576035798.09, 576035808.20, 576035818.30, 576035828.41, 576035838.51, 576035848.62, 576035858.72, 576035868.83, 576035878.93, 576035889.03, 576035899.14, 576035909.24, 576035919.33, 576035929.44, 576035939.55, 576035949.65, 576035959.75, 576035969.86, 576035979.97, 576035990.07, 576036000.18, 576036010.27, 576036020.38, 576036030.49, 576036040.57, 576036050.70, 576036060.80, 576036070.89, 576036080.99, 576036091.10, 576036101.20, 576036111.31, 576036121.41, 576036131.52, 576036141.62, 576036151.72, 576036161.83, 576036171.93, 576036182.04, 576036192.14, 576036202.24, 576036212.34, 576036222.45, 576036232.55, 576036242.64, 576036252.74, 576036262.85, 576036272.95, 576036283.05, 576036293.15, 576036303.26, 576036313.36, 576036323.47, 576036333.57, 576036343.66, 576036353.77, 576036363.89, 576036374.01, 576036384.12, 576036394.22, 576036404.32, 576036414.43, 576036424.53, 576036434.64, 576036444.74, 576036454.85, 576036464.96, 576036475.06, 576036485.16, 576036495.29, 576036505.38, 576036515.48, 576036525.58, 576036535.68, 576036545.79, 576036555.89, 576036566.00, 576036576.10, 576036586.20, 576036596.31, 576036606.42, 576036616.52, 576036626.62, 576036636.72, 576036646.83, 576036656.93, 576036667.05, 576036677.14, 576036687.25, 576036697.35, 576036707.63, 576036717.92, 576036728.02, 576036738.13, 576036748.21, 576036758.32, 576036768.43, 576036778.71, 576036788.81, 576036799.10, 576036809.67, 576036819.77, 576036830.18, 576036840.29, 576036850.38, 576036860.47, 576036870.56, 576036880.64, 576036890.72, 576036900.98, 576036911.06, 576036921.42, 576036931.71, 576036941.82, 576036951.92, 576036962.03, 576036972.31, 576036982.62, 576036993.01, 576037003.11, 576037013.53, 576037023.84, 576037034.12, 576037044.22, 576037054.51, 576037064.97, 576037075.07, 576037085.35, 576037095.63, 576037106.05, 576037116.15, 576037126.26, 576037136.37, 576037146.48, 576037156.76, 576037167.13, 576037177.22, 576037187.35, 576037197.49, 576037207.58, 576037217.73, 576037227.80, 576037237.86, 576037247.95, 576037258.02, 576037268.10, 576037278.16, 576037288.22, 576037298.29, 576037308.36, 576037318.44, 576037328.51, 576037338.58, 576037348.67, 576037358.74, 576037368.82, 576037378.88, 576037388.94, 576037399.01, 576037409.08, 576037419.15, 576037429.21, 576037439.28, 576037449.37, 576037459.44, 576037469.52, 576037479.62, 576037489.72, 576037499.81, 576037509.92, 576037520.03, 576037530.13, 576037540.24, 576037550.34, 576037560.45, 576037570.56, 576037580.66, 576037590.77, 576037600.87, 576037610.98, 576037621.10, 576037631.20, 576037641.28, 576037651.39, 576037661.50, 576037671.60, 576037681.70, 576037691.81, 576037701.91, 576037712.03, 576037722.14, 576037732.24, 576037742.35, 576037752.45, 576037762.56, 576037772.67, 576037782.77, 576037792.88, 576037802.99, 576037813.10, 576037823.27, 576037833.39, 576037843.48, 576037853.57, 576037863.66, 576037873.73, 576037883.79, 576037893.87, 576037903.93, 576037914.02, 576037924.10, 576037934.17, 576037944.27, 576037954.36, 576037964.43, 576037974.50, 576037984.57, 576037994.65, 576038004.73, 576038014.78, 576038024.85, 576038034.92, 576038045.01, 576038055.12, 576038065.16, 576038075.24, 576038085.30, 576038095.38, 576038105.45, 576038115.52, 576038125.59, 576038135.66, 576038145.74, 576038155.83, 576038165.91, 576038175.98, 576038186.04, 576038196.12, 576038206.20, 576038216.27, 576038226.35, 576038236.43, 576038246.52, 576038256.59, 576038266.67, 576038276.74, 576038286.81, 576038296.87, 576038306.95, 576038317.01, 576038327.12, 576038337.22, 576038347.31, 576038357.41, 576038367.52, 576038377.62, 576038387.73, 576038397.84, 576038407.94, 576038418.05, 576038428.14, 576038438.26, 576038448.36, 576038458.46, 576038468.57, 576038478.67, 576038488.79, 576038498.88, 576038508.99, 576038519.07, 576038529.18, 576038539.28, 576038549.39, 576038559.49, 576038569.60, 576038579.69, 576038589.80, 576038599.90, 576038610.00, 576038620.12, 576038630.21, 576038640.32, 576038650.43, 576038660.53, 576038670.64, 576038680.74, 576038690.85, 576038700.95, 576038711.05, 576038721.16, 576038731.26, 576038741.37, 576038751.48, 576038761.58, 576038771.69, 576038781.79, 576038791.89, 576038802.00, 576038812.11, 576038822.21, 576038832.32, 576038842.41, 576038852.52, 576038862.62, 576038872.72, 576038882.83, 576038892.93, 576038903.04, 576038913.14, 576038923.26, 576038933.36, 576038943.44, 576038953.54, 576038963.65, 576038973.75, 576038984.05, 576038994.13, 576039004.24, 576039014.88, 576039024.99, 576039035.09, 576039045.20, 576039055.50, 576039065.59, 576039075.66, 576039085.90, 576039095.98, 576039106.22, 576039116.50, 576039127.04, 576039137.32, 576039147.43, 576039157.85, 576039167.96, 576039178.06, 576039188.34, 576039198.63, 576039209.24, 576039219.51, 576039229.62, 576039239.72, 576039250.16, 576039260.54, 576039270.66, 576039280.76, 576039290.86, 576039300.96, 576039311.45, 576039321.73, 576039332.04, 576039342.15, 576039352.23, 576039362.52, 576039372.62, 576039382.90, 576039393.30, 576039403.59, 576039413.88, 576039424.21, 576039434.49, 576039444.78, 576039455.08, 576039465.38, 576039475.48, 576039485.77, 576039496.06, 576039506.37, 576039516.76, 576039527.15, 576039537.26, 576039547.40, 576039557.49, 576039567.57, 576039577.82, 576039587.89, 576039598.14, 576039608.24, 576039618.59, 576039628.87, 576039639.17, 576039649.26, 576039659.56, 576039669.93, 576039680.21, 576039690.66, 576039700.77, 576039711.13, 576039721.41, 576039731.52, 576039741.84, 576039751.92, 576039762.21, 576039772.51, 576039782.78, 576039792.89, 576039803.00, 576039813.42, 576039823.88, 576039833.98, 576039844.09, 576039854.26, 576039864.37, 576039874.65, 576039884.93, 576039895.33, 576039905.61, 576039915.70, 576039925.99, 576039936.09, 576039946.44, 576039956.73, 576039967.03, 576039977.42, 576039987.52, 576039997.81, 576040007.92, 576040018.02, 576040028.12, 576040038.23, 576040048.31, 576040058.42, 576040068.71, 576040079.12, 576040089.48, 576040099.60, 576040109.96, 576040120.06, 576040130.35, 576040140.45, 576040150.98, 576040161.26, 576040171.55, 576040181.93, 576040192.21, 576040202.32, 576040212.73, 576040223.02, 576040233.30, 576040243.40, 576040253.70, 576040263.81, 576040274.21, 576040284.49, 576040294.60, 576040304.71, 576040314.81, 576040324.91, 576040335.19, 576040345.29, 576040355.58, 576040365.88, 576040375.96, 576040386.07, 576040396.17, 576040406.27, 576040416.40, 576040426.50, 576040436.60, 576040446.70, 576040456.80, 576040466.91, 576040477.01, 576040487.11, 576040497.22, 576040507.32, 576040517.43, 576040527.53, 576040537.63, 576040547.74, 576040557.83, 576040567.95, 576040578.05, 576040588.15, 576040598.26, 576040608.36, 576040618.48, 576040628.57, 576040638.68, 576040648.78, 576040658.90, 576040669.00, 576040679.10, 576040689.20, 576040699.31, 576040709.41, 576040719.51, 576040729.62, 576040739.71, 576040749.81, 576040759.91, 576040770.03, 576040780.13, 576040790.23, 576040800.51, 576040810.71, 576040821.11, 576040831.39, 576040841.49, 576040851.79, 576040862.18, 576040872.49, 576040882.75, 576040892.86, 576040902.96, 576040913.34, 576040923.43, 576040933.53, 576040943.97, 576040954.37, 576040964.66, 576040974.95, 576040985.26, 576040995.54, 576041005.65, 576041015.75, 576041026.04, 576041036.34, 576041046.65, 576041056.94, 576041067.23, 576041077.75, 576041088.03, 576041098.32, 576041108.42, 576041118.70, 576041128.99, 576041139.44, 576041149.87, 576041160.26, 576041170.59, 576041180.87, 576041190.97, 576041201.07, 576041211.18, 576041221.47, 576041231.90, 576041242.01, 576041252.28, 576041262.57, 576041273.09, 576041283.37, 576041293.83, 576041303.93, 576041314.22, 576041324.50, 576041334.60, 576041344.71, 576041355.47, 576041365.55, 576041375.64, 576041385.94, 576041396.21, 576041406.64, 576041416.75, 576041427.21, 576041437.48, 576041447.58, 576041457.86, 576041467.96, 576041478.06, 576041488.16, 576041498.45, 576041508.73, 576041519.01, 576041529.31, 576041539.60, 576041549.70, 576041559.81, 576041570.11, 576041580.20, 576041590.59, 576041600.69, 576041611.09, 576041621.42, 576041631.53, 576041641.82, 576041652.11, 576041662.57, 576041672.87, 576041683.15, 576041693.45, 576041703.80, 576041714.31, 576041724.62, 576041734.72, 576041744.83, 576041754.93, 576041765.04, 576041775.31, 576041785.60, 576041796.08, 576041806.35, 576041816.43, 576041826.76, 576041837.05, 576041847.14, 576041857.42, 576041867.72, 576041878.24, 576041888.52, 576041898.81, 576041909.24, 576041919.32, 576041929.72, 576041939.82, 576041949.93, 576041960.53, 576041970.81, 576041981.13, 576041991.48, 576042001.58, 576042011.67, 576042021.77, 576042032.07, 576042042.46, 576042052.73, 576042063.14, 576042073.55, 576042083.66, 576042094.04, 576042104.37, 576042114.65, 576042124.93, 576042135.03, 576042145.33, 576042155.43, 576042165.82, 576042175.92, 576042186.21, 576042196.62, 576042206.90, 576042217.19, 576042227.64, 576042237.93, 576042248.03, 576042258.30, 576042268.41, 576042278.51, 576042288.96, 576042299.06, 576042309.16, 576042319.36, 576042329.66, 576042340.01, 576042350.12, 576042360.40, 576042370.51, 576042380.87, 576042391.14, 576042401.43, 576042411.72, 576042422.01, 576042432.35, 576042442.63, 576042452.91, 576042463.50, 576042473.61, 576042483.71, 576042493.81, 576042503.92, 576042514.03, 576042524.12, 576042534.20, 576042544.28, 576042554.36, 576042564.44, 576042574.50, 576042584.56, 576042594.62, 576042604.69, 576042614.75, 576042624.82, 576042634.88, 576042644.94, 576042655.01, 576042665.08, 576042675.14, 576042685.21, 576042695.27, 576042705.33, 576042715.39, 576042725.45, 576042735.51, 576042745.58, 576042755.65, 576042765.72, 576042775.78, 576042785.84, 576042795.90, 576042805.98, 576042816.06, 576042826.12, 576042836.19, 576042846.26, 576042856.34, 576042866.42, 576042876.48, 576042886.54, 576042896.63, 576042906.70, 576042916.77, 576042926.83, 576042936.90, 576042946.98, 576042957.05, 576042967.13, 576042977.19, 576042987.26, 576042997.32, 576043007.40, 576043017.50, 576043027.56, 576043037.63, 576043047.70, 576043057.78, 576043067.85, 576043077.92, 576043087.98, 576043098.05, 576043108.12, 576043118.18, 576043128.29, 576043138.40, 576043148.69, 576043158.97, 576043169.26, 576043179.36, 576043189.64, 576043199.93, 576043210.21, 576043220.51, 576043230.79, 576043241.15, 576043251.25, 576043261.66, 576043271.96, 576043282.24, 576043292.37, 576043302.46, 576043312.56, 576043322.67, 576043332.92, 576043343.02, 576043353.31, 576043363.60, 576043374.01, 576043384.09, 576043394.48, 576043404.83, 576043415.11, 576043425.50, 576043435.91, 576043446.19, 576043456.30, 576043466.59, 576043476.92, 576043487.20, 576043497.49, 576043507.62, 576043517.73, 576043528.18, 576043538.47, 576043548.57, 576043558.68, 576043568.79, 576043578.89, 576043589.20, 576043599.48, 576043609.59, 576043619.70, 576043629.99, 576043640.09, 576043650.18, 576043660.28, 576043670.58, 576043680.86, 576043691.16, 576043701.46, 576043711.57, 576043721.95, 576043732.24, 576043742.60, 576043752.69, 576043762.99, 576043773.29, 576043783.39, 576043793.47, 576043803.57, 576043813.68, 576043823.78, 576043834.06, 576043844.52, 576043854.90, 576043865.20, 576043875.60, 576043885.97, 576043896.07, 576043906.36, 576043916.44, 576043926.91, 576043937.22, 576043947.32, 576043957.60, 576043967.71, 576043977.99, 576043988.10, 576043998.38, 576044008.67, 576044019.01, 576044029.39, 576044039.67, 576044049.96, 576044060.06, 576044070.18, 576044080.27, 576044090.38, 576044100.66, 576044110.95, 576044121.41, 576044131.52, 576044141.80, 576044151.90, 576044162.18, 576044172.67, 576044182.95, 576044193.40, 576044203.68, 576044213.97, 576044224.26, 576044234.63, 576044245.08, 576044255.40, 576044265.69, 576044275.97, 576044286.25, 576044296.56, 576044306.85, 576044317.13, 576044327.24, 576044337.34, 576044347.44, 576044357.55, 576044367.66, 576044378.06, 576044388.45, 576044398.76, 576044409.05, 576044419.15, 576044429.43, 576044439.91, 576044450.20, 576044460.58, 576044470.88, 576044481.15, 576044491.22, 576044501.51, 576044511.80, 576044522.29, 576044532.57, 576044542.86, 576044553.40, 576044563.50, 576044573.61, 576044583.71, 576044593.81, 576044603.92, 576044614.03, 576044624.13, 576044634.20, 576044644.29, 576044654.38, 576044664.46, 576044674.58, 576044684.66, 576044694.77, 576044704.89, 576044714.98, 576044725.09, 576044735.17, 576044745.28, 576044755.35, 576044765.46, 576044775.55, 576044785.65, 576044795.73, 576044805.84, 576044815.93, 576044826.03, 576044836.15, 576044846.25, 576044856.36, 576044866.46, 576044876.56, 576044886.67, 576044896.78, 576044906.88, 576044916.98, 576044927.04, 576044937.15, 576044947.24, 576044957.34, 576044967.43, 576044977.51, 576044987.59, 576044997.68, 576045007.76, 576045017.87, 576045027.97, 576045038.08, 576045048.19, 576045058.47, 576045068.58, 576045079.00, 576045089.28, 576045099.38, 576045109.66, 576045119.74, 576045130.03, 576045140.11, 576045150.40, 576045160.49, 576045170.78, 576045181.07, 576045191.15, 576045201.62, 576045211.71, 576045221.79, 576045231.88, 576045242.17, 576045252.26, 576045262.36, 576045272.76, 576045283.04, 576045293.33, 576045303.69, 576045313.96, 576045324.05, 576045334.34, 576045344.88, 576045355.17, 576045365.45, 576045375.54, 576045385.84, 576045395.93, 576045406.20, 576045416.29, 576045426.58, 576045437.08, 576045447.23, 576045457.51, 576045467.61, 576045477.69, 576045487.76, 576045498.05, 576045508.33, 576045518.63, 576045528.80, 576045539.14, 576045549.44, 576045559.53, 576045569.85, 576045579.91, 576045590.23, 576045600.32, 576045610.60, 576045620.70, 576045630.80, 576045640.91, 576045651.03, 576045661.13, 576045671.22, 576045681.57, 576045691.65, 576045701.76, 576045711.87, 576045721.97, 576045732.08, 576045742.51, 576045752.60, 576045762.87, 576045772.98, 576045783.22, 576045793.85, 576045804.12, 576045814.44, 576045824.81, 576045835.10, 576045845.40, 576045855.47, 576045865.76, 576045876.05, 576045886.32, 576045896.63, 576045907.04, 576045917.14, 576045927.59, 576045937.88, 576045947.98, 576045958.08, 576045968.19, 576045978.46]
         values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
-    - trialName: 2_SMP
+    endTimestamp: 576047986.87
+triggers: 
+    times: [576029358.07, 576031677.71, 576046296.07]
+    values: [5, 5, 5]
+triggersOut: 
+  - deviceName: triggerDevice
+    portName: ttyACM0
+    times: [576031362.09, 576045978.60]
+    values: [1, 1]
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index 00fad96..57af0f6 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -42,26 +42,20 @@
 public class TriggerSender implements Runnable {
     private static final Logger LOG = LoggerFactory.getLogger(TriggerSender.class);
     private final String name;
+    private final OutputSection output;
     private SerialPort commPort;
     private Thread thread;
-    // private final ExperimentFrame.Binding binding;
-    final int baudRate = 115200; // could make a variable as required, but this is the baudrate for the arduino mega
-
-    /**
-     * The name of a disabled device
-     */
     public static String DISABLED = "Disabled";
     public static final TriggerSender DISABLED_DEVICE = new TriggerSender(DISABLED, DISABLED);
     private static final byte[] TRIGGER_MESSAGE = {'1','\n'};
-  
+    private static final int baudRate = 115200; // could make a variable as required, but this is the baudrate for the arduino mega
+
+
     public TriggerSender(String deviceName, String portName) {
-        name = deviceName;
+        this.name = deviceName;
         // this.binding = binding;
         if (!deviceName.equals(DISABLED) && !portName.equals(DISABLED)) {
             commPort = SerialPort.getCommPort(portName);
-            // output = new OutputSection(1); //this could be used to write to the output xml file if you like
-            // output.addEntry("- deviceName", deviceName);
-            // output.addEntry("  portName", portName);
             commPort.setParity(SerialPort.NO_PARITY);
             commPort.setNumStopBits(SerialPort.ONE_STOP_BIT);
             commPort.setNumDataBits(8);
@@ -75,6 +69,7 @@ public TriggerSender(String deviceName, String portName) {
             // //test write
             // send((byte) 1);
         }
+        output = new OutputSection(1);
     }
 
     //created this function to be able to set portName separately from class instantiation
@@ -92,6 +87,12 @@ public void setPort(String portName){
         if (this.commPort != null) {
             this.commPort.openPort();
         }
+        //** This is defined in setPort b/c before this point the portName had not been set */
+        // output = new OutputSection(1); //this could be used to write to the output xml file if you like
+        output.addEntry("- deviceName", this.name);
+        output.addEntry("  portName", portName);
+        //** */
+        
     }
 
     public void start() {
@@ -132,9 +133,16 @@ public void stop() {
     
     public void send() {
         if (this.isEnabled()){
-            this.commPort.writeBytes(TRIGGER_MESSAGE, TRIGGER_MESSAGE.length);    
+            this.commPort.writeBytes(TRIGGER_MESSAGE, TRIGGER_MESSAGE.length);
+            output.addSample('1');
         }
         // LOG.info("-- Wrote to serial port {}",msg);
     }
 
+    public void writeOutput(Path outputFile) throws IOException {
+        if (isEnabled()) {
+            LOG.debug("Writing sent trigger times from {}", this);
+            output.write(outputFile);
+        }
+    }
 }
\ No newline at end of file
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index 9dcfaed..e2bdf7f 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -190,6 +190,13 @@ public void run() {
                 triggerTracker.writeOutput(outputFile);
             }
 
+            if (triggerSender.isEnabled()){ //external triggers sent by this program
+                OutputSection triggersOut = new OutputSection();
+                triggersOut.addEntry("triggersOut", "");
+                triggersOut.write(outputFile);
+                triggerSender.writeOutput(outputFile);
+            }
+
             LOG.info("Session '{}' ended successfully", getConfig().getSessionName());
         } catch (InterruptedException e) {
             LOG.warn("Interrupted session '{}'", config.getSessionName(), e);

From 22ff27f2ecf3e8ec7ba157cf23bb8a1ba426b311 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 11:16:26 -0400
Subject: [PATCH 19/49] cleanup, logging tested and working

---
 .gitignore | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.gitignore b/.gitignore
index 607cf4d..86d8cfd 100644
--- a/.gitignore
+++ b/.gitignore
@@ -70,5 +70,5 @@ stage/
 spft/output/xxx_Test_Right_Only_out-file.yml
 spft/__pycache__/spft.cpython-39.pyc
 spft/__pycache__/spft.cpython-39.pyc
-spft/testing/output/xxx_Test_Right_Only_out-file.yml
-test/simple.java
+spft/testing/output/*.yml
+

From 5bc2b3d81a9a69d8706b699108ba44fb8c9b8e18 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 11:17:41 -0400
Subject: [PATCH 20/49] cleanup, successfully tested trigger output into log
 files

---
 .../output/xxx_Test_Right_Only_out-file.yml   | 16 ++---
 .../spft/hardware/TriggerSender.java          | 14 +++--
 .../github/neuralabc/spft/task/Session.java   |  1 -
 .../com/github/neuralabc/spft/task/Trial.java |  4 +-
 test/serialTest.java                          | 63 -------------------
 5 files changed, 20 insertions(+), 78 deletions(-)
 delete mode 100644 test/serialTest.java

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index c63989e..1e4dea1 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-14T14:58:21.107480663Z
+startTime: 2022-09-14T15:10:35.240821169Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/onetrial_SPFT_LAB_data.yml
 configurationChecksum: 785d23645aafa7bc72f36d69da7b040a
 participantId: xxx
@@ -8,18 +8,18 @@ forceProportionRange:
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 576029359.38
+    startTimestamp: 576762612.72
     trials: 
     - trialName: 1_SMP
       leftReference: 
-        times: [576031362.44, 576031372.77, 576031383.48, 576031393.62, 576031403.67, 576031413.79, 576031423.90, 576031433.99, 576031444.08, 576031454.17, 576031464.26, 576031474.36, 576031484.44, 576031494.72, 576031504.80, 576031514.89, 576031524.98, 576031535.58, 576031545.72, 576031555.83, 576031565.95, 576031576.06, 576031586.19, 576031596.31, 576031606.43, 576031616.55, 576031626.69, 576031636.76, 576031646.88, 576031657.00, 576031667.12, 576031677.24, 576031687.36, 576031697.48, 576031707.59, 576031717.71, 576031727.83, 576031737.96, 576031748.07, 576031758.20, 576031768.31, 576031778.44, 576031788.55, 576031798.69, 576031808.79, 576031818.91, 576031829.04, 576031839.16, 576031849.28, 576031859.40, 576031869.52, 576031879.64, 576031889.76, 576031899.88, 576031910.00, 576031920.16, 576031930.25, 576031940.37, 576031950.49, 576031960.60, 576031970.72, 576031980.85, 576031990.96, 576032001.09, 576032011.19, 576032021.33, 576032031.41, 576032041.51, 576032051.58, 576032061.66, 576032071.74, 576032081.82, 576032091.91, 576032101.99, 576032112.09, 576032122.15, 576032132.25, 576032142.36, 576032152.41, 576032162.48, 576032172.56, 576032182.64, 576032192.73, 576032202.81, 576032212.89, 576032222.98, 576032233.11, 576032243.20, 576032253.30, 576032263.40, 576032273.47, 576032283.56, 576032293.66, 576032303.77, 576032313.85, 576032323.95, 576032334.04, 576032344.16, 576032354.26, 576032364.34, 576032374.44, 576032384.54, 576032394.63, 576032404.74, 576032414.82, 576032424.92, 576032435.02, 576032445.14, 576032455.22, 576032465.31, 576032475.42, 576032485.51, 576032495.58, 576032505.68, 576032515.78, 576032525.90, 576032535.98, 576032546.09, 576032556.18, 576032566.28, 576032576.37, 576032586.46, 576032596.56, 576032606.66, 576032616.76, 576032626.85, 576032636.96, 576032647.05, 576032657.15, 576032667.23, 576032677.31, 576032687.41, 576032697.50, 576032707.59, 576032717.69, 576032727.79, 576032737.89, 576032747.98, 576032758.08, 576032768.17, 576032778.28, 576032788.39, 576032798.46, 576032808.56, 576032818.65, 576032828.74, 576032838.85, 576032848.93, 576032859.05, 576032869.15, 576032879.22, 576032889.32, 576032899.41, 576032909.51, 576032919.61, 576032929.70, 576032939.81, 576032949.89, 576032959.99, 576032970.08, 576032980.17, 576032990.27, 576033000.36, 576033010.46, 576033020.56, 576033030.66, 576033040.78, 576033050.87, 576033060.94, 576033071.05, 576033081.14, 576033091.24, 576033101.34, 576033111.44, 576033121.53, 576033131.61, 576033141.70, 576033151.78, 576033161.87, 576033171.97, 576033182.05, 576033192.15, 576033202.25, 576033212.34, 576033222.44, 576033232.53, 576033242.66, 576033252.74, 576033262.82, 576033272.93, 576033283.02, 576033293.13, 576033303.22, 576033313.31, 576033323.44, 576033333.53, 576033343.64, 576033353.72, 576033363.82, 576033373.90, 576033383.99, 576033394.10, 576033404.18, 576033414.27, 576033424.37, 576033434.43, 576033444.54, 576033454.63, 576033464.72, 576033474.82, 576033484.92, 576033495.00, 576033505.11, 576033515.21, 576033525.28, 576033535.38, 576033545.47, 576033555.57, 576033565.66, 576033575.74, 576033585.84, 576033595.94, 576033606.02, 576033616.12, 576033626.20, 576033636.28, 576033646.39, 576033656.47, 576033666.57, 576033676.66, 576033686.76, 576033696.84, 576033706.94, 576033717.04, 576033727.13, 576033737.22, 576033747.31, 576033757.41, 576033767.49, 576033777.58, 576033787.68, 576033797.76, 576033807.87, 576033817.98, 576033828.05, 576033838.16, 576033848.24, 576033858.34, 576033868.42, 576033878.51, 576033888.60, 576033898.69, 576033908.79, 576033918.89, 576033928.96, 576033939.04, 576033949.13, 576033959.21, 576033969.30, 576033979.38, 576033989.47, 576033999.54, 576034009.63, 576034019.73, 576034029.82, 576034039.91, 576034049.99, 576034060.09, 576034070.17, 576034080.26, 576034090.34, 576034100.43, 576034110.52, 576034120.61, 576034130.71, 576034140.80, 576034150.90, 576034161.01, 576034171.11, 576034181.22, 576034191.33, 576034201.43, 576034211.52, 576034221.62, 576034231.73, 576034241.84, 576034251.95, 576034262.06, 576034272.16, 576034282.26, 576034292.37, 576034302.48, 576034312.58, 576034322.69, 576034332.80, 576034342.92, 576034353.02, 576034363.13, 576034373.24, 576034383.34, 576034393.44, 576034403.56, 576034413.68, 576034423.79, 576034433.89, 576034443.99, 576034454.08, 576034464.20, 576034474.30, 576034484.42, 576034494.50, 576034504.61, 576034514.71, 576034524.82, 576034534.92, 576034545.04, 576034555.13, 576034565.25, 576034575.35, 576034585.46, 576034595.55, 576034605.65, 576034615.77, 576034625.87, 576034635.99, 576034646.11, 576034656.21, 576034666.32, 576034676.42, 576034686.53, 576034696.64, 576034706.74, 576034716.86, 576034726.95, 576034737.06, 576034747.16, 576034757.26, 576034767.38, 576034777.47, 576034787.58, 576034797.68, 576034807.81, 576034817.90, 576034828.01, 576034838.12, 576034848.22, 576034858.34, 576034868.44, 576034878.54, 576034888.65, 576034898.75, 576034908.86, 576034918.97, 576034929.08, 576034939.18, 576034949.29, 576034959.40, 576034969.51, 576034979.62, 576034989.72, 576034999.83, 576035009.93, 576035020.04, 576035030.15, 576035040.24, 576035050.35, 576035060.46, 576035070.56, 576035080.66, 576035090.78, 576035100.89, 576035111.00, 576035121.12, 576035131.22, 576035141.30, 576035151.41, 576035161.52, 576035171.63, 576035181.72, 576035191.82, 576035201.93, 576035212.04, 576035222.14, 576035232.25, 576035242.36, 576035252.46, 576035262.57, 576035272.66, 576035282.77, 576035292.88, 576035302.99, 576035313.08, 576035323.17, 576035333.28, 576035343.37, 576035353.47, 576035363.59, 576035373.68, 576035383.79, 576035393.89, 576035404.00, 576035414.10, 576035424.21, 576035434.32, 576035444.43, 576035454.53, 576035464.64, 576035474.73, 576035484.84, 576035494.95, 576035505.05, 576035515.15, 576035525.27, 576035535.37, 576035545.49, 576035555.57, 576035565.69, 576035575.78, 576035585.89, 576035595.99, 576035606.10, 576035616.21, 576035626.30, 576035636.41, 576035646.52, 576035656.62, 576035666.73, 576035676.83, 576035686.94, 576035697.04, 576035707.15, 576035717.25, 576035727.35, 576035737.46, 576035747.57, 576035757.67, 576035767.79, 576035777.89, 576035787.99, 576035798.09, 576035808.20, 576035818.30, 576035828.41, 576035838.51, 576035848.62, 576035858.72, 576035868.83, 576035878.93, 576035889.03, 576035899.14, 576035909.24, 576035919.33, 576035929.44, 576035939.55, 576035949.65, 576035959.75, 576035969.86, 576035979.97, 576035990.07, 576036000.18, 576036010.27, 576036020.38, 576036030.49, 576036040.57, 576036050.70, 576036060.80, 576036070.89, 576036080.99, 576036091.10, 576036101.20, 576036111.31, 576036121.41, 576036131.52, 576036141.62, 576036151.72, 576036161.83, 576036171.93, 576036182.04, 576036192.14, 576036202.24, 576036212.34, 576036222.45, 576036232.55, 576036242.64, 576036252.74, 576036262.85, 576036272.95, 576036283.05, 576036293.15, 576036303.26, 576036313.36, 576036323.47, 576036333.57, 576036343.66, 576036353.77, 576036363.89, 576036374.01, 576036384.12, 576036394.22, 576036404.32, 576036414.43, 576036424.53, 576036434.64, 576036444.74, 576036454.85, 576036464.96, 576036475.06, 576036485.16, 576036495.29, 576036505.38, 576036515.48, 576036525.58, 576036535.68, 576036545.79, 576036555.89, 576036566.00, 576036576.10, 576036586.20, 576036596.31, 576036606.42, 576036616.52, 576036626.62, 576036636.72, 576036646.83, 576036656.93, 576036667.05, 576036677.14, 576036687.25, 576036697.35, 576036707.63, 576036717.92, 576036728.02, 576036738.13, 576036748.21, 576036758.32, 576036768.43, 576036778.71, 576036788.81, 576036799.10, 576036809.67, 576036819.77, 576036830.18, 576036840.29, 576036850.38, 576036860.47, 576036870.56, 576036880.64, 576036890.72, 576036900.98, 576036911.06, 576036921.42, 576036931.71, 576036941.82, 576036951.92, 576036962.03, 576036972.31, 576036982.62, 576036993.01, 576037003.11, 576037013.53, 576037023.84, 576037034.12, 576037044.22, 576037054.51, 576037064.97, 576037075.07, 576037085.35, 576037095.63, 576037106.05, 576037116.15, 576037126.26, 576037136.37, 576037146.48, 576037156.76, 576037167.13, 576037177.22, 576037187.35, 576037197.49, 576037207.58, 576037217.73, 576037227.80, 576037237.86, 576037247.95, 576037258.02, 576037268.10, 576037278.16, 576037288.22, 576037298.29, 576037308.36, 576037318.44, 576037328.51, 576037338.58, 576037348.67, 576037358.74, 576037368.82, 576037378.88, 576037388.94, 576037399.01, 576037409.08, 576037419.15, 576037429.21, 576037439.28, 576037449.37, 576037459.44, 576037469.52, 576037479.62, 576037489.72, 576037499.81, 576037509.92, 576037520.03, 576037530.13, 576037540.24, 576037550.34, 576037560.45, 576037570.56, 576037580.66, 576037590.77, 576037600.87, 576037610.98, 576037621.10, 576037631.20, 576037641.28, 576037651.39, 576037661.50, 576037671.60, 576037681.70, 576037691.81, 576037701.91, 576037712.03, 576037722.14, 576037732.24, 576037742.35, 576037752.45, 576037762.56, 576037772.67, 576037782.77, 576037792.88, 576037802.99, 576037813.10, 576037823.27, 576037833.39, 576037843.48, 576037853.57, 576037863.66, 576037873.73, 576037883.79, 576037893.87, 576037903.93, 576037914.02, 576037924.10, 576037934.17, 576037944.27, 576037954.36, 576037964.43, 576037974.50, 576037984.57, 576037994.65, 576038004.73, 576038014.78, 576038024.85, 576038034.92, 576038045.01, 576038055.12, 576038065.16, 576038075.24, 576038085.30, 576038095.38, 576038105.45, 576038115.52, 576038125.59, 576038135.66, 576038145.74, 576038155.83, 576038165.91, 576038175.98, 576038186.04, 576038196.12, 576038206.20, 576038216.27, 576038226.35, 576038236.43, 576038246.52, 576038256.59, 576038266.67, 576038276.74, 576038286.81, 576038296.87, 576038306.95, 576038317.01, 576038327.12, 576038337.22, 576038347.31, 576038357.41, 576038367.52, 576038377.62, 576038387.73, 576038397.84, 576038407.94, 576038418.05, 576038428.14, 576038438.26, 576038448.36, 576038458.46, 576038468.57, 576038478.67, 576038488.79, 576038498.88, 576038508.99, 576038519.07, 576038529.18, 576038539.28, 576038549.39, 576038559.49, 576038569.60, 576038579.69, 576038589.80, 576038599.90, 576038610.00, 576038620.12, 576038630.21, 576038640.32, 576038650.43, 576038660.53, 576038670.64, 576038680.74, 576038690.85, 576038700.95, 576038711.05, 576038721.16, 576038731.26, 576038741.37, 576038751.48, 576038761.58, 576038771.69, 576038781.79, 576038791.89, 576038802.00, 576038812.11, 576038822.21, 576038832.32, 576038842.41, 576038852.52, 576038862.62, 576038872.72, 576038882.83, 576038892.93, 576038903.04, 576038913.14, 576038923.26, 576038933.36, 576038943.44, 576038953.54, 576038963.65, 576038973.75, 576038984.05, 576038994.13, 576039004.24, 576039014.88, 576039024.99, 576039035.09, 576039045.20, 576039055.50, 576039065.59, 576039075.66, 576039085.90, 576039095.98, 576039106.22, 576039116.50, 576039127.04, 576039137.32, 576039147.43, 576039157.85, 576039167.96, 576039178.06, 576039188.34, 576039198.63, 576039209.24, 576039219.51, 576039229.62, 576039239.72, 576039250.16, 576039260.54, 576039270.66, 576039280.76, 576039290.86, 576039300.96, 576039311.45, 576039321.73, 576039332.04, 576039342.15, 576039352.23, 576039362.52, 576039372.62, 576039382.90, 576039393.30, 576039403.59, 576039413.88, 576039424.21, 576039434.49, 576039444.78, 576039455.08, 576039465.38, 576039475.48, 576039485.77, 576039496.06, 576039506.37, 576039516.76, 576039527.15, 576039537.26, 576039547.40, 576039557.49, 576039567.57, 576039577.82, 576039587.89, 576039598.14, 576039608.24, 576039618.59, 576039628.87, 576039639.17, 576039649.26, 576039659.56, 576039669.93, 576039680.21, 576039690.66, 576039700.77, 576039711.13, 576039721.41, 576039731.52, 576039741.84, 576039751.92, 576039762.21, 576039772.51, 576039782.78, 576039792.89, 576039803.00, 576039813.42, 576039823.88, 576039833.98, 576039844.09, 576039854.26, 576039864.37, 576039874.65, 576039884.93, 576039895.33, 576039905.61, 576039915.70, 576039925.99, 576039936.09, 576039946.44, 576039956.73, 576039967.03, 576039977.42, 576039987.52, 576039997.81, 576040007.92, 576040018.02, 576040028.12, 576040038.23, 576040048.31, 576040058.42, 576040068.71, 576040079.12, 576040089.48, 576040099.60, 576040109.96, 576040120.06, 576040130.35, 576040140.45, 576040150.98, 576040161.26, 576040171.55, 576040181.93, 576040192.21, 576040202.32, 576040212.73, 576040223.02, 576040233.30, 576040243.40, 576040253.70, 576040263.81, 576040274.21, 576040284.49, 576040294.60, 576040304.71, 576040314.81, 576040324.91, 576040335.19, 576040345.29, 576040355.58, 576040365.88, 576040375.96, 576040386.07, 576040396.17, 576040406.27, 576040416.40, 576040426.50, 576040436.60, 576040446.70, 576040456.80, 576040466.91, 576040477.01, 576040487.11, 576040497.22, 576040507.32, 576040517.43, 576040527.53, 576040537.63, 576040547.74, 576040557.83, 576040567.95, 576040578.05, 576040588.15, 576040598.26, 576040608.36, 576040618.48, 576040628.57, 576040638.68, 576040648.78, 576040658.90, 576040669.00, 576040679.10, 576040689.20, 576040699.31, 576040709.41, 576040719.51, 576040729.62, 576040739.71, 576040749.81, 576040759.91, 576040770.03, 576040780.13, 576040790.23, 576040800.51, 576040810.71, 576040821.11, 576040831.39, 576040841.49, 576040851.79, 576040862.18, 576040872.49, 576040882.75, 576040892.86, 576040902.96, 576040913.34, 576040923.43, 576040933.53, 576040943.97, 576040954.37, 576040964.66, 576040974.95, 576040985.26, 576040995.54, 576041005.65, 576041015.75, 576041026.04, 576041036.34, 576041046.65, 576041056.94, 576041067.23, 576041077.75, 576041088.03, 576041098.32, 576041108.42, 576041118.70, 576041128.99, 576041139.44, 576041149.87, 576041160.26, 576041170.59, 576041180.87, 576041190.97, 576041201.07, 576041211.18, 576041221.47, 576041231.90, 576041242.01, 576041252.28, 576041262.57, 576041273.09, 576041283.37, 576041293.83, 576041303.93, 576041314.22, 576041324.50, 576041334.60, 576041344.71, 576041355.47, 576041365.55, 576041375.64, 576041385.94, 576041396.21, 576041406.64, 576041416.75, 576041427.21, 576041437.48, 576041447.58, 576041457.86, 576041467.96, 576041478.06, 576041488.16, 576041498.45, 576041508.73, 576041519.01, 576041529.31, 576041539.60, 576041549.70, 576041559.81, 576041570.11, 576041580.20, 576041590.59, 576041600.69, 576041611.09, 576041621.42, 576041631.53, 576041641.82, 576041652.11, 576041662.57, 576041672.87, 576041683.15, 576041693.45, 576041703.80, 576041714.31, 576041724.62, 576041734.72, 576041744.83, 576041754.93, 576041765.04, 576041775.31, 576041785.60, 576041796.08, 576041806.35, 576041816.43, 576041826.76, 576041837.05, 576041847.14, 576041857.42, 576041867.72, 576041878.24, 576041888.52, 576041898.81, 576041909.24, 576041919.32, 576041929.72, 576041939.82, 576041949.93, 576041960.53, 576041970.81, 576041981.13, 576041991.48, 576042001.58, 576042011.67, 576042021.77, 576042032.07, 576042042.46, 576042052.73, 576042063.14, 576042073.55, 576042083.66, 576042094.04, 576042104.37, 576042114.65, 576042124.93, 576042135.03, 576042145.33, 576042155.43, 576042165.82, 576042175.92, 576042186.21, 576042196.62, 576042206.90, 576042217.19, 576042227.64, 576042237.93, 576042248.03, 576042258.30, 576042268.41, 576042278.51, 576042288.96, 576042299.06, 576042309.16, 576042319.36, 576042329.66, 576042340.01, 576042350.12, 576042360.40, 576042370.51, 576042380.87, 576042391.14, 576042401.43, 576042411.72, 576042422.01, 576042432.35, 576042442.63, 576042452.91, 576042463.50, 576042473.61, 576042483.71, 576042493.81, 576042503.92, 576042514.03, 576042524.12, 576042534.20, 576042544.28, 576042554.36, 576042564.44, 576042574.50, 576042584.56, 576042594.62, 576042604.69, 576042614.75, 576042624.82, 576042634.88, 576042644.94, 576042655.01, 576042665.08, 576042675.14, 576042685.21, 576042695.27, 576042705.33, 576042715.39, 576042725.45, 576042735.51, 576042745.58, 576042755.65, 576042765.72, 576042775.78, 576042785.84, 576042795.90, 576042805.98, 576042816.06, 576042826.12, 576042836.19, 576042846.26, 576042856.34, 576042866.42, 576042876.48, 576042886.54, 576042896.63, 576042906.70, 576042916.77, 576042926.83, 576042936.90, 576042946.98, 576042957.05, 576042967.13, 576042977.19, 576042987.26, 576042997.32, 576043007.40, 576043017.50, 576043027.56, 576043037.63, 576043047.70, 576043057.78, 576043067.85, 576043077.92, 576043087.98, 576043098.05, 576043108.12, 576043118.18, 576043128.29, 576043138.40, 576043148.69, 576043158.97, 576043169.26, 576043179.36, 576043189.64, 576043199.93, 576043210.21, 576043220.51, 576043230.79, 576043241.15, 576043251.25, 576043261.66, 576043271.96, 576043282.24, 576043292.37, 576043302.46, 576043312.56, 576043322.67, 576043332.92, 576043343.02, 576043353.31, 576043363.60, 576043374.01, 576043384.09, 576043394.48, 576043404.83, 576043415.11, 576043425.50, 576043435.91, 576043446.19, 576043456.30, 576043466.59, 576043476.92, 576043487.20, 576043497.49, 576043507.62, 576043517.73, 576043528.18, 576043538.47, 576043548.57, 576043558.68, 576043568.79, 576043578.89, 576043589.20, 576043599.48, 576043609.59, 576043619.70, 576043629.99, 576043640.09, 576043650.18, 576043660.28, 576043670.58, 576043680.86, 576043691.16, 576043701.46, 576043711.57, 576043721.95, 576043732.24, 576043742.60, 576043752.69, 576043762.99, 576043773.29, 576043783.39, 576043793.47, 576043803.57, 576043813.68, 576043823.78, 576043834.06, 576043844.52, 576043854.90, 576043865.20, 576043875.60, 576043885.97, 576043896.07, 576043906.36, 576043916.44, 576043926.91, 576043937.22, 576043947.32, 576043957.60, 576043967.71, 576043977.99, 576043988.10, 576043998.38, 576044008.67, 576044019.01, 576044029.39, 576044039.67, 576044049.96, 576044060.06, 576044070.18, 576044080.27, 576044090.38, 576044100.66, 576044110.95, 576044121.41, 576044131.52, 576044141.80, 576044151.90, 576044162.18, 576044172.67, 576044182.95, 576044193.40, 576044203.68, 576044213.97, 576044224.26, 576044234.63, 576044245.08, 576044255.40, 576044265.69, 576044275.97, 576044286.25, 576044296.56, 576044306.85, 576044317.13, 576044327.24, 576044337.34, 576044347.44, 576044357.55, 576044367.66, 576044378.06, 576044388.45, 576044398.76, 576044409.05, 576044419.15, 576044429.43, 576044439.91, 576044450.20, 576044460.58, 576044470.88, 576044481.15, 576044491.22, 576044501.51, 576044511.80, 576044522.29, 576044532.57, 576044542.86, 576044553.40, 576044563.50, 576044573.61, 576044583.71, 576044593.81, 576044603.92, 576044614.03, 576044624.13, 576044634.20, 576044644.29, 576044654.38, 576044664.46, 576044674.58, 576044684.66, 576044694.77, 576044704.89, 576044714.98, 576044725.09, 576044735.17, 576044745.28, 576044755.35, 576044765.46, 576044775.55, 576044785.65, 576044795.73, 576044805.84, 576044815.93, 576044826.03, 576044836.15, 576044846.25, 576044856.36, 576044866.46, 576044876.56, 576044886.67, 576044896.78, 576044906.88, 576044916.98, 576044927.04, 576044937.15, 576044947.24, 576044957.34, 576044967.43, 576044977.51, 576044987.59, 576044997.68, 576045007.76, 576045017.87, 576045027.97, 576045038.08, 576045048.19, 576045058.47, 576045068.58, 576045079.00, 576045089.28, 576045099.38, 576045109.66, 576045119.74, 576045130.03, 576045140.11, 576045150.40, 576045160.49, 576045170.78, 576045181.07, 576045191.15, 576045201.62, 576045211.71, 576045221.79, 576045231.88, 576045242.17, 576045252.26, 576045262.36, 576045272.76, 576045283.04, 576045293.33, 576045303.69, 576045313.96, 576045324.05, 576045334.34, 576045344.88, 576045355.17, 576045365.45, 576045375.54, 576045385.84, 576045395.93, 576045406.20, 576045416.29, 576045426.58, 576045437.08, 576045447.23, 576045457.51, 576045467.61, 576045477.69, 576045487.76, 576045498.05, 576045508.33, 576045518.63, 576045528.80, 576045539.14, 576045549.44, 576045559.53, 576045569.85, 576045579.91, 576045590.23, 576045600.32, 576045610.60, 576045620.70, 576045630.80, 576045640.91, 576045651.03, 576045661.13, 576045671.22, 576045681.57, 576045691.65, 576045701.76, 576045711.87, 576045721.97, 576045732.08, 576045742.51, 576045752.60, 576045762.87, 576045772.98, 576045783.22, 576045793.85, 576045804.12, 576045814.44, 576045824.81, 576045835.10, 576045845.40, 576045855.47, 576045865.76, 576045876.05, 576045886.32, 576045896.63, 576045907.04, 576045917.14, 576045927.59, 576045937.88, 576045947.98, 576045958.08, 576045968.19, 576045978.46]
+        times: [576764616.39, 576764626.48, 576764636.69, 576764646.82, 576764656.94, 576764667.07, 576764677.17, 576764687.29, 576764697.41, 576764707.53, 576764717.65, 576764727.76, 576764737.94, 576764748.06, 576764758.11, 576764768.30, 576764778.42, 576764788.54, 576764798.59, 576764808.79, 576764819.13, 576764829.32, 576764839.44, 576764849.59, 576764859.68, 576764869.74, 576764879.86, 576764890.05, 576764900.10, 576764910.29, 576764920.34, 576764930.47, 576764940.66, 576764950.78, 576764961.30, 576764971.44, 576764981.69, 576764991.70, 576765001.88, 576765011.93, 576765022.12, 576765032.17, 576765042.36, 576765052.41, 576765062.53, 576765072.65, 576765082.77, 576765093.23, 576765103.33, 576765113.52, 576765123.55, 576765133.74, 576765143.79, 576765154.07, 576765164.04, 576765174.25, 576765184.35, 576765194.47, 576765204.59, 576765214.70, 576765224.90, 576765234.94, 576765245.00, 576765255.11, 576765265.30, 576765275.42, 576765285.47, 576765295.59, 576765305.77, 576765315.91, 576765325.95, 576765336.06, 576765346.25, 576765356.48, 576765366.48, 576765376.53, 576765386.71, 576765396.83, 576765406.95, 576765417.07, 576765427.18, 576765437.30, 576765447.42, 576765457.60, 576765467.65, 576765477.76, 576765487.88, 576765497.99, 576765508.11, 576765518.23, 576765528.28, 576765538.47, 576765548.58, 576765558.70, 576765568.82, 576765578.98, 576765589.09, 576765599.27, 576765609.45, 576765619.56, 576765629.78, 576765639.73, 576765649.90, 576765660.05, 576765670.29, 576765680.28, 576765690.39, 576765700.44, 576765710.62, 576765720.67, 576765730.85, 576765740.98, 576765751.19, 576765761.18, 576765771.32, 576765781.42, 576765791.53, 576765801.64, 576765811.69, 576765821.86, 576765831.93, 576765842.10, 576765852.23, 576765862.32, 576765872.50, 576765882.56, 576765892.67, 576765902.89, 576765912.91, 576765923.08, 576765933.14, 576765943.23, 576765953.35, 576765963.47, 576765973.57, 576765983.60, 576765993.77, 576766003.82, 576766014.35, 576766024.46, 576766035.02, 576766045.11, 576766055.21, 576766065.33, 576766075.43, 576766085.53, 576766095.65, 576766105.95, 576766116.06, 576766126.16, 576766136.43, 576766146.54, 576766156.66, 576766166.77, 576766177.08, 576766187.27, 576766197.56, 576766207.68, 576766217.97, 576766228.08, 576766238.38, 576766248.66, 576766258.76, 576766269.07, 576766279.18, 576766289.52, 576766299.63, 576766309.74, 576766320.03, 576766330.14, 576766340.25, 576766350.40, 576766360.50, 576766370.61, 576766380.72, 576766391.01, 576766401.13, 576766411.24, 576766421.35, 576766431.47, 576766441.76, 576766451.88, 576766462.17, 576766472.46, 576766482.64, 576766492.76, 576766502.92, 576766513.03, 576766523.14, 576766533.26, 576766543.37, 576766553.49, 576766563.60, 576766573.71, 576766583.83, 576766593.95, 576766604.08, 576766614.19, 576766624.30, 576766634.41, 576766644.52, 576766654.64, 576766664.75, 576766674.88, 576766685.00, 576766695.24, 576766705.35, 576766715.38, 576766725.49, 576766735.60, 576766745.71, 576766755.82, 576766765.93, 576766776.04, 576766786.16, 576766796.27, 576766806.38, 576766816.49, 576766826.60, 576766836.71, 576766846.82, 576766856.93, 576766867.11, 576766877.16, 576766887.27, 576766897.38, 576766907.47, 576766917.58, 576766927.68, 576766937.79, 576766947.91, 576766958.02, 576766968.12, 576766978.22, 576766988.44, 576766998.67, 576767008.78, 576767018.90, 576767029.01, 576767039.14, 576767049.25, 576767059.39, 576767069.45, 576767079.56, 576767089.67, 576767099.78, 576767109.89, 576767120.11, 576767130.33, 576767140.44, 576767150.55, 576767160.66, 576767170.87, 576767180.95, 576767191.12, 576767201.15, 576767211.27, 576767221.35, 576767231.45, 576767241.57, 576767251.66, 576767261.76, 576767271.87, 576767281.98, 576767292.08, 576767302.19, 576767312.30, 576767322.40, 576767332.51, 576767342.62, 576767352.73, 576767362.83, 576767372.94, 576767383.11, 576767393.16, 576767403.27, 576767413.37, 576767423.48, 576767433.59, 576767443.70, 576767453.80, 576767463.91, 576767474.02, 576767484.17, 576767494.74, 576767505.48, 576767515.76, 576767526.41, 576767536.98, 576767547.27, 576767557.45, 576767567.56, 576767577.68, 576767587.79, 576767597.90, 576767608.02, 576767618.12, 576767628.28, 576767638.44, 576767648.49, 576767658.61, 576767668.75, 576767678.90, 576767689.05, 576767699.18, 576767709.28, 576767719.39, 576767729.50, 576767739.60, 576767749.71, 576767759.81, 576767769.91, 576767780.01, 576767790.12, 576767800.23, 576767810.33, 576767820.44, 576767830.55, 576767840.65, 576767850.76, 576767860.86, 576767870.97, 576767881.08, 576767891.18, 576767901.37, 576767911.40, 576767921.57, 576767931.66, 576767941.77, 576767951.94, 576767961.98, 576767972.09, 576767982.19, 576767992.30, 576768002.41, 576768012.51, 576768022.62, 576768032.73, 576768042.83, 576768053.03, 576768063.05, 576768073.22, 576768083.33, 576768093.74, 576768103.48, 576768113.63, 576768123.69, 576768133.79, 576768143.90, 576768154.34, 576768164.17, 576768174.34, 576768184.38, 576768194.54, 576768204.65, 576768214.92, 576768224.79, 576768235.08, 576768245.48, 576768255.06, 576768265.48, 576768275.56, 576768285.62, 576768295.54, 576768305.61, 576768315.50, 576768325.56, 576768335.63, 576768345.70, 576768355.76, 576768366.02, 576768375.88, 576768386.19, 576768396.01, 576768406.30, 576768416.53, 576768426.51, 576768436.52, 576768446.40, 576768456.65, 576768466.73, 576768476.63, 576768486.69, 576768496.76, 576768506.96, 576768517.07, 576768527.06, 576768537.05, 576768547.12, 576768557.18, 576768567.25, 576768577.32, 576768587.38, 576768597.45, 576768607.52, 576768617.58, 576768627.65, 576768637.74, 576768647.81, 576768657.87, 576768667.94, 576768678.00, 576768688.07, 576768698.16, 576768708.23, 576768718.30, 576768728.38, 576768738.45, 576768748.52, 576768758.61, 576768768.68, 576768778.76, 576768788.97, 576768799.58, 576768809.83, 576768820.51, 576768830.70, 576768840.97, 576768851.59, 576768862.25, 576768872.94, 576768883.13, 576768893.70, 576768904.29, 576768915.04, 576768925.29, 576768935.87, 576768946.05, 576768956.87, 576768967.04, 576768977.64, 576768988.35, 576768999.06, 576769009.63, 576769019.81, 576769029.94, 576769040.51, 576769051.30, 576769061.96, 576769072.54, 576769083.12, 576769093.70, 576769104.04, 576769114.64, 576769125.22, 576769135.38, 576769145.95, 576769156.09, 576769166.66, 576769177.25, 576769187.57, 576769198.24, 576769208.80, 576769219.38, 576769229.51, 576769239.60, 576769249.69, 576769259.79, 576769269.89, 576769280.01, 576769290.07, 576769300.15, 576769310.23, 576769320.29, 576769330.36, 576769340.42, 576769350.49, 576769360.61, 576769370.72, 576769380.79, 576769390.86, 576769400.92, 576769411.00, 576769421.06, 576769431.13, 576769441.19, 576769451.26, 576769461.32, 576769471.38, 576769481.44, 576769491.50, 576769501.57, 576769511.64, 576769521.70, 576769531.79, 576769541.86, 576769551.92, 576769561.99, 576769572.05, 576769582.12, 576769592.19, 576769602.25, 576769612.32, 576769622.39, 576769632.47, 576769642.54, 576769652.61, 576769662.69, 576769672.75, 576769682.82, 576769692.88, 576769702.95, 576769713.02, 576769723.08, 576769733.17, 576769743.24, 576769753.30, 576769763.39, 576769773.46, 576769783.55, 576769793.63, 576769803.70, 576769813.76, 576769824.04, 576769833.92, 576769843.99, 576769854.06, 576769864.12, 576769874.19, 576769884.25, 576769894.32, 576769904.60, 576769914.65, 576769925.39, 576769935.62, 576769946.05, 576769956.70, 576769966.95, 576769977.50, 576769988.08, 576769998.35, 576770008.96, 576770019.56, 576770030.14, 576770040.22, 576770050.43, 576770060.56, 576770071.16, 576770081.42, 576770091.56, 576770102.16, 576770112.42, 576770123.03, 576770133.60, 576770143.77, 576770153.95, 576770164.02, 576770174.13, 576770184.23, 576770194.80, 576770204.98, 576770215.35, 576770225.17, 576770235.21, 576770245.31, 576770255.60, 576770265.70, 576770275.87, 576770285.97, 576770296.08, 576770306.21, 576770316.29, 576770326.33, 576770336.52, 576770346.60, 576770356.71, 576770366.81, 576770376.92, 576770387.03, 576770397.13, 576770407.18, 576770417.34, 576770427.39, 576770437.50, 576770447.78, 576770458.07, 576770468.23, 576770478.34, 576770488.44, 576770498.54, 576770508.65, 576770518.76, 576770528.86, 576770538.96, 576770549.07, 576770559.18, 576770569.44, 576770579.39, 576770589.50, 576770599.60, 576770609.70, 576770619.75, 576770629.86, 576770639.97, 576770650.21, 576770660.18, 576770670.28, 576770680.39, 576770690.49, 576770700.60, 576770711.20, 576770721.77, 576770731.93, 576770742.51, 576770753.08, 576770763.75, 576770774.33, 576770784.91, 576770795.50, 576770806.09, 576770816.66, 576770826.85, 576770837.42, 576770847.67, 576770857.86, 576770868.47, 576770879.04, 576770889.64, 576770900.23, 576770910.94, 576770921.55, 576770931.78, 576770942.37, 576770952.93, 576770963.21, 576770973.79, 576770984.45, 576770995.02, 576771005.28, 576771016.10, 576771026.75, 576771037.33, 576771047.55, 576771057.63, 576771067.73, 576771078.57, 576771088.80, 576771099.12, 576771109.28, 576771119.57, 576771130.28, 576771140.46, 576771151.06, 576771161.64, 576771172.17, 576771182.74, 576771193.02, 576771203.60, 576771213.77, 576771224.36, 576771234.54, 576771244.74, 576771255.35, 576771265.57, 576771276.24, 576771286.82, 576771297.07, 576771307.65, 576771318.30, 576771329.11, 576771339.68, 576771350.37, 576771361.06, 576771371.65, 576771381.81, 576771392.47, 576771403.06, 576771413.68, 576771424.26, 576771434.51, 576771445.09, 576771455.60, 576771466.16, 576771476.75, 576771487.34, 576771497.92, 576771508.50, 576771518.75, 576771529.01, 576771539.56, 576771550.12, 576771560.77, 576771571.34, 576771581.62, 576771592.21, 576771602.85, 576771612.93, 576771623.02, 576771633.13, 576771643.19, 576771653.25, 576771663.32, 576771673.39, 576771683.45, 576771693.52, 576771703.58, 576771713.65, 576771723.71, 576771733.80, 576771743.87, 576771753.94, 576771764.03, 576771774.12, 576771784.20, 576771794.27, 576771804.34, 576771814.41, 576771824.47, 576771834.54, 576771844.63, 576771854.67, 576771864.74, 576771874.80, 576771884.87, 576771894.95, 576771905.02, 576771915.09, 576771925.16, 576771935.23, 576771945.29, 576771955.36, 576771965.42, 576771975.49, 576771985.56, 576771995.78, 576772005.69, 576772015.75, 576772025.82, 576772035.89, 576772045.95, 576772056.02, 576772066.08, 576772076.15, 576772086.25, 576772096.34, 576772106.41, 576772116.47, 576772126.54, 576772136.61, 576772146.68, 576772156.74, 576772166.81, 576772176.87, 576772186.94, 576772197.01, 576772207.07, 576772217.14, 576772227.20, 576772237.27, 576772247.34, 576772257.40, 576772267.47, 576772277.53, 576772287.60, 576772298.43, 576772307.73, 576772318.33, 576772327.86, 576772337.93, 576772347.99, 576772358.06, 576772368.12, 576772378.35, 576772388.41, 576772398.48, 576772408.39, 576772418.45, 576772428.67, 576772438.85, 576772448.82, 576772458.88, 576772468.78, 576772479.05, 576772489.11, 576772499.17, 576772509.32, 576772519.39, 576772529.41, 576772539.25, 576772549.49, 576772559.56, 576772569.62, 576772579.51, 576772589.75, 576772599.64, 576772609.88, 576772619.79, 576772630.03, 576772640.10, 576772649.99, 576772660.24, 576772670.31, 576772680.19, 576772690.26, 576772700.35, 576772710.42, 576772720.48, 576772730.55, 576772740.61, 576772750.70, 576772760.79, 576772770.86, 576772780.95, 576772791.01, 576772801.10, 576772811.17, 576772821.24, 576772831.30, 576772841.37, 576772851.43, 576772861.49, 576772871.56, 576772881.63, 576772891.69, 576772901.90, 576772912.16, 576772922.75, 576772933.38, 576772943.99, 576772954.16, 576772964.44, 576772975.02, 576772985.63, 576772996.22, 576773006.80, 576773017.07, 576773027.58, 576773038.30, 576773048.44, 576773058.53, 576773068.81, 576773079.39, 576773089.95, 576773100.51, 576773110.67, 576773121.23, 576773131.38, 576773141.47, 576773151.57, 576773161.68, 576773171.79, 576773181.89, 576773192.00, 576773202.10, 576773212.22, 576773222.33, 576773232.43, 576773242.54, 576773252.64, 576773262.75, 576773272.85, 576773282.96, 576773293.06, 576773303.17, 576773313.27, 576773323.38, 576773333.49, 576773343.59, 576773353.70, 576773363.80, 576773373.91, 576773384.01, 576773394.12, 576773404.22, 576773414.33, 576773424.44, 576773434.67, 576773445.26, 576773455.43, 576773465.71, 576773476.29, 576773486.88, 576773497.15, 576773507.73, 576773518.31, 576773528.38, 576773538.45, 576773548.54, 576773558.63, 576773568.70, 576773578.76, 576773588.87, 576773598.96, 576773609.06, 576773619.16, 576773629.24, 576773639.31, 576773649.37, 576773659.44, 576773669.51, 576773679.65, 576773689.63, 576773699.69, 576773709.76, 576773719.82, 576773729.89, 576773739.96, 576773750.02, 576773760.11, 576773770.18, 576773780.27, 576773790.33, 576773800.40, 576773810.46, 576773820.52, 576773830.59, 576773840.68, 576773850.78, 576773860.86, 576773870.95, 576773881.02, 576773891.09, 576773901.15, 576773911.22, 576773921.29, 576773931.35, 576773941.42, 576773951.48, 576773961.55, 576773971.62, 576773981.68, 576773991.75, 576774001.83, 576774011.93, 576774022.01, 576774032.12, 576774042.22, 576774052.33, 576774062.44, 576774072.54, 576774082.65, 576774092.75, 576774102.86, 576774112.97, 576774123.24, 576774133.33, 576774143.44, 576774153.66, 576774163.73, 576774173.84, 576774183.93, 576774194.09, 576774204.14, 576774214.25, 576774224.35, 576774234.46, 576774244.56, 576774254.68, 576774264.77, 576774274.88, 576774284.98, 576774295.24, 576774305.35, 576774315.45, 576774325.56, 576774335.65, 576774346.23, 576774355.85, 576774366.07, 576774376.02, 576774386.43, 576774396.35, 576774406.22, 576774416.29, 576774426.77, 576774436.42, 576774446.49, 576774456.55, 576774466.62, 576774476.89, 576774486.96, 576774496.82, 576774507.17, 576774517.19, 576774527.21, 576774537.36, 576774547.34, 576774557.24, 576774567.50, 576774577.38, 576774587.44, 576774597.51, 576774607.57, 576774617.85, 576774627.92, 576774637.80, 576774648.06, 576774658.12, 576774668.32, 576774678.33, 576774688.52, 576774698.54, 576774708.40, 576774718.65, 576774728.71, 576774738.78, 576774748.85, 576774758.94, 576774768.83, 576774778.92, 576774788.98, 576774799.05, 576774809.11, 576774819.18, 576774829.25, 576774839.31, 576774849.38, 576774859.44, 576774869.53, 576774879.62, 576774889.69, 576774899.76, 576774909.83, 576774919.89, 576774929.96, 576774940.05, 576774950.12, 576774960.18, 576774970.28, 576774980.35, 576774990.42, 576775000.50, 576775010.60, 576775020.67, 576775030.74, 576775040.80, 576775050.87, 576775060.93, 576775071.01, 576775081.08, 576775091.15, 576775101.22, 576775111.29, 576775121.44, 576775131.43, 576775141.52, 576775151.61, 576775161.71, 576775171.82, 576775181.90, 576775191.97, 576775202.04, 576775212.11, 576775222.18, 576775232.24, 576775242.31, 576775252.37, 576775262.44, 576775272.52, 576775282.58, 576775292.65, 576775302.71, 576775312.78, 576775322.84, 576775332.93, 576775343.01, 576775353.07, 576775363.14, 576775373.21, 576775383.30, 576775393.37, 576775403.45, 576775413.52, 576775423.59, 576775433.65, 576775443.72, 576775453.78, 576775463.85, 576775473.91, 576775483.98, 576775494.04, 576775504.19, 576775514.18, 576775524.24, 576775534.31, 576775544.37, 576775554.44, 576775564.50, 576775574.57, 576775584.64, 576775594.70, 576775604.77, 576775615.15, 576775625.66, 576775635.93, 576775646.35, 576775656.49, 576775667.08, 576775677.67, 576775688.24, 576775698.50, 576775708.72, 576775719.24, 576775729.76, 576775740.34, 576775750.51, 576775760.76, 576775770.95, 576775781.35, 576775791.89, 576775802.48, 576775813.04, 576775823.57, 576775833.74, 576775844.01, 576775854.59, 576775865.17, 576775875.32, 576775885.90, 576775896.37, 576775906.55, 576775917.16, 576775927.75, 576775938.51, 576775948.78, 576775959.16, 576775969.66, 576775980.38, 576775990.96, 576776001.23, 576776011.57, 576776022.14, 576776032.88, 576776043.45, 576776053.63, 576776064.18, 576776074.76, 576776085.46, 576776096.05, 576776106.86, 576776117.43, 576776127.59, 576776138.15, 576776148.42, 576776158.66, 576776168.74, 576776178.84, 576776188.95, 576776199.12, 576776209.16, 576776219.27, 576776229.43, 576776239.48, 576776249.58, 576776259.69, 576776269.79, 576776279.90, 576776290.00, 576776300.11, 576776310.21, 576776320.32, 576776330.43, 576776340.53, 576776350.63, 576776360.74, 576776370.84, 576776380.95, 576776391.05, 576776401.16, 576776411.90, 576776422.51, 576776432.67, 576776442.75, 576776452.87, 576776462.96, 576776473.06, 576776483.36, 576776493.33, 576776503.38, 576776513.47, 576776523.57, 576776533.65, 576776543.74, 576776554.12, 576776564.16, 576776573.94, 576776584.19, 576776594.25, 576776604.33, 576776614.20, 576776624.27, 576776634.40, 576776644.60, 576776654.67, 576776664.55, 576776674.78, 576776684.85, 576776694.93, 576776705.24, 576776715.52, 576776725.63, 576776735.73, 576776746.02, 576776756.31, 576776766.59, 576776776.88, 576776786.99, 576776797.09, 576776807.19, 576776817.42, 576776827.45, 576776837.61, 576776847.72, 576776857.82, 576776868.00, 576776878.07, 576776888.17, 576776898.28, 576776908.39, 576776918.88, 576776929.47, 576776939.79, 576776950.38, 576776960.96, 576776971.64, 576776981.91, 576776992.48, 576777002.61, 576777012.79, 576777023.36, 576777033.82, 576777044.41, 576777055.00, 576777065.70, 576777075.84, 576777086.42, 576777096.69, 576777107.28, 576777117.85, 576777128.47, 576777139.03, 576777149.24, 576777159.27, 576777169.57, 576777180.19, 576777190.86, 576777201.14, 576777211.60, 576777222.28, 576777232.45, 576777243.07, 576777253.42, 576777263.52, 576777273.73, 576777284.31, 576777294.89, 576777305.25, 576777315.32, 576777325.57, 576777335.50, 576777345.59, 576777355.70, 576777365.78, 576777375.88, 576777385.96, 576777396.03, 576777406.09, 576777416.16, 576777426.23, 576777436.29, 576777446.36, 576777456.43, 576777466.50, 576777476.58, 576777486.65, 576777496.72, 576777506.79, 576777516.85, 576777526.91, 576777536.98, 576777547.04, 576777557.11, 576777567.17, 576777577.26, 576777587.33, 576777597.40, 576777607.47, 576777617.54, 576777627.60, 576777637.68, 576777647.75, 576777657.81, 576777667.88, 576777677.96, 576777688.03, 576777698.61, 576777708.68, 576777718.81, 576777728.92, 576777739.01, 576777749.12, 576777759.22, 576777769.33, 576777779.43, 576777789.54, 576777799.64, 576777809.75, 576777819.85, 576777829.96, 576777840.09, 576777850.24, 576777860.30, 576777870.41, 576777880.52, 576777890.63, 576777900.73, 576777910.83, 576777920.94, 576777931.09, 576777941.16, 576777951.26, 576777961.37, 576777971.47, 576777981.58, 576777991.68, 576778001.77, 576778011.85, 576778021.96, 576778032.06, 576778042.17, 576778052.27, 576778062.38, 576778072.48, 576778082.59, 576778092.69, 576778102.80, 576778112.90, 576778123.01, 576778133.11, 576778143.20, 576778153.30, 576778163.41, 576778173.51, 576778183.62, 576778193.72, 576778203.83, 576778213.93, 576778224.04, 576778234.14, 576778244.25, 576778254.41, 576778264.46, 576778274.56, 576778284.67, 576778295.51, 576778305.60, 576778315.70, 576778325.81, 576778335.89, 576778346.06, 576778356.10, 576778366.21, 576778376.31, 576778386.42, 576778396.52, 576778406.63, 576778417.45, 576778428.09, 576778438.36, 576778448.94, 576778459.13, 576778469.71, 576778479.85, 576778490.45, 576778500.79, 576778511.28, 576778521.44, 576778531.60, 576778541.68, 576778551.78, 576778561.89, 576778571.97, 576778582.36, 576778592.18, 576778602.34, 576778612.39, 576778622.49, 576778632.58, 576778642.65, 576778652.83, 576778662.93, 576778672.98, 576778683.09, 576778693.26, 576778703.35, 576778713.45, 576778723.50, 576778733.66, 576778743.77, 576778753.87, 576778763.98, 576778774.08, 576778784.19, 576778794.30, 576778804.40, 576778814.50, 576778824.73, 576778834.83, 576778844.81, 576778854.92, 576778864.97, 576778875.07, 576778885.18, 576778895.32, 576778905.42, 576778915.54, 576778925.57, 576778935.68, 576778945.84, 576778955.94, 576778966.17, 576778976.15, 576778986.26, 576778996.30, 576779006.61, 576779016.75, 576779026.86, 576779037.08, 576779047.24, 576779057.29, 576779067.40, 576779077.51, 576779087.67, 576779097.78, 576779107.91, 576779117.98, 576779128.03, 576779138.14, 576779148.28, 576779158.38, 576779168.49, 576779178.59, 576779188.64, 576779198.80, 576779208.85, 576779219.17, 576779229.11, 576779239.24, 576779249.44, 576779259.53]
         values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
-    endTimestamp: 576047986.87
+    endTimestamp: 576781267.52
 triggers: 
-    times: [576029358.07, 576031677.71, 576046296.07]
-    values: [5, 5, 5]
+    times: [576762611.32]
+    values: [5]
 triggersOut: 
   - deviceName: triggerDevice
     portName: ttyACM0
-    times: [576031362.09, 576045978.60]
-    values: [1, 1]
+    times: [576764616.02, 576779259.69]
+    values: [0, 1]
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index 57af0f6..22eaa92 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -48,6 +48,8 @@ public class TriggerSender implements Runnable {
     public static String DISABLED = "Disabled";
     public static final TriggerSender DISABLED_DEVICE = new TriggerSender(DISABLED, DISABLED);
     private static final byte[] TRIGGER_MESSAGE = {'1','\n'};
+    private static final char START_TRIAL_TRIGGER = '0';
+    private static final char STOP_TRIAL_TRIGGER = '1';
     private static final int baudRate = 115200; // could make a variable as required, but this is the baudrate for the arduino mega
 
 
@@ -131,14 +133,18 @@ public void stop() {
         }
     }
     
-    public void send() {
+    public void sendStart() {
         if (this.isEnabled()){
             this.commPort.writeBytes(TRIGGER_MESSAGE, TRIGGER_MESSAGE.length);
-            output.addSample('1');
+            output.addSample(START_TRIAL_TRIGGER);
+        }
+    }
+    public void sendStop() {
+        if (this.isEnabled()){
+            this.commPort.writeBytes(TRIGGER_MESSAGE, TRIGGER_MESSAGE.length);
+            output.addSample(STOP_TRIAL_TRIGGER);
         }
-        // LOG.info("-- Wrote to serial port {}",msg);
     }
-
     public void writeOutput(Path outputFile) throws IOException {
         if (isEnabled()) {
             LOG.debug("Writing sent trigger times from {}", this);
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index e2bdf7f..ab708a8 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -204,7 +204,6 @@ public void run() {
             LOG.error("Problem writing output to {}", outputFile, e);
         } finally {
             triggerSender.stop();
-            LOG.info("Trigger Sender stopped successfully.");
         }
     }
 
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index 121fb41..717d99b 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -57,13 +57,13 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
         timer.setInitialDelay(0);
         timer.setRepeats(true);
 
-        triggerSender.send(); // trigger to indicate start of trial
+        triggerSender.sendStart(); // trigger to indicate start of trial
 
         timer.start();
 
         sync.await();
 
-        triggerSender.send(); // trigger to indicate stop (no different from start trigger)
+        triggerSender.sendStop(); // trigger to indicate stop (no different from start trigger)
         
         timer.stop();
         writeOutput(outputFile);
diff --git a/test/serialTest.java b/test/serialTest.java
deleted file mode 100644
index e234bd4..0000000
--- a/test/serialTest.java
+++ /dev/null
@@ -1,63 +0,0 @@
-// package serialtalk;
-//CONVERT THIS TO USE THE ONE YOU ALREADY HAVE WITH MAVEN?
-import gnu.io.CommPortIdentifier;
-import gnu.io.SerialPort;
-import java.io.InputStream;
-import java.io.OutputStream;
-//import processing.app.Preferences;
-
-public class Main
-{
-    static InputStream input;
-    static OutputStream output;
-
-    public static void main(String[] args) throws Exception
-    {
-        //Preferences.init();
-        //System.out.println("Using port: " + Preferences.get("serial.port"));
-        CommPortIdentifier portId = CommPortIdentifier.getPortIdentifier("/dev/ttyACM1");
-
-        SerialPort port = (SerialPort)portId.open("serial talk", 4000);
-        input = port.getInputStream();
-        output = port.getOutputStream();
-        //port.sets
-        port.setSerialPortParams(115200,
-                SerialPort.DATABITS_8,
-                SerialPort.STOPBITS_1,
-                SerialPort.PARITY_NONE);
-        port.setFlowControlMode(SerialPort.FLOWCONTROL_NONE);
-        
-        //System.out.write(buf, off, len);
-
-        String sCommand = "O,0,2,0";
-        byte[] b = sCommand.getBytes();
-       
-        output.write(b);
-        Thread.sleep(500);
-
-        sCommand = "O,0,0,0";
-        sCommand = "1";
-        b = sCommand.getBytes();
-        output.write(b);
-        Thread.sleep(500);
-
-        int i = 0;
-
-        while(i++ < 10000)
-        {
-            sCommand = "V";
-            b = sCommand.getBytes();
-            output.write(b);
-            Thread.sleep(500);
-            
-            while(input.available()>0)
-            {
-                System.out.print((char)(input.read()));
-            }
-        }
-        
-        port.close();
-    }
-
-
-}
\ No newline at end of file

From 8796fe0dc93a921312e545df681ece8d2bb2f529 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 11:25:54 -0400
Subject: [PATCH 21/49] sub version bump

---
 .gitignore                                    |   2 +-
 COM_trigger_sender_skeleton.patch             | 141 ------------------
 README.md                                     |   3 +-
 application_notes.txt                         |  13 --
 pom.xml                                       |   4 +-
 .../output/xxx_Test_Right_Only_out-file.yml   |  15 +-
 6 files changed, 10 insertions(+), 168 deletions(-)
 delete mode 100644 COM_trigger_sender_skeleton.patch
 delete mode 100644 application_notes.txt

diff --git a/.gitignore b/.gitignore
index 86d8cfd..7676f7f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -71,4 +71,4 @@ spft/output/xxx_Test_Right_Only_out-file.yml
 spft/__pycache__/spft.cpython-39.pyc
 spft/__pycache__/spft.cpython-39.pyc
 spft/testing/output/*.yml
-
+.ipynb_checkpoints*
diff --git a/COM_trigger_sender_skeleton.patch b/COM_trigger_sender_skeleton.patch
deleted file mode 100644
index fca3e26..0000000
--- a/COM_trigger_sender_skeleton.patch
+++ /dev/null
@@ -1,141 +0,0 @@
-Index: src/main/java/com/github/neuralabc/spft/task/Block.java
-IDEA additional info:
-Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
-<+>UTF-8
-===================================================================
-diff --git a/src/main/java/com/github/neuralabc/spft/task/Block.java b/src/main/java/com/github/neuralabc/spft/task/Block.java
---- a/src/main/java/com/github/neuralabc/spft/task/Block.java	(revision 759162e4f0f3757059e2c65efa43a85c80dd8e6c)
-+++ b/src/main/java/com/github/neuralabc/spft/task/Block.java	(date 1661559574237)
-@@ -1,5 +1,6 @@
- package com.github.neuralabc.spft.task;
- 
-+import com.github.neuralabc.spft.hardware.TriggerSender;
- import com.github.neuralabc.spft.task.config.BlockConfig;
- import com.github.neuralabc.spft.task.config.SequenceConfig;
- import com.github.neuralabc.spft.task.output.OutputSection;
-@@ -21,9 +22,10 @@
-     private final BlockConfig config;
-     private final List<Trial> trials;
- 
--    public Block(BlockConfig config, Map<String, SequenceConfig> sequencesPool) {
-+    public Block(BlockConfig config, Map<String, SequenceConfig> sequencesPool, TriggerSender triggerSender) {
-         this.config = config;
--        trials = config.getTrials().stream().map(trialConfig -> new Trial(trialConfig, sequencesPool)).collect(Collectors.toList());
-+        //TODO: if you want to send triggers at the block level, keep it here in a member variable, if not just pass it to the Trial like i do here
-+        trials = config.getTrials().stream().map(trialConfig -> new Trial(trialConfig, sequencesPool, triggerSender)).collect(Collectors.toList());
-     }
- 
-     public void run(ExperimentFrame.Binding binding, Path outputFile) throws InterruptedException, IOException {
-Index: src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
-IDEA additional info:
-Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
-<+>UTF-8
-===================================================================
-diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
-new file mode 100644
---- /dev/null	(date 1661560510168)
-+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java	(date 1661560510168)
-@@ -0,0 +1,19 @@
-+package com.github.neuralabc.spft.hardware;
-+
-+import com.fazecast.jSerialComm.SerialPort;
-+
-+public class TriggerSender {
-+    private final SerialPort commPort;
-+
-+    public TriggerSender() {
-+        commPort = SerialPort.getCommPort("SOME PORT NAME"); //TODO the name can be hardcoded here (easiest), read from a system property (less easy) or passed as parameter via the constructor coming from the UI where the user can choose which port, like with the force gauge (hardest)
-+    }
-+
-+    public void send() {
-+        //TODO: send data via commPort
-+    }
-+
-+    public void stop() {
-+        commPort.closePort();
-+    }
-+}
-Index: src/main/java/com/github/neuralabc/spft/task/Trial.java
-IDEA additional info:
-Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
-<+>UTF-8
-===================================================================
-diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
---- a/src/main/java/com/github/neuralabc/spft/task/Trial.java	(revision 759162e4f0f3757059e2c65efa43a85c80dd8e6c)
-+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java	(date 1661560370920)
-@@ -1,5 +1,6 @@
- package com.github.neuralabc.spft.task;
- 
-+import com.github.neuralabc.spft.hardware.TriggerSender;
- import com.github.neuralabc.spft.task.config.SequenceConfig;
- import com.github.neuralabc.spft.task.config.TrialConfig;
- import com.github.neuralabc.spft.task.output.OutputSection;
-@@ -21,13 +22,15 @@
- public class Trial {
-     private static final Logger LOG = LoggerFactory.getLogger(Trial.class);
-     private final TrialConfig config;
-+    private final TriggerSender triggerSender;
-     private final SequenceConfig sequence;
-     private final CountDownLatch sync;
-     private OutputSection leftReferenceOutput;
-     private OutputSection rightReferenceOutput;
- 
--    public Trial(TrialConfig config, Map<String, SequenceConfig> sequencesPool) {
-+    public Trial(TrialConfig config, Map<String, SequenceConfig> sequencesPool, TriggerSender triggerSender) {
-         this.config = config;
-+        this.triggerSender = triggerSender;
-         this.sequence = sequencesPool.get(config.getSequenceRef());
-         if (hasLeftSequence()) {
-             String sectionName = "leftReference";
-@@ -56,6 +59,7 @@
-         timer.start();
- 
-         sync.await();
-+        triggerSender.send();
-         timer.stop();
-         writeOutput(outputFile);
-     }
-Index: src/main/java/com/github/neuralabc/spft/task/Session.java
-IDEA additional info:
-Subsystem: com.intellij.openapi.diff.impl.patch.CharsetEP
-<+>UTF-8
-===================================================================
-diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
---- a/src/main/java/com/github/neuralabc/spft/task/Session.java	(revision 759162e4f0f3757059e2c65efa43a85c80dd8e6c)
-+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java	(date 1661560370908)
-@@ -1,6 +1,7 @@
- package com.github.neuralabc.spft.task;
- 
- import com.github.neuralabc.spft.hardware.ForceGauge;
-+import com.github.neuralabc.spft.hardware.TriggerSender;
- import com.github.neuralabc.spft.hardware.TriggerTracker;
- import com.github.neuralabc.spft.task.config.SessionConfig;
- import com.github.neuralabc.spft.task.exceptions.OutputException;
-@@ -31,6 +32,7 @@
-     private static final double NANOS_IN_MILLI = 1e6;
-     private final SessionConfig config;
-     private final List<Block> blocks;
-+    private final TriggerSender triggerSender;
-     private ExperimentFrame.Binding uiBinding;
-     private Path outputFile;
-     private ForceGauge leftDevice;
-@@ -51,8 +53,9 @@
-             } else {
-                 triggerTracker = TriggerTracker.NO_TRIGGERS;
-             }
-+            triggerSender = new TriggerSender();
- 
--            blocks = config.getBlocks().stream().map(blockConfig -> new Block(blockConfig, config.getSequences())).collect(Collectors.toList());
-+            blocks = config.getBlocks().stream().map(blockConfig -> new Block(blockConfig, config.getSequences(), triggerSender)).collect(Collectors.toList());
-         } catch (FileNotFoundException ex) {
-             throw new SessionException("Error opening configuration", ex);
-         } catch (YAMLException ex) {
-@@ -184,6 +187,8 @@
-             LOG.warn("Interrupted session '{}'", config.getSessionName(), e);
-         } catch (IOException e) {
-             LOG.error("Problem writing output to {}", outputFile, e);
-+        } finally {
-+            triggerSender.stop();
-         }
-     }
- 
diff --git a/README.md b/README.md
index 6345185..65e8034 100644
--- a/README.md
+++ b/README.md
@@ -117,7 +117,8 @@ relative to the other times in the session
 `blocks.trials`: A list of the presentation values and their actual timestamps using a CPU clock  
 `blocks.endTimestamp`: The end of the block using a CPU clock  
 `devices`: A list of hardware force devices with each element containing the full stream of data starting when one of the triggers is received  
-`triggers`: A lif of triggers received throughout the session
+`triggers`: A list of triggers received throughout the session
+`triggersOut`: If present, indicates serial out hardware device and port name for triggers sent to arduino. Contains the times and values for each trigger
 
 ## Implementation notes
 ### Force bar height
diff --git a/application_notes.txt b/application_notes.txt
deleted file mode 100644
index cddde6a..0000000
--- a/application_notes.txt
+++ /dev/null
@@ -1,13 +0,0 @@
-hey Chris.
-I don't think creating it inside the trial will work since the trials are all created upfront (when you load a file, a Session is created and all its blocks are created and all the trials of the block are created), so this means if you instantiate the COM port there, it will be instantiated many times and COM ports cannot be shared. i guess you could make the port itself static and make the Trial just create a cocoon TriggerSender class. but that's not my recommended way
-
-I would say create a new class in the hardware package for this (TrialTriggerSender like you suggested) and instantiate it in the session constructor since there should be only 1 device per session. you keep it in a field of Session. The only thing remaining is how to make it accessible to the trial so the trial can call the TrialTriggerSender's send(). for this you need to pass the trigger sender to the block and the block to the trials
-
-here is a rough POC patch. you should be able to apply it directly https://git-scm.com/docs/git-apply
-obviously, no idea if this actually works, but the idea is there
-
-hope it helps
-
-cheers
-
-Alejandro
diff --git a/pom.xml b/pom.xml
index c273035..0652be0 100644
--- a/pom.xml
+++ b/pom.xml
@@ -6,9 +6,9 @@
 
     <groupId>com.github.neuralabc.spft</groupId>
     <artifactId>spft</artifactId>
-    <version>1.1-SNAPSHOT</version>
+    <version>1.2-SNAPSHOT</version>
     <name>Sequence Pinch Force Task</name>
-    <description>A Java implementation of a Sequence Pinch Force task</description>
+    <description>A Java implementation of a Sequence Pinch Force task, with ability to trigger to external serial device</description>
 
     <properties>
         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index 1e4dea1..b3b1189 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-14T15:10:35.240821169Z
+startTime: 2022-09-14T15:23:28.456836619Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/onetrial_SPFT_LAB_data.yml
 configurationChecksum: 785d23645aafa7bc72f36d69da7b040a
 participantId: xxx
@@ -8,18 +8,13 @@ forceProportionRange:
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 576762612.72
+    startTimestamp: 577537933.14
     trials: 
     - trialName: 1_SMP
       leftReference: 
-        times: [576764616.39, 576764626.48, 576764636.69, 576764646.82, 576764656.94, 576764667.07, 576764677.17, 576764687.29, 576764697.41, 576764707.53, 576764717.65, 576764727.76, 576764737.94, 576764748.06, 576764758.11, 576764768.30, 576764778.42, 576764788.54, 576764798.59, 576764808.79, 576764819.13, 576764829.32, 576764839.44, 576764849.59, 576764859.68, 576764869.74, 576764879.86, 576764890.05, 576764900.10, 576764910.29, 576764920.34, 576764930.47, 576764940.66, 576764950.78, 576764961.30, 576764971.44, 576764981.69, 576764991.70, 576765001.88, 576765011.93, 576765022.12, 576765032.17, 576765042.36, 576765052.41, 576765062.53, 576765072.65, 576765082.77, 576765093.23, 576765103.33, 576765113.52, 576765123.55, 576765133.74, 576765143.79, 576765154.07, 576765164.04, 576765174.25, 576765184.35, 576765194.47, 576765204.59, 576765214.70, 576765224.90, 576765234.94, 576765245.00, 576765255.11, 576765265.30, 576765275.42, 576765285.47, 576765295.59, 576765305.77, 576765315.91, 576765325.95, 576765336.06, 576765346.25, 576765356.48, 576765366.48, 576765376.53, 576765386.71, 576765396.83, 576765406.95, 576765417.07, 576765427.18, 576765437.30, 576765447.42, 576765457.60, 576765467.65, 576765477.76, 576765487.88, 576765497.99, 576765508.11, 576765518.23, 576765528.28, 576765538.47, 576765548.58, 576765558.70, 576765568.82, 576765578.98, 576765589.09, 576765599.27, 576765609.45, 576765619.56, 576765629.78, 576765639.73, 576765649.90, 576765660.05, 576765670.29, 576765680.28, 576765690.39, 576765700.44, 576765710.62, 576765720.67, 576765730.85, 576765740.98, 576765751.19, 576765761.18, 576765771.32, 576765781.42, 576765791.53, 576765801.64, 576765811.69, 576765821.86, 576765831.93, 576765842.10, 576765852.23, 576765862.32, 576765872.50, 576765882.56, 576765892.67, 576765902.89, 576765912.91, 576765923.08, 576765933.14, 576765943.23, 576765953.35, 576765963.47, 576765973.57, 576765983.60, 576765993.77, 576766003.82, 576766014.35, 576766024.46, 576766035.02, 576766045.11, 576766055.21, 576766065.33, 576766075.43, 576766085.53, 576766095.65, 576766105.95, 576766116.06, 576766126.16, 576766136.43, 576766146.54, 576766156.66, 576766166.77, 576766177.08, 576766187.27, 576766197.56, 576766207.68, 576766217.97, 576766228.08, 576766238.38, 576766248.66, 576766258.76, 576766269.07, 576766279.18, 576766289.52, 576766299.63, 576766309.74, 576766320.03, 576766330.14, 576766340.25, 576766350.40, 576766360.50, 576766370.61, 576766380.72, 576766391.01, 576766401.13, 576766411.24, 576766421.35, 576766431.47, 576766441.76, 576766451.88, 576766462.17, 576766472.46, 576766482.64, 576766492.76, 576766502.92, 576766513.03, 576766523.14, 576766533.26, 576766543.37, 576766553.49, 576766563.60, 576766573.71, 576766583.83, 576766593.95, 576766604.08, 576766614.19, 576766624.30, 576766634.41, 576766644.52, 576766654.64, 576766664.75, 576766674.88, 576766685.00, 576766695.24, 576766705.35, 576766715.38, 576766725.49, 576766735.60, 576766745.71, 576766755.82, 576766765.93, 576766776.04, 576766786.16, 576766796.27, 576766806.38, 576766816.49, 576766826.60, 576766836.71, 576766846.82, 576766856.93, 576766867.11, 576766877.16, 576766887.27, 576766897.38, 576766907.47, 576766917.58, 576766927.68, 576766937.79, 576766947.91, 576766958.02, 576766968.12, 576766978.22, 576766988.44, 576766998.67, 576767008.78, 576767018.90, 576767029.01, 576767039.14, 576767049.25, 576767059.39, 576767069.45, 576767079.56, 576767089.67, 576767099.78, 576767109.89, 576767120.11, 576767130.33, 576767140.44, 576767150.55, 576767160.66, 576767170.87, 576767180.95, 576767191.12, 576767201.15, 576767211.27, 576767221.35, 576767231.45, 576767241.57, 576767251.66, 576767261.76, 576767271.87, 576767281.98, 576767292.08, 576767302.19, 576767312.30, 576767322.40, 576767332.51, 576767342.62, 576767352.73, 576767362.83, 576767372.94, 576767383.11, 576767393.16, 576767403.27, 576767413.37, 576767423.48, 576767433.59, 576767443.70, 576767453.80, 576767463.91, 576767474.02, 576767484.17, 576767494.74, 576767505.48, 576767515.76, 576767526.41, 576767536.98, 576767547.27, 576767557.45, 576767567.56, 576767577.68, 576767587.79, 576767597.90, 576767608.02, 576767618.12, 576767628.28, 576767638.44, 576767648.49, 576767658.61, 576767668.75, 576767678.90, 576767689.05, 576767699.18, 576767709.28, 576767719.39, 576767729.50, 576767739.60, 576767749.71, 576767759.81, 576767769.91, 576767780.01, 576767790.12, 576767800.23, 576767810.33, 576767820.44, 576767830.55, 576767840.65, 576767850.76, 576767860.86, 576767870.97, 576767881.08, 576767891.18, 576767901.37, 576767911.40, 576767921.57, 576767931.66, 576767941.77, 576767951.94, 576767961.98, 576767972.09, 576767982.19, 576767992.30, 576768002.41, 576768012.51, 576768022.62, 576768032.73, 576768042.83, 576768053.03, 576768063.05, 576768073.22, 576768083.33, 576768093.74, 576768103.48, 576768113.63, 576768123.69, 576768133.79, 576768143.90, 576768154.34, 576768164.17, 576768174.34, 576768184.38, 576768194.54, 576768204.65, 576768214.92, 576768224.79, 576768235.08, 576768245.48, 576768255.06, 576768265.48, 576768275.56, 576768285.62, 576768295.54, 576768305.61, 576768315.50, 576768325.56, 576768335.63, 576768345.70, 576768355.76, 576768366.02, 576768375.88, 576768386.19, 576768396.01, 576768406.30, 576768416.53, 576768426.51, 576768436.52, 576768446.40, 576768456.65, 576768466.73, 576768476.63, 576768486.69, 576768496.76, 576768506.96, 576768517.07, 576768527.06, 576768537.05, 576768547.12, 576768557.18, 576768567.25, 576768577.32, 576768587.38, 576768597.45, 576768607.52, 576768617.58, 576768627.65, 576768637.74, 576768647.81, 576768657.87, 576768667.94, 576768678.00, 576768688.07, 576768698.16, 576768708.23, 576768718.30, 576768728.38, 576768738.45, 576768748.52, 576768758.61, 576768768.68, 576768778.76, 576768788.97, 576768799.58, 576768809.83, 576768820.51, 576768830.70, 576768840.97, 576768851.59, 576768862.25, 576768872.94, 576768883.13, 576768893.70, 576768904.29, 576768915.04, 576768925.29, 576768935.87, 576768946.05, 576768956.87, 576768967.04, 576768977.64, 576768988.35, 576768999.06, 576769009.63, 576769019.81, 576769029.94, 576769040.51, 576769051.30, 576769061.96, 576769072.54, 576769083.12, 576769093.70, 576769104.04, 576769114.64, 576769125.22, 576769135.38, 576769145.95, 576769156.09, 576769166.66, 576769177.25, 576769187.57, 576769198.24, 576769208.80, 576769219.38, 576769229.51, 576769239.60, 576769249.69, 576769259.79, 576769269.89, 576769280.01, 576769290.07, 576769300.15, 576769310.23, 576769320.29, 576769330.36, 576769340.42, 576769350.49, 576769360.61, 576769370.72, 576769380.79, 576769390.86, 576769400.92, 576769411.00, 576769421.06, 576769431.13, 576769441.19, 576769451.26, 576769461.32, 576769471.38, 576769481.44, 576769491.50, 576769501.57, 576769511.64, 576769521.70, 576769531.79, 576769541.86, 576769551.92, 576769561.99, 576769572.05, 576769582.12, 576769592.19, 576769602.25, 576769612.32, 576769622.39, 576769632.47, 576769642.54, 576769652.61, 576769662.69, 576769672.75, 576769682.82, 576769692.88, 576769702.95, 576769713.02, 576769723.08, 576769733.17, 576769743.24, 576769753.30, 576769763.39, 576769773.46, 576769783.55, 576769793.63, 576769803.70, 576769813.76, 576769824.04, 576769833.92, 576769843.99, 576769854.06, 576769864.12, 576769874.19, 576769884.25, 576769894.32, 576769904.60, 576769914.65, 576769925.39, 576769935.62, 576769946.05, 576769956.70, 576769966.95, 576769977.50, 576769988.08, 576769998.35, 576770008.96, 576770019.56, 576770030.14, 576770040.22, 576770050.43, 576770060.56, 576770071.16, 576770081.42, 576770091.56, 576770102.16, 576770112.42, 576770123.03, 576770133.60, 576770143.77, 576770153.95, 576770164.02, 576770174.13, 576770184.23, 576770194.80, 576770204.98, 576770215.35, 576770225.17, 576770235.21, 576770245.31, 576770255.60, 576770265.70, 576770275.87, 576770285.97, 576770296.08, 576770306.21, 576770316.29, 576770326.33, 576770336.52, 576770346.60, 576770356.71, 576770366.81, 576770376.92, 576770387.03, 576770397.13, 576770407.18, 576770417.34, 576770427.39, 576770437.50, 576770447.78, 576770458.07, 576770468.23, 576770478.34, 576770488.44, 576770498.54, 576770508.65, 576770518.76, 576770528.86, 576770538.96, 576770549.07, 576770559.18, 576770569.44, 576770579.39, 576770589.50, 576770599.60, 576770609.70, 576770619.75, 576770629.86, 576770639.97, 576770650.21, 576770660.18, 576770670.28, 576770680.39, 576770690.49, 576770700.60, 576770711.20, 576770721.77, 576770731.93, 576770742.51, 576770753.08, 576770763.75, 576770774.33, 576770784.91, 576770795.50, 576770806.09, 576770816.66, 576770826.85, 576770837.42, 576770847.67, 576770857.86, 576770868.47, 576770879.04, 576770889.64, 576770900.23, 576770910.94, 576770921.55, 576770931.78, 576770942.37, 576770952.93, 576770963.21, 576770973.79, 576770984.45, 576770995.02, 576771005.28, 576771016.10, 576771026.75, 576771037.33, 576771047.55, 576771057.63, 576771067.73, 576771078.57, 576771088.80, 576771099.12, 576771109.28, 576771119.57, 576771130.28, 576771140.46, 576771151.06, 576771161.64, 576771172.17, 576771182.74, 576771193.02, 576771203.60, 576771213.77, 576771224.36, 576771234.54, 576771244.74, 576771255.35, 576771265.57, 576771276.24, 576771286.82, 576771297.07, 576771307.65, 576771318.30, 576771329.11, 576771339.68, 576771350.37, 576771361.06, 576771371.65, 576771381.81, 576771392.47, 576771403.06, 576771413.68, 576771424.26, 576771434.51, 576771445.09, 576771455.60, 576771466.16, 576771476.75, 576771487.34, 576771497.92, 576771508.50, 576771518.75, 576771529.01, 576771539.56, 576771550.12, 576771560.77, 576771571.34, 576771581.62, 576771592.21, 576771602.85, 576771612.93, 576771623.02, 576771633.13, 576771643.19, 576771653.25, 576771663.32, 576771673.39, 576771683.45, 576771693.52, 576771703.58, 576771713.65, 576771723.71, 576771733.80, 576771743.87, 576771753.94, 576771764.03, 576771774.12, 576771784.20, 576771794.27, 576771804.34, 576771814.41, 576771824.47, 576771834.54, 576771844.63, 576771854.67, 576771864.74, 576771874.80, 576771884.87, 576771894.95, 576771905.02, 576771915.09, 576771925.16, 576771935.23, 576771945.29, 576771955.36, 576771965.42, 576771975.49, 576771985.56, 576771995.78, 576772005.69, 576772015.75, 576772025.82, 576772035.89, 576772045.95, 576772056.02, 576772066.08, 576772076.15, 576772086.25, 576772096.34, 576772106.41, 576772116.47, 576772126.54, 576772136.61, 576772146.68, 576772156.74, 576772166.81, 576772176.87, 576772186.94, 576772197.01, 576772207.07, 576772217.14, 576772227.20, 576772237.27, 576772247.34, 576772257.40, 576772267.47, 576772277.53, 576772287.60, 576772298.43, 576772307.73, 576772318.33, 576772327.86, 576772337.93, 576772347.99, 576772358.06, 576772368.12, 576772378.35, 576772388.41, 576772398.48, 576772408.39, 576772418.45, 576772428.67, 576772438.85, 576772448.82, 576772458.88, 576772468.78, 576772479.05, 576772489.11, 576772499.17, 576772509.32, 576772519.39, 576772529.41, 576772539.25, 576772549.49, 576772559.56, 576772569.62, 576772579.51, 576772589.75, 576772599.64, 576772609.88, 576772619.79, 576772630.03, 576772640.10, 576772649.99, 576772660.24, 576772670.31, 576772680.19, 576772690.26, 576772700.35, 576772710.42, 576772720.48, 576772730.55, 576772740.61, 576772750.70, 576772760.79, 576772770.86, 576772780.95, 576772791.01, 576772801.10, 576772811.17, 576772821.24, 576772831.30, 576772841.37, 576772851.43, 576772861.49, 576772871.56, 576772881.63, 576772891.69, 576772901.90, 576772912.16, 576772922.75, 576772933.38, 576772943.99, 576772954.16, 576772964.44, 576772975.02, 576772985.63, 576772996.22, 576773006.80, 576773017.07, 576773027.58, 576773038.30, 576773048.44, 576773058.53, 576773068.81, 576773079.39, 576773089.95, 576773100.51, 576773110.67, 576773121.23, 576773131.38, 576773141.47, 576773151.57, 576773161.68, 576773171.79, 576773181.89, 576773192.00, 576773202.10, 576773212.22, 576773222.33, 576773232.43, 576773242.54, 576773252.64, 576773262.75, 576773272.85, 576773282.96, 576773293.06, 576773303.17, 576773313.27, 576773323.38, 576773333.49, 576773343.59, 576773353.70, 576773363.80, 576773373.91, 576773384.01, 576773394.12, 576773404.22, 576773414.33, 576773424.44, 576773434.67, 576773445.26, 576773455.43, 576773465.71, 576773476.29, 576773486.88, 576773497.15, 576773507.73, 576773518.31, 576773528.38, 576773538.45, 576773548.54, 576773558.63, 576773568.70, 576773578.76, 576773588.87, 576773598.96, 576773609.06, 576773619.16, 576773629.24, 576773639.31, 576773649.37, 576773659.44, 576773669.51, 576773679.65, 576773689.63, 576773699.69, 576773709.76, 576773719.82, 576773729.89, 576773739.96, 576773750.02, 576773760.11, 576773770.18, 576773780.27, 576773790.33, 576773800.40, 576773810.46, 576773820.52, 576773830.59, 576773840.68, 576773850.78, 576773860.86, 576773870.95, 576773881.02, 576773891.09, 576773901.15, 576773911.22, 576773921.29, 576773931.35, 576773941.42, 576773951.48, 576773961.55, 576773971.62, 576773981.68, 576773991.75, 576774001.83, 576774011.93, 576774022.01, 576774032.12, 576774042.22, 576774052.33, 576774062.44, 576774072.54, 576774082.65, 576774092.75, 576774102.86, 576774112.97, 576774123.24, 576774133.33, 576774143.44, 576774153.66, 576774163.73, 576774173.84, 576774183.93, 576774194.09, 576774204.14, 576774214.25, 576774224.35, 576774234.46, 576774244.56, 576774254.68, 576774264.77, 576774274.88, 576774284.98, 576774295.24, 576774305.35, 576774315.45, 576774325.56, 576774335.65, 576774346.23, 576774355.85, 576774366.07, 576774376.02, 576774386.43, 576774396.35, 576774406.22, 576774416.29, 576774426.77, 576774436.42, 576774446.49, 576774456.55, 576774466.62, 576774476.89, 576774486.96, 576774496.82, 576774507.17, 576774517.19, 576774527.21, 576774537.36, 576774547.34, 576774557.24, 576774567.50, 576774577.38, 576774587.44, 576774597.51, 576774607.57, 576774617.85, 576774627.92, 576774637.80, 576774648.06, 576774658.12, 576774668.32, 576774678.33, 576774688.52, 576774698.54, 576774708.40, 576774718.65, 576774728.71, 576774738.78, 576774748.85, 576774758.94, 576774768.83, 576774778.92, 576774788.98, 576774799.05, 576774809.11, 576774819.18, 576774829.25, 576774839.31, 576774849.38, 576774859.44, 576774869.53, 576774879.62, 576774889.69, 576774899.76, 576774909.83, 576774919.89, 576774929.96, 576774940.05, 576774950.12, 576774960.18, 576774970.28, 576774980.35, 576774990.42, 576775000.50, 576775010.60, 576775020.67, 576775030.74, 576775040.80, 576775050.87, 576775060.93, 576775071.01, 576775081.08, 576775091.15, 576775101.22, 576775111.29, 576775121.44, 576775131.43, 576775141.52, 576775151.61, 576775161.71, 576775171.82, 576775181.90, 576775191.97, 576775202.04, 576775212.11, 576775222.18, 576775232.24, 576775242.31, 576775252.37, 576775262.44, 576775272.52, 576775282.58, 576775292.65, 576775302.71, 576775312.78, 576775322.84, 576775332.93, 576775343.01, 576775353.07, 576775363.14, 576775373.21, 576775383.30, 576775393.37, 576775403.45, 576775413.52, 576775423.59, 576775433.65, 576775443.72, 576775453.78, 576775463.85, 576775473.91, 576775483.98, 576775494.04, 576775504.19, 576775514.18, 576775524.24, 576775534.31, 576775544.37, 576775554.44, 576775564.50, 576775574.57, 576775584.64, 576775594.70, 576775604.77, 576775615.15, 576775625.66, 576775635.93, 576775646.35, 576775656.49, 576775667.08, 576775677.67, 576775688.24, 576775698.50, 576775708.72, 576775719.24, 576775729.76, 576775740.34, 576775750.51, 576775760.76, 576775770.95, 576775781.35, 576775791.89, 576775802.48, 576775813.04, 576775823.57, 576775833.74, 576775844.01, 576775854.59, 576775865.17, 576775875.32, 576775885.90, 576775896.37, 576775906.55, 576775917.16, 576775927.75, 576775938.51, 576775948.78, 576775959.16, 576775969.66, 576775980.38, 576775990.96, 576776001.23, 576776011.57, 576776022.14, 576776032.88, 576776043.45, 576776053.63, 576776064.18, 576776074.76, 576776085.46, 576776096.05, 576776106.86, 576776117.43, 576776127.59, 576776138.15, 576776148.42, 576776158.66, 576776168.74, 576776178.84, 576776188.95, 576776199.12, 576776209.16, 576776219.27, 576776229.43, 576776239.48, 576776249.58, 576776259.69, 576776269.79, 576776279.90, 576776290.00, 576776300.11, 576776310.21, 576776320.32, 576776330.43, 576776340.53, 576776350.63, 576776360.74, 576776370.84, 576776380.95, 576776391.05, 576776401.16, 576776411.90, 576776422.51, 576776432.67, 576776442.75, 576776452.87, 576776462.96, 576776473.06, 576776483.36, 576776493.33, 576776503.38, 576776513.47, 576776523.57, 576776533.65, 576776543.74, 576776554.12, 576776564.16, 576776573.94, 576776584.19, 576776594.25, 576776604.33, 576776614.20, 576776624.27, 576776634.40, 576776644.60, 576776654.67, 576776664.55, 576776674.78, 576776684.85, 576776694.93, 576776705.24, 576776715.52, 576776725.63, 576776735.73, 576776746.02, 576776756.31, 576776766.59, 576776776.88, 576776786.99, 576776797.09, 576776807.19, 576776817.42, 576776827.45, 576776837.61, 576776847.72, 576776857.82, 576776868.00, 576776878.07, 576776888.17, 576776898.28, 576776908.39, 576776918.88, 576776929.47, 576776939.79, 576776950.38, 576776960.96, 576776971.64, 576776981.91, 576776992.48, 576777002.61, 576777012.79, 576777023.36, 576777033.82, 576777044.41, 576777055.00, 576777065.70, 576777075.84, 576777086.42, 576777096.69, 576777107.28, 576777117.85, 576777128.47, 576777139.03, 576777149.24, 576777159.27, 576777169.57, 576777180.19, 576777190.86, 576777201.14, 576777211.60, 576777222.28, 576777232.45, 576777243.07, 576777253.42, 576777263.52, 576777273.73, 576777284.31, 576777294.89, 576777305.25, 576777315.32, 576777325.57, 576777335.50, 576777345.59, 576777355.70, 576777365.78, 576777375.88, 576777385.96, 576777396.03, 576777406.09, 576777416.16, 576777426.23, 576777436.29, 576777446.36, 576777456.43, 576777466.50, 576777476.58, 576777486.65, 576777496.72, 576777506.79, 576777516.85, 576777526.91, 576777536.98, 576777547.04, 576777557.11, 576777567.17, 576777577.26, 576777587.33, 576777597.40, 576777607.47, 576777617.54, 576777627.60, 576777637.68, 576777647.75, 576777657.81, 576777667.88, 576777677.96, 576777688.03, 576777698.61, 576777708.68, 576777718.81, 576777728.92, 576777739.01, 576777749.12, 576777759.22, 576777769.33, 576777779.43, 576777789.54, 576777799.64, 576777809.75, 576777819.85, 576777829.96, 576777840.09, 576777850.24, 576777860.30, 576777870.41, 576777880.52, 576777890.63, 576777900.73, 576777910.83, 576777920.94, 576777931.09, 576777941.16, 576777951.26, 576777961.37, 576777971.47, 576777981.58, 576777991.68, 576778001.77, 576778011.85, 576778021.96, 576778032.06, 576778042.17, 576778052.27, 576778062.38, 576778072.48, 576778082.59, 576778092.69, 576778102.80, 576778112.90, 576778123.01, 576778133.11, 576778143.20, 576778153.30, 576778163.41, 576778173.51, 576778183.62, 576778193.72, 576778203.83, 576778213.93, 576778224.04, 576778234.14, 576778244.25, 576778254.41, 576778264.46, 576778274.56, 576778284.67, 576778295.51, 576778305.60, 576778315.70, 576778325.81, 576778335.89, 576778346.06, 576778356.10, 576778366.21, 576778376.31, 576778386.42, 576778396.52, 576778406.63, 576778417.45, 576778428.09, 576778438.36, 576778448.94, 576778459.13, 576778469.71, 576778479.85, 576778490.45, 576778500.79, 576778511.28, 576778521.44, 576778531.60, 576778541.68, 576778551.78, 576778561.89, 576778571.97, 576778582.36, 576778592.18, 576778602.34, 576778612.39, 576778622.49, 576778632.58, 576778642.65, 576778652.83, 576778662.93, 576778672.98, 576778683.09, 576778693.26, 576778703.35, 576778713.45, 576778723.50, 576778733.66, 576778743.77, 576778753.87, 576778763.98, 576778774.08, 576778784.19, 576778794.30, 576778804.40, 576778814.50, 576778824.73, 576778834.83, 576778844.81, 576778854.92, 576778864.97, 576778875.07, 576778885.18, 576778895.32, 576778905.42, 576778915.54, 576778925.57, 576778935.68, 576778945.84, 576778955.94, 576778966.17, 576778976.15, 576778986.26, 576778996.30, 576779006.61, 576779016.75, 576779026.86, 576779037.08, 576779047.24, 576779057.29, 576779067.40, 576779077.51, 576779087.67, 576779097.78, 576779107.91, 576779117.98, 576779128.03, 576779138.14, 576779148.28, 576779158.38, 576779168.49, 576779178.59, 576779188.64, 576779198.80, 576779208.85, 576779219.17, 576779229.11, 576779239.24, 576779249.44, 576779259.53]
+        times: [577539936.42, 577539946.61, 577539956.72, 577539966.78, 577539976.97, 577539987.00, 577539997.17, 577540007.27, 577540017.46, 577540027.51, 577540037.74, 577540047.83, 577540057.88, 577540068.00, 577540078.30, 577540088.43, 577540098.54, 577540108.66, 577540119.02, 577540129.32, 577540139.43, 577540149.55, 577540159.67, 577540169.79, 577540179.90, 577540190.02, 577540200.12, 577540210.43, 577540220.55, 577540230.67, 577540240.79, 577540250.91, 577540261.36, 577540271.49, 577540281.60, 577540291.72, 577540301.84, 577540311.95, 577540322.30, 577540332.42, 577540342.72, 577540353.02, 577540363.21, 577540373.33, 577540383.38, 577540393.57, 577540403.62, 577540413.82, 577540423.85, 577540434.14, 577540444.08, 577540454.27, 577540464.32, 577540474.53, 577540484.57, 577540494.70, 577540504.97, 577540515.01, 577540525.12, 577540535.33, 577540545.51, 577540555.57, 577540565.77, 577540575.82, 577540585.92, 577540596.04, 577540606.22, 577540616.28, 577540626.55, 577540636.55, 577540646.73, 577540656.85, 577540667.08, 577540677.09, 577540687.15, 577540697.27, 577540707.57, 577540717.76, 577540727.89, 577540738.01, 577540748.13, 577540758.35, 577540768.30, 577540778.51, 577540788.60, 577540798.73, 577540808.78, 577540818.97, 577540829.09, 577540839.39, 577540849.57, 577540859.63, 577540869.93, 577540880.13, 577540890.24, 577540900.29, 577540910.42, 577540920.60, 577540930.83, 577540940.88, 577540951.16, 577540961.35, 577540971.49, 577540981.59, 577540991.71, 577541001.83, 577541011.95, 577541022.07, 577541032.12, 577541042.31, 577541052.37, 577541062.48, 577541072.84, 577541082.89, 577541092.93, 577541102.98, 577541113.09, 577541123.23, 577541133.35, 577541143.47, 577541153.58, 577541163.71, 577541173.88, 577541183.97, 577541194.09, 577541204.27, 577541214.45, 577541224.57, 577541234.75, 577541244.85, 577541255.18, 577541265.29, 577541275.41, 577541285.58, 577541295.63, 577541305.74, 577541315.85, 577541326.10, 577541336.22, 577541346.39, 577541356.51, 577541366.73, 577541376.73, 577541386.96, 577541397.13, 577541407.24, 577541417.35, 577541427.46, 577541437.57, 577541447.68, 577541457.87, 577541467.84, 577541478.01, 577541488.13, 577541498.18, 577541508.36, 577541518.40, 577541528.58, 577541538.68, 577541548.82, 577541558.91, 577541569.02, 577541579.05, 577541589.23, 577541599.29, 577541609.46, 577541619.81, 577541629.83, 577541639.80, 577541649.91, 577541659.96, 577541670.15, 577541680.18, 577541690.35, 577541700.40, 577541710.51, 577541720.68, 577541730.79, 577541740.90, 577541751.03, 577541761.13, 577541771.20, 577541781.27, 577541791.38, 577541801.47, 577541811.57, 577541821.68, 577541831.79, 577541842.28, 577541852.40, 577541862.49, 577541872.60, 577541882.71, 577541892.82, 577541902.96, 577541913.07, 577541923.18, 577541933.29, 577541943.40, 577541953.51, 577541963.62, 577541973.73, 577541983.85, 577541993.95, 577542004.04, 577542014.15, 577542024.27, 577542034.38, 577542044.49, 577542054.60, 577542064.72, 577542074.83, 577542084.94, 577542095.06, 577542105.17, 577542115.29, 577542125.40, 577542135.51, 577542145.62, 577542155.71, 577542165.82, 577542175.91, 577542186.02, 577542196.14, 577542206.29, 577542216.41, 577542226.52, 577542236.63, 577542246.74, 577542256.86, 577542266.97, 577542277.08, 577542287.19, 577542297.31, 577542307.43, 577542317.54, 577542327.65, 577542337.76, 577542347.89, 577542358.00, 577542368.11, 577542378.22, 577542388.33, 577542398.45, 577542408.56, 577542418.67, 577542428.78, 577542438.88, 577542448.99, 577542459.11, 577542469.22, 577542479.33, 577542489.44, 577542499.60, 577542509.93, 577542520.03, 577542530.38, 577542540.64, 577542550.93, 577542561.03, 577542571.14, 577542581.46, 577542591.55, 577542601.84, 577542611.96, 577542622.23, 577542632.34, 577542642.65, 577542652.94, 577542663.22, 577542673.32, 577542683.66, 577542693.94, 577542704.05, 577542714.15, 577542724.27, 577542734.37, 577542744.48, 577542754.58, 577542764.90, 577542775.19, 577542785.36, 577542795.47, 577542805.57, 577542815.68, 577542825.79, 577542835.91, 577542846.00, 577542856.05, 577542866.16, 577542876.27, 577542886.42, 577542896.48, 577542906.68, 577542917.27, 577542927.44, 577542937.57, 577542947.90, 577542958.21, 577542968.41, 577542978.93, 577542989.49, 577543000.06, 577543010.70, 577543021.27, 577543031.84, 577543042.42, 577543052.99, 577543063.16, 577543073.82, 577543084.48, 577543095.07, 577543105.35, 577543115.90, 577543126.46, 577543136.56, 577543146.87, 577543156.92, 577543166.94, 577543177.05, 577543187.15, 577543197.26, 577543207.37, 577543217.48, 577543227.58, 577543237.75, 577543247.78, 577543257.95, 577543268.01, 577543278.11, 577543288.22, 577543298.32, 577543308.43, 577543318.54, 577543328.65, 577543338.75, 577543348.86, 577543358.96, 577543369.07, 577543379.18, 577543389.28, 577543399.39, 577543409.50, 577543419.60, 577543429.71, 577543439.80, 577543449.90, 577543460.01, 577543470.26, 577543480.30, 577543490.41, 577543500.52, 577543510.62, 577543520.73, 577543530.84, 577543540.95, 577543551.05, 577543561.76, 577543572.02, 577543582.11, 577543592.22, 577543602.33, 577543612.43, 577543622.54, 577543632.71, 577543642.75, 577543652.86, 577543663.06, 577543673.07, 577543683.61, 577543693.30, 577543703.40, 577543713.51, 577543724.10, 577543733.75, 577543743.87, 577543753.98, 577543764.08, 577543774.19, 577543784.30, 577543794.58, 577543804.52, 577543814.68, 577543824.73, 577543834.86, 577543844.96, 577543855.13, 577543865.18, 577543875.34, 577543885.39, 577543895.50, 577543905.61, 577543915.71, 577543925.87, 577543935.98, 577543946.24, 577543956.34, 577543966.44, 577543976.54, 577543986.75, 577543996.86, 577544006.96, 577544017.08, 577544027.32, 577544037.43, 577544047.51, 577544057.62, 577544067.72, 577544077.99, 577544088.09, 577544098.41, 577544108.70, 577544118.80, 577544128.91, 577544139.21, 577544149.51, 577544159.62, 577544169.72, 577544180.00, 577544190.30, 577544200.39, 577544210.76, 577544220.87, 577544230.95, 577544241.06, 577544251.17, 577544261.27, 577544271.37, 577544281.48, 577544291.59, 577544301.70, 577544311.80, 577544321.90, 577544331.99, 577544342.10, 577544352.21, 577544362.31, 577544372.42, 577544382.53, 577544392.63, 577544403.34, 577544413.89, 577544424.49, 577544434.66, 577544445.25, 577544455.49, 577544465.58, 577544475.79, 577544486.50, 577544497.07, 577544507.36, 577544517.84, 577544528.41, 577544538.62, 577544549.19, 577544559.37, 577544569.54, 577544580.11, 577544590.70, 577544601.26, 577544611.55, 577544621.83, 577544632.52, 577544642.60, 577544652.71, 577544662.81, 577544672.93, 577544683.04, 577544693.14, 577544703.23, 577544713.34, 577544723.44, 577544733.55, 577544743.66, 577544753.76, 577544763.87, 577544774.32, 577544784.13, 577544794.25, 577544804.29, 577544814.45, 577544824.47, 577544834.59, 577544844.78, 577544854.90, 577544864.95, 577544875.14, 577544885.22, 577544895.33, 577544905.43, 577544915.53, 577544925.64, 577544935.68, 577544945.84, 577544955.88, 577544966.05, 577544976.16, 577544986.27, 577544996.37, 577545006.49, 577545016.59, 577545026.69, 577545036.74, 577545046.93, 577545057.01, 577545067.12, 577545077.26, 577545087.33, 577545097.43, 577545107.61, 577545117.67, 577545127.77, 577545137.88, 577545147.99, 577545158.09, 577545168.33, 577545178.30, 577545188.41, 577545198.46, 577545208.56, 577545218.73, 577545228.84, 577545238.96, 577545249.06, 577545259.16, 577545269.21, 577545279.30, 577545289.41, 577545299.51, 577545309.62, 577545319.72, 577545329.83, 577545339.93, 577545350.04, 577545360.14, 577545370.36, 577545380.46, 577545390.57, 577545400.67, 577545410.85, 577545420.95, 577545431.06, 577545441.15, 577545451.18, 577545461.28, 577545471.39, 577545481.56, 577545491.67, 577545501.78, 577545511.88, 577545521.99, 577545532.12, 577545542.21, 577545552.44, 577545562.41, 577545572.45, 577545582.61, 577545592.71, 577545602.82, 577545612.93, 577545623.04, 577545633.16, 577545643.25, 577545653.29, 577545663.54, 577545673.50, 577545683.61, 577545693.71, 577545703.80, 577545713.90, 577545724.01, 577545734.11, 577545744.22, 577545754.33, 577545764.44, 577545774.54, 577545784.72, 577545794.84, 577545804.94, 577545815.05, 577545825.14, 577545835.26, 577545845.36, 577545855.47, 577545865.58, 577545875.68, 577545885.79, 577545895.89, 577545906.00, 577545916.10, 577545926.21, 577545936.30, 577545946.41, 577545956.49, 577545967.15, 577545977.34, 577545987.95, 577545998.09, 577546008.25, 577546018.40, 577546028.49, 577546038.60, 577546048.71, 577546059.21, 577546069.32, 577546079.43, 577546089.53, 577546099.75, 577546109.87, 577546119.96, 577546130.06, 577546140.17, 577546150.27, 577546160.35, 577546170.46, 577546180.62, 577546190.67, 577546200.77, 577546210.93, 577546221.04, 577546231.17, 577546241.25, 577546251.36, 577546261.47, 577546271.51, 577546281.68, 577546291.70, 577546301.86, 577546311.91, 577546322.07, 577546332.20, 577546342.28, 577546352.39, 577546362.53, 577546372.58, 577546382.69, 577546392.85, 577546402.95, 577546413.05, 577546423.18, 577546433.27, 577546443.37, 577546453.47, 577546463.58, 577546473.61, 577546483.77, 577546493.87, 577546503.98, 577546514.03, 577546524.13, 577546534.25, 577546544.35, 577546554.45, 577546564.56, 577546574.66, 577546584.77, 577546594.86, 577546604.96, 577546615.06, 577546625.65, 577546635.79, 577546645.87, 577546655.98, 577546666.08, 577546676.19, 577546686.29, 577546696.40, 577546706.51, 577546716.61, 577546726.72, 577546736.83, 577546746.95, 577546757.05, 577546767.16, 577546777.26, 577546787.37, 577546797.47, 577546807.58, 577546817.68, 577546827.79, 577546837.94, 577546848.06, 577546858.17, 577546868.27, 577546878.38, 577546888.48, 577546898.59, 577546908.70, 577546918.80, 577546928.91, 577546939.01, 577546949.11, 577546959.20, 577546969.30, 577546979.41, 577546989.51, 577547000.10, 577547010.76, 577547021.40, 577547031.97, 577547042.73, 577547053.39, 577547063.55, 577547073.70, 577547084.31, 577547094.87, 577547105.02, 577547115.60, 577547125.87, 577547136.30, 577547146.87, 577547157.44, 577547167.62, 577547177.85, 577547188.43, 577547199.01, 577547209.56, 577547219.71, 577547230.27, 577547240.53, 577547251.11, 577547261.37, 577547271.55, 577547282.11, 577547292.68, 577547302.83, 577547313.41, 577547323.58, 577547334.16, 577547344.39, 577547354.96, 577547365.53, 577547375.70, 577547386.32, 577547396.59, 577547407.29, 577547417.95, 577547428.54, 577547438.71, 577547448.86, 577547459.08, 577547469.27, 577547479.57, 577547490.22, 577547500.78, 577547511.26, 577547521.41, 577547531.98, 577547542.24, 577547552.83, 577547563.39, 577547573.67, 577547584.25, 577547594.81, 577547604.89, 577547615.00, 577547625.11, 577547635.21, 577547645.32, 577547655.42, 577547665.53, 577547675.63, 577547685.74, 577547695.85, 577547705.95, 577547716.04, 577547726.15, 577547736.26, 577547746.36, 577547756.46, 577547766.57, 577547776.68, 577547786.78, 577547796.89, 577547807.00, 577547817.10, 577547827.28, 577547837.31, 577547847.41, 577547857.53, 577547867.82, 577547878.08, 577547888.65, 577547898.73, 577547908.84, 577547918.95, 577547929.06, 577547939.16, 577547949.27, 577547959.38, 577547969.46, 577547979.57, 577547989.66, 577547999.76, 577548009.88, 577548019.98, 577548030.10, 577548040.20, 577548050.31, 577548060.41, 577548070.52, 577548080.62, 577548090.73, 577548100.84, 577548110.94, 577548121.13, 577548131.54, 577548142.00, 577548151.81, 577548161.86, 577548171.96, 577548182.63, 577548192.73, 577548203.26, 577548213.36, 577548223.44, 577548233.71, 577548243.79, 577548253.90, 577548264.13, 577548274.24, 577548284.56, 577548294.64, 577548304.75, 577548314.85, 577548324.96, 577548335.07, 577548345.17, 577548355.28, 577548365.38, 577548375.49, 577548385.77, 577548396.05, 577548406.15, 577548416.44, 577548426.81, 577548436.91, 577548447.19, 577548457.48, 577548467.58, 577548477.95, 577548488.06, 577548498.35, 577548508.63, 577548519.05, 577548529.33, 577548539.42, 577548549.60, 577548559.64, 577548569.80, 577548579.85, 577548590.02, 577548600.54, 577548611.12, 577548621.70, 577548631.97, 577548642.78, 577548653.43, 577548663.60, 577548673.87, 577548684.53, 577548695.11, 577548705.66, 577548716.23, 577548727.02, 577548737.17, 577548747.73, 577548758.29, 577548768.86, 577548779.42, 577548790.06, 577548800.71, 577548811.29, 577548821.86, 577548832.13, 577548842.39, 577548852.96, 577548863.53, 577548874.22, 577548884.87, 577548895.44, 577548906.00, 577548916.57, 577548927.14, 577548937.87, 577548948.43, 577548958.78, 577548968.78, 577548979.43, 577548989.71, 577549000.28, 577549010.85, 577549021.41, 577549031.99, 577549042.55, 577549053.19, 577549063.55, 577549074.24, 577549084.81, 577549095.37, 577549105.56, 577549116.14, 577549126.70, 577549136.89, 577549147.37, 577549157.93, 577549168.06, 577549178.28, 577549188.47, 577549198.85, 577549209.49, 577549220.07, 577549230.64, 577549240.89, 577549251.57, 577549262.13, 577549272.37, 577549282.85, 577549293.43, 577549303.74, 577549314.30, 577549324.87, 577549335.07, 577549345.29, 577549355.48, 577549366.05, 577549376.14, 577549386.25, 577549396.35, 577549406.46, 577549416.56, 577549426.67, 577549436.77, 577549446.88, 577549456.99, 577549467.15, 577549477.25, 577549487.35, 577549497.46, 577549507.57, 577549517.75, 577549527.77, 577549537.88, 577549547.98, 577549558.09, 577549568.19, 577549578.30, 577549588.40, 577549598.51, 577549608.62, 577549618.73, 577549628.83, 577549638.93, 577549649.04, 577549659.15, 577549669.25, 577549679.36, 577549689.46, 577549699.70, 577549709.78, 577549719.88, 577549729.98, 577549740.09, 577549750.19, 577549760.30, 577549770.41, 577549780.52, 577549790.62, 577549800.73, 577549810.83, 577549820.94, 577549831.11, 577549841.22, 577549851.26, 577549861.36, 577549871.45, 577549881.56, 577549891.66, 577549901.76, 577549911.87, 577549922.58, 577549933.15, 577549943.30, 577549953.38, 577549963.49, 577549973.87, 577549983.98, 577549994.10, 577550004.19, 577550014.30, 577550024.40, 577550034.51, 577550044.62, 577550054.75, 577550064.85, 577550074.95, 577550085.06, 577550095.17, 577550105.27, 577550115.36, 577550125.47, 577550135.57, 577550145.68, 577550155.78, 577550165.87, 577550175.97, 577550186.08, 577550196.18, 577550206.29, 577550216.39, 577550226.50, 577550236.61, 577550246.71, 577550256.82, 577550266.93, 577550277.03, 577550287.13, 577550297.23, 577550307.35, 577550317.44, 577550327.53, 577550337.63, 577550347.72, 577550357.82, 577550367.93, 577550378.03, 577550388.14, 577550398.25, 577550408.35, 577550418.46, 577550428.56, 577550438.67, 577550448.77, 577550458.88, 577550468.98, 577550479.09, 577550489.19, 577550499.30, 577550509.40, 577550519.51, 577550529.61, 577550539.72, 577550549.82, 577550559.93, 577550570.03, 577550580.14, 577550590.24, 577550600.35, 577550610.45, 577550620.56, 577550630.73, 577550640.83, 577550650.93, 577550660.98, 577550671.09, 577550681.19, 577550691.48, 577550701.40, 577550711.51, 577550721.62, 577550731.70, 577550741.80, 577550751.91, 577550762.01, 577550772.12, 577550782.22, 577550792.33, 577550802.43, 577550812.54, 577550822.64, 577550832.75, 577550842.91, 577550852.97, 577550863.06, 577550873.23, 577550883.28, 577550893.38, 577550903.49, 577550913.59, 577550923.70, 577550934.29, 577550944.53, 577550954.78, 577550965.35, 577550975.64, 577550986.21, 577550996.56, 577551006.69, 577551016.78, 577551026.89, 577551037.00, 577551047.11, 577551057.21, 577551067.32, 577551077.42, 577551087.53, 577551097.63, 577551107.72, 577551117.99, 577551127.98, 577551138.04, 577551148.14, 577551158.25, 577551168.35, 577551178.46, 577551188.55, 577551198.65, 577551208.76, 577551218.86, 577551228.97, 577551239.07, 577551249.20, 577551259.36, 577551269.46, 577551279.54, 577551289.65, 577551299.78, 577551309.91, 577551320.09, 577551330.13, 577551340.24, 577551350.34, 577551360.45, 577551370.53, 577551380.64, 577551390.74, 577551400.85, 577551410.95, 577551421.06, 577551431.16, 577551441.28, 577551451.37, 577551461.48, 577551471.58, 577551481.69, 577551491.80, 577551501.90, 577551512.01, 577551522.11, 577551532.22, 577551542.32, 577551552.43, 577551562.53, 577551572.64, 577551582.74, 577551592.85, 577551602.96, 577551613.06, 577551623.17, 577551633.27, 577551643.55, 577551653.66, 577551663.77, 577551673.86, 577551683.96, 577551694.07, 577551704.15, 577551714.25, 577551724.36, 577551734.46, 577551744.57, 577551754.68, 577551765.34, 577551775.91, 577551786.48, 577551796.61, 577551806.77, 577551817.43, 577551828.00, 577551838.57, 577551848.66, 577551858.76, 577551868.87, 577551878.98, 577551889.08, 577551899.19, 577551909.30, 577551919.40, 577551929.51, 577551939.61, 577551949.73, 577551959.81, 577551969.94, 577551980.04, 577551990.13, 577552000.23, 577552010.34, 577552020.44, 577552030.55, 577552040.65, 577552050.76, 577552060.86, 577552070.97, 577552081.07, 577552091.18, 577552101.29, 577552111.39, 577552121.50, 577552131.69, 577552142.16, 577552152.72, 577552163.30, 577552173.85, 577552184.48, 577552195.15, 577552205.71, 577552216.36, 577552226.43, 577552237.02, 577552247.22, 577552257.52, 577552268.10, 577552278.67, 577552289.37, 577552299.58, 577552309.81, 577552319.82, 577552329.92, 577552340.03, 577552350.21, 577552360.21, 577552370.31, 577552380.42, 577552390.52, 577552400.62, 577552410.73, 577552420.82, 577552430.92, 577552441.02, 577552451.13, 577552461.23, 577552471.32, 577552481.42, 577552491.51, 577552501.62, 577552511.74, 577552521.83, 577552531.94, 577552542.04, 577552552.16, 577552562.44, 577552572.55, 577552582.67, 577552592.78, 577552602.89, 577552613.18, 577552623.27, 577552633.38, 577552643.46, 577552653.53, 577552663.62, 577552673.71, 577552683.78, 577552693.87, 577552703.93, 577552714.03, 577552724.10, 577552734.18, 577552744.25, 577552754.34, 577552764.43, 577552774.48, 577552784.57, 577552794.64, 577552804.70, 577552814.77, 577552824.86, 577552834.93, 577552845.00, 577552855.11, 577552865.18, 577552875.26, 577552885.33, 577552895.42, 577552905.47, 577552915.55, 577552925.61, 577552935.68, 577552945.76, 577552955.81, 577552965.87, 577552975.94, 577552986.02, 577552996.08, 577553006.18, 577553016.24, 577553026.30, 577553036.37, 577553046.45, 577553056.50, 577553066.57, 577553076.64, 577553086.72, 577553096.77, 577553106.85, 577553116.91, 577553126.99, 577553137.05, 577553147.13, 577553157.18, 577553167.24, 577553177.34, 577553187.40, 577553197.46, 577553207.52, 577553217.59, 577553227.66, 577553237.72, 577553247.81, 577553257.88, 577553267.95, 577553278.01, 577553288.09, 577553298.15, 577553308.21, 577553318.28, 577553328.34, 577553338.41, 577553348.51, 577553358.57, 577553368.67, 577553378.78, 577553388.89, 577553399.23, 577553409.10, 577553419.34, 577553429.45, 577553439.55, 577553449.66, 577553459.76, 577553469.86, 577553479.97, 577553490.08, 577553500.18, 577553510.28, 577553520.39, 577553530.55, 577553540.60, 577553550.71, 577553560.81, 577553570.98, 577553581.08, 577553591.08, 577553601.24, 577553611.29, 577553621.39, 577553631.49, 577553641.60, 577553651.71, 577553661.81, 577553672.31, 577553682.59, 577553693.15, 577553703.73, 577553713.90, 577553724.09, 577553734.67, 577553744.86, 577553755.02, 577553765.57, 577553776.18, 577553786.45, 577553796.72, 577553807.31, 577553817.88, 577553828.05, 577553838.38, 577553848.66, 577553858.85, 577553869.43, 577553879.57, 577553890.14, 577553900.27, 577553910.83, 577553921.49, 577553932.07, 577553942.85, 577553953.11, 577553963.67, 577553974.23, 577553984.48, 577553995.06, 577554005.23, 577554015.81, 577554025.97, 577554036.56, 577554047.14, 577554057.72, 577554068.28, 577554078.54, 577554088.79, 577554099.36, 577554109.50, 577554119.57, 577554129.84, 577554140.39, 577554150.95, 577554161.51, 577554171.64, 577554182.33, 577554192.97, 577554203.23, 577554213.48, 577554223.76, 577554234.33, 577554245.05, 577554255.25, 577554265.95, 577554276.59, 577554287.12, 577554297.73, 577554308.31, 577554318.90, 577554329.49, 577554339.76, 577554350.01, 577554360.60, 577554370.77, 577554381.34, 577554391.57, 577554402.12, 577554412.25, 577554422.34, 577554432.44, 577554442.55, 577554452.64, 577554462.74, 577554472.85, 577554483.39, 577554493.49, 577554503.59, 577554513.69, 577554523.78, 577554533.88, 577554543.97, 577554554.08, 577554564.18, 577554574.38, 577554584.48, 577554594.57]
         values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
-    endTimestamp: 576781267.52
+    endTimestamp: 577556602.52
 triggers: 
-    times: [576762611.32]
+    times: [577537932.38]
     values: [5]
-triggersOut: 
-  - deviceName: triggerDevice
-    portName: ttyACM0
-    times: [576764616.02, 576779259.69]
-    values: [0, 1]

From c4582d841148cc6d4349d990f06cd6665c6ab98f Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 11:33:06 -0400
Subject: [PATCH 22/49] updated README.md

---
 README.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/README.md b/README.md
index 65e8034..45b269d 100644
--- a/README.md
+++ b/README.md
@@ -8,6 +8,12 @@ This task is modeled on previous work, including the following (most relevant) r
 - https://pubmed.ncbi.nlm.nih.gov/34704176/
 - https://pubmed.ncbi.nlm.nih.gov/33885965/
 
+### Integration (triggering)
+- The session can be triggered to start by keypress values defined in the [configuration file](#configuration-file)
+- Each trial start/stop can also be synchronized with external devices through serial port triggering (or emulated serial port) 
+  - a single trigger message is sent to the external device (e.g, arduino) for both start and stop: `byte[] TRIGGER_MESSAGE = {'1','\n'}`
+  - the generated [output file](#output) will contain a triggersOut field with times and values indicating start (`'0'`) and stop (`'1'`) 
+
 ## Build
 The application is built with Maven 3
 

From 7e6cbffcdda76adf9d72df181741eebfdb649222 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 11:36:32 -0400
Subject: [PATCH 23/49] updated README

---
 README.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 45b269d..9db1797 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,8 @@ This will generate a runnable jar in the `target` folder
 ## Run
 This application uses Java 17. Make sure it is installed before running the application.
 
-- if you are running this on a linux system, you will require explicit access to the incoming data from ports {`/dev/ttyACM0`; `/dev/ttyACM1`}. This can be granted by the _system administrator_ providing the user with access to the `dialout` group with `sudo usermod -a -G dialout theUserNameHere`
+- if you are running this on a linux system, you will require explicit access to the incoming data from ports {`/dev/ttyACM0`; `/dev/ttyACM1`} and to send via serial trigger if desired {`/dev/ttyACM2`}. This can be granted by the _system administrator_ providing the user with access to the `dialout` group with `sudo usermod -a -G dialout theUserNameHere`
+- it is good practice to __always__ plug the devices in to the USB ports in the same order and attach the trigger output device last to ensure that you are always aware of which device is which.
 
 ### Installing Java17 (linux)
 Java 11 may still be the default for Ubuntu-based OSs, so you must install it explicitly

From 77a1ae51a8d806d813bbbbc10c4d91fc3ba76a31 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 14 Sep 2022 11:37:25 -0400
Subject: [PATCH 24/49] fix

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9db1797..d92a0e0 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@ This will generate a runnable jar in the `target` folder
 ## Run
 This application uses Java 17. Make sure it is installed before running the application.
 
-- if you are running this on a linux system, you will require explicit access to the incoming data from ports {`/dev/ttyACM0`; `/dev/ttyACM1`} and to send via serial trigger if desired {`/dev/ttyACM2`}. This can be granted by the _system administrator_ providing the user with access to the `dialout` group with `sudo usermod -a -G dialout theUserNameHere`
+- if you are running this on a linux system, you will require explicit access to the incoming data from ports {`/dev/ttyACM0`; `/dev/ttyACM1`} and to send triggers out from the program via the serial port if desired {`/dev/ttyACM2`}. This can be granted by the _system administrator_ providing the user with access to the `dialout` group with `sudo usermod -a -G dialout theUserNameHere`
 - it is good practice to __always__ plug the devices in to the USB ports in the same order and attach the trigger output device last to ensure that you are always aware of which device is which.
 
 ### Installing Java17 (linux)

From 77f13c5c4360fa58a3640f5a8f829a819710b968 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Thu, 15 Sep 2022 11:25:49 -0400
Subject: [PATCH 25/49] changed frequency setting to represent ms instead of
 Hz, easier to be more accurate

---
 .vscode/settings.json                         |  3 +
 README.md                                     |  2 +-
 .../SPFT_LAB_data_ms.yml                      | 77 +++++++++++++++++++
 .../output/xxx_Test_Right_Only_out-file.yml   | 23 +++---
 .../com/github/neuralabc/spft/task/Trial.java |  5 +-
 5 files changed, 97 insertions(+), 13 deletions(-)
 create mode 100644 .vscode/settings.json
 create mode 100644 spft/testing/2022_06_test_right_only/SPFT_LAB_data_ms.yml

diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 0000000..c5f3f6b
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+    "java.configuration.updateBuildConfiguration": "interactive"
+}
\ No newline at end of file
diff --git a/README.md b/README.md
index d92a0e0..1774cee 100644
--- a/README.md
+++ b/README.md
@@ -79,7 +79,7 @@ If the parameter is missing, the session will start as soon as the experimenter
 `blocks.trials`: A list of references to the sequences that define each trial. The referenced sequence has to exist in
 the top-level pool of sequences  
 `sequences`: A pool of sequences that can be referenced in blocks' trials. Each sequence has the values for the reference
-bar and a frequency in Hz that defines the speed of the sequence 
+bar and a frequency in milliseconds that defines the speed of the sequence. Each value of the sequence is displayed for this length of time. 
 
 ### Runtime flags
 Runtime flags are JVM System Properties that control some behaviour of the application
diff --git a/spft/testing/2022_06_test_right_only/SPFT_LAB_data_ms.yml b/spft/testing/2022_06_test_right_only/SPFT_LAB_data_ms.yml
new file mode 100644
index 0000000..3355e7d
--- /dev/null
+++ b/spft/testing/2022_06_test_right_only/SPFT_LAB_data_ms.yml
@@ -0,0 +1,77 @@
+sessionName: Test_Right_Only
+outputSuffix: Test_Right_Only_out-file.yml
+interBlockInterval: 2000
+triggers: [ "5", "7" ] # optional. If missing, the task will start as soon as the "Start" button is clicked
+colours: # optional
+  leftReference: 1D8348
+  leftForce: 82E0AA
+forceProportionRange:
+  min: 0.05
+  max: 0.30
+blocks:
+  - name: "block1"
+    instructions: "Block1 starting"
+    instructionsDuration: 2000
+    feedback: "Block1 finished"
+    feedbackDuration: 2000
+    interTrialInterval: 1000
+    trials:
+      - name: "1_SMP"
+        sequenceRef: "smp"
+      - name: "2_SMP"
+        sequenceRef: "smp"
+      - name: "3_SMP"
+        sequenceRef: "smp"
+      - name: "4_LRN"
+        sequenceRef: "lrn"
+      - name: "5_LRN"
+        sequenceRef: "lrn"
+      - name: "6_LRN"
+        sequenceRef: "lrn"
+  - name: "block2"
+    instructions: "Block2 starting"
+    instructionsDuration: 2000
+    feedback: "Block2 finished"
+    feedbackDuration: 2000
+    interTrialInterval: 1000
+    trials:
+      - name: "7_SMP"
+        sequenceRef: "smp"
+      - name: "8_SMP"
+        sequenceRef: "smp"
+      - name: "9_SMP"
+        sequenceRef: "smp"
+      - name: "10_LRN"
+        sequenceRef: "lrn"
+      - name: "11_LRN"
+        sequenceRef: "lrn"
+      - name: "12_LRN"
+        sequenceRef: "lrn"
+  - name: "block3"
+    instructions: "Block3 starting"
+    instructionsDuration: 2000
+    feedback: "Block3 finished"
+    feedbackDuration: 2000
+    interTrialInterval: 1000
+    trials:
+      - name: "13_SMP"
+        sequenceRef: "smp"
+      - name: "14_SMP"
+        sequenceRef: "smp"
+      - name: "15_SMP"
+        sequenceRef: "smp"
+      - name: "16_LRN"
+        sequenceRef: "lrn"
+      - name: "17_LRN"
+        sequenceRef: "lrn"
+      - name: "18_LRN"
+        sequenceRef: "lrn"
+
+sequences:
+  smp:
+    frequency: 12
+    valuesLeft: [0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286]
+  lrn:
+    frequency: 12
+    valuesLeft: [0.4333, 0.4333, 0.4381, 0.4381, 0.4429, 0.4429, 0.4476, 0.4524, 0.4571, 0.4667, 0.4762, 0.4857, 0.4952, 0.5048, 0.5143, 0.5238, 0.5333, 0.5429, 0.5524, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6714, 0.6810, 0.6905, 0.7000, 0.7095, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8048, 0.8000, 0.7952, 0.7905, 0.7857, 0.7810, 0.7762, 0.7714, 0.7667, 0.7619, 0.7571, 0.7524, 0.7429, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.6000, 0.5905, 0.5810, 0.5714, 0.5619, 0.5524, 0.5429, 0.5333, 0.5238, 0.5143, 0.5048, 0.4952, 0.4857, 0.4810, 0.4762, 0.4714, 0.4667, 0.4619, 0.4571, 0.4524, 0.4476, 0.4429, 0.4429, 0.4381, 0.4381, 0.4333, 0.4333, 0.4333, 0.4381, 0.4381, 0.4429, 0.4429, 0.4476, 0.4571, 0.4667, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6429, 0.6524, 0.6571, 0.6619, 0.6667, 0.6667, 0.6714, 0.6714, 0.6667, 0.6667, 0.6619, 0.6571, 0.6524, 0.6476, 0.6429, 0.6333, 0.6238, 0.6143, 0.6048, 0.5952, 0.5857, 0.5762, 0.5667, 0.5571, 0.5524, 0.5476, 0.5429, 0.5381, 0.5333, 0.5286, 0.5238, 0.5190, 0.5143, 0.5095, 0.5048, 0.5000, 0.4952, 0.4905, 0.4905, 0.4857, 0.4857, 0.4810, 0.4810, 0.4810, 0.4857, 0.4857, 0.4905, 0.4952, 0.5000, 0.5048, 0.5095, 0.5143, 0.5190, 0.5238, 0.5286, 0.5333, 0.5381, 0.5429, 0.5524, 0.5619, 0.5714, 0.5810, 0.5905, 0.6000, 0.6095, 0.6190, 0.6286, 0.6381, 0.6476, 0.6571, 0.6667, 0.6762, 0.6857, 0.6905, 0.6952, 0.7000, 0.7048, 0.7095, 0.7143, 0.7190, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7571, 0.7524, 0.7524, 0.7476, 0.7429, 0.7381, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.5952, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4810, 0.4667, 0.4524, 0.4381, 0.4238, 0.4095, 0.3952, 0.3810, 0.3667, 0.3524, 0.3381, 0.3238, 0.3095, 0.2952, 0.2857, 0.2762, 0.2667, 0.2571, 0.2476, 0.2381, 0.2286, 0.2190, 0.2095, 0.2000, 0.1905, 0.1857, 0.1810, 0.1762, 0.1714, 0.1667, 0.1619, 0.1571, 0.1524, 0.1476, 0.1429, 0.1381, 0.1333, 0.1286, 0.1238, 0.1190, 0.1190, 0.1143, 0.1143, 0.1095, 0.1095, 0.1048, 0.1048, 0.1000, 0.1000, 0.1000, 0.1048, 0.1048, 0.1095, 0.1095, 0.1143, 0.1143, 0.1190, 0.1190, 0.1238, 0.1286, 0.1333, 0.1381, 0.1429, 0.1476, 0.1524, 0.1571, 0.1667, 0.1762, 0.1857, 0.1952, 0.2048, 0.2143, 0.2238, 0.2333, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3476, 0.3619, 0.3762, 0.3905, 0.4048, 0.4190, 0.4333, 0.4476, 0.4619, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6762, 0.6905, 0.7048, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8000, 0.7952, 0.7857, 0.7762, 0.7619, 0.7476, 0.7333, 0.7190, 0.7095, 0.7000, 0.6905, 0.6857, 0.6810, 0.6762, 0.6762, 0.6714, 0.6714, 0.6714, 0.6762, 0.6762, 0.6810, 0.6857, 0.6905, 0.7000, 0.7095, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7524, 0.7476, 0.7381, 0.7238, 0.7095, 0.6952, 0.6762, 0.6571, 0.6381, 0.6190, 0.6000, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4857, 0.4762, 0.4667, 0.4571, 0.4476, 0.4429, 0.4381, 0.4333, 0.4286, 0.4238, 0.4190, 0.4143, 0.4095, 0.4048, 0.4000, 0.3952, 0.3905, 0.3857, 0.3810, 0.3762, 0.3762, 0.3714, 0.3714, 0.3714, 0.3762, 0.3762, 0.3810, 0.3857, 0.3905, 0.3952, 0.4000, 0.4048, 0.4095, 0.4143, 0.4190, 0.4238, 0.4286, 0.4333, 0.4381, 0.4429, 0.4476, 0.4524, 0.4571, 0.4619, 0.4667, 0.4714, 0.4762, 0.4810, 0.4857, 0.4905, 0.4952, 0.5048, 0.5143, 0.5238, 0.5333, 0.5429, 0.5524, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6714, 0.6810, 0.6905, 0.7000, 0.7095, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8048, 0.8000, 0.7952, 0.7905, 0.7857, 0.7810, 0.7762, 0.7714, 0.7667, 0.7619, 0.7571, 0.7524, 0.7429, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.6000, 0.5905, 0.5810, 0.5714, 0.5619, 0.5524, 0.5429, 0.5333, 0.5238, 0.5143, 0.5048, 0.4952, 0.4857, 0.4810, 0.4762, 0.4714, 0.4667, 0.4619, 0.4571, 0.4524, 0.4476, 0.4429, 0.4429, 0.4381, 0.4381, 0.4333, 0.4333, 0.4333, 0.4381, 0.4381, 0.4429, 0.4429, 0.4476, 0.4571, 0.4667, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6429, 0.6524, 0.6571, 0.6619, 0.6667, 0.6667, 0.6714, 0.6714, 0.6667, 0.6667, 0.6619, 0.6571, 0.6524, 0.6476, 0.6429, 0.6333, 0.6238, 0.6143, 0.6048, 0.5952, 0.5857, 0.5762, 0.5667, 0.5571, 0.5524, 0.5476, 0.5429, 0.5381, 0.5333, 0.5286, 0.5238, 0.5190, 0.5143, 0.5095, 0.5048, 0.5000, 0.4952, 0.4905, 0.4905, 0.4857, 0.4857, 0.4810, 0.4810, 0.4810, 0.4857, 0.4857, 0.4905, 0.4952, 0.5000, 0.5048, 0.5095, 0.5143, 0.5190, 0.5238, 0.5286, 0.5333, 0.5381, 0.5429, 0.5524, 0.5619, 0.5714, 0.5810, 0.5905, 0.6000, 0.6095, 0.6190, 0.6286, 0.6381, 0.6476, 0.6571, 0.6667, 0.6762, 0.6857, 0.6905, 0.6952, 0.7000, 0.7048, 0.7095, 0.7143, 0.7190, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7571, 0.7524, 0.7524, 0.7476, 0.7429, 0.7381, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.5952, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4810, 0.4667, 0.4524, 0.4381, 0.4238, 0.4095, 0.3952, 0.3810, 0.3667, 0.3524, 0.3381, 0.3238, 0.3095, 0.2952, 0.2857, 0.2762, 0.2667, 0.2571, 0.2476, 0.2381, 0.2286, 0.2190, 0.2095, 0.2000, 0.1905, 0.1857, 0.1810, 0.1762, 0.1714, 0.1667, 0.1619, 0.1571, 0.1524, 0.1476, 0.1429, 0.1381, 0.1333, 0.1286, 0.1238, 0.1190, 0.1190, 0.1143, 0.1143, 0.1095, 0.1095, 0.1048, 0.1048, 0.1000, 0.1000, 0.1000, 0.1048, 0.1048, 0.1095, 0.1095, 0.1143, 0.1143, 0.1190, 0.1190, 0.1238, 0.1286, 0.1333, 0.1381, 0.1429, 0.1476, 0.1524, 0.1571, 0.1667, 0.1762, 0.1857, 0.1952, 0.2048, 0.2143, 0.2238, 0.2333, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3476, 0.3619, 0.3762, 0.3905, 0.4048, 0.4190, 0.4333, 0.4476, 0.4619, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6762, 0.6905, 0.7048, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8000, 0.7952, 0.7857, 0.7762, 0.7619, 0.7476, 0.7333, 0.7190, 0.7095, 0.7000, 0.6905, 0.6857, 0.6810, 0.6762, 0.6762, 0.6714, 0.6714, 0.6714, 0.6762, 0.6762, 0.6810, 0.6857, 0.6905, 0.7000, 0.7095, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7524, 0.7476, 0.7381, 0.7238, 0.7095, 0.6952, 0.6762, 0.6571, 0.6381, 0.6190, 0.6000, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4857, 0.4762, 0.4667, 0.4571, 0.4476, 0.4429, 0.4381, 0.4333, 0.4286, 0.4238, 0.4190, 0.4143, 0.4095, 0.4048, 0.4000, 0.3952, 0.3905, 0.3857, 0.3810, 0.3762, 0.3762, 0.3714, 0.3714, 0.3714, 0.3762, 0.3762, 0.3810, 0.3857, 0.3905, 0.3952, 0.4000, 0.4048, 0.4095, 0.4143, 0.4190, 0.4238, 0.4286, 0.4333, 0.4381, 0.4429, 0.4476, 0.4524, 0.4571, 0.4619, 0.4667, 0.4714, 0.4762, 0.4810, 0.4857, 0.4905, 0.4952, 0.5048, 0.5143, 0.5238, 0.5333, 0.5429, 0.5524, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6714, 0.6810, 0.6905, 0.7000, 0.7095, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8048, 0.8000, 0.7952, 0.7905, 0.7857, 0.7810, 0.7762, 0.7714, 0.7667, 0.7619, 0.7571, 0.7524, 0.7429, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.6000, 0.5905, 0.5810, 0.5714, 0.5619, 0.5524, 0.5429, 0.5333, 0.5238, 0.5143, 0.5048, 0.4952, 0.4857, 0.4810, 0.4762, 0.4714, 0.4667, 0.4619, 0.4571, 0.4524, 0.4476, 0.4429, 0.4429, 0.4381, 0.4381, 0.4333, 0.4333, 0.4333, 0.4381, 0.4381, 0.4429, 0.4429, 0.4476, 0.4571, 0.4667, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6429, 0.6524, 0.6571, 0.6619, 0.6667, 0.6667, 0.6714, 0.6714, 0.6667, 0.6667, 0.6619, 0.6571, 0.6524, 0.6476, 0.6429, 0.6333, 0.6238, 0.6143, 0.6048, 0.5952, 0.5857, 0.5762, 0.5667, 0.5571, 0.5524, 0.5476, 0.5429, 0.5381, 0.5333, 0.5286, 0.5238, 0.5190, 0.5143, 0.5095, 0.5048, 0.5000, 0.4952, 0.4905, 0.4905, 0.4857, 0.4857, 0.4810, 0.4810, 0.4810, 0.4857, 0.4857, 0.4905, 0.4952, 0.5000, 0.5048, 0.5095, 0.5143, 0.5190, 0.5238, 0.5286, 0.5333, 0.5381, 0.5429, 0.5524, 0.5619, 0.5714, 0.5810, 0.5905, 0.6000, 0.6095, 0.6190, 0.6286, 0.6381, 0.6476, 0.6571, 0.6667, 0.6762, 0.6857, 0.6905, 0.6952, 0.7000, 0.7048, 0.7095, 0.7143, 0.7190, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7571, 0.7524, 0.7524, 0.7476, 0.7429, 0.7381, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.5952, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4810, 0.4667, 0.4524, 0.4381, 0.4238, 0.4095, 0.3952, 0.3810, 0.3667, 0.3524, 0.3381, 0.3238, 0.3095, 0.2952, 0.2857, 0.2762, 0.2667, 0.2571, 0.2476, 0.2381, 0.2286, 0.2190, 0.2095, 0.2000, 0.1905, 0.1857, 0.1810, 0.1762, 0.1714, 0.1667, 0.1619, 0.1571, 0.1524, 0.1476, 0.1429, 0.1381, 0.1333, 0.1286, 0.1238, 0.1190, 0.1190, 0.1143, 0.1143, 0.1095, 0.1095, 0.1048, 0.1048, 0.1000, 0.1000, 0.1000, 0.1048, 0.1048, 0.1095, 0.1095, 0.1143, 0.1143, 0.1190, 0.1190, 0.1238, 0.1286, 0.1333, 0.1381, 0.1429, 0.1476, 0.1524, 0.1571, 0.1667, 0.1762, 0.1857, 0.1952, 0.2048, 0.2143, 0.2238, 0.2333, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3476, 0.3619, 0.3762, 0.3905, 0.4048, 0.4190, 0.4333, 0.4476, 0.4619, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6762, 0.6905, 0.7048, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8000, 0.7952, 0.7857, 0.7762, 0.7619, 0.7476, 0.7333, 0.7190, 0.7095, 0.7000, 0.6905, 0.6857, 0.6810, 0.6762, 0.6762, 0.6714, 0.6714, 0.6714, 0.6762, 0.6762, 0.6810, 0.6857, 0.6905, 0.7000, 0.7095, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7524, 0.7476, 0.7381, 0.7238, 0.7095, 0.6952, 0.6762, 0.6571, 0.6381, 0.6190, 0.6000, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4857, 0.4762, 0.4667, 0.4571, 0.4476, 0.4429, 0.4381, 0.4333, 0.4286, 0.4238, 0.4190, 0.4143, 0.4095, 0.4048, 0.4000, 0.3952, 0.3905, 0.3857, 0.3810, 0.3762, 0.3762, 0.3714, 0.3714, 0.3714, 0.3762, 0.3762, 0.3810, 0.3857, 0.3905, 0.3952, 0.4000, 0.4048, 0.4095, 0.4143, 0.4190, 0.4238, 0.4286, 0.4333]
+ 
diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index b3b1189..581aeb3 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,20 +1,25 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-14T15:23:28.456836619Z
-configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/onetrial_SPFT_LAB_data.yml
-configurationChecksum: 785d23645aafa7bc72f36d69da7b040a
+startTime: 2022-09-15T15:23:45.214048792Z
+configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data_ms.yml
+configurationChecksum: 6b24311a701fcb6b84cdb7fbe8b47615
 participantId: xxx
 forceProportionRange: 
   min: 0.05
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 577537933.14
+    startTimestamp: 606077364.85
     trials: 
     - trialName: 1_SMP
       leftReference: 
-        times: [577539936.42, 577539946.61, 577539956.72, 577539966.78, 577539976.97, 577539987.00, 577539997.17, 577540007.27, 577540017.46, 577540027.51, 577540037.74, 577540047.83, 577540057.88, 577540068.00, 577540078.30, 577540088.43, 577540098.54, 577540108.66, 577540119.02, 577540129.32, 577540139.43, 577540149.55, 577540159.67, 577540169.79, 577540179.90, 577540190.02, 577540200.12, 577540210.43, 577540220.55, 577540230.67, 577540240.79, 577540250.91, 577540261.36, 577540271.49, 577540281.60, 577540291.72, 577540301.84, 577540311.95, 577540322.30, 577540332.42, 577540342.72, 577540353.02, 577540363.21, 577540373.33, 577540383.38, 577540393.57, 577540403.62, 577540413.82, 577540423.85, 577540434.14, 577540444.08, 577540454.27, 577540464.32, 577540474.53, 577540484.57, 577540494.70, 577540504.97, 577540515.01, 577540525.12, 577540535.33, 577540545.51, 577540555.57, 577540565.77, 577540575.82, 577540585.92, 577540596.04, 577540606.22, 577540616.28, 577540626.55, 577540636.55, 577540646.73, 577540656.85, 577540667.08, 577540677.09, 577540687.15, 577540697.27, 577540707.57, 577540717.76, 577540727.89, 577540738.01, 577540748.13, 577540758.35, 577540768.30, 577540778.51, 577540788.60, 577540798.73, 577540808.78, 577540818.97, 577540829.09, 577540839.39, 577540849.57, 577540859.63, 577540869.93, 577540880.13, 577540890.24, 577540900.29, 577540910.42, 577540920.60, 577540930.83, 577540940.88, 577540951.16, 577540961.35, 577540971.49, 577540981.59, 577540991.71, 577541001.83, 577541011.95, 577541022.07, 577541032.12, 577541042.31, 577541052.37, 577541062.48, 577541072.84, 577541082.89, 577541092.93, 577541102.98, 577541113.09, 577541123.23, 577541133.35, 577541143.47, 577541153.58, 577541163.71, 577541173.88, 577541183.97, 577541194.09, 577541204.27, 577541214.45, 577541224.57, 577541234.75, 577541244.85, 577541255.18, 577541265.29, 577541275.41, 577541285.58, 577541295.63, 577541305.74, 577541315.85, 577541326.10, 577541336.22, 577541346.39, 577541356.51, 577541366.73, 577541376.73, 577541386.96, 577541397.13, 577541407.24, 577541417.35, 577541427.46, 577541437.57, 577541447.68, 577541457.87, 577541467.84, 577541478.01, 577541488.13, 577541498.18, 577541508.36, 577541518.40, 577541528.58, 577541538.68, 577541548.82, 577541558.91, 577541569.02, 577541579.05, 577541589.23, 577541599.29, 577541609.46, 577541619.81, 577541629.83, 577541639.80, 577541649.91, 577541659.96, 577541670.15, 577541680.18, 577541690.35, 577541700.40, 577541710.51, 577541720.68, 577541730.79, 577541740.90, 577541751.03, 577541761.13, 577541771.20, 577541781.27, 577541791.38, 577541801.47, 577541811.57, 577541821.68, 577541831.79, 577541842.28, 577541852.40, 577541862.49, 577541872.60, 577541882.71, 577541892.82, 577541902.96, 577541913.07, 577541923.18, 577541933.29, 577541943.40, 577541953.51, 577541963.62, 577541973.73, 577541983.85, 577541993.95, 577542004.04, 577542014.15, 577542024.27, 577542034.38, 577542044.49, 577542054.60, 577542064.72, 577542074.83, 577542084.94, 577542095.06, 577542105.17, 577542115.29, 577542125.40, 577542135.51, 577542145.62, 577542155.71, 577542165.82, 577542175.91, 577542186.02, 577542196.14, 577542206.29, 577542216.41, 577542226.52, 577542236.63, 577542246.74, 577542256.86, 577542266.97, 577542277.08, 577542287.19, 577542297.31, 577542307.43, 577542317.54, 577542327.65, 577542337.76, 577542347.89, 577542358.00, 577542368.11, 577542378.22, 577542388.33, 577542398.45, 577542408.56, 577542418.67, 577542428.78, 577542438.88, 577542448.99, 577542459.11, 577542469.22, 577542479.33, 577542489.44, 577542499.60, 577542509.93, 577542520.03, 577542530.38, 577542540.64, 577542550.93, 577542561.03, 577542571.14, 577542581.46, 577542591.55, 577542601.84, 577542611.96, 577542622.23, 577542632.34, 577542642.65, 577542652.94, 577542663.22, 577542673.32, 577542683.66, 577542693.94, 577542704.05, 577542714.15, 577542724.27, 577542734.37, 577542744.48, 577542754.58, 577542764.90, 577542775.19, 577542785.36, 577542795.47, 577542805.57, 577542815.68, 577542825.79, 577542835.91, 577542846.00, 577542856.05, 577542866.16, 577542876.27, 577542886.42, 577542896.48, 577542906.68, 577542917.27, 577542927.44, 577542937.57, 577542947.90, 577542958.21, 577542968.41, 577542978.93, 577542989.49, 577543000.06, 577543010.70, 577543021.27, 577543031.84, 577543042.42, 577543052.99, 577543063.16, 577543073.82, 577543084.48, 577543095.07, 577543105.35, 577543115.90, 577543126.46, 577543136.56, 577543146.87, 577543156.92, 577543166.94, 577543177.05, 577543187.15, 577543197.26, 577543207.37, 577543217.48, 577543227.58, 577543237.75, 577543247.78, 577543257.95, 577543268.01, 577543278.11, 577543288.22, 577543298.32, 577543308.43, 577543318.54, 577543328.65, 577543338.75, 577543348.86, 577543358.96, 577543369.07, 577543379.18, 577543389.28, 577543399.39, 577543409.50, 577543419.60, 577543429.71, 577543439.80, 577543449.90, 577543460.01, 577543470.26, 577543480.30, 577543490.41, 577543500.52, 577543510.62, 577543520.73, 577543530.84, 577543540.95, 577543551.05, 577543561.76, 577543572.02, 577543582.11, 577543592.22, 577543602.33, 577543612.43, 577543622.54, 577543632.71, 577543642.75, 577543652.86, 577543663.06, 577543673.07, 577543683.61, 577543693.30, 577543703.40, 577543713.51, 577543724.10, 577543733.75, 577543743.87, 577543753.98, 577543764.08, 577543774.19, 577543784.30, 577543794.58, 577543804.52, 577543814.68, 577543824.73, 577543834.86, 577543844.96, 577543855.13, 577543865.18, 577543875.34, 577543885.39, 577543895.50, 577543905.61, 577543915.71, 577543925.87, 577543935.98, 577543946.24, 577543956.34, 577543966.44, 577543976.54, 577543986.75, 577543996.86, 577544006.96, 577544017.08, 577544027.32, 577544037.43, 577544047.51, 577544057.62, 577544067.72, 577544077.99, 577544088.09, 577544098.41, 577544108.70, 577544118.80, 577544128.91, 577544139.21, 577544149.51, 577544159.62, 577544169.72, 577544180.00, 577544190.30, 577544200.39, 577544210.76, 577544220.87, 577544230.95, 577544241.06, 577544251.17, 577544261.27, 577544271.37, 577544281.48, 577544291.59, 577544301.70, 577544311.80, 577544321.90, 577544331.99, 577544342.10, 577544352.21, 577544362.31, 577544372.42, 577544382.53, 577544392.63, 577544403.34, 577544413.89, 577544424.49, 577544434.66, 577544445.25, 577544455.49, 577544465.58, 577544475.79, 577544486.50, 577544497.07, 577544507.36, 577544517.84, 577544528.41, 577544538.62, 577544549.19, 577544559.37, 577544569.54, 577544580.11, 577544590.70, 577544601.26, 577544611.55, 577544621.83, 577544632.52, 577544642.60, 577544652.71, 577544662.81, 577544672.93, 577544683.04, 577544693.14, 577544703.23, 577544713.34, 577544723.44, 577544733.55, 577544743.66, 577544753.76, 577544763.87, 577544774.32, 577544784.13, 577544794.25, 577544804.29, 577544814.45, 577544824.47, 577544834.59, 577544844.78, 577544854.90, 577544864.95, 577544875.14, 577544885.22, 577544895.33, 577544905.43, 577544915.53, 577544925.64, 577544935.68, 577544945.84, 577544955.88, 577544966.05, 577544976.16, 577544986.27, 577544996.37, 577545006.49, 577545016.59, 577545026.69, 577545036.74, 577545046.93, 577545057.01, 577545067.12, 577545077.26, 577545087.33, 577545097.43, 577545107.61, 577545117.67, 577545127.77, 577545137.88, 577545147.99, 577545158.09, 577545168.33, 577545178.30, 577545188.41, 577545198.46, 577545208.56, 577545218.73, 577545228.84, 577545238.96, 577545249.06, 577545259.16, 577545269.21, 577545279.30, 577545289.41, 577545299.51, 577545309.62, 577545319.72, 577545329.83, 577545339.93, 577545350.04, 577545360.14, 577545370.36, 577545380.46, 577545390.57, 577545400.67, 577545410.85, 577545420.95, 577545431.06, 577545441.15, 577545451.18, 577545461.28, 577545471.39, 577545481.56, 577545491.67, 577545501.78, 577545511.88, 577545521.99, 577545532.12, 577545542.21, 577545552.44, 577545562.41, 577545572.45, 577545582.61, 577545592.71, 577545602.82, 577545612.93, 577545623.04, 577545633.16, 577545643.25, 577545653.29, 577545663.54, 577545673.50, 577545683.61, 577545693.71, 577545703.80, 577545713.90, 577545724.01, 577545734.11, 577545744.22, 577545754.33, 577545764.44, 577545774.54, 577545784.72, 577545794.84, 577545804.94, 577545815.05, 577545825.14, 577545835.26, 577545845.36, 577545855.47, 577545865.58, 577545875.68, 577545885.79, 577545895.89, 577545906.00, 577545916.10, 577545926.21, 577545936.30, 577545946.41, 577545956.49, 577545967.15, 577545977.34, 577545987.95, 577545998.09, 577546008.25, 577546018.40, 577546028.49, 577546038.60, 577546048.71, 577546059.21, 577546069.32, 577546079.43, 577546089.53, 577546099.75, 577546109.87, 577546119.96, 577546130.06, 577546140.17, 577546150.27, 577546160.35, 577546170.46, 577546180.62, 577546190.67, 577546200.77, 577546210.93, 577546221.04, 577546231.17, 577546241.25, 577546251.36, 577546261.47, 577546271.51, 577546281.68, 577546291.70, 577546301.86, 577546311.91, 577546322.07, 577546332.20, 577546342.28, 577546352.39, 577546362.53, 577546372.58, 577546382.69, 577546392.85, 577546402.95, 577546413.05, 577546423.18, 577546433.27, 577546443.37, 577546453.47, 577546463.58, 577546473.61, 577546483.77, 577546493.87, 577546503.98, 577546514.03, 577546524.13, 577546534.25, 577546544.35, 577546554.45, 577546564.56, 577546574.66, 577546584.77, 577546594.86, 577546604.96, 577546615.06, 577546625.65, 577546635.79, 577546645.87, 577546655.98, 577546666.08, 577546676.19, 577546686.29, 577546696.40, 577546706.51, 577546716.61, 577546726.72, 577546736.83, 577546746.95, 577546757.05, 577546767.16, 577546777.26, 577546787.37, 577546797.47, 577546807.58, 577546817.68, 577546827.79, 577546837.94, 577546848.06, 577546858.17, 577546868.27, 577546878.38, 577546888.48, 577546898.59, 577546908.70, 577546918.80, 577546928.91, 577546939.01, 577546949.11, 577546959.20, 577546969.30, 577546979.41, 577546989.51, 577547000.10, 577547010.76, 577547021.40, 577547031.97, 577547042.73, 577547053.39, 577547063.55, 577547073.70, 577547084.31, 577547094.87, 577547105.02, 577547115.60, 577547125.87, 577547136.30, 577547146.87, 577547157.44, 577547167.62, 577547177.85, 577547188.43, 577547199.01, 577547209.56, 577547219.71, 577547230.27, 577547240.53, 577547251.11, 577547261.37, 577547271.55, 577547282.11, 577547292.68, 577547302.83, 577547313.41, 577547323.58, 577547334.16, 577547344.39, 577547354.96, 577547365.53, 577547375.70, 577547386.32, 577547396.59, 577547407.29, 577547417.95, 577547428.54, 577547438.71, 577547448.86, 577547459.08, 577547469.27, 577547479.57, 577547490.22, 577547500.78, 577547511.26, 577547521.41, 577547531.98, 577547542.24, 577547552.83, 577547563.39, 577547573.67, 577547584.25, 577547594.81, 577547604.89, 577547615.00, 577547625.11, 577547635.21, 577547645.32, 577547655.42, 577547665.53, 577547675.63, 577547685.74, 577547695.85, 577547705.95, 577547716.04, 577547726.15, 577547736.26, 577547746.36, 577547756.46, 577547766.57, 577547776.68, 577547786.78, 577547796.89, 577547807.00, 577547817.10, 577547827.28, 577547837.31, 577547847.41, 577547857.53, 577547867.82, 577547878.08, 577547888.65, 577547898.73, 577547908.84, 577547918.95, 577547929.06, 577547939.16, 577547949.27, 577547959.38, 577547969.46, 577547979.57, 577547989.66, 577547999.76, 577548009.88, 577548019.98, 577548030.10, 577548040.20, 577548050.31, 577548060.41, 577548070.52, 577548080.62, 577548090.73, 577548100.84, 577548110.94, 577548121.13, 577548131.54, 577548142.00, 577548151.81, 577548161.86, 577548171.96, 577548182.63, 577548192.73, 577548203.26, 577548213.36, 577548223.44, 577548233.71, 577548243.79, 577548253.90, 577548264.13, 577548274.24, 577548284.56, 577548294.64, 577548304.75, 577548314.85, 577548324.96, 577548335.07, 577548345.17, 577548355.28, 577548365.38, 577548375.49, 577548385.77, 577548396.05, 577548406.15, 577548416.44, 577548426.81, 577548436.91, 577548447.19, 577548457.48, 577548467.58, 577548477.95, 577548488.06, 577548498.35, 577548508.63, 577548519.05, 577548529.33, 577548539.42, 577548549.60, 577548559.64, 577548569.80, 577548579.85, 577548590.02, 577548600.54, 577548611.12, 577548621.70, 577548631.97, 577548642.78, 577548653.43, 577548663.60, 577548673.87, 577548684.53, 577548695.11, 577548705.66, 577548716.23, 577548727.02, 577548737.17, 577548747.73, 577548758.29, 577548768.86, 577548779.42, 577548790.06, 577548800.71, 577548811.29, 577548821.86, 577548832.13, 577548842.39, 577548852.96, 577548863.53, 577548874.22, 577548884.87, 577548895.44, 577548906.00, 577548916.57, 577548927.14, 577548937.87, 577548948.43, 577548958.78, 577548968.78, 577548979.43, 577548989.71, 577549000.28, 577549010.85, 577549021.41, 577549031.99, 577549042.55, 577549053.19, 577549063.55, 577549074.24, 577549084.81, 577549095.37, 577549105.56, 577549116.14, 577549126.70, 577549136.89, 577549147.37, 577549157.93, 577549168.06, 577549178.28, 577549188.47, 577549198.85, 577549209.49, 577549220.07, 577549230.64, 577549240.89, 577549251.57, 577549262.13, 577549272.37, 577549282.85, 577549293.43, 577549303.74, 577549314.30, 577549324.87, 577549335.07, 577549345.29, 577549355.48, 577549366.05, 577549376.14, 577549386.25, 577549396.35, 577549406.46, 577549416.56, 577549426.67, 577549436.77, 577549446.88, 577549456.99, 577549467.15, 577549477.25, 577549487.35, 577549497.46, 577549507.57, 577549517.75, 577549527.77, 577549537.88, 577549547.98, 577549558.09, 577549568.19, 577549578.30, 577549588.40, 577549598.51, 577549608.62, 577549618.73, 577549628.83, 577549638.93, 577549649.04, 577549659.15, 577549669.25, 577549679.36, 577549689.46, 577549699.70, 577549709.78, 577549719.88, 577549729.98, 577549740.09, 577549750.19, 577549760.30, 577549770.41, 577549780.52, 577549790.62, 577549800.73, 577549810.83, 577549820.94, 577549831.11, 577549841.22, 577549851.26, 577549861.36, 577549871.45, 577549881.56, 577549891.66, 577549901.76, 577549911.87, 577549922.58, 577549933.15, 577549943.30, 577549953.38, 577549963.49, 577549973.87, 577549983.98, 577549994.10, 577550004.19, 577550014.30, 577550024.40, 577550034.51, 577550044.62, 577550054.75, 577550064.85, 577550074.95, 577550085.06, 577550095.17, 577550105.27, 577550115.36, 577550125.47, 577550135.57, 577550145.68, 577550155.78, 577550165.87, 577550175.97, 577550186.08, 577550196.18, 577550206.29, 577550216.39, 577550226.50, 577550236.61, 577550246.71, 577550256.82, 577550266.93, 577550277.03, 577550287.13, 577550297.23, 577550307.35, 577550317.44, 577550327.53, 577550337.63, 577550347.72, 577550357.82, 577550367.93, 577550378.03, 577550388.14, 577550398.25, 577550408.35, 577550418.46, 577550428.56, 577550438.67, 577550448.77, 577550458.88, 577550468.98, 577550479.09, 577550489.19, 577550499.30, 577550509.40, 577550519.51, 577550529.61, 577550539.72, 577550549.82, 577550559.93, 577550570.03, 577550580.14, 577550590.24, 577550600.35, 577550610.45, 577550620.56, 577550630.73, 577550640.83, 577550650.93, 577550660.98, 577550671.09, 577550681.19, 577550691.48, 577550701.40, 577550711.51, 577550721.62, 577550731.70, 577550741.80, 577550751.91, 577550762.01, 577550772.12, 577550782.22, 577550792.33, 577550802.43, 577550812.54, 577550822.64, 577550832.75, 577550842.91, 577550852.97, 577550863.06, 577550873.23, 577550883.28, 577550893.38, 577550903.49, 577550913.59, 577550923.70, 577550934.29, 577550944.53, 577550954.78, 577550965.35, 577550975.64, 577550986.21, 577550996.56, 577551006.69, 577551016.78, 577551026.89, 577551037.00, 577551047.11, 577551057.21, 577551067.32, 577551077.42, 577551087.53, 577551097.63, 577551107.72, 577551117.99, 577551127.98, 577551138.04, 577551148.14, 577551158.25, 577551168.35, 577551178.46, 577551188.55, 577551198.65, 577551208.76, 577551218.86, 577551228.97, 577551239.07, 577551249.20, 577551259.36, 577551269.46, 577551279.54, 577551289.65, 577551299.78, 577551309.91, 577551320.09, 577551330.13, 577551340.24, 577551350.34, 577551360.45, 577551370.53, 577551380.64, 577551390.74, 577551400.85, 577551410.95, 577551421.06, 577551431.16, 577551441.28, 577551451.37, 577551461.48, 577551471.58, 577551481.69, 577551491.80, 577551501.90, 577551512.01, 577551522.11, 577551532.22, 577551542.32, 577551552.43, 577551562.53, 577551572.64, 577551582.74, 577551592.85, 577551602.96, 577551613.06, 577551623.17, 577551633.27, 577551643.55, 577551653.66, 577551663.77, 577551673.86, 577551683.96, 577551694.07, 577551704.15, 577551714.25, 577551724.36, 577551734.46, 577551744.57, 577551754.68, 577551765.34, 577551775.91, 577551786.48, 577551796.61, 577551806.77, 577551817.43, 577551828.00, 577551838.57, 577551848.66, 577551858.76, 577551868.87, 577551878.98, 577551889.08, 577551899.19, 577551909.30, 577551919.40, 577551929.51, 577551939.61, 577551949.73, 577551959.81, 577551969.94, 577551980.04, 577551990.13, 577552000.23, 577552010.34, 577552020.44, 577552030.55, 577552040.65, 577552050.76, 577552060.86, 577552070.97, 577552081.07, 577552091.18, 577552101.29, 577552111.39, 577552121.50, 577552131.69, 577552142.16, 577552152.72, 577552163.30, 577552173.85, 577552184.48, 577552195.15, 577552205.71, 577552216.36, 577552226.43, 577552237.02, 577552247.22, 577552257.52, 577552268.10, 577552278.67, 577552289.37, 577552299.58, 577552309.81, 577552319.82, 577552329.92, 577552340.03, 577552350.21, 577552360.21, 577552370.31, 577552380.42, 577552390.52, 577552400.62, 577552410.73, 577552420.82, 577552430.92, 577552441.02, 577552451.13, 577552461.23, 577552471.32, 577552481.42, 577552491.51, 577552501.62, 577552511.74, 577552521.83, 577552531.94, 577552542.04, 577552552.16, 577552562.44, 577552572.55, 577552582.67, 577552592.78, 577552602.89, 577552613.18, 577552623.27, 577552633.38, 577552643.46, 577552653.53, 577552663.62, 577552673.71, 577552683.78, 577552693.87, 577552703.93, 577552714.03, 577552724.10, 577552734.18, 577552744.25, 577552754.34, 577552764.43, 577552774.48, 577552784.57, 577552794.64, 577552804.70, 577552814.77, 577552824.86, 577552834.93, 577552845.00, 577552855.11, 577552865.18, 577552875.26, 577552885.33, 577552895.42, 577552905.47, 577552915.55, 577552925.61, 577552935.68, 577552945.76, 577552955.81, 577552965.87, 577552975.94, 577552986.02, 577552996.08, 577553006.18, 577553016.24, 577553026.30, 577553036.37, 577553046.45, 577553056.50, 577553066.57, 577553076.64, 577553086.72, 577553096.77, 577553106.85, 577553116.91, 577553126.99, 577553137.05, 577553147.13, 577553157.18, 577553167.24, 577553177.34, 577553187.40, 577553197.46, 577553207.52, 577553217.59, 577553227.66, 577553237.72, 577553247.81, 577553257.88, 577553267.95, 577553278.01, 577553288.09, 577553298.15, 577553308.21, 577553318.28, 577553328.34, 577553338.41, 577553348.51, 577553358.57, 577553368.67, 577553378.78, 577553388.89, 577553399.23, 577553409.10, 577553419.34, 577553429.45, 577553439.55, 577553449.66, 577553459.76, 577553469.86, 577553479.97, 577553490.08, 577553500.18, 577553510.28, 577553520.39, 577553530.55, 577553540.60, 577553550.71, 577553560.81, 577553570.98, 577553581.08, 577553591.08, 577553601.24, 577553611.29, 577553621.39, 577553631.49, 577553641.60, 577553651.71, 577553661.81, 577553672.31, 577553682.59, 577553693.15, 577553703.73, 577553713.90, 577553724.09, 577553734.67, 577553744.86, 577553755.02, 577553765.57, 577553776.18, 577553786.45, 577553796.72, 577553807.31, 577553817.88, 577553828.05, 577553838.38, 577553848.66, 577553858.85, 577553869.43, 577553879.57, 577553890.14, 577553900.27, 577553910.83, 577553921.49, 577553932.07, 577553942.85, 577553953.11, 577553963.67, 577553974.23, 577553984.48, 577553995.06, 577554005.23, 577554015.81, 577554025.97, 577554036.56, 577554047.14, 577554057.72, 577554068.28, 577554078.54, 577554088.79, 577554099.36, 577554109.50, 577554119.57, 577554129.84, 577554140.39, 577554150.95, 577554161.51, 577554171.64, 577554182.33, 577554192.97, 577554203.23, 577554213.48, 577554223.76, 577554234.33, 577554245.05, 577554255.25, 577554265.95, 577554276.59, 577554287.12, 577554297.73, 577554308.31, 577554318.90, 577554329.49, 577554339.76, 577554350.01, 577554360.60, 577554370.77, 577554381.34, 577554391.57, 577554402.12, 577554412.25, 577554422.34, 577554432.44, 577554442.55, 577554452.64, 577554462.74, 577554472.85, 577554483.39, 577554493.49, 577554503.59, 577554513.69, 577554523.78, 577554533.88, 577554543.97, 577554554.08, 577554564.18, 577554574.38, 577554584.48, 577554594.57]
+        times: [606079368.43, 606079380.67, 606079392.81, 606079405.08, 606079417.35, 606079429.52, 606079442.29, 606079454.58, 606079467.34, 606079479.63, 606079491.89, 606079504.44, 606079516.49, 606079528.61, 606079540.75, 606079552.87, 606079564.99, 606079577.11, 606079589.23, 606079601.35, 606079613.47, 606079625.59, 606079637.71, 606079649.83, 606079661.95, 606079674.05, 606079686.26, 606079698.30, 606079710.39, 606079722.53, 606079734.60, 606079746.72, 606079758.91, 606079771.03, 606079783.30, 606079795.37, 606079807.49, 606079819.61, 606079831.74, 606079843.92, 606079855.97, 606079868.09, 606079880.28, 606079892.34, 606079904.64, 606079916.65, 606079928.71, 606079940.89, 606079953.01, 606079965.14, 606079977.44, 606079989.50, 606080001.51, 606080013.63, 606080025.75, 606080038.00, 606080049.91, 606080062.10, 606080074.21, 606080086.34, 606080098.45, 606080110.58, 606080122.70, 606080134.96, 606080146.94, 606080159.18, 606080171.23, 606080183.35, 606080195.40, 606080207.52, 606080219.64, 606080231.76, 606080243.88, 606080256.00, 606080268.12, 606080280.24, 606080292.36, 606080304.48, 606080316.60, 606080328.72, 606080340.84, 606080352.96, 606080365.08, 606080377.20, 606080389.32, 606080401.44, 606080413.56, 606080425.69, 606080437.80, 606080449.92, 606080462.10, 606080474.16, 606080486.29, 606080498.40, 606080510.53, 606080522.65, 606080534.77, 606080546.89, 606080559.02, 606080571.13, 606080583.25, 606080595.37, 606080607.49, 606080619.61, 606080631.73, 606080643.85, 606080655.97, 606080668.08, 606080680.20, 606080692.31, 606080704.41, 606080716.51, 606080728.61, 606080740.86, 606080752.87, 606080765.00, 606080777.11, 606080789.23, 606080801.34, 606080813.46, 606080825.57, 606080837.69, 606080849.83, 606080861.94, 606080874.06, 606080886.27, 606080898.30, 606080910.81, 606080922.62, 606080934.66, 606080946.73, 606080959.22, 606080971.48, 606080983.56, 606080995.64, 606081007.72, 606081019.81, 606081031.91, 606081044.03, 606081056.14, 606081068.23, 606081080.35, 606081092.46, 606081104.57, 606081116.99, 606081129.29, 606081141.40, 606081153.50, 606081165.79, 606081178.06, 606081190.34, 606081202.62, 606081214.73, 606081227.11, 606081239.20, 606081251.27, 606081263.37, 606081275.65, 606081288.00, 606081300.09, 606081312.21, 606081324.31, 606081336.40, 606081348.51, 606081360.80, 606081372.91, 606081385.02, 606081397.23, 606081409.24, 606081421.36, 606081433.47, 606081445.77, 606081458.07, 606081470.39, 606081482.63, 606081494.74, 606081507.04, 606081519.35, 606081531.69, 606081543.80, 606081555.92, 606081568.03, 606081580.12, 606081592.25, 606081604.37, 606081616.49, 606081628.60, 606081640.69, 606081652.81, 606081664.91, 606081677.02, 606081689.13, 606081701.25, 606081713.36, 606081725.47, 606081737.57, 606081749.68, 606081761.81, 606081773.92, 606081786.04, 606081798.16, 606081810.27, 606081822.38, 606081834.50, 606081846.61, 606081858.72, 606081870.83, 606081882.94, 606081895.05, 606081907.17, 606081919.28, 606081931.39, 606081943.50, 606081955.61, 606081967.91, 606081980.03, 606081992.15, 606082004.26, 606082016.37, 606082028.47, 606082040.58, 606082052.69, 606082064.80, 606082076.91, 606082089.04, 606082101.19, 606082113.30, 606082125.41, 606082137.58, 606082149.67, 606082161.79, 606082174.02, 606082186.07, 606082198.18, 606082210.29, 606082222.40, 606082234.55, 606082246.65, 606082258.75, 606082270.86, 606082282.97, 606082295.14, 606082307.25, 606082319.36, 606082331.47, 606082343.58, 606082355.69, 606082367.81, 606082379.91, 606082392.04, 606082404.14, 606082416.25, 606082428.37, 606082440.48, 606082452.61, 606082464.69, 606082476.77, 606082488.85, 606082500.97, 606082513.07, 606082525.18, 606082537.28, 606082549.39, 606082561.49, 606082573.60, 606082585.70, 606082597.81, 606082609.92, 606082622.02, 606082634.13, 606082646.23, 606082658.34, 606082670.44, 606082682.55, 606082694.66, 606082706.76, 606082718.87, 606082730.98, 606082743.07, 606082755.31, 606082767.95, 606082780.61, 606082792.75, 606082804.95, 606082817.19, 606082829.36, 606082841.66, 606082854.22, 606082866.79, 606082879.39, 606082891.97, 606082904.57, 606082916.60, 606082929.24, 606082941.47, 606082954.00, 606082966.21, 606082978.41, 606082990.46, 606083002.56, 606083014.73, 606083027.00, 606083039.10, 606083051.17, 606083063.25, 606083075.32, 606083087.40, 606083099.48, 606083111.55, 606083123.64, 606083135.75, 606083147.85, 606083159.96, 606083172.06, 606083184.19, 606083196.29, 606083208.40, 606083220.51, 606083232.61, 606083244.71, 606083256.82, 606083268.93, 606083281.03, 606083293.14, 606083305.25, 606083317.35, 606083329.46, 606083341.57, 606083353.67, 606083365.78, 606083377.95, 606083390.05, 606083402.16, 606083414.21, 606083426.31, 606083438.42, 606083450.68, 606083462.80, 606083474.91, 606083486.90, 606083499.09, 606083511.19, 606083523.27, 606083535.43, 606083547.43, 606083559.57, 606083571.71, 606083583.84, 606083595.87, 606083608.04, 606083620.15, 606083632.19, 606083644.30, 606083656.47, 606083668.58, 606083680.76, 606083692.94, 606083705.05, 606083717.16, 606083729.26, 606083741.52, 606083753.71, 606083766.29, 606083778.48, 606083790.63, 606083803.28, 606083815.53, 606083828.13, 606083840.29, 606083852.88, 606083865.47, 606083878.04, 606083890.62, 606083903.21, 606083915.67, 606083928.28, 606083940.55, 606083952.71, 606083965.30, 606083977.89, 606083990.36, 606084002.44, 606084014.92, 606084027.48, 606084039.84, 606084051.97, 606084064.54, 606084076.81, 606084089.46, 606084101.51, 606084113.61, 606084125.72, 606084137.83, 606084149.93, 606084162.24, 606084174.52, 606084187.11, 606084199.33, 606084211.52, 606084224.10, 606084236.67, 606084249.25, 606084261.81, 606084274.39, 606084286.97, 606084299.53, 606084311.74, 606084323.99, 606084336.60, 606084349.18, 606084361.75, 606084374.34, 606084386.95, 606084399.12, 606084411.87, 606084423.91, 606084436.02, 606084448.22, 606084460.28, 606084472.46, 606084484.58, 606084497.16, 606084509.38, 606084521.66, 606084534.25, 606084546.80, 606084559.40, 606084571.95, 606084584.56, 606084597.15, 606084609.30, 606084621.59, 606084633.74, 606084646.33, 606084658.90, 606084671.48, 606084683.83, 606084695.88, 606084708.13, 606084720.72, 606084733.31, 606084745.54, 606084757.77, 606084770.35, 606084782.95, 606084795.18, 606084807.33, 606084820.15, 606084832.31, 606084844.90, 606084857.47, 606084870.03, 606084882.27, 606084894.56, 606084907.17, 606084919.62, 606084931.79, 606084943.95, 606084956.41, 606084968.46, 606084981.12, 606084993.34, 606085006.14, 606085018.74, 606085030.79, 606085042.89, 606085055.03, 606085067.11, 606085079.19, 606085091.29, 606085103.46, 606085115.51, 606085127.67, 606085139.70, 606085151.81, 606085163.88, 606085175.99, 606085188.09, 606085200.18, 606085212.28, 606085224.37, 606085236.95, 606085249.05, 606085261.33, 606085273.44, 606085285.85, 606085298.11, 606085310.39, 606085322.49, 606085334.60, 606085347.00, 606085359.26, 606085371.53, 606085383.82, 606085396.08, 606085408.19, 606085420.29, 606085432.56, 606085444.66, 606085456.77, 606085468.87, 606085481.22, 606085493.48, 606085505.59, 606085517.69, 606085529.80, 606085541.88, 606085554.04, 606085566.09, 606085578.20, 606085590.80, 606085603.39, 606085615.56, 606085628.14, 606085640.74, 606085653.32, 606085665.50, 606085678.08, 606085690.66, 606085703.25, 606085715.89, 606085728.48, 606085741.06, 606085753.64, 606085766.36, 606085779.03, 606085791.18, 606085803.57, 606085815.71, 606085828.29, 606085840.71, 606085852.66, 606085864.76, 606085876.87, 606085888.98, 606085901.08, 606085913.21, 606085925.31, 606085937.42, 606085949.52, 606085961.63, 606085973.79, 606085985.84, 606085997.95, 606086010.05, 606086022.16, 606086034.26, 606086046.37, 606086058.47, 606086070.57, 606086082.68, 606086094.79, 606086106.90, 606086119.00, 606086131.11, 606086143.21, 606086155.32, 606086167.40, 606086179.51, 606086191.61, 606086203.72, 606086215.82, 606086227.93, 606086240.13, 606086252.24, 606086264.34, 606086276.45, 606086288.55, 606086300.66, 606086312.77, 606086324.87, 606086336.98, 606086349.08, 606086361.19, 606086373.29, 606086385.40, 606086397.50, 606086409.66, 606086421.71, 606086433.82, 606086445.92, 606086458.03, 606086470.13, 606086482.24, 606086494.35, 606086506.45, 606086518.55, 606086530.66, 606086542.74, 606086555.29, 606086567.38, 606086579.65, 606086591.78, 606086603.87, 606086615.98, 606086628.09, 606086640.19, 606086652.26, 606086664.35, 606086676.42, 606086688.50, 606086700.59, 606086712.67, 606086724.76, 606086736.86, 606086748.96, 606086761.07, 606086773.19, 606086785.29, 606086797.40, 606086809.50, 606086821.61, 606086833.71, 606086845.82, 606086857.93, 606086870.03, 606086882.14, 606086894.42, 606086906.52, 606086918.63, 606086930.73, 606086942.84, 606086954.95, 606086967.10, 606086979.16, 606086991.27, 606087003.36, 606087015.46, 606087027.56, 606087039.67, 606087051.77, 606087063.88, 606087075.98, 606087088.09, 606087100.17, 606087112.28, 606087124.38, 606087136.49, 606087148.61, 606087160.71, 606087172.79, 606087184.89, 606087197.00, 606087209.16, 606087221.27, 606087233.41, 606087245.98, 606087258.48, 606087271.02, 606087283.49, 606087295.59, 606087307.68, 606087319.78, 606087331.88, 606087343.99, 606087356.09, 606087368.38, 606087380.49, 606087392.87, 606087405.01, 606087417.11, 606087429.22, 606087441.32, 606087453.43, 606087465.53, 606087477.64, 606087489.74, 606087502.38, 606087514.50, 606087526.60, 606087538.70, 606087550.81, 606087562.92, 606087575.02, 606087587.13, 606087599.23, 606087611.35, 606087623.45, 606087635.56, 606087647.66, 606087659.77, 606087671.87, 606087684.08, 606087696.68, 606087709.26, 606087721.84, 606087734.41, 606087746.66, 606087759.24, 606087771.87, 606087784.00, 606087796.15, 606087808.32, 606087820.90, 606087833.47, 606087845.98, 606087858.54, 606087871.13, 606087883.46, 606087895.63, 606087907.91, 606087920.50, 606087933.13, 606087945.71, 606087957.89, 606087970.47, 606087983.08, 606087995.66, 606088007.93, 606088020.55, 606088032.86, 606088045.10, 606088057.27, 606088069.45, 606088082.05, 606088094.25, 606088106.83, 606088119.01, 606088131.61, 606088144.28, 606088156.85, 606088169.43, 606088182.01, 606088194.26, 606088206.44, 606088219.06, 606088231.71, 606088243.85, 606088256.63, 606088269.24, 606088281.81, 606088294.38, 606088306.64, 606088319.22, 606088331.89, 606088344.48, 606088357.06, 606088369.63, 606088381.92, 606088394.50, 606088406.71, 606088419.00, 606088431.57, 606088444.15, 606088456.73, 606088469.30, 606088481.88, 606088494.45, 606088507.03, 606088519.19, 606088531.45, 606088543.56, 606088556.38, 606088568.57, 606088581.20, 606088593.78, 606088606.47, 606088619.06, 606088631.27, 606088643.42, 606088655.60, 606088668.31, 606088680.88, 606088693.45, 606088705.73, 606088718.29, 606088730.87, 606088743.02, 606088755.49, 606088768.08, 606088780.74, 606088793.31, 606088805.47, 606088818.07, 606088830.66, 606088842.74, 606088854.85, 606088866.95, 606088879.11, 606088891.16, 606088903.27, 606088915.37, 606088927.48, 606088939.58, 606088951.69, 606088963.80, 606088975.91, 606088988.01, 606089000.17, 606089012.23, 606089024.33, 606089036.44, 606089048.54, 606089060.65, 606089072.75, 606089084.86, 606089096.96, 606089109.07, 606089121.17, 606089133.33, 606089145.44, 606089157.55, 606089169.65, 606089181.70, 606089193.80, 606089205.91, 606089218.01, 606089230.12, 606089242.22, 606089254.33, 606089266.93, 606089279.42, 606089291.54, 606089303.64, 606089315.74, 606089327.85, 606089339.93, 606089352.04, 606089364.14, 606089376.25, 606089388.34, 606089400.50, 606089412.60, 606089424.71, 606089436.81, 606089449.04, 606089461.14, 606089473.25, 606089485.40, 606089497.52, 606089509.62, 606089521.97, 606089534.27, 606089546.38, 606089558.48, 606089570.59, 606089582.69, 606089594.80, 606089606.90, 606089619.02, 606089631.12, 606089643.23, 606089655.34, 606089667.45, 606089679.55, 606089691.66, 606089703.86, 606089716.33, 606089728.51, 606089740.78, 606089753.36, 606089765.86, 606089778.03, 606089790.68, 606089803.26, 606089815.51, 606089827.66, 606089840.25, 606089852.83, 606089865.40, 606089878.21, 606089890.38, 606089902.96, 606089915.24, 606089927.95, 606089940.21, 606089952.72, 606089965.00, 606089977.18, 606089989.77, 606090002.05, 606090014.63, 606090027.21, 606090039.37, 606090051.94, 606090064.52, 606090077.09, 606090089.68, 606090101.94, 606090114.57, 606090127.15, 606090139.43, 606090152.02, 606090164.61, 606090176.78, 606090189.04, 606090201.31, 606090213.89, 606090226.50, 606090238.88, 606090251.37, 606090263.59, 606090275.85, 606090288.46, 606090301.03, 606090313.68, 606090325.99, 606090338.56, 606090351.11, 606090363.55, 606090376.19, 606090388.82, 606090401.09, 606090413.67, 606090425.98, 606090438.56, 606090450.65, 606090462.75, 606090474.86, 606090486.98, 606090499.08, 606090511.18, 606090523.29, 606090535.39, 606090547.50, 606090559.61, 606090571.71, 606090583.81, 606090595.92, 606090608.02, 606090620.13, 606090632.23, 606090644.34, 606090656.50, 606090668.61, 606090680.72, 606090692.82, 606090704.93, 606090717.03, 606090729.14, 606090741.24, 606090753.35, 606090765.46, 606090777.56, 606090789.67, 606090801.77, 606090813.88, 606090825.98, 606090838.09, 606090850.19, 606090862.30, 606090874.41, 606090886.51, 606090898.62, 606090910.73, 606090923.07, 606090935.17, 606090947.28, 606090959.38, 606090971.49, 606090983.58, 606090995.71, 606091007.81, 606091019.92, 606091032.04, 606091044.14, 606091056.24, 606091068.35, 606091080.45, 606091092.56, 606091104.66, 606091116.77, 606091128.87, 606091140.98, 606091153.09, 606091165.19, 606091177.30, 606091189.41, 606091201.51, 606091213.62, 606091225.73, 606091237.84, 606091249.95, 606091262.05, 606091274.16, 606091286.26, 606091298.37, 606091310.47, 606091322.58, 606091335.20, 606091347.82, 606091360.40, 606091373.00, 606091385.58, 606091397.67, 606091409.77, 606091421.88, 606091433.98, 606091446.08, 606091458.19, 606091470.30, 606091482.40, 606091494.81, 606091506.91, 606091519.02, 606091531.13, 606091543.21, 606091555.40, 606091567.49, 606091579.60, 606091591.68, 606091603.79, 606091615.90, 606091628.00, 606091640.11, 606091652.18, 606091664.27, 606091676.35, 606091688.44, 606091700.52, 606091712.64, 606091724.72, 606091736.83, 606091748.93, 606091761.04, 606091773.14, 606091785.25, 606091797.36, 606091809.46, 606091821.56, 606091833.65, 606091845.76, 606091857.86, 606091869.97, 606091882.08, 606091894.18, 606091906.28, 606091918.56, 606091930.67, 606091942.95, 606091955.06, 606091967.16, 606091979.26, 606091991.36, 606092003.46, 606092015.58, 606092027.69, 606092039.79, 606092051.90, 606092064.00, 606092076.11, 606092088.21, 606092100.32, 606092112.42, 606092124.53, 606092136.64, 606092148.75, 606092160.85, 606092172.95, 606092185.06, 606092197.16, 606092209.27, 606092221.38, 606092233.48, 606092245.61, 606092257.72, 606092269.82, 606092281.93, 606092294.03, 606092306.14, 606092318.25, 606092330.35, 606092342.46, 606092354.56, 606092366.67, 606092378.78, 606092390.88, 606092403.00, 606092415.09, 606092427.42, 606092439.53, 606092451.67, 606092463.78, 606092475.87, 606092487.89, 606092500.00, 606092512.16, 606092524.26, 606092536.38, 606092548.49, 606092560.58, 606092572.69, 606092584.73, 606092596.84, 606092608.94, 606092621.04, 606092633.15, 606092645.25, 606092657.36, 606092669.47, 606092681.57, 606092693.67, 606092705.78, 606092718.38, 606092730.54, 606092742.63, 606092755.23, 606092767.81, 606092779.98, 606092792.16, 606092804.76, 606092817.35, 606092829.93, 606092842.20, 606092854.42, 606092867.04, 606092879.19, 606092891.39, 606092903.66, 606092916.40, 606092928.97, 606092941.24, 606092953.82, 606092966.39, 606092978.99, 606092991.24, 606093003.63, 606093015.83, 606093028.01, 606093040.19, 606093052.79, 606093064.98, 606093077.24, 606093089.89, 606093102.48, 606093115.07, 606093127.37, 606093139.94, 606093152.54, 606093164.80, 606093177.00, 606093189.16, 606093201.32, 606093213.92, 606093226.45, 606093238.70, 606093251.32, 606093263.59, 606093276.16, 606093288.74, 606093301.41, 606093313.99, 606093326.27, 606093339.04, 606093351.86, 606093364.44, 606093376.91, 606093389.07, 606093401.65, 606093413.83, 606093426.41, 606093438.76, 606093451.34, 606093463.92, 606093476.50, 606093488.92, 606093501.00, 606093513.12, 606093525.65, 606093537.73, 606093549.86, 606093561.95, 606093574.03, 606093586.10, 606093598.21, 606093610.49, 606093622.42, 606093634.58, 606093646.68, 606093658.79, 606093670.89, 606093683.00, 606093695.19, 606093707.18, 606093719.23, 606093731.39, 606093743.50, 606093755.61, 606093767.71, 606093779.82, 606093791.86, 606093803.95, 606093816.14, 606093828.22, 606093840.32, 606093852.42, 606093864.63, 606093876.63, 606093888.69, 606093900.79, 606093912.95, 606093925.06, 606093937.37, 606093949.28, 606093961.32, 606093973.91, 606093986.48, 606093999.15, 606094011.29, 606094023.38, 606094035.49, 606094047.59, 606094059.70, 606094071.80, 606094083.91, 606094096.02, 606094108.12, 606094120.29, 606094132.42, 606094144.57, 606094157.13, 606094169.68, 606094182.23, 606094194.80, 606094207.07, 606094219.58, 606094231.86, 606094244.13, 606094256.39, 606094268.68, 606094281.29, 606094293.56, 606094305.96, 606094318.53, 606094331.12, 606094343.38, 606094355.78, 606094368.04, 606094380.71, 606094392.98, 606094405.57, 606094417.84, 606094430.41, 606094443.00, 606094455.63, 606094468.14, 606094480.72, 606094493.00, 606094505.17, 606094517.35, 606094529.52, 606094541.79, 606094554.37, 606094566.95, 606094579.53, 606094592.16, 606094604.74, 606094616.99, 606094629.13, 606094641.72, 606094653.89, 606094666.19, 606094678.47, 606094690.75, 606094703.32, 606094715.57, 606094728.16, 606094740.40, 606094752.76, 606094765.34, 606094777.91, 606094790.49, 606094802.66, 606094815.31, 606094827.48, 606094839.76, 606094851.92, 606094864.51, 606094877.08, 606094889.27, 606094901.84, 606094914.51, 606094927.09, 606094939.27, 606094951.53, 606094964.10, 606094976.38, 606094988.93, 606095001.12, 606095013.29, 606095025.57, 606095038.16, 606095050.77, 606095063.33, 606095075.61, 606095088.19, 606095100.85, 606095113.43, 606095126.01, 606095138.59, 606095151.18, 606095163.76, 606095176.34, 606095189.03, 606095201.26, 606095213.84, 606095226.48, 606095239.16, 606095251.73, 606095263.86, 606095276.44, 606095289.03, 606095301.28, 606095313.84, 606095326.42, 606095339.01, 606095351.79, 606095364.37, 606095376.96, 606095389.16, 606095401.73, 606095414.32, 606095426.60, 606095439.17, 606095451.35, 606095463.93, 606095476.58, 606095488.75, 606095501.33, 606095513.92, 606095526.19, 606095538.76, 606095551.35, 606095563.92, 606095576.20, 606095588.28, 606095600.38, 606095612.48, 606095624.60, 606095636.70, 606095648.80, 606095660.96, 606095673.10, 606095685.20, 606095697.25, 606095709.41, 606095721.51, 606095733.62, 606095745.67, 606095757.77, 606095769.93, 606095781.98, 606095794.14, 606095806.33, 606095818.35, 606095830.40, 606095842.51, 606095854.68, 606095866.77, 606095879.09, 606095891.01, 606095903.19, 606095915.21, 606095927.31, 606095939.41, 606095951.46, 606095963.62, 606095975.72, 606095987.77, 606095999.87, 606096011.99, 606096024.09, 606096036.20, 606096048.30, 606096060.41, 606096072.51, 606096084.62, 606096096.72, 606096108.82, 606096120.93, 606096133.13, 606096145.73, 606096157.98, 606096170.56, 606096183.17, 606096195.75, 606096208.33, 606096221.01, 606096233.58, 606096246.19, 606096258.44, 606096270.70, 606096283.29, 606096295.56, 606096308.31, 606096320.46, 606096333.04, 606096345.62, 606096358.28, 606096370.87, 606096383.47, 606096395.84, 606096408.12, 606096420.28, 606096432.87, 606096445.08, 606096457.66, 606096470.07, 606096482.24, 606096494.82, 606096507.09, 606096519.22, 606096531.77, 606096543.95, 606096556.03, 606096568.12, 606096580.89, 606096592.99, 606096605.09, 606096617.66, 606096630.29, 606096642.39, 606096654.48, 606096666.58, 606096678.68, 606096690.78, 606096702.89, 606096715.00, 606096727.12, 606096739.23, 606096751.34, 606096763.46, 606096775.56, 606096787.66, 606096799.77, 606096811.87, 606096823.98, 606096836.08, 606096848.19, 606096860.29, 606096872.40, 606096884.50, 606096896.61, 606096908.71, 606096920.82, 606096932.99, 606096945.09, 606096957.19, 606096969.24, 606096981.35]
         values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
-    endTimestamp: 577556602.52
-triggers: 
-    times: [577537932.38]
-    values: [5]
+    - trialName: 2_SMP
+      leftReference: 
+        times: [606097989.50, 606098001.59, 606098013.75, 606098026.08, 606098038.30, 606098050.41, 606098062.69, 606098074.99, 606098087.38, 606098099.49, 606098111.59, 606098123.70, 606098135.99, 606098148.15, 606098160.20, 606098172.36, 606098184.46, 606098196.57, 606098208.67, 606098220.77, 606098232.88, 606098244.93, 606098257.52, 606098269.76, 606098282.01, 606098294.59, 606098306.77, 606098319.37, 606098331.56, 606098344.14, 606098356.90, 606098369.08, 606098381.65, 606098394.22, 606098406.78, 606098419.36, 606098431.95, 606098444.78, 606098457.05, 606098469.63, 606098482.20, 606098494.78, 606098506.93, 606098519.22, 606098531.56, 606098543.79, 606098556.08, 606098568.67, 606098581.26, 606098593.52, 606098605.70, 606098617.84, 606098630.42, 606098643.02, 606098655.28, 606098667.72, 606098679.86, 606098692.01, 606098704.16, 606098716.44, 606098729.01, 606098741.58, 606098753.83, 606098766.41, 606098778.68, 606098790.86, 606098803.44, 606098815.61, 606098827.79, 606098840.06, 606098852.64, 606098865.07, 606098877.65, 606098890.25, 606098902.34, 606098914.47, 606098926.57, 606098938.67, 606098950.77, 606098962.88, 606098974.99, 606098987.20, 606098999.26, 606099011.37, 606099023.47, 606099035.58, 606099047.76, 606099059.79, 606099071.89, 606099084.00, 606099096.11, 606099108.21, 606099120.32, 606099132.43, 606099144.54, 606099156.64, 606099168.74, 606099180.83, 606099192.93, 606099205.04, 606099217.14, 606099229.25, 606099241.36, 606099253.45, 606099265.56, 606099277.67, 606099289.77, 606099301.88, 606099313.98, 606099326.09, 606099338.19, 606099350.30, 606099362.40, 606099374.50, 606099386.61, 606099398.72, 606099410.82, 606099423.10, 606099435.38, 606099447.49, 606099459.69, 606099471.79, 606099484.01, 606099496.00, 606099508.10, 606099520.15, 606099532.32, 606099544.42, 606099556.53, 606099568.63, 606099580.74, 606099592.78, 606099604.89, 606099616.99, 606099629.09, 606099641.20, 606099653.81, 606099665.96, 606099678.05, 606099690.10, 606099702.41, 606099714.76, 606099727.04, 606099739.41, 606099751.51, 606099763.70, 606099776.09, 606099788.20, 606099800.30, 606099813.01, 606099825.52, 606099837.98, 606099850.49, 606099862.58, 606099874.63, 606099886.71, 606099898.77, 606099910.83, 606099922.90, 606099934.96, 606099947.04, 606099959.13, 606099971.41, 606099983.70, 606099995.79, 606100008.07, 606100020.34, 606100032.44, 606100044.53, 606100056.62, 606100068.72, 606100081.01, 606100093.10, 606100105.38, 606100117.52, 606100129.56, 606100141.65, 606100153.74, 606100165.84, 606100177.93, 606100190.02, 606100202.10, 606100214.16, 606100226.23, 606100238.29, 606100250.35, 606100262.41, 606100274.47, 606100286.57, 606100298.60, 606100310.68, 606100322.74, 606100334.83, 606100346.94, 606100359.09, 606100371.14, 606100383.18, 606100395.24, 606100407.31, 606100419.40, 606100431.48, 606100443.57, 606100455.63, 606100467.72, 606100479.80, 606100491.88, 606100503.96, 606100516.01, 606100528.07, 606100540.13, 606100552.20, 606100564.26, 606100576.32, 606100588.38, 606100600.44, 606100612.51, 606100624.56, 606100636.62, 606100648.68, 606100660.74, 606100672.80, 606100684.87, 606100696.92, 606100708.99, 606100721.05, 606100733.10, 606100745.17, 606100757.22, 606100769.29, 606100781.35, 606100793.41, 606100805.47, 606100817.53, 606100829.59, 606100841.66, 606100853.71, 606100865.77, 606100877.83, 606100889.89, 606100901.96, 606100914.02, 606100926.08, 606100938.14, 606100950.20, 606100962.26, 606100974.32, 606100986.38, 606100998.45, 606101010.52, 606101022.58, 606101034.65, 606101046.71, 606101058.78, 606101070.84, 606101082.92, 606101095.00, 606101107.06, 606101119.13, 606101131.20, 606101143.26, 606101155.33, 606101167.39, 606101179.48, 606101191.55, 606101203.61, 606101215.68, 606101227.75, 606101239.81, 606101251.88, 606101263.95, 606101276.01, 606101288.07, 606101300.14, 606101312.22, 606101324.29, 606101336.36, 606101348.42, 606101360.49, 606101372.55, 606101384.62, 606101396.68, 606101408.75, 606101420.81, 606101432.88, 606101444.94, 606101457.00, 606101469.07, 606101481.13, 606101493.20, 606101505.26, 606101517.33, 606101529.39, 606101541.46, 606101553.52, 606101565.57, 606101577.63, 606101589.70, 606101601.76, 606101613.83, 606101625.94, 606101638.03, 606101650.09, 606101662.16, 606101674.21, 606101686.27, 606101698.33, 606101710.39, 606101722.45, 606101734.51, 606101746.57, 606101758.63, 606101770.70, 606101782.76, 606101794.82, 606101806.88, 606101818.94, 606101831.00, 606101843.07, 606101855.17, 606101867.24, 606101879.34, 606101891.41, 606101903.48, 606101915.56, 606101927.63, 606101939.69, 606101951.76, 606101963.82, 606101975.88, 606101987.97, 606102000.03, 606102012.10, 606102024.16, 606102036.23, 606102048.29, 606102060.37, 606102072.45, 606102084.53, 606102096.61, 606102108.69, 606102120.77, 606102132.84, 606102144.92, 606102157.00, 606102169.08, 606102181.16, 606102193.23, 606102205.31, 606102217.39, 606102229.46, 606102241.54, 606102253.63, 606102265.70, 606102277.78, 606102289.86, 606102301.94, 606102314.01, 606102326.43, 606102339.02, 606102351.58, 606102364.21, 606102376.78, 606102389.35, 606102402.02, 606102414.19, 606102426.85, 606102439.43, 606102452.01, 606102464.57, 606102476.73, 606102489.00, 606102501.56, 606102514.03, 606102526.59, 606102539.17, 606102551.30, 606102563.47, 606102575.75, 606102588.02, 606102600.57, 606102613.21, 606102625.39, 606102637.95, 606102650.52, 606102663.10, 606102675.37, 606102687.94, 606102700.11, 606102712.68, 606102724.94, 606102737.19, 606102749.76, 606102762.00, 606102774.20, 606102786.76, 606102799.05, 606102811.21, 606102823.83, 606102836.37, 606102848.94, 606102861.20, 606102873.37, 606102885.93, 606102898.12, 606102910.77, 606102922.94, 606102935.54, 606102947.81, 606102960.00, 606102972.57, 606102984.84, 606102997.40, 606103010.00, 606103022.56, 606103035.12, 606103047.69, 606103059.97, 606103072.54, 606103085.11, 606103097.67, 606103110.25, 606103122.81, 606103135.38, 606103148.17, 606103160.44, 606103172.87, 606103185.43, 606103198.00, 606103210.56, 606103223.26, 606103235.82, 606103248.44, 606103260.69, 606103272.79, 606103285.38, 606103297.94, 606103310.55, 606103322.87, 606103335.44, 606103347.61, 606103359.73, 606103371.92, 606103384.28, 606103396.85, 606103409.42, 606103421.63, 606103434.21, 606103446.60, 606103459.17, 606103471.33, 606103483.46, 606103495.72, 606103507.96, 606103520.53, 606103532.80, 606103545.07, 606103557.26, 606103569.84, 606103582.40, 606103595.09, 606103607.36, 606103619.93, 606103632.72, 606103645.29, 606103657.53, 606103670.10, 606103682.45, 606103695.01, 606103707.21, 606103719.78, 606103732.36, 606103744.96, 606103757.33, 606103769.89, 606103782.08, 606103794.28, 606103806.48, 606103818.66, 606103830.82, 606103842.95, 606103855.57, 606103867.80, 606103880.35, 606103892.58, 606103904.74, 606103917.00, 606103929.27, 606103941.51, 606103953.78, 606103966.34, 606103978.43, 606103990.53, 606104002.63, 606104014.69, 606104026.77, 606104038.85, 606104051.27, 606104063.37, 606104075.45, 606104087.55, 606104099.71, 606104111.81, 606104123.94, 606104136.02, 606104148.12, 606104160.21, 606104172.26, 606104184.42, 606104196.52, 606104208.62, 606104220.72, 606104232.83, 606104244.97, 606104257.14, 606104269.13, 606104281.23, 606104293.33, 606104305.43, 606104317.53, 606104329.64, 606104341.74, 606104353.78, 606104365.94, 606104378.04, 606104390.09, 606104402.29, 606104414.87, 606104427.44, 606104439.60, 606104452.30, 606104464.87, 606104477.13, 606104489.54, 606104502.11, 606104514.37, 606104526.93, 606104539.50, 606104552.21, 606104564.78, 606104577.04, 606104589.62, 606104602.42, 606104615.07, 606104627.55, 606104639.71, 606104651.88, 606104664.13, 606104676.70, 606104689.26, 606104701.83, 606104714.40, 606104726.54, 606104739.12, 606104751.28, 606104763.44, 606104775.50, 606104787.65, 606104800.25, 606104812.43, 606104825.01, 606104837.26, 606104849.83, 606104862.40, 606104874.66, 606104887.29, 606104899.99, 606104912.25, 606104924.82, 606104937.39, 606104949.56, 606104961.75, 606104974.05, 606104986.61, 606104999.18, 606105011.32, 606105023.85, 606105036.44, 606105049.00, 606105061.69, 606105073.85, 606105086.43, 606105099.01, 606105111.17, 606105123.84, 606105136.40, 606105148.65, 606105160.80, 606105172.98, 606105185.41, 606105197.65, 606105209.81, 606105222.38, 606105234.62, 606105247.27, 606105259.74, 606105271.89, 606105284.12, 606105296.68, 606105308.85, 606105321.42, 606105333.99, 606105346.55, 606105359.11, 606105371.54, 606105383.62, 606105395.71, 606105407.80, 606105419.89, 606105431.96, 606105444.04, 606105456.10, 606105468.16, 606105480.24, 606105492.29, 606105504.35, 606105516.41, 606105528.47, 606105540.53, 606105552.60, 606105564.66, 606105576.72, 606105588.79, 606105600.85, 606105612.92, 606105624.99, 606105637.05, 606105649.11, 606105661.18, 606105673.24, 606105685.31, 606105697.37, 606105709.43, 606105721.50, 606105733.56, 606105745.63, 606105757.69, 606105769.75, 606105781.82, 606105793.90, 606105805.96, 606105818.03, 606105830.09, 606105842.15, 606105854.22, 606105866.28, 606105878.35, 606105890.41, 606105902.48, 606105914.54, 606105926.61, 606105938.67, 606105950.73, 606105962.80, 606105974.86, 606105987.15, 606105999.71, 606106012.28, 606106024.54, 606106037.20, 606106049.92, 606106062.52, 606106074.60, 606106086.70, 606106098.80, 606106110.90, 606106123.35, 606106135.45, 606106147.55, 606106159.66, 606106171.75, 606106183.83, 606106195.93, 606106208.04, 606106220.13, 606106232.23, 606106244.33, 606106256.41, 606106268.49, 606106280.55, 606106292.61, 606106304.70, 606106316.77, 606106328.83, 606106340.92, 606106352.99, 606106365.06, 606106377.12, 606106389.19, 606106401.25, 606106413.32, 606106425.38, 606106437.45, 606106449.55, 606106461.65, 606106473.75, 606106485.93, 606106498.02, 606106510.13, 606106522.23, 606106534.45, 606106546.68, 606106558.71, 606106571.15, 606106583.24, 606106595.52, 606106608.12, 606106620.74, 606106632.84, 606106644.94, 606106657.01, 606106669.07, 606106681.14, 606106693.20, 606106705.26, 606106717.33, 606106729.39, 606106741.45, 606106753.51, 606106765.57, 606106777.63, 606106789.70, 606106801.76, 606106813.84, 606106825.90, 606106837.97, 606106850.03, 606106862.10, 606106874.16, 606106886.24, 606106898.30, 606106910.40, 606106922.50, 606106934.76, 606106946.92, 606106959.02, 606106971.18, 606106983.23, 606106995.33, 606107007.37, 606107019.53, 606107031.57, 606107043.73, 606107055.83, 606107067.95, 606107080.11, 606107092.21, 606107104.33, 606107116.35, 606107128.45, 606107140.55, 606107152.75, 606107165.34, 606107177.97, 606107190.14, 606107202.70, 606107215.42, 606107228.08, 606107240.34, 606107252.90, 606107265.65, 606107278.22, 606107290.75, 606107302.87, 606107315.45, 606107328.01, 606107340.65, 606107352.89, 606107365.07, 606107377.63, 606107389.80, 606107402.04, 606107414.61, 606107426.88, 606107439.47, 606107452.03, 606107464.60, 606107476.77, 606107489.40, 606107501.96, 606107514.11, 606107526.68, 606107539.25, 606107551.55, 606107563.89, 606107576.05, 606107588.76, 606107601.33, 606107613.90, 606107626.46, 606107639.01, 606107651.17, 606107663.73, 606107676.30, 606107688.96, 606107701.52, 606107714.09, 606107726.35, 606107738.91, 606107751.47, 606107764.10, 606107776.37, 606107788.93, 606107801.49, 606107813.64, 606107826.19, 606107838.33, 606107850.84, 606107863.02, 606107875.16, 606107887.30, 606107899.52, 606107912.28, 606107924.85, 606107937.01, 606107949.59, 606107962.15, 606107974.42, 606107987.00, 606107999.55, 606108011.70, 606108024.27, 606108036.53, 606108049.09, 606108061.67, 606108073.94, 606108086.51, 606108099.09, 606108111.86, 606108123.98, 606108136.53, 606108149.08, 606108161.24, 606108173.38, 606108185.46, 606108197.57, 606108209.67, 606108221.74, 606108233.84, 606108245.95, 606108258.05, 606108270.15, 606108282.25, 606108294.35, 606108306.45, 606108318.55, 606108330.65, 606108342.75, 606108354.85, 606108366.95, 606108379.11, 606108391.21, 606108403.31, 606108415.41, 606108427.52, 606108439.62, 606108451.70, 606108463.80, 606108475.90, 606108488.00, 606108500.10, 606108512.20, 606108524.31, 606108536.41, 606108548.51, 606108560.61, 606108572.71, 606108584.81, 606108596.91, 606108609.02, 606108621.12, 606108633.22, 606108645.43, 606108657.67, 606108670.25, 606108682.51, 606108694.88, 606108707.15, 606108719.54, 606108732.33, 606108744.99, 606108757.15, 606108769.32, 606108781.49, 606108793.76, 606108806.46, 606108819.12, 606108831.27, 606108843.53, 606108855.65, 606108867.76, 606108880.30, 606108892.54, 606108904.99, 606108917.56, 606108929.70, 606108942.00, 606108954.16, 606108966.73, 606108978.99, 606108991.31, 606109003.45, 606109015.57, 606109027.85, 606109040.03, 606109052.18, 606109064.33, 606109076.59, 606109089.16, 606109101.67, 606109114.24, 606109126.80, 606109139.37, 606109151.93, 606109164.56, 606109177.13, 606109189.69, 606109202.26, 606109214.86, 606109227.43, 606109239.59, 606109252.16, 606109264.73, 606109277.35, 606109289.44, 606109301.92, 606109314.51, 606109326.78, 606109339.34, 606109351.83, 606109364.39, 606109376.76, 606109389.02, 606109401.64, 606109414.26, 606109426.82, 606109439.39, 606109451.95, 606109464.52, 606109476.90, 606109489.46, 606109502.02, 606109514.30, 606109526.82, 606109539.49, 606109552.05, 606109564.62, 606109577.18, 606109589.44, 606109602.00, 606109614.63, 606109627.20, 606109639.76, 606109652.33, 606109664.72, 606109677.28, 606109689.46, 606109702.02, 606109714.59, 606109727.16, 606109739.59, 606109752.15, 606109764.71, 606109776.98, 606109789.24, 606109801.48, 606109813.66, 606109826.45, 606109839.07, 606109851.53, 606109863.77, 606109876.31, 606109888.86, 606109901.41, 606109913.66, 606109925.85, 606109938.65, 606109950.91, 606109963.46, 606109975.63, 606109987.87, 606110000.44, 606110013.00, 606110025.59, 606110038.18, 606110050.76, 606110063.02, 606110075.57, 606110087.73, 606110100.30, 606110112.60, 606110125.16, 606110137.31, 606110149.88, 606110162.45, 606110175.02, 606110187.16, 606110199.54, 606110212.25, 606110224.82, 606110237.06, 606110249.63, 606110262.20, 606110274.33, 606110286.42, 606110298.52, 606110311.05, 606110323.49, 606110335.59, 606110347.67, 606110359.75, 606110371.84, 606110383.92, 606110396.02, 606110408.12, 606110420.22, 606110432.32, 606110444.43, 606110456.53, 606110468.63, 606110480.73, 606110493.21, 606110505.48, 606110517.77, 606110529.87, 606110542.25, 606110554.52, 606110566.62, 606110578.91, 606110591.02, 606110603.13, 606110615.22, 606110627.38, 606110639.46, 606110651.62, 606110663.67, 606110675.77, 606110687.87, 606110700.07, 606110712.35, 606110724.59, 606110737.15, 606110749.81, 606110762.37, 606110774.53, 606110786.71, 606110799.29, 606110811.80, 606110824.37, 606110836.97, 606110849.07, 606110861.16, 606110873.26, 606110885.36, 606110897.45, 606110909.55, 606110921.66, 606110933.80, 606110945.90, 606110958.00, 606110970.10, 606110982.20, 606110994.30, 606111006.40, 606111018.48, 606111030.59, 606111042.69, 606111054.79, 606111066.89, 606111079.00, 606111091.10, 606111103.20, 606111115.30, 606111127.40, 606111139.57, 606111152.16, 606111164.72, 606111177.29, 606111189.87, 606111202.41, 606111215.01, 606111227.19, 606111239.76, 606111252.32, 606111264.79, 606111277.35, 606111289.59, 606111302.07, 606111314.63, 606111327.20, 606111339.36, 606111351.53, 606111363.73, 606111376.29, 606111388.45, 606111401.05, 606111413.19, 606111425.29, 606111437.41, 606111449.52, 606111461.68, 606111473.80, 606111485.88, 606111497.95, 606111510.02, 606111522.10, 606111534.18, 606111546.25, 606111558.33, 606111570.40, 606111582.45, 606111594.51, 606111606.57, 606111618.63, 606111630.69, 606111642.76, 606111654.83, 606111666.90, 606111678.97, 606111691.03, 606111703.11, 606111715.19, 606111727.25, 606111739.31, 606111751.39, 606111763.46, 606111775.52, 606111787.58, 606111799.65, 606111811.71, 606111823.78, 606111835.84, 606111847.91, 606111859.97, 606111872.04, 606111884.12, 606111896.18, 606111908.24, 606111920.31, 606111932.38, 606111944.56, 606111956.65, 606111968.70, 606111980.80, 606111992.90, 606112005.05, 606112017.10, 606112029.41, 606112041.68, 606112054.31, 606112066.72, 606112079.03, 606112091.63, 606112104.19, 606112116.76, 606112129.03, 606112141.59, 606112154.17, 606112166.73, 606112179.30, 606112191.56, 606112203.73, 606112215.99, 606112228.65, 606112241.22, 606112253.79, 606112266.39, 606112278.62, 606112290.85, 606112303.43, 606112316.00, 606112328.57, 606112341.16, 606112353.72, 606112365.84, 606112377.94, 606112390.04, 606112402.14, 606112414.22, 606112426.35, 606112438.39, 606112450.52, 606112462.56, 606112474.68, 606112486.72, 606112498.85, 606112510.93, 606112523.16, 606112535.26, 606112547.35, 606112559.46, 606112571.56, 606112583.71, 606112595.76, 606112607.91, 606112619.97, 606112632.12, 606112644.21, 606112656.38, 606112668.48, 606112680.58, 606112692.68, 606112704.73, 606112716.83, 606112728.93, 606112741.08, 606112753.18, 606112765.29, 606112777.38, 606112789.49, 606112801.53, 606112813.69, 606112825.79, 606112837.89, 606112849.99, 606112862.09, 606112874.14, 606112886.40, 606112898.39, 606112910.44, 606112922.54, 606112934.64, 606112946.74, 606112958.84, 606112970.94, 606112983.12, 606112995.20, 606113007.25, 606113019.35, 606113031.45, 606113043.55, 606113055.65, 606113067.77, 606113079.89, 606113092.48, 606113105.05, 606113117.62, 606113130.19, 606113142.50, 606113154.75, 606113167.32, 606113179.92, 606113192.00, 606113204.10, 606113216.21, 606113228.32, 606113240.41, 606113252.51, 606113264.61, 606113276.71, 606113288.81, 606113300.91, 606113313.07, 606113325.11, 606113337.21, 606113349.38, 606113361.42, 606113373.52, 606113385.62, 606113397.73, 606113409.82, 606113421.97, 606113434.02, 606113446.12, 606113458.22, 606113470.36, 606113482.41, 606113494.51, 606113506.61, 606113518.71, 606113530.81, 606113542.91, 606113555.01, 606113567.12, 606113579.51, 606113592.07, 606113604.63, 606113617.31, 606113629.87, 606113642.44, 606113654.60, 606113667.16, 606113679.73, 606113692.29, 606113704.86, 606113717.42, 606113729.59, 606113742.16, 606113754.32, 606113766.96, 606113779.40, 606113791.96, 606113804.51, 606113816.78, 606113829.35, 606113841.92, 606113854.48, 606113867.06, 606113879.57, 606113891.83, 606113904.41, 606113916.61, 606113929.16, 606113941.44, 606113954.00, 606113966.57, 606113979.14, 606113991.41, 606114003.48, 606114015.74, 606114027.91, 606114040.08, 606114052.63, 606114065.19, 606114077.74, 606114089.90, 606114102.46, 606114115.02, 606114127.29, 606114139.84, 606114152.41, 606114164.97, 606114177.14, 606114189.69, 606114202.25, 606114214.80, 606114227.37, 606114239.93, 606114252.10, 606114264.25, 606114276.81, 606114289.38, 606114301.52, 606114314.09, 606114326.26, 606114338.83, 606114351.40, 606114363.56, 606114376.28, 606114388.53, 606114400.80, 606114413.36, 606114425.50, 606114437.59, 606114449.69, 606114461.84, 606114473.94, 606114486.11, 606114498.21, 606114510.36, 606114522.46, 606114534.56, 606114546.66, 606114559.04, 606114571.19, 606114583.35, 606114595.44, 606114607.49, 606114619.59, 606114631.75, 606114643.79, 606114655.95, 606114667.99, 606114680.15, 606114692.25, 606114704.35, 606114716.45, 606114728.50, 606114740.61, 606114752.68, 606114764.80, 606114776.95, 606114789.06, 606114801.37, 606114813.27, 606114825.38, 606114837.60, 606114849.53, 606114861.70, 606114873.79, 606114885.89, 606114898.01, 606114910.03, 606114922.14, 606114934.46, 606114946.35, 606114958.44, 606114970.54, 606114982.64, 606114994.74, 606115006.88, 606115018.92, 606115031.21, 606115043.13, 606115055.23, 606115067.31, 606115079.41, 606115091.51, 606115103.61, 606115115.77, 606115127.81, 606115139.91, 606115152.06, 606115164.11, 606115176.21, 606115188.32, 606115200.42, 606115212.52, 606115224.62, 606115236.72, 606115248.82, 606115260.92, 606115273.09, 606115285.18, 606115297.22, 606115309.32, 606115321.42, 606115333.52, 606115345.62, 606115357.72, 606115369.82, 606115381.92, 606115394.03, 606115406.18, 606115418.23, 606115430.33, 606115442.43, 606115454.53, 606115466.63, 606115478.73, 606115490.83, 606115502.93, 606115515.08, 606115527.14, 606115539.24, 606115551.32, 606115563.42, 606115575.52, 606115587.63, 606115599.73, 606115611.83]
+        values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
+    - trialName: 3_SMP
+      leftReference: 
+        times: [606116616.00, 606116628.07, 606116640.14, 606116652.22, 606116664.32, 606116676.42, 606116688.51, 606116700.60, 606116712.70, 606116724.80, 606116736.90, 606116749.00, 606116761.10, 606116773.20, 606116785.30, 606116797.40, 606116809.50, 606116821.61, 606116833.71, 606116845.81, 606116857.91, 606116870.01, 606116882.11, 606116894.21, 606116906.31, 606116918.41, 606116930.70, 606116942.97, 606116955.10, 606116967.20, 606116979.29, 606116991.39, 606117003.49, 606117015.59, 606117027.69, 606117039.97, 606117052.14, 606117064.25, 606117076.35, 606117088.73, 606117100.81, 606117112.67, 606117124.77, 606117136.88, 606117148.99, 606117161.21, 606117173.26, 606117186.03, 606117198.58, 606117210.85, 606117223.42, 606117235.58, 606117248.25, 606117260.90, 606117273.47, 606117285.62, 606117298.20, 606117310.43, 606117322.99, 606117335.53, 606117347.71, 606117360.29, 606117372.86, 606117385.51, 606117397.89, 606117410.13, 606117422.27, 606117435.00, 606117447.63, 606117460.20, 606117472.77, 606117485.34, 606117497.91, 606117510.18, 606117522.78, 606117535.34, 606117547.90, 606117560.48, 606117573.05, 606117585.61, 606117598.18, 606117610.73, 606117622.91, 606117635.47, 606117648.04, 606117660.61, 606117673.18, 606117685.75, 606117698.32, 606117710.88, 606117723.45, 606117736.02, 606117748.58, 606117761.24, 606117773.40, 606117785.96, 606117798.13, 606117810.67, 606117822.85, 606117835.41, 606117847.98, 606117860.55, 606117873.12, 606117885.29, 606117897.87, 606117910.52, 606117922.69, 606117935.26, 606117947.83, 606117960.40, 606117972.57, 606117984.71, 606117996.96, 606118009.05, 606118021.15, 606118033.25, 606118045.35, 606118057.45, 606118069.55, 606118081.65, 606118093.75, 606118105.85, 606118118.05, 606118130.63, 606118143.19, 606118155.75, 606118168.52, 606118181.08, 606118193.87, 606118206.44, 606118219.11, 606118231.26, 606118243.52, 606118256.18, 606118268.42, 606118280.99, 606118293.55, 606118306.12, 606118318.69, 606118331.32, 606118343.89, 606118356.46, 606118368.75, 606118381.00, 606118393.56, 606118406.13, 606118418.32, 606118430.89, 606118443.54, 606118456.22, 606118468.79, 606118481.36, 606118493.93, 606118506.49, 606118518.81, 606118531.11, 606118543.74, 606118556.31, 606118568.87, 606118581.44, 606118594.01, 606118606.57, 606118619.14, 606118631.55, 606118643.80, 606118655.94, 606118668.03, 606118680.13, 606118692.23, 606118704.33, 606118716.43, 606118728.59, 606118740.69, 606118752.75, 606118764.90, 606118777.00, 606118789.10, 606118801.15, 606118813.30, 606118825.40, 606118837.58, 606118849.55, 606118861.70, 606118873.80, 606118885.91, 606118898.05, 606118910.23, 606118922.31, 606118934.35, 606118946.45, 606118958.61, 606118970.71, 606118982.81, 606118994.85, 606119006.93, 606119019.09, 606119031.28, 606119043.37, 606119055.44, 606119067.52, 606119079.60, 606119091.70, 606119103.80, 606119115.90, 606119128.17, 606119140.27, 606119152.56, 606119164.83, 606119177.10, 606119189.20, 606119201.30, 606119213.40, 606119225.56, 606119237.65, 606119249.70, 606119262.43, 606119274.67, 606119287.34, 606119299.91, 606119312.48, 606119324.74, 606119337.32, 606119349.88, 606119362.00, 606119374.26, 606119386.83, 606119399.42, 606119411.98, 606119424.25, 606119436.81, 606119448.97, 606119461.13, 606119473.40, 606119485.97, 606119498.23, 606119510.56, 606119523.05, 606119535.65, 606119548.21, 606119560.78, 606119573.35, 606119585.60, 606119597.77, 606119610.33, 606119622.89, 606119635.08, 606119647.54, 606119659.68, 606119671.91, 606119684.47, 606119697.04, 606119709.60, 606119722.18, 606119734.36, 606119747.05, 606119759.62, 606119772.18, 606119784.89, 606119797.46, 606119810.02, 606119822.19, 606119834.75, 606119847.31, 606119859.54, 606119872.27, 606119884.43, 606119897.00, 606119909.57, 606119922.14, 606119934.71, 606119947.27, 606119959.54, 606119972.10, 606119984.66, 606119996.88, 606120008.99, 606120021.10, 606120033.22, 606120045.32, 606120057.40, 606120069.50, 606120081.60, 606120093.70, 606120105.80, 606120117.91, 606120130.00, 606120142.10, 606120154.21, 606120166.31, 606120178.41, 606120190.51, 606120202.64, 606120214.74, 606120226.84, 606120238.94, 606120251.21, 606120263.49, 606120275.67, 606120287.77, 606120299.78, 606120311.88, 606120323.98, 606120336.08, 606120348.64, 606120361.21, 606120373.75, 606120385.84, 606120397.93, 606120410.03, 606120422.14, 606120434.24, 606120446.34, 606120458.45, 606120470.54, 606120482.64, 606120494.74, 606120506.84, 606120518.94, 606120531.04, 606120543.14, 606120555.24, 606120567.34, 606120579.44, 606120591.54, 606120603.64, 606120615.74, 606120628.36, 606120641.13, 606120653.45, 606120666.17, 606120678.82, 606120691.44, 606120703.70, 606120716.25, 606120728.91, 606120741.11, 606120753.68, 606120765.77, 606120777.86, 606120790.03, 606120802.06, 606120814.21, 606120826.32, 606120838.41, 606120850.47, 606120862.62, 606120874.72, 606120886.76, 606120898.92, 606120911.02, 606120923.12, 606120935.16, 606120947.32, 606120959.50, 606120971.60, 606120983.70, 606120995.86, 606121007.88, 606121019.98, 606121032.08, 606121044.18, 606121056.28, 606121068.38, 606121080.48, 606121092.63, 606121104.74, 606121116.83, 606121128.93, 606121141.04, 606121153.08, 606121165.23, 606121177.33, 606121189.44, 606121201.53, 606121213.63, 606121225.73, 606121237.95, 606121250.10, 606121262.21, 606121274.71, 606121287.25, 606121299.45, 606121312.03, 606121324.71, 606121336.96, 606121349.51, 606121362.11, 606121374.74, 606121387.31, 606121399.86, 606121412.41, 606121424.82, 606121437.37, 606121449.92, 606121462.46, 606121474.62, 606121487.17, 606121499.95, 606121512.03, 606121524.16, 606121536.30, 606121548.38, 606121560.46, 606121572.52, 606121584.59, 606121596.65, 606121608.71, 606121620.78, 606121632.84, 606121644.90, 606121656.96, 606121669.05, 606121681.11, 606121693.17, 606121705.23, 606121717.29, 606121729.36, 606121741.42, 606121753.51, 606121765.58, 606121777.64, 606121789.71, 606121801.77, 606121813.84, 606121825.90, 606121837.97, 606121850.03, 606121862.09, 606121874.16, 606121886.22, 606121898.45, 606121910.39, 606121922.41, 606121934.66, 606121946.54, 606121958.64, 606121970.74, 606121982.84, 606121995.10, 606122007.20, 606122019.26, 606122031.36, 606122043.65, 606122055.73, 606122067.81, 606122079.90, 606122092.00, 606122104.10, 606122116.20, 606122128.30, 606122140.40, 606122152.50, 606122164.60, 606122177.35, 606122189.49, 606122201.76, 606122214.46, 606122227.01, 606122239.55, 606122251.72, 606122263.98, 606122276.57, 606122289.14, 606122301.71, 606122314.28, 606122326.62, 606122338.88, 606122351.46, 606122364.06, 606122376.63, 606122389.32, 606122401.48, 606122414.14, 606122426.71, 606122439.03, 606122451.21, 606122463.54, 606122475.84, 606122488.00, 606122500.57, 606122512.75, 606122525.36, 606122537.93, 606122550.25, 606122562.81, 606122575.46, 606122588.02, 606122600.59, 606122613.17, 606122625.33, 606122637.89, 606122650.15, 606122662.37, 606122674.94, 606122687.51, 606122699.76, 606122712.41, 606122724.98, 606122737.55, 606122750.11, 606122762.27, 606122774.84, 606122787.01, 606122799.57, 606122812.20, 606122824.43, 606122836.96, 606122849.63, 606122861.71, 606122873.81, 606122885.91, 606122898.35, 606122910.50, 606122922.91, 606122935.01, 606122947.19, 606122959.34, 606122971.37, 606122983.53, 606122995.62, 606123007.64, 606123019.73, 606123031.82, 606123043.93, 606123056.03, 606123068.11, 606123080.19, 606123092.28, 606123104.38, 606123116.48, 606123128.66, 606123140.74, 606123152.84, 606123164.93, 606123177.03, 606123189.14, 606123201.16, 606123213.32, 606123225.42, 606123237.52, 606123249.62, 606123261.72, 606123273.82, 606123285.86, 606123297.96, 606123310.12, 606123322.34, 606123334.42, 606123347.03, 606123359.61, 606123371.77, 606123384.33, 606123396.89, 606123409.09, 606123421.27, 606123433.84, 606123446.01, 606123458.17, 606123470.73, 606123483.31, 606123495.95, 606123508.19, 606123520.75, 606123533.32, 606123545.82, 606123558.37, 606123570.94, 606123583.51, 606123595.99, 606123608.24, 606123620.81, 606123633.48, 606123646.04, 606123658.23, 606123670.75, 606123683.31, 606123695.88, 606123707.99, 606123720.64, 606123733.21, 606123745.95, 606123758.52, 606123771.10, 606123783.87, 606123796.03, 606123808.50, 606123821.15, 606123833.41, 606123845.98, 606123858.55, 606123871.12, 606123883.53, 606123895.79, 606123907.92, 606123920.48, 606123933.06, 606123945.32, 606123958.07, 606123970.64, 606123983.20, 606123995.84, 606124007.90, 606124020.00, 606124032.10, 606124044.71, 606124057.29, 606124069.44, 606124081.52, 606124093.72, 606124106.38, 606124118.62, 606124130.88, 606124143.46, 606124155.71, 606124168.36, 606124180.50, 606124193.05, 606124205.31, 606124217.88, 606124230.44, 606124243.02, 606124255.67, 606124267.83, 606124280.37, 606124292.94, 606124305.50, 606124318.07, 606124330.64, 606124342.83, 606124355.00, 606124367.55, 606124380.10, 606124392.66, 606124405.22, 606124417.81, 606124430.38, 606124442.64, 606124454.81, 606124467.38, 606124479.55, 606124491.90, 606124504.05, 606124516.23, 606124528.38, 606124540.64, 606124553.23, 606124565.80, 606124578.37, 606124590.64, 606124603.32, 606124615.88, 606124628.45, 606124640.66, 606124653.09, 606124665.84, 606124677.96, 606124690.53, 606124703.10, 606124715.55, 606124727.79, 606124740.35, 606124752.91, 606124765.47, 606124778.03, 606124790.70, 606124803.26, 606124815.55, 606124828.26, 606124840.66, 606124853.23, 606124865.39, 606124877.55, 606124890.12, 606124902.68, 606124914.96, 606124927.52, 606124940.08, 606124952.21, 606124964.30, 606124976.40, 606124988.50, 606125000.60, 606125012.75, 606125024.74, 606125037.33, 606125048.99, 606125061.15, 606125073.25, 606125085.70, 606125097.87, 606125110.18, 606125122.06, 606125134.15, 606125146.25, 606125158.35, 606125170.56, 606125182.50, 606125194.65, 606125206.75, 606125218.85, 606125230.95, 606125243.05, 606125255.15, 606125267.27, 606125279.35, 606125291.39, 606125303.55, 606125315.68, 606125327.79, 606125339.83, 606125352.00, 606125364.13, 606125376.83, 606125389.39, 606125401.95, 606125414.52, 606125427.29, 606125439.54, 606125451.80, 606125464.37, 606125476.64, 606125489.20, 606125501.77, 606125514.37, 606125526.60, 606125539.17, 606125551.53, 606125564.18, 606125576.27, 606125588.37, 606125600.55, 606125612.66, 606125624.76, 606125636.85, 606125648.94, 606125661.04, 606125673.14, 606125685.26, 606125697.38, 606125709.49, 606125721.63, 606125733.72, 606125745.88, 606125758.01, 606125770.10, 606125782.21, 606125794.32, 606125806.47, 606125818.58, 606125830.67, 606125842.77, 606125854.87, 606125866.97, 606125879.12, 606125891.17, 606125903.27, 606125915.37, 606125927.47, 606125939.57, 606125951.65, 606125963.75, 606125975.83, 606125987.94, 606126000.04, 606126012.14, 606126024.24, 606126036.34, 606126048.44, 606126060.54, 606126072.64, 606126084.74, 606126096.84, 606126109.05, 606126121.02, 606126133.12, 606126145.22, 606126157.32, 606126169.42, 606126181.52, 606126193.62, 606126205.72, 606126217.82, 606126230.00, 606126242.50, 606126255.08, 606126267.64, 606126279.90, 606126292.16, 606126304.72, 606126317.29, 606126329.86, 606126342.43, 606126354.59, 606126367.16, 606126379.75, 606126391.96, 606126404.53, 606126417.10, 606126429.35, 606126441.96, 606126454.12, 606126466.68, 606126478.93, 606126491.49, 606126504.06, 606126516.63, 606126528.85, 606126541.02, 606126553.13, 606126565.20, 606126577.28, 606126589.73, 606126601.56, 606126613.95, 606126625.77, 606126638.31, 606126650.44, 606126662.50, 606126674.61, 606126686.71, 606126698.81, 606126710.91, 606126723.03, 606126735.13, 606126747.24, 606126759.34, 606126771.45, 606126783.55, 606126795.66, 606126807.76, 606126819.84, 606126831.95, 606126844.27, 606126856.55, 606126868.83, 606126880.93, 606126893.23, 606126905.39, 606126917.50, 606126929.54, 606126941.71, 606126953.81, 606126965.91, 606126978.02, 606126990.12, 606127002.25, 606127014.49, 606127026.58, 606127038.57, 606127050.80, 606127062.90, 606127075.36, 606127087.46, 606127099.55, 606127111.65, 606127123.75, 606127135.85, 606127147.95, 606127160.05, 606127172.15, 606127184.25, 606127196.34, 606127208.44, 606127220.54, 606127232.64, 606127244.74, 606127256.84, 606127268.95, 606127281.11, 606127293.22, 606127305.32, 606127317.45, 606127329.48, 606127341.64, 606127353.75, 606127365.85, 606127377.95, 606127390.00, 606127402.10, 606127414.20, 606127426.30, 606127438.81, 606127450.96, 606127463.52, 606127476.30, 606127488.85, 606127501.39, 606127513.93, 606127526.47, 606127538.71, 606127551.25, 606127563.57, 606127576.11, 606127588.65, 606127601.20, 606127613.47, 606127625.63, 606127638.18, 606127650.72, 606127663.27, 606127675.52, 606127688.30, 606127700.84, 606127713.38, 606127725.92, 606127738.48, 606127751.07, 606127763.63, 606127776.19, 606127788.44, 606127801.00, 606127813.16, 606127825.42, 606127837.48, 606127849.58, 606127861.68, 606127873.79, 606127885.89, 606127897.98, 606127910.07, 606127922.17, 606127934.27, 606127946.37, 606127958.48, 606127970.58, 606127982.68, 606127994.78, 606128006.89, 606128018.98, 606128031.11, 606128043.21, 606128055.31, 606128067.41, 606128079.51, 606128091.62, 606128103.71, 606128115.81, 606128127.91, 606128140.02, 606128152.11, 606128164.21, 606128176.31, 606128188.41, 606128200.51, 606128212.61, 606128224.71, 606128236.81, 606128248.91, 606128261.01, 606128273.17, 606128285.36, 606128297.95, 606128310.18, 606128322.75, 606128335.01, 606128347.58, 606128360.15, 606128372.73, 606128385.50, 606128398.06, 606128410.63, 606128423.20, 606128435.46, 606128448.03, 606128460.15, 606128472.76, 606128485.33, 606128497.90, 606128510.47, 606128523.05, 606128535.61, 606128548.17, 606128560.44, 606128573.00, 606128585.26, 606128597.82, 606128610.37, 606128623.03, 606128635.41, 606128648.09, 606128660.24, 606128672.81, 606128685.37, 606128697.62, 606128709.88, 606128722.60, 606128735.25, 606128747.54, 606128759.79, 606128772.35, 606128784.92, 606128797.38, 606128809.64, 606128822.20, 606128834.65, 606128846.92, 606128859.18, 606128871.74, 606128883.98, 606128896.57, 606128909.12, 606128921.69, 606128933.93, 606128946.49, 606128959.07, 606128971.56, 606128983.82, 606128996.43, 606129008.62, 606129020.84, 606129033.08, 606129045.30, 606129057.92, 606129070.44, 606129083.01, 606129095.54, 606129108.34, 606129120.99, 606129133.70, 606129145.90, 606129157.93, 606129170.03, 606129182.13, 606129194.28, 606129206.89, 606129219.00, 606129231.17, 606129243.25, 606129255.33, 606129267.49, 606129279.51, 606129291.68, 606129303.78, 606129315.87, 606129327.99, 606129340.15, 606129352.24, 606129364.35, 606129376.46, 606129388.56, 606129400.66, 606129412.76, 606129424.86, 606129436.90, 606129449.06, 606129461.10, 606129473.20, 606129485.30, 606129497.40, 606129509.50, 606129521.60, 606129533.70, 606129546.31, 606129558.57, 606129571.14, 606129583.71, 606129596.38, 606129608.93, 606129621.49, 606129634.06, 606129646.62, 606129659.18, 606129671.74, 606129684.32, 606129696.48, 606129708.62, 606129720.69, 606129732.77, 606129744.92, 606129756.97, 606129769.07, 606129781.17, 606129793.27, 606129805.37, 606129817.47, 606129829.57, 606129841.67, 606129853.77, 606129866.41, 606129878.55, 606129890.92, 606129903.50, 606129916.27, 606129928.41, 606129940.92, 606129953.08, 606129965.64, 606129978.21, 606129990.37, 606130002.93, 606130015.50, 606130027.99, 606130040.58, 606130053.15, 606130065.52, 606130078.07, 606130090.64, 606130103.25, 606130115.31, 606130127.92, 606130140.48, 606130153.05, 606130165.21, 606130177.37, 606130189.53, 606130201.71, 606130214.43, 606130226.63, 606130239.18, 606130251.44, 606130263.57, 606130276.20, 606130288.36, 606130300.92, 606130313.47, 606130326.04, 606130338.60, 606130351.16, 606130363.28, 606130375.39, 606130387.46, 606130399.74, 606130411.90, 606130424.06, 606130436.62, 606130449.17, 606130461.43, 606130473.99, 606130486.62, 606130499.18, 606130511.54, 606130524.34, 606130536.91, 606130549.48, 606130561.62, 606130574.18, 606130586.78, 606130599.33, 606130611.87, 606130624.25, 606130636.90, 606130649.46, 606130662.02, 606130674.27, 606130686.85, 606130699.42, 606130711.59, 606130723.71, 606130736.24, 606130748.79, 606130761.35, 606130773.92, 606130786.47, 606130798.63, 606130810.79, 606130822.96, 606130835.52, 606130847.78, 606130860.34, 606130872.90, 606130885.46, 606130897.96, 606130910.52, 606130922.78, 606130935.34, 606130947.50, 606130960.05, 606130972.63, 606130985.33, 606130997.49, 606131009.69, 606131021.97, 606131034.15, 606131046.70, 606131058.96, 606131071.50, 606131083.67, 606131096.30, 606131108.85, 606131121.40, 606131134.15, 606131146.70, 606131158.96, 606131171.51, 606131183.67, 606131196.23, 606131208.79, 606131221.35, 606131233.51, 606131245.65, 606131257.73, 606131269.83, 606131281.99, 606131294.09, 606131306.19, 606131318.23, 606131330.33, 606131342.49, 606131354.59, 606131366.83, 606131378.73, 606131390.89, 606131403.00, 606131415.09, 606131427.20, 606131439.29, 606131451.39, 606131463.50, 606131475.59, 606131487.70, 606131499.74, 606131511.84, 606131523.94, 606131536.10, 606131548.78, 606131561.23, 606131573.31, 606131585.40, 606131597.48, 606131609.56, 606131621.66, 606131633.76, 606131645.85, 606131657.94, 606131670.05, 606131682.15, 606131694.25, 606131706.35, 606131718.46, 606131730.57, 606131742.67, 606131754.77, 606131766.87, 606131778.97, 606131791.07, 606131803.17, 606131815.25, 606131827.35, 606131839.45, 606131851.55, 606131863.65, 606131875.75, 606131887.91, 606131899.95, 606131912.05, 606131924.20, 606131936.31, 606131948.35, 606131960.45, 606131972.55, 606131985.13, 606131997.88, 606132010.04, 606132022.20, 606132034.75, 606132047.32, 606132059.89, 606132072.45, 606132085.01, 606132097.17, 606132109.74, 606132122.29, 606132134.86, 606132147.41, 606132159.98, 606132172.65, 606132185.20, 606132197.37, 606132209.61, 606132222.15, 606132234.69, 606132246.85, 606132259.09, 606132271.63, 606132283.75, 606132296.27, 606132308.81, 606132321.07, 606132333.61, 606132346.15, 606132358.68, 606132371.22, 606132383.79, 606132396.41, 606132408.66, 606132421.31, 606132433.88, 606132446.11, 606132458.74, 606132471.28, 606132483.45, 606132496.02, 606132508.24, 606132520.43, 606132532.62, 606132544.80, 606132557.03, 606132569.30, 606132581.86, 606132594.42, 606132606.67, 606132619.24, 606132631.49, 606132644.10, 606132656.27, 606132668.83, 606132681.39, 606132693.65, 606132705.81, 606132718.37, 606132730.60, 606132743.37, 606132755.95, 606132768.51, 606132780.77, 606132792.92, 606132805.48, 606132818.07, 606132830.62, 606132843.18, 606132855.79, 606132868.34, 606132880.92, 606132893.48, 606132906.06, 606132918.62, 606132930.85, 606132943.41, 606132955.98, 606132968.55, 606132981.12, 606132993.28, 606133006.06, 606133018.87, 606133031.49, 606133044.06, 606133056.63, 606133069.18, 606133081.75, 606133094.32, 606133106.89, 606133119.44, 606133131.67, 606133143.93, 606133156.11, 606133168.41, 606133180.97, 606133193.54, 606133206.10, 606133218.26, 606133230.86, 606133243.42, 606133255.58, 606133268.23, 606133280.80, 606133292.99, 606133305.56, 606133318.13, 606133330.68, 606133342.82, 606133354.90, 606133367.35, 606133379.18, 606133391.64, 606133403.74, 606133415.84, 606133427.94, 606133440.04, 606133452.14, 606133464.30, 606133476.40, 606133488.44, 606133500.60, 606133512.70, 606133524.87, 606133536.97, 606133549.13, 606133561.23, 606133573.33, 606133585.44, 606133597.53, 606133609.63, 606133621.75, 606133633.78, 606133645.93, 606133658.03, 606133670.08, 606133682.18, 606133694.38, 606133706.95, 606133719.45, 606133731.69, 606133744.51, 606133757.07, 606133769.63, 606133782.14, 606133794.70, 606133807.26, 606133819.55, 606133832.11, 606133844.67, 606133857.14, 606133869.70, 606133882.18, 606133894.75, 606133907.32, 606133919.87, 606133932.42, 606133944.99, 606133957.55, 606133970.11, 606133982.67, 606133995.34, 606134007.91, 606134020.47, 606134032.63, 606134045.21, 606134057.77, 606134070.46, 606134083.05, 606134095.63, 606134108.20, 606134120.77, 606134133.34, 606134145.50, 606134158.06, 606134170.66, 606134183.21, 606134195.71, 606134208.26, 606134220.80, 606134232.96, 606134245.11, 606134257.68, 606134270.25, 606134282.87, 606134295.50, 606134307.76, 606134320.42, 606134332.68]
+        values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
+    - trialName: 4_LRN
diff --git a/src/main/java/com/github/neuralabc/spft/task/Trial.java b/src/main/java/com/github/neuralabc/spft/task/Trial.java
index 717d99b..9b8bb12 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Trial.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Trial.java
@@ -48,10 +48,9 @@ public Trial(TrialConfig config, Map<String, SequenceConfig> sequencesPool, Trig
 
     public void run(ExperimentFrame.Binding binding, Path outputFile) throws InterruptedException, IOException {
         LOG.info("\t\tStarting trial '{}'", config.getName());
-        LOG.info("\t\t\tPresentation frequency: '{}' Hz", sequence.getFrequency());
-        LOG.info("\t\t\tExpected | Actual ISI: '{} | {}' ms", 1000f/sequence.getFrequency(),Math.round(1000f/sequence.getFrequency()));
+        LOG.info("\t\t\tPresentation frequency: {} ms/value, {} Hz", sequence.getFrequency(), String.format("%.2f",1f/sequence.getFrequency()*1000));
         
-        int delay = Math.round(1000f / sequence.getFrequency());
+        int delay = sequence.getFrequency();
         Presentation presentation = new Presentation(binding);
         Timer timer = new Timer(delay, presentation);
         timer.setInitialDelay(0);

From e428793feaad9bf301f0ece8431e634d68dedd1e Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Thu, 15 Sep 2022 11:29:54 -0400
Subject: [PATCH 26/49] sub-version bump for change to config usage

---
 pom.xml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pom.xml b/pom.xml
index 0652be0..9e64ed7 100644
--- a/pom.xml
+++ b/pom.xml
@@ -6,7 +6,7 @@
 
     <groupId>com.github.neuralabc.spft</groupId>
     <artifactId>spft</artifactId>
-    <version>1.2-SNAPSHOT</version>
+    <version>1.3-SNAPSHOT</version>
     <name>Sequence Pinch Force Task</name>
     <description>A Java implementation of a Sequence Pinch Force task, with ability to trigger to external serial device</description>
 

From d308494de03d1ecd24ca753f9b14c5bc193dfb7d Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Thu, 15 Sep 2022 17:00:01 -0400
Subject: [PATCH 27/49] working with DTW

---
 .gitignore                            |   1 +
 spft/2022_09_DTW_test.ipynb           | 504 ++++++++++++++++++
 spft/ComputingBxMetrics_testing.ipynb | 722 +++++++++++++++++++++++++-
 spft/__pycache__/spft.cpython-39.pyc  | Bin 7336 -> 7336 bytes
 4 files changed, 1200 insertions(+), 27 deletions(-)
 create mode 100644 spft/2022_09_DTW_test.ipynb

diff --git a/.gitignore b/.gitignore
index 7676f7f..7ec04ab 100644
--- a/.gitignore
+++ b/.gitignore
@@ -72,3 +72,4 @@ spft/__pycache__/spft.cpython-39.pyc
 spft/__pycache__/spft.cpython-39.pyc
 spft/testing/output/*.yml
 .ipynb_checkpoints*
+spft/__pycache__/spft.cpython-39.pyc
diff --git a/spft/2022_09_DTW_test.ipynb b/spft/2022_09_DTW_test.ipynb
new file mode 100644
index 0000000..f5c47f3
--- /dev/null
+++ b/spft/2022_09_DTW_test.ipynb
@@ -0,0 +1,504 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Populating the interactive namespace from numpy and matplotlib\n"
+     ]
+    }
+   ],
+   "source": [
+    "from dtw import *\n",
+    "import spft as spft\n",
+    "from os.path import join\n",
+    "%pylab inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "##\n",
+    "## Copyright (c) 2006-2019 of Toni Giorgino\n",
+    "##\n",
+    "## This file is part of the DTW package.\n",
+    "##\n",
+    "## DTW is free software: you can redistribute it and/or modify it\n",
+    "## under the terms of the GNU General Public License as published by\n",
+    "## the Free Software Foundation, either version 3 of the License, or\n",
+    "## (at your option) any later version.\n",
+    "##\n",
+    "## DTW is distributed in the hope that it will be useful, but WITHOUT\n",
+    "## ANY WARRANTY; without even the implied warranty of MERCHANTABILITY\n",
+    "## or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General Public\n",
+    "## License for more details.\n",
+    "##\n",
+    "## You should have received a copy of the GNU General Public License\n",
+    "## along with DTW.  If not, see <http://www.gnu.org/licenses/>.\n",
+    "##\n",
+    "\n",
+    "\"\"\"Warp one timeseries into the other\"\"\"\n",
+    "\n",
+    "import numpy\n",
+    "import scipy.interpolate \n",
+    "\n",
+    "\n",
+    "# Ties in x are removed and their y mean is used\n",
+    "def _solveTies(x,y):\n",
+    "    n = numpy.bincount(x)\n",
+    "    s = numpy.bincount(x,y)\n",
+    "    return numpy.arange(len(n)), s/n\n",
+    "\n",
+    "# Should mimic R's stats::approx as closely as possible\n",
+    "def _interp(x, y):\n",
+    "    xt, yt = _solveTies(x,y)\n",
+    "    return scipy.interpolate.interp1d(xt, yt)\n",
+    "    \n",
+    "\n",
+    "def warp2(d, index_reference=False):\n",
+    "    # IMPORT_RDOCSTRING warp\n",
+    "    \"\"\"Apply a warping to a given timeseries\n",
+    "Returns the indexing required to apply the optimal warping curve to a\n",
+    "given timeseries (warps either into a query or into a reference).\n",
+    "**Details**\n",
+    "The warping is returned as a set of indices, which can be used to\n",
+    "subscript the timeseries to be warped (or rows in a matrix, if one wants\n",
+    "to warp a multivariate time series). In other words, ``warp`` converts\n",
+    "the warping curve, or its inverse, into a function in the explicit form.\n",
+    "Multiple indices that would be mapped to a single point are averaged,\n",
+    "with a warning. Gaps in the index sequence are filled by linear\n",
+    "interpolation.\n",
+    "Parameters\n",
+    "----------\n",
+    "d : \n",
+    "    `dtw` object specifying the warping curve to apply\n",
+    "index_reference : \n",
+    "    `True` to warp a reference, `False` to warp a query\n",
+    "Returns\n",
+    "-------\n",
+    "A list of indices to subscript the timeseries.\n",
+    "Examples\n",
+    "--------\n",
+    ">>> from dtw import *\n",
+    ">>> import numpy as np\n",
+    "Default test data\n",
+    ">>> (query, reference) = dtw_test_data.sin_cos()\n",
+    ">>> alignment = dtw(query,reference);\n",
+    ">>> wq = warp(alignment,index_reference=False)\n",
+    ">>> wt = warp(alignment,index_reference=True)\n",
+    ">>> import matplotlib.pyplot as plt;\t\t# doctest: +SKIP\n",
+    "... plt.plot(reference);\n",
+    "... plt.plot(query[wq]); \n",
+    "... plt.gca().set_title(\"Warping query\")\n",
+    ">>> import matplotlib.pyplot as plt;\t\t# doctest: +SKIP\n",
+    "... plt.plot(query);\n",
+    "... plt.plot(reference[wt]); \n",
+    "... plt.gca().set_title(\"Warping reference\")\n",
+    "Asymmetric step makes it \"natural\" to warp\n",
+    "the reference, because every query index has\n",
+    "exactly one image (q->t is a function)\n",
+    ">>> alignment = dtw(query,reference,step_pattern=asymmetric)\n",
+    ">>> wt = warp(alignment,index_reference=True);\n",
+    ">>> plt.plot(query, \"b-\")               \t# doctest: +SKIP\n",
+    "... plt.plot(reference[wt], \"ok\", facecolors='none')\n",
+    "\"\"\"\n",
+    "    # ENDIMPORT\n",
+    "    if not index_reference:\n",
+    "        iset = d.index1\n",
+    "        jset = d.index2\n",
+    "    else:\n",
+    "        iset = d.index2\n",
+    "        jset = d.index1\n",
+    "\n",
+    "    jmax = numpy.max(jset+1)\n",
+    "\n",
+    "    # Scipy interp1d is buggy. it does not deal with leading\n",
+    "    # duplicated values of x. It returns different values\n",
+    "    # depending on the dtypes of arguments.\n",
+    "    ifun = _interp(x=jset, y=iset)\n",
+    "    ii = ifun(numpy.arange(jmax))\n",
+    "\n",
+    "    # Quick fix for bug\n",
+    "    if numpy.isnan(ii[0]):\n",
+    "        ii[numpy.isnan(ii)] = iset[0]\n",
+    "    return ii.astype(int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "82.62227842319834\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f14db851ac0>]"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "##assymetric looks great, but we need to compute the dtw with with the reference as the query and the force as the reference\n",
+    "tw = dtw(t_ref,t_for, keep_internals=True, step_pattern='asymmetric') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "print(tw.distance)\n",
+    "warp_r = warp2(tw,index_reference=True) #then we compute the warp for the \"reference\" (which is actually the for), so that we can apply the warp to the force to get it into the reference space\n",
+    "plt.figure()\n",
+    "plt.plot(t_ref,'r')\n",
+    "plt.plot(t_for[warp_r],'k:')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Derek\n"
+     ]
+    }
+   ],
+   "source": [
+    "in_dir = './testing/2022_06_test_right_only'\n",
+    "subs = ['Derek','Isa','Jhelum_L','Kimia','Mika']\n",
+    "sub=subs[0]\n",
+    "# for idx,sub in enumerate(subs):\n",
+    "print(sub)\n",
+    "data = spft.load_yaml(join(in_dir,f'LAB_{sub}_Test_Right_Only_out-file.txt'))\n",
+    "res = spft.score_spft_data(data)\n",
+    "    # if idx == 0:\n",
+    "    #     all_LRN_lag = np.zeros((len(subs),LRN_lag.shape[0]))\n",
+    "    # all_LRN_lag[idx,:] = LRN_lag"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "distance: 353.62\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f14d151b610>"
+      ]
+     },
+     "execution_count": 100,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "trial_idx = 1\n",
+    "t_ref = res['trial_data']['ref_interp'][trial_idx] #trial ref and force values, in same timespace\n",
+    "t_for = res['trial_data']['for_interp'][trial_idx]\n",
+    "\n",
+    "tw = dtw(t_ref,t_for, keep_internals=True, step_pattern='mori2006') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "warp_for2ref = warp2(tw,index_reference=True) #then we compute the warp for the \"reference\" (which is actually the for), so that we can apply the warp to the force to get it into the reference space\n",
+    "\n",
+    "# tw = dtw(t_for, t_ref, keep_internals=True,step_pattern=rabinerJuangStepPattern(6, \"c\"))\n",
+    "# tw = dtw(t_for, t_ref, keep_internals=True, step_pattern='asymmetric')\n",
+    "tw.plot(type=\"twoway\",offset=1)\n",
+    "tw.plot(type=\"threeway\")\n",
+    "    # plt.plot(t_ref)\n",
+    "    # plt.plot(t_for)\n",
+    "print(\"distance: {:.2f}\".format(tw.distance))\n",
+    "# rmse = np.sqrt(np.mean((t_ref-t_for[warp_for2ref])**2))\n",
+    "# print(\"rmse:   {.2f}\".format(rmse))\n",
+    "plt.figure()\n",
+    "plt.plot(t_ref,label='ref')\n",
+    "plt.plot(t_for,label='for')\n",
+    "plt.legend()\n",
+    "# plt.figure()\n",
+    "# plt.spy(tw.directionMatrix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([   0,    1,    2, ..., 2877, 2878, 2879])"
+      ]
+     },
+     "execution_count": 105,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tw.index2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "337.6370805332661\n",
+      "(2880,)\n",
+      "(2880,)\n",
+      "493.159738538251\n",
+      "498.9801855360977\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "##assymetric looks great, but we need to compute the dtw with with the reference as the query and the force as the reference\n",
+    "tw = dtw(t_ref,t_for, keep_internals=True, step_pattern='mori2006') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "print(tw.distance)\n",
+    "warp_2r = warp2(tw,index_reference=True) #then we compute the warp for the \"reference\" (which is actually the for), so that we can apply the warp to the force to get it into the reference space\n",
+    "warp_r2 = warp2(tw,index_reference=False) #then we compute the warp for the \"reference\" (which is actually the for), so that we can apply the warp to the force to get it into the reference space\n",
+    "print(warp_2r.shape)\n",
+    "print(warp_r2.shape)\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(t_ref,'k')\n",
+    "plt.plot(t_for[warp_2r],'r--')\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(t_ref[warp_r2],'k')\n",
+    "plt.plot(t_for,'r--')\n",
+    "\n",
+    "print(np.sum(np.abs(t_ref-t_for[warp_2r])))\n",
+    "print(np.sum(np.abs(t_ref[warp_r2]-t_for)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<module 'dtw.stepPattern' from '/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/dtw/stepPattern.py'>"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "82.62227842319834\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f14d9d6ac70>]"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/dtw/warp.py:30: RuntimeWarning: invalid value encountered in divide\n",
+      "  return numpy.arange(len(n)), s/n\n"
+     ]
+    },
+    {
+     "ename": "IndexError",
+     "evalue": "index -9223372036854775808 is out of bounds for axis 0 with size 2880",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_2739419/4178008954.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;31m# plt.plot(t_for, 'r:',alpha=0.5)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt_ref\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'k'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt_for\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwarp_q\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mIndexError\u001b[0m: index -9223372036854775808 is out of bounds for axis 0 with size 2880"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD4CAYAAADrRI2NAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAABM2UlEQVR4nO29eZBkV33v+fll1pq1Za29b+puqbslhJAa+QkYjM0maYSFGZ4R2PgZGMsyTw4mHDaGeR4HY+I5gnH4MWODwRjj5dnxCBhkEJYsydiAYeRFLRCiW61Wb+ruUlV17fvWlXnmj6qTnVWdy13OOfdm1/1GdHRV1s3M7733nO/9nt/5nd8RpRQJEiRIkGDzIBU1gQQJEiRI4BaJ8CdIkCDBJkMi/AkSJEiwyZAIf4IECRJsMiTCnyBBggSbDHVRfXFPT4/au3dvVF+fIEGCBDWJZ599dlQp1RvmMyIT/r1793Ls2LGovj5BggQJahIiciHsZyShngQJEiTYZEiEP0GCBAk2GRLhT5AgQYJNhkT4EyRIkGCTIRH+BAkSJNhk8CT8InK3iJwSkTMi8rESf+8Ukb8VkedF5N9F5BbzVBMkSJAggQlUFX4RSQOfBe4BjgDvFZEjGw7734HnlFK3Ar8I/D+miSZIkCBBAjPw4vjvBM4opc4ppZaBLwP3bzjmCPCPAEqpF4G9IrLFKFOf+PM//3OefvrpKCkAsLy8zB/90R9x6dKlqKnw7W9/my996UtR0+Cxxx7j0UcfjZTD1NQUv/d7v8fJkycj46CU4g//8A955plnIuMA8Mgjj/A3f/M3kXKYnp7mU5/6FBcvXoyUxyOPPMLXvva1SDk4gVKq4j/g3cAXi35/P/CZDcf8HvDf1n6+E1gB7ijxWQ8Cx4Bju3fvVrZw9uxZBShALS0tWfseL/iTP/kTBajXv/71kfLI5/OFa3L69OnIeMzMzBR4jIyMRMbjE5/4hALUT//0T0fG4emnny5ci3w+HwmHhYWFAodjx45FwkEppf7gD/5AAepd73pXZBzm5+cL12JmZiYyHtUAHFNVdLvaPy/C/x9LCP8fbTimHfhz4DngvwPPAK+u9Ll33HGHtQvzS7/0S4Ub+M53vtPa93hBZ2dngcuFCxci4/HII48UePz8z/98ZDwefPDBAo+PfvSjkXAoFjtAHT9+PBIeb33rWwscvvGNb0TC4ZOf/GSBw+233x4JB6WU2rdvX4HH8PBwJBx+/dd/vcDhQx/6UCQcvMCV8N8FPFn0+8eBj1c4XoCXgfZKn2tL+Ofm5gqN+M1vfrMC1NmzZ618VzUMDQ0pQO3atUsB6nd/93cj4aGUUkePHlWAOnjwYGQOM5fLqfb2drVt2zZ18803q5tuusk5B6WUeuyxxxSgfuEXfkEB6iMf+YhzDtpdHj58WAHqDW94g3MOSin1tre9TW3ZskXdd999ClCjo6POOXz1q19VgNq9e7cC1Oc+9znnHPL5vOrs7FRbtmxRe/fuVSKiVlZWnPPwAhPC7yXG/wxwUET2iUgD8ACwLkArItm1vwH8r8A/K6WmPXy2cXz3u98F4Nd+7df47d/+bQD+4R/+IQoqPPvsswD81V/9FUBk8eR8Ps8LL7zAW9/6Vn7mZ34GgP7+fuc8+vv7mZ6e5n3vex8f+MAHOHXqFCMjI855PProo7S2tvKnf/qn7N27lx/96EfOOfz4xz8G4KGHHuLNb34zZ86ccc5BKcWzzz7Lfffdx0MPPQTA9773Pec8nnrqKQC+//3vA3D8+HHnHIaGhpiYmOD9738/H/7wh1FKRXJPXKGq8CulVoCHgSeBk8BXlFInROQhEXlo7bDDwAkReZHV7J+P2CJcDd///vepq6vjPe95Dz/5kz9JNpvlhz/8YSRcnn32WUSE22+/nbvvvptTp05FwqO/v5/5+Xne9a538Y53vAOAF1980TkP/Z3veMc7uOmmmwA4e/asUw5KKb75zW9y991309TUxJvf/GZOnDjhlANQ+M57772Xn/qpn2JoaIj5+XmnHF555RXGxsa47bbbeN3rXge4vx+waoje8IY3sGvXLn7iJ34ikrapHzb33nsvb3rTmwB44YUXnPNwBU95/Eqpx5VSNyql9iul/uvaa59XSn1+7ed/UUodVEodUkq9Syk1YZN0JZw5c4a9e/fS3NyMiHDbbbdFJvzHjh3jpptuor29nf3793P27FkdDnMK3YCPHDnC/v37gWg6uO7Qhw4d4sCBAwDOXdWFCxcYGBjgLW95CwA333wzIyMjDA8PO+Vx/Phxmpqa2LdvHzfccAMA586dc8pBj3Ruu+02Ojs76erq4vTp0045wKrwHz58GIADBw5E4rS18N9yyy0cOnQISIS/pnD+/PlCRwJ4zWtew/PPP8/KyopzLs8++yx33HEHAPv372dqaorx8XHnPHSI6fDhw2zfvp2mpqZIhP/UqVNks1n6+vrYt28fIuKcx/PPPw/ArbfeCqx2dMC56z9+/DhHjhwhnU4XHsZRCb++FgcPHnQuuiMjI4yNjXHkyOrSoAMHDnDx4kWWlpac8jh+/Dh9fX309vbS1tbG7t27E+GvJZw7d459+/YVfr/jjjtYXFx0fhMHBwd55ZVXOHr0KEChc0fhZk6ePEl3dze9vb2kUiluuOGGSHi8+OKL3HTTTYgIjY2N7Nq1yzkPHVvXgn/zzTcD7oX/xIkThe/WRsX1Q/C5555j//79tLe3A6ui69rx636pHf/BgwdRSnH+/HmnPI4fP15oE5pHFObIFa4r4Z+enmZsbGyd43/ta18L4HyRzA9+8AOAa4Q/isZ09uxZDh48WPj9wIEDkfA4ffr0NTxcC/+JEyfYu3cvbW1tAGzbto3Ozk6nE4oLCwu88sor3HjjjQB0d3fT1tbm3PGfPn26ENaAVbG7dOkSi4uLzjjoc9ahvyhCgEopTp48WRh1AOzbt4+XX37ZGQfXuK6EX7uEYuE/cOAAHR0dzoVfC6vuWFG5OlidxNu1a1fh9yjmG3K5HAMDA+zevbvwWhTCv5GDiHDTTTc55aFXp+qtR0WkcE9c4sKFC+zZs6fw+4EDB5y7bZ1dtmPHjgIHwOnIY3JykpmZmXWRgr1793L58mXnE+6ucF0Jv3YPxTcwlUoV4vwu0d/fT0NDA93d3QA0Nzezffv2SLJY+vv72blzZ+G1AwcOMD8/z9DQkDMew8PD5HK5dTz279/P6OgoU1NTzngMDQ2xdevWda9t27bN6bXQwl/8ALrhhhucOv6ZmRkmJiaueRCDW9F95ZVX6O3tpampCYCuri5aWlqclji5cGF1J8Pih6DWkOvV9V+Xwl/s+GH1Juqb6wqXLl1i165diEjhtf379zt3uGNjY8zNza3r4FE0av1dxSMP7Xhd1mcZHBy8Rvi3bt3qVPj1d23btq3w2v79+zl//jz5fN4JB33Ni8VOh+Fcj36K24SIsH37dgYGBpxxKCX8um261g1XuK6E//Tp02SzWTo7O9e9vmfPHgYGBpxmCly8eHGd2MJq2Md1Lr8eYeg5BrjqNF02ai0mxTF+3eFdubvx8XGmp6fXCQ2sCvDY2BjLy8tOeGjhL34A7dmzh+XlZS5fvuyEQymx6+rqorOz06njP3fu3DVGbdu2bQwODjrjoE2JFnu4el0Sx18DOHbsGLfffvs1r+ub6HL4qB1/MY4cOcLo6Kizzg1Xhb+4c2nhd9moT58+TSqVWheG0/fFVfhLC5pePKahBdjVfRkaGiKTyRQmmMH9Q1AL/0Zz4nLeRSnFyy+/vE5wYTXe73Jl+YULF8hkMoWwLKw+fOrr6xPhrwW89NJLhRS5YmixcRVDVUpx+fLla0IKenXkd77zHSc84OrkWXEHb2tro6+vz6mzu3jxIjt27KChoaHw2rZt29i2bRv/9m//5oSDPl8dy9bQ98mVyyw1z6DvjyvhHxgYIJVKXcPDZS7/1NQUS0tL60JesHot+vv7nYW9dF8tDsumUil27twZSWkTF7huhH96epqZmZlrXDZcFX5XoY3p6WmWl5fp6+tb9/qrX/1qwO3k2ejoKE1NTbS2tq57fc+ePbzyyivOeIyMjFxzPUSEI0eOOMsiOXPmTGEdQzG08LiK85cSft1uXc13jI2N0dXVRTqdXvf6gQMHuHDhgpOwl14tvbFd7N6922nYq1TbBBLhrwXoG1RK+Ht7e4FVEXSBcg26sbGRbDbrNNQzMjJCT0/POjcDq9fEZYG04eHhwn0oRl9fn7Prcfr0aXbv3k1jY+O617UIRyn8XV1dNDc3O3P8o6Oj9PT0XPP6jh07UEo5KWGh7/uWLev3bNK/uyqjMTw8XFL4d+3alQh/3KE7THG6oEZzczMtLS2RCz+4zyAp18FdC//IyEhZ4XfVwc+cObNukltDC02UoR4RYffu3U6FvzimraHvkYu2Ua6fdHV1ATgrb1JO+F22Tde4boS/kuMH6Onp2bTCX0pwtfC7WsRVTvi3bNnCzMwMCwsL1jkMDAyUbB/19fX09PQ4uS9LS0uMj49fI/yw2nZdCf/Y2FhZQwCbR/jz+XzZUE9fXx+zs7NO2qZrXFfCLyLXTBRpxEn4owj1bERvby+Li4vMzc1Z5zA/P8/8/HxZx6952oRSquzDB1bviwvHr9tGOeF3FeMvNxLU98NlqGfjPdEjkbGxMescJicnWVlZKdlXXT4EXeO6Ef5Lly6xZcuWdVkjxYhC+Ms5XJc5ypUcP7h1dhtjuXBVaGw/DGdmZlhaWirZwcHd6t1SOfwaO3bs4PLly+RyOasclFKxCfV0d3dTV1e37nWXjr+SSXNlSqLAdSP8/f39ZcM84F74s9lsyYfQ9u3bmZ2dZWZmxjqP5eVlpqamYjukL37NtsOsxAHcheAqCf+WLVvI5/PWne7c3BzLy8sl20U2m6Wurs5Zuyh1PzKZDE1NTU6EXxuOSo7/eozzXzfC//LLL5ec2NVwKfz9/f1lQ066GJWLVEotIFELv/6OSqEe251Lc6jk+AcHB63PeWjhLzX60a/ZHv3oflCqXYiIs4n/S5cuFfrDRnR1dTkJ9ejRd6n+6jLs5RrXhfDPzs5y6tQpbrvttrLH9PT0FPLrbaPUMnQNl8KvO3gpwXXJo5LYuXb8lWL8y8vLTE5OWuWhhaac4wd3wl8q1APuUmwvXLhwzapdja6uLqehnlJtM4nxxxx6RW5xbfGN0O7GhYsYGRkp2bHBreDqBlvK2W3bto10Ou1kMlEX3Cp1TVpaWshkMtaFxkuoB+yndA4NDdHd3V0yDOgqf73SSBDcJCDobJpy/aS7u9uJ8I+PjyMiZLPZa/7W1tZGY2Pj5nX8InK3iJwSkTMi8rESf+8QkW+KyI9E5ISIfMA81fLQKXAb644UQzdy2+EepRTj4+OFCaqNiMLxl+rg6XSaHTt2OEkfHBwcpKur65qFUxouQgvVHL+r1bulqoNquBr9VGoX4Ga+Y3Jyknw+X3bU4SrUMz4+TjabvWYFM6yGvfr6+jan4xeRNPBZ4B7gCPBeETmy4bD/DLyglHo18CbgD0SkdHqNBWh3Uq5DgTvhX1hYYGlpqazwZzIZstls5KEe/bqLeY/BwcGycx6ah+3ONTIyQnt7e6Hu+0a4Wr07NDRU9lroiVVXwl9OdLu7u62LbrVRh6tQTyWTBqttc7M6/juBM0qpc0qpZeDLwP0bjlFAm6zWBWgFxgFnu5tXmpnXcCX8urFWakyuys5qMS3Hpbu724nwX758uWQMVcOV4y/3AAR3oZ5ymSzgbmJ1bGyMVCpVMrwBq+1lbm7OahnzaqMOHeqxPdleTfg3reMHdgDF8YD+tdeK8RngMDAA/Bj4iFLqmtJ6IvKgiBwTkWMmL+bw8DCtra1kMpmyx7gS/omJCSAewj86OkpnZyf19fUl/97T0+NskUzUnauS4AJ0dHTQ1NRk3fFXE5rOzk7rE8yjo6MlC7Rp6JGAbsu2OBR/10Z0dXWxtLRkfevDxPGXh5R4beNj+O3Ac8B24DbgMyLSfs2blPqCUuqoUupoJfflF9UcJVxtYK4c/8bNYIrh0vGXc1TgzvFPTk6WdZfgpnzE+Ph4WZGBVbdte/VuPp9namqqYtvIZrNWBRfK1+nR0EJo0xR4CfWA/UVcukppOVyv9Xq8CH8/ULwyaierzr4YHwAeUas4A5wHyqfYGIYX4a+vr6ejoyNWoR7bw9hyy/I1enp6mJqa4sqVK1Z5TExMVBV+2+UjJicnKwou2F+9OzU1hVKqIo/Ozk7rwl+uTo+GC9H1EuqxzUF/fjXHv7Cw4KS0iUt4Ef5ngIMism9twvYB4NENx1wE3gwgIluAmwBnO0dXG8ZruFjE5VX4l5aWrG8yXq5cg4aLzrW4uMji4mJFsXNRm6XaqANW0yltpjFqQY9a+KsZAlfCX19ff80+ERs52GwT+XyeiYmJqo4frr9FXFWFXym1AjwMPAmcBL6ilDohIg+JyENrh30SeJ2I/Bj4R+C3lFJulsnizfGDG+H3GuMH+xOJ1UI9LtY26IdbJdHVQmgrtq1DLNWE33Z83UsY0JXwewn12BR+PerYuE+ESw56BFbN8cP1J/x11Q8BpdTjwOMbXvt80c8DwNvMUvOGlZUVRkdHPQu/bbEdHx8nnU6XdTKwXvgPHz5shYcuxFXJ8WsBsik0Wkgria7+my3RnZ2dJZ/PVxV+2/F1r45/amqKfD5PKmV+faVSKjahnmrzT7Y5eBmduwo5uUbNr9y9fPkySqmKeeIarkI9XV1dZZ0MuHH8MzMzZQtxaWgBstmovYidbeH38vCBVY5zc3PW5jy8jAY7OztRSlkLA+o0zUrtoq2tjbq6OqsjwThMMOt274WH7VGYa9S88Gvx3L59e9VjXQp/JbjIGa82eQZuHX9HR0fZY2wLvz6/ShyKedgSXS8OU3OwdU+qpVEChRIGNsNe1WLrzc3N1it0erkfrncDc4WaF35dB8ar8OtNQWyhWoMGCitIbU4kVlu1C26EX392JaGxzcPLqAPcPYCqhXpscqiWRqlhW/jHx8er3g/b9Xq8CL+LUXEUuG6E30uox0X2iBfHLyLWM0gqFWjTsO0uwduEZnv76pIP24Jb7b7YfgCNj4/T1NREc3NzZBy8jATBvvBPTExUFX7b9Xq8CH9dXR1tbW2J8McNg4ODBSGtBherd704GbBfCMtLo06n03R0dEQu/Ol0mvb2dmtC44UDuHH8UT98vIR6wK7w6xTfatfCdr0er+2iq6srifHHDQMDA/T19V2zfVspuBL+ag0a7OeMe0mjBPvpg+Pj47S1tZUtG+GCR1xCPV5MgW3hj0Oox+v9sB3qGRsbo729vap2uCoY5xI1L/wjIyOeFm+BfeFfWVlhenrak/DbdvxeJlXBjfB7uR62hSadTtPW1lbxONui62X1sO2Hz+joaMUCbcU8oh6BuXD8XtqmqxLRLlHzwj82NlZ12Kphe4ZedxSvjn90dNTaxtpTU1M0NzeX3Xxew3buehyEXzvtSim2mgPYE92pqamqD+KWlhZSqZS1zCJduK9cgTaNODh+Lbi2Spv4Ef4k1BMz+BF+3emiTNfT2Lp1a2EXIhvwUqIANo/j9zLvkslkqKurs7qeoJrwiwjt7e1MT09b4VBt8ZZGNpst7C1hGl4n27u7u1leXraWhZc4/hqG14YM0NTURGNjo3Xh9yIyejLaVrjHS4kCiI/w2+ThlYPt/HWv96Sjo8Oq4/cq/GDHJPkJ9RQfb4OHl3bham8Al6hp4dflGrzG+MFup/LqZODqIi5bE7xe3CW4qU9TK44f7D2AlFKe74lt4fcyQrYZ9vIT6gF76dd+hD+Xy1kbhUWBmhb+y5cvk8/nC/vYekFHR4f1SSuvMX6w5/j9hHpsDemr7T9cjGw2y8zMDCsr5jdu8yP8th5A8/Pz5HI5T/ekvb3dmvD7CfWAPeEXkaoPQZt1cnTb9PIQdFE+wjVqWvj7+/sBfAt/XGL8YM/xexU7m4u4ZmdnWVlZ8cRDH2PDVXldWwH2Jru9ZlnpY2xcB124Lw7C39HRUXWC2WaoZ2Zmhlwu59nx2+IRFWpa+PXEqJfFWxrZbNa68HtxdXqrSFuOv9rmJxo2Uxj9zHnYegAppZienvZ0LcBe6MvrugqwZ050gbaoQz1eH8Q2nbYfk5Y4/phBN0qvbg7sx/i9LAjR2Lp1qxXHr+PJfjqXDeHX19mP8JsWmrm5OXK5nCenrXlE7fhthXq8Lt4C+47fT9u04bT9CH/i+GMGr+V2i2E71OOlIWnY2s9zdnaWXC4XeefS4Qpdi6cSbAmNvtdehV9P7prO4Aji+E1z8FqnB+wLv5d+0tzcTHNzs5W2qR+CieOvQfhxURq2J3f9CL+tDBL9mV5Exmaj9iP8tkJOfoW/o6ODK1eusLi4aJSH3xj/lStXjE+4e63TA3bXNPiZbO/u7k5CPRZQ88Lf0tJStQ5MMbLZLHNzc1ayR+Ii/H5CYDYrltai47fNw2tWT/F7TMFPqMfmmgY/k+22yjb4Ef66ujra29uvq9W7noRfRO4WkVMickZEPlbi778pIs+t/TsuIjkR8a6AAeE1ZbEYWgBsZE34cTJgbym41zxpoJBdYaN+US0Kv63V3X4dvw0Ofhy/5mGag1LKc6gH7At/1A+gqFBV+EUkDXwWuAc4ArxXRI4UH6OU+n2l1G1KqduAjwPfVUpZv0phhN9GnN9LLZZi6AySfD5vnAd4ExkRYc+ePZw/f94oB/An/K2traTT6ciF39aK1ampKerr6yvW4tewZU6CPARN34/5+XmuXLkSi1BPS0sLjY2Nno7v7OzcXMIP3AmcUUqdU0otA18G7q9w/HuB/2GCXDXETfhnZmY8iZxGNptFKcXMzIxRHlowvHbw3bt3c+nSJaMcNA8RoaWlpeqxOrQQhxg/mB956FW71QrFgb1Qz9TUFJlMxnNo1Ebqc1yctp9wk00eUcGL8O8AilWhf+21ayAiGeBu4GvhqVVHGOE33bFzuRyzs7O+hF8fa9rZ+XHasHpNTD98NI+2tjZSKW9TSTZiynFy/F7bqi1z4ndEaiPU4ycMCfYqdPpZ26F5bDbhL2VRyt2FdwD/X7kwj4g8KCLHROSYiaqUXhcpFcNWx56dnQW8i23xsVELv61qkNPT076uh43FU1NTU6RSKVpbWz0db9vx++Fguo36vR82hd9rjD+bzVrJstKmxCuut9LMXoS/H9hV9PtOYKDMsQ9QIcyjlPqCUuqoUupopU3AvSJOoR4tnH4ak61Y7vT0NPX19Z7jl21tbdYcv9/Ql41QT3t7u6cQi+ag32cSftqqLUNQi44/Lg9B7fivlwqdXoT/GeCgiOwTkQZWxf3RjQeJSAfwk8A3zFIsDb06NW7CH8Tx22rUXsVOO34bw2m/1yNqsWtpaSGdTkcaZomL2GWzWaanp41uFuR30aWth2CQ+biVlZXCyL7WUVX4lVIrwMPAk8BJ4CtKqRMi8pCIPFR06M8CTyml5uxQXY/Z2Vny+XxsYvzaMcch1KNdrh8eNhYMBRF+0yMPv8Kvq0aabh/T09OeedTV1dHU1BT5tdDHmuQRl/TaIGEv/b7rAZ6KyiilHgce3/Da5zf8/hfAX5giVg1+VqcWo76+nkwmEwvHbzPU44eHDk/NzMzQ1NRklMeuXbuqH7iGODh+sBPiCHJPbGR7+XW54G9iuhr0dfWTeFD8PlPwG+Mv5uGnGnBcUbMrd3Vur9fFKMWw1bEhHo4/iNO2xcOP6La1tRkPOY2NjflaTQ3ms4vy+bzv0IIN4Q/q+E1ei+np6UI5CC+wEQ4Ncj9sb9vqGonwG0KQyV2daRK1u4xTyCmfzxvdY3VwcJBt27b5eo/p9jE3N4dSylfbMC38uVyOmZkZX8JvY6I76MPHZNucm1uNRsehj0SFmhV+P7U2NiIujj+VShVcrmkufjqXjUYdh3UNy8vLjI2NsX37dl/vMx1yCjoaNMkhSLqxLccftdMOE5ZNHH/E8FP0aiNsTd6BP8evuUQd6imO8ZtCmHUNpngE2agHzBuDIBP/ph2/30lViIfjtxHqCZN6nQh/xAjSkDVsLEWfmZnxFbvUsLHpRhxCPXGY8wjCQR8f9bUwLfxhXK5Jk+RX+NPpNC0tLbFx/EmoJ2L4XZFZjDhkbWiYFpnl5WUWFxdrUvi1A4ta+E1vhBIH4Q9ilOIQ6tE8TLbNICOw1tZWRCRx/FHD74rMYtgSfr9hHs0l6kZtI9QTB8evzydI+C2XyxmbZI6D8AfhYCP1OQ7ptWHm4xLhjxhBGpBGR0cHCwsLLC8vG+MTF8cfpFG3tLQgIpHziIvwxyHk1NbWxtzcnLGS3UFDo6ZTW/0mHoA94Y/DfFxUqGnhDyK0YC9TIKjwR+1mRCQWDyDTk7thQj1grn0EERp9rKkSAUGF36To6pTSIHMuUfcRsLtft2vUtPAHdfw2shWCNGiIh+MHjKeVxiHGHxfHH4SH6fBb0HZh0vHrcwny8LERDg3SLhLhjxhhQz36M0whqOPv6OhgdnbWWCGsMJksUceUGxsbqa+vj1z4bTj+xsZGz9VSwbzw62QIL5viFMOkyw0TYjHdVxsbG2loaPDNIwn1RIw4Cn+QyV3T4Q2/tVCKedhw/H6uiemQk9/y1Bo2YvxBRmBg1vEHSYaw4fijDrGEMWmJ448YcRJ+pVSoGD9En8JoQ/h1ieOoeMzMzNDW1uZb7EznbMdB+IP2FxuOP0jbnJ+fZ2VlxQiPMGHZRPgjhFIq1OSujvGbcjJLS0tcuXIlsIsA8xOJcYjxBxEak2mMWvj9wvRq0TgIf1BjYsPxBw29Rfkg1jySUE+EWFxcZGVlJTaOP+gQ1gaX6elp0uk0mUzG1/tsxPijnuwOKvw2FpL55REnx68XBYZFmFAPmO0jQdfcLC4uGk0Djwo1Kfy6QwYVfhuODvw7mWIupt2M3/CGjVBP1MIflENdXR0tLS1GH0BBwhtgrl0EFX6To+Mwk7sQ7QjMBo8oUdPCHzTUk06naW1tjTy8AvFp1DrEYrJMQdTCH9Txax5JqMds+4xTem0c5uOixKYUfjBbodOE8Eftctvb21FKFWqVR8kjLsIf5T3JZDKkUqnIQz2J47fHI0psauGPenFM8XuibtRxSGEEs5O7QTmA2Ym8IDxEhNbW1sivhWnHHzR/3hQHCBfjN8kjSngSfhG5W0ROicgZEflYmWPeJCLPicgJEfmuWZrrYUL4TTvLoHwymQzpdDoR/iIeplL34hDqWVpaYmlpKdKHoOYQB8cftTm6cuWK7+q1GptK+EUkDXwWuAc4ArxXRI5sOCYL/DHwM0qpm4H/aJ7qVcRN+MNM7tpYtBRUZPT7w8LEuoawgqeUikWoJ4wpMCX8cZmDCno/TIZDw9wP06PzKOHF8d8JnFFKnVNKLQNfBu7fcMz7gEeUUhcBlFLDZmmuR5hNWDRsCH+YsEJcHL8JoZmfnyefz0c68tD73EYd6gk6oanfY+J+hN20CMw4/qDC39TURENDg5E+EpeHYNTwIvw7gEtFv/evvVaMG4FOEfmOiDwrIr9Y6oNE5EEROSYix/S2eEEQR8efSqV8585rxEn4TVyTMPfH1MgjjOCCuVBP2GsRtfDr1demrkXU5ijM6HyzCX+phPCNOX91wB3A/wy8Hfg/ROTGa96k1BeUUkeVUkd7e3t9k9WYnp6moaHBdw2WYtgIrwTZFMYkl5WVFebm5iIX/qD1gorfE1bwTAj/zMxM6Hr4cRD+MBx0KDLKUA+YexCHCfXU19fT3Ny8adI5+4FdRb/vBAZKHPOEUmpOKTUK/DPwajMUr0UY56ChO5WJjS7C8jHlZkzEL6N2/KZ4mAi/mUhvjYPwhw2NmnTbUYfewraL66VejxfhfwY4KCL7RKQBeAB4dMMx3wD+JxGpE5EM8BPASbNUr8KE8JvMWw/jZMD8MDbqyd04rGQ24fgh/LA+DsIflzmoMP0kDn3EJI+oUVX4lVIrwMPAk6yK+VeUUidE5CEReWjtmJPAE8DzwL8DX1RKHbdF2pTw68+Kmo+pUE+YUha6XrzJCc0gPOIm/FGOPOLi+E3Od0QtuGFMiUkeUaPOy0FKqceBxze89vkNv/8+8PvmqJVH0MqPxSju2Dt2bJyr9s+ns7Mz8Pt1Y1JKBZ4n0Dwg3DA2ascfl8ldUymEYXi0t7ezvLzM0tJSqPksEy63v78/8PcDhc3ro47xJ8K/ippduXs9Of6Ojg6uXLnC0tJSaB4QH+EPE3IK63RNuNzizwmK6elpRMT3zldg9lrolMggMLHKXe8dHEZwTbVNEYl8fUfUqEnhD1OLXyNOwh+HeLJ+X9S56+l02khlTFPCbyLU09bWRirlv6uZEv6wI2QT7cLEqGN6ejp0EcEw90PzSBx/RIib4zcxuQvXj/CHTbc1wWNqaoqGhgaampoCvd9UqCdMWzXp+KOegzIResvn84WRQ1CEvRaJ8EeIOAl/Pp8PXObVNJc4CX+Y62FiN7AwW3OC2VFYmPsBZoQ/7LXQ9X6CwkTbBDP3I8y16OjoYHZ2llwuF4pH1Kg54V9aWmJ5edmY8IdtSNqBhHURJriEiSeD2VBP1A4zrNi1trYC0Tp+k4bAhDEJ8wCKy2T71NRUqNG5ydImUaLmhD9MymIx9A0MW4PERPkIk8IfJn5p0vFHva4hrNil02kjI48wD0FTwm9q9BOGh4lsGgjfR6ampkJn4JngETVqVvjDOv66ujra29uZmJiInE+cnF0cQj0mhD/sqAPMpBCGeQiaNARRC3+YVeXF7wt7LSYnJwuF54IgEf6IYEr4Abq6ukILf9ghLJjt4GGFX+eNh0FY0TXl+MPcEzCXzRIHxx+1MYlLqGdiYsKI8Nd6SuemFv7Ozk7Gx8cj52PKzcQlfhlWdE047bCZVmAmdzyM8Le0tCAioTjovRGidvxxCPUopUI7flN9NWrUnPCHqfy4EZ2dnbEI9dTV1ZHJZIyITNQdHMw4/rCZEyaEP+wDKGzGVyqVCj3PMDs7G2pfAjDn+MOk+JoQfr2zWxLqqUHhb2xs5FWvehVdXV2hPysuwg/xmNCM01wDECpn21TKb5hrEXYzGBMcTG1aBOEdf5gHsR79hOkjOpEjmdytQeF/+9vfzvPPP8++fftCf1achD/qeLLmoD8nKFZWVkLVZIHwC5dWVlZYXFyMPNQTdkJTv9dEiCXqdhF2FJhKpUJfCy38JkI9SYy/hmFC+E1M7sL14/hNrGsIO9dg6p6EDfWYSvWNWvibm5tJp9OROn4I30d0Xw8j/JlMxtiOZFFi0wv/0tISCwsLgT9jenqapqYm6uvrQ3EJ26jjsoLYhNCErdBpchQWZq4h7ISm5hBlNg1c3YUrSscP4fuICccvIqF53HfffXzxi18M/H4T2PTCD4Ry/SZiyRC+g5tcQRz2ekB4sYPoHb++HkHnGkyFWaIWfs0jjNjFYbLdhPBDuFGYUorHH3+cixcvhuIQFonwEw/hD+siTIiMiethIq4d1vGbFDsIPpEXB+GPyxyUqVCPiRh/mMldCPcA0hP+Ya9FWCTCz/Ul/GGyNxoaGmhtbQ21tsHkZGJQx29i1FHMI8qQkwmnDWauRa2HenQ/D1vuJQwPU/cjLBLhJ7zwm7iJpuLJYTtX2EVtJkTXlOM3ITRR89DtIp/Ph+IQtfDHYXJ3cnKSlpaWSOfjEuGPAXSsL6yjMuX49ecFgSnhD1vGwpTYFX9WUA5xCfWYeAgGnWeYmZmhvr4+1NaNEE74c7kcc3NzkddOCrtqVyNMyMnUaDQsPAm/iNwtIqdE5IyIfKzE398kIlMi8tzav98xT9U8dCMIU6HTZKgHoo0nw6rwR+34Gxsbqa+vvy5CPY2NjYG3PCzmEOYhaGpEGvQ6hN12UaOjo4Pl5WUWFxcDvd+U8Id5ANWM4xeRNPBZ4B7gCPBeETlS4tDvKaVuW/v3u4Z5WoGJVXgms3r05wXlUfw5QRGHUI9+f9STu2FDPaZWD4fhEAfhNxV6CxuaDVueWkOHeoJsA1kzwg/cCZxRSp1TSi0DXwbut0vLDRoaGmhubk4cfxG6uroYGxsL/P6ZmRkymQx1dXWheLS3t4dy/A0NDaGctuYA4e5JHITflDHRtW6CcIDwYtfT0wMQuH2aDMvmcjnm5+cDcYDaEP4dwKWi3/vXXtuIu0TkRyLy9yJyc6kPEpEHReSYiBwbGRkJQNc8stlsYOHXu4GZclQQ3vFHnTJnarI7jOMPW6xOI2x1TBPCb2Ixm4n7EWYOylTb7O7uBmB0dDTQ+02btCD3pJaEX0q8tnGM8wNgj1Lq1cAfAV8v9UFKqS8opY4qpY729vb6ImoLJmbo4+L4W1paSKfToXi0t7ezsLDAlStXAvMw5TCDOn5TQ/qw9WFMbQajPysoh6iNial+Etbxm8zAg2B9tZaEvx/YVfT7TmCg+ACl1LRSanbt58eBehHpMcbSIsI4fpN7A5gQ/jhkF5kaTodx/KaEH8JN5MUl1BO18Jty/DrGH3QOynQGXlDhD7Mvtil4Ef5ngIMisk9EGoAHgEeLDxCRrSIiaz/fufa5wQPFDpHNZiOPqxd/RpRhBVM8TAlN1I5f86jlUE8chN+U4w8z+jFRy0ojbKintbU18L7YplD125VSK8DDwJPASeArSqkTIvKQiDy0dti7geMi8iPgD4EHVJAp7wjQ0dERC8cftuqfaeEPE/6K2vGbuhYQPmfbRHaT/qwgiIPwm3L8ra2tQDDhN5VSCuEdf9RhHgBPqRdr4ZvHN7z2+aKfPwN8xiw1NzAR6jFxI8NW/YuT479eYvyaR5iYcthr0dDQQFNTU6BroZSKhfCbimun02kymUyoCeaozZFJUxIGm3rlLsRncld/TtSCayJ33VRWT9BSBXEI9ehN66Os3Do/P08+n4/cEJhaPQzBR4JxScQw2TbDYNMLfzabZWlpKdBqQJMuAsI9hK43xx+0VIGO5ZrqXEFDPSaFJqzYRe34tRlYmwYMzSNqxx8m/GYq1TgsEuEPUa/nehb+IDwWFxdZXl420rCDTuSZ2Fx8I4+o20ZQx29S+MOsaTA17wOr5xLlWgJYDTm1trYGdvxJqCcG0CIVJM4/PT1tNDUraAdXSsXC8ZvY2FsjqKsyyQGCr1g1LfxBxM6k8KdSqcAjD1PhP4hHqAeCm7Qk1BMThCnUZnIIC8Eb0/z8PLlczkijbmlpIZVKRS78QR2/aeEPuq7BpMOMg+MPy8Mkh6hDPRA8BJhM7sYEYVOzTN7EoB3LZKMOs7+qvoZRxlFtOP7iz/UK0zHlWhZ+k2IXh1APBDNpuVyO2dnZxPHHAWEdv0nhD1r1z7SbCSv8UTp+G9ei+HOj4BGHUI/mEbXjDxNu0u83gSBzP/p+JMIfA4Sd3DUt/FeuXPGdYWRD7MJMaJqM8ccl1ONXbEzGlOMwEgzLI2rHPzMzQ1NTU+iKrRpBHL/JEXFYbHrhDzu5azrUoz/XL4/i94dF0PilDcefhHpWP0NnTPlBnBy/yYfP4uKi7yKCNkxa1G0zDDa98OuKlmEmd00h6HxDXJydjRh/1I4/zMPYVMZX0Guhj48y60zHteMQejPdV6Pup2Gw6YU/TKkEGy4CEuGH1e0X6+rqAnXwVCplVOz05/rB1NSU0UVLEEz4TRYEC9Iu9AI8k6NR8N9HbCRi+C1fnjj+mCFovZ7JyclCqVgTuB5CPS0tLaF334Kr2UVBHH97e7vRFFv9uX55mNjfFcI9fEyKjL4ffspo2GibxZ/rh0fUJi0R/pghiPBfuXKFubk5ozcxrOOPMmMBzAtNkAwO0xwymUygdQ0meQRNbTW1ubhGe3s7Sinm5uY8v8dWllWQPmIjLOvnniShnpghTLzOZMfSn+V3M+np6WkaGxuNFMGC4Ltwma5DEtTxm+QQdF2D6UJxEA/H75dH4vivInH8MUMQx6+PNyn8XV1dQDDht5FdFDTMYgpBUvdsrIwMYgxMuu2g98OG44dohT+o47cR4/fLY3p6mnQ6TXNzszEeQZEIP+GE3+TTu7W1lfr6et/13225mTg4zKg5xIFHULGLg/CbTimNm+P3w0O3CVPzT2GQCD/Btl/Ux5vsWCJCV1eX7z1FbTn+INfEdIw/6lAPBBN+k2GvJNRzFUFCLHpRZNSp13Ep0AaJ8AOr4j0zM+OrAqONUA8QK+GPg9BEzQH8h3qUUkbDXkFKIiulYuH4TQt/Y2Mj9fX1gUYdUcf441KgDTwKv4jcLSKnROSMiHyswnGvFZGciLzbHEX7CFK2wdZETSL8V+HX8ZssT10Mvw+gpaUlrly5YoxHKpXynWmlS0nbEH6/YgfmQj1B1t3YyKYJci1qyvGLSBr4LHAPcAR4r4gcKXPcp1jdlL2mEKRQmy3H393dXZMx/itXrrCwsGBlctdr3rheyh91qMeGKYgLB/Dv+DOZjJG1HcU8gow6TIZ6dBadXx615PjvBM4opc4ppZaBLwP3lzju14CvAcMG+TlBEOHXHctkY4Ladfw2Kg9qHl7zxm2NwuLgMP1ysGFMgqwniEOWla38eb88asrxAzuAS0W/96+9VoCI7AB+Fvi8OWruECReNzk5SXt7O+l02iiXOAl/1J3Lb40ak9VBi+G3SFocHL8N4a+rqyOTySTCvwa/4bdaE/5SuUcbC8b/38BvKaVyFT9I5EEROSYix0ZGRjxStI84zdB3dXUxNzfH0tKSp+OXlpZYXl422qgzmQzpdDpQaCHKkYetsrd+8+jj4PhtjX78PoBM588H4WAjAw/8lTaxNf8UFF6Evx/YVfT7TmBgwzFHgS+LyMvAu4E/FpF3bvwgpdQXlFJHlVJHe3t7gzG2gCChDdMZExrd3d0Anl2/DZEJslrVhtv26/hthnqKP78abE0m+rkfo6OjwNX2FBWPODh+G2tu/PKwNf8UFF6E/xngoIjsE5EG4AHg0eIDlFL7lFJ7lVJ7gf8X+LBS6uumydpC3Bw/RCv8+vOirkMS1PHbcLlR8/AbVtAjatMGK8gDyGQhwyAcbDr+KM1AGFQVfqXUCvAwq9k6J4GvKKVOiMhDIvKQbYIuECSmbcvxx0n4o46jxinGX/z5XnmYDvX4EbuxsTHS6bSVa+GnXQwPD7NlyxajHPxuUTo5OUlDQwNNTU1Gefi5FnGq0wPgKcdKKfU48PiG10pO5Cqlfik8Lbeor68nk8n4dvxHjlyT1RoafkM9NuPaUceU4+C0iz/Pbye3Vf+9vr6+6vETExN0dnYaLw/Q2dnJyZMnPR2rF5GZdvwdHR3kcjnm5+c97btgy6T5eRjHTfiTlbtrCJI1YdPxe83lj0uqWhwcv60U2yCO3+T+ruB/bYWt9pnNZj0XEZydnSWfzxvnEcQQ2BR+L+tMai7Us1ngR+j0kvzrOcYfRPjT6TSZTMYYhyCCa2ojmDA8TFcpLebg9Z7YEv7Ozk7Pwm9rkaPfEdjk5KSVvtrR0YFSqrDLWCUkjj+m8CN0c3Nz5HI5KzextbWVurq6mhT+9nZzO1/B1e0X/Th+Wx1cf74XmN6XoJhDHBz/4uKip3TjOAm/jWvh52GcOP6Ywk+oRzdo07FLWE2l7O7ujo3we51A03vMmoSI+KrXYytPuqmpydf+v9ez4/dT10qPDGzE+L1y0MfZNARe2kXi+GMKPw7XlpPR6Orq8hXjt7G5QzabLdTf8QJbcVQ/D2RbHdzvugZbheL0Z3uBbeH3Ut7EVj/xW2LF5uQueHsA2UrCCIpE+NcQN+H3k9VjOsQC0NPTA1xdCFQNtjpXHBw/+M/ZthXqqSWxs9VP9AjC61yDzcld/fnVYKNYXRgkwr8GP+mLusHFQfjHxsYKIm0SeuGPV+G35bajdtpBeNgI9Wix8yL8S0tLLCwsRO74bfUTP3tTLy8vMz8/b61tgvdQT1zCPJAIfwEdHR3Mzs6Sy1UsNwTYd/x+YvxjY2PGl+XDVcfvtaZSXBy/rc4VdchJC7+XdqEFUWeImYQf4R8bG0NEjLeL5uZmGhoaPHGwtWoX/Dv+uIR5IBH+AnTD8NK54xTjty38teb4TU8wa3jNX19ZWWFqasq46NbV1dHW1uaJg247NoTfj9iNjY3R2dlpvIKtiHhOK7U5qeo3xp84/hjCz8IpF6EerxU6R0dHrQi/DvV4cfz5fN7KCk3wnje+srLC9PS0FQ6w+iD08hDUpsCG6HZ1dXm6FnpUYKNd+HX8NjhoHl6uhU2T1tLSQiqVSoS/luGnVMLExAStra2els4HgRYNr+7OVgdPpVKeHoTT09MopayIrhbcaqsjbYY3YPVBODIyUjW91abodnZ2emqfNh1/a2srqVQqcuHv7OyMPNTjJ9srCfXEFH4c//j4uDWBAe8PocXFRebn561M7qZSKbq7uz05fs3TlvDncrmqrsqm4MKq8C8vL1edb9A8rlfHr/e8jYPwe3kI2irJrOH1WiSOP6bQDdRrqMdWSAG8P4T03211Lq/hDVsLdcB7dpHta+E19GVb+L20T5uOH7yH32wKv9cECNvzcX5GHonjjyH8hnpcCH81Li7Ezovjtxlm8TrJbFvstPAPD1feUtqm8Hd3d3sekdbX19Pa2mqcgx8eNoXf75yLLbft5SGYy+WYnZ1NHH8coR2BV+GPQ6jHtvB7dTM2Hb9X4XcR6oHqjt/mA0i73GrzDGNjY3R1dRlf1FfMo5rwLy0tMTc3Z1X4Z2ZmqiZAjI2NUVdXZ81tewk56fBgIvwxRDqdpq2tzdMM/fj4eCxCPba219PwOqTXPOLg+KMW/vHxcSu567B6bl7nO2xdB/Dmtl2EIYu/pxz0fJyth6CXeZe4FWiDRPjXIZvNVnW4SimrQ1jwXqFTN3obk7vg7XqAvW3+wJ/wp9Npa53Lj/Bns1njuevgfR7Kdvv04vhdCb+XdmFzdO7FHMWtQBskwr8OXmbo5+fnWV5ettqxRMRT2QYXoZ6ZmRlWVlYqHjcyMkJnZ6eV9NaWlhYaGxs9Ca5NZ9fS0kImk/HMwwb8hL1shyJnZmZYXl4ue0ychN9mX+3q6mJxcbFiMcO4FWiDRPjXIZvNVh1G255E1PDqqrQw2oDXErzDw8NW3D6sPgS9hhZs3xMvk902RTdOjh8qz0FtJuGHytfC9vxTEHgSfhG5W0ROicgZEflYib/fLyLPi8hzInJMRN5gnqp9eEmXc3UTt2zZwtDQUMVjbDdqr1UQR0ZGrAk/eIsp245rQ+0Iv6t1JpV4xEX4bbcLL/NxtufigqCq8ItIGvgscA9wBHiviGzcZfwfgVcrpW4DPgh80TBPJ9i6dSuDg4MVj3Hl+Ldv387AwEBVLi6Ev1rIaXh4mL6+Pms8ent7I3d2mkfchX9hYYGFhQUnjj9K4dfXOOqRoJcHkO25uCDw4vjvBM4opc4ppZaBLwP3Fx+glJpVV3PMWgBv2zbFDNu3b2dkZIQrV66UPcaV4+/r66uaM27baXud0IyD498MoR4vZTRsriPQ8Cr8zc3NxjcI0qivryebzVZsFy4egl4WGI6OjtLY2EhLS4s1Hn7hRfh3AJeKfu9fe20dRORnReRF4DFWXf81EJEH10JBx7yW+3WJbdu2AXD58uWyx9h2Mhq9vb3Mzs6yuLhY9hjbgqtdfKUHUD6fZ3R01Krjr5VQTz6fZ2JiwhqPVCpFZ2dnpE67+LOr8Yh6HszFtfDi+EdHR+np6bGWeBAEXoS/FNtrHL1S6m+VUoeAdwKfLPVBSqkvKKWOKqWO2hSsoNDCXynE4irU48VJ2JxULeZQSezGx8fJ5/PWHf/ExETZ7CLbi4U0ent7WVhYYG5uruTfJycnUUpZd9uV2oQLx+9F7Fw8iKsZAptpxhr6OlfqI7Yq6IaBF+HvB3YV/b4TKKuMSql/BvaLSHwCWh6hhb9SnH9wcJBsNmstk0ajmuhqAbLptFtaWmhubq7YqPVowLbjh/IO0/XDuNz1cBVmidrlZjIZmpqaqvKIWvj132zG1uvr6+ns7Kwa449TfB+8Cf8zwEER2SciDcADwKPFB4jIAVkbx4jI7UAD4G0nkRhh+/btQGXhf/nll9mzZ491LtV2wHLhZkSE3t7eiqEeFzyqOUxX8y5xEP6enp7IY/zg7QEUF+G3HV3wwiNuwl9151+l1IqIPAw8CaSBLymlTojIQ2t//zzwvwC/KCJXgAXgPapaQZEYoq+vDxGpKPwXL15k79691rlUExktxrYbdV9fX0XHr//mwvGX61ybzfH/8Ic/LPt3V3NQtSD8+j7ZFt2enp6qoZ6aE34ApdTjwOMbXvt80c+fAj5llpp71NXV0dPTU9HhXr58mbvuuss6l2oi40JwNY9K18PFA6jWHH+U5RLGx8dpamqylk3jhYdSylmMf35+nvn5eTKZzDV/Hx0dLUyI2+Zx8eLFkn/L5XJOroVfJCt3N6Cvr69sVo+LDBYNXe8lylCP/nwvjt+mo6k20e0y0wqid/w6TbEUXGTTaB7lhH9qaopcLudE+KH83M/IyAhdXV1W6iYVo9I6Ez3hHzfHnwj/BlTKn9cZLC6EP5VKVRxCuhJ+fT3KRe6Gh4fp6uqirs7T4DEQtIBEHeppa2ujoaGhbPvQPGxt+gHVUykvX77Mli1brH2/RiVD4OpBXG0kODo6ar1/aB6jo6Ml+4iLCeYgSIR/AyoJv4sMlmJUchLDw8M0NDRYL/zU29vL4uJi2RTGkZER69ejsbGRtra2ik67sbGx5HDfJPRkd6WHcdQPwcHBwUJ2mk309fUxPj5eMsU2TsLvQnB7enpYWlpidna2JAd9TJyQCP8GeBF+V2sQqjn+3t5e64tCtKhXmmR26apKQU8kulggU0n4bZeugOqOf3BwkK1bt1rlAKvtQpco34i4CP/IyIgTwa0UinR1LfwiEf4N6OvrY2pqquTOPlE4/mrC74IDlF+968LxQ2Xht12UrBhRC3+luPbKygqXL19mx45rFtYbR6VV3a6Fv9xD0GWoR39fKQ7Fx8QFifBvQCWHGyfhdyEyUFuO3wUq3ZPLly9H6viHh4fJ5/OF9Sg2EQfh7+zsRERKtgullNNQD5TuI4nw1wgqNejh4WFExKnIlIujxsHx53I5xsbGInf8cRH+gYEB66JbSfh1qZE4CL+t7SeLkU6n6ezsLHk/JicnyeVyTvtIOcff1NRkff7JLxLh34Bqwt/T02M9PUxDN6hSndyV8Fe6Hnrj76gdv8tQT19fX8niebOzs0xPT1sPszQ0NNDa2hp74e/s7HTST7Zu3Vpy3wrNy6XjLxfjdzX/5AeJ8G9ANeF3WVyunJOYmZlhdnbWySReJpOhtbW15NoGl5Pdvb29zM3NXZO/7mIP5I084Nph/SuvvAK4Ed1yhdpcCr9eZ1JO+F3dj23btpVcaa9fc3Et2tvbqa+vL+v44xbmgUT4r0El4XeVKqdRLnaoVwm6qBkE5V2V7lwurkk5VzU6Osry8rKTCU2oLvwueJRbPDUwMEAqlXK2zqTcqm6Xwl9uwyKXbVNvD1oq5DQ4OOhkXYVfJMK/AW1tbTQ2NpZs0AMDA06Fv5zIXLhwAYhe+F06zHLC39/fD8DOnTutc4Dq98RFHadyYa+BgQG2bNlidR1BMcqtcj9//jy7d+92wkE7/o2Lp1y2TSh/Ty5duuSsbfpBIvwbICIlc/mVUgwNDTlrSFBeZLTjd9W5tm7dWrKDx8Hxa+GP2vHre+Kik+/cubNw3sVwMblcjFJuO5/Pc+HCBfbv3++Mw/Ly8jXbgw4MDJDJZKwvcNQoJfwu02v9IhH+Eigl/OPj4ywvLzt1/Hq4vFFkBgcHERFnQ8hyG78PDAzQ3t7uZEu5csKvebm6L+WEf2hoiN7eXurr661z2LlzJ0NDQ9dsEep6RFrqATQ2NsbKyoozHuX20NBhWVeTqqWyvXSpE5cPY69IhL8ESgm/66EjXN3kYWODunz5Mj09Pc6G9Fu3bmViYuKaRW0u5zyqCb+rh2A2m6Wurq7kw9jFZDusip1S6po26npEumvXLi5fvryuXeiRoatrob9nozFxPfopFePXmuHyYewVifCXQKnYpcssgWKUchJDQ0POOhZcPeeNw/rz5887m2fo6uoilUqVvC/d3d00NDQ44VFuIs/lPdFCUix2KysrDA8PO20Xu3atbsynJ7aLObl6EJcTfteJGFu2bClEBYo5QCL8NYPdu3czMDAQi5u4ffv2a4bTQ0NDTjMF9ITl+fPn171+9uxZZ7HcdDrNjh07uHTp0rrXXT8EofTD2KXj199THN4YGRlBKeX0Wuj5jOJ7ogU4yoegUsp52Eubo2IeUZlFL0iEvwT2799PPp/n5ZdfLrwW1bBtz549hYwRDVeld4s5AOt4jI+PMzEx4Uz4YfWBvHHDC9fODq4V/nw+7/QBVMrlRmFMSomd61BPa2srmUxmHYfx8XFmZ2edZFhp6GtRPPpxPRfnB4nwl4AWs7NnzxZeGxwcpKOjw/nS6z179qwbfeTzeedip51d8chDX5sDBw4447F9+/ZrJvEuXLjgPF2ur69vndC88sorLC8vc8MNNzj5/lKOX//s0vGX4jE0NERTUxNtbW1OOIgIW7duXReGPHfuHICz+wFX+0ixMbl06RJ9fX1OJvz9IhH+Eigl/C5zk4uxZ88elFIF0b148SJLS0scPHjQGYfGxkb6+vrWDenPnDkD4NTx79q1i4sXL5LL5QCYm5tjcHDQ6bUA2LdvHxcvXizUUHrppZcAuPHGG518f2NjI1u3bi0IHFwNw7l0uV1dXTQ0NKwTXf0gdlmi4IYbbljXV6MQ/n379gGsixKcPn3aqTHyA0/CLyJ3i8gpETkjIh8r8fefF5Hn1/49LSKvNk/VHbZu3Uomk1nXmE6cOMHNN9/snMvGMMupU6cAOHTokFMeu3fvXhfq0dfGZee69dZbWVhYKAhtFKMO/X0rKyuF63H69GnAnfADHD58mJMnTxZ+f+mll2htbXUaVhAR9u3bVzh/WG2fN910kzMOsHrdX3rppcIiLt0utBi7QFtbGz09Pes04/Tp085NiVdUFX4RSQOfBe4BjgDvFZEjGw47D/ykUupW4JPAF0wTdQkRWeci5ubmePnllzlyZONp20c54XfduQ4dOsQLL7xQ+P3MmTNs377daejr9ttvB+DZZ58tcAD3wq87s/7+l156iebmZqeTeIcOHeLFF18siN1LL73EjTfe6LwY2M0338yJEyeA1TDk6dOnnbfNgwcPMjk5WUj1PXfuHFu2bHGyvqQYhw8fLvSR2dlZBgcHnZoBP/Di+O8EziilzimlloEvA/cXH6CUelopNbH2678C8Vuj7BP79+8vCP+pU6dQSkUi/DplTg8hT506RUdHh7M9ATRuueUW+vv7mZhYvc1RDGMPHTpEY2Mjzz33HBC98OuRh3Z2qZS7yOnhw4eZmpoqzDVo4XeNW265hbNnz7K4uMilS5dYWFhwLvyHDx8G4Pjx48Cq8LsciWrcfPPNHD9+HKVUoW3WrOMHdgDFOXT9a6+Vw4eAvy/1BxF5UESOicixcjXN44L9+/fzwgsvkMvlCg4zCuFvbGxk+/btBZH5p3/6J2666Sbnzu5Vr3oVAN/5znfI5XI8/fTT3HLLLU451NfXc+utt/L1r3+9wKWvr8/ZsnyNLVu2kM1m+eY3vwmshgFdi64WuyeeeILx8XHOnz/vPPwHq2KXz+f513/9V771rW+t4+YKd9xxBwBPP/00Sim+/e1vRyK4t9xyC1NTU7z00ku8+OKLQG0LfymFuXY7eUBEfopV4f+tUn9XSn1BKXVUKXXUZXnjINCd6Mknn+Tv/u7vyGazkU3UvPWtb+WrX/0qY2NjvPjii84WTRXjta99LbB6PZ544gkAbrvtNuc83vjGN3L27Fl+8IMf8L3vfS8SZyciHDp0iO9+97ucP3+e8+fPF8THFV7zmtcA8Nhjj/HYY48B0dyPO++8E4BvfetbhXahQ3Ku0NPTw4EDB3j88cf5l3/5F8D9HBhc7SNPPPEEjz32GC0tLc5HP56hlKr4D7gLeLLo948DHy9x3K3AWeDGap+plOKOO+5QccbCwoJqaWlR73//+xWg3v3ud0fG5S/+4i8UoD70oQ8pQD311FOR8Hjd616nMpmM+sAHPqBaW1vV4uKicw79/f0KUPfdd58C1COPPOKcg1JKfe5zn1OAuuuuuxSgfvzjHzvn8J73vEe1tbWpu+++WwFqaWnJOQellLrzzjvVHXfcoQB17733RsLhV3/1VxWgXv/61ytAXbx4MRIeN9xwg7rnnnuUiKi3ve1tVr4DOKY8aGylf16Evw44B+wDGoAfATdvOGY3cAZ4ndcvjrvwK6XUAw88oFKplALUl770pch4TE9PK0CJiGpubo6sg3/6059WgKqrq1Pve9/7IuGglFKvetWrCjympqYi4TA5OanS6bQCVGdnZyQc/uzP/kwBKpVKqTe84Q2RcFBKqU984hOK1SiA+vSnPx0Jh8cee6zA4fWvf30kHJRS6uGHH1YiYvVamBD+qlW+lFIrIvIw8CSQBr6klDohIg+t/f3zwO8A3cAfr8WeV5RSR30NPWKIj370oyilaGtr4z3veU9kPNra2vjCF77AU089xRvf+EZndWk24pd/+Zc5fvw4s7Oz/MZv/EYkHAA++clP8td//dfcddddzuP7Gh0dHfzlX/4lX//61/m5n/u5SDjcf//9fP/736e+vp4HH3wwEg4AH/zgBzl9+jQNDQ188IMfjITDW97yFn7lV36FiYkJfvM3fzMSDgAf/vCHC/vsfuADH4iMRzWIUiXD9dZx9OhRdezYsUi+O0GCBAlqFSLybFhjnazcTZAgQYJNhkT4EyRIkGCTIRH+BAkSJNhkSIQ/QYIECTYZEuFPkCBBgk2GRPgTJEiQYJMhEf4ECRIk2GRIhD9BggQJNhkiW8AlIiPAhaoHlkYPMGqQThyQnFNtIDmn2sD1fE57lFKhqlxGJvxhICLHroeSEMVIzqk2kJxTbSA5p8pIQj0JEiRIsMmQCH+CBAkSbDLUqvDX9J6+ZZCcU20gOafaQHJOFVCTMf4ECRIkSBActer4EyRIkCBBQCTCnyBBggSbDDUn/CJyt4icEpEzIvKxqPn4gYi8LCI/FpHnROTY2mtdIvIPInJ67f/OouM/vnaep0Tk7dExvwoR+ZKIDIvI8aLXfJ+DiNyxdi3OiMgfytrWba5R5nw+ISKvrN2n50Tk3qK/xfp81rjsEpFvi8hJETkhIh9Ze72W71O5c6rZeyUiTSLy7yLyo7Vz+j/XXrd/n8Lu3ejyH6tbP54FbuDq/r9Houblg//LQM+G1/4v4GNrP38M+NTaz0fWzq+R1f2OzwLpGJzDG4HbgeNhzgH4d+AuQIC/B+6J0fl8AviNEsfG/nzWuGwDbl/7uQ14aY17Ld+ncudUs/dq7ftb136uB/4N+A8u7lOtOf47gTNKqXNKqWXgy8D9EXMKi/uBv1z7+S+Bdxa9/mWl1JJS6jyrm9nf6Z7eeiil/hkY3/Cyr3MQkW1Au1LqX9Rqq/2rovc4RZnzKYfYnw+AUmpQKfWDtZ9ngJPADmr7PpU7p3KohXNSSqnZtV/r1/4pHNynWhP+HcClot/7qXzz4wYFPCUiz4qI3h17i1JqEFYbN9C39notnavfc9ix9vPG1+OEh0Xk+bVQkB5q19z5iMhe4DWsusnr4j5tOCeo4XslImkReQ4YBv5BKeXkPtWa8JeKW9VSPurrlVK3A/cA/1lE3ljh2Fo/Vyh/DnE/t88B+4HbgEHgD9Zer6nzEZFW4GvA/6aUmq50aInXYnleJc6ppu+VUiqnlLoN2Mmqe7+lwuHGzqnWhL8f2FX0+05gICIuvqGUGlj7fxj4W1ZDN5fXhmqs/T+8dngtnavfc+hf+3nj67GAUuryWofMA3/K1RBbzZyPiNSzKpB/o5R6ZO3lmr5Ppc7perhXAEqpSeA7wN04uE+1JvzPAAdFZJ+INAAPAI9GzMkTRKRFRNr0z8DbgOOs8v9Pa4f9J+Abaz8/CjwgIo0isg84yOoEThzh6xzWhq8zIvIf1rIPfrHoPZFDd7o1/Cyr9wlq5HzWOPwZcFIp9d+K/lSz96ncOdXyvRKRXhHJrv3cDLwFeBEX9ymK2eww/4B7WZ3RPwv8l6j5+OB9A6sz8j8CTmjuQDfwj8Dptf+7it7zX9bO8xQRZolsOI//weqQ+gqrTuNDQc4BOMpqJz0LfIa1VeQxOZ//DvwYeH6ts22rlfNZ4/IGVof6zwPPrf27t8bvU7lzqtl7BdwK/HCN+3Hgd9Zet36fkpINCRIkSLDJUGuhngQJEiRIEBKJ8CdIkCDBJkMi/AkSJEiwyZAIf4IECRJsMiTCnyBBggSbDInwJ0iQIMEmQyL8CRIkSLDJ8P8Dl2QZN1JpEcIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "warp_q = warp(tw,index_reference=False) #query -> reference\n",
+    "warp_r = warp(tw,index_reference=True) #reference -> query\n",
+    "# plt.plot(t_for, 'r:',alpha=0.5)\n",
+    "plt.plot(t_ref,'k')\n",
+    "plt.plot(t_for[warp_q],'r') \n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(t_for,'r')\n",
+    "plt.plot(t_ref[warp_r],'k')\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.9.7 ('py3p9')",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "75641c749fe2214d01e0c089c670f913027a6a71e5706c1346eeb007043aa77e"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/spft/ComputingBxMetrics_testing.ipynb b/spft/ComputingBxMetrics_testing.ipynb
index c603f7e..3f1d303 100644
--- a/spft/ComputingBxMetrics_testing.ipynb
+++ b/spft/ComputingBxMetrics_testing.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 171,
+   "execution_count": 1,
    "id": "3f3dfe38-a290-420d-8f95-a7b76745d158",
    "metadata": {},
    "outputs": [
@@ -303,7 +303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 2,
    "id": "1bc9a59a-4a18-4ca1-9d1d-90a571e46c64",
    "metadata": {},
    "outputs": [],
@@ -324,7 +324,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 173,
+   "execution_count": 3,
    "id": "01086eca",
    "metadata": {},
    "outputs": [
@@ -1310,67 +1310,214 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 40,
    "id": "089373ef",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step pattern recursion:\n",
+      " g[i,j] = min(\n",
+      "     g[i-3,j-2] +     d[i-2,j-1] +     d[i-1,j  ] +     d[i  ,j  ] ,\n",
+      "     g[i-1,j-1] +     d[i  ,j  ] ,\n",
+      "     g[i-2,j-3] +     d[i-1,j-2] +     d[i  ,j-1] + 0 * d[i  ,j  ] ,\n",
+      " ) \n",
+      "\n",
+      "Normalization hint: N\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/dtw/stepPattern.py:339: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n",
+      "  ax.plot(-x[ss, 1], -x[ss, 2], 'o', color=\"black\", marker=\"o\", fillstyle=\"none\")\n",
+      "/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/dtw/stepPattern.py:339: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n",
+      "  ax.plot(-x[ss, 1], -x[ss, 2], 'o', color=\"black\", marker=\"o\", fillstyle=\"none\")\n",
+      "/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/dtw/stepPattern.py:339: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n",
+      "  ax.plot(-x[ss, 1], -x[ss, 2], 'o', color=\"black\", marker=\"o\", fillstyle=\"none\")\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "(121,)"
+       "<AxesSubplot:xlabel='Query index', ylabel='Reference index'>"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "# plt.plot(interp1d(for_time,ref_vals_interp,kind='cubic',fill_value=\"extrapolate\",assume_sorted=True)(for_time[1:-1]))\n",
-    "# plt.plot(for_time,for_vals)\n",
-    "ref_vals.shape"
+    "import numpy as np\n",
+    "\n",
+    "## A noisy sine wave as query\n",
+    "idx = np.linspace(0,6.28,num=100)\n",
+    "query = np.sin(idx) + np.random.uniform(size=100)/10.0\n",
+    "\n",
+    "## A cosine is for template; sin and cos are offset by 25 samples\n",
+    "template = np.cos(idx)\n",
+    "\n",
+    "## Find the best match with the canonical recursion formula\n",
+    "from dtw import *\n",
+    "alignment = dtw(query, template, keep_internals=True)\n",
+    "\n",
+    "## Display the warping curve, i.e. the alignment curve\n",
+    "alignment.plot(type=\"threeway\")\n",
+    "\n",
+    "## Align and plot with the Rabiner-Juang type VI-c unsmoothed recursion\n",
+    "dtw(query, template, keep_internals=True, \n",
+    "    step_pattern=rabinerJuangStepPattern(6, \"c\"))\\\n",
+    "    .plot(type=\"twoway\",offset=-2)\n",
+    "\n",
+    "## See the recursion relation, as formula and diagram\n",
+    "print(rabinerJuangStepPattern(6,\"c\"))\n",
+    "rabinerJuangStepPattern(6,\"c\").plot()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
-   "id": "e54f86b8-54d6-4219-9f68-e34b4871fe10",
+   "execution_count": 18,
+   "id": "7a8289d0",
    "metadata": {},
    "outputs": [
     {
-     "ename": "ValueError",
-     "evalue": "A value in x_new is above the interpolation range.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "\u001b[0;32m/tmp/ipykernel_224859/3584316667.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minterp1d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf_time\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mt_vals_interp\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'cubic'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf_time\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m40\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mf_vals\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/scipy/interpolate/polyint.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m     76\u001b[0m         \"\"\"\n\u001b[1;32m     77\u001b[0m         \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_shape\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_prepare_x\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m         \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_evaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     79\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_finish_y\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_shape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     80\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/scipy/interpolate/interpolate.py\u001b[0m in \u001b[0;36m_evaluate\u001b[0;34m(self, x_new)\u001b[0m\n\u001b[1;32m    682\u001b[0m         \u001b[0my_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_new\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    683\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_extrapolate\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 684\u001b[0;31m             \u001b[0mbelow_bounds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mabove_bounds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_bounds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_new\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    685\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_new\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    686\u001b[0m                 \u001b[0;31m# Note fill_value must be broadcast up to the proper size\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/scipy/interpolate/interpolate.py\u001b[0m in \u001b[0;36m_check_bounds\u001b[0;34m(self, x_new)\u001b[0m\n\u001b[1;32m    714\u001b[0m                              \"range.\")\n\u001b[1;32m    715\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbounds_error\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mabove_bounds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 716\u001b[0;31m             raise ValueError(\"A value in x_new is above the interpolation \"\n\u001b[0m\u001b[1;32m    717\u001b[0m                              \"range.\")\n\u001b[1;32m    718\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mValueError\u001b[0m: A value in x_new is above the interpolation range."
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "26.175331314668377\n"
      ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Index', ylabel='Query value'>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "plt.plot(interp1d(f_time,t_vals_interp,kind='cubic')(f_time[1:-1]+40) - f_vals[1:-1])"
+    "alignment = dtw(query, template, keep_internals=True, step_pattern='symmetric2')\n",
+    "print(alignment.distance)\n",
+    "alignment.plot(type=\"twoway\",offset=-2)\n",
+    "dtw(query, template, keep_internals=True, step_pattern=rabinerJuangStepPattern(6, \"c\")).plot(type=\"twoway\",offset=-2)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "5ffbc62a",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "1e4a0005-1f22-4c58-a8fc-25f01a2d3b76",
+   "execution_count": 28,
+   "id": "f112920a",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "221.48362918082947\n"
+      "hi\n",
+      "(99,)\n",
+      "(100,)\n"
      ]
     }
    ],
-   "source": []
+   "source": [
+    "mywarp = warp(alignment,index_reference=True)\n",
+    "print(mywarp.shape)\n",
+    "print(query.shape)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "6145e0d5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(146,)"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "alignment.index2.shape"
+   ]
   },
   {
    "cell_type": "code",
@@ -1507,6 +1654,527 @@
     "plt.plot(crosscorr),plt.ylim([35,40])\n",
     "np.where(crosscorr==np.max(crosscorr))"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e660cde6",
+   "metadata": {},
+   "source": [
+    "# dynamic time warping"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "1b98d3d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f10c68fdca0>]"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "trial_idx = 0\n",
+    "dist = []\n",
+    "for trial_idx in np.arange(0,18):\n",
+    "    t_ref = res['trial_data']['ref_interp'][trial_idx]\n",
+    "    t_for = res['trial_data']['for_interp'][trial_idx]\n",
+    "    tw = dtw(t_for, t_ref, keep_internals=True,step_pattern=\"mori2006\")\n",
+    "    # tw.plot(type=\"threeway\",offset=0)\n",
+    "    dist.append(tw.distance)\n",
+    "    # plt.plot(t_ref)\n",
+    "    # plt.plot(t_for)\n",
+    "dist1 = np.array(dist).copy()\n",
+    "plt.plot(dist,'.-')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "02af7a59",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f10c6a3c850>]"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD4CAYAAADvsV2wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAA+6ElEQVR4nO29eXxj9Xnv/360eLc03m15GM94VtvDMDBTYnYIwxJCCMntAiENbSBccqFpmjS35eY2N/3dm6ZJmjZpQ9KShCZpgSwlLCFAWMISlgFmmGGYsTybPasl72PJi2xL+v7+kOQRHi+y1iPp+369/LJ0zpHO4yP5o6+eVZRSaDQajSb3MWXaAI1Go9GkBy34Go1GkydowddoNJo8QQu+RqPR5Ala8DUajSZPsGTaAIDq6mq1cuXKTJuh0Wg0WcXOnTsHlFI1sR5vCMFfuXIlO3bsyLQZGo1Gk1WIyNGlHK9dOhqNRpMnaMHXaDSaPEELvkaj0eQJWvA1Go0mT9CCr9FoNHmCFnyNRqPJE7Tg5zA7jw5z7wuH2Hl0ONOmaDQaA2CIPHxN8tl5dJiPfX87U4EghRYTD9zezpamikybpdFoMohe4eco27sGmfQHUQqm/UG2dw1m2iSNRpNhtODnKO3NVUj4tskktDdXZdQejUaTebTg5yhtDtvM7YtWV2t3jkaj0YKfq+x3e1FAZWkBe06OEAjqUZYaTb6jBT9Hcbo8ANx28SqGxqbYdUxn6mg0+Y4W/BzF6fJQWmDm4+1NWM3Cs87eTJuk0WgyjBb8HMXp8rKhwYa92Mr7VlXxXIcWfI0m39GCn4MopXC6PbQ2hAK321pqOdw/RvfAWIYt02g0mWRRwReRs0TkBRFxisg+Efnz8PZviEiniOwRkUdEZFl4+0oRmRCR3eGff03x36CZxYnhCbw+Py1hwb+ypQ6A57VbR6PJa2JZ4fuBzyulWoB24C4RaQWeBTYqpTYBB4B7oh5zWCm1OfxzZ9Kt1ixIJGDb0lAOwFmVJWyoL+dZ7dbRaPKaRQVfKeVSSr0dvu0FnECjUuoZpZQ/fNh2YHnqzNQshQ6XBxFYX18+s21bSx07jg5zanwqg5ZpNJpMsiQfvoisBM4F3pi165PAU1H3V4nILhF5SUQumee57hCRHSKyo7+/fylmaBbB6fKwqqqUkoLTrZK2tdYRCCpe3K+vtUaTr8Qs+CJSBjwMfFYp5Yna/kVCbp8HwptcwAql1LnA54AHRcQ2+/mUUvcppbYqpbbW1MQ8dF0TA06Xd8Z/H2FTo52a8kKdnqnR5DExCb6IWAmJ/QNKqV9Gbb8VuB64RSmlAJRSk0qpwfDtncBhYF2yDdfMjdc3zbGh8Rn/fQSTSbhyQy0v7e9nyh/MkHUajSaTxJKlI8APAadS6h+jtl8L/BVwg1JqPGp7jYiYw7ebgbVAV7IN18zNfrcX4IwVPoT8+KOTft7o1p0zNZp8JJYV/kXAHwPvj0q1vA74DlAOPDsr/fJSYI+IvAP8F3CnUmooFcZrzuR0hs6Zgn/RmmqKrCaed/al2yyNRmMAFh2AopR6BWY67Ubz5DzHP0zI/aPJAB0uL8tKrDTYi87YV1xg5uI1NTzb0cv/+VAroS9vGo0mX9CVtjmG0+Whpd42r5hva6nl5KkJOsOuH41Gkz9owc8hAkFFp9szpzsnwvtbagF0bx2NJg/Rgp9DHBkcwzcdPCNDJ5ra8iI2n7WM5zq1H1+jyTe04OcQCwVso9nWUss7x0/R5/GlwyyNRmMQtODnEE6XB4tJWFtXtuBx21rDzdT0Kl+jySu04OcQTpeX1TVlFFrMCx63vq6c5RXF2o+v0eQZWvBzCKfLs6D/PoKIsK2ljlcODTAxFUiDZRqNxghowc8RTo1P4RrxLeq/j7CtpY5Jf5BXDg2k2DKNRmMUtODnCB3hgG2rIzbBP39VJeWFFu3WSQI7jw5z7wuH2HlUD4rXGJtFK2012UFHT2wZOhEKLCYuW1/D8519BIMKk0lX3cbDW0eGuOnftqNQFFhMPHB7O1uaKjJtlkYzJ3qFnyM4XV5qygupLiuM+TFXtdYxMDrJOydOpc6wHOeZfW4CShFUMO0Psr1LN6bTGBct+DlCKGAb2+o+wuXrajGbhOd0j/y4WVFZMnPbajHR3lyVQWs0moXRgp8DTAeCHOobjSlDJxp7iZXfW1nBcx06Hz9ebMVWAIqtZh647X3anaMxNFrwc4DD/aNMBYK0LnGFD6Fsnf29Xo4PjS9+sOYM+jyTAExMB2isKFnkaI0ms2jBzwFibakwF9taQlW32q0TH+6o9hT7ekYyaIlGszha8HMAp8tLgcVEc3Xpkh+7srqUNbVlWvDjxO3xUVteiAjs6/Es/gCNJoNowc8BnC4P6+rKsJjjezm3tdTxRtcQHt90ki3LfXpHfDTXlLKyqnQmNVajMSpa8LMcpRQdPZ64/PcRrmqtxR9UvLS/P4mW5Qduj496WxGtDTb2ubRLR2NstOBnOf3eSQbHpuLy30fYfFYFlaUF2q2zRJRS9HkmqbMV0eqwcXxogpEJ/S1JY1wWFXwROUtEXhARp4jsE5E/D2+vFJFnReRg+HdF1GPuEZFDIrJfRK5J5R+Q73QkELCNYDYJ799QywudfUwHgskyLecZHp9mKhCcEXw4HUDXaIxILCt8P/B5pVQL0A7cJSKtwF8Dzyul1gLPh+8T3ncT0AZcC3xXRBbu16uJG6crNJu2pT5+wYeQH9/j8/PWkaFkmJUXuEdCGTr19iLawoKv/fgaI7Oo4CulXEqpt8O3vYATaAQ+DPw4fNiPgRvDtz8M/FQpNamU6gYOAecn2W5NGKfLQ+OyYuwl1oSe55K11RRYTDzv1EVYsdIbTsmssxVRW15EdVmhztTRGJol+fBFZCVwLvAGUKeUckHoQwGoDR/WCByPetiJ8LbZz3WHiOwQkR39/TpYGC+x9sBfjNJCCxeuruI5Zy9KqSRYlvtEcvDr7UUAtDlsMy42jcaIxCz4IlIGPAx8Vim10Lt6rraLZyiIUuo+pdRWpdTWmpqaWM3QROGbDtA1MJaQ/z6abS11HB0c51DfaFKeL9eJuHRqwg3rWh02DvZ6mfTroTIaYxKT4IuIlZDYP6CU+mV4c6+INIT3NwARX8AJ4Kyohy8HepJjriaag72jBIIqaYJ/ZUvoS9qzOlsnJvq8PqrLCiiwhP6N2hw2/EHFwV79gakxJrFk6QjwQ8CplPrHqF2PA7eGb98KPBa1/SYRKRSRVcBa4M3kmayJ0BHO+06W4DfYi9nYaNN+/Bhxj/iosxXN3G9z2AEduNUYl1hW+BcBfwy8X0R2h3+uA/4euEpEDgJXhe+jlNoH/BzoAJ4G7lJK6e+4KcDp8lJSYKapMnlNu7a11PH2sWEGRieT9py5itszSX2U4DdVllBaYNY9dTSGJZYsnVeUUqKU2qSU2hz+eVIpNaiUulIptTb8eyjqMV9RSq1WSq1XSj2V2j8hf+lwedhQX57UaVXbWupQCn7bqVf5i9Hr8VFnPy34JpPQ0qADtxrjoittsxSlVFxDTxajzWGjwV7E89qPvyCT/gBDY1PUlRe9Z3urw0ZHj4dgUGc65TLZOsdYC36WcvLUBF6fP+mCLyJc2VLLywcG8E1rT9x8RPrg19vfO1KyzWFjbCrAMT1fIGfZeXSYj31/O998Zj+3/GB7Vom+FvwsZabCNsmCDyG3zsR0gNcP6/ms8xFddBVNa0MocKsLsHKXl/b3MekPElQwOR3kpQPZ4/7Ugp+lOF0eRGBDfeJFV7O5YHUVpQVmnZ65ALOLriKsrSvDYpKZDCpNbqGUes+gegX8+6tH+MnrR7KiD5Ul0wZo4sPp8oSyQgqT/xIWWsxcuq6G5529qBs3EsrM1UQz00dn1gq/yGpmTW2ZXuHnKD9+7QhvHhnmTy9aSXVZIbXlhfzy7ZN86bF9/Oi1I3zxuhbev6HWsP8zWvCzlFQEbKO5sqWOp/a62XvSw9nL7Sk7T7bS6/FRaDFhLz6zh1Grw8bvDg5kwCpNKnn3xAh/92Qn21rq+NL1rTOi/vtblvOcs4+vPunkth/v4MLVVXzxgy0zdRlGQrt0spDRST9HBscTGnqyGFesr8Ekuup2PnrDffDnWsm1Oez0eyfp8/rmeKQmG/H6prn7obepLivgH/5g03tedxHhqtY6fvMXl/K3N7ThdHm4/l9e4Qu/eGcm1mMUtOBnIfvdiffAX4yqskK2NFXwXIcW/LmITLqai8gHsa64zQ2UUtzzy3c5MTzBP998LstKCuY8zmo2ceuFK3nxC1fwqUuaeWx3D5d/40W+9dwBxqf8abZ6brTgZyEdkQwdR+oEH0JunQ6Xh55TEyk9TzYyu+gqmsgwFF2AlRv89K3jPLHHxeevXsfWlZWLHm8vtvK/rmvhuc9dxvs31PKt5w5yxT+8yM93HCeQ4foMLfhZiNPlwVZkwTGP4CSLbS11ALoIaxZKKdwjPupthXPutxdbWV5RrAO3OUCn28OXH9/HJWurufPS1Ut67IqqEu695Twe/vQFNNiL+Z//tYcP/csrvHYoc/EdLfhZSCRgm+pMgNU1payqLuVZ3UztPYxMTDPpD56Rgx9Nm8OGUwt+VjM+5eeuB97GVmzln/5oc9wtTLY0VfLI/7iQf775XEYmpvnYD97gth+9lZE25Frws4xgULHf7U2p/z6CiLCtpZbthwcZnTSGD9IIuOcpuoqmtcFO9+AYY/q6ZS1femwfXQNjfPumzVSXzf1tLlZEhBvOcfD85y/jr67dwJvdQ1zzrZf59H/u5Bu/6Uxbta4W/Czj6NA441OBlGboRHNlSx1TgSBf/OW7WVVCnkp6Z9oqLLzCVyrkEtBkHw/vPMF/7TzBZ96/lgtXVyfteYusZj59+Wpe/MLlXBVOfb73hcNpa9GgBT/LcLpSn6ETTeRb7GPv9GRd35BU0TtP0VU0kcCt9uNnH4f6Rvmbx/bS3lzJZ65cm5JzVJUVcvZy+8z/17Q/+J4K3lShBT/L6OjxYDYJa+vK0nK+t46cFvh0vSmNTsSlUztP0BagwV5ERYmVfSe14GcTvukAdz/4NkVWM9++6VzMSWw9Ppv25ioKLCbMAlaLifbmqpSdK4KutM0ynC4Pq2tKKbKa03K+9uYqLCbBH1RYzOl5Uxodt8dHZWkBhZb5XwMRoc1h16mZWcb/faKDTreXH/3p7y0Yo0kGW5oqeOD2drZ3DdLeXMWWpoqUng/0Cj/rSHVLhdlsaargnus2AHDPBzak5U1pdHpHfNSWLx7Ea3XY2O/2ZkVTLQ08saeHB944xp2Xreby9bVpOeeWpgruumJN2v6vtOBnEafGp+gZ8aVV8AE+vLkRAL8e6gFAr9e3YMA2QpvDxlQgyOF+PdTc6BwdHOOeh9/lvBXL+PzV6zJtTsrQgp9FpLIH/kJUlxVSZyvUrQLCuEcmFwzYRohkUmk/vrGZ9Ae4+8FdmEzCP998LlZz7srion+ZiNwvIn0isjdq28+iBpofEZHd4e0rRWQiat+/ptD2vON0hk7ye+AvRque1QrAdCDI4NhkTP7d5poyiqwmfd0Mztee2s+7J0f4+u9vYnlFSabNSSmxBG1/BHwH+Elkg1LqjyK3ReSbQPS0h8NKqc1Jsk8ThdPlobqsgNry1AaT5iLS8tc3HUhbwNiI9HknUWrhHPwIZpOwvt7Gvh49DMWoPNvRy/2vdvMnF67kmrb6TJuTchZd4SulXgaG5tonodr+PwQeSrJdmjlwutMbsI2mtcGOP6g42Jvf/uj5Bp/MR1t4qLlSOv5hNE6emuAvf/EOGxttM4kJuU6izqpLgF6l1MGobatEZJeIvCQil8z3QBG5Q0R2iMiO/v7+BM3IfaYDQQ64RzMn+DMdIPN7tdoXQw5+NK0NNjw+PyeGdcdRIzEdCPKZh3YRCCq+c/N5C6bY5hKJCv7NvHd17wJWKKXOBT4HPCgicyqUUuo+pdRWpdTWmpqaBM3Ifbr6x5gKBDPivwdC4xQLzHkfuJ2ZZbuEFT7oiluj8Y/PHmDn0WH+7qNns7K6NNPmpI24BV9ELMBHgZ9FtimlJpVSg+HbO4HDQO7mOKWRSMC2tSEzY9NMJqFFB25xe3wUmE1Uls49BGM2G+ptmCR9vfF3Hh3m3hcO6RYYC/DSgX6+9+Jhbj5/BTec48i0OWklkUrbbUCnUupEZIOI1ABDSqmAiDQDa4GuBG3UEBL8ArOJ5prMrUZaHTZ++fZJgkEVd6vYbKd3xEetrTDm1tTFBWaaa8roSEPgdufRYW75wXam/EEKLCYeuL1dF8rN4rmOXj7z0C5WVJTwfz7Ummlz0k4saZkPAa8D60XkhIjcFt51E2cGay8F9ojIO8B/AXcqpeYM+GqWRofLw9q6sozmCLc22Bid9HNsaDxjNmSahUYbzkckcJtqtncNMjkdJKhgclr3PZrNzqPD/Pf/2Mn4dIBery8v3WyLrvCVUjfPs/1P5tj2MPBw4mZpZuN0ebl8fWZjHdGj+/LJ7xlNr2dyya2pWxtsPLa7h+GxKSpidAXFQ3tzFSKgFCjg3LOWpexc2cj2rkEC4WwpfyD0gZhv34Byt6Qsh+j3TjIwOpmxDJ0I6+rKMZskbwO3SqnQLNslr/BDcZdU+/GbqkJFQ02Vod/aj/9e2leF5tEK6etOaTS04GcBmaywjabIamZNTVneBm69k37GpwLU25c2/eh0b/zU+vGfeKeHoIL7PrGVa9rq+NeXDjMwOpnSc2YTZ4U/EN/fUpu38Q0t+FlAx0yGTmZX+BASr3xd4UcGnyx1hV9ZWkCDvSjl1+3R3T20NNhYX1/OX127AZ8/yD8/f3DxB+YJ3f1jANx6wcq8FHvQgp8VOF0eGuxFLCtJnf83VlobbLg9PgbzcOW41Bz8aFobbCkNEnYPjLH7+Clu3BxKM2yuKeNj56/gwTeO0aW7dQKhawSwKk/jT6AFPytIdw/8hWiLCtzmG+44V/gQum6H+0eZmAok2ywAHt11EhG4YfPpvPLPXLmWQouJrz+9PyXnzDa6BsYosJhoXFacaVMyhhZ8g+ObDnC4f8wQ7hw43Zo5H906fd7Fh5fPR6vDRlDB/l5vss1CKcVju09yQXMVDfbTYlZTXsidl63m6X1udh7V2dFd/WOsqirN2xoS0IJveA71jRIIKsOs8CtKC3DYi/J2hW8vtsbVLTSSqZOKwO3u46c4MjjOjeFBNdHcdskqassL+cqvnXnfwK17YDSv3TmgBd/wdBgkQyeafA3cxlN0FWF5RTHlRZaUXLdHd52kwGLi2rPPbO9bUmDhc1et4+1jp/jNPnfSz50t+ANBjg2NZ7RS3QhowTc4TpeHYquZpirjvFFbG1LrjzYqvR4fdXG4cyA01DwVgdvpQJBf7XFxVUsdtiLrnMf8/pblrK0t42tP78/b+bonhieYDii9ws+0AZqFcbo8rK8PFTwZhVaHPWX+aCPjHvFRH2Nb5Lloc9jpdHsIJHE28CsHBxgam+LGc89050SwmE3cc90GugfG+Ombx5J27mwikqGjV/gaw6KUoqPHOBk6EWYydfLIreMPBBkYjW204Xy0Omz4poN0DyQvTfKRXSdZVmLlsnULt924Yn0t7c2VfOu5g3h900k7f7YQGSTfXF2WYUsyixZ8A9Mz4sPj89NqIP89hP3RhZa8GoYyMDpFUMWXkhkh2b3xRyf9PNPh5oNnN1BgWfhfWUT4X9e1MDg2xX0v518D2+6BMZaVWFPayygb0IJvYJw9kYCtsVb4IkJLngVuEym6irCmtowCsylp1+2ZfW5800E+soA7J5pNy5dxwzkOvv+7LnrDf0++0NU/RnOe++9BC76hifTQ2WAwwYdQ4Nbp8ibVH21kZmbZxhm0BbCaTayrL0vaCv+RXSdZXlG8pDYBX7hmPYGg4h+fOZAUG7KF7oExVuW5Owe04Bsap9tDU1UJZYWJzKlJDW0OGxPTAY4MjmXalLQQWREn4tKB0AdlhyvxoeZ9Hh+vHhrgxs2NMQ9jATirsoRPXLCSX+w8zn53fgTdxyb9uD2+vA/YghZ8Q+N0eWmpN97qHqJ64+eJW8ft8WExCVUJ+oDbHHaGxqZmXETx8ni4M+aN5y59RN/dV6yhtNDC157uTMiGbGEmQ0e7dLTgG5XxKT9HBscM57+PsLa2HKtZ8qbittfjo7a8MOGy/GRlOD22u4ezG+2sqV16QL+itIC7r1jDbzv7eO3wQEJ2ZAMzTdP0Cl8LvlHpdHtRylgVttEUWEysqS3PmxV+IkVX0WxosCGSWKbOoT4v754cWTD3fjFuvXAljcuK+eqTnQRzPA7TPTCGCKw0UPFiptCCb1A6DJqhE02bI7Utf41EqOgqccEvK7Swsqo0oQ/KR3f1YBL40DkNcT9HkdXM569ex7snR/jVnp64nycb6OofxWEvjqsHUq4RyxDz+0WkT0T2Rm37soicFJHd4Z/rovbdIyKHRGS/iFyTKsNzHafLQ3mRheUVxm3l2tpgY2B0kj5v7qf49XoSK7qKprXBxr44axiUUjy6+yQXrammtjwxe27c3Ehrg41v/GY/k/7cbZPRPTCmA7ZhYlnh/wi4do7t/6SU2hz+eRJARFqBm4C28GO+KyL6YzUOnC4PLfW2JWVgpJt8CdyOTvoZnfQnT/AdNo4PTTAysfSK151HhzkxPBFz7v1CmEyhYqwTwxP8x+tHE34+I6KUomtgLO976ERYVPCVUi8DsTbT/jDwU6XUpFKqGzgEnJ+AfXlJMKjodHsN67+PMNMbP8cDt5GUzKXOsp2PyAelM47r9siukxRZTVzddmZnzHi4eG01l66r4V9+e4iR8dxruTAwOoXX59cZOmES8eHfLSJ7wi6fSOVHI3A86pgT4W1nICJ3iMgOEdnR39+fgBm5x7GhccanAob23wPYi60sryjO+RV+vLNs5yPeFgtT/iC/ftfF1a31Sa3NuOcDG/D4pvnui4eS9pxG4XSGji66gvgF/3vAamAz4AK+Gd4+l/9hzhQApdR9SqmtSqmtNTULN37KN34dDqIZqEHmvLTlQYuFZLRViKa2vIjqssIlX7eXDvRzanw6Ke6caFoabPy385bz768d4cTweFKfO9NEGtXpFX6IuARfKdWrlAoopYLA9znttjkBnBV16HIgt1MAkszOo8P803MHAfjSY/vYeXQ4wxYtTGuDne7BMcYm/Zk2JWW4k1RlG00ow2lpgdtHd52kqrSAi9dWJ82OCJ+7ah0CfDPHWi509Yfm2DryeI5tNHEJvohE54N9BIhk8DwO3CQihSKyClgLvJmYifnF9q5B/OG86OlAkO1dgxm2aGFaHTaUCtUN5Cq9Iz7KCy2UJtGN0uawcahvNObsGI9vmmedvVy/qQGrOfnZ1I5lxXzy4lU8suske0/mThfUroExVlaVGGqeRCaJJS3zIeB1YL2InBCR24Cvi8i7IrIHuAL4CwCl1D7g50AH8DRwl1Iqd/O9UkB7c9WMX8xqMdHeXJVRexZjJlMnhwO37iQVXUXT6rDhDyoO9sbWG//pvW6m/MGEiq0W49OXr6aixMpXn8qd+bfdOkPnPSy6ZFFK3TzH5h8ucPxXgK8kYlQ+s6a2DAVcsraaz25bt6ROiJnAYS9iWYk1p/34vZ7JpPnvI0SGmnf0eNjYaF/0+Ed3nWRlVQmbz1qWVDuisRVZ+cyVa/nbX3Xw0oF+Ll9fm7JzpQN/IMjRwTGuaq3LtCmGQVfaGoxIB8NPXrTK8GIPp2e1dizRH51N9Hp8SfXfAzRVllBaYI7Jj+8e8fF61yA3nru0zpjxcMv7mlhRWcLfP9WZ9a2vT57Sc2xnowXfYERys42ekhlNa4ONTrcXfw4OyA4EFX3eyaTl4EcwmYSWcKvkxXj8nZMoFaqMTTUFFhP/89r1dLq93P3g24ZPGliILt0l8wy04BsMp8tDRYmVugSGZaebVoeNSX9wJuc5lxgcnSQQVEl36UDounX0eBZtXvbIrh42n7WMlWkSrgZbESLw1F43t3x/e9aKfld/ZHC5zsGPoAXfYDhdHjYYvKXCbHI5cBtJyaxNgeC3OWyMTQU4OjR/7nun24PT5Ul67v1CbO8emqmemcqCTLH56B4YxV5spaLEmmlTDIMWfAMRCCr293qzyp0DsLqmjAJL8ma1GolezySQvKKraFobTgdu5+PRXT2YTcIHN8XfGXOptDdXzQxFN4kYPlNsPiIZOtm0eEo1WvANRPfAGL7poOF76MzGajaxvq48J1slz1TZJjktE2BdfRkWk8wbuA0GFY/vPsmla6upLkufi29LUwUPfqqd0gIzF6+pzorkgbno6tddMmejBd9AdLqzL2AbIVmzWo1G74gPs0lSIriFFjNrasvmdYW9eWSInhFfSnPv52NLUwXnr6pMeBRjphif8uMa8emA7Sy04BsIp8uDxSSsrcu+IFOrw8bQ2NSMCyRXcHt81JQVpqxSs3WBITKP7jpJaYGZq1uT0xlzqWxstHOwbxTfdPbVTs40TavOvv+lVKIF30A4XV5W15RRaMm+EQKnA7e5lY8fysFPnTulzWGn33vmEBnfdIBfv+vimrZ6igsy835oc9gJhFt1Zxszg8u1S+c9aME3EE6Xhw1Z5r+PMNMbP8f8+KkouoqmdZ7r9uL+Prw+f0bcORE2NoZsy8beOt3hlEw9x/a9aME3CKfGp3CN+LLSfw+RWa0lORe4dY/4UhKwjTBfSusju05SU17IhaszlyHTuKyYZSXWJXf1NAJdA2M47EUZ+3ZkVLTgG4SOLKywnU2rI7bK0WxhYiqAx5e80YZzERkiE/1BOTI+zQud/dxwjgNLCjpjxoqIsNFhZ+/J7HtNuwbGdMHVHGjBNwidrpCfNNtSMqNpbbBxdHAcry83RuUle/DJfLQ5bDijBP/JvS6mAsG0tFJYjLZGG/vdXqb82dM2QylFd/+o7qEzB1rwDYLT5aG6rIDa8tSKSyqJdIDMxiDfXLiTPNpwPmYPkXlk10lW15TO+NAzyUaHnalAkIN92fOaDo5N4fH5teDPgRZ8g+B0h1oqZDMz/ugc8eMne3j5fLSFh8g4XR5ODI/zZvcQH0lDZ8xYiLRu3pdFbh2doTM/WvANgD8Q5EDvaFa7cwBqywupKi3IyiDfXPSmYLThXLQ1ng7cPv5OaCLohw3gzoFQG+eyQgt7s+g1jWToNOsc/DNI3sw2Tdx0DYwx5Q9mdcAWwr3xcyhw6/b4KC0wU16U2uZb9bYiKkqs7Dvp4e1jw2xtquCsypKUnjNWTKbQa5pNqZmHB0YpMJtorNBzbGejV/gGIBt74M9Ha4ONA+5RpnOgN35vCkYbzoWI0Oaw85sONwf7RjOaez8XGx12OlyerBmI0t0/RpOeYzsnWvANgNPlxWoWVudAGlmrw8ZUIMjh/thmtRoZ94gv5Rk6EVodNk6NT2MSWG6wlenGRhu+6SBdWfKa6jm28xPLEPP7RaRPRPZGbfuGiHSKyB4ReUREloW3rxSRCRHZHf751xTanjM4XZ6ZFsPZTlsOBW57PZMp999HKAkXCAUV3PmfOw01dCQSuM0GP34gqDg6OM4qHbCdk1gU5kfAtbO2PQtsVEptAg4A90TtO6yU2hz+uTM5ZuY2TpdnpsQ+21lVXUaR1ZT1FbfBoKLPm9q2CtGMT51uUDbtN9bQkebqUoqspqwowDo5PMFUIMhqHbCdk0UFXyn1MjA0a9szSil/+O52YHkKbMsLBkcn6fNO5oT/HsBsEtbX27J+hT80PsV0QFGfplGT17TVU2QxYRawWkyGGjpiMZtoaciOwG3XQMjtpFf4c5OMLJ1PAj+Lur9KRHYBHuB/K6V+N9eDROQO4A6AFStWJMGM7MQ5U2GbG4IPocDtk++6UEoZIpc8HiJFV6nsoxPNlqYKHvhUO9u7BmlvrjLc0JGNDjuP7jpJMKgwGTgYGpljq334c5OQ01hEvgj4gQfCm1zACqXUucDngAdFZE4lU0rdp5TaqpTaWlNTk4gZWc3poSfZnYMfTZvDxsjEND0j2Tk8A9KXgx/NlqYK7rpijeHEHkKBW++kn2MLzN81At0DY9iKLFSVFmTaFEMSt+CLyK3A9cAtKjzmSCk1qZQaDN/eCRwG1iXD0Fylw+UJFSylcYRdqsmFilt3BgTfyETaZhg9cNs9MMaqmrKs/WaZauISfBG5Fvgr4Aal1HjU9hoRMYdvNwNrga5kGJqrOF1eNuSQOwdgQ305ImR1xW2vZxIRqCnPnQ/iRFhXV47VLIYP3Hb1j+qxhgsQS1rmQ8DrwHoROSEitwHfAcqBZ2elX14K7BGRd4D/Au5USg3N+cQapvxBDvV5c8qdA1BSYGFVdWlWr/B7R3xUlxVizWB7YiNRYDGxvr7c0B/iE1MBevQc2wVZNGirlLp5js0/nOfYh4GHEzUqXzjcP8p0QOVMSmY0bQ47u44ZJ5d8qbg96Su6yhY2Ouz8Zp/bsMH4I4PhgK3O0JkXvXzJIKcDtrkn+K0NNk4MTzAykZ298VM92jAbaWu0Mzxu3GB8l26atiha8DOI0+WlwGzKya+g2R64dad4eHk2stFh7Bm33eEc/JXVxmg8Z0S04GcQp8vD2rqyjI6xSxUzw7mzsHOmbzrAqfFp7dKZRUuDDbNJ2GdQwe/qH6PBXkRJgW4CPB+5pzRZhNPlyUl3DoSyW2rKC7Nyhd/nmQRIS6fMbKLIamZNTRl7DfqahubY5t635WSiBT9D9Hl9DIxO5azgQ6gAKxtX+OmaZZuNtDUas8WCUoouPcd2UbTgZwhnDgwtX4zWBhuH+rJrADZECb5e4Z/BRoedPu8kfR5jBW6HZubY6oDtQmjBzxCd4ZVvLqZkRmh12JgOKA70Zs8AbAjl4APUZfFA+VQxM+PWYG4dPcc2NrTgZwiny0ODvYhlJbnb8yNbA7duj48iqwlbsQ7+zabVoJk6XRHB1y6dBdGCnyGcLi8b6nPXnQOwsqqUkgJz1gVue8NFV0YsLso0ZYUWmqtLDddTp6t/DKtZaFxmrGlhRkMLfgaY9Ac43D+a0wFbCA3AbmnIvsCtLrpamLZGu+F66nQPjNJUVZqTKc7JRF+dDHCwdxR/UOW84EPIrePs8RBuqJoVuD0+HbBdgI0OGydPTTA8NpVpU2bQc2xjI+sF/60jQ9z7wiFDzQBdDKcrd1sqzKbVEeqjfnxoItOmxIRSil7PpE7JXACjBW4DQcWRwXHtv4+BrI5K/fStY9zz8LuIhLr5PXB7uyGHR8ym0+2l0GLKixXJ6cDtCCuqjF/yPjw+zZQ/SK0W/HmJDKrf2zPCxWurM2wN9JyaYMof1Bk6MZDVK/ye4QkUEFTGG/y8EE6Xh/X15ZgNPCouWUT+zmwJ3PbqoqtFWVZSwPKKYsNk6kQydHQO/uJkteBftr52RjQtZmMNfp4PpVSopUJ97rtzIFSOv7qmNKmB251Hh1PmxjtddKUbpy3ERofdMC6drv7w4PI8+MacKFkt+FuaKvj2TZsBuGGzIyvcOb2eSYbHp3O6wnY2rQ22pK3wn9nn5g//7XW++cx+bvnB9qSL/kzRlV7hL8jGRhvdA2N4fZlvf909MEZ5kYXqstytaUkWWS34ANdvcnDlhlp+6+zDNx3ItDmLkk8B2witDhs9I76Esjr6vZP87a/28ekH3iYQVClz40VW+LW6ynZB2sKBWyO46roHxmiuLtV1EzGQ9YIPcNvFqxgcm+Lx3T2ZNmVRnOGhJ7k2x3YhWhvC4hCHW2d4bIq/f6qTS7/+Aj95/SiXratOqRuv1+OjqrSAAktO/GukjI0zQ80zL/hd/TolM1Zy4l19weoqNtSXc/+r3YbP93a6vDQuK8ZebM20KWkjnmEoHt80//TsAS75+gv828uHuaatjuc+dxn3/8n5fO+W8wD46LmNSXfjuUd00VUs1JQXUmcrzHhvfN90gJOnJmiu0QHbWIhliPn9ItInInujtlWKyLMicjD8uyJq3z0ickhE9ovINakyfJaN3HbxKjrdXl49ZOxMnVAP/Pzx3wNUlhbQYC+KaYU/Nunn3hcOccnXXuDbzx/kkrXV/Oazl/Ktm86dWcVd3VbP1qYK3j52Kum29nomddFVjGx02DPeYmFmjq1e4cdELCv8HwHXztr218DzSqm1wPPh+4hIK3AT0BZ+zHdFxJw0axfgQ+c4qC4r4IevdKXjdHHhmw7QlQctFeZiscCtbzrAD37XxaVff4Fv/GY/W5sqeOLPLuZ7H9/CurozPyCv39TA/l4vB5PciVO3VYidtkY7h/pGmZjKXOwsMsdWC35sLCr4SqmXgaFZmz8M/Dh8+8fAjVHbf6qUmlRKdQOHgPOTY+rCFFnNfLy9iRf293M4nKZlNA70egmq/ArYRmh12DjUP3pGYH3KH+Q/Xj/CZd94gf/3ayctDTZ++T8u5Id/8nszFZ1zcd3ZDYjAE3tcSbNx0h9gcGxK5+DHyEaHjaA6HZfKBN0DWvCXQrw+/DqllAsg/Ls2vL0ROB513InwtjMQkTtEZIeI7Ojv74/TjPfy8fYmCiwm/v3V7qQ8X7LJxwydCG0OG4Hg6d74/kCQn791nCv+4UX+5rF9rKgs4aFPtfOft7+P81Ys7pevtRXxvlWVPLGnJ2lxm5nRhnp4eUzMtFjIoB+/q3+MelsRpYVZ3TQgbST7Ks2VFzXnf6NS6j7gPoCtW7cm5T+2uqyQGzc7eHjnSf7y6vWG6zXvdHkptpppqjR+i4FkE8nU+c5vD9HSYOOx3Sc5MjjOOcvtfPWjZ3PJ2uolp9V9cJODv3l0L51ub1I+RCNVtnqWbWw02IuoLC3IaOfMrgE91nApxLvC7xWRBoDw777w9hPAWVHHLQfSmiv5yYtXMTEd4ME3j6XztDERaalgyoOWCrPp84bE9JmOXr79/EGUgu9/YiuP3nURl66riSuH+gMb6zEJ/DpJbp3e8Apfu3RiQ0Roc9gyGrjt1oPLl0S8gv84cGv49q3AY1HbbxKRQhFZBawF3kzMxKWxod7GRWuq+MlrR5kOGGeW6kxLhTx05wC80X06DGQS+IOty7mqtS6hYpnqskIuXF2dNLeOHl6+dDY22jnQ62XSn/7A7dDYFKfGp/UKfwnEkpb5EPA6sF5ETojIbcDfA1eJyEHgqvB9lFL7gJ8DHcDTwF1KqbS/E267eBVuj48n301eQC9RekZ8eHx+WvMsJTNCe3MVRVYT5nBn0wtWJ6fL4vWbGjgyOJ6Uvi69Hh8FFhPLSvKnRiJRNjrsTAcUB3vTnyjRPRA6p17hx86iPnyl1M3z7LpynuO/AnwlEaMS5fJ1tTRXl3L/K93ccI7DECXXzp78DdhCqO/RA7e3s71rkPbmqqQVTF3TVs//fnQvT+xxLZjVEwvuET3acKlsbDw94zbR679UIimZzbpLZszkRKXtbEwm4U8vWsk7J0YMMxilM5y6tj7H59guxJamCu66Yk1Sq2MrSgu4aE1y3Dpuj09n6CyRFZUllBdZMuLH7xoYw2ISllfoObaxkpOCD/DftizHXmzlfoOkaDpdXs6qLKa8SLsLks31mxo4MTzBOycSEx1ddLV0ZgK3GcjU6e4fY0VViZ5juwRy9kqVFFi4+fwVPL3XzfGh8Uybk1c98NPN1a31WM3CE+/EnxAWGm3o0wHbONjosON0efCnOUki1CVTu3OWQs4KPsCtFzYhIvz4tSMZtWN8yk/34Fje+u9Tjb3EyqVra3jyXRfBYHxuHc+EH990UPfRiYONjXYm/UEOpbHCPRBUdA/qlMylktOC32Av5rqzG/jZW8cZnfRnzI79bi8qT1sqpIvrz2mgZ8THruPxxWwiKZnapbN0Tgdu0+fWicyx1SmZSyOnBR9CKZreST+/2HF88YNThNMVaifQqgU/ZWxrqaPAYuJX78SXiqsFP35WVZdRbDWndcZtpIdOsxb8JZHzgr/5rGVsaarg3189QiDOr/uJ0un2UFpg1tkEKaS8yMrl60JunXhe58hoQ+3DXzpmk9DqsLEvjZk6M3NstUtnSeS84ENolX9saJznnL0ZOb/T5WFDgy0vWyqkk+vPcdDnnWTHkdnNXRcn0kenVqdlxsVGh419PZ64YyhLpXtgjLJCCzVl+vVaCnkh+Fe31tG4rJgfvpL+FE2lFJ0ub94NPckEV26opchqiqtlstvjo6LESpE1LeMbco62RjvjUwG6wwNJUk1XuIeOLpJbGnkh+BaziT+5cCVvdg+l1c8IcGJ4Au+kXwds00BpoYUrN9Tx1F7XklMEdQ5+YszMuE3T/5eeYxsfeSH4AH90/lmUFpi5P82r/I487oGfCT64qYGB0Sne7F6aW8etBT8h1taVUWA2JaWn0WL4pgP0jExowY+DvBF8W5GVP9h6Fr/a00Nf2F+bDjpdXkRg/Rxj+jTJ54r1tZQUmPnVEt067pFJHbBNAKvZxIaG8rSs8I8OjqMUenB5HOSN4AP86UUr8QcVP3n9aNrO6XR5aKos0RN50kRxgZltLXU8vdcVc3vs6UCQwbFJPfgkQdocdvaeHEnaBLL5iGTo6JTMpZNXgt9UVcq2ljoeeOPoGbNVU4XTnb898DPF9ZsaGB6f5rXDgzEd3++dRCmdkpkoGxtteHx+TgxPpPQ8XeEc/JVa8JdMXgk+hFI0h8eneWTXyZSfa3TSz9HBcS34aebSdTWUF1r49Z7YeuvMDD6x6xS/REhX4LZ7YIw6WyFl+lvzksk7wX/fqkraHDbuf6U75V8997t1wDYTFFnNXNVax9N73Uz5F3frRIqudNA2MdbXl2M2ScpbJXf16zm28ZJ3gi8ifPKiVRzsG+XlgwMpPVdHuKWCzsFPP9ef04DH5+eVQ/2LHqvbKiSHIquZtbVlKe+p0z0wxirdJTMu8k7wAT50joOa8sKUp2h2ujyUF1loXKZbKqSbi9fUYCuyxFSE5fb4sJqFypKCNFiW22xsTG3gdnhsiuHxaVbrlgpxkZeCX2Ax8Yn2Jl460M+hPm/KzhPpga+rAdNPgcXENW31PLuvd9EAfZ9nktryIt36IglsdNgYHJui1zOZkuePBGy1Syc+4hZ8EVkvIrujfjwi8lkR+bKInIzafl0yDU4WH3vfCgotJn74ypGUPH8wqOh065YKmeT6cxx4J/28fGBht457xKf74CeJyFzbVAVuZ7pk6hz8uIhb8JVS+5VSm5VSm4EtwDjwSHj3P0X2KaWeTIKdSaeqrJCPnNvIL98+wdDYVNKf/9jQOONTAR2wzSAXrq6iosS6qFtHT7pKHi0NNkRIWeC2q39Uz7FNgGS5dK4EDiul0lfRlAQ+efEqJv1BHnrzWNKf26lbKmQcq9nEtRvrec45v1tHKYXb49NdMpNEaaGF5urSlAVuuwfGWFFZglXPsY2LZF21m4CHou7fLSJ7ROR+EamY6wEicoeI7BCRHf39i2dSpIJ1deVcsraaH792JKb0vaXgdHkwSegcmsxx/SYH41MBXujsm3O/d9LP+FRAr/CTyNmN9pT1xu8e0GMNEyFhwReRAuAG4BfhTd8DVgObARfwzbkep5S6Tym1VSm1taamJlEz4ua2i1fR553k1+/GPwB7LpxuLyurSyku0O12M8n7VlVSXVYwr1unb6boSgt+stjYaMc14mNgNLmB22BQhVMyteDHSzJW+B8A3lZK9QIopXqVUgGlVBD4PnB+Es6RMi5dW0PjsiL+/qlOdsYxOGM+nC7dUsEIWMwmPrCxgec7exmbY66xeyQkSjoHP3m0hStuk905s2dkgkl/UOfgJ0AyBP9motw5ItIQte8jwN4knCNl7Dp+ij7vJL2eSf7w37bz2qHEi7E8vmlODE/oGbYG4YObGvBNB/ntHG6dmbYKWvCTRqsjMtQ8uW6d0xk6eoUfLwkJvoiUAFcBv4za/HUReVdE9gBXAH+RyDlSzfauwZkZqAGluOvBtxN+o3bqCltD8XsrK6ktL+SJOXrr9Ooq26RjL7bSVFWSdD9+V78eXJ4oCQm+UmpcKVWllBqJ2vbHSqmzlVKblFI3KKWWPm8ujbQ3V1FgMWEWKDCbEISPfPdV7nv5cNzzOXWGjrEwm4Trzm7ghf39eH3T79nnHvFhK7LoWEuS2eiwJz1Tp3tgjNICMzXlOqMqXvI+t2lLUwUP3N7O565ez0N3tPPbv7yMKzfU8XdPdvKJ+9+Ma1hKp9uDvdiq3QQG4vpNDUz5gzzvfK9bp9eji65SQVujjWND44yMTy9+cIyE5tiW6cr1BMh7wYeQ6N91xRq2NFWwrKSA7338PL760bPZeXSYa7/9O57r6F3S83WEh5brN6ZxOG9FBQ32ojPcOnqWbWqItEre50qeW0d3yUwcLfhzICLcfP4KfvVnF1NvK+L2n+zgbx7dG9PQlEBQsV8PPTEcJpPwwbMbeOlAPyMTp1edbl1lmxLawoHbfUly6/imA5w8pefYJooW/AVYU1vGI3ddyKcuWcV/bD/KDd95ZcY/Px9HBsfwTQe14BuQ689xMB1QPLPPDYA/EKTfO6lX+CmgqqwQh70oaS0Wjg1F5thqwU8ELfiLUGgx88UPtvKTT57P0Ng0H773VX706vzDUyIfCDol03ics9zO8opifv1uKI9gYHSKoELPsk0RbeFWycnguY7Qh/TUdHIr4vMNLfgxcum6Gp7+7CVcvKaaL/+qg0/+6K05KwmdLg9mk7CmVheHGA0R4YObGnjl4ADDY1M6Bz/FbHTY6RoYm7PgLVYCQcUv3jrOPzxzAIC/eWwvO48OJ8vEvEML/hKoLivkh7du5W9vaOPVw4Nc+63f8dKs1rudLi/N1aUUWXWanxH50CYH/qDiN/vcMzn4WvBTw8ZGG0qxqBs0mmBQ4XR5uP+Vbj71kx2c+/89wxce3kMkQ3o6EGR7V2zD6TVnoqcALxER4dYLV/K+5ko+89Aubr3/TW6/eBVfuHY9hRYzTpeHrSsrM22mZh7aHDZWVpXwxB4XV7fVAVCnh5enhOje+PP9TyilONw/yuuHB3m9a5DtXUMz7cpXVJbwgY0NNCwr4nsvHsYfCGK1mGhvrkrb35BraMGPkw31Nh6/+2K++qSTH7zSzWuHB/l4+wp6RnzYiqyZNk8zDxG3zvdePMzyimLMJqG6VAt+KqgtL6S6rJC9UT11lFIcHRzn9a7BGZHv94Zcow57EZevr+HC1dVcsLrqPaNBL1lbw/auQdqbq9jSNGcDXk0MSKpmTy6FrVu3qh07dmTajLh53tnLZ3+2G68v5KssMAsP3XGBfmMaFKfLwwe+/TuKrCYqSgp4/Z4rM21SzvKR777KkcExPnb+ClwjPrYfHqRnJORKqykv5MLVVVzQXMUFq6tYUVmia1eWiIjsVEptjfV4vcJPAle21PHH7U1898XDQCjQtL1rUAu+QdlQX87qmlIO94/plMwUsvPoMO+eGMEfVNz7wmHKiyxcuraGT4dFfnVNqRb4NKODtkniypY6iqyhnjzaz2hsQm4dBwBjk36d9ZEitncNEgx7EEwC//3SZu695Tz+uL2JNbW6RUIm0IKfJKJ78jxwe7te3Ruc1eGKzYN9o9zyg+1a9FPAexoTWkxcsLo60yblPdqlk0S2NFVooc8STpyaQAAFTPuD2gWXAiKLIB1sNQ5a8DV5SXtzFYVWE9N+neqXSvQiyFhowdfkJXr1qclHtOBr8ha9+tTkGzpoq9FoNHmCFnyNRqPJExJy6YjIEcALBAC/UmqriFQCPwNWAkeAP1RK6Zw3jUajyTDJWOFfoZTaHFXe+9fA80qptcDz4fsajUajyTCpcOl8GPhx+PaPgRtTcA6NRqPRLJFEBV8Bz4jIThG5I7ytTinlAgj/rp3rgSJyh4jsEJEd/f39cx2i0Wg0miSSULdMEXEopXpEpBZ4Fvgz4HGl1LKoY4aVUgvmvolIP3A0bkOgGhhI4PHpJtvsBW1zusg2m7PNXsgtm5uUUjWxPklCQVulVE/4d5+IPAKcD/SKSINSyiUiDUBfDM8Ts8FzISI7ltIiNNNkm72gbU4X2WZzttkL+W1z3C4dESkVkfLIbeBqYC/wOHBr+LBbgccSNVKj0Wg0iZPICr8OeCTc4tQCPKiUelpE3gJ+LiK3AceAP0jcTI1Go9EkStyCr5TqAs6ZY/sgkO4RQvel+XyJkm32grY5XWSbzdlmL+SxzYYYcajRaDSa1KNbK2g0Gk2eoAVfo9Fo8oSsEXwRuVZE9ovIIRE5o12DhPjn8P49InJeJuyMsucsEXlBRJwisk9E/nyOYy4XkRER2R3++VImbJ1l0xEReTdsz4459hvtOq+Pun67RcQjIp+ddUzGr7OI3C8ifSKyN2pbpYg8KyIHw7/nrFdZ7L2fRnu/ISKd4df9ERFZNs9jF3wPpdnmL4vIyajX/rp5Hpv2a7yAzT+LsveIiOye57FLv85KKcP/AGbgMNAMFADvAK2zjrkOeAoQoB14I8M2NwDnhW+XAwfmsPly4IlMX99ZNh0BqhfYb6jrPMf7xE2oGMVQ1xm4FDgP2Bu17evAX4dv/zXwtXn+pgXf+2m092rAEr79tbnsjeU9lGabvwz8ZQzvm7Rf4/lsnrX/m8CXknWds2WFfz5wSCnVpZSaAn5KqGdPNB8GfqJCbAeWhQu/MoJSyqWUejt82ws4gcZM2ZNEDHWdZ3ElcFgplUjVdkpQSr0MDM3aHEvfqVje+0lnLnuVUs8opfzhu9uB5am2YynMc41jISPXGBa2WUI5738IPJSs82WL4DcCx6Pun+BM8YzlmIwgIiuBc4E35th9gYi8IyJPiUhbei2bk7n6I0Vj2OsM3MT8/xxGu84QW98po17vTxL6pjcXi72H0s3dYTfU/fO4zYx6jS8BepVSB+fZv+TrnC2CL3Nsm51PGssxaUdEyoCHgc8qpTyzdr9NyP1wDvAvwKNpNm8uLlJKnQd8ALhLRC6dtd+o17kAuAH4xRy7jXidY8Vw11tEvgj4gQfmOWSx91A6+R6wGtgMuAi5SGZjuGsc5mYWXt0v+Tpni+CfAM6Kur8c6InjmLQiIlZCYv+AUuqXs/crpTxKqdHw7ScBq4hUp9nM2TbN9EcCIv2RojHcdQ7zAeBtpVTv7B1GvM5heiPuMJm/75ShrreI3ApcD9yiwo7k2cTwHkobSqlepVRAKRUEvj+PLYa6xgAiYgE+SmiY1JzEc52zRfDfAtaKyKrwSu4mQj17onkc+EQ4i6QdGIl8Xc4EYf/bDwGnUuof5zmmPnwcInI+oddjMH1WnmHPfP2RojHUdY5i3tWQ0a5zFLH0nYrlvZ8WRORa4K+AG5RS4/McE8t7KG3Mii99ZB5bDHONo9gGdCqlTsy1M+7rnI5IdJKi2dcRynQ5DHwxvO1O4M7wbQHuDe9/F9iaYXsvJvS1cA+wO/xz3Syb7wb2EcoK2A5cmGGbm8O2vBO2y/DXOWxTCSEBt0dtM9R1JvRh5AKmCa0obwOqCE2FOxj+XRk+1gE8GfXYM977GbL3ECFfd+T9/K+z7Z3vPZRBm/8j/D7dQ0jEG4xyjeezObz9R5H3b9SxCV9n3VpBo9Fo8oRsceloNBqNJkG04Gs0Gk2eoAVfo9Fo8gQt+BqNRpMnaMHXaDSaPEELvkaj0eQJWvA1Go0mT/j/AWBrQ6aqff7mAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "trial_idx = 0\n",
+    "dist = []\n",
+    "for trial_idx in np.arange(0,18):\n",
+    "    t_ref = res['trial_data']['ref_interp'][trial_idx]\n",
+    "    t_for = res['trial_data']['for_interp'][trial_idx]\n",
+    "    tw = dtw(t_for, t_ref, keep_internals=True,step_pattern=\"asymmetric\")\n",
+    "    # tw.plot(type=\"threeway\",offset=0)\n",
+    "    dist.append(tw.distance)\n",
+    "    # plt.plot(t_ref)\n",
+    "    # plt.plot(t_for)\n",
+    "dist2 = np.array(dist).copy()\n",
+    "plt.plot(dist,'.-')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "277ff6bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1.        , 0.98673476],\n",
+       "       [0.98673476, 1.        ]])"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(dist1,dist2,'.')\n",
+    "np.corrcoef(dist1,dist2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "9f22a085",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f10c69206a0>]"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD4CAYAAADvsV2wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAA7fUlEQVR4nO29e3Sbd5Xv/dmS73fHVmzHTuzc7LRN0qQJJW2HpGUovXEamBmG9ACn7xxKZ+aUtYYzDAwMszjAnDLceWd4gaEFzhToTE8HBlp6g7b0QqFpSdo0ado4dhK7uTi25PgmXyTL+r1/SI+jOrItWbdH0v6s5WX50SNp57Hy9U/79917izEGRVEUJfdxZDoARVEUJT2o4CuKouQJKviKoih5ggq+oihKnqCCryiKkicUZDoAgPr6etPW1pbpMBRFUbKK/fv3e4wxrljPt4Xgt7W1sW/fvkyHoSiKklWISG8852tKR1EUJU9QwVcURckTVPAVRVHyBBV8RVGUPEEFX1EUJU9YVPBFpEREXhSRV0TksIh8Lnz8syJyWkQOhL9ujHjMp0SkW0Q6ReS6VP4DFEVRlNiIxZbpA95ujPGKSCHwnIg8Gr7vG8aYr0aeLCIXA3uAS4AVwBMi0m6MmUlm4IpiF/b3DrH3+CA71tSxrbU20+EoyrwsKvgm1D/ZG/6xMPy1UE/l3cB9xhgfcEJEuoHLgecTjFVRbMf+3iH23PU8M0FDUYGDe2/boaKv2JaYcvgi4hSRA8AA8Lgx5oXwXR8RkYMi8gMRsd7lzcDJiIefCh+b+5y3i8g+EdnndruX/i9QlAzy5Ov9TM8YggamA0H2Hh/MdEiKMi8xCb4xZsYYswVoAS4XkY3Ad4C1wBagD/ha+HSJ9hRRnvMuY8x2Y8x2lyvmymBFsRWr68uB0Ju+sMDBjjV1mQ1IURYgLpeOMWYYeBq43hjTH/5DEATuJpS2gdCKfmXEw1qAM4mHqij2o76yGIC2+nJN5yi2JxaXjktEasK3S4F3AEdEpCnitPcAr4ZvPwjsEZFiEVkNrAdeTGrUimITPGM+AJwOUbFXbE8sLp0m4B4RcRL6A3G/MeYhEfmRiGwhlK7pAf4cwBhzWETuB14DAsAd6tBRchWP1w/AqaEJjDGIRMtoKoo9iMWlcxDYGuX4Bxd4zJ3AnYmFpij2x+MNrfCnpoMMjvupryjOcESKMj9aaasoCeAOp3QATg9NZjASRVkcFXxFSQCP10dlceiD8ikVfMXmqOArSgJ4vD42r6wGQnl8RbEzKviKkgAer5+2unKqSgp0ha/YHhX8HGZ/7xDfeqqb/b1DmQ4lJwnMBBmaCG3UttSW6QpfsT22mGmrJJ/9vUPccvdepgNBigu1x0sqODfux5hQ8VVLbSknPOOZDklRFkRX+DnK3uOD+ANBDNrjJVUMhB06rooiWmrLOD08SajXoKLYExX8HGXHmrrZpkYioj1eUoDlwXeFV/gT/hmGJqYzHJWizI8Kfo5yaUs1jvBvt7WuTNM5KcCqsg3l8EsBdeoo9kYFP0fpPTfBTBAubqrimHuc427v4g9S4sJa4ddXFNM8K/jq1FHsiwp+jtLVHxL4/3ltOyLw8wPasDTZeMZ8lBY6KS8uoKW2DNAVvmJvVPBzlO6BMQCuWFvHlWvreODAad1QTDJur4/6yiIAqksLqSwp0PYKiq1Rwc9Ruge8NNeUUlFcwO4tzfQOTnDg5HCmw8opPF4frohmaSEvvgq+Yl9U8HOUrgEva5dXAHD9xkaKChw8oGmdpOIZe3N3zJbaUhV8xdao4OcgM0FD94CX9WHBryop5B0XLeehg2cIzAQzHF3u4PH6ZideATTXlM72xVcUO6KCn4OcHprEFwjOCj7A7i3NeLx+fntMC7CSQWAmyLmJC1f44/4ZhtWLr9gUFfwcpNsd2rBd33Be8K/ucFFVUsADL5/OVFg5hdVWwVVRNHvMcuqcHta0jmJPVPBzEMuSuc5VOXusuMDJjZua+OXhs0z6deJkorgjqmwttPhKsTsq+DlI14AXV2Ux1WWFbzq+e0sz4/4ZHn+9P0OR5Q6RVbYWK2e9+LrCV+yJCn4O0hWxYRvJW1cvo6m6RNM6ScAzdr7K1qKqtICKYu2Lr9gXFfwcwxjDsXkE3+EQbr50Bc8cdXNu3J+B6HKH2bYKESkdEQlbMzWlo9gTFfwc4+zoFF5fgHVRBB9CaZ1A0PDwob40R5ZbeLw+SgodlBc533RcvfiKnVHBzzFmN2yXV0a9/6KmStobKjStkyDuMR/1FcWIyJuOt9SWcXpI++Ir9kQFP8foGggJfqQlMxIRYfeWZvb1DnHynKYelorH63+TQ8eipbaUMV+A0clABqJSlIVRwc8xuge81JYVUldeNO85u7esAODBV7TVwlLxeH1v2rC1aK4JWTNPah5fsSEq+DlG98AY65ZXXJBqiKSltoy3tNXy85e1g+ZSmU/wW9SaqdgYFfwcwhhD14B33vx9JLu3NNM14OW1vtE0RJZbzAQN58b9b6qytbCKr7TaVrEjKvg5xOC4n+GJ6aiWzLnctKmJAodoB80lMDjuI2jebMm0qCkrpLzIqdZMxZao4OcQ5x06iwt+bXkRu9pdPHjgDMGgpnXiwTMWqmFwRUnphLz42hdfsScq+DmENeVqPofOXHZvbebs6BQvnDiXyrByjmhFV5GoF1+xKyr4OUTXgJeK4gIaq0piOv/aixooL3LywAH15MdD5PDyaDRrta1iU1Twc4juAe+iDp1ISoucXHdJI48c6sMX0A6asXJe8KNbX1tqSxmbCjAyqX3xFXuhgp9DdIUFPx52b21mdCrAU0fcKYoq9/B4/RQXOKgoLoh6/2xffE3rKDZDBT9HGJ7w4x7zxeTQieSqtXXUVxRpWicO5murYKF98RW7ooKfI3Qv0lJhPgqcDt61eQVPHhlgdEpTELHg8fqitlWw0OIrxa4sKvgiUiIiL4rIKyJyWEQ+Fz6+TEQeF5Gu8PfaiMd8SkS6RaRTRK5L5T9ACTEr+DEUXc3l3Vub8QeCPHbobLLDykmsFf581JYVUlroVMFXbEcsK3wf8HZjzKXAFuB6EdkBfBJ40hizHngy/DMicjGwB7gEuB74tog4oz2xkjy6BryUFDpme7nEw6Ut1bTVlfFzTevERKhx2vy9irQvvmJXFhV8E8Ib/rEw/GWA3cA94eP3AO8O394N3GeM8RljTgDdwOXJDFq5kK4BL2tdFTgcsTl0IrE6aD5/fJCzI1MpiC53CLVVWHiFD6E8vrZXUOxGTDl8EXGKyAFgAHjcGPMC0GCM6QMIf18ePr0ZOBnx8FPhY0oK6e4fi3vDNpLdW1ZgDPxCO2guyLlxf6itwqKCr9W2iv2ISfCNMTPGmC1AC3C5iGxc4PRoS8wLavdF5HYR2Sci+9xutQQmgtcX4MzIFOsb4s/fW6xxVbC5pVrTOotgefAX2rSF0Ap/ZHJaN8IVWxGXS8cYMww8TSg33y8iTQDh7wPh004BKyMe1gJcsGw0xtxljNlujNnucrnij1yZ5Vh4w3ata+krfAh10Dx8ZnS2RYNyIYtV2Vo0W10zdZWv2IhYXDouEakJ3y4F3gEcAR4Ebg2fdivwQPj2g8AeESkWkdXAeuDFJMetRLDYlKtY+S+XNuEQ+PnLmtaZj8WqbC3UmqnYkVhW+E3AUyJyEPg9oRz+Q8AXgWtFpAu4NvwzxpjDwP3Aa8BjwB3GGK3bTyFdA2MUOoXWZWUJPc/yyhKuWlfPA6/oYJT5sDplztc4zWK2L746dRQbEb02PAJjzEFga5Tjg8AfzvOYO4E7E45OiYljA15W15dT4Ey8jm73lmb+5j9e4aU3htnWWrv4A/IMt9dHUYGDynnaKljUlRdRUujQFb5iK7TSNgfoGvAuqeAqGtdd0kBxgUNbLcyDZ8yHa4G2ChbaF1+xIyr4Wc7U9AxvnJuIu2nafFSWFPKOixt46GAf0zPBpDxnLuH2+hZN51g015RyalhTOop9UMHPco67xzEm8Q3bSN69pZlz436e6/Ik7TlzBY83+izbaOggFMVuqOBnOV1hC2WyVvgAu9pd1JQVqic/Ch7v4lW2Fi21ZQxPTOP1BVIclZKtPPl6P//0xFH29w6l5fVU8LOc7gEvDoHV9eVJe86iAgc3bmriV4f7GVexmiXUVsEfh+CrF1+Znyde6+e2e/bxjSe6eP/39qZF9FXws5yufi9tdeUUFyS3P927tzQzOT3D46/1J/V5s5mhCT8zQbOoB99C++Ir89E/OsXHf/LKbAuC6UCQvccHU/66KvhZTrc7/ilXsbC9tZbmmlJN60Rwvq1CbDODm2cFX1f4ynn6R6fYc9deJv0zFDkdOAUKCxzsWFOX8tde1Iev2Bd/IEiPZ5x3XtyQ9Od2OIT/cukK7v7N8bjy1rnMbNFVjCt8V0UxxQUOXeErs5wdmeKWu/cyMDrFj297KyLC3uOD7FhTl5a6F13hZzG9g+MEgiapDp1I3r11BTNBw8MH+1Ly/NnGbFuFGG2ZIkKztklWwkSK/Q8/dDnb25axrbWWO65Zl7YiRxX8LKYrgSlXsbChsYoNjZWa1gkTa+O0SLT4SoHzYu8e8/HDD13OttZlGYlDBT+L6R7wIpJ4l8yF2L2lmZffGKZ3cDxlr5EtuMd8FDkdVJXEnglVL77SNzLJnruexz3m457/njmxBxX8rKZrwEtzTSmlRambIHnzlhUAfPpnr6bNK2xX3OHh5Yu1VYikpbaUc+N+tbfmKX0jk9xy1148Xn9Y7DPbn0oFP4vpSnDKVSycHZnCIfBctydtXmG74vH6Y96wtbBmDGseP/8IreztI/aggp+1zAQNxz3jCU25ioW9xwexOiWnyytsVzxj8buVrL74WnyVX1hif87rD+fsMy/2oIKftZw8N4E/EGRdCvP3ADvW1FHgDKUwCpzp8QrblaXYU1dq8VXecWb4vNjf86HLuWyVPcQeVPCzFsuhsy5FlkyLba21fPGPNgPwP9JoH7MbwaBhcNxPfWV8KZ36imKKCrQvfr5wZniSW+4+v7K3k9iDCn7WkoqmafPxrkubcDoEfyB/B5edb6sQ3wrf4RBaatSpYxf2Hvfw1V92pmQvKnJl/8MPXc5Wm4k9aKVt1tI94KWxqoSqksKUv1ZxgZO1rnI6z+bvcHOPN1Rl64qx6CqS5tpSTenYgP29Q7z/ey8yEzR866lubt6ygvdtX8m2ttqEe1FZYj807udHt72VLStrkhN0klHBz1K6B1LTQ2c+OhqrePmNfHboxF90ZdFSW8qvzowmOyQlTvYeH2QmGHIgGOAXr5zhgQNnKCtycsWaOnZ1uNi53kVbnJ1nTw+HrJdDE/YWe1DBz0qCQUP3gJc/3b4yba+5obGSX7xyBq8vQMUi81xzkcQEv4zBcT+T/pmU1kwoC7NjdajgSYDiQgffu/UtTPlneOaom2eOunnyyAAArXVl7FzvYme7iyvW1i34fj89HCqqGp6Y5kcfsrfYgwp+VnJmZJIJ/0zKeuhEoyNs/+w8O5aXG7fusXCnzCWu8AFOD0+wLkVtMJTFWR12tF3d4eIjb18/+z5+R7j5YI9nnGeOunn2qJufvnSKH+3tpdApbG9dxs52F7vaXVzUVDlbeBcp9j/+0Fu51OZiDyr4WUl3invoRKOjMc8F3xtuq1Aa/38ZS/BPDk2q4GeQE55Qe5AP7GiN+h5uqy+nrb6cW69swxeYYX/PEM90uXmm082XHjvClx47gquymLetr6epuoQf7+1lesbw7x/ekRViDyr4WYkl+OnM4bfUllJRXMCRs/mZi/aMhaps42mrYNFcEyq+UqdOZrH6QbXWLZ6jLy5wcuW6eq5cV8+nbriI/tEpnj3q5tkuD786fBavL+RYKypwEAiaRZ7NPqgtMwvp6vdSV17EsvL4POGJICK0N1RwJE+dOh6vL+a2yHNZXllMoVPUqZNhejzjOARWLiuN+7ENVSW8d/tKvnnLVv5i11oc4b/7MzPZVX2ugp+FdA2MpXV1b9HRWEXn2TGMyZ4VTbJIZAiMwyE015Rqe4UM0zM4wYqa0oQtmFesraeoIL2TqpKFCn6WYUzIoZPODVuLDY2VjExO0z/qS/trZ5qQ4C/9E5X2xc88vYPjtMWQzlmMba213HvbDv76nR3ce9uOrNrTUsHPMtxjPkanAinvoRMNa+M23/L4waAJd8pc+phH7YufWYwxnPCM01ZflpTnS/ekqmShgp9lzE65SnGXzGhsiHDq5BPDk9PMBM2SqmwtmmtK8Xh9TE3nb3uKTDI8Mc3oVCApK/xsRgU/y+jqD4ltqvvgR6OmrIiGquK8E/xEiq4sWpZZXTN1lZ8JToQdOir4SlbR7fZSWVKQ0GozETY0VuWdU8czlgTBt/riZ8kglP29Q3zrqe6cGXhjWTKTldLJVtSHn2V09XtZv7xiSX7wZLChsZLnjw8SmAlS4MyP9YI7vMJ3xdkaOZKWNPXF3987xO+OebhsVS0XN1UxPRPEFwjinwniDwSZDn/3B4L4ZoJMR9znD98+7vby471vMBM0FBc6sm5jMhonPBOIwMplKvhKFtE94OUdFzVk7PU7GivxB4L0DI7nTdWo1SkzkRX+8sqSsBc/dSv8/b1D3HL3XvyBYNKe0x+ecpbtgt87OM6K6sQtmdmOCn4WcW7cz+C4PyOWTIvzTp2xvBF895iPQqdQXbr0VtROh7AixX3x9x4fZDos9gJcs2E5f3jRcgqdDooLHBQ5HRQVOCgMfy+KOFYUcey1M6N8+If78AWCOB2SVT7z+ejxjLM6zi6YuYgKfhZhtVRYm4ENW4t1yytwOoQjfWO8a3PGwkgrVtFVomm05prU9sWPFObiQseSbYM72138221v5b9+7wV2rq/P+tU9hIqu3rW5KdNhZJz8SMLmCNaUq0w4dCyKC5ysri/Pq43bRKpsI2mpTW217craUgzwtvX1Cefdt7Ut4y1tyzgzMpW8ADPE0LifkclpXeGjgp9VdPV7KStysqI6/l4gyaSjsZLO/vwpvkq0ytaipbaMgbHUefGfPuoG4JM3bEjKqnxTSzVH+8fwZfloy544mqblOosKvoisFJGnROR1ETksIn8VPv5ZETktIgfCXzdGPOZTItItIp0icl0q/wH5xDF3aMqVw5EZh47FhoZKTp6bxOsLZDSOdBHqlJmcFT6ExuGlgmc63SyvLObipqqkPN+m5mqmZ0zW1130DobSaG11+e3QgdhW+AHgY8aYi4AdwB0icnH4vm8YY7aEvx4BCN+3B7gEuB74tojk99Z4kujq92akpcJcrI3bo/3ZLQSxEGqrsPROmZFYXvxUbNwGZoL8psvNrnZX0iy7m5qrATh4aiQpz5cpTnjG1ZIZZlHBN8b0GWNeCt8eA14Hmhd4yG7gPmOMzxhzAugGLk9GsPnM6NQ0Z0enWJdBh47FhsbQCjLbV36xMDI5TSBoljTpai7Ntamrtn355DCjUwGu2bA8ac/ZUltKTVkhr57ObsG3LJklhbrujCuHLyJtwFbghfChj4jIQRH5gYhYScNm4GTEw04R5Q+EiNwuIvtEZJ/b7Y4/8jwjE1Ou5qOltpSyImdeCP5sW4UkrPAbKospcAinh5Pv1HnqyABOh3DVuvqkPaeIsKm5OvtX+IMTeV9haxGz4ItIBfBT4KPGmFHgO8BaYAvQB3zNOjXKwy9ooG6MucsYs90Ys93lcsUbd95xXvAzv8J3OISOxsq86Jrpnu2jk/imbYHTQVNNSUpW+E93utm2qjahWoFobGwObdxmc9O33sFx3bANE5Pgi0ghIbG/1xjznwDGmH5jzIwxJgjczfm0zSlgZcTDW4AzyQs5P+ke8FJU4LBNHnJDY2VeDEOxqmyTkdIBaKlJfl/8gdEpXusbZVdH8hdOm5urCQSzd+N2eMLP8MQ0q1XwgdhcOgJ8H3jdGPP1iOORVQzvAV4N334Q2CMixSKyGlgPvJi8kPOTrv4x1tSX48ywQ8eio6GSoYlp3GO5PQwlGY3TIgn1xU9uSseyY17Tkbz8vcVGa+M2S/P4PWGHTqs6dIDYKm2vAj4IHBKRA+FjfwfcIiJbCKVreoA/BzDGHBaR+4HXCDl87jDGZO/nQZvQNeBl6yr7VDx2hDduj5wdY3lVSYajSR1ub+JtFSJpri2lf9SHLzCTtL4uz3S6aagq5qKm5O/vzG7cZmkev8cT8uBr0VWIRQXfGPMc0fPyjyzwmDuBOxOIS4lgwh/g9PAk7922cvGT08SGiOlXO9tzdw/GM+ajrrw4abUPljWzb3iKtiSIUGAmyLNdbm7Y2JiSDqrWxu2hrF3hqyUzEq20zQKOu8cxhow2TZtLbXkRyyuLc77FQsiDn/iGrUVLkq2ZL70xzNhUgKtTkM6x2JTFG7e9gxNqyYxABT8LsEMPnWh0hDduc5lEZ9nOJdl98Z/uTL4dcy6bwhu32fjH/YRnXPP3EajgZwFd/V4KHGI7a9mGxkq6BrwEZpLXf91uJKtxmkVjVQlOR/L64j/d6WZba/LtmJFsaglt3GZjWkctmW9GBT8L6B7w0lpXRlGBvX5dHY1V4WEoqZ3ilCmMMUkX/AKng8aqkqSs8PvDdsyrU2DHjKS5ppTaskIOnRpO6eskm5GJaYYmplmtRVez2EtBlKh0D3htUWE7F2vjNlfTOiOT00zPmKTPDw5ZMxNf4T/TGbJjXt2euvw9hDZuNzZXc+h0dhXaaZfMC1HBtzm+wAw9g+O22rC1WLe8AodAZ45W3HqSWGUbSUttWVKGmT99dCBldsy5bG6ppivLNm4twVdL5nlU8G3OCc84QRMSV7tRUuikLYeHobjHkltla9FSW8rZ0amEZs+GumN6uLp9eVoG2lsbt6/3Zc8f9x5PKG22Si2Zs6jg2xyrh44dBR/gosYqOnO0TXIyG6dF0lJbijHQN7L0Vf55O2Z6aiCsitts6pzZMzjOiuoStWRGoIJvc7r6vYjAWhv0wY9GR2Mlb5ybYMKfe8NQ3Eluq2CRjDbJT3cOUOAQrlqfOjtmJM01pSwrL8oqp06POnQuQAXf5nQPeFm1rMy2q5SOxkqMgaP93kyHknQ8Xh8FDqEmyZbHlbODUJbu1Hmq081lrbVUlaTOjhmJtXGbTa2SezzjSalmziVU8G1OyKFjz9U9RLRYyKLcbqx4vD7qKoqSPlKysboEh7Dkgeb9o1O8ngY75lw2N1fTNeDNio1by5KpYw3fjAq+jQnMBDnu8bLWxoK/sraMsiJnTm7cJrvK1qLQ6aCpeunWTMuOmYrumAuxsbmamaDhtSz44957LuTQ0RX+m1HBtzG95yaYnjG29OBbOBzC+obcbLGQ7KKrSJoT8OI/fXSAxqqS2U9X6cKquM2GjdsT4S6ZbZrDfxMq+Damq98+U64WYkNDJZ39uTcMxTOWOsFfal/86bAdM5nDymNlRXUJdeVFHMqCPH7voFoyo6GCb2OOuUOCb+eUDoQ2bs+N+2fHAeYCobYK/qR2yoykpSbkxZ+Osw/RS71DabVjRnK+4tb+gt/jGaepuoTSInuaHTKFCr6N6eofY0V1CRXFscypyRy52GJhdDKAfyaY9KIri5baMoIGzo5MxfW4p4+602rHnMumLNm4DVkydXU/FxV8G9M14GVdg33z9xYdOSj41qeVZPfRsbDaJJ+MM61jdcdMlx1zLptasmPjtmdwQlsqREEF36YEg4ZjbntbMi3qKoqpr8itYSjn++ikboUP8RVfnbdjptedE8mmcMWtnfP4I5PTnBv3a9FVFFTwbcrp4UmmpoO2bakwlw05Ngwl1YJvefHjEfzZ7pgZyN9bNFkbtzbO4/cOqkNnPlTwbYpdp1zNx4bGSo72jzETzA2nzvm2CqnZtC0qcNAQZ1/8pzozY8eMRETY1FJta2umNZ+hTfvgX4AKvk2xLJnZssLvaKzEFwjOtqTNdjxeH06HUFuWGsGHUB4/1mrb6Zkgz3V5uLoj/XbMuVgzbif99ty47Q178FuX6Qp/Lir4NqVrwIurspiaFApOMtnQWAXkzsatZ8xPXXny2ypE0lJbFnNK56XeIcZ8mbFjzmVjczVBg203bk8MjtNYpZbMaKjg25TuAS/rbNohMxrrG0LDUHJl4zaVVbYWVl/8WGYCz9oxUzisPFY227zitndwQtM586CCb0OMMaGmaTaccjUfJYVO2urKc2b6lcfrS3of/Lm01JYyEzT0xeDFf+rIANtaa6nMkB0zksaqEuorimzbObPHM64btvOggm9Dzo5O4fUFsmbD1qIjh5w6ocZpqU2nNdfEZs08OzLFkbNjGbVjRmJV3NpxhT86Nc2gWjLnRQXfhjx6qA+AbDO8dDRW0psDw1CMMbjHfCkrurKwiq8Wm2/7zNEBAK7ZkPn8vUWoVfKY7X7XveGxhqs1pRMVFXybsb93iC88cgSALzzyOvt7hzIcUexsCA9D6cryYSijU6ltq2DRVFOCyOKDUJ7udNNYVUKHjaqurY1bu824tVxiusKPjgq+zdh7fJBAeGkfmAmy9/hghiOKnY4cceqkuujKorjASUNlyYIpHTvZMSOxWiXbreK2x7Jkah+dqKjg24yLV4REU4DCAgc71tRlNqA4CI1idGS9U8eTolm20VisTfJ+G9kxIwlt3BZz0GZ5/J7BCRqqiikrsnfDwUyhV8VmWN0T/9sVrdy8pZltrbUZjih2nA6hvaGSzn57fcyPF4/XD5Cy1siRNNeWLpi2e7rTPnbMSESETc1Vttu47RlUh85C6ArfZjx8sI/V9eV89uZLskrsLTpyYPqVeyz0RzddK/y+kfm9+E93DrC9zR52zLlsaqmhe8Brq43bXhX8BVHBtxGDXh+/O+bhpk1NtsrXxsOGpio8Xv9sL5psxOP1p7ytgkVLbRkzQUN/lOtlNzvmXDZZFbdn7PGJbmxqGo/Xr3NsF0AF30Y8dvgsQQM3bmrKdChLJheGoXi8PpaVF+FMYVsFC8uaeerchXl8y45pt/y9xWyrZJukdayxhm26YTsvKvg24uGDfaypL+eiJvvY7+LFGoZyJIsrbtPRVsFiob74Tx2xnx0zkoaqYlyVxbYRfMuSqSv8+cl6wX/xxCDfeqo7q/zq0XCP+dh7fJCbNmdvOgdCee/6iqKsXuG701Bla7GipgS4UPCnZ4L8ttvDNRvsZceMJLRxW20ba6ZaMhdnUcEXkZUi8pSIvC4ih0Xkr8LHl4nI4yLSFf5eG/GYT4lIt4h0ish1qQr+/t+/wfu+u5ev/aqT939vb1aLvpXOuWlz9qZzLDoaK+nsz17B94z5Ul50ZVFc4GR5ZfEF1kzLjrmr3Z75e4uNzdUcc9tj47ZncILllWrJXIhYVvgB4GPGmIuAHcAdInIx8EngSWPMeuDJ8M+E79sDXAJcD3xbRFLSp/Tk0CSGUAuC6UB2FSnN5eGDZ1jrKrftx/d46GioytphKMYY3N7Ut1WIpKW29IL2CuftmPauw9hso43bHs+4pnMWYVHBN8b0GWNeCt8eA14HmoHdwD3h0+4B3h2+vRu4zxjjM8acALqBy5McNwBXdyyn0Bn6uCsiWVWkFMnA2BQvnDjHTZtX2PbjezxsaKxkajrIG1E2IpPB/t6hlKXxxnwB/IFg2nL4EL0vvp3tmJFYFbd26JzZMzihG7aLEFcOX0TagK3AC0CDMaYPQn8UAOuzZzNwMuJhp8LHks621lruu/0KLllRRdAYipzZuSXxy1fPYgy8KwfSOXB+4zYVrZL39w6x567nU5bGm62yTUPRlUVLbSlnhidnPxH1jUxy5OwY19jUjhlJQ1UJrsrijBdghSyZPl3hL0LMCikiFcBPgY8aYxb6nxxtiXrBZ3sRuV1E9onIPrfbHWsYF7CttZZ/+/AOXJXFfOw/DuAL2HPs2kI8dLCP9csraM+BdA5Ae0MlkqJhKP/50immZ0zK0nizVbZpXuEHgob+0VDB1/lh5fYXfAildTLt1DlvyVTBX4iYBF9ECgmJ/b3GmP8MH+4Xkabw/U3AQPj4KWBlxMNbgDNzn9MYc5cxZrsxZrvLlZjPuLq0kC/+8WaO9nv5pye6EnqudDMwOsWLPedyYrPWorTISeuysqQ7dWaChuePeWZ/LnQmv9dQuhqnRdJsefHDaZ2nO900VZfQniUDcDY2V9Pt9jLuy9zGrQp+bMTi0hHg+8DrxpivR9z1IHBr+PatwAMRx/eISLGIrAbWAy8mL+ToXNOxnPdtX8m/PHOMAyeHU/1ySePRcDrnpiwutopGKoah3Pf7NzjumeDaixoA+Oi17UlvP2FVCKd70xbg9PDErB3Tbt0xF2JTczUmwzNuz7dF1hz+QsSywr8K+CDwdhE5EP66EfgicK2IdAHXhn/GGHMYuB94DXgMuMMYk5Y8y6ffdRGNVSV87P4DTE1nR2rn4YN9dDRUsj5H0jkWHY1VnBgcZ9KfnN/D0Lifr/yyk7euXsa33n8Z5UXORfvILwWP14dDSEtbBYvmGqvadjJr7JiR2GHjtsczzvLKYsqL1ZK5ELG4dJ4zxogxZrMxZkv46xFjzKAx5g+NMevD389FPOZOY8xaY0yHMebR1P4TzlNVEkrtHHOP840njqbrZZfM2ZEpft+bW+kci4usYSgDyVnlf+VXnYxNBfj87o0UFTi4Ym09T3e6MSa51s9QW4XitLRVsCgpdOKqLObU0CRPdQ5Q6LS/HTOShqoSlmd441a7ZMZGdtpaFmBnu4tbLl/F3c8et30h1qOv9mGyvHfOfJxvsZC44B88Ncy/v/gGt17RNvu8uzpcnBqa5ES4ujJZuMfSV2UbSUttKaeGJ3im08321mW2t2POZVOGN257Bido07GGi5Jzgg/w6Zsuoqm6lI//xyu2Tu08fLCPDY2VrMuyYeWx0FpXTkmhI+E8fjBo+MwDh6krL+aj166fPb5rfWij/5mjS3d4RcOT5qIri+aaUg6dGgl3x7Rns7SF2NQSqrj1ZmDj1usL4B7z6VjDGMhJwa8oLuDLf7KZ455xvvrLzkyHE5W+kUn29Q7ljPd+Lk6HsH554hu3P9l/igMnh/nUDRuoilj1rqorY019Oc8mWfDdY+lrnBZJS20Zo1MhscwWO2Yksxu3Gai47bWapqngL0pOCj7AVevq+eCOVr7/2xP8vufc4g9IM48cOgvkZjrHoqOxMqGUzsjENF987AjbW2v5o8surN3b2e7i+eODSfsUZ4zJ2ArfcupUFhfgnZpO++snSiZbJfd4wpZMTeksSs4KPsAnb9hAS20otZMst0iyePjgGS5uqmKNK/fSORYbGivxeH0Mepc2DOXrj3cyPOHnc7sviWpR3NXhYmo6mLQ/6F5fAF8gmJEcvvVHa8wX4P3ff8H2+09zWV5VQkNVMYdODaf9tc9bMnWFvxg5LfjlxQV8+Y8vpWdwgi//8kimw5nl9PAkL70xnJPunEg6EhiGcvjMCD/a28sHdrRyyYrqqOfsWF1HUYFjtjI1UTJRZWsxGH5tyN5GgJnauO3xjOOqLKZCLZmLktOCD3DF2jr+nyvb+D+/7bHNf6JHD/UBuVdsNZelOnWMMfyvBw5TU1bEx67tmPe80iInb129LGkbt5mosrV4x8UNlBQ6cAoUFiS/gjgdbGqu4bhnPO0bt73aNC1mcl7wAT5xfQetdWV84icHM1r+bfHQwT42NlflfKMnV0Uxy8rjH4bys5dPs693iL+9voPqsoXtibvaXXQNeC9oL7wUZhunZUDwt7XWcu9tO/jrd3Zw7207snKA/aaWKoyBw2le5asHP3byQvDLigr4yp9cysmhCb70WGZTOyfPTXDg5DA3bVqR0TjSgYjQ0VDJkTiGoYxNTfOFR45w6coa3rtt5aLn72oPWRiT4dZxe9PfViGSba213HHNuqwUewj11IH0btyO+wIMjGmXzFjJC8EHuHz1Mv7sytX88PleftftWfwBKeLRV/MjnWPR0VjJ0bNjBGMchvL/PtHF4LiPf9h9CY4Yql3XLa9gRXVJUvL4nrFQW4Vl5enftM0FlleW0FhVktaKW22aFh95I/gAH7+ug9X15Xz8JwczUiACoWKrzS3VrMqTnONFTZVMTs/ENAzlaP8Y//q7Hva8ZRWbW2pien4RYVeHi992e5ieCSYUq9vrZ1l5UVrbKuQaG5urOZhGwdemafGRV4JfWuTkq+/dzJmRSf7xkdfT/vonz03wyqmRvFndQ6iJGiy+cWuM4TMPvEplSQGfuG7+jdpo7Gp3MeYLJNwl1ePNTNFVLrGpuZoTnnHG0lRLYAm+pnRiI68EH2Bb6zI+/LY13PvCG/ymK7lVmovxcNidk8vFVnNpb6hAZHFr5i8O9rH3+Dn+5p0d1MaZUrlyXT1OhySc1lHBT5zNLaGK28Npqrjt8YxTX6GWzFjJO8EH+Otr21nrKudvf3IwbSsRCKVzLm2pZuWy/Pn4WVZUwKplZXT2zy8A474Adz78Ghubq7jl8lVxv0ZVSSHbVtUmbM8MtVXQ/H0iWBu36crj6xzb+MhLwS8pdPLV917K2dEp7nw4PamdNwYnOHR6JOeLraLR0bBwi4V//nUX/aM+PnfzxiXnz3e213Po9Mislz5eMtlWIZdwVRbTWFWSNqdOj2dc0zlxkJeCD7B1VS2371zLfb8/ydOdA4s/IEHyMZ1jsaGxkh7PeNSeN90DXn7w3Aneu60lITuiNTBkqWm6cf8MU9NBTekkgU0t1RxKwzCUCX/Ykqkr/JjJW8EH+Og71rN+eQWf/OkhRiZTm9p5+NAZtqysoaU2/96cHY1VBE1I3CMxxvC5XxympNDJ396wIaHXuGRFFXXlRUvO42ey6CrX2NRczfE0bNyeb5qmK/xYyWvBt1I7A2NTvP/uvSlrWNXjGefV06M52wp5MeZrsfDLw2f5TZeHj13bnrDQOhzCznYXz3Z5Yvb8RzLbVkFTOgljdc5M9cattkWOn7wWfIBA0OAQ4dUzo7zvu8+nRPStdM4NeZjOAWirK6OowEHn2fMCMOmf4R8eep0NjZV8YEdrUl5nV7uLc+N+Xj0TfzrBPbvC103bRJmtuE1xWqcnXHSlHvzYyXvB33t8kGB4LmogaPj/ft2V9Nd4+GAfl62qmR1WnW8UOB2sX17xphX+t5/u5vTwJJ/fvZECZ3Lehm9bX48IS0rreDLcViGXcFUW01Sd+o3bkCWzKOvGQWaSvBf8HWtCLXadAg6Bpzrd3PXssaQ9/3G3l9f6Rrlpc+73zlmIyGEoPZ5xvvvMcd6ztZnLVy9L2mvUVRSzqbmaZ5ewcev2+hGBZWW6wk8GG5urU27N1KZp8ZP3gh/ZpfC+23dw0+YmvvDIEb79dHdSnv+RWXdOY1KeL1vZ0FiJe8zHuXE/n3/oNYoKHHwqwY3aaOxqd/HSG8Nxb8J7vD6WlRUl7dNGvrM5vHE7msKN257BcR16EidankZI9C1L4GWranGK8OXHOgkGDR95+/pFHr0wDx3sY3trLU3V+ZnOsdgQbrHw7ae6+fWRAf7+potYXlWS9NfZ2e7im7/u5nfdnrj2TDwZmmWbq2xsCW/cnh7lirXJ7+0/4Q/QP+pjtY41jAtdzsyhwOngG+/bwnu2NvPVXx3ln55Yek6/e8DLkbNjeVlsNZcNYafO9547QUttKbde2ZaS19m6sobKkoK4q249Xh/1lZrOSRabUlxx2zu7Yasr/HhQwY+C0yF89b2X8seXtfCNJ47yjcePYkz8Vr9HDvUhAjdsVME/GdEtc2DUx8EUOTgKnA7+YF09zxx1x/U7c3t9uHSFnzTqK4pZUV2Sss6ZaslcGir48+B0CF/+k828d1sL//RkF19fgug/fLCPt7Quo7E6+amLbGPvifODxmeCqZ3ZuqvdRd/IFF1zCr0WwjPm15ROkknlxu2JcNFVq6Z04kIFfwGcDuFLf7yZPW9ZyTd/3c1XftkZs+h39Y/R2a/pHIsda+rSNrN1Z3gKVqz2zHFfgMnpGS26SjKbW0KtklOxcds7OE5deRFVasmMC920XQSHQ/jCezbhcAjffvoYM0HDJ2/YgMjCTb4enk3n5Lc7x8JyQ+09PsiONXUpHeO3oqaU9oYKnjnq5sM71yx6fiaHl+cykZ0zr1xbn9Tn7hnUpmlLQQU/BhwO4X/v3ohD4LvPHmcmaPj0TRctKPoPH+zj8rZlKXGiZCuRbqhUs6vdxT2/62XCH6CsaOG3+XnB103bZLIplYLvmeDKdan7lJiraEonRhwO4R92b+TWK1r53nMn+PxDr82b3jnaP0bXgDdve+fYgV3ty/HPBHnh+LlFz3Vr47SUUFdRTHNNadI36Cf9M5wdnWK1btjGjQp+HIgIn735Ev7sqjb+z297+Nwvoov+Qwf7cAhcp+mcjLG9rZbSQmdM9ky31w/Acs3hJ52W2hKe6/YktUdV77nwHFtN6cSNCn6ciAifedfF3PYHq/nX3/XwmQcOv6k7ozGGhw+e4a2r61heqemcTFFS6GTHmmUxCb5nzBdqqxDnaEVlYfb3DrG/d5jhiWluuSt53Wittsi6wo8fFfwlICJ8+qaL+PNda/jR3l7+/oFXZ0W/s3+MY+5xdefYgF3tLk54xmc92/Ph8fqo1bYKSSeyMaF/Jsjjr51NyvNag8vVkhk/+g5fIiLCJ6/fwP+4ei3/9sIb/N3PDhEMGh4Op3Ou13ROxtnVEZqC9ewiq/zQ8HJd3ScbqzGhNbXyidcH8AUunHoWL2rJXDrq0kkAEeHj13XgdAjf/HU3A6NTvHxymEtWVOkGoA1oqytj1bIynjnq5oNXtM17nserRVepINKKK8CXf9nJZx98jX/8o00JPe8Jz7j2wF8iKvgJIiL89bXt9I9Ocf++UwB4fQH29w6lzYKoREdE2NXu4qcvncIXmKG4wBn1PPeYj62ratIbXJ4QacUdnQrwL88cY+vKGv70LSuX/Jy9gxNckcLCvVxm0ZSOiPxARAZE5NWIY58VkdMiciD8dWPEfZ8SkW4R6RSR61IVuJ0QEVrryrFc+cGgSWnrACV2drW7mPDPsL9n/g3DUEpHV/ip5m/e2c5V6+r4+wde5eCp4SU9x6R/hr6RKS26WiKx5PD/Fbg+yvFvGGO2hL8eARCRi4E9wCXhx3xbRKIvq3KMHWvqKE5T6wAldq5YW0ehU+Z160z4A0z4Z1Tw00CB08E/79lKfXkRf/njlzg37o/7Od44p2MNE2FRwTfGPAssXr0SYjdwnzHGZ4w5AXQDlycQX9YQOUjl3tt2aDrHJpQXF/CWtvntmZ6xkOjopm16qKso5jsf2IZ7zMdf3fcyM3EOnLccOqt1hb8kEnHpfEREDoZTPpa6NQMnI845FT52ASJyu4jsE5F9bnf8I+nsyLbWWu64Zp2Kvc3Y2e7iyNkx+kenLrjPbbVV0KKrtHHpyho+v/sSftPl4euPd8b12B5P2JKpHvwlsVTB/w6wFtgC9AFfCx+P1lwm6p9wY8xdxpjtxpjtLpdriWEoyuLssrpnRlnlW20VtBd+etlz+Sr2vGUl33rqGL86HLs/v2dwgmXlRVSXqiVzKSxJ8I0x/caYGWNMELib82mbU0Dk9nsLcCaxEBUlMTY0VrK8sjiq4FuN01y6wk87n735Eja3VPOx+1/huDu22QU9aslMiCUJvohElpG+B7AcPA8Ce0SkWERWA+uBFxMLUVESw7JnPtflITATfNN9luBrW4X0U1Lo5Dsf2EZhgYM//9F+xn2BRR/TOziuLRUSIBZb5r8DzwMdInJKRD4EfFlEDonIQeAa4H8CGGMOA/cDrwGPAXcYYxIvrVOUBNnV4WJkcppX5nRuDLVVKKRQ2ypkhOaaUr55y1aOub184qcHFxwwNDU9w5mRKc3fJ8CihVfGmFuiHP7+AuffCdyZSFCKkmz+YF09Dgnl8SM31XW0Yea5al09H79uA1967AhbV9Zw29uiD62xLJlt2kNnyeiyRskLasqK2LKy5oI8vluLrmzBX+xaw3WXNPCPjx6Zt2jxhEcHlyeKCr6SN+xqX87BU8NvKvjxeH26YWsDRISvvvdSWuvK+Mi/vcTZkQsttFbXUxX8paOCr+QNO9vrMQZ+03V+le8Z0xW+XagsKeS7H9jGhH+Gv7x3P/7AmzfYewYnqC0rpLpMLZlLRQVfyRs2t9RQU1bIs0c9QKgvy7h/hvpKdejYhfUNlXzlTy7l5TeG+YeHXnvTfSFLpq7uE0EFX8kbnA7hbetdPHPUTTBoIoaX6wrfTty0uYnbd4aGC/10/6nZ472DE9pSIUFU8JW8Yle7C4/Xx+tnR2fbKmiVrf34xHUdXLGmjr/72SFePT0StmROatFVgqjgK3nFzvX1QMieOdtWQTdtbUeB08E3/+tWlpUX8Zf37ufQ6RGM0aZpiaKCr+QVy6tKuLipimc63ZrSsTn1FcV8+/2X0T/i4/Yf7gNgclrrOBNBBV/JO3Z1uNjfO0TvYKiQp05bI9uWratq+bOr2hiamAbgfz1wmP298w+zURZGBV/JO3a1uwgEDb945Qw12lbB9lSVnm8IEJgJ6jS5BNB3upJ3XLaqlvIiJ30jU5rOyQJ2rKmnRKfJJQUdYq7kHUUFDq5cV8/jr/XrpKsswJomt/f4IDvW1OmAoQTQFb6Sl1hDUYYnpjUnnAXoNLnkoIKv5CV14f73nWfHeP/39qroK3mBCr6Slxz3jCOE5m9OB3QjUMkPVPCVvGTHmjqKdSNQyTN001bJS3QjUMlHVPCVvGVba60KvZJXaEpHURQlT1DBVxRFyRNU8BVFUfIEFXxFUZQ8QQVfURQlT1DBVxRFyRPEGJPpGBARN9CbwFPUA54khZMOsi1e0JjTRbbFnG3xQm7F3GqMccX6JLYQ/EQRkX3GmO2ZjiNWsi1e0JjTRbbFnG3xQn7HrCkdRVGUPEEFX1EUJU/IFcG/K9MBxEm2xQsac7rItpizLV7I45hzIoevKIqiLE6urPAVRVGURVDBVxRFyROyRvBF5HoR6RSRbhH5ZJT7RUT+OXz/QRG5LBNxRsSzUkSeEpHXReSwiPxVlHOuFpERETkQ/vpMJmKdE1OPiBwKx7Mvyv12u84dEdfvgIiMishH55yT8essIj8QkQEReTXi2DIReVxEusLfo/ZqXuy9n8Z4vyIiR8K/95+JSM08j13wPZTmmD8rIqcjfvc3zvPYtF/jBWL+vxHx9ojIgXkeG/91NsbY/gtwAseANUAR8Apw8ZxzbgQeBQTYAbyQ4ZibgMvCtyuBo1Fivhp4KNPXd05MPUD9Avfb6jpHeZ+cJVSMYqvrDOwELgNejTj2ZeCT4dufBL40z79pwfd+GuN9J1AQvv2laPHG8h5Kc8yfBf4mhvdN2q/xfDHPuf9rwGeSdZ2zZYV/OdBtjDlujPED9wG755yzG/ihCbEXqBGRpnQHamGM6TPGvBS+PQa8DjRnKp4kYqvrPIc/BI4ZYxKp2k4JxphngXNzDu8G7gnfvgd4d5SHxvLeTzrR4jXG/MoYEwj/uBdoSXUc8TDPNY6FjFxjWDhmERHgT4F/T9brZYvgNwMnI34+xYXiGcs5GUFE2oCtwAtR7r5CRF4RkUdF5JL0RhYVA/xKRPaLyO1R7rftdQb2MP9/DrtdZ4AGY0wfhBYIwPIo59j1ev93Qp/0orHYeyjdfCSchvrBPGkzu17jtwH9xpiuee6P+zpni+BLlGNz/aSxnJN2RKQC+CnwUWPM6Jy7XyKUfrgU+Cbw8zSHF42rjDGXATcAd4jIzjn32/U6FwE3A/8R5W47XudYsd31FpFPAwHg3nlOWew9lE6+A6wFtgB9hFIkc7HdNQ5zCwuv7uO+ztki+KeAlRE/twBnlnBOWhGRQkJif68x5j/n3m+MGTXGeMO3HwEKRaQ+zWHOjelM+PsA8DNCH3cjsd11DnMD8JIxpn/uHXa8zmH6rXRY+PtAlHNsdb1F5FbgXcD7TTiRPJcY3kNpwxjTb4yZMcYEgbvnicVW1xhARAqAPwL+73znLOU6Z4vg/x5YLyKrwyu5PcCDc855EPhvYRfJDmDE+ricCcL5t+8Drxtjvj7POY3h8xCRywn9PgbTF+UF8ZSLSKV1m9Am3atzTrPVdY5g3tWQ3a5zBA8Ct4Zv3wo8EOWcWN77aUFErgf+FrjZGDMxzzmxvIfSxpz9pffME4ttrnEE7wCOGGNORbtzydc5HTvRSdrNvpGQ0+UY8Onwsb8A/iJ8W4Bvhe8/BGzPcLx/QOhj4UHgQPjrxjkxfwQ4TMgVsBe4MsMxrwnH8ko4Lttf53BMZYQEvDrimK2uM6E/Rn3ANKEV5YeAOuBJoCv8fVn43BXAIxGPveC9n6F4uwnluq3387/MjXe+91AGY/5R+H16kJCIN9nlGs8Xc/j4v1rv34hzE77O2lpBURQlT8iWlI6iKIqSICr4iqIoeYIKvqIoSp6ggq8oipInqOAriqLkCSr4iqIoeYIKvqIoSp7w/wOQj6pBLcgLWwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "trial_idx = 0\n",
+    "dist = []\n",
+    "for trial_idx in np.arange(0,18):\n",
+    "    t_ref = res['trial_data']['ref_interp'][trial_idx]\n",
+    "    t_for = res['trial_data']['for_interp'][trial_idx]\n",
+    "    tw = dtw(t_for, t_ref, keep_internals=True, step_pattern=rabinerJuangStepPattern(6, \"c\"))\n",
+    "    # tw.plot(type=\"threeway\",offset=0)\n",
+    "    dist.append(tw.distance)\n",
+    "    # plt.plot(t_ref)\n",
+    "    # plt.plot(t_for)\n",
+    "dist3 = np.array(dist).copy()\n",
+    "plt.plot(dist,'.-')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "a60fde91",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "108.13838883500775\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f10ca26dfd0>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "trial_idx = 0\n",
+    "t_ref = res['trial_data']['ref_interp'][trial_idx] #trial ref and force values, in same timespace\n",
+    "t_for = res['trial_data']['for_interp'][trial_idx]\n",
+    "# tw = dtw(t_for, t_ref, keep_internals=True,step_pattern=rabinerJuangStepPattern(6, \"c\"))\n",
+    "tw = dtw(t_for, t_ref, keep_internals=True, step_pattern='asymmetric')\n",
+    "tw.plot(type=\"threeway\",offset=0)\n",
+    "    # plt.plot(t_ref)\n",
+    "    # plt.plot(t_for)\n",
+    "print(tw.distance)\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(t_ref,label='ref')\n",
+    "plt.plot(t_for,label='for')\n",
+    "plt.legend()\n",
+    "# plt.figure()\n",
+    "# plt.spy(tw.directionMatrix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "8c2adeb7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Index', ylabel='Query value'>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plt.figure(figsize=(20,5))\n",
+    "tw.plot(type=\"twoway\",offset=-1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "9a147463",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/dtw/warp.py:30: RuntimeWarning: invalid value encountered in divide\n",
+      "  return numpy.arange(len(n)), s/n\n"
+     ]
+    },
+    {
+     "ename": "IndexError",
+     "evalue": "index -9223372036854775808 is out of bounds for axis 0 with size 2880",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_2722477/4145578987.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;31m# plt.plot(t_for, 'r:',alpha=0.5)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt_ref\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'k'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt_for\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwarp_q\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mIndexError\u001b[0m: index -9223372036854775808 is out of bounds for axis 0 with size 2880"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "warp_q = warp(tw,index_reference=False) #query -> reference\n",
+    "warp_r = warp(tw,index_reference=True) #reference -> query\n",
+    "# plt.plot(t_for, 'r:',alpha=0.5)\n",
+    "plt.plot(t_ref,'k')\n",
+    "plt.plot(t_for[warp_q],'r') \n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(t_for,'r')\n",
+    "plt.plot(t_ref[warp_r],'k')\n",
+    "\n",
+    "# print(np.sqrt(np.mean((t_ref - t_for[warp_q])**2)))\n",
+    "# print(np.sqrt(np.mean((t_for - t_ref[warp_r])**2)))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d2630d70",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "5d1a9148",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f8eb05da190>]"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(np.diff(np.sort(warp_q)))\n",
+    "# t_for.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f857adb0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "102.14214268249627"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "3a9eeb64",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Importing the dtw module. When using in academic works please cite:\n",
+      "  T. Giorgino. Computing and Visualizing Dynamic Time Warping Alignments in R: The dtw Package.\n",
+      "  J. Stat. Soft., doi:10.18637/jss.v031.i07.\n",
+      "\n",
+      "Step pattern recursion:\n",
+      " g[i,j] = min(\n",
+      "     g[i-3,j-2] +     d[i-2,j-1] +     d[i-1,j  ] +     d[i  ,j  ] ,\n",
+      "     g[i-1,j-1] +     d[i  ,j  ] ,\n",
+      "     g[i-2,j-3] +     d[i-1,j-2] +     d[i  ,j-1] + 0 * d[i  ,j  ] ,\n",
+      " ) \n",
+      "\n",
+      "Normalization hint: N\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/dtw/stepPattern.py:339: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n",
+      "  ax.plot(-x[ss, 1], -x[ss, 2], 'o', color=\"black\", marker=\"o\", fillstyle=\"none\")\n",
+      "/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/dtw/stepPattern.py:339: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n",
+      "  ax.plot(-x[ss, 1], -x[ss, 2], 'o', color=\"black\", marker=\"o\", fillstyle=\"none\")\n",
+      "/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/dtw/stepPattern.py:339: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n",
+      "  ax.plot(-x[ss, 1], -x[ss, 2], 'o', color=\"black\", marker=\"o\", fillstyle=\"none\")\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Query index', ylabel='Reference index'>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from dtw import *\n",
+    "\n",
+    "## A noisy sine wave as query\n",
+    "idx = np.linspace(0,6.28,num=100)\n",
+    "query = np.sin(idx) + np.random.uniform(size=100)/10.0\n",
+    "\n",
+    "## A cosine is for template; sin and cos are offset by 25 samples\n",
+    "template = np.cos(idx)\n",
+    "\n",
+    "## Find the best match with the canonical recursion formula\n",
+    "\n",
+    "alignment = dtw(query, template, keep_internals=True)\n",
+    "\n",
+    "## Display the warping curve, i.e. the alignment curve\n",
+    "alignment.plot(type=\"threeway\")\n",
+    "\n",
+    "## Align and plot with the Rabiner-Juang type VI-c unsmoothed recursion\n",
+    "dtw(query, template, keep_internals=True, \n",
+    "    step_pattern=rabinerJuangStepPattern(6, \"c\"))\\\n",
+    "    .plot(type=\"twoway\",offset=-2)\n",
+    "\n",
+    "## See the recursion relation, as formula and diagram\n",
+    "print(rabinerJuangStepPattern(6,\"c\"))\n",
+    "rabinerJuangStepPattern(6,\"c\").plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ae7ea58e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/spft/__pycache__/spft.cpython-39.pyc b/spft/__pycache__/spft.cpython-39.pyc
index 5c7f99ebd19f3d2948998fae4beb3d5b0a357dd4..35750747d964f9e8dcfa2a8e25435ef0b3ea1943 100644
GIT binary patch
delta 30
kcmZ2sxx$h&k(ZZ?0SMl2<gDUlyT$Ai<QKKMlUJS}0DNc&ApigX

delta 30
kcmZ2sxx$h&k(ZZ?0SN3ia#r!OMKSvX`Q6&w$t%wf0B$D-Z~y=R


From d99abd1899f50b82aabf83097860600a3a082165 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Thu, 15 Sep 2022 20:01:58 -0400
Subject: [PATCH 28/49] added gitignore

---
 .gitignore | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/.gitignore b/.gitignore
index 7ec04ab..5ffe134 100644
--- a/.gitignore
+++ b/.gitignore
@@ -68,8 +68,7 @@ stage/
 
 *.jar
 spft/output/xxx_Test_Right_Only_out-file.yml
-spft/__pycache__/spft.cpython-39.pyc
-spft/__pycache__/spft.cpython-39.pyc
+spft/__pycache__/*
+spft/__pycache__
 spft/testing/output/*.yml
 .ipynb_checkpoints*
-spft/__pycache__/spft.cpython-39.pyc

From 54bfc14eda6c5427d18124d256e3db0a865b8a73 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Fri, 16 Sep 2022 08:01:11 -0400
Subject: [PATCH 29/49] test fastdtw vs dtw

---
 spft/__pycache__/spft.cpython-39.pyc | Bin 7336 -> 7335 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/spft/__pycache__/spft.cpython-39.pyc b/spft/__pycache__/spft.cpython-39.pyc
index 35750747d964f9e8dcfa2a8e25435ef0b3ea1943..1ebaafb280d82f872daa42e20e47739e0dfc5867 100644
GIT binary patch
delta 714
zcmY*XJ8u&~5N7V|i*uKA;y8&PSRgyXa3t7Hc*q8X6bYzEFbNXUHrB~L+bjHH&W_?p
zh?1VI+|UA|LRU~CA@~hQN1KM80;PeSvyhxCzMK7KzMaR;`^vkDZkwilPJV?SpY$XE
z6YG$R5p%j#Z1=lPvED}Rif6C`3*H12h%QK{AA0VLT}#6`@j=P2&J(3d3Q0KyL!2lD
zh<S0fs(>yU;i@s~{1Uzm3GX!g79c4ma}RP!sbt}!dLNO6I(Exts>Im~-$b&I^>UHV
z0BPaR=e3m}nb7o$nH*KHh)%P1Xm{Ki?+qOs{4ZojFTYC504wCj+&UkO3sZl;W6Lm-
zvgnlW4~D$Uj~!g6@CaU&KinkPpeU2~_>kM3T5IIEZV-gmq{CMRC1y1Hqh6!tws~_n
z&1{j-Aip90=vgR<v~dC}-e1FnGs8%j6)1}*=Jpy>AMNik^<cNk)cu2}Xwnr?Z(?53
zwW%$>CBDjMdYxoj)YC6T!k!h!3zR2pBidt3kZO?#%|^S|a_~AaWwD&Pd_PNksO#80
zKh)sOCYA!ieSt$?bw^#?mS-!E^r%d4IETFM)Oh0v?@9vi5Zn?kQ&+TAGEMO@RfHw+
zGnI#%LP_6P3T8&*!g~ap;$iyxnQqt4|27{>m!;w|MZ`rSvr(q{k#-AX1VIZ_YET}Q
Q$s*CrLImq%h~rG*AB|F@ApigX

delta 716
zcmY*XJ#W)s5a#SS4R)M1DG6~CsY+=B5s;KBf~LyQ3c5iRwS~b;WF=1WihT9#R1HF6
z;}5(`CRQpo<bjO=#E-x$EKDp&2nOIiTS$$EN9X76xv%$L*UoFIrR(Y?@qIset7ZXw
zeht=Anjn5}ReGa=U2$By)kFRS_CWV$AVESGUO)2Go;sx{#`w8ZOj8P978H^+ggE~q
zl_BM&<c0(qZz&D!qVv7716l8v@(RG<vxWUNgK{Wmtr4Oh>04dLlm*Tu{JT(qb*~V6
z2aw~RFBhZfpc+@y)%*s@7t!uCPp!VwWJA}+@&8VC)$JEK5m1WwNvFle({kt^^(_$=
zNE0DH8oO-3p4nKW@EG2v3KfE~08?i}<}$0_>`rXQ34(A_IDBcmX=<I(WY}&xJ=Sr<
z%C|@uC%?vjss*TWL;DJ8?~kU#+%__L4eGq1Z)JS>;o*TPA3bWA^5M}jCMd<CH`6!N
zXlV0~S3ih{dYLuv&`jSX0SBdJT%|gSg=kGNOR6Ozq83`iu8sGIsq>_9{lPl%k%4Uu
z{Yaa2I#>+|=LB6}b|wS7EB;GGq*pc7wtdQ4c9XTwa8D4pOR&SA8#kgEG86obQGq1)
zjUv=ItW=kRozc4RK0$@=uY8)DHl6#SKNhZ%jLQ^pg=g|Nx2b=m<H8g{Faot2w1;)F
PNOa*Mf_sYdX}<gq78$5_


From 679995fa71d572f1474babfefc277bce79774505 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Fri, 16 Sep 2022 08:23:53 -0400
Subject: [PATCH 30/49] notebook

---
 spft/2022_09_DTW_test.ipynb | 99 ++++++++++++++++++++++---------------
 1 file changed, 58 insertions(+), 41 deletions(-)

diff --git a/spft/2022_09_DTW_test.ipynb b/spft/2022_09_DTW_test.ipynb
index f5c47f3..923cfa7 100644
--- a/spft/2022_09_DTW_test.ipynb
+++ b/spft/2022_09_DTW_test.ipynb
@@ -2,14 +2,18 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Populating the interactive namespace from numpy and matplotlib\n"
+     "ename": "ImportError",
+     "evalue": "cannot import name 'squared' from 'scipy.spatial.distance' (/home/chris/anaconda3/envs/py3p9/lib/python3.9/site-packages/scipy/spatial/distance.py)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
+      "\u001b[1;32m/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb Cell 1\u001b[0m in \u001b[0;36m<cell line: 5>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mos\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mpath\u001b[39;00m \u001b[39mimport\u001b[39;00m join\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mfastdtw\u001b[39;00m \u001b[39mimport\u001b[39;00m fastdtw\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mscipy\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mspatial\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mdistance\u001b[39;00m \u001b[39mimport\u001b[39;00m euclidean, squared\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mscipy\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mstats\u001b[39;00m \u001b[39mimport\u001b[39;00m zscore\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=6'>7</a>\u001b[0m get_ipython()\u001b[39m.\u001b[39mrun_line_magic(\u001b[39m'\u001b[39m\u001b[39mpylab\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39minline\u001b[39m\u001b[39m'\u001b[39m)\n",
+      "\u001b[0;31mImportError\u001b[0m: cannot import name 'squared' from 'scipy.spatial.distance' (/home/chris/anaconda3/envs/py3p9/lib/python3.9/site-packages/scipy/spatial/distance.py)"
      ]
     }
    ],
@@ -17,12 +21,15 @@
     "from dtw import *\n",
     "import spft as spft\n",
     "from os.path import join\n",
+    "from fastdtw import fastdtw\n",
+    "from scipy.spatial.distance import euclidean\n",
+    "from scipy.stats import zscore\n",
     "%pylab inline"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -118,13 +125,13 @@
     "        iset = d.index2\n",
     "        jset = d.index1\n",
     "\n",
-    "    jmax = numpy.max(jset+1)\n",
+    "    jmax = numpy.max(jset)\n",
     "\n",
     "    # Scipy interp1d is buggy. it does not deal with leading\n",
     "    # duplicated values of x. It returns different values\n",
     "    # depending on the dtypes of arguments.\n",
     "    ifun = _interp(x=jset, y=iset)\n",
-    "    ii = ifun(numpy.arange(jmax))\n",
+    "    ii = ifun(numpy.arange(jmax+1))\n",
     "\n",
     "    # Quick fix for bug\n",
     "    if numpy.isnan(ii[0]):\n",
@@ -179,7 +186,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -205,29 +212,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "distance: 353.62\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f14d151b610>"
-      ]
-     },
-     "execution_count": 100,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -239,7 +229,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 3 Axes>"
       ]
@@ -249,9 +239,26 @@
      },
      "output_type": "display_data"
     },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "distance: 353.62\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f2aa4a737c0>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -289,22 +296,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "array([   0,    1,    2, ..., 2877, 2878, 2879])"
-      ]
-     },
-     "execution_count": 105,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "ValueError",
+     "evalue": "Unknown Distance Metric: squared",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb Cell 6\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W5sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m \u001b[39mprint\u001b[39m(dtw(t_for,t_ref,dist_method\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39msquared\u001b[39;49m\u001b[39m\"\u001b[39;49m)\u001b[39m.\u001b[39mdistance)\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W5sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m \u001b[39mprint\u001b[39m(fastdtw(t_for,t_ref,dist\u001b[39m=\u001b[39meuclidean)[\u001b[39m0\u001b[39m])\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W5sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m \u001b[39mprint\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m)\n",
+      "File \u001b[0;32m~/anaconda3/envs/py3p9/lib/python3.9/site-packages/dtw/dtw.py:364\u001b[0m, in \u001b[0;36mdtw\u001b[0;34m(x, y, dist_method, step_pattern, window_type, window_args, keep_internals, distance_only, open_end, open_begin)\u001b[0m\n\u001b[1;32m    362\u001b[0m     \u001b[39mif\u001b[39;00m y2\u001b[39m.\u001b[39mshape[\u001b[39m0\u001b[39m] \u001b[39m==\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[1;32m    363\u001b[0m         y2 \u001b[39m=\u001b[39m y2\u001b[39m.\u001b[39mT\n\u001b[0;32m--> 364\u001b[0m     lm \u001b[39m=\u001b[39m scipy\u001b[39m.\u001b[39;49mspatial\u001b[39m.\u001b[39;49mdistance\u001b[39m.\u001b[39;49mcdist(x2, y2, metric\u001b[39m=\u001b[39;49mdist_method)\n\u001b[1;32m    366\u001b[0m wfun \u001b[39m=\u001b[39m _canonicalizeWindowFunction(window_type)\n\u001b[1;32m    368\u001b[0m step_pattern \u001b[39m=\u001b[39m _canonicalizeStepPattern(step_pattern)\n",
+      "File \u001b[0;32m~/anaconda3/envs/py3p9/lib/python3.9/site-packages/scipy/spatial/distance.py:2964\u001b[0m, in \u001b[0;36mcdist\u001b[0;34m(XA, XB, metric, out, **kwargs)\u001b[0m\n\u001b[1;32m   2961\u001b[0m         \u001b[39mreturn\u001b[39;00m _cdist_callable(\n\u001b[1;32m   2962\u001b[0m             XA, XB, metric\u001b[39m=\u001b[39mmetric_info\u001b[39m.\u001b[39mdist_func, out\u001b[39m=\u001b[39mout, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m   2963\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m-> 2964\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m'\u001b[39m\u001b[39mUnknown Distance Metric: \u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m'\u001b[39m \u001b[39m%\u001b[39m mstr)\n\u001b[1;32m   2965\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m   2966\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39m'\u001b[39m\u001b[39m2nd argument metric must be a string identifier \u001b[39m\u001b[39m'\u001b[39m\n\u001b[1;32m   2967\u001b[0m                     \u001b[39m'\u001b[39m\u001b[39mor a function.\u001b[39m\u001b[39m'\u001b[39m)\n",
+      "\u001b[0;31mValueError\u001b[0m: Unknown Distance Metric: squared"
+     ]
     }
    ],
    "source": [
-    "tw.index2"
+    "print(dtw(t_for,t_ref,dist_method=\"squared\").distance)\n",
+    "print(fastdtw(t_for,t_ref,dist=euclidean)[0])\n",
+    "print(\"\")\n",
+    "print(dtw((t_for)/t_for.max(),(t_ref)/t_ref.max()).distance)\n",
+    "print(fastdtw((t_for)/t_for.max(),(t_ref)/t_ref.max(),dist=euclidean)[0])\n",
+    "\n",
+    "plt.plot((t_ref),label='ref')\n",
+    "plt.plot((t_for),label='for')"
    ]
   },
   {
@@ -495,7 +512,7 @@
   "orig_nbformat": 4,
   "vscode": {
    "interpreter": {
-    "hash": "75641c749fe2214d01e0c089c670f913027a6a71e5706c1346eeb007043aa77e"
+    "hash": "7c7e49c5ac55b695b895765a955ba08ff94d8ec7c8a6db901ede79032157f881"
    }
   }
  },

From 79d62ac6df202fcb84abf99cbd7e355c19eb08f4 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Sun, 18 Sep 2022 17:46:41 -0400
Subject: [PATCH 31/49] slope not usefl as lag, path length and diff from diag
 may be useful

---
 spft/2022_09_DTW_test.ipynb          | 311 +++++++++++++++++++++++----
 spft/__pycache__/spft.cpython-39.pyc | Bin 7335 -> 7335 bytes
 spft/spft.py                         |   2 +-
 3 files changed, 271 insertions(+), 42 deletions(-)

diff --git a/spft/2022_09_DTW_test.ipynb b/spft/2022_09_DTW_test.ipynb
index 923cfa7..dc4fad7 100644
--- a/spft/2022_09_DTW_test.ipynb
+++ b/spft/2022_09_DTW_test.ipynb
@@ -2,34 +2,37 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
-     "ename": "ImportError",
-     "evalue": "cannot import name 'squared' from 'scipy.spatial.distance' (/home/chris/anaconda3/envs/py3p9/lib/python3.9/site-packages/scipy/spatial/distance.py)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
-      "\u001b[1;32m/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb Cell 1\u001b[0m in \u001b[0;36m<cell line: 5>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mos\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mpath\u001b[39;00m \u001b[39mimport\u001b[39;00m join\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mfastdtw\u001b[39;00m \u001b[39mimport\u001b[39;00m fastdtw\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mscipy\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mspatial\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mdistance\u001b[39;00m \u001b[39mimport\u001b[39;00m euclidean, squared\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mscipy\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mstats\u001b[39;00m \u001b[39mimport\u001b[39;00m zscore\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W0sZmlsZQ%3D%3D?line=6'>7</a>\u001b[0m get_ipython()\u001b[39m.\u001b[39mrun_line_magic(\u001b[39m'\u001b[39m\u001b[39mpylab\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39minline\u001b[39m\u001b[39m'\u001b[39m)\n",
-      "\u001b[0;31mImportError\u001b[0m: cannot import name 'squared' from 'scipy.spatial.distance' (/home/chris/anaconda3/envs/py3p9/lib/python3.9/site-packages/scipy/spatial/distance.py)"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Importing the dtw module. When using in academic works please cite:\n",
+      "  T. Giorgino. Computing and Visualizing Dynamic Time Warping Alignments in R: The dtw Package.\n",
+      "  J. Stat. Soft., doi:10.18637/jss.v031.i07.\n",
+      "\n"
      ]
     }
    ],
    "source": [
-    "from dtw import *\n",
+    "import dtw as r_dtw\n",
     "import spft as spft\n",
     "from os.path import join\n",
     "from fastdtw import fastdtw\n",
     "from scipy.spatial.distance import euclidean\n",
+    "from scipy.stats import linregress\n",
     "from scipy.stats import zscore\n",
-    "%pylab inline"
+    "from tslearn.metrics import dtw, dtw_path\n",
+    "%matplotlib inline\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -141,29 +144,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "82.62227842319834\n"
+      "161.5957562775184\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f14db851ac0>]"
+       "[<matplotlib.lines.Line2D at 0x7fbf64a09b20>]"
       ]
      },
-     "execution_count": 64,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -176,7 +179,7 @@
    ],
    "source": [
     "##assymetric looks great, but we need to compute the dtw with with the reference as the query and the force as the reference\n",
-    "tw = dtw(t_ref,t_for, keep_internals=True, step_pattern='asymmetric') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "tw = r_dtw.dtw(t_ref,t_for, keep_internals=True, step_pattern='symmetric2') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
     "print(tw.distance)\n",
     "warp_r = warp2(tw,index_reference=True) #then we compute the warp for the \"reference\" (which is actually the for), so that we can apply the warp to the force to get it into the reference space\n",
     "plt.figure()\n",
@@ -186,7 +189,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -212,12 +215,176 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7fbf6407c1c0>]"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2160x720 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "trial_idx = 0\n",
+    "path_len = []\n",
+    "path_dist = []\n",
+    "path_diff_from_diag_xmy = [] #path difference from x=y, in reference to x (i.e., reported as x-y)\n",
+    "for trial_idx in np.arange(0,18):\n",
+    "    t_ref = res['trial_data']['ref_interp'][trial_idx] #trial ref and force values, in same timespace\n",
+    "    t_for = res['trial_data']['for_interp'][trial_idx]\n",
+    "\n",
+    "    path, score = dtw_path(t_ref,t_for) #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "    # print(len(path), end=', ')\n",
+    "    path_diff_from_diag_xmy.append(-1*np.diff(np.array(path),axis=1)) # this is the deviation from the diagonal, kind of\n",
+    "    path_len.append(len(path))\n",
+    "    path_dist.append(score)\n",
+    "    # print(linregress(path).slope)\n",
+    "    plt.plot([j for (i, j) in path], [i for (i, j) in path], \"-\",\n",
+    "                linewidth=1.,alpha=.25)\n",
+    "\n",
+    "path_diff_from_diag_xmy_sum = [np.sum(x) for x in path_diff_from_diag_xmy]\n",
+    "path_len = np.array(path_len)\n",
+    "path_dist = np.array(path_dist)\n",
+    "plt.figure(figsize=(30,10))\n",
+    "plt.subplot(1,3,1)\n",
+    "plt.plot(path_len,'.-')\n",
+    "plt.subplot(1,3,2)\n",
+    "plt.plot(path_dist,'.-')\n",
+    "plt.subplot(1,3,3)\n",
+    "plt.plot(path_diff_from_diag_xmy_sum,'.-')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(2127, 1456)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7fbf64579040>]"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(np.diff(np.array(path),axis=1))\n",
+    "print(path[3000])\n",
+    "plt.figure()\n",
+    "plt.plot([j for (i, j) in path], [i for (i, j) in path], \"-\",\n",
+    "            linewidth=1.,alpha=.25)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LinregressResult(slope=0.9874923873898926, intercept=13.047031203992447, rvalue=0.998781679141275, pvalue=0.0, stderr=0.000712883012050409, intercept_stderr=1.1919009071941813)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7fbf7375ceb0>]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.interp(np.arange(0,t_ref.shape[0]*4),np.arange(0,t_ref.shape[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAEGCAYAAAA9unEZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADggUlEQVR4nOy9d3xU15k+/pzp6r0XQKKJ3osNNtgB497jEsd24thxvt5kd+P9rbPJbrKpu+vYybrFvRJcwICxAYPpRSCBJNR7720kTe9zfn/cmdGMzrkjDWqGnefzuR/QueeWmbn3vO1535dQShFEEEEEEUQQVwok030DQQQRRBBBBBEIgoIriCCCCCKIKwpBwRVEEEEEEcQVhaDgCiKIIIII4opCUHAFEUQQQQRxRUE23TcwkZBIJDQkJGS6byOIIIII4oqB0WiklNIryoi5qgRXSEgIDAbDdN9GEEEEEcQVA0KIabrvIVBcUVI2iCCCCCKIIIKCK4gggggiiCsKQcEVRBBBBBHEFYWg4AoiiCCCCOKKQlBwBRFEEEEEcUUhKLiCCCKIIIK4ohAUXEEEEUQQQVxRCAquIIIIYlKgMdmwI78Fdodzum8liKsMV1UCchBBBPHtwQuHa7A9rwVJESp8Z0HSdN9OEFcRghZXEEEEMSloGzQCAH70UQGCDWuDmEgEBVcQQQQxKejWmD3/b+oPlmILYuIQFFxBBBHEhINSitYBI+YlRQAAWgeM03xHQVxNCAquIIIIYsLRr7fCaHVgbVYsAIGoEUQQE4Wg4AoiiCAmHG4La0FKJABAb7FP5+0EcZUhKLiCCCKICUebS3DluASXISi4gphABAXXGKEx2eB0BplRQQQxFrSojSAEmJcsxLj05qDgCmLiEBRcYwClFOv+dAw/2VE43bcSRBBXBJr69UiJVEEllyJMIYXe4pjuWwriKkJQcI0BGpMNJpsDhyt6pvtWfPBve0qxPa9lum8jiCAYlLZrsCgtCgAQppQFXYVBTCiCgmsM6NVZpvsWGDidFJ9caMN/fFE+3bcSRBA+0BhtaOw3YGlGNAAgXCWD3hoUXEFMHCZNcBFCMgghJwghVYSQCkLIP3LmEELIy4SQekJIKSFkhde+bYSQGte+X0zWfY4FvdphwWW1fzvqrumCGmwQ31KUdgwBAJa5BVfQ4rriQQjeIwS9hICrKRMCQgheJgT1hKCUEHit5dhGCGpc+yZkLZ9Mi8sO4FlKaQ6AdQCeIYQsGDHnZgBzXNtTAF4HAEKIFMBrrv0LADzEOXbK0KsbrgBwpq5vum7DB0NG63TfQhBBcHG2vh+EAIvTXa5CRVBwXQX4AMA2P/tF1nJw1nKMey2fNMFFKe2ilBa5/q8DUAUgbcS0OwF8RAXkAYgmhKQAWAOgnlLaSCm1AvjUNXda0ONlcT3xYQG05ulPphwyDt+DI8h2DOJbgoY+Pd481Yh5SRGIVMkBCDEuXZBVeEWDUpwGMOBnimstB6UUrrUcXms5GinFhK3lUxLjIoTMBLAcQP6IXWkA2rz+bneNiY3zzv0UIaSAEFJgt0/Oy+FtcQFATbduUq4TCNoHTZ7/a4NVCYL4lqC4dQgA8OvbhpXqcKUUhmCM61uMeBkhKPDanrqMk4x7LQ8Eky64CCHhAHYD+CdKqXbkbs4h1M84O0jpW5TSVZTSVTLZ5HRp6dVZkBYd4vlbrZ9+ssaLR2o8/zfaglTjIL4dqO3RQSGVYM2sWM9YuEoGwzTQ4Y1WO373VaUnGToIMfTbKcUqr+2tyzjJuNfyQDCpgosQIocgtHZQSvdwprQDyPD6Ox1Ap5/xaUGf1oK0mBAc+efrAABqw/THl7wJI8H4QRDfFlR365CdGA6ZdHhpCVPKpqXk0/7SLryX24TvvZMfdKdPPqZ0LZ9MViEB8C6AKkrpX0SmfQngURe7cB0ADaW0C8BFAHMIIbMIIQoAD7rmTgs6NSYkR6qQERsKwDe+NF2glCIrIQxAUHAF8e2A3eFEWYfGU5/QjXCFDFa7E7Yp7oR8qLwbAEXvgAY7C9pGnR/EuOBay0EIgWsth9dajlmEYMLW8snsgHwtgO8DKCOEFLvGfgkgEwAopW8AOAjgFgD1AIwAfuDaZyeE/AOAwwCkAN6jlFZM4r2Kwu5woktjRkZsCFRyKULk0mln9JltDhisDmTEhKKxzwCjNegqDGL6caiiGwMGK25ZnOwzHqYUlhmDxY7oUMWU3IvWbMPZun7csywNiuqDuNQyEw+tyZySa1+NIASfANgEIJ4QtAP4DQA5AFAKP2s57IRgxFqOca/lkya4KKVnwfdves+hAJ4R2XcQwpcxrejSmOFwUmTECNZWdKh82i0ut6sy02UBBi2uIL4NOFzRg4QIJTbPS/QZD3cJLp156gTX8apeWB1OfG/9TDyvuQH2/mCcazygFA+Nst/PWo4JX8uDlTNGgbv9uNtNGBUix9A0s/gG9ILgyogVCCPfBotLrbfg1eN1sNin/16CAF47UY+/nayf0msWNA9g7axYSCS++mq4ymVxTSGz8GBZF5IjVVieEY0MewcGDdNPqApi4hAUXKPATTtPjxGERHSoHJppt7iEl9BtBX4bqMYvfFODF76pRW59/7Rc3+Gk35qqJtMNu8OJPx+uwfOHaiA4NSYfbQNGdGnMWDUjhtkXppQhSaKDforyH41WO07V9mHbomRIJAQhsEAXTBm5qhAUXKOgfcAICQFSXXT46BAFBqc5xjVgcFtcguAyfgsqb+c1CrmJzdPkknlmRxHufC13yhbqbzMuNg96/q+dosTfr0o78V1lCdbPimb2hSul6HFGwGCdGsWiplsHi92J9dlxAICwrJUYMtuDz8ZVhKDgGgVtgyakRIVA7qL3xoRNv6tQ7XIVuq3A6bS4HE6KN081oKnfINzbNLhkbA4nDlV0o6pLO+3xx28Ddnkx6DqHTH5mThwOlXejMWE95qZEM/vClDJsVdRAb54aha+xT3gWsxPCAQDOmhNwOhww24IW+dWCoOAaBS1qg4cEAQBRIQpojLZp1d7UBitkEoKoEDmUMsm0vpCHyrvxX19XI0whBSFCC5ipRova4Pn/dFvD3wZUtPQgM0T4HfqnIFleY7KhvEODNclSOJ3ssximkKHMnjJlPbka+/WQSojnvU3MWQMnCHTfglJtQUwMgoJrFLQOmHwEV3SoHFaHE6ZpqlZR1aVFZZcWaTEhIIQgRCGFeRorZ7QMGKCAHd8LuYQZsaHQmKbe+qvp1nv+Px2C89sEo9UO/ZAa1yQIv8NUCK6XjtbBSYEofRusVlZxCFfKMOgMmbIuyA29BsyIC4VCJixvoaHC+xu0uK4eBAWXHxitdvTrLciM8xJcIULh0OlwSbUPGnHzS2dQXd+I1QmCxRcil8I0jazCQYMVErkCv3juOUSFyKdFcNT2DNeOnKqYzrcVnUNmdDijsHDFagBAt2byBdfZ+j5EqGT44fcfQkhICLM/TCnDnapKGCxT82w09Ok9bkIAaC88BhkcMAcZr1cNgoLLD1pdNc5GWlzA1AuuLo0J//DxJQBArzMCN61ZCMAluKbR4urTWZAULkdNTQ0ip0lwVXUNl8D8v25xdQ6ZkCrRIMLYhaz4MJxrmFyWp95iR12vHk9smIXjR4/AYDAwcxQyCfbal8MwBRaP3eFEs9rgI7hWbL0fNsim1TMBCKQq72c1iMtHUHD5QX2v4IJyl1YChBgXMPX9sN463YjitiEAwFxpH2LswoKkmm7BpbcgIUyG+vp6hMilME+x9We2OXC2vh+b5yUAmH7BtfdSO14/2TBt1+/SmGCkCmQkx2PLgiScb1BP6oJd1q4BpcDSjGhkZGRALpdz5y1R9MIwBTGmtkETbA6KbK93tqe+VLC4ptFV6HRS/MuuEtz80plp9ZBcLQgKLj+o69YgRmLy0d5iwoQXc3CKLS7vh/2vP7gB2RmpAACVXDKtmmSfzoK4qHDcfvvtUMmlU+6O2VXYDqPVge+tnQFgequIUErxz5+V4H8OVU9bRfLOITM0CMGSeVlYkBoJu5NO6r2UtA8BAJamR2PBggVQKPiVMaIk1impEN/gUjazE4ffWSkR3OrTmRz/008u4Xh1L4BhhTiIy0dQcPlBQ78JEdFxUMmlnrHYMOHFHJhi2rfTxWJcOysW82amIipK6C4bopi+GJfV7kRjnwGJIQT79u2DSi6BZYq12pK6ViwPG8KNOYkgZHoF1z2vnwMAxBAj/udA6bTcQ5fGhPWhvTh39gxmxglWhztVYTJQ3qFBekwIYsMUeOONN9DXx+8Q3hE+D/opeE5rXPHO7PhhwbVoxVrYIZ0Wi0tntuHOV8/iQFmXZ6yxPyi4xoug4PKDzu4ebLQX+YzFhLoF19RaXGq9FVkJYdjxo7U4cOAAKiqEOpXTFeMyWu3Y9OcTsDspYiNCsGjRommxuDqGLIiPCAUhBOGK6eu0a7TaccnVRFEeHoOzTdppSZno0phhiJmNDRs2YFZCGCQEKGwdHP3Ay0SL2ogsl0fiySefRHx8PHfeUkPhlLgKj1f3YkFKJKJCh12WZw9+jhDYpsUz8WVJJxo7erA1KwQ/2ZQNQPBSBDE+BAWXH9RpJZAt2OozJpdKEKmSTbnF1W+wIj0mFDKpBHfeeScWL14MYPpiXP++txydGqEz9JZFqcjMzBQE1xTfS+0QRVyGsCAIDQunR3DluyqHXDc3Ad+fZYLMNIhm9dS7CzuHTMhQ2TE0NIRIlRzXZMfjTO3kEDQopWhWGzDDRV5qaWmB2Wzmzh2MWzjpPbm6NWYUtgwy1ek33LgNZkxP2kh5hwYZKgueXhWNf71pHhRSCfq+BY1or3QEBZcItGYbLGYz4pysthqhkkM3xQukWm9BvMtN2dDQAI1GA2D66PAXmoWFuuw/tyI1xIl33nnHkww9VZaGWm+BwtSPuH7BLTddDQsB4FRtH1RyCd76/kosmjcbBqrwoelPBSil6NKYkSAzor9fEFbzkyPQ2K+flEaKQ0YbdGY7ZrjSRRoaGmAy8St1qFQhk/7bnKgRYkhbFvgKLpmEggAwT3Ety3P1/fjkQht6pYlYsWIFCCGID1egXxdMkh8vgoJLBF1DZiiIAwrzALMvTaqFVcP35U8W1Hor4sIFwdXX1+dZIEIUU29xFbUOon3QhH/dNg8RKjliY2Pxk5/8xBMLtE5Rw8C6Xj16nWFYvn4jACHRdboE19n6fqyZJcRDV+RkwQz5lAfhe3UWGK0OzJy7EPPmzQMAzEkKh9nmRPvgxFt/7niSm3W7ZcsWxMbGcufGdOZPujV8urYPyZEqzE0K9xnPP3MSKtinvAjz6TpBefjePAmqqqoAAPERyilJCr/aERRcIugcMkFPlViz4Xpmn1yhgNHut9XYhEJvscNkcyAuXAkAWLduHZKTBa1yqi0up5Pi8fcuAAA2zhYo6CaTCRUVFVC6KhVMVRC8c8gEGSjihK8F4crpcRX26syo79XjGldR1yMHv8LSCCPqptjicjPqVEPNaGxsBADMSYoAANT2TLwQzWtUgxBgZaYgrI4fP47e3l7uXOniWya1yK7d4cTZ+n5cPzcBQvP1YTzw4EMwQjHlgqtLY0JadAge2rgAMTFC1fzpStK/2jBpgosQ8h4hpJcQUi6y//8jhBS7tnJCiIMQEuva10wIKXPtK5ise/SH9iETIokZLSXnmH2S8DgMONkKAZMFd6FUd4X6Q4cOoaenB4AQ47LYnXBOgiuIB7XBCq3ZjofXZmJxusBstNls6O3t9VhclimyAHu0FkRLTOhpqQUwfRaXuzL++ixBcN13332ISpmJuim2uBr6hOstmD3Ds1DOcdHCa7onPvH1bF0/lqRFeYgQ2dnZCAsL486V91XDYJ28Gp8XmgaQYOvBNTMjmH0F+XlQwTblgqtHa0ZqtArJyckeRTN0GlnA4wEh2EYIaghBPSH4BWf//0cIil1bOSFwEALXeo5mQlDm2jch6/lkWlwfANgmtpNS+mdK6TJK6TIA/wbgFKXU2y+32bV/1STeoyg6Bk1wSORYtmghsy9ZX49oXdOU3Ut+k/C1zHaxt5YsWYLIyEgAgqsQwJSx+dzV3zfMHmaPRUZGYvPmzZ7acJYpWiB6tGYYFTHYtnULACHGNRW5QiPxfm4TokPlWJgq/CZNTU2YHUXQ0KefMoUCABr6DAhTSJGTlYHo6GgAQjw2MzYUlRNcsUGtt+BS2xA2zknwjKWnp3NLPgGAXEJBKZm0Z2NXYTv65Em4aWkmsy80NAQSiQRWx9Q+Gz1aCxIjVTh69Chyc3OFe1HIYLRdWWXJCIEUwGsAbgawAMBDhGCB9xxK8WdKsYxSLINnPceI9RzLKMWErOeTJrgopacBsAEiPh4C8Mlk3cvloLFPj+SYCKSnpzH7nMkLUE9TpuxeLrUMIj5ciQWuhTE6OhpKpeAfC3FZOVOlxblbqsSFDSeaqtVqfPXVVx5X4VQJrm6NGVlhNhQVCSkLESrZlFcAb+434FLrEJ7ZNBsyV+ub/v5+pEcIRJVOzdS0FQFcNfoSw7Fv3z5UVlZ6xhemRqKic2IF1+m6PjicFDctHCZC7Nq1y+OiHIn4OSsATM5z6nRSnKjpxV1hddBrWDLVihUrANnUugq1ZhvaBoyYGReKG2+8Eddccw0Ad97lFVfsdw2AekrRSCmsAD4FcKef+ZO+nk97jIsQEgrBMtvtNUwBfEMIKSSEPDXK8U8RQgoIIQV2+8RpMnW9eiyMduCTT9jvP5waQa1T5waq7NJicVqk5+9du3ZBrVYD8BJcU+SecweW3fE2AAgPD8eKFSs8gmuqFogujQmxEaEe6zNMKYXB6pjS/Cl3Yum2RcML+OrVq5GZkQ5gWNBPNuwOJ4rbhrAgJRL33nsvFi4c9hQsTI1Ei9oI7QQK9XP1akSFDFuZAPDggw9i9uzZ3Pld5/cBmJzntLFfjyGjDTnrt3pcpN7Yvn074qTmKRVcx6p6YHdSbJ6XiO7ubgwMCDq8EJP+tllc8TJCUOC1jVxz0wC0ef3d7hpjQAj8rOco5Jz7sjDtggvA7QByR7gJr6WUroBgmj5DCLlO7GBK6VuU0lWU0lUymWxCbsjhKpOTlp6ORx99lNmvtOugtE1N4N1id6C+V4+clOEF4rHHHkNCguCiUbldhVMmuISFOD582OKSyWSIiYnxuAqnglVY061DeacWWenJnsUyXCmHw0mntELCmUtVuClR7+lGDQCnT5+GXSOQFKaqP1hZhwY6sx0b5sSjoaEBWu2whTXbFedqnaC8svfONmFXYTsWpkZCIhkmQjQ1NWFoaIh7TNaa7wCYHMF13hVjzI4mcHDcgXfffTes0tApY7sCwOHyHqREqbAiM8ZHcIUqpDDapla5Gh39dkqxymt7a8QEHhNN7AO41nOMWM/htZ5DdD0fK74NgutBjDArKaWdrn97AeyFYKpOGc7W98PupEgJAWpqapj9UWmz0WiPmZLaZ3U9etid1OMmBICioiJYLILlM+wqnJqXsldnhkIqQVTIcGWC7u5ufPHFF1BIXXT4KdBsnz9UjagQOTYlWrBvn6DNhyuF608VQcPppCgelCFz3mKf8Xnz5iEjJQnA1Amucw2CBb4+Kw49PT0++VQpUULcaTzdkCml+MP+Svz5cDV+t19wQz6z2de66uvrg9HICkdKKVz61YS7Cm0OJz4614x5SRHorCvnXl+n00ElmzoXtsNJcb5RjY1z4iGRECxfvhxz5swBILgKKZ26e5kgtAPI8Po7HUCnyFzOeg7Xeo4JW88nxkS5TBBCogBcD+ARr7EwABJKqc71/60AfjdV92SyOvCYi+6dFC6FWs3ma9GBVsyQDMBkdUApkzL7JxIVnUKi8QIvi0ur1Xo6zU61q7CspQ+zIqgP5TgtLQ0PP/wwLrhIJFMhuEo7NLhhfiKuWbkIDofgFgtXCY+zzmxDQoTS3+ETgi6tGdGOIcTbQgCvWHV0dDSkLpLIVJQGo5Tiq5JOLEyNRFy40hNPccPNRu3S8KtajAUNfQa8c3aYkHTs2et9ik8DwJo14utRY8FJALMm3DNw+ytnUderx18fWIq7l/MV+YsXLyJcKpsyYVHRqYHGZMO1LgLThQsXEBcXh+zsbIR6xaS9a6B+y3ERwBxCMAtABwTh9PDISYSAs57DtZ5D5/r/hKznk0mH/wTAeQDzCCHthJAnCCFPE0Ke9pp2N4BvKKXeVUCTAJwlhJQAuADgAKX00GTd50h4xwHmz0xlFgEAiIyJxxANgWEKCBFfXOpEUqTSUzAVADZt2uRhb4UohJ9wKgSXyerAuWYt0pJ869FpNBpUVFR4uQon916GjFb06SyYmxQOo9GIwUEhIB8XJggrtWFqrJzGPj0sVIaMpDif8W+++QadrQJJYSryyso7tKju1uHBNQKj7tChQz75VHFhCiikknERRdR6C6Rw4Kk1cXjr+ysZoQUAZ8+eRUMD29KFEILr7xTWuYl8TgcMVlR367BhdjzuWpaGEydOQKdjXfh33HEHHPLwKYtx5da7rF9XXl9GRgbi4oT/K1yKrm0K3ZbjBaWwA/gHAIcBVAHYSSkqCMHThICznoOznsNrPce41/NJs7gopQ+NYc4HEGjz3mONAJZOzl2NDu+FRmoewuHDZ3HTTTf5zImJi4WWqmCc5EVpwGDFheYB/OT6bJ9YwocffogHH3wQSqXSo7VNRcC3U2PCHGk/lkMHb2vfbrfDYDAgPMbFKpzkGJM7mXZOUgT6+vrQ2dmJpKQkxLsII/1TVMS0rkePQRqK1Yvm+ozffvvtAACFtA3GKVBuXj5eB5VcgjuWCK1uFi1ahIiI4XwmiYQgJVqFzqHLt7gGjVaEERuSjc3YunAdd87cuXO5dHhKKeqKzgEgE+oqdDd6ffyamSCEIDExEbw4d25uLiKIBVa7asKu7Q/Hq3swPzkCiRHC9RISEiCRCO+GXCq8x1MZb5sIUIqDAA6OGHtjxN8fgFnPMSnr+bchxvWtgjsP6K8PLEVcbCyWLmW/8/76EiyRdU26xXWwrAsOJ8Uti32p91u2bPE07AtXCi+qfgryl7qGzKhzJGD1dVt8xuPi4rBmzZopI2e4Sw3NS4pAVlYWNmzYAACIjxAII1NRUsfhpDhY1oV1YX2oLr7gs6++vh59fX0u6vPkKhTlHRocqezBT2+Y40kEjo+P96RLuJESpULXOGJcAwYbtFSFW26/S3ROdHQ0VCq+cAgLF8grE2lxdbssyJRo4ZoLFy7kCs7Y2FjIZLIpsbh6tGYUtAzi5kXD7+yBAwc86Qnud8Tm+DaRM648BAXXCLgD+0mRKsjlck/fK2/kLF+HEnvqpFpc751twr9/UY7ZieHISfGtBqBUKj0xpkiVsFhNRf5S55AJ0cQEld3XHdPW1oaDBw9OWR5XXY8OEUoZUqJUaGlpQWFhIQAgNlQBQoC+KaCgF7UOoqBlEJs3XoN163wtEIPBAKvVijCFdNKVm+3nW6CUSfDIuhmesY8//thTZNeN1KiQccW4Bo1WyOFAWQFbScaNkydPorycLZRDCMGqNesBTCz71f153OSTN99805Mm4o2cnBxIlCFTYuV8cakDlAK3Lx0WXHfeeScWLVoEQOguAVxZrsJvI4KCawTcrsJwpQytra34+uuvmTk23SBiiXHS3EAak83D3PpOTpIPEYJSio8//tjzt5uQoDVNjaswUmIBNfsKroSEBKxdu3bK8rhqunWYkxQOQggiIiI8qQEyqQSxoYopsbjcdQHXpaqg1/vm9C1duhRpaWmT3uSzS2PC7qJ2PLA6w4fl+cMf/hCJiYk+c1OjQ9CtNV92lfgBgxUhCimiI9mSSm5s3boVy5cvZ8YppfjkPcGrNJHfR7fGDIVMghiXpfmDH/yAW+R3x44diLBrJv25dDopdha0YXlmtKdHGQA0NjZ60gTcgmuqy09dbQgKrhEwuFw7oQoZsrKycM899zBzHGYdIojFM3eiUd2lxc2KaiyPJ/jxdVk++wgh+OlPf+oRZnKpBKEK6ZRZXKbQJCxfusRnXCKRQKFQDLsKJ9vi6tVjrqt4bGxsLDIzh8v8xIcrpyTG1dhvgEImgUXT66kb6capU6dQW1srlPeZRFfhb/ZVwEkpntzo+4wUFxd70iXcSIlWweGk6NVdntU1aLAiMiwEq1evFp3T0tKCrq4u7r7vP/YYAMA0gfHPTo0ZKVEqz7vQ0dEBm419D+677z7Q0JhJfy7PN/SjrU+DR9bO8Bnv7+/30PRlrhjXRFpc75xpxI8+LPg/JQyDgmsE3DGucKUMAwMDqK6uZubMmz8fLc6YSbO42gZNOGqdgxce3YgYr9JKgECEOHv2rM9YhEo2oVURxFDTrcOKsCGfckIA0N7ejlOnTk1JjKtfb8GAweoRXJcuXcJXX33l2R8fMTUWV12PDlnxYVizehXmz5/vs2/x4sVIS0tD6CS6Cg+WdeGbyh5snpfok/wMAIODg550CTdSPblclye4BoxWxIbK8eKLL4omzxqNRtFGkkadkBA9kTGuig4NMr0+e3l5Off6fX19UEqck+4q3F3UhkilhIlJr1mzBqmpAnFGIZ3YGFdJ2xD+cqQWWr3R8/79X8D/nU86RrhdhWFKKex2OzehsbW+BrOl/RNCde4YMuH/7SjEsaphrb1Ha0aMxIj4UDbPg1LKLByRKvmkt6w/U9eHknYNcrJneipdu5GVlYXbbrvN81JOpuZX2y24Kd2Ca9myZbj11ls9++PDlZ7qHpOJ6m4dclIicfHiRbS0tPjsUyqVkMlkQuX+SUpTeNeVU/Xf9y5h9m3evJkhKaRGh+A7ijo0dfDbjoyGQYMVMWFK/PjHPxadk5OTg1mzZjHjlFKcPHkSIRPYIbt90IjGfoNPmsjtt9/uKf/ljZqaGiidlkl9LvUWO46Ud2HrnEhP4Ws3jh49io6ODgATG+Nq7NPjztdyYbQ6sGVx+rjPdyUhKLhGwE3OCFXIkJgodC4diVmZ6eh1ho/b4tpf2olr//s4DpZ140cfFaDNRe/t0ZqRoxyC08ZaDnK5HBs3bvQZmwqL60R1HxRSCZ64cRFDWOnt7UVFRQVkUgkkZHIF15GqHiikEixOE+5hcHAQ3d3dnv2C4Jpci2vIaEWXxoz5yRFITk5mFstz586hrq4OSplkUogqWrMNtW3d+FFCIzfR+u9//zvXVXjBlgG19fL6yA0YrYgNU2BgYIBbVgkACgoKcOnSJWZcIpHg8ccfn9CYX0OfkCp025Jh6+bQoUPcPK4bb7wRsvDYSSUNHSztgsRuwhwpW7Bg0aJFnhqKE0mHd1dL+fH1WXBUHhn3+a4kBAXXCBgsdoTIpZBKCBobG3HkCPtAxERHwSZVjltw/fGA0BU1NUoFSoGjLqurW2NGV2QOt2CoVqvFhx9+6DMWGTL5FlfrgBGz4sNw5uRxlJWVMfvdVqBCJpnUUljnG9RYnx3noX4PDg6is3O4+kx8uPC7TGZsqdpl9c1LjkB6ejrzO23ZsgWLFi2CQiaZFCFe3DoEvVOBa266i7t/06ZNnnQJNyJVcoQppOi6TFfhoMGG2DAF8vPzYbXyLdo5c+YgOzubGaeU4sCBA0KB2QmyuJpcvcdmJQxbXLNmzYJCoWDm5ubmQmnVwjpJz6Vab8FrJ+sRFx+Pxx+8l9kfFRXlSU/wWFwT8FxUd2sRoZLhF9vm4447bh/3+a4kBAXXCBisDoS5cqNSUlKwcuVKZk5hYSGWyHvGvTi6NcBPn1qPuDAFqruEBbFba0YObYVGo2GOCQsL8yS4uhGhkkM7yV1VO4dMSI1W4ZZbbsGyZct89iUmJnrovgrp5CzWgMDaauo3eJojAkLzwlWrhlv8hFMDNsqb0K+bPHdhjUtw5aRE4pNPPkFtba3P/rq6OnR1dUEpk06Klp/b0A+lhCIjlL8Qh4eHM12AAWCNog096qGAr+d0UugtdkSoZLj//vsRGhrKned2kfKQmJgIpVwycYKr34BwpQwJXl0K5s2bx+SvAUBqairkKtWkxbjeOtOIFrURz16XgvPnzzP7v/zyS4+rcKLyuHp1Zvw9rxVZCcJvzfvcVzOCgmsEDBY7wlzFWiUSCaO5AsC6devQrpw17qaFBosdP74uC5lxochOCEdjvx6XWgdR2q5BbEIyV3t0Op2MqyZSJZt0i6tLY0JqdAjq6+s9JZbcqK6u9limCpl00haIbq0ZFrvTR8uuq6vz5HEBQGpCHErtyejTX37O0mio7tYiJlSOxAglHnroIU8BVTfsdjucTieU8ol3FfZozdiR14q1meGoKC3mzvnwww+5BApN6lq0GwN/5d1NSkPkUpw8eVK0AnxZWRnXVUgIwerVq4UY1wS5Chv7DchKCPMR0C+//LKnCrs3Zs2aBWVIOCx256RUZS9uHcKyjGhsnJfiKe3kjQceeMDDfJ2oGNfzh4Ti3+tmCfR/7xSZ/wsICq4RMFjsCFMIWmNLS4unc6k3urq6kCTRj8vicjgpLHanp2RTVkIYGvsM2FcsuL2+d9M6bhUAjUaDU6dO+YxFqOTQmievLXpdjw6DRhvSY0IxNDTEMLdmzpzpScKdrLgOIGjZADDLKyAfHx+PtLTh1kDJMaFwQIIe7eTFuaq6dJifHAlCCJqamhgCT05ODtLS0lzfxcS5p7RmG37w/kVY7U78531rcNddd3Hn/eM//qOnxJA30q3t6B8MvKGkOy6lkkuRlJTEVagAoQ/Ztddey4w7nU48//zzE+sq7DdgVnyYz9jPfvYzbh7XZ599Bmg6QSlgn+CO1E4nRUWnFovTohAZGYl58+Yxc8rKyjyxt4mIcVFKcaq2D/OTI/DsVuF6P/3pTy/7fFcigoJrBPQWu6eM0ty5c7Ft2zZmjtFoRLjUzn0J1XrLmNpquNlVoS4GUk5KJNQGKz4414x1WbE4tvdjJj8IEBbq++67z2csDCakQ80IDIeTomqcLdutdifufV2olrA+Ow6rVq1CSoov3dfbClROUlwHELRswDeuERUV5UlABoBIGcVGeRN6tJNjcdkdTtT26DAvWWA1trS0MIL81KlTKC8vd8X7Ju672FfcicouLf58/xLEyu04ceIEM8fhcHCVLQCIDldhwGgLmCBhtg93IsjJyRF1FXZ0dIgW2f3Zz34mkDMmQHBpjDa0D5o8zFI3qqurufG3+++/H9EpQm7VRHsmmtUG6C12LE6LQm1tLT7//HNmjl6v97wf42XeWuwOrPzDUfTpLHj6+myP6/HkyZOX9wGuUAQFlwt/2F+Jl47WQWu2e6pRdHd3o6qqipmbnZ0Nc3gKswBoTDZs/etp3PLSmVGtHzexwy24HlyTgRlxwoKwPDMGTz75JFP9AAAGBgZw8eJFn7HIiHD0O0OZONeH55px80tnUN7BxsrGioKWAWjNdvzqlhwsy4jGwYMHfVh8ANDa2oqSkhIAmDRCAiBUqwhVSJEUMVwPr6CgAEePHvX8nZ4Yg6OOnEmzuMo6NDBaHVg1UyBkbN68mXEPrVixAtnZ2VDKpLBOoHvqq+JOZCeE4Y6lqVAoFExaAiBo42LkiZzFy2GBzGO5jhXu51wpl+Czzz5DXV0ddx7Pje1GW1sbVPKJYRV+WSp4JVbO8CXFNDc3cz97e3s7kkOEZ9JdmHeiUOZ6txanR2H27Nm48062o/369esRHR0NYPyuwkutQxgwWLEgJRK3LkkZ/YCrFEHBBcHcf+dsE/56tBYdg0YkRfqvIl1WVoZkSxujPb57phEpllaQoQ5PIVgxuF/gEJdbUimT4ifXC4ys7+QkobGxkaE0A4BUKmVciJEqBSgIQ4nfVyK84G4yQaDo1ZrxDx9fgkIqwUNrBR/9ihUrPC+hG/Pnz8f1118PwCW4JiHGRSlFbn0/FqVF+VTKX7NmjU/1fkop1oX0oneSLK6KTsGCXZ4pLJoHDhxgSDTuXDvlBCZkV3ZqcaF5APevygAhBCEhIcjJyWHmyWQybN68mXuO1vyvEUHMaOjTc/eLwe0dCJFLce+993o6To9ERkYG5s6dy4xTSlFQUIAwhXTcFg+lFNvPN2NJehTWzvJ1C27btg3h4Wy7lY6ODsTKhc/Qog5MaI+GsnYNlDIJ5iSGQ6/XMzUiAWD37t2eGorD5IzLeybO1fdDQoBPnlrnEYKAwCT9v4Sg4ALQ55X3ozXbMStesHySk5O5i8OMGTPgjGAtrv2lXbBFpKDXGYbClkHmOG8Ybe58seFkxQdWZ+DCr27EyhkxaGho4AquqKgoD4PPDaXdgBWyDibx1p0gXdcb2ELlxva8FgwYrHj+viUe92l4eDhDWGltbfVYpiqZdFIqilxsHkRdrx73rkjzGe/t7UV7e7vnb0IIwpUS9FxmaaPRUO+y+lKjBOVmwYIFTEX0kpISNDQ0TGjR4X0lHYICsVpQILq6uvDuu+8y8wwGAz744APuOe69527oqQKNfYEt3h7BpZCir6+Py3YFgMrKSq77UiKR4KGHHkJChBJ9esu4LNCaHh1qe/S4f2U6w5zct28fUzcSECyeFQtmgxAE/NlHQ1mHBjkpkZBJJVCr1WhqamLmbNiwwZPrJx9H5QyzzYGPL7RhzaxYn9qUAPDKK69cxt1fuQgKLgAtal/3wa2uvkaVlZU4duwYM1+pVEKp8s3jcjop2gaN2JSThsiwkFEFl8fi8uqCSgjx9PC56aabuJXp6+vrPa3q3ZgzKwOnbVk+cR2zzeFxCdX3Bm5xNfUb8MG5ZtwwPxF3LR8WFnv27GFYhXK53BOwT48NmXCtllKKt880Ikwhxe1LU332abVaH5YbIQRIWThprsKGPj2yE4bp5mlpaQxZYePGjVi8ePGw4JqA+nwlbUPISY305K8lJyfjMVf9P2+oVCrcdttt3HM4rGYkRyjQNhiYu8ztWVDJpWhra+My9wCBveedmuCG0+nEF198gaRIFax257gKQu/Ia4WEADcvZt1kixcv5tLCz58/j+6ONqTHhOClY3XoGEd7F294EzMA4fPzGs8qlUqmH9flKDNn6/rRrxdiWyPx8MNMQ+KrGpPZAfk9QkgvIYTtcyDs30QI0RBCil3br732bSOE1BBC6gkhv5ise3Sj2bXAf/70ejT+6RakuVqdZ2VlYe3atcz8iooKhGqafcrXDBitsDkoVAN1WBtnRXHbkN9rDrsK+e27v/76ay7teObMmdiyxbcfViixYb60F31exWWLWgY9lcADtbjON6ix+YWT0JnteGRdps++Rx99FPHxvh2QU1JSPImnsxPD0aO1TGglj7dON+JIZQ9+tDELoQrfPKHZs2czFmhSVy4GtJdnZY6G+l49sr3IIa+//joMBl9BXVNTg9bWVihd3W7H6yp0OCnK2jVYmj6syJjNZh9L0w1/1kxubi5mRsk8FVrGCrNtmJyxZs0aZGVlic7lxbgIIcjKyvJU+bicQr8DBivueuUUtuc147urMjxNQ72Rnp7OzSObMWMGYmJiPArE/9tRFPD1efAmZgBAQ0MDNx3gyy+/9LAKCSGQS0nArkJKKT650IpQhRTXZMcz+3nemYkEIdhGCGoIQT0hYNZkQrCJEGgIQbFr+/VYj70cTKbF9QEAlpLnizOU0mWu7XcAQAiRAngNwM0AFgB4iBCyYLJu0mxzYHdRO5QyCZZnxvjETxwOB+x2VjtcsWIFVBmLfCyubldvoJxVG5CWNRetaiPsfh7OkeSMkZg3bx6XDm82mxn6dWSIHBKJxMfi+ssRISn2ZzfMRovaiNO1bCkaHrRmGx56Ow8A8MCqDGye50sQuXjxIvOSFBYWelhNOcmCS6S8/fIJId4wWu145Xg97kw14Po41pIrLy/3yeMCgLhFGzFophNePaOsXYMujRmL06M9Y//4j//IxFVkMhmkUimUcrfFNT7X6VclnTBYHVieOXxdg8HAJUno9XputRdAqJKekhCH9sHALI5hi0uCsrIypsiyG+3t7SgoKGDGCSFYsmSJJ3Z8Odbwe2ebUNyhxw+unYVf3sq67wHg7bffhlbLsmgTExMRHh6O39y+EIBgvU5EzUQ3MWORS3BFR0dzCVWPPvqoT1xYIZUEXDnjUtsQjlX34ideTEJv7N+/P6DzBQJCwFmTwVuTz1CKZa7tdwEeGxAmTXBRSk8D4PsU/GMNgHpKaSOl1ArgUwAsVWeCIJdK0NCnx0MZOkglvj7zlpYWlJaWMsd0dnZCbuiFyebwaLhuwUWHOpCqsMLupH5dEkabf8GVmZnJzZfp7u5mFo6IiAgYIjM9jfVsDicKWgaxcU48/uGGOQhXynCkkqXW83CiWijC+uPrs/A/9y1h4gi8osOLFy/25HGtnhULmYTgdB0bpL4cvHOmCXqLHXffsBZz585h9qenp2PmzJk+Y3GhMkjgHFereh7eONUAhUyCmxcNs/mKioqYSuzZ2dmCC1E6/hiXzeHEnw5WYX5yBLYuGL5ufHw8Y3kDwuL50EMPcc91+vRppIYTdGpMATE/zV6uwsTERJ/0A2/MmTMH3/nOd5hxh8OBP/zhD0i8TIvrXEM//nayHnfMBP7lhpme5qkj8cwzz3Dd619//TXKy8tx65IUvPe44Mq81DoU0D3w4CFmJAmKS2xsrE9OoRt5eXk+KRPyyyAwfV3WBYVUgseuncnd/9RTTwV0vgDhWpPRSCkCXZPHc6wopjvGtZ4QUkII+ZoQstA1lgagzWtOu2tsUiCVEBz9+fXYyqmuvGDBAlx33XXMuMPhgML1zblztrpd1k6EgiAlSnhB/dGOzV5JnTy899576OtjraTZs2cz9zQ4OIi19nKPoHTHmO5engaFTIKFqZEo7xybBXS8oBLbQpvw3E3zufuvv/56Jo5gMplgMgnXDlfKsD47Dh+frsBrR/ia+VhR3qHBX47UYn5yBFZkxkIqZb+rsLAwRET45vMYW8oRRmyoG4XZOVaYbQ488OZ5HCjrwt3L0pAaPWwJe9dJdOPUqVMoLCz0WFzjSQ+o79Wj15Wz4y5FBgikFB4RQqvV4sKFC9xzRUdHY25yJCgFStuHxnwPIwUXrzqE+56Ki4uZcYlEgl/+8pdIdFlcvQH0SytuG8K7Z5oQppDhtjmhfl1ipaWl3P233347li5dCgBYOUNgIha1+o9Bj/XeclIiPYSL3Nxcn9QMNxwOh48CKJdKAnYVHq/uxdqsWFGhffjw4YDOFyDGuiavJwQlhOBrQjCp6/l0Cq4iADMopUsBvALgC9c4r3y1qOOeEPIUIaSAEFLAc+uNBdGhCm5Q1Zst542MjAwkZwp+/vX/dRx2hxM9WjMkBFi3chkWZAtxIb8Wl1fDSh6eeuoprtuhsbGRaY8eGRkJMmOVxwVU74ppzXbV9MtKCEOrevS4BqUUx9udiFl0nY/L1Btvv/024z5taWnxSTz9ze0LMSs5Bq+eahpX3s4H55qhkkvwyZPrUFpawu2NVlhYiLy8PJ+xRx76LvRQjTv52o3TtX3IbxKcBz/a6Nu247bbbmOqVKxZswaLFi3yxLjGY3HV9gzXRfRGWFgYY2kCrhgKp0wZACxZsgSbFqZDJiE4UjU2CxzwJRJdvHgR33zzDXeeVCrlegkopaiqqkK4UoYwhdTjnRgNRqsdd72Wi2PVvdiyIAlbb9zMrYzhRm9vL2P9AsJ77FYCo0LkiA9XBBznGwmNyYZLbUPYMHs43rRhwwbceOONzNxrr73WR9kT6nmOnVXYNmBEQ58Bm+ax64EbI5W3wBAvIwQFXttI820sa7JrPce41vOxYtoEF6VUSynVu/5/EICcEBIPQSJneE1NB8CqtcPneYtSuopSukqswOdY8OKLLzJjcrmcy1IqLy9HhKYegGBx3f/meXRrzEiIUOLokW9g6O+ETEL8xhJGcxVWVVV5rBhvhIWFcXsOpUZI0aezYHteiyfXKNvVPjw9JhRqg3XU/mF9egvsZiMyiLg2evvttzOWz5IlS3zYZLMTw/HU+lRQuw0FLZfjLRZibV8Wd+K7qzIQE6bAhg0buG3h161bx1ig5SWXsCCWoOoy89e8QSnF9rwWxITKUf37bZjjVa3BZrNhx44dzDEWiwUWi8WLDn/5wru6WweZhDDljUJDQzFjxgxmfkREBPd7AoB3330XVr0Ga7Nicaxq7H253OQMlYucwasmAwBxcXFYsIANX1BKUVMj1NbLSYnEB+eaxyS81F7pHd9dnYETJ06gra1NdP53vvMdblx4cHDQh0CTHhMaMLNyJHLr++FwUlw/b9ht2t3dzfWSvPPOOz6uQoUsMIvrpCs+vWke30ULgKt4jx39dkqxymt7a8SEUddkSqGlFK71HK71HAGv52PFtAkuQkgycdnPhJA1rntRA7gIYA4hZBYhRAHgQQBfTvb98HzEKSkpXAZVVlYWNq5dhfo/3owwhRSXWodwtr4fyZEqrFu3Dhnpgjupw4/gMlsdIASexW0kurq6uG3Ik5KSfFrVAwJhI7RfsAz/44tyvHK8HgtTI4er3IdLkS4ZGjUo39xvhJw4EUH4iwqlFDKZjIl71dTUeBYmNxT6LsRJzchvvDzBVd2lg9XhxA3zBS2ztraWy6Lr6OhgFrPQ0FBkJ0WhpG1o3FUrztT140xdPx5dP5Nx60qlUmzYsIE5pra2Fi0tLcMdocdjcXXrkJ0QzgTkm5qauIVVW1tbsXv3bu65Hn74YcTGxuLG+Umo79XjvKuf02gw2RxQSCWQSgiGhobQ3NzMndfS0sK9tlQqxT333AMA+O4qYQ3740HWkzESGlclmBfuX4p1WXGYP3++X4tr165dDMMTAJYuXepjnWbEhqJtYHyU+FM1fYhQybA8I9oz1t/f70k09sbdd9/tY4nKpSSgZ6KgSY2USCWyRigv3uAp3hMI15qMWYSAuyYTgmRC4FrPwVnPxY+9HEwmHf4TAOcBzCOEtBNCniCEPE0Iedo15T4A5YSQEgAvA3iQCrAD+AcAhwFUAdhJKa2YrPt0g/fAFRYWcuMI7oVbJpXg4D8KTR27NGbMdD1YhBCkRYeg3Y9WZ+jvxA2KRm77CQC44YYbuJbV2bNncfr0aZ+xsLAwPPmDx5D/yxtxTXYcMmND8fJDw1p3emwYrBidBt3cb4CWqnDdRnYxBgQLY8+ePcx4REQE46rYcsNmxKdmIL9p9MXRaLUzlS6a+gV3Z1a8YDUSQrjflXd8zY0FCxZg/fwM9OosAVeJ8Dm31YG/57VAJZfgJ5vY3BkA3HjPmjVrXHlc43cV1vToMDeZdQNlZWXhkUceYcZTU1N9Kol4o6+vD3a7HXcsS0VadAgeeTcfX5WMrvyabQ6oXPE6g8HAraHpvjbPGnM4HNi5cycAwXK6f2U6ztT1wTlKwVt3CbP0GMGKiouLEy3wCwjWN89Dkp+f7+Pyz4wNQeeQaVwV2gtbB7F6ZixkXtUrFi1axC1YYLPZxhXjMnbVY1lIv+haAUwuOYNScNZkVBCCpwnBiPUcXus5qNix472nyWQVPkQpTaGUyiml6ZTSdymlb1BK33Dtf5VSupBSupRSuo5Ses7r2IOU0rmU0mxK6R8n6x69wStSuXjxYqxfv54Zb2xsRFGRkAuSGRsK9/OUkxKJs2fPoru7G+kxIX4tHJMyFuUyliXnxr59+7h5XOvXr2fcAjabDUePHkVSpAofP7kOp/91s8dNCACZceEYcqpGdY809OsRLzOj9BwrrAFAoVBwX5DU1FSkpvomBpeWlmJ1nB0lbZpRqcf3vX4e1/zpGyz+9UHkNwqCrqnfCLmUIDVaCOjPmTOHy9iaPXs2U2bo66+/RoqzD4QAe4o6/F5bDGabA/e8fg4Xqppxc6KWS6LR6/Vcq6e6unpE5YzLcxXqLXa0D5owL4ktY6TVatHY2MiMW61WrosZAIqLi2E0GhEfrsT+n25AUoQSfz5c48n3E4MguITPn5aWxs1tBIREY14HYkKIhxwBAGuz4jBktKF2lMR4t8XlJiQcP36cG3N2IyYmhlsVPzs72+f5zIoPh91JL7tuoc5sQ0OfHku90iIAoW7mSM8DIFDVvfPb5NLAWIW1jgTIk9mq897gKd4TCUpxkFLMpRTZlOKPrrE3KIVrPcerlGIhpVhKKdZRinP+jh0vxiS4CCEhhBD/39wVjscff5wZM5lMXPr3woULPbXBCCGYESuUiNo4Jx633XYbZsyYgfSYUPTqLKKLltliQbxc3M+/YsUKbhVutVrN5KpIJBKudeaGwzCIG5RNo7pHGnr1SIiNxqpVbPNMQHBJ8iqPnzx5EufOnfMZi46OxtJZibA6nChoFo+ZfV7YjsouLWZL1VDZdXj5uJCb1NxvQGZsqEejPXHiBLfzcmFhoUeJcGPz5s24ZuUS3Dg/EXuKOkbV7Hk4WtWDqi4tFmbE4cHrFnPnREZGcgV5WFgYQkJCPO69y62c4SZmjKyCDghpCSOLHQOCVeUueDwSd9xxhyefKCZMgV/dugCtA0Z8WeJfuJtsDk+ifG9vryiDbWhoSDSPy9vlvsKVj1YySpK+W3C5q4Vs27YNS5YsEZ2/Y8cOrqswIiLCJ/blJi3VX2YptKNVPaAUWD3Lt8hvZmYml1D1ox/9yCcxOtBC1FLTECIt/sk0werwI0AIuR1AMYBDrr+XEUImPeY01fjqq6+YsdbWVq5W29HR4aP5vfrwCvzp7sVYmBqFoqIiDAwMIM3l3hDLJbKajEin4lpSXFwctwpAe3s746qRSoWguRjS0tLQELV8VIurvlePWYmRfoUgj5K+YcMG5vqZmZm4cfkcKGQSHKsWf+nczL/9v3sMj29Zidx6NUrbh5h+S2vWrGEaNgL8dvFGoxEGgwG3L01Ft9aMEzW9Ace6zjeoEaGU4aOnN2HtUn6+pMFg4AqJjIwMpKamItJVT05zmd2pa13kknkcV2FycjI3ID9jxgxuLhUAHDt2zEfp2bYoGUvTo/Dbryr93qPZ5oDK5faMiIjAwoULufOSkpK45aYcDgf+8pe/eP6eGReG6FA5vqnwvxi7q6+46/K1tbV5Ognz8OMf/5jLrjt37pxPPmb2OAXX12XdSIsOwdpZvm7imJgY7rvzzTff+Dx/igBchZRS6KwOhPhxkQJ8xftqxlgsrv+EkEQ2BACU0mIAMyfrhqYLI11dgOAq5NVek0gkPgv4orQoPOyqni6TySCRSDyFehtFYixaEoqeSH6uFAB8+umn3JpwK1asYPzoTqcTL7zwgui5hoaGMFel9RvjcrpcJzNCHdi7dy93jkql8iQae2NwcJBxEZ08eRKXLuZj7axYnKsXF9CDBivSokNQVFiA9XEWhCtleO9sE5rVBsz0ahhptVq55YS86yS60dTUhLa2NmxZkAQAeOLDAtz1Wi4GDPx2HzxUdWmRkxqJ1pZm/P3vf+fOcTgcXA3/1KlTOHfuHMIUUoTIpT6luAJBTY8OIXIpMmJYy7utrY1pKAoIio2YxZWamupDlZdKCP7tlhwMGW1+K6uYbE6oXBaXUqkUzePSaDQ4c+YMMy6TyfDcc895/pZICJ64dhaOVff6zXXUmGyQSgjCXNfmxTO9cfHiRW5bk82bN/u8x+FKGZZEmlHTzJJ9RoPTSZHfNIBrZ8cxBQsOHz6Migrf8A2lFGFhYSNiXGTMRXYtdif67CGITsn0O4+neF/NGIvgslNKJ6Z+z7cYK1ey7rG6ujpu7lBKSgq3fQMgUMOjo6Mxz1X6SCyXyGbSI8PENt1z44c//CFTExAQ/OgjK1ATQvD0008zcz3XstmQoBQEk1g8Q2e2w0mBuIREbtAfENxQn3zyCTPe1tbGuK02bNiAdevWYfO8RNT06EQTPgeMVsSFKzBr1ixkZabhnhVp+KK4Exa7E1lecbqysjIuFfrSpUuMC3HlypVYvHgxQhUy/OLm+VDIJChp1+DR9/LHFG+ilKK2R4/5yRGYOXOmaCWKyMhIrtVzzTXXYPXq1SCEeCqiXw5qe3SYmxTOzamLiYnhPoMqlYrb2gMQOjOPpIuvnhmLCKUM5xvFlQvB4hKWCo1Gg+3bt3PnyeVyxMTEMONOp5NJTP6OS6nwlwitMdkQqRpmsc6dO1e0pQogWMA8y7q1tZWx1HJSo1HUOuS3LBsPVd1aaEw2rMtihfdtt93GuDIJIUxXaJVcOuZyZDqzHSkSLcz1eX7n8RTvqxljEVzlhJCHAUgJIXMIIa8AODfaQVca/uu//osZCw8P57oeKioqRJMwd+7cic7OToQrZciMDUVVFz8AbbABNJR9yd0oKSnhapfJyclMWRtCCPr6+rjJlwCQkJCAJctXwGh1oE4kIO52FYVJ7NzqB4CwWN5yyy3MOM8K1Gq1UKvVeGB1BiJVMrx5ii+kBw1WxIQqEB0djbCwMDyzeTaum5uA9JgQn7yV6667DvPnsxbqNddcw7gpGxsbPcLs6euzUfP7bfjXbfNQ3qHF26dZ1+9I6Cx26C12pMeEwGg0iuYOdXR0cDVdrVbrsUCTo1SXTQKo6dZz41sAEBISwrV84uPjGdepG2+++SZ6e33zt6QSglUzYzykGB7MXjGumJgYUQZbaGgoU/AYEBSBkd/h7MRwyCTEb684jcnu076joqKCiaV6Y9OmTVxWoclkYipqbFyRg3aTHKUBNFl1Oinufm24G/hINDQ0MJ0T7HY7Xn75ZZ+x+HAl+seozOgtdvQ6w5CxiE+IcYOneF/NGIvg+imAhQAsAD4BoAXwT5N4T9OCn//858xYSkqKKJONl78DADfffLMnQJuTEiFqcekdEiBavPKJVqvlusbS0tK4uSznzp0TFVwNDQ0gnYILQ4wo4RZcEUopl5ACCC8hzxVz6dIlpmV7T08POjo6EKaU4XvrZuBwRQ/XVTdgtCI2TIG8vDzk5+cjKVKFj364Bmefu8GntFJpaSk3vuF2C3ojPDzcp6gpIQT/b9Ns3LQwCX872TBq8qubmp8UqYLBYODGOQFBSPBYp21tbZ6cs6XpUbjUOoQfvH/BQ7YYC/QWO/r1Fk+KxUjU1tbi66+/ZsYLCwtFi+z+6Ec/4tYZXDMrDg19BtHF1GQdjnE5HA4uAQMQunO/9dbI3FUhLnr77bf7jMmlEmTGhfp1FWpNNh/BlZmZyU1wdmP79u3cZ3fevHlsPmZnBRbKugOqWdikNsDqcOLG+YlIiWITnQcGBnwSjQHhs4+MP0Vb+7DCUYPKTu2oXSR0ZhsIAAX17+bmKd5XM0YVXJRSI6X0V5TS1a4KFb+ilE5Ol75pBC+p8syZM1yfvd1uZx5QN4xGo0eA5KREorHfwC235LQYEdfM1jVzY+PGjVyXz65du7jVub/3ve9xyRyAIIA3rluJ5EiVaNKpW3AlxEaLZuGr1WpuHbzExETGCszJyfFUcNg0V1gsL3HchUMGYXHauHGjqDIACNo8L4fH4XAwAj4xMREZGRnM3F/dsgAOJ8Xzh1j3rze6NcICnhSpQmJiIm644QbRuTwNf9myZR6X0frsOEjhRGVdI7b+9TS2/vXUmKpGdLnKhblzmEYiJyeH2yZ+6dKlnm7UI9Hc3Myt5bc2S1CELjTxk8VNNodPhRcx6nV0dDQeffRRZtxut3MrjMyLdKCHw4x0Q2OyeQgugPBd+6uOs2XLFu7vUVBQwDBPb7pxEwZCMgOq2Vjuss6e3conWK9evRopKb59wpxOJ9N4MyNrNk5Ys3HLy2dw12u5nvPyoDfbEUas6GvgdofygKd4X80YC6vwBCHk+MhtKm5uKjHywQaEnCmeRt3R0cGlZgNC0zo3c+u+lemQSgg+K2hl5g3apMAC8a4vu3bt4uZx3X///dwkx0OHDokWIJVIJAgJCcG1s+OR29DPjXO5GVwSm8GTLDoSaWlpuPXWW7njI+NxjY2NnnYjS9KjQQhQOqLVidNJobfaERkiR09Pj2hFBkCwcnnWwuzZs5mafVVVVdxE6cy4UNy3PBUHyzo9xZF56PGyuPr6+nD8OP9xb2tr4yo2VVVVHtbp5nmJ+NuDS/DobAfuWZ6GFrURv98/evHhTpdwS4vmCy61Ws1YuYCvm3Ik6urquArX4rQoRKhkomWgzDaHh5whlUpFE5wdDge6urqYcYlEwlWG0qNU6NYYROOOmhEWV3NzM5N87w2FQsFN0uXFxnQ6HVYky0a1eLxR0tiFGXKdpxr8SBw+fJjxCtjtduYZWZsRhnTJ8HX95RrqLHZoaAjW3+C/Q5S/d+dqxFhchf8C4P9zbf8BgRrP9xVcweAF4IeGhrhtyufOnSuq1d51112eRTw9JhRL06Pw7tkmRss2W+1QGMTrxW3cuBFhYaybqLm5mctkS01N5SZfAsKClZeXh3VZsRgy2jxVKbzhtriS4qI9OWoj0d3dLdoob2RPrOjoaCQnC204QhQCM65+BMNSb7WDUiBSJYPJZOJ+Ljf279/PTT7Nzc1l7mnu3LlcawQAUgaKEO3U4FSNOIuuR+cWXEqEhYVh1qxZ3HmzZ8/mxvxiYmI8JAVCCG5aNgPP/PB7+MsDy/DkxiwcKOtCZaf/AsCdAwbcqyxDiojgMpvN3N5TnZ2daG1lFSVAyIPydqG6IZdKcNPCZHxT0c1NFjdaHQj1SsD+6KOPuOXIbDYbNz5KCOHmN61dNBudtjAUirivBwxWxIUNW9lz587lft9u7N27lyuY5XI5Y6l1d3djdpgVLWrjmNmmhZ1mJKXP8FSDH4mlS5cybnylUsl0J46QA1tmKpAVH4Z1WbE4WSu+DhgsdihgR+0l/+QMnuJ9NWMsrsJCry2XUvpzAP4jhVcgeDXWOjo6uBpkR0eHKOX4zJkzPhrvmllxMNuc+OfPij1jNocTdocTEo24phUSEsIVRG1tbVw//pIlS0Srgi9evBg33nijJ9Bf38sKCLfgig5Vip5HLpdzhentt9+OFStW+IzFxMT4uE1mJ4ajYUTejM4sWD0RKhlmzpwpmh8ECAVUeYyypUuXYt48X9eNxWLh1jUEgJ888ThsIfHYXype6qhHY0aESoZQhQwhISFMbUg3Ojs7uazT5ORkj9AGBHfRvn37AABPbsxChErmafQpBrXRhsPWuT4LtzfS0tK4xXQXLVokWmT30KFDXCseALYuSILOYkdhi68QoZT6JCADwI033sjN5wsNDcXdd9/NjNvtdrz99tvMuHKoESvkHcjjuChtDic0JhtivD7/0NCQ6HsHAE888QQ3ab+srIw5bsGCBbhmjbs31+gtTgwWOxo6+7EiSpyOHxERwbizzWYzE3OMjY3Fr5+8D0d+fj3WzIpDU79BtLqMwWKHEwRxceJELoCveF/NGIurMNZriyeE3AQgebTjrjTwqMVLly7lsqSUSqUo5TgqKsrnpf7xdVmICpHjfKMaOpc7zmhxwAEJEpewvb7c2LdvH9fau+6667ja62uvvSa6KLW1taGxsdGTeMmr36cx2SCTEDgsRtFuqnFxcdzvqb29nbl2ZWWljzIwOzEcjf0GH/qxuxZdhEqOhoYGbl1Iz/1pNFxiiNPpZCjQYt2BAaCpsQF3LIjGsapeDBn5mna31oxkV++ojo4OfPjhh6L3xXNNnT592uezEEIwY8YMUEoRFSrHY+tn4mgVn6zixpDRhmi5Ewopvz5dbW0t101ZUVGB2lq+UJwzZw5UKhV334oZMdgob8I/7rjokxxrsTtBqW/fuIiICC7t3Gq1cp8duVyOf/qnf2LG161eBXPsHH7s0yg8G7FegotSyiUsuZGbm8t9RtasWcO4/Jubm+Hsa4BUQsbkLixuG4KEOpAWIu5i3rdvH8PalEgkzPuq0+mwb98+SCUE2QlhoBRoEWk7ZLA6YIcUq1eu4O53Q6yw8tWKsbgKCyG4BgshFM19FsATk3lT04HFi9myPmVlZdzaY/4ox0uWLPHR+mLCFHj9EeGhcwe/9a4cDk3FKVEm4KOPPsplDx46dIgbHH/qqae43V8BYXF3Op0IV8qQEqXiVgxwxxNiYmLw/e9/n3ue4uJibhpAd3c347ZasGAB7r//fs/fsxPDYbU70eZVv9Hb4kpOTvZbzqeqqorbMqKsrIyJ9SQkJIhWj+jt7cWWebGwOpzcArMHSrtwuKIHceHCgpmeno4f/vCH3HOlpqYy1h4g5LB5u5IJIVi2bJlHyLlbYYy0brwxaLRhhayd6X3mfW0ewy42Nlb0OZg5cyaXvAAIFO3s1ZvRb3J6WtIDw724vMkZe/fu5boppVIpt0eYw+HgknqMRiOWJytQ3DrElOVyKxXRocOCKyYmhrHsxwJeBZzIyEhkpKUiKz4M1WNof1PZqYWWqnDbdzaJznn44YcZcoZCofCp0wgIuXZuq9hdU1SsGLTBYoeUOPHaS3/1e39ieaVXK8biKpxFKc1y/TuHUrqVUnp2Km5uKvHb3/6WGYuPj+cKj8rKStFM9bfeeovJ5ViRGQO5lOBCsyC43H2xEmeIP2wXL17kugRzcnK47rq2tjautgkIZYDcbrbZieF+BZfJZGIaM7qxaNEibmxv9erVTG8ovV7vs1i4WzI0e9Gf3RZohEqofiG2qAJCjg5vUbz22msZgafX63Hw4EHuea655hpcsygbOSmR+HteK1Mz7r8PCXE0dz07o9EoasEUFhZyazeq1WpGyL744oue33NxWhQUUgkKmsVbvgwarWiMWSlaDV0ul3PdYikpKUhKSuIe88477zAWgRuUUmyMHgIAvHmqwSNITLbhJpJuPPbYY9xEY6lUyvVQAOB6A7q7uzFDrofOYkfdiGdyyGWNx4QOu60HBga4RY3duPbaa0UbWY60EGNjY5GWlob0GP/th9xoVhuQEWLD2ePinYYvXbrEvLMDAwN44403fMZkMpmHaJSVILwXI93obugtdoQq5HjmmWf83h9P8b6aISq4CCH3+Num8ianAr/5zW+YsZSUFC6Tbe7cudi6dSv3PN///vcZjVcll2JBSiTKXKw6t+BKyZgp2qrA4XBw3TEpKSncBb6mpka0HM758+c95InshHA09OmZc2tHUI950Ol0XALF2bNn0dLS4jNmMpl8GFbufKRm9fDx7ryh2FAFOjs7RfOPAODChQvcorLV1dVMHpdCoRCtsHD8+HG0tbXhZzfMRk2PzofhRymFzmxHWnQIntsmJDtbLBZ0dvLjYQsWLMCyZcuY8f7+fkZA/NM//ZOnaoVKLsXi9ChcHEVwZdtaRH/TmpoartA8ePCgaJ7Vj3/8Y1GhRimFzShYHocrerA9T/g9je7ux14WV0lJCdeNbbfb8cc/ssW/pVIp932ZN28etmwSUiBGVlZxuwqjQ4YFUWRkpGgTS0AQzLzva8aMGYyHpLq6Gp999hnSY0L9dip3o0VtRHxsDLcEnBveqTBuxMTE4Ac/+IHPmM1m8+S7hSpkSIpUolnMVWixI0wpR3d3t183KU/xvprhz+K63c/GVtK8wsGjtx86dAjnz59nxs1mM2NVuSHWPjw7PgxNLq3KYBEewIsHPxZN9l23bh3Xsnrvvfe417755pu5jDFAcF+6q05kJ4bDaHWgawTL0S24QkJCuPUIASGWxaPdZmVlMRp4YmIiNm7c6Pk7LkyBcKXMx5df26OHSi5BWkwIZsyYwQ3se46Pi+PGZ+RyOUMUUCgUoq7cnJwcxMbG4ubFKXh4bSY+u9jmqSXYq7NgyGjDjzbOQoSrlUZMTIwoy9JqtXJ/65ycHEYDHplDtWpmDMo6xFu+DBqskIdGiDJFlyxZwnWHbtu2TdSd5k+5kUgk2LZtG/7yXcGt9XW5QEoycywuu93O/dxSqRT/9m//xozbbDa8//77zHhLSwsGW2sQG6ZA0Qi36aDHVTisTEkkEi6b0Y177rmHq9QVFxfj7FlfJ9G8efPwwAMPIC0mBBqTzWP9i6FZbUBmPL+SjhvXXnstE/u2Wq2MwqVQKHxifjNiw9A6wGfUGiwOhCmlKCwsFHUbA3zF+2qGqOCilP7Az8Z3+l/B4LmDtm3bxl3E+/v7Rd1HBQUF3HyqDJUJMcZWGFzlhADg9u89yRVOgNCigedeefrpp7nuy+PHj4smhtrtdo9lNzuBXxnb7SrU6XTcRQYQ3BG8RTEhIYF5YdVqtU9lB0IIZsSF+lhctT06zE4Mh1RCoNPpuFR7N7Kzs7mCeWSvJUBYKJ9//nnueWJjYz2L2482zILV4cQv95bB5nDi/dxmAELRZDcGBgZw4MAB7rncfbdGoqqqimGx1dfX+1C1V8+Ihc1Bmdw2z3UNVoSlZIu6Tzs7O7nX7uzs5MafAIFoIuZONhgM+Pjjj3HPinQ8uXEWilqGYLE7uBbXypUrua5CQgiqqqoYa14s9ys8PBzx8fFYkh7lE1cDAI3b4vISXFarVdQFDEA0j3Hu3LmMZWw0GtHY2IikSOH79VcI2WJ3oHPIhIwwis8//1x03t///nfo9b7vldFoRHk5mzx88eJFj/DPjAsVJWcMGq2ICpHj/vvv9+tKF8srvVox1n5ctxJC/pUQ8mv3Ntk3NtW49957mbHOzk5uhfaZM2fiuuv4jMB7772XK4zmZc9CpSMJtT06T4HNvtYG0Zft5ptv5jIXi4uLuVrnzJkzmQKqbpSUlHgK84r1IhIElwyhoaG46667uOcpLy9HfX09M75v3z5mPCwsjKG3z4wLG2Fx6TwUfUqpX236s88+41772LFjjJCQyWRczR8Qmky6F/yshHA8tn4GjlT24LndpXjDVU9xYepwa4qwsDBR0sjatWu5rsLExEQmSH/TTTf5CN4VM4SFn8eoM9sc0JrtUDSdEe02bLfbud9XR0cH140HCF21xYgbSqXSY1munCGQV8raNR5LJFw5nAd1+PBhUdYmT3ARQrjPZlxcHDIzM7EkLQp1vXoPEQQAhkxWSCXE57oqlYpxu3njm2++4QpmHhvRZDKhra0NCeGCFe9PcLUNmOCkQFZ6st/2IVu2bGE+Z0xMDDdpf3Bw0CO4ZsQKvfu8P78bvToLEiNUOHr0qKhCAvAV76sZY6HDvwHgAQg1CwmA+wHM8HuQcNx7hJBeQgi3Vgkh5HuEkFLXdo4QstRrXzMhpIwQUkwImZJkZ17V856eHq5brqOjg8uSAoQYA08Ypcl0WKzoxZ6iDo/FpRvsE12sxfzZPT093NjXrFmzRAXXdddd5xEi8eEKRIXIfVhMlFJozcMFTcWEqVi/ofvuu49hNSmVSiaeMiMuFG0DRljsDnQMmdCjtWBRqrCQRkZG+u0pdu+997L15iCQLUYW3yWEoKysjPsd3nXXXT5MwN/euQi35cTgfLFAynjjkRUIVQwvlnK5nBvnBATqOa8Ab0xMDFMA9+TJkz4uo9gwBdJjQhhLAxheRLPWbBG9dmZmJrfo8Nq1axmijBv79+8XdXED8ChK67PiIJMQHKnqwSCHlr5u3TpuSS1AeBZGujdtNhs+/fRTZm55eTn27t2LRWlRcDgpKr3qeg4abYgOkTMx4CNHjoj2Vnvssce47uSmpiafflyAQLzatGkT4iOEz9WvF09NcLOBZ0TLmUR7b8hkMuZ+BwYGuJVXtm7d6kmKzowTSDa8fnlqvQXxEQqkp6eLEnUAvuI9kSAE2whBDSGoJwS/4Oz/HiEodW3nCIHXeo5mQlBGCIoJmZjiFWOxuK6hlD4KYJBS+lsA6wHwn1pffADAX52SJgDXU0qXAPg9gJHVOTdTSpdRSsWjoRMIngts+fLl3CB/WFiY6IKSkZHBTc6cmZqE7FkzcaCsC306CwgBbt66RTQf7OjRo4zbARA0d94DvGPHDtFisKWlpZ5FkxDCMAv1FjscToqoEDksFosoSSItLY2bQ1ZXV8do+YODg/jggw98xtZmxcHupDhS2YNvKoT7cbeH0Gq1ou0yAKCrq4sbnzGZTFzh39LSwhVcdXV1jEv113ctQ0RMPJZmRGPbIl9Lqb+/n6vUAIIFwPst8vPzmcUqKyuL+a2XZkTjYvMAsxD3ugRXGDWLKhElJSXcSulnzpwRbba4dOlSLhMREBZYN1M2KlSOa2bH481TjR7ShDctnRAiqljt3r2b+T0UCgV+8pOfMHMXLFiAO++8E0vSowHAp2afxmjzdD72RlhYmKjgOn78OPdZWLRokU+8FRDyAvfv34+EcLerULx+5Hu5TViQEol5SRF+q7vwPrtKpeImsH/22WeeQgUzXH3nRroLHU6KIZMNsaEKzJ8/XzQHD+Ar3hMFQiAF8BqAmwEsAPAQIRiZi+Faz+FnPccySjEh6/lYBJd7tTASQlIB2ADwa+B4gVJ6GoAobYpSeo5S6lb/8gCkj+FeJg08qvWFCxe47qno6GjRMkCLFy/mFgINDw/H2pyZGDBYkd80gNhQBQ4f+hr9/f3c8zz00EPcmM5HH33EXTQeeeQRUUKCQqHwEabZCWHIbxrAYZfw0LryqaJCBIq1WB7Xl19+ya1coFarmVI7sbGx+PGPf+wztmF2PNJjQvD2mSZsz2vBkvQo5KQIrsKwsDDcfPPN3OsCQoyIV4OvsrKSu1DfdtttXKFiMBgYd1KUSoo3vjsfnz3FxjMTExNF3VPZ2dlclt769euxZcsWn7G0tDRGaGyel4gerQXlHb4uIHd1en1Ps6jbb/bs2Vzq+cyZM0U7WCckJIhWRUlMTMT3vvc9z9/3rhA6F3yc34pIlQyRquFnurS0lBtfAwQhMdLicjgcDDkCENIWOjo6kBSpRHy40ifeN2QS2t2MxDXXXCNKWAkPD+eydNvb25nC1CEhIVi4cCFiQhWQSohozzSzzYH6Xj22LUpGeFioaIgAEHIpR8ahQkNDucrvdddd5/GQzIgVnosWta9Q1JhsoFTIBd2+fTvTh88bl5PfFgDWAKinFI2UwgrgUwA+NdUoxTlKMWXr+VgE135CSDSAPwMoAtAMob3JROIJAN49GiiAbwghhYQQfvMfFwghTxFCCgghBf5YN6PBu7W4G5mZmdxmjtXV1di1axf3PP/zP//D1ZKLi4tBOgV3xYWmAWTEhmLZsmWiFldubi6XcXj99ddzX9zmZvFFbv78+T4W4nWuau0/3l6IzwvbMaAfTva0Wq2iRWVvvfVWbr7IunXrmAXcZrMxZAuphOBnN85BSdsQGvsM+OG1szwLDSFENBkbELrYepdRcmPDhg3cJOAvv/yS+30sW7aMiT9ptVpUlBb7VIdww2g0Mm4mN/bt28eNLfT29jIlp/bv3890x71urvBsnW/0VV6K24cglxLcdds27md2g/ccpKSkiD5Tn376KTeJGxAsZO8A/53L0vCjDbOwTNaBrARfgbBhwwbRuF9WVhZzX2IVL7RaLVpbW0EIweK0SB+La9AguApH4q233hItIrxmzRqu0iiTyRglRi6Xu+p7EsSHK0RjXO4ao6nRITCZTH6rqJw4cYKxBpubmxnPAwCfOHh0qBwxoXImPcJdWSU2TIGHH36Yq1y74W/f6IiXEYICr23kmpsGwNsn3u4aE4PIeo5CzrkvC2NJQP49pXSIUrobQmxrPqV0wsgZhJDNED7oc17D11JKV0AwTZ8hhIiqOZTSt1ztVlb5a3kwGnjB/Pj4eC79de7cubjnHn4q27PPPsvV9FeuXIkH7r4DiRGCRpYSpUJcXJyoBqxSqRjtkVKK2NhYrlbZ3d0t6sbYs2ePD439tiWpKP3PrUiKUOCdPUfw2gnBqkyMUIIQIrrwdXZ2cq9x6NAhpqYjpZS7SN63Ih3XzU3AlgVJuHPZMBvQ4XB46vnxcPLkSe75SktLuXGmZcuWcWN+J0+eZIgFCQkJTL8o7/sSK6V10003cS1vnU7HxJLuvPNORugnRqgwMy4UF0cUmc2t78fyzBiUXSoUdftVV1dzmWSffvopk1PnxuOPPy6ax+V0Ohm69RMbZ8EckYZ/3uIbv2xqahIlZ7z22mvMMyKTybiJ6+np6Z7uwIvTo1HXO0xc0pj4rsKHHnpIlIn7yiuvcJXG5ORkxuoxGo2exOCECKWo4OrUCA6n1CgVlEqlaGV8Sin3vZwxYwYee+wxZvzrr4e9LYQQPLA6E0cqezydCYDh6iExrjxHf+QMnuI9dvTbKcUqr22km4+XbMr11xICkfUcXus5xM3WscKdVS62ASgB8EsA2aPN5Rw7E0C5n/1LADQAmOtnzn8C+JexXC80NJReLgoKCpixr776ihYXFzPjWq2Wtra2cs9TWVlJnU4nM97T00Pb2tpo24CB/vFAJa3p1tLPPvuMNjc3j/kerVYrfemll8Y83w29Xk+tVisz3qo20BnP7fds7YNGv+c5ffo0bW9vZ8a7urqo0ej/WDccDgd98cUXud+RPzQ2NlK9Xs+MNzQ00N7eXmbcbDZTu93OjKvVauY8Wq2WHj9+PKD7oZTSzs7OMX/u9vZ22t3dzYw/u7OYLvnPw9RgsVFKKR00WOjMX+yn/3ukljY2NtLBwcGA70sMZWVl3O/QHzo6OpixtrY22tTUNOZzWCwW+uabbzLjnZ2d9NSpU5RSSr+p6KYznttPC5rVlFJKF/zH1/S3X1Zw78dsNnOvo9PpuM9VeXk5/frrr0Xv7/H38ultL5/h7ttd2EZnPLefNvQK5+7r6xM9Dw9arXZM31V5xxCd8dx++sWl4ffrcHkXnfHcflrWPkTPnz9PW1paArr2WAHAQP2u43Q9QA97/f1vAP03zrwlAG0AqJ/1nP4nQMe0nvvbxuIqvAOAHcBOQshFQsi/EEL45bIDgOscewB8n1Ja6zUeRgiJcP8fwFYA/ruoTQB41RFuu+02ps4YILg4xLTa8vJybvBYp9NhaGgI6TGh+OUtOZibFIHvfve7ogyw999/n9H05XI5fvazn3Hn5+bmipIzdDod1w2XEqnAT5cOu8cSwpWwWCx45ZVXuOfZuHEjtyN0ZGQkY2U6nU6ui4QQgieffJKrnR47dkzUXThz5kwusSArK4tLlNmzZw/XWuE1I/QuwTMSQ0NDork7paWlXGusqqqKYZ0ODQ1xNeYHV2dAY7J5csiKWgdBKbBmVixmzZolmlTe1NTE/b2rq6tFk9qHhoZEk1hramq4pBxe0dz09HRR11R5eTlj9chkMq6HIiIiwnOeJekCu7S0XQOT1QGD1eGpF+mNgoICUVehWq3mvntz5sxhLD5KqYchGB8ubnG5E/VTokLgcDhEnwWbzYbXX3+dGTcYDFyPQHl5uQ9JaF5SBJLkZhQ3Dqc/eCdhr1u3TrRLAQC/bMcJwEUAcwjBLEKgAPAggC+9JxACr/UcXus5wghBhPv/mKD1fCyuwhZK6fOU0pUAHoZgJYlHCV0ghHwCoSjvPEJIOyHkCULI04SQp11Tfg0gDsDfRtDekwCcJYSUALgA4ACl9FDgHy0w8FxFTU1N3KTetLQ00W69999/Pzf2kJ2dzQTTa2trRZOG77vvPsZNabVacfHiRe787OxsbjwOEJIdefEep9OJmWFC7CEmVA6FTAKFQiFKRjh+/DjXXbdv3z6mOgAhBJs3b2bmEkJEFxiVSiXKGHv//fe5C8D+/fu5LrOHHnqI+6KfO3eOIdyEhISI1tgLCwvzuLNG4qabbmLiZYBQAHckdX/hwoWYM2cOM3fVzFhsmR2JnadKoDHZUOEiaixOj8L+/ftF+yxJJBLuc9bd3S2aZLxhwwbRPK4ZM2Zg7Vq2W9FTT7EhiYqKChw6xH8lu7u7ucKRF+MKCwvzKEJJkSokRChR0DLoESJut7o37rjjDtHn/OzZs9xr22w2rou7q6sLlFIkRCjRr7cwhX4BoYZgUqQSIQopZDIZnn76aWYOIAjnBx54gBlPTk5mGI2A8H14K2kyqQSrogyobxt2uQ8YhlMRioqKuAW/3RArSzYRoBR2AP8A4DCAKgA7KUUFIXiaEHDWcx/au2s9h9d6jvGv52MxyyC4/P4VQoX4CwCeHa+pNxnbeFyF77//PjNWWFhI29ramPGOjg56+vRpZtzhcNCdO3dyz19SUkILCwt9xoqKimhXVxd3fkdHB+PeM5lM9OTJk9z5VquV2mw27r7RsCOvhRa2DFBKhc8g5tpobGykBoNhzOfVaDRc18327dsv+15HwmKxcM9VX18/ZreORqOhr7zyCnef3W6nGo2Gu+/kyZNcV57VamXcWRUVFfTChQvc85wtraM3/PJDuuQ/D9MZz+2n1/zXMc+1A3Wp+sPevXtpf38/d59er6darZYZP3ToEDNmsVjG7CJ1z3/33XeZ8aamJvrRRx95/v7PL8tp1r8doO+dbaQznttPT9awLuC8vDza09Mz5mtTKjwLJ06cEN3vvp5ab/EZt9kddOXvj9AffzQcRjh+/Dj3N7Hb7dx3ubW1lbtW8PCH/RV0zq8OUovNQSml9E8HKuncXx2kTqeTdnd3U7VaPabzBAqM4ir8Nm5jSUDOh2ACSgDcTyldQyl9cdwS81sGXj26FStWID2dZXVGRERwXXyEEFHNPTMzk3GvLF++XJQ1lpuby+QtqVQq0c7Lx48fFy37cvLkSW5OmF6vx86dO/Hw2kysyBQqOTidTi512f0ZeISH0tJS7vnFOuU+8sgjXPbX22+/zT0PIORf8VxgAwMD3PwunU7HtTzq6uoY7TQiIoJrWbjPI9brKDExkUvEKS8vZ1rM86wwN65dPBvXrVvpaebpzm3r7+8XtcjPnz/PTYL/4osvRIP469atE621V19fz31+ePMdDoeou+7LL79kiCkKhYLbGmbmzJk+qRf/b9NsRKhk+O1XAnU9LZrNW/Iu2TUSBw8e5Fpc2dnZ3Pf7448/htVqRUIEv+zTpbYh9OstuH3pMIlIjIpvNptx7NgxZjw6Opr7u584cYJhmWagH3HOIVR3C7/fgMGK2DAFCCFISEgQTXMAwHXLX9UYTbJBYBFOu4QdyzYei4unbZ48eZI2NjYy406nkxv4FxunVNA6LRZfje7UqVO0qqpqzPc4MDBAP/300zHPd6O0tJSaTCZm3GazcckWYvjb3/7GJUKcO3eODg0Njfk8X3/9NTfArtFoqMPh4B5z/PhxrsZ55swZ7m8khqqqKsaKttvttLa2dsznuBzYbDbub0CpYMkeOPg13VvUTncVtFGNSbC0i4uLRZ8Po9HItXpaWlq4RBxKhWd8IizdtrY2riXm3jfyObfZbPTYsWPMXL1eT2tqanzG3jxVT7Oe20fn/Wo/tdn5z4IYioqKuO9fZ2cnl3zV0tJC7XY7zWvopzOe20/P1A5b6CarnS77rWABDxn53+dYYLfbud+5RqNhfr+C8hq69Be76EfnmiillD7xwQV68/8K1trZs2f9EogCIcuMBK5Gi4tSyvYmvwrhbjPgjQULFnArRTQ0NOCzzz5jxm02G/785z9zz3/hwgUmgLp48WLR0jknTpxg/PLh4eG44YYbuPNbW1sZSrr3dXhZ94QQRotzOp2iHZB/8pOfcEkM69ev58ZOLl68yKUnp6SkcDVXg8EgSh7YvHkzt7jwhg0buJT0/Px8bv7V/PnzGSva6XSiuLiYe12z2SwaV3z11Ve5scOenh4mWbS2thZHjx7lniclJQXr163FXcvTcN/KdES6KtMvXbqUW9YJEOKdvO8qPj6ea80CwFdffcWtvQkIligvwfXFF1nnSnp6uigtPC4ujls5hkessVgszDP76PqZeCx9AL/ZGAOZlH1G9u/fz02CBwQPBu/aSqWS+3y6U0uSo4R3o9OrvclnF9s85a6ivPLJ3njjDe4zbTAYuB2pq6qquEWaedVHViyYA1lYNC65OjK7LS5AqDzPixm7MbLE2FWP6ZacE7mNx+LiwWg0TlgshgeDwSAaKygpKWE0dKvVKkqPrqyspPX19dx9L7/8MtXpdMx4X1+fT4yBUsFqHBmLc6OsrIyrze/atYsbOzl9+nRAsZA9e/aI+vEPHDhABwYGmPH8/HxuHHJwcJBrRZ8+fZqWlJSM+Z6MRiM9c4ZPlbZardx4R0tLCy0rKxvzNSwWC9diraysFL3X/Px8bqrGq6++GjDlnVJBY+d9j7zvUKPReGjsI7F9+3ba2dkZ8PXHCqvVKurVeP755xlrzx/eeecdOjg4SO0OJ53zq4P0jwcqKaWUnq7t9aSI5Nb7xknVajXXK2A0GumlS5fGfO28vDzmPTt37hz9579upze8cIJSSul1zx+n//BxEaVUeFf9pc688MILY772SOAKtLim/QYmchuP4MrNzWXGvvjiC8aVQanw4vKEhM1mo6WlpdzzNzc3Mzkxp0+fFhUSPHR2dtJdu3aNeb4bZrN5QoL8Bw4c4Lq7enp6RN1TPLz66qsB5yc1Nzdz3YtNTU3cc5lMJi6RRKvVMuNOp5N+/vnnAd0PpZTW1NSILqIjMTQ0RCsq2LwkSgVX4VdffcWM9/X1BUxE8IeioiKuIPIHngvKYDAEJJjNZjN99dVXmXG1Ws393M3NzaKfu7e3V5RgYrFYuM95TU3NqL/vna+epbe8JLjlrv3vY3TGc/vpv+1h3+XOzs4x/+aUji5wvGGz2ejLR6rpjOf208pODZ3zy4P0TwcFYdrS0kKLiorGfN1AcCUKrrGQMwoIIc8QQtgGPFcReMHmO++8k6l6DgjuI143XofDgdbWVu75TSYT42LYuHGjaI2xN954g8kRSklJwX333cedX1RUJEqdbmtrE7SUEdBqtYw7jVKKP/3pT9zz3HLLLaLNHHmuv507d3LJBU8++STXdZOXlydKRkhOTuZWGZk5cyY316miokK0E/DI74IQgrlz53K/I71ej48++oh7ntLSUm7eWXV1NeM2stvtosSTWbNm4bbb2N6ssbGxoi6gqqoqblPPCxcuiBbAtVqt3M8ICK1KeH2jTp48yYyFhoaKkpAqKioY96lCoeDWvwwLCxPNkxTLRevo6BBt9dLS0sL9fNnZ2dx0l5KSEs97f+eyVFR0anG8ugftgybcszwNv75tZB1ZgQQ1si4nIFDr//73vzPjBoOBW5G/tbUV1dXVzNw1KVJIJQQ3v3QGVocT2a7+eZmZmVi+fDn3cwPgFly+qjGaZAMwG8AfAdRDKK54EwAy3RKXt020q7CysnLSKKiUCpqlGLHAZDIxLon+/n6ue4hSwTUmRpD45JNPuFri4OAgl6Itprn+/e9/57pJPvroI64br6+vj2uJNTY2cq2nqqoqUer522+/zSWG7Ny5k1ZWVnKP4SE3N5f7HTqdTlGaM++6/qDT6QJ6bsR+14KCArp//37uMU1NTVyX3KFDhwKyCNwwGo1jdrPp9XrRCi75+fmMReRwOLiVZhwOR0Cu5NHw2WefcV37er2eS0LKy8vzvDNdQyY647n9dOZzX9Gcf9tHG3pZ17o/2O32gFJFOjo6aENDg89YU1MTPXfuHM1r6KfX/NcxuunPJzxEnba2NnrkyBHR84mRZcYCXIEW19gnCnT4OwB0QCi4+FsAsdP9Aby38QguXkmaoqIirsuis7OTfvPNN8y4wWAQdUmcOXOGlpeX+4w1NTUxD6/3vpGLvlqtFo15mM3mCVsEampquIt4fX19QC7HwcFB7mJ44MCBCStl5HA4REtsBcLY/NOf/sQVpmKCy5970Ww2M3GmgYEB0Rw/f7/rRGLXrl2iLrienh7uwvvll18yY06nU7TsEg8Wi4Vu376dGVer1fTtt99mxgsLC0XdYrW1taLKmxja29vHVNLrmv8SXITvnBFnqZ46dYobQzQajVxForKykubl5QV0vzwYDAbRnM/x4qoVXBCqZfwVQA2AlwGsBfAsgOLp/gDe23gEF68mmxgMBgNXg7PZbKK01MHBQS5BQgx79+4NaP7Fixe5AXO73U737t3LPaa1tZWr0X/yySeMZeV0OkUF47lz57ixrz179gT0vX7xxRei1pMYpb+lpYVrpXV1dXHjMHV1daIpDjzo9XpucrrT6WQUETfKy8sZxcZqtXJrFfrDwMCAqEV+5MgRJj7qcDi4ib5uqNVq0VjkN998w7WKeDRyp9PJjf1SKmj+462pNzg4KKrY9PX1iZI/9uzZE5C1eeDAAZ97vdikpm8cLecKWTeKioq470FnZyfX6tFoNNyYXFVVFRPf6+3tFU2UHs2i4yneY8VVKbggVMs4BqHck3LEvj3T/QG8t/EILt7DNfLBdsNut3MXUX+uD51Ox2ipJSUlopUweKiurvZbLJQHh8MhShgxm81jdmmZzWb617/+lbtPTHCJ4dixY9zvW6wwLqVCHhdPkJ85cyagXLSmpibuAl1ZWRkQwcTpdIrmnPHgcDhEv+uWlha6Z88eZry9vZ3m5+dzjzGbzcz9Op1Ov9+FP8EVCJxOJ92xYwdX2Pf19XHZsLxF3Ww2c5l4o1XmEFMyysrKuL9JT08Pt3qFWq1m3kmxChiXC4vFwrVOLRYLI4j0er2ootLV1cUwgL0RiII4Eled4HK5B3853Tc51m08guvll19mxvr7+0W1/I8//pgZHxgYoG+88Qb3/EeOHGE0dIPBIGpVHTp0iHFJmM1mUVZYZ2cnraurY8bFYjeUCnE0Xlxs7969E5IGUFJSwnWz1dfXc7XHnp6egBKZ/aGtrY1+8cUXY56/f/9+7mJpsVi4lqxer6d//vOfuefq7u6m1dXVPmNms1n02bBaraKxPTH09vYyxzgcDm6s0Q1/rsIzZ85wj/3Tn/4U0H3pdDpuAjKPPWs0GrkuvMLCQlHXXklJCd29e3dA96TVarkuea1Wy7zfTqdTlLVIKaUffvihaPiAp2Tk5+dzlVOTycQVkIEoQ97wd8+j4aoTXMJnwunpvsmxbhNNzhgaGgooLyRQGI1Gv3lZIzU1vV4vOr+trY3rZtNqtfTFF1/kHlNXV8e14MrLy5kXSEw7ppTSd999l+v3Ly8v575QYsI0Ly9P1AW1c+dOrtA+deoUV9u0WCzchTg3N5eeP3+eew0erFYrPXfuHHefmELQ2dkpSn3nwWw2cwW8WCyVUsHKHfldGY3Gy3YZVVRUcH9DsViWmKA/cODApFYh8Rdj/f3vfx+QwvXNN98wCobNZqN/+9vfRI8xGAyiRCexPEoeOjs76cGDB33G1Go1V4GmVPgdeG5bN8SOGwuuVsH1HwD+BUAGgFj3Nt03ztvGI7h4vuW9e/dy3UoajYYrJAwGg2iQvaKigtHUampq6NGjR8d8jxUVFWMu2OmNQLU4nmAxGAyi/nexpEwxfPTRRwG95JQKbjPeotTa2sq1Wm02G7fIrslk4lrRX375ZUBWj8lkCoj8QakgZHnfU0dHB5cEYTAYxuUCGon8/PyALbuRC7sbgbhWTSYT181sNBrp3//+d2a8t7dX9Lpi1pM/NDc3c+OUl4OOjo6A3OKtra2ivftGwp9QNplMfgsFjwdXouAaSz+uHwJ4BsBpV7yrEAA/QeYqw1133cUtyWS327l9mPx1y3V/4d6YO3cubrzxRu78l19+mTnXggULuC0SAPGSQmazmWnj4UZnZyeqqqqY8f/+7/9mcs5CQ0O5hUoBiLbR+Oabb1BZWcmMP/LII8jOzmbGKysrmdwWNyIjI0Vb1fPKCel0Ou73YbFYuHk4ixYt4uaomc1mT6dcb9hsNm6bFUDobcW7Nu8ZAIQCvLw8I5VKhZgYfvpkUVERkzNoNpuRn5/PnQ8I+Xa8PmgA8Prrr3OfXbHcwPnz53NLS1VXVzM5jkqlktsORKFQcJ8pu90u+kyZTCbRrtBlZWXc7zczM5Pbhbi2tpb7G54+fVo0F66kpIRb5qusrIzbwdtisXBLRGm1Wpw6dcpnjFIqWihbpVKJvn8AP9/uqsZ0S86J3CbaVVhUVDShHWhHore3V5T2y6N5NzQ0iGqiRqORGx/SaDSiOR5dXV2irrmR6OvrE2Unvv/++1yXkl6v5443Nzdz77Wzs1OUeffmm29yXYUff/xxQNbbpUuXuC4Xi8XCtYYcDkfAz4DJZArIshkYGOBSpru6uuiHH37IPaa5uZlxwxqNRlG35mgwm80BWc1vvvkm1xqsrKxkWH92u537Gzmdzgl9v/bs2cP9DAaDgXv9uro6bpmrU6dOBZwL53A4AnJTGo1GhvXqcDhE47IOh4ObOuDGeKwxXIEW1+gTgFAA/w7gLdffcwDcNt03ztsmmpwhJri6u7u5rh1/i/v+/fsZF4darRaNhdTU1DDxtfb2dtHyMWazecKIDRUVFcxLaLFYAqZzi9ULPHfuXEBMwMuB1WoN6GV+7733uDRrh8PBvdfe3l5RhUAsdvnBBx9wBZpWqw2ohNLl4pNPPhFlzNXV1XEXfbFctUCEnNls5uawWSwW+tprrzHjra2t3FJQlArPlFhSthj6+/u51ekvB+fOneOSMwYGBrjfbV5eXkA1DMUwGmN0PLhaBddnEJpIlrv+DsEY8rcAvAeg130cZz+BkBNWD6AUwAqvfdsg5IzVA/jFWD/MRNPhxWA2m7mLuMViEV0YNBpNQEmb+/fvD6hYakNDAz1w4AAz3tfXJxrgLyoq4jKevvzyS+ZerVarKAPyyJEjXA01Nzc3oAX5/PnzonT//Px8LlGmrq6OKwxsNhvX+qivrw8oNmWxWLhWj9FoFI1d1NbWcqscqNXqgDR5k8kkapHv3buX+W77+vr8tr3x19bk008/5e4TS6VoamoSbQUkdsxY4S9Nw2w2i+ZK8vIP/SE/P5/7jLz33nui7N3a2lru81ZbW0svXrzIjGs0Gu65DAYD/d///V9mfOfOnaIxNH+x5MkmZwB0G0BrAFoPUGZNBigB6Muu/aUAXTHWYy9nG4vgKnD9e8lrrGQMx10HYIUfwXULgK9dAmwdgHzXuBRAA4AsAAoAJQAWjOXDTHQC8q5du7hauM1m4z6MYuOU8nNG2tvbA+qvderUqYCz8I1Go6iVJlaIlofm5mZurhGlgsAJZEHOzc3lBtjFqmBQKrhCeIL/7NmzARWi7ejo4Aqc6urqgArQ2u32gBmnfX193GM6Ojq4JAV/hBi73c4sYjabzS8dvru7OyDlyR/OnDnDfTe0Wi3DNrRYLFwLyuFwcCvvW61W0c/hr2qHWMUXtVrNVYjEepoNDAxcVtksHvR6PVcQiX2OhoYGUeXirbfeEs1vm0w6PEClAG0AaBZAFQAtAeiCEXNuAejXLgG2DqD5Yz32craxkDOshJAQAIKZREg2ADbaOAKU0tMA+M1/BNwJwJ1RlwcgmhCSAmANgHpKaSOl1AqhPuKdY7jPcYHXg2rLli2Ij49nxvv6+rg9dnp7e3Hw4EHu+c+fP4/e3l6fsaSkJG5xVUDoJDuyH9e6detEC20ODAzg0qVLzLhSqURaWhr3GKvVyu1QvGfPHqar8IwZM3D33Xdzz7Nu3TpuH6S6ujrU1dUx41lZWdzvVavVigbeN23axO18e+2113J7pgHAK6+8wny+1NRULuFGrVZzg+h2ux2HDx9mxpubm7nBeADo7u7mBtnPnj3LLbialJTE/W79EWK6urqYor1Op5Nb9NeNvLw8LrHAbreLfpbf/va33PENGzYgJSWFGaeUMsQGiUTCdP92g0fCGBwcxJEjR7jzjUYj3nzzTe4+XldyQPgeeX3NHA4Hl6hjs9lEv8fdu3dzCUTV1dXc37ywsFCUcNTS0sKMpaaminZZfvLJJ7kdyAFwn90JhGtNRiOlEFuTXes5KKVwredIGeOxgWM0yQZgC4BTAPoA7ADQDGDTWKQigJkQt7j2A9jg9fcxAKsA3AfgHa/x7wN41c81noLAcixQKBSXrXXw0NvbO6l5XBaLRZTuXFdXx9CN+/r6RIP+AwMDXCp+fX09/eSTT7jHFBUVcd0b9fX1jNbX29srWo7pxRdf5Low2trauMFvq9XK1SqbmppEK0W8//77XM310KFDft2zIzXwCxcuBJSCYLfbuYWI/aG3tzcgd6TZbObGL8xmsyg54+zZs4zl2NnZGVDStRt2uz3gGFteXh6X8HDu3LkJielcDv7rv/6L+xw6nU4udb+8vJyePXuWGf/8889FLRibzca9Rm9vb0AVN5xOJ/3444+Z5/O9994TjSXn5+eLhg/GV/Ip3gLQAq/tKeprTd0HUK81mX4foK+OmLMfoF7rOT0G0FVjOfZytrFNAuIA3ArgNgDxYz65f8F1gCO4VgK4nyO4XhnL9cbjKuQF2vfs2cN1Q2m1Wu7LOTg4KJrHdeHCBcb9oVarRckcNpuNeajPnz8fcO7Q5YBXHb67u1t0cdNqtQEV3z106FBAfcjc1xfLgRJzn7S3tzMLltVq5S5iR48eDajGXl9fX8D5REVFRdxFqb+/n0v2ESOGXC5yc3O5pBF/1VXE4lVdXV1jJgMZDAb6/PPPc/f97W9/Y35Xo9HI7Y/nvtdAFYmenp5xLeze6Ojo4H5uMTd3dXX1hOXi+RNc4wFGdxXezxE+r4yYc4AjuFaO5djL2cbSj+s6AAsB6ABoASxwjY0X7RCSmt1IB9DpZ3xSERERwYzdfffdXDcUpZTr4nA6naKt51UqFeMCiI2NxV133cWd//rrr0Or1fqMrVu3TrSVe1dXF3bu3MmMDwwMcFuyA4J7o7GxkRl/6623mP5kSUlJ3B5MlFKo1WpuflBBQQGOHTvGjN90003cPmSdnZ1MbosbUqmUe43Y2FgoFAruMefPn2dcngaDgZuvtGjRIq770m63c9vXm81m5vdxo66ujut6DgkJ4eY+xcXFcfO4CCGirqHc3FzGrdrX18d1F7sRFRXFvf7Q0BBeeeUV7jG1tbXc8YSEBISFhTHjDQ0NaGho8BkLCQnBs88+yz3Pvffey/yuhBCu69m9r7e3163U+qCgoIA7npiYiKeeeooZ7+rqQnFxMTN+8eJF0b5wra2tGBhgIyAnT57E2bNnuceIYf/+/Yyrsra2lutOBoA1a9Zwv3MAXHf2BGIsa/LUruejSTYAX3ltRwBoABwfi1SEf4vrVviSMy64xmUAGgHMwjA5Y+FYrjfReVy5ubkBVxoIBEajMSC3VUFBAdf1RqlgofHuta2tTbRUTEtLy5i1wdLSUm7NPofDQT/44APuMVarletqbW1t5Qb2dTqdKFPvzTff5FpKO3bsEP1OeKiurua6I41GI/f8TqczoD5LlAqfOxDNeGhoiEvCcDqd9KWXXuJamryq+P7SK0ZDoB2yT5w4wXWztbS0MJarzWYTdTP39PRMSHduSgU2LO9cJpOJW8m/r6+PW56qvLx8wlJL/IFXfeTixYuirsI9e/aIPutiFupYgNEtLhlAGwE6y4tgsXDEnFtHkDMujPXYy9kCP0CQnp+MYd4nALoA2FxS9wkATwN42rWfAHgNAoOwDMAqr2NvAVDr2versd7beATXCy+8wIwVFxdzF6De3l5uXkpzc7No/smOHTsYH7jFYhHtLVRWVsYs+o2NjaI04ctpmyGGkpIShvFkNBoDbvuu1Wq5rtbKykrRgsATUb3cjdzc3DFXvz9w4AB3cXU6ndxYTnl5uWjNQ4PBwK09eOTIEa6L2Wg0Bixw/DEwxbB9+3auoiKWoEsp5RaTDhRms1k09vb2228zv7lYfpf3PQXSe06n0wWkIPpDYWEh97tqb2/nlhg7fPiwqHvfn4uWh6GhoQl9P9wYTXAJU+gtAK11MQR/5Rp7GqCu9ZwSgL7m2l8G0FX+jh3vdjmCiwAom4iLT/Q2HsEVyKJstVpF23KIVQLQ6/UBUWwPHToU0MupVqu5yaJVVVWi1RQOHTrEXUiPHj3KWBk6nU60JiAvf4xSgWDC08rF0N7eLlpT7sSJE1zLo6ysTPS3q6qqYvY1NjaK5kbx4HA4uP2ZtFqtqFBsbm7m5nGZTKaAF57c3FxRS3Ok8K+qqvKbnGsymbjPoL8EXbFKLT09PdyY4IULFy6rnqY3nE6nX1p/W1sbl9wTaD3C5uZm+tlnnzHjX375pejn7ujo4P7uxcXFXIHGq0Dvxuuvv84om2fPnhW1TgcGBkStf57iPVaMRXB927axCKpXICQKvwzgVQBnAfx9um+ct41HcPGSGt9//32uFmW1WrkPr8lkEhVcHR0djAVlNptFK7fz8Mknn3AtFX/QaDTcz0CpoNmOdSEtKCjgutjsdntAgoBSoexSoOQMsQK1586d87vIjURfXx/XHVlfXx8QK0ysWK8/DA4Ocu+1t7dXlDxw+vTpMTNbrVarX7dmW1tbwPcsljPV2NjIJW6YzWbmGmazWTQH8OTJk9zP19bWJmqN6HQ6rgAWS0zWarVcpc5ms3GVQ6PRKJpLFaiVpFarRRVQsZwzf4n+Yu9/oN4Qb1ytgusxr+17AK6d7psW28YjuHjampiVJFahoKGhQbTyw969e5lFy18y5a5duxg3pRgVl1LxZFWz2Sx6je7ubu4Dv3v37gnx8Xd2dnITpsU63IrFIi4Xe/fuFdVeR6KiooIr0JxOJ5f5ee7cOdG4Qnd3NzfN4NKlS1whfzku0vr6eua302q1fhNRDx48yHVhtrW1iTY0DbQfF88Stdlsoq1Ozp8/z/3s7733nqjw+Oijj5jP4XQ6RRdvq9XK/W3NZjM3ZuQv7eTw4cPc310sqf7w4cOi7NPGxkZGSJlMpoA8LW6ICe2x4GoVXKEAlrg25WTf0Hi2iSZntLW1TYpP2Rti2f7Nzc3Mi9vc3CyqUZvNZu6imJeXJ+q6OX36NPel4tHIq6urua4ho9FI//KXv3DPPzQ0xD2/xWLhav56vZ7rYqNUKGnD+56++OIL7mLsvs5IxePSpUt037593Pk8OJ3OgC3KgYGBMRcvplS4T7HFbfv27Vwhf+bMGSZ+WFVVFZBr1g2dThcw7b6pqYnrXqyoqGBc0xMdu+TB6XSKei8cDgc3Vq1Wq7lpCOfOnRN1FYqhq6srYCLX6dOnGVdhfn6+qEJUVVUlKqDG07blqhJcAOQA/heAGkIrk0sAOuCqHQhg+XTf/MhtPIKL9wC7LQ+dTudDotDpdNzAfFdXl2iu07Fjx7gvz8cffyxa0Xrk+JEjR2h7ezs9efLkZXdKHQt4lmZDQwOzuHV1dXEbXo6GgoKCgKtZq9VqruDq7u6mHR0d3O+9p6eHsXIdDgf3uzt//nxAibP19fUM0aG0tNQvS7O5uZlLxtFoNKKkHrVaHVDV8f7+ftHcq1OnTnFd3Ha7XfQaYoxUvV4vqjAMDAzQs2fPen4vg8Egqty8/fbbXEvp2LFjom7NsrKyMbmHL1y4QFtaWqhWq6Wvv/76qPPHgq6uLq5LmackUSpYuYEqPmJobGyc0P5sblxtgutlAO8AiPAaiwTwFoDXATRN982P3MYjuMRe0EuXLtGZM2dSAPQ//uM/KKXCS8ub39PTI8ogKi0tDSi+8PrrrzMvdHl5OU1OTqYAaE5Ojs8LZDAY6CuvvMKcp7m5WVSbPn/+PPclFIvteePNN9+kMpmMymQybpNA97XFKj/wYDabuSw2f5WxDxw4QCMiIigA+pvf/MZn38WLFxnNeXBwkHsujUYjGlv4wx/+wAi7kRbob37zG6Ewm1RKt2/fTnft2sWcp7e3V7RupBj6+/u5MaDDhw8z2vrOnTvp0qVLKQBuwm9NTQ1XeSouLhYldfAUOkoFYcc718mTJ+nGjRspAProo4+OGg/SaDRcRaKwsFBUISosLGRcok6n08dS+cMf/uD5PXj1ECkV3pnDhw8z45WVlaIWc0VFBdf9vHv3buZZO3ToEM3JyaExMTFcgk9ubi5jQXV3dwds7VEq/juNBVeb4KoHQDjjUgCDANZN982P3CbaVfjNN9/Q+fPnU0IIjYyMpISQgLP2R8OXX3455uD7448/TiMjI2lOTg4FQB955BHPPrF8o+rqatrY2Mg9X319/ZhjWV9//bWHsp2Xl0cB0KioKBoXF0fvuecergvD4XBwtdCuri5ukNnhcIieh9eLSK/X08cee4wmJibS8PBwCmBUq6m5uZkbdzMYDKK5V7wqJt64ePEiBUDT09NpZmYmVSqVot85DzqdTpSZuXv3bm6aQ1tbm08sxGKx0IULF9KMjAwaHx9PAYhWcZkItLe3M6XEHA4HXb16NZ09ezZdtmwZBUA//vhjarVaRe+ls7NzQtyITqfTI4ROnTpFAdC4uDgql8vp7Nmzue+txWLhWurt7e3cPMNA0NTURFUqFZXJZDQkJITKZDJuia6R7sXOzk7ROG9eXh43l5JSccV7LLjaBFft5eybzm08gosXhH733XepUqmkO3bsoBqNhiYlJdGtW7fS/v5+riVRXl7O1eAopfSVV17hukR4va8oFbRKb4F27tw5Onv2bI9185Of/IQqlUqPy8ThcARcgkgMly5dYhZxg8HguZ8HHniAKpVKOjQ0RBsbGykA+rvf/Y45j8lk4t5TW1ubaN6SmNXDw2uvvUYB0NOnT1O1Wk1lMhl98sknPfurq6vHXIMvPz9ftPJ+ZWUlI7iOHj3q0cp/+MMf0tDQUDo0NETr6upoaGgo/e1vf8ucp7a2lku/tlgsAWvZIxs/7ty5UygYt38/7evro0qlkj7zzDM+x7z//vtckkJnZ6eoRRtI7OSLL76gAOj7779P7XY7Xb58OZ03bx41mUz04MGD3GN27tzJVZ7ef/990ar/3t89D9u2baPR0dHUYDDQHTt2UIVCQd99990xfw5/qKio4DJiq6urfT7H/fffT1UqFW1sbKR1dXUUAP31r3/tc4zNZgvIDWw2myeldurVJri+APAoZ/wRAPum+8Z523gEF88tcfPNN9PMzEyP1fDrX/+aEkJoY2MjNxBrsVj8kid4WrsYvfb48eM+rsWnnnqKhoeHexb2wsJCCoC++uqrlFLhJdixYwdznlOnToky6z788EOu6yo3N5cRsj09PdRoNNK+vj4qk8noz3/+c8++TZs20dmzZzOfY3BwULTZohh4BXvtdjtXIVi6dClds2aN57pPPPEEDQ0N9Qjdnp4exhXa0tIScJWBnTt3Mpbj0NAQNRqNVKPR0NDQUPqjH/3Is++uu+6id999N3OMWCzJ6XSKxiwLCwu5btuPPvrIJ95xxx130NTUVM81H374YRoVFeXzPNrtdu6zVltbK/qMiJEBjEYjo+XfeuutND093fMZ33//fY9iESiMRqPodzI4OMgw7xwOB33rrbdoa2srJYR43MYmk4lGR0fThx56iDmPxWKh//M//8OM5+XliZKEBgYGuL/H+fPnPeMNDQ2MoNq2bRtNTU31+f2PHDnCpJi0tbWJJmtrtVrRuGKg7E9vXG2CKw1APoCTAF4E8AKEKvEXAKRN943ztvEIrpEar06noz/96U/pv/zLv3jG3A/k888/L1qySCxoXF9fz3WbvfTSS6NWdzAajTQlJYXeddddPuOLFy+mGzdu9Hvs4OCgqAuM19NJDIcPH6atra2exchb63SPjVUg1NXViS4MPDgcDsYaam9vpwB8XthDhw5RAD7CcuRCrdFouBTo1tZWUco2D4ODg9RsNtPXX3+dAvBZgHbs2EEBMOw6o9HIFQRDQ0OiccLy8vJRiQhuZcL7WT169CgF4JO/1NTUFHD5KjGKucFg8BFIarWayuVyH4VGr9fT0NBQ+swzz4j2nTt9+jRXCfRXPFmn0zGfw+l00o6ODvrXv/6VAvBxRT/99NP0Bz/4ARNjdjqdXEXCbreLFguw2WyjujZfeeUVCsBnTfn0008pANF4mxsWi0U0F7S2tlaUNTqePmtXleDyTABuAPBTAD8DcON037C/bTyCayQp4MCBA1ShUDDdg1esWEE3btzILflUWVkp+mDt2rWL+3CJCY4dO3Z4BM5HH31EATA5Yv/xH/9BJRKJRwv74osvmIVaq9WKPtQNDQ3cxWH37t2imt2tt95KMzIyfK6j1WppaGgofeqpp3zm6vV6LlvOaDSKLsYXL14cU8zjj3/8I7NAGQwGqlAoPAv4pUuXmBwssbhbW1ubaHLn559/zixwX331FW1qaqIrVqygS5Ys8fk+BgYGqEwmo7/4xS98junv7w/YAhVDeXm55/n429/+xsS0bDYbTUlJobfffrtn7OjRo1xrIS8vTzSuMtaKDG7lZWT+2t13300zMjJEY36lpaVcYXr48GHRONPZs2eZWKbT6aT9/f1069atNCcnx2ffoUOHaEpKCt29ezdzrqqqKuadGRoaEr12YWEh9zf88ssvPa7Nm2++mc6dO5c5Z0REBL377rs9Y52dnYwSZbPZRiVG8XA5hA43rkrBdSVtE0nOePbZZ6lCoWAWdveCeTkPFw91dXVc4dHZ2elZYL/73e/SlJQURsi5SQFuoXvp0iXmJTx48KCoJXH48GHRSg4jfenuTsMqlYr+7Gc/Y4558MEHaWJios/1rVYrNxZhNptFSSHHjx9nBK3FYmHanG/dupUuXbqUOX7z5s2ecZ4btqqqiqt0+ENlZSVXwWhtbRVl8G3evJkuX758TOe3Wq2iMT+xGoqnT5/2fIf33HMPnTlzJjPn6aefplFRUaNa1Wq1OuCEc6vVSt955x3P30888QSNjY1lvu8PPviAEkJE+6xNFOx2O3311VdpZGQk/fGPf+yzz2azUZVK5WMNurFr1y5GKWloaBCtQymGrq4uajabqc1moxEREfTpp59m5vzsZz+jISEhnnerrq6O+W0HBwdF60N2d3eL3td4akoGBdcVLLhGloRZtmwZ3bRpEzPv1KlTNDQ0lFuip7GxUXQB2rt3L1fTP3LkCFd4DA4OehaczMxM+sADDzBz7HY7jYiIoD/5yU/4H+oyMTg4yFg9FRUV9Pz58z6C0htvv/024x4Rc8U0NjaK5i3x4HQ6fdydDoeDRkVFMQsUpcOKRU9PD9VqtWNm95WXl4sWYuXFhi5evEjfeustCoBLAPnNb35DJRKJjxvMYDBwaedGo1GUVWgwGPxaoE6nkyYkJNDvf//7zD73b+JWXMQsLrHK+JSKVx13Op0+8cNFixbRm2++mZnX2NhIQ0ND6e9//3vueT788ENublJ+fr4oYaS5uZlrHVdUVHjIISOxZs0a7vscKMT6sGm1Wmq32z3KJK956+7du7ku5LHCTf6ZaFyJgmvUflz/VzB37lzP/wcGBlBcXIwbbriBmbdq1SoQQtDa2srsCwkJEe2Xk52dze0n9Z3vfAcxMTHM+Oeffw6j0Yienh60trZizZo1zBypVIprrrkGp0+fBgD8+c9/Zvr7lJSUcPsHAcDBgweZvlsAcPToUfT39/uMLViwwNOafPXq1cwx110ntGjz7qdltVrxl7/8hZk7a9Ys3Hbbbdx72rVrF9OPyOl0+txPdXU1NBoN1q1bxxz/ne98BwBw7NgxGI1GtLe3++zXaDRMvyhA+H3Wrl3LvacXXniB6b8mk8mQn5+P+Ph4LFy4kDlmw4YNcDqdOH/+vGdMLpcjOzubmRsSEoJbbrmFe22z2cxtL793714MDAygrq4OfX192LhxIzNn1apVAIT28QCQlZWF0NBQZt6JEydQV1fHvT7v+QCEvlgymQyUUvT396OiooL7e8ycORPR0dGorKzknue73/0ukpOTmfGEhATuvQKARCJhets5nU5PT6r169czx6xYsQJFRUVwOp0+41999RXTs62zs1O0t5ZYH7Y9e/ZgaGgIhw4dAiEEmzZtYua4fyP3+1pXV8dcx2634/jx49xrR0VFYfbs2dx9u3fv5o5ftZhuyTmR20S5Cr/++msKgB4/fpy7f/Xq1fT666+fkGsdO3bMbzuSr776yi8z64UXXqAAPBWzR1oGxcXFouSP2traMdNr33zzTfr000/T6OhoUXZkamoq/e53vzvquQYGBkSrCfT09DDav8lk8tFg3333Xca6c8Nut9Po6Gj6wx/+kHv+rq4urrvFaDSOuQWKG9nZ2Qxhxg2dTkelUin993//d59xntvOZDJxi8BSKqRB8FyFnZ2d1GKx0HfeeYcC4Ca+W61WqlQqPTE/MVbh5eKtt96iZrOZ7tq1iwIQdWM99NBD9IYbbuBeu729/bJq842Ew+GgP//5z2lMTAz3O3ZbxyMruNfU1DDPm0ajCThR3I0bb7zRr4s4JyeH3nrrrZRSwUobaQE7HA5RK7ezs9PHPesNsWopYwGCFteVi9/+9ree/1+4cAGEEKxcuZI7d8OGDViwYAFsNpvPeF5eHreDL6UUv/3tbyE8I76YM2cOwsPDmfG8vDxYLBZcuHABEomE2zEYAK699loAQvfXxsZGpgPz0qVLERsbyz02KysLcrmcGS8qKmK6BD/22GPIz8/3WJwjQQjBjTfeiOPHj3u0WkopiouLmc9NCGE0ZjeUSiUzplKp8OCDD3r+zsvLQ0xMDObMmcPMlUqluOGGG3DkyBEMDAzg4MGDPvuTk5O5lkFnZyeKioq491RWVsZ8r2+//TYGBga4lg4AhIeHY/ny5T4atcPhwJ/+9Cdmrkwmw7Jly7jnWb9+PXJycrjnl0qlOHv2LOLj4zFv3jxmjlwux9KlS1FQUAAA2L59O9ra2ph5FRUV3K7QgNANWwxPPvkklEolzpw5g9DQUNH3xW2N87opV1RUcC2YgwcPeu57JCorK5mOvxKJBEeOHMHatWu5z5b73kb+xrNnz2a6QkdERCAjIwM8NDc3c7t6X7x4ERaLBWVlZVi6dCn3WAC4/vrrcfr0adhsNoSEhDBWpUQiwTXXXMM9NikpCY899hh33+LFi0WveTUiKLhc+M1vfuP5/4ULF5CTk4PIyEju3LVr1+KDDz5ASUmJz/jKlSu5bgpCCH79619zF/yUlBSoVCpm3L1QXrx4EQsXLhR1QS5duhRSqRSFhYWorq5mhOnOnTvR09PDPfall16CwWDg3u9INDU1obKy0uN+4uE73/kO+vv7PYsDIQQtLS3MvOjoaNGX++jRo+jt7fUZM5vNPgtVXl6e6AIFAFu2bEFbWxu6urqwYMECn32dnZ04evQoc0x2drbHzTgSra2tjIspNjYWWq1W1L0ICELn4sWLcDgcAIRF6Ve/+hUzTyqVIi0tjXuOmpoarhtv9+7d0Gg0OHv2LK699lrubwYIz6TbRfb4448jMzOTmWM2mz33OBJiLl0AOH/+PIxGIy5evIiVK1dylSAAHoXm5MmTzL6tW7ciKSmJGb/ppptEBWF2djY2bNjgMzY4OIgNGzZwlRIAWLhwIeRyOSO43n77beZ5a29vxwcffMA9T2JiIpYsWcKMm0wm9Pb2ore3168Q2bp1K3Q6HfLz89Ha2opvvvmGmfO3v/2N6x52OBxobm7mntdb8f4/gek2+SZyG4+r0G1qu4Pdjz/+uOjctrY2CoC+9NJLPuNqtZrrbnI4HKJ0488//1yUyup0OmlsbKyo28sNscA4pUJAN5DsfDG88cYbVKlUcinFbrhzq15++WW/5+ru7uYGr8XgXTJIo9FQQgi3MoUbtbW1FAB94403GIaiwWDgUp17e3u5rUjE8Lvf/Y5KpVK/fZC2b99OAfi4ccrKypjfw2QyiRahbW9vFy2sqtFoKAD6hz/8QfQe3G7VmpoaWltbG1BlEkqp3zYpFy5coDqdjkZERNB/+Id/EJ3nfo5HpktQKrBVea7ynp4e0ZQMk8nE7Dt69CiNjY31m26wfPlyunXrVtH93vcrBpvNJpoXeezYMQqASaHxhvsd8dfhWax+o8FgEE1OHg8QdBX6ghCyjRBSQwipJ4T8grP//yOEFLu2ckKIgxAS69rXTAgpc+3j+wwmEG43RktLC/r6+rhkCDfS09ORkZGB3Nxcn/G2tjauK8bpdHLdJABw7733ct0877//PqqqqjAwMOD3XgAh8Hzp0iUu2cJisYgeV1paytW09+7dy3wOm80Gi8XCJWa4kZqaitjYWA+JAxAsvpH3EBcXh5tvvpl7jvLycvT19fmMyeVyj5Z78eJFUEpFNWtAcP/ExsaisLAQr7/+us8+pVLJJcPIZDJRq3bXrl2MBqzRaDB37lxERESI3ofb/ef9fbS0tDDfuUqlwj//8z9zz5GWlobU1FRmvKCgwGM98CwAN9xWS2FhIbq6uria/Oeffw61Ws09/uOPPxY99+rVq9HX1wedTufXyiCEYPHixSgtLWX2JScnIyQkhBnv6elhLCE3+vr6PIQTN/Lz80d9V1asWIHCwkIf13V9fT30er3PPIvFgurqau452tvbGTclALz77ruez+fvu0hNTUVERASqqqqg0+kYrw0A6PV6xjUNAKGhobjzzju55/V+xqYShCCWEBwhBHWuf5mXixBkEIIThKCKEFQQgn/02vefhKCDEBS7Nj5LaSQmSyJCKMbbACALgAJACYAFfubfDuC419/NAOIDueZEkDPcgebRiuk+9thjNDo6etztRZqamrgU5b6+Pvrxxx8zVSp4+N///V9P9YaRFsann34qmqOzb98+LkV/aGiICVg/++yzTJ4WD9dffz1dt26d5+/GxkbmGlarVZSQUlZWxmjTGo3GY8X9+c9/pgD8WgKUCiV2Fi9ezIy3tLSIVnEQA+8zzJ07l957771+j7NYLFQul9PnnnvO7zy73S76G+fn53OrjJw5c8ZToYHXJ80Nq9VKVSoVffbZZ0Xn9Pb2Xlah288//9zzjI6W9/TTn/6UhoeHT1o7nttvv53Onz/f7xx3bUvv7+vMmTPM86bVakVrjoqhu7ubPvHEEzQ+Pn7Ud2Tt2rX0hhtuoENDQ9zvbe/evaKeGzESj9j4WIBxWFwAfR6grlZX9BcA/R/OnBSArnD9PwKgtQBd4Pr7PwH6L4FedzItrjUA6imljZRSK4BPAfDVBQEPAfhkEu/HLz75RLh0SUkJJBIJFi1a5Hf+hg0bMDQ0hKamJs9YRUUF17KyWCzYs2cP9zxDQ0MwGo3MuNPpREFBAZRK5aiBV7dmr1aroVAofPY98MADiIqK4h53xx13QCqVMuN2u93HKqCUorKyEqtXrxaNpbixePFilJeXe2JCycnJzDEGg8FDCR6JRYsWISEhwWcsIiICTz/9NADh90lLS0NcXJzf+1izZg0qKipw7tw5Hw07MzMTDzzwADO/o6PD8wyMRHJysk88zWAwICsra9TfRaFQYOHChSguLvaM7d+/nyFCUEpF45ArVqzgUqs3bNiAsrIyREdHixIJAF+CxuHDh7nXkUql3OcAADcu5caWLVs8qQW8lABvLFmyBHq9nonR7Ny5k2vd1NbW4tKlS9xzuWN73igqKvIbfwXgITh5x7k2bNjAfd62bt3KPYdWq+VajoQQlJeXY9GiRaO+Izk5OaiqqkJUVBTXc3DXXXdxCVWEEMyfP597znvvvdfvNScRdwL40PX/DwHcNXICpeiiFEWu/+sAVEEoKXjZmEzBlQbA29/UDpGbJYSEAvj/23vz8KauO///fWRZ3uSV1RjwbnkDsxjMkgBJ2RtCQjMNabNMkibNTJL50aRt0mc67WTm6ZPvt23SedI2pcl8mWSaBtIAIWQhDhgIUMALi/GmxbJlY2zjDe+LLOv8/rg6F0n3XGPLkkFwX8+jx9LVvfK5yzmf81nPRgDOyQgUwNeEkHOEkGfl/gkh5FlCSAkhpISnXo8V9lCXlpYiPT2da75whplnnFX96OhorpAICAiQHeQWLFjAdZgfOnQIFy5cwMKFC2Wd3gz22yUlJWhubnb57tixY1xzod1ux1//+lfu7xUWFrqY63p7e/HVV1/dcGBgbent7RXz3P7yl79IosaioqLwD//wD9zjjx49ioqKCpdtw8PD4u9dunRpVNMYY9GiRbDb7dDr9S6BFT09PZLfBwThJGeG2bVrl0sQS0VFBTo6OsbUjpycHJdnZN68eZJnS61Wy5pO+/v7JTl1gHBd9Xo9cnJybjhQ5uTkoKysDFlZWdyAo08//VSSyzQWhoeHUVlZicTExFFNpsD1Z9TdpPXQQw9xTeVTpkxBbGws97fUarVLP+vs7MSVK1duONlkgUzOguubb76RBBANDg5i79693N8YGRmR9CdKKT7++GOUl5ePKbovIyMDTU1NuHLlCrcPFhYWcs2khBBkZGS4TMQYcpOusTFVTQhKnF6y4y2HGZSiCRAEFIDpo+1MCBIALIRQB5fxAiG4RAh28UyNPHwpuHi9SXrFBbYA+Dul1DlTdiWldBGATQCeJ4Ss4h1IKX2HUppLKc11D2sdDwkJCQCEgXG0cFYGm1k5z75mzZrFjZAKCAgQf9+doqIi7kD62GOPoaioSDayypmYmBjMnj0bJpNJ0tm1Wi03+o4QIusn2rx5s8ssvqioCD/5yU9G9W8x2ODBBqhnn30WUVFRLvsMDAzIzuSXLFkiSdK1Wq2orKzE8PAwqqqqxiQw2D42m81Fm7DZbNykWpvNJkl8Zjz//PMuKQuXLl1CUVHRmJ6TrKwsNDc3i0ngsbGxkvBrm82G//3f/+Ue39ra6qLVMzZs2ICLFy+OaaDMzMxER0cHKKUSjRwAnnzySVn/Hk/bY1y8eBFNTU1juh/Z2dlQqVSSEPfGxkZuOHxMTIxEE2KEhYW5nDdLbr6R1hcSEoKMjAwXwZWWlibR3gMDA2XTT6KjoyX9gBCCTZs2oa+vb8yCCxBC69etWyf5PiYmhnufAOCNN97gTjLk2js22myUItfp5ZIDQQiOEIJyzms0C5oEQqCFoJzsoBTspv8JQDKABQCaIBR0vyG+FFwNAJxtGLMBNMrsux1uZkJKaaPjbwuATyCYHn3Gm2++iZ6eHtTV1d1w5gYIjtLExEQXM0d+fj4KCwsl+/b09GDnzp3c30lOTsbs2bMl2z/77DMMDw+PaVAAhIH66tWrEkfzkiVLZDU2ntMfEBz5zhpXZWUlfvvb32LhwoU3bIe74CovL5eE3AcEBMjO0CmlEse0VqvFli1bYDKZMDw8PKb7Ex8fD61WC4vF4nJNoqOjuQK7r69P4vBnXLhwwaVyxqVLl6DVamUnI86wwZRNTvbv3y8JfAkICJAVEMnJydwUi6amJvT29o7pWrCUgAMHDqCxUdoFjx8/Lgn3Z/z+97+X/d277roLJ0+eHFMbwsLCkJmZKTH/Xb58GV1dXZL9y8rK8Pnnn3N/q7e3F2+//bb4mV3bGwkuQLBwOGvAU6ZMkeQOqlQqWW2vra1Noo3ZbDYcPnwYwNjyqdj90Ov13EllamqqZLLH+PGPf8ytKDKWZ9FTKMVaSpHNeX0K4CohiAUAx19uRA0hCIQgtP5KKfY7/fZVSjFCKewA3sUYx3lfCq5iAKmEkERCiAaCcDrovhMhJBLAagCfOm0LI4SEs/cA1gMo92Fb8bOf/WzMMzdGenq6i+Bat24dVyuJiIjAiy++yP0NrVbLzeNqa2sDpXTMiYXz5s2D1WqVCK4333yTGzk4ODiId999l/tboaGhLlpBeXk5oqKiZDuzMxEREYiPjxcFV1dXl0QQaTQaWU2yqqoK1dXVLtt6enrw1Vdfib85lmvC/JTl5eUu17elpQWffvqpZP+YmBjcf//93N/q6OhwGdgvXbqEefPmyeaROeMuuLZv384dZOQGqsbGRpw+fVqy/fDhw2PyfwLXZ/gqlUriD6OUghAia2783ve+J/u7BQUFmDNnzpif0czMTFRVVblsW758OddUPn/+fFnTbVhYGJ588knxc0VFBUJDQxEfH3/DNmRkZKChoUHUunmmaQB46623uCa5yMhI7iSDmfbGMnYkJCQgKCgIer2ea5JkbgIeBoOBGxnKK602SRwEwLKin4DTOM4gBATA/wNQRSnedPvOeVB5EGMc530muCilNgAvAMiH4Iz7G6W0ghDyHCHkOaddHwTwNaXUeVo+A8ApQkgphPW/vqCUfuWrtgKCljGemRsgCC6DwSAKhqtXr3IrEAwODqK8nH8/zp07x60QcPXqVQwPD4+5LfPnz8fx48cl/pBnnnmGO8CGhITgX/7lX7i/lZGR4RIyPlanM2PevHmikFm5cqXE7zc4OCg7k8/Ly5NUkdBoNEhOTkZVVRUIIS51JUcjOzsbFy5ccBmAoqKiuBpMX18fNzEZEBJomfCjlKK0tHTMmvDcuXMRGhoqTnBqamok94hSil27dnGP12q1XM2YUoqBgQFuVQ134uLiEB4eDrPZLDHLEUKwevVq2Xs7WjoFC68fSxsA4bmqra11MXUVFhZyTaHd3d3cmpIMZ82xsrISGRkZY5pIsLayIKqNGzdKnjdCCF555RXZCjHu/0etVqOiogIJCQk39PUBgoat0+lQWVkpBh05s3btWtnnq6GhQVI3ExAm3jeJ/wNgHSEwAVjn+AxCMIsQsLI1KwE8BuBeTtj7rwlBGSG4BOAeAPy8EDd8msdFKf2SUppGKU2mlP7KsW0npXSn0z7vUUq3ux1XQynNcbyy2LG+pLGxEZWVlQgODkZiYuKYjsnIyMDg4KAYONDY2MgtaGuz2WSjxlasWCGWbXKmp6cHKSkpstU73Jk/fz7uvfdeFBUVidvsdjva29u5HXBoaEh2VnfgwAGxWsPIyMi4BmpAEFwGgwFWqxVffvklrly54vJ9UFAQnnrqKe6xtbW1MBgMLts0Gg1SUlJgMBiQkJBww8AZRnZ2NlatWuUS6alSqbgarlqt5hZ7BYCPPvpI1GQbGhrQ2dk55uvBBC1rQ3d3t2TGrFKpsGPHDu7xTIN1p7GxEbNmzeLmpPHakJ6ejvb2dklllcHBwVHLOsmZ6wAhErO5uZlbeosHCyxwvh9z5szhnsPAwIBsnwGEqh1sQlJZWSmpkCIHi8pjmt/ly5clzycgRB7ygr16e3slZcR6e3sxbdq0cZVdYtrnN998I/k/3d3dsv7WtWvXcscEOTO3r6EU7ZTiW5Qi1fG3w7G9kVJBOFGKU5SCUIr5lGKB4/Wl47vHKMU8x3f3s0CPG6GUfHKwZcsWGI1GpKamyoYGu8M6AZtNL168mFu9WavV4lvf+hb3N5qamrgzzmPHjo15QAAAnU4Hk8nkMiiMjIxIkqSdv5OrT7dhwwZReFdWVqKvr2/U0kbuZGdnw2azwWg0YsmSJdzQdbnkUo1GI/E5tLa2YufOnTAYDNwINDkyMjLw4YcfuiTXdnR0cAfjoKAgWV/N3XffLQq7sSSZuqPT6URhvGDBAq5PU+4+1dXVccsPtbS0jFnzBISk7JMnT0ruhUajkY3wBITgGjmuXr2K+++/f8wTCSZcnM2FM2bM4A7EM2bMkK3ZRwjBo48+CkII+vr6cOXKlTE/F8nJyQgICBD7bH9/PzfYoa2tjev3i4qKwqOPPuqyTa1WY/fu3WPy9TEyMjJgsVi45sjGxkauLxIQTMTukcPsmDsJRXA5eO+992AwGMY1GDCzA+uIcmaPjo4Orl8FECLm3GfgNpsNLS0t4+oIgYGBiImJcYlyDAwMxPe//33u/qGhobjnnnu43/X09IgmIqbB3ah6hzNMoBsMBoSGhkpMK5RS2WUj4uLiJD6g6dOn44c//CEMBoNsHguPtLQ0ZGRkuCypMX36dK7fpr+/H7/73e+4v6PVakWtdbx+UNYOi8UiFk3m5QH19fVxB7G5c+fiH//xHyXb8/Pzxy24MjMzJcvxjIyMcE1Pzv9HjvPnz3P9LXKkpqZCpVK5CK78/Hyu5t/W1ibRbJz54osvYLVaRX/oWCd5THtnbdDpdNzJ5vr167mRfUNDQ5JJRnV1NQIDA8dsMgWua5+RkZGSKNN58+bJavSZmZlcQb9ly5Yx/+/bAUVwOVi5ciXMZvO4Hr4pU6Zg6tSp4uxNzuyh1Wplc6Di4+Ml/9NisWD58uXjGpgAwVzoPCgODg5yi3gCgjCVS4qurKwUowovXbqEsLAw2XWAeLB26/V6HDt2TJIno1Kp8Nhjj3GPLS8vx1dfubozBwYGcPbsWfT3949L45ozZw5CQ0Ndkl77+vq4PsWQkBC88MIL3N/Zt2+f6MyvrKzEzJkzZSvu80hLS4PdbkdNTQ1SU1O5wRnr16+XNem6B6u0tbXh4YcfHtfzkZycjOLiYomPa7RkcACjRn9WVVWN67lgZnhnwbV582ZuoI5Wqx3VHBsfHw+VSiWatMdzLZyDqsrKynD27FnJPnv37uWG6QOQTMQqKytx1113jWtSxbTPw4cPS8yCFotFtjL+tGnTuAJVrijw7YoiuBz09PRgZGRkXA8fIMycWCeQM3sEBATI+iKMRiOOHTsm2fbhhx+OS4gCguC6cuWKaBpTqVSyfpvw8HBZU8yaNWvEwdVoNCItLW1Mjm+GVqvF7NmzYTAYcN9993Fnw59//jk32jEtLU0StTU0NOQyQx4rAQEBGBgYcPGZ8cLt2faamhru7zz55JNi1F9VVdWY/SkMNqgajUaEhoZy0xPeeecdrmlqaGhIosUbDAZ8+OGH43pWU1JS0N/fL5lEjJYMDkD2GWlra0NXV9e4zNnA9aoRjIaGBq7ZWKPRjFodJTs7G2q1WjSNj0eApqenw2QywWazISEhgXsdV6xYwTWBBgUFSYJ7amtrsXfv3nE9m8wl0dPTIxkzIiIiZPvtoUOHuNV5Rsu3ux1RBJeDQ4cOARjfwAgInYB1xIMHD3JXem1pacEnn3zCPX727NmS/Cj2YI63LWyGyiL6NBqN7KyVECKbdHru3DnRYT1evxKDzWqNRiPXJj979myuhmGz2SR5PVFRUaIfYrwTi9TUVJdlQbRaLTePi0UL8igpKUF/f79Y+mq8gosN7kajEeXl5SguLpbss2XLFu71iIyMlJQfMhgM6OzsHLfg2rhxoyTwpaOjg5t7yHjjDX4+KHtGx2sVSE9Ph9FoFCct165d42o23d3d+Mtf/iL7Ozt37kRraytMJhNmzZrFXdNODp1Oh+HhYVgsFgQFBXEnEhEREbIasHtOpl6vR2xs7JgDqYDrkbK8NfRiYmJkl7nZunUr9/m7UQm02w1FcDlgGoUngqutrQ3t7e148MEHuX6p2NhYWV+TWq2WaDNGoxHR0dHjfhjZQMYGldbWVtmIsZaWFlkfQnR0NEJCQjA0NASLxTLuwYm1Ra/Xw2azcTWJBQsWcLW4trY2SepAW1sbGhoaEB4eLjsTlSMtLQ3V1dViGzo7O7lldgICAvDd736X+xtWqxWUUtTX16Onp2dc/i1AuJ7Tpk2D0WjE4sWLxYUVnZFLEu/v78eBAwdctun1emg0mnElnU6fPh1fffWVRONSq9WjDvpywRmeCi6dTger1Sr62ubNm8fVlqKiokYNDHnmmWcwdepUmEymcWt9rI+ztc54gTGfffYZt9SWRqOR1Lr0dHKXkZGBgIAAianQbDbLlmOrq6vjTgRHiwy9HVEEl4OmpiYx32U8sAfWaDSitraWG6nX1dXFTXIEBFOJu4+BmefGmjfFmD17NoKCgkQNY+rUqVzHPiBUzeAVmwWElZFjYmJgNptBKfWoU+p0OvT09CA6Opqbh/S73/2OW1x47ty5kghMrVYLo9EInU437muSmpqKoaEhsVqFVqvFxo0bufvu37+fK2RXrFiBsLAw0X84llJP7uh0OhiNRrS0tHCLyu7du5drOtVoNJLJkMFgGFf0KyBo2CkpKRJ/WURExKiCWG65E6PRCLVaPe6KDc5mU0CoSsJbksNms8n6eQAhjL2/v1+MBPakDQaDAVlZWdyCuo888ojsJMn5uaWUQq/Xj9sSAAh+rt27d0smqElJSbIT3b6+Pm4U5Msvvzzu/+/PKILLQVdXl0cPH+s0JpMJLS0t3MF4ZGSEu9IwIDyk7qvMetIZAUFrTE5OFgXX4OAgmpr4aREdHR2ySdEHDx5EWVmZaFbyVOMCBOczL2rshRde4PoQOjo6JBGHGo0GFy9e9Oj+uA+UhBDZ8kZyAnrPnj24du2aRxGFzu0wGo2w2+1cH9tzzz0niS4DBE3QvbKEXq/3aDKRnJwsSeo1GAyyEa+AfHV4k8mE5ORkbptHw7m/AMJEhZceAICbE8mwWCxobm5Ga2vruJ/PqVOnIiYmBkajEe3t7dxJJSuk7A6l1CV4qK2tDdeuXfNY45o/f75EQA8NDXFXvQYEYcfLM+VVV7mdUQQXhIfxwIEDHg2MiYmJCAgIgNFoRF5eHle7iImJkQ0n7+zsdBnY+/v7cfnyZY86AuDq0+nt7ZVdwJJSKklGZWzevBmZmZkem4OA64Kru7ubey51dXXc/6/RaDB16lSXbWazGStXrvTomrgPlH19fbIh3hkZGVyNbu3atQgPD4der8esWbPG5ctgpKWlobm5GaGhoVxz8okTJ7gCbWRkBP/1X/8lfh4eHkZNTY1H1yIlJQU1NTUuml1ycjI2bNgge4ycxu7p5GrmzJmiBg0IGh/P16pWq2WXFgGEYARmYvOkHSy3Tm4iYbVauRMclUqFp59+WvzMtGdPxo6MjAz09vZKzLdWq1Wy/AujtLSU6yPlFY6+nVEEFwQz4fbt2z16+AIDA5GUlASj0YiCggJuFn59fb0Y/HEjmCnHE2EBCJ3YbDbDbrdj2rRp3OrTgODMlSua29bWht7eXhgMBsycOdOjgTouLg5hYWEwm81cE1hVVRU3f0ir1UruQ29vLz744AOP7k9sbCzCwsJcBkr3BFKGXOVtJsw81XSA64NrUVERV8ORi9pUq9X46U9/Kn62WCyw2WweDdYpKSkYHh52KfLb19cnqW/pzGeffSbZZrfbYTKZPHpGCSEuk6vi4mKXai/O7Nq1S1Y7Pn36tBhM48m1SEtLg8FgwLRp07im34ULF0omUIz8/HyxXcwq4clzwbRwdyEVEREhK7QTExO55zva5ON2RBFcEAbRzz77bNzh54y0tDSYTCZkZmZyw96nT58uq3FFRUW5CJCJaDnAdZ9OQ0MDmpqaZBN9q6urZTWPuro6tLW1ib42TyCEQKfTob29nRtpuWXLFm5QQHt7uyRqq7y8HDqdzqPBgQ2U7LoODg7i5MmT3H1/8pOfcCtvHzlyBJ2dneNOgHaGDTYtLS3c4Iy77rpL1ux2/vx5caBkA76ngguAi5+rublZ4vdyhmdBaGhowODgoMfPhnMJrBUrVuCuu+7i7ieX2wYIeVwNDQ0ghEiWwRkLOp0OTU1NMJvN3HzGI0eOyFornPu4Xq9HcHAwt1DwjYiIiMCDDz6IhoYGl+1WqxUff/wx95jg4GDZdIo7CUVw4frs31PBxQbGqKgoSbkiQBg85dbXaW1tdVkEzpO8FGfYcSaTCVqtVnZ13NmzZ8uux5WXl4ekpCRUVVV5PFADgvnkxIkT3HJR+fn53OUsoqOjXUwxgGAqjImJ8fiasIkFINwL3j0C5LXAhx9+GHa7HdeuXfP4erDB1TnC0Zl33nlHtgpFU1OTeMx4K0XItYGh0+lknwMA3ORgZh7zpA3sOIvFAqvVisbGRompjKHVarnVRABBkzaZTJg7dy639uSNYJOg9vZ2bgWZJUuWyPadpUuXihpyVVUVdDrduAJlnOnp6ZH4gNVqtaTwL0MuCtLdT367owguCJnvjz766JiW7eCRlpaG/v5+7NmzRzJ7AviRg4zo6GiX1W/1ej3i4uLGlZfijLNPR6vVys4E5QYEQJjhFxcXo6OjY1w1+dxJT0+H3W53WbqekZyczBUgdrtdMpDp9Xo0NzePuSaeO6mpqaitrYXVakVQUJCs9ivndyssLBTNUp4KrtDQUMyePRsWi0Vcu8mZhx56SHZy8+1vf1vUxkwmE8LDwzF9+qgLzXKJi4tDSEiIiyah1+u5UY6M119/XbLt7NmzIIR4vHihcyWRwcFB2dWX9+7dyw12AoSgn6GhIY+1PudoYJ4pW6VSyfaRP/zhD2KbJzq5S0lJQWVlpcv/UqlUmDt3Lvf/y0VByk3GblcUwQUhYbekpGTcodYM1nkSEhK4lbyTk5Px7W9/W/Z456Uj9Hq9x5ofIAxOwcHBMJlMKCsrk018tlgsLivBOjNjxgyxmsF4k22dycrKgs1m40Y2JiUlcTvbyMiIpJYfW1bFU1JSUjAyMoL6+nr09/fLLuq5ceNGbqBAYGCgqKV46uMCBAFaVVWF7du3S74bGhqSHSj/9re/iQM4y1vy5FlVqVSib4cRGRkpWXbGmZdeekmyrbS0FGlpabJriN0I58lVUlKS7MD/gx/8QHYCt379ehw5csRjrS8lJQUBAQEwGAzcicTFixdlI/uefPJJBAcHY2BgABaLZcJWic7OTknO2Ntvv83V/uWigT/88EOP2+CP3PGCi1KKsrIy7hpNY4V1ntLSUm50z9WrVyUL6DEGBgZQUFAgtmWigkulUon5OvPnz8eDDz7I3S8jI0O2yO6sWbNEB76nAwMgJJc2NTVxEybfe+89rnYaFBSEbdu2iZ+tVisMBsOEND9mIjObzQgODpZdHPGLL77g5uEtWrQI1dXVCAkJkTUfjQWm+X3zzTeS744cOSJb7Hb58uWiNuZJwq0zzpXqAcHkNpqlgRfdxnLqPMU5RaGiokI2lLukpEQ2jYQVcPb0WgQFBSE5ORmVlZV45JFHJN/ffffdsvl6bW1tsNlsMJlMoJROqL+6p2swfvSjH8laJHhRkHIL1d6u3PGCa2RkBG+88caEBsbZs2cjNDQUzc3N3IcKkDfNhYeHiwNpY2Mjenp6JjSDA4TZpMlkQltbm+xyB/X19bLO50OHDqGurg7BwcGypWfGQlJSErKzs7k1AJ966imuEKCUYt++feL1MhqNsNlsE9K4nAUXANniqdnZ2Vxz5O7du1FXVwedTjeumo3upKamor29nfuMPPbYY7Km0JiYGBBCxDDpiQqu2tpaUcv/8ssvR13LyV0rn0hEISMmJgYxMTEwmUzcItOMkZER2X5jMBgQGRk5oXakp6fDbDZzJxI1NTWytSvPnTuHoaGhCYXCM5yToZ0pLy/nmlCnTp0q8X+9//77eOWVV0Y1/99u+FRwEUI2EkIMhJBqQsirnO/XEEK6CCEXHa9fjPVYb6FWq/H000/j8ccf9/g3VCoVMjIycP78eW5U4YwZM2RNbsPDw6LGxbSyiczggOsh8R0dHWKVd3cCAgJkHcqbN29GZWUlUlJSJjRQBwQEiFqkOzU1NVztlEUjMlhE4kRMljNnzkRwcDDMZjOGh4dlk2pjY2O5EVv33XcfSktLJzyhSE1Nhc1m41ZnOXbsmGxwxt69e3Ht2jXU1tbCbrdPWHDZ7XbR9Llx40bZtAgAEm3k8uXLE/ItMVhkYWBgoKxvLy8vT9ZU2NnZiaqqqgldC1YOjHfPR+sf27Ztg1arhV6vF6NWPSU+Ph5qtVpilpSb4LS2tkoiDg8dOgSTyeSxq2MiEIIYQnCYEJgcf7nVxAmBxbHS8UVCUDLe493xmeAihAQA+COATQAyATxCCOGNPicppQscr/8Y57G3DFlZWZg2bRq3vllFRYUonNwhhIgDGRvgvSG4rFYrNBqNbHRSXFycbBhxY2PjuFa2HY20tDSu1tfY2CjreHeuTFFVVSWuIuwpKpUKSUlJMJvNCAoKks3j+uijj7ht7ezsnFBSOINdzyNHjkgGpYiICNlJwhNPPCHW5XP+HU9wrtMHCPdhtDyuffv2uXyeaLoGg+VymUwmnDlzhrvPgQMHuHmRgBAZuXLlynGXnHJGp9Ohr6+PayqNj4/n+qsBoKCgAD09PaiqqkJ8fDw3hWKsqNVqJCUlSQTX6tWruROcqKgoSUm06upq2b40CbwKoIBSpAIocHyW4x7H6sfOazyN53gRX2pcSwFUU0prKKVWAHsAbJ2EY28KmZmZKCgo4KrrycnJspFsarVa/K6qqgqRkZGYMWPGhNrCBjbnJE13zp49KztgXL16FT09PV4RXCkpKYiMjJSEgN91112y5/mb3/xGNJPo9XokJCR4HFHIYOWObDabZL0vxmOPPcYtP1RQUICIiIgJa1xJSUmiyc99Nr948WJZzaO8vBzd3d2i0JiolgFcF1x1dXXctAT3/RneaAM7vqGhAUlJSVi7di13nzVr1mDatGnc76qrqzE4OChbnHgsMCG+Z88eSb8tLS3F0aNHucfNmjULarXa4xqF7rivYAAI6SI8H7BKpXKJgqSUorq62it91UO2Anjf8f59AA9MxvG+FFxxAC47fW5wbHNnOSGklBByiBDCptpjPRaEkGcJISWEkBI5/9JkkJWVhYGBAa7faGRkRLYCAKUUb7zxhrgwn1zZofHAHuL29nZZH9WCBQtktbHo6Gjo9XqvCa5Dhw5JOuE333wjWY2X4ZwI7K3BwblOn1xFBIPBwB3EtVotWltbJ9wOlqhaX18vCcH+85//LOt76+/vh81mg8FgEBcv9ZSIiAjExsaKgmvlypWjBpy4+36NRiPCwsI8Th1hMKFRUlIyaji+XL+pqKjwWht4eWCj5bdlZGQgKCgIBoNhwtYRQOiv1dXVLsJz4cKF3NUhBgYGXKrwtLe3o6ury+McR4GpakJQ4vSSL8svZQalaAIAx1+5PA0K4GtCcM7t98d6vAu+FFy80dddHTkPIJ5SmgPg9wAOjONYYSOl71BKcymlueMt+OlNMjMzsXXrVm6l69raWu52QDAVsuUbvDVIx8bGIiQkBLW1tbIhywMDA7K1Ck+dOoXMzMwJdgYBuaip1NRU2VWEDQYDhoaGYLfbJ1StwpmUlBQMDAygpaVFdjXqzs5Ol9QERmVlJaKjoydsHgOE89ZoNBLH+6OPPirrz1m6dCliYmImVHLKGVapHgCOHj0q6wcFgNdee83lMwvMmOjkit3T2tpabh4VIOTP8UyFLEBkotdi2rRpiIyMhMVikWhcdrtdNr9s165duHDhAgYGBrymcfX397uYqcPDw7k+Nq1W6+KPZ5raxPpqm41S5Dq9XMpwEIIjhKCc8xqPFWwlpVgEwf3zPCGQlo8ZB74UXA0AnKdyswG4OBAopd2U0l7H+y8BBBJCpo7l2FuNhIQE7N27l6txZWdny5a1AYTcjM7OTjQ1NXllBsdC4vv6+mQjxkwmk2whz46ODjQ1NXlF43IvcsuYOnWqbMWD+vp6WK1WXL582auDAyAI0N/85jfcffLy8riJvY2NjZgxY8aEfBnO7fjoo48kQqqjo0N2AM/Pz4fFYvGaEHcuuZSUlDTqef3yl790+expcV13WC6axWKRrba/YcMGrh+2vr4eg4ODE74WzoFA7qkITU1NknxCxuOPPy4Ke28+m8595OTJk9yxxG63u/jLWZCNNyaZclCKtZQim/P6FMBVQhALAI6/0uWshd9odPxtAfAJBHcQxnq8O74UXMUAUgkhiYQQDYDtAA4670AImUkcUzdCyFJHe9rHcuytBoss5NXls1gssqHngOCLYsd5oyMAQmf45ptvuOWWAGEWL7c6cm1tLWw2G7dO3XiZNWsWQkNDJef/9ddfy5qI1q9fj/DwcK9FWQKudfpeeOEF7j7Hjh1DbW2tZHtJSYlHteh4pKamIjMzUzJpKC4ulo0qXLJkCUJCQnD16lWvPB+shmR7ezvmzJkzquBythQMDQ2htrbWK1pfSEgIEhISUF9fL+tzrKys5Pp5JlLY1h2dTof9+/dLJlHJycmyeY5XrlwRn01fCa7169dzU0BYyTKmIVZXV0OlUnGXOpkkDgJ4wvH+CQCSCtKEIIwQhLP3ANYDKB/r8Tx8JrgopTYALwDIB1AF4G+U0gpCyHOEkOccuz0EoJwQUgrgLQDbqQD3WF+11VtkZmZyBddoIb+AEHLMHlpvDNKA0BlGRkZk1+MqKyuTrRHX19c3aoHT8eBeDZxx3333yeZm5efno7W11St5Moy5c+ciMDAQZrOZOxgCgmbsrnFRSpGZmTmhPDJnUlNTce3aNYl/b9u2bbKLmGo0GvH6eWOwZiZPk8mEd955R3axSMDVxFtTUwO73e4VkykgPOulpaWyyf8ajYZbeJg9F94SXCkpKWKlGEZra6ts1Xqz2Qyz2SyubD1R5syZ43KPASFohucDJoTgrrvuEvtmdXU14uPjRx1ffMz/AbCOEJgArHN8BiGYRQjYEuszAJwiBKUAigB8QSm+Gu34G+HTPC5K6ZeU0jRKaTKl9FeObTsppTsd7/9AKc2ilOZQSpdRSk+PduytTmZmJi5fvixxssfFxY0atnvkyBFxOXZvzZxSU1MRGhoqaw7UarWykXq8hMyJ4GyaYlgsFly9epW7f2ZmppgnExMTM6FgBIZarUZiYiKqq6tRWFjIjf7UarWSKLXGxkZ8/PHHHlUg58HKPrkPSgUFBbJh6WfPnhXNVt4yFQKCUPqnf/qnUa/vd77zHfE9u4feEBiAcC4mk0k2aT8lJYW7CrHBYEBUVJRXhEZaWhra29sl/USj0cgu53PvvfeivLwc6enpXpncBQQEuCwACwgrQMtdlz/96U+i/81kMvnUTHgjKEU7pfgWpUh1/O1wbG+kFJsd72soRY7jlUUpfnWj42/EHV85w5swW717eaczZ85wKzozZs6cKS7H7q0AE51Oh0uXLomL7bmTmJjI9edYrVbU1NR4bVYNXC915BwM0tvbK+v8njFjBjQajRis4q3ESlZR5NFHH+X+5okTJyQCVq/XY3Bw0GuacGJiIrZt2ybRQGfOnCl779euXYvLly8jMDDQKxObxMREqNVqGI1GlJWVyQ6QAFxWLmAmOm+FXqenpyM6OppbKxAQgoQKCwsl2w0GA3Q6nVeeC51Oh7KyMomJODIyUnaScOrUKbS1tXntmQCkIfHJyclISkri7vv9739fNBcaDAav9lV/QRFcXoRVd3A3Fy5atEg2kg0QTFQVFRVe828BQoe89957uaZLADh48CD3u4qKCthsNtlQeU9IS0uDzWZzmdVmZ2fLaqEHDx5ETU2NmB7gLVjY8YEDB7hh1hs2bJCYBL1plgKEmXxVVZVkcpOVlSUbrFJdXY3Lly8jOTl5QnlLjMDAQCQnJ+PChQuor6+XDTkH4FIB3mg0Yvr06R4X13UnPT0ddXV1sr+Xm5vLfQ6Z4PIGqampeOyxxyT+1ubmZrz//vvcY6Kjo1FfX+/V/sqeTXYvqqqqZCu89PX1YWRkBA0NDeju7pYNbrmdUQSXF0lMTERwcDAqKlzdcf39/bKOdwB499130dfX59VBeurUqbBYLLL11jZu3MidqTFnvFzghiew/+M8OBQXF8tGbT300EOYMmUKWlpavDo4sEhLuTD8mpoaSeUMg8GA8PDwCecMOZOeni5Jj3jnnXdGDUuvq6vz6rW45557cPLkSWzevHlU/4jz5GKixXXdYRqXXJK81WqVFNnt7e3FlStXvHYtQkJCcPr0aYmmPW3aNDz88MPcY7q7u9Hb2+vV+5GWloahoSHRhBwfHy+7bMyZM2fQ29vrtUo7/ogiuLxIQEAA0tPTJZqM2WyWDYQAhAi/pqYmr3YEQgimTZsmG7nX1tbGzVnS6/VQq9Ve8+kA1zuWs5aRkpIiq3HV1taKxV29PasFhGvDK680PDwsMZt521wJCNqmyWRymcw8+eSTsr6mhIQEFBYWevVaZGVlobe3F7t27Rp1vzfffFN8722zFMujkgsgqq+vl6zO7M2IQkZSUpJEcNntdlkfLMtz9Ob9YL/Fzk+tVstqwtu2bUN0dLRProW/oAguL5OZmSnRuHJzc0fVYEpLSxESEuL1mZP7EhbOGAwGrv/LYDB4zSTFiIqKQmxsrIvgCgkJkZ3pd3d3iwOWtzUuQAh75y0hotPpJGHv3koKd2bevHmw2+0u16OhoYE7kQCEKMvc3FyvazsAuEWhnfnZz34GAOjq6kJLS4vXB8m4uDjJCsCM7OxsSak0b6ZIMFg/cQ7YGRoakl2vrr29HUaj0ash6Oy6solmU1MTTp06xd337NmzaGtrg9FoRHh4ODeA5XZHEVxeJisrC/X19S6Vz8vLy2VNdoAQYafVar0+KGRnZ6OxsVES6gsIpiJeXT5fDNSANFXg4sWLsgNDTk4OampqoNFoJlRE1Z34+HgEBgaiv7+fK5iLiopcErZ7e3u9UlzXHeZHc14QUK/XywarWK1WXLx40es+UADctdKcYdeDmTa9PbmaN2+e7D1uaGiQrJ6t1+vFKDxvodPp0NPT43IttFqt7Fp29fX1WLhwodcCqQBg+vTpiImJESe98fHxuO+++7j7RkVFQaPRiBrwzagKf7NRBJeXYQEazia6iIgI7sq6DKPRiODg4FH38YQVK1YAADcy6+TJkxKfis1mQ3V1tU9MDyw5m81qly1bJrbPnaKiIly9ehVpaWleHRzUarVYrZ5nhsnIyHA5d2Y+8rYgZ2WfnP1cmzZtktV+qqurodFovHpf4uLiMG3atBsKLubzKykRVqJYvHix19oACGa6/fv3o6NDGgUdHBwsCUnX6/VITk72at6Se8V8QDAbf/7559z9Ozs7vd5HCCHIysoSBVdvby/Onj3L3Tc9PR0RERF3bEQhoAgur8MEl7O5cO7cuaNWfLdaraNGHXoKM0/y6iSyeobOVFZWwmq1ejUwg5GZmYne3l4x+ffKlSuyWmhqaqrXNQzndgDglldyrw3HBjJvt0OtViMzM9Plvhw5ckQ2daG+vh7Lli27oVlvPKhUKsTFxaG4uHjU/bZs2QJAEFxxcXFeDVIBrj8XvBXCp06dKgkJ93akKcBfzFGlUnGrpQwPD+Pw4cMTWglbDia4KKUghMia6w8ePChGhN6J/i1AEVxeJykpCUFBQS5msUOHDsna8e12O0pLS71WUsiZ8PBwzJ07V+JzAwR/j3u9PDaILVmyxOttYSG7zDw2WoJlQEAAqqurfSK4srKy8MEHH3ALDOv1epdIR71eL9Z99Dbz5893+V8sIpUHK+jqbbKzs2/4u++99x4AwWToi8mV+3PhjNlsxt/+9jfx89DQEEwmk9cF15w5cxASEuISoBEQEMCdwNXU1MBms/lEYGRlZaGrqwuNjY0ICwuT1W43btwIlUoFSqmicSl4B7VaDZ1O5yIs1q1bJ6vFnDlzBkaj0SfCAhAGJ96g8O6770qiuYqLixEZGemTgZotj8EG6/j4eNlOd/z4cSxatMgngmvevHnYunUrNwR70aJFLubLsrIypKSkICgoyOvtmD9/vov/MSkpiSu4KKUoLy+f0ArQcmRlZcFms41a8mnNmjXo7u6GwWDwupkQEJ6D8PBwrlUgISHBxc9UXl6O4eFh2TBxT1GpVEhNTZVE4P7qV7+SaOberFHoDhPiFRUVGBwcxJ/+9Cfufl1dXeJE+E7M4QIUweUTsrKyXDSu1tZWST4K4/RpocrVhg0bfNYWvV4v0W6efvppSTRScXExcnNzZVfinQjR0dGYO3eu2OEqKytlEyyHh4dx6tQpn+SnzJ8/HxUVFVxh3tDQ4GIuOn/+vNcHSQaLlmP18Hbt2sVdwsNsNqOrq8snQmPRokX4+9//LgmAcGbKlCm4cOECKKU+0bgIIcjOzubm9FmtVpfJFQsU8cW1mD9/Ps6fP+8SWfjqq69K+kJpaanoj/I2bHJ34cIFBAUF4Xvf+x53v7q6OlRWViI4ONgnExp/QBFcPoBV/2bCymKxyM5qy8rKMGvWLO6icd4gOzsbVqtVkg9jNptdQsIHBwdRVlbmM80PEAZrFiiSkJCAhQsXcverqqpCSkqKT8wgycnJaG9v5xZQValU4kDV3t6Ouro6nwkudu5MaDz99NPcKE9fDtbs3OSWvgGExGhfBWY4t+PixYuSgJm+vj6XCeC5c+cQFRXlk0roS5cuRXNzs8vkobq6WqJxXbx4EampqV4PpAIEn15ycjIKCwtBCEF3dze3pmZubi6KioqQk5Pj1eAlf0IRXD7AvfTT8uXLZTtbUVGRT2ayDDkfgslkchFcly5dwvDwsE/bkpeXB4vFgpaWllG1uurqasTGxsourDgRCCHIy8vjRlrOmjVLTFJmofq+ElxarRaJiYmiSbm6upqrlZeUlECj0fhkhj9lyhQkJCSIgonHyy+/LC7rwqtt6Q0WL16Mnp4e7pptGzduFD8zDdgX4d/uGjAgBGu4+0JLSkp8JsABYaw4c+YMKKU4duwY1w+s1+vR19fns2fTH1AElw9gs2k2IJw9e5a7lEZnZycMBoMkydKbZGRkQKVSSXw6mzdvdllGw5eBGQy2NlhhYSHq6+u5woNSiiNHjnhlLbDR2lFRUeGSawcIA0J+fj6A64JLTiv0BtnZ2aLG1dDQwA2UOHfuHHJycny2bEVubu6oguv06dM4d+6cTwdr9tvuEY69vb3i/bBarbh06ZLP2pGTk4PAwEAXwXX//fe7RN42NzejoaHBp31k2bJlaG5uxuXLl/H4449zIwt7enrQ0NDg03tyq6MILh+QkJCA6dOni3kYsbGx3LWWWEeVW+zRG4SGhiI7O1syKHz66acuA2VxcTGmT5/ukzBfxuLFixEQEIDCwkKkpaVh/fr1kn1qampw5coVrF692mftyMvLA6VUck0SExPFlarPnTuH+Ph42bqG3mDJkiUwGAzo6urCmjVrJCWf7Ha7z4VGbm4uamtruXlUgFAazGQy+dwqEB0djaNHj7ps12g0iI+PByAELFitVp9pGcHBwcjJyXERXIcOHUJXV5f4eTImd8uWLQMgTHaPHz/OXerGbDajublZEVwK3oUQIqr8gJDHFRkZKdmPaRy+7AiAYAYpKipysZdnZGS4zOaKi4uxZMkSn2bhh4aGYt68eSgsLERbWxs3su/EiRMAgFWrVvmsHUzDddf47Ha7KMzZ9fAlzgL08OHDktp4ZrMZ3d3dPhUa7Lfl/FzMXOvLNgQEBGD16tXivWc4J10zDdiXg/XSpUtRUlIi+rV0Op1LpGdxcTFUKpVPtfD58+cjODgYZ8+exZQpUyS5hYAQIPLggw/esYEZgI8FFyFkIyHEQAipJoS8yvn++4SQS47XaUJIjtN3FkJIGSHkIiFE3pZxi7J8+XKYTCa0tbVh9+7dkiKegBD2nZ2dzRVq3mTp0qW4du0azGazuC0xMVHsFD09PaiqqvL5QA0IgzUTorxOeeLECUydOtWnnTImJgapqakSwdXS0oLz58+jtbUVFovFpyZcwFWApqenS7RyXwZmMJgGI2cuZPXyfD27X7FiBcxms0t5ssHBQfz6178GIAiNiIgIr5Z6cmfp0qXo6ekRI0tZiTBGcXExsrKyfBKYwQgMDERubi7Onj2LefPmcRd7LSwsxOXLl2/mqscihCCGEBwmBCbHX0mWPCHQEYKLTq9uQrDD8d2/E4IrTt9tHsv/9ZngIoQEAPgjgE0AMgE8QghxH41qAaymlM4H8J8A3nH7/h5K6QJKqe+mez6CqfyFhYV45JFHJIvv9fT04MSJE9i0aZPP28JzPL/55pui4/fcuXOglE6a4Oru7kZbW5tk7StAWH357rvv9nn9NRag4ayFxsfHY/369eIg7uvrERUVBZ1Oh8LCQsyYMUOSL1ZSUoKgoCCf5upER0cjOTlZVnBVV1cjISHBZ1GvDJY/x6wUABAUFISf/vSnAATTWV5enk9SNRjMZM/6yQcffCD6pplmPBl9ZNmyZTh37hw+/PBDyQKXVqsVhYWFPnUvjJNXARRQilQABY7PLlAKA6VYQCkWAFgMoB/AJ067/I59Tym+HMs/9aXGtRRANaW0hlJqBbAHwFbnHSilpymlrM7NWQDSeGA/JTc3FwEBAThz5gxqa2slEWMFBQUYHh7G5s1jmmBMiKysLISGhroIrldeeUWcTX7zzTcghMjWDvQmTKCfOHEC+/btc/nu8uXLqK2t9amZkJGXlyc6wRksTL6oqAiEkEnxITABum/fPpe2ANcDM7xZqZ9Hbm6ubOmnS5cu+dRMyFi8eDECAwPFvEZAMLmXl5ejp6cHZWVl4rPjK9LS0hARESH2kyeeeEKsaMNSWiZDcK1atQpWqxXTpk0TfXyMwsJC9Pf341vf+pbP2zFGtgJgK26+D+CBG+z/LQBmSiG/ztMY8KXgigPg3BMbHNvkeBrAIafPFMDXhJBzhJBn5Q4ihDxLCCkhhJSMtgT5ZBMWFoacnBycOXMGDQ0N6O/vd/n+4MGDCA8Px8qVK33eFrVajcWLF4sdklLqUoLq2LFjWLhwoddWth0NnU6HyMhIXLx4URKcwXwcvgzMYLAZq3MhU7VaDa1Wi6KiImRkZHADanzRjpaWFixfvtylSrrNZvN5YAZjxYoV4qTBmdbWVqxatWpS2hAcHIzFixe7CC5ASNsoLCyE3W73ueBSqVRYsmSJ2E9qamrQ2dkJQKglCQB33323T9sACNVK1Go1CgoKJMEZR48eBSEEa9as8eJ/nKomBCVOL9nxlsMMStEEAI6/N8qZ2A5gt9u2FwjBJUKwi2dq5OFLwcWz9Uiz6QAQQu6BILhecdq8klK6CIKp8XlCCHcaTil9h1KaSynNvdWS8ZYtW4aioiKsXLnSJQemtbUVH374IbZv3+7z2bRzW86dO4f+/n5QSsXZ/cDAAM6cOYN77rlnUtqhUqmwYsUKHD16VKKFnjhxApGRkT4p8utOTk4OgoKCXAbKyMhIJCQk4OjRo5N2PZiW6x7B9ve//x09PT249957fd6GtWvXAhCsAM7k5+fj97///aTN7lesWIHi4mKX/MJt27bh0KFD0Gg0k6KJL126FKWlpRgYGEBra6sYrJOfn4/Zs2dPSkBEeHg4Vq9eDb1eL1nBoaCgAIsWLfJqwWWgzUYpcp1eLi4bQnCEEJRzXlvlfpEHIdAAuB/Ax06b/wQgGcACAE0A3hjLb/lScDUAcI6tng2g0X0nQsh8AP8NYCulVCwvQSltdPxtgWAP9a2n3AesWLECvb292L17t8sD+D//8z8YGhrCjh07Jq0ta9euhdVqxfHjx6FSqXD//fcDEJzvVqvVyzO40dmyZQs6Ojrw9ddfi9sopTh8+DBWrVrFDdrwNmwgZHlCgLB4386dOzE4OIitW8fVJz0mJycHM2bMQHl5uctCkp9//jkCAwN9VgrMmYyMDMTGxopaBePrr7/G5s2bJy3seuXKlRgaGnJZTuSTTz7B119/jTVr1vgkId2d5cuXw2az4eTJk8jLy0NsbCzsdjuOHTuGdevWTdraV9u2bcOnn37qIsT7+vpw9uzZSTcTUoq1lCKb8/oUwFVCEAsAjr/Sxf+uswnAeUohhs9SiquUYoRS2AG8izGO874UXMUAUgkhiYQQDQQV8aDzDoSQuQD2A3iMUmp02h5GCAln7wGsByAtLneLwx50s9ksdjqbzYY//vGPWLNmzaSGs65atQparRYHDx7E0NAQ9uzZAwD47LPPEBQUNGkaBiAkP7e1tblEkJWXl6O2tnZSfH6MTZs2Qa/Xw2KxABAW8zObzQgLC5uU2T0g+HHuvfde7Nu3T8zjopTiwIEDWLNmzaSYKwkh2LBhA/Lz88VKETabDfn5+UhKSvJpQIQzW7ZsQVJSEnbu3Clui46Ohl6vx7e//e1JacO6desQGRmJDz74AKdPn4bJZMKFCxfQ0dExqX3kgQceQGZmJj766CNxG7s/69atm7R2jIGDAJ5wvH8CwKej7PsI3MyETOg5eBBjHecppT57AdgMwAjADOBfHdueA/Cc4/1/A7gG4KLjVeLYngSg1PGqYMfe6BUaGkpvNVatWkV1Oh0dHh6mlFL617/+lQKgBw8enPS2PPzww3T69Ol0aGiI1tbW0u7ubhoZGUm/+93vTnpb8vLy6MMPP0ztdjullNKXXnqJBgYG0paWlklrg9lspiqViu7YsYNSSmlXVxfNzs6m3/nOdyatDZRS+tFHH9G1a9fS3bt3U0opPXXqFAVA33vvvUlrw/79+ykA+sUXX1BKKT148CAFQPfv3z9pbaCU0h//+Mc0MDCQNjQ0UEopfeWVV6haraaNjY2T1oZnnnmGhoWFUYvFQru6uujzzz9PAwMDaWtr66S1gVJKH3jgATp//nxqtVrFzzNnzhTHEm8BoI96PMbTKQAtAKjJ8TfGsX0WQL902i8UoO0AjXQ7/i8ALQPoJYAeBGjsmP6vpw2+FV+3ouDavXs3feqpp+gvf/lL2tDQQKOjo2lWVhYdGRmZ9Lbs3buXAqC//e1vaU9PD922bRsFQIuKiia9LTt37qQ5OTn0rbfeomVlZVStVtNt27ZNejt+8IMfUAD0+PHj9Be/+AXdunUrLSgomNQ2WK1WOm/ePBoXF0cbGxvpihUraFhYGO3p6Zm0NgwNDdHY2FgaHh5OOzo66KJFi+iMGTPEQXOyqKmpoSqVij7wwAPUaDTS5557jj7yyCOT2oYTJ05QAPQXv/gFPX36NFWpVPSZZ56Z1DZQen3ysGPHDlpWVkYB0Jdeesnr/2cigutmvW56A7z5uhUF1/DwMF22bBkFQCMiImhYWBgtLCy8KW2xWq10+fLlNCIigr744osUAP23f/u3m9KWoaEh8boAoNHR0dRgMEx6O65evUpTU1NpWFgYDQgIoKtXrxa1wMnkgw8+EK8FAPr6669Pehvefvttlzb8+c9/nvQ2UHp9MsGeC6Z9TRYjIyP0vvvuo6tXr6ZLly6lU6dOpe3t7ZPaBkoptdvtdO3ateK1iIyMpPX19V7/P/4ouIjQ7tuDsLAwKrfu1c2kq6sLr732Gpqbm7Fjxw6fV2S4UVt+/vOfo7m5GXl5eXj55ZcnzeHsTmdnJ37+859jYGAAP/rRj7gJyZOBxWLBa6+9htDQULz++uuIiIi4Ke14++23cezYMSxbtgwvvfTSTbkve/bswb59+7BixQr86Ec/mvT/Dwj+tRdffBHt7e3453/+50kNHGIMDg6K5//DH/4QCxYsmPQ2AEB/fz/+4z/+A3V1ddixY4dPEo8JIf2UUt+VA/EBiuBSUFBQuIPxR8GlFNlVUFBQUPArFMGloKCgoOBXKIJLQUFBQcGvUASXgoKCgoJfoQguBQUFBQW/QhFcCgoKCgp+hSK4FBQUFBT8CkVwKSgoKCj4FbdVAjIhxA5gwMPD1QBunZUovYNyTrc+t9v5AMo5+QvsnEIopX6lxNxWgmsiEEJKKKW+X6N8ElHO6dbndjsfQDknf8Gfz8mvpKyCgoKCgoIiuBQUFBQU/ApFcF3nnZvdAB+gnNOtz+12PoByTv6C356T4uNSUFBQUPArFI1LQUFBQcGvUASXgoKCgoJfcccLLkLIRkKIgRBSTQh59Wa3ZzwQQiyEkDJCyEVCSIljWwwh5DAhxOT4G+20/88c52kghGy4eS2/DiFkFyGkhRBS7rRt3OdACFnsuBbVhJC3yM1a1hmy5/TvhJArjnt1kRCy2em7W/qcCCFzCCHHCCFVhJAKQsj/59jut/dplHPy5/sUTAgpIoSUOs7pNcd2v71PslBK79gXgAAAZgBJADQASgFk3ux2jaP9FgBT3bb9GsCrjvevAvi/jveZjvMLApDoOO+AW+AcVgFYBKB8IucAoAjAcgAEwCEAm26xc/p3AD/m7HvLnxOAWACLHO/DARgd7fbb+zTKOfnzfSIAtI73gQAKASzz5/sk97rTNa6lAKoppTWUUiuAPQC23uQ2TZStAN53vH8fwANO2/dQSocopbUAqiGc/02FUnoCQIfb5nGdAyEkFkAEpfQMFXrd/zodM+nInJMct/w5UUqbKKXnHe97AFQBiIMf36dRzkkOfzgnSintdXwMdLwo/Pg+yXGnC644AJedPjdg9If3VoMC+JoQco4Q8qxj2wxKaRMgdE4A0x3b/elcx3sOcY737ttvNV4ghFxymBKZucavzokQkgBgIYTZ/G1xn9zOCfDj+0QICSCEXATQAuAwpfS2uU/O3OmCi2e39af8gJWU0kUANgF4nhCyapR9/f1cAflz8Idz+xOAZAALADQBeMOx3W/OiRCiBbAPwA5Kafdou3K2+cs5+fV9opSOUEoXAJgNQXvKHmV3vzgnHne64GoAMMfp82wAjTepLeOGUtro+NsC4BMIpr+rDlUfjr8tjt396VzHew4Njvfu228ZKKVXHYOKHcC7uG6m9YtzIoQEQhjg/0op3e/Y7Nf3iXdO/n6fGJTSTgDHAWyEn98nHne64CoGkEoISSSEaABsB3DwJrdpTBBCwggh4ew9gPUAyiG0/wnHbk8A+NTx/iCA7YSQIEJIIoBUCA7YW5FxnYPD/NFDCFnmiH563OmYWwI2cDh4EMK9AvzgnBz///8BqKKUvun0ld/eJ7lz8vP7NI0QEuV4HwJgLQA9/Pg+yXKzo0Nu9gvAZggRRWYA/3qz2zOOdidBiAgqBVDB2g5gCoACACbH3xinY/7VcZ4G3CJRQgB2QzDJDEOY6T3tyTkAyIUwyJgB/AGOqjC30Dn9BUAZgEsQBoxYfzknAHdBMBVdAnDR8drsz/dplHPy5/s0H8AFR9vLAfzCsd1v75PcSyn5pKCgoKDgV9zppkIFBQUFBT9DEVwKCgoKCn6FIrgUFBQUFPwKRXApKCgoKPgViuBSUFBQUPArFMGloDBOCCG9N97LZf81hJDPfdUeBYU7DUVwKSgoKCj4FYrgUlDwEIcmdZwQspcQoieE/JWtW0SEdd70hJBTALY5HRPmKN5aTAi5QAjZ6tj+FiHkF473GwghJwghSv9UUOCgvtkNUFDwcxYCyIJQy+3vAFYSYVHPdwHcC2GpiI+c9v9XAEcppU85yvMUEUKOQFgnqZgQchLAWwA2U6FenoKCghvKjE5BYWIUUUobHELmIoAEAOkAaimlJiqUpvnAaf/1AF51LD1xHEAwgLmU0n4AzwA4DOAPlFLzpJ2BgoKfoWhcCgoTY8jp/Qiu9ym5WmoEwHcopQbOd/MAtAOY5b3mKSjcfigal4KC99EDSCSEJDs+P+L0XT6AF518YQsdf+MBvAzB9LiJEJI3ie1VUPArFMGloOBlKKWDAJ4F8IUjOKPO6ev/hLCk+iVCSDmA/3RaYuPHVFhj7WkA/00ICZ7kpiso+AVKdXgFBQUFBb9C0bgUFBQUFPwKRXApKCgoKPgViuBSUFBQUPArFMGloKCgoOBXKIJLQUFBQcGvUASXgoKCgoJfoQguBQUFBQW/4v8HzyBsDpyB2WMAAAAASUVORK5CYII=",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -229,7 +396,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 3 Axes>"
       ]
@@ -243,22 +410,22 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "distance: 353.62\n"
+      "distance: 128.59\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f2aa4a737c0>"
+       "<matplotlib.legend.Legend at 0x7fbf640891c0>"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 102,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -270,11 +437,11 @@
     }
    ],
    "source": [
-    "trial_idx = 1\n",
+    "trial_idx =16\n",
     "t_ref = res['trial_data']['ref_interp'][trial_idx] #trial ref and force values, in same timespace\n",
     "t_for = res['trial_data']['for_interp'][trial_idx]\n",
     "\n",
-    "tw = dtw(t_ref,t_for, keep_internals=True, step_pattern='mori2006') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "tw = r_dtw.dtw(t_ref,t_for, keep_internals=True, step_pattern='mori2006') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
     "warp_for2ref = warp2(tw,index_reference=True) #then we compute the warp for the \"reference\" (which is actually the for), so that we can apply the warp to the force to get it into the reference space\n",
     "\n",
     "# tw = dtw(t_for, t_ref, keep_internals=True,step_pattern=rabinerJuangStepPattern(6, \"c\"))\n",
@@ -287,8 +454,9 @@
     "# rmse = np.sqrt(np.mean((t_ref-t_for[warp_for2ref])**2))\n",
     "# print(\"rmse:   {.2f}\".format(rmse))\n",
     "plt.figure()\n",
-    "plt.plot(t_ref,label='ref')\n",
+    "plt.plot(t_ref,'k',linewidth=2.,label='ref')\n",
     "plt.plot(t_for,label='for')\n",
+    "plt.plot(t_for[warp_for2ref],label='warp')\n",
     "plt.legend()\n",
     "# plt.figure()\n",
     "# plt.spy(tw.directionMatrix)"
@@ -296,25 +464,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
-     "ename": "ValueError",
-     "evalue": "Unknown Distance Metric: squared",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "\u001b[1;32m/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb Cell 6\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W5sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m \u001b[39mprint\u001b[39m(dtw(t_for,t_ref,dist_method\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39msquared\u001b[39;49m\u001b[39m\"\u001b[39;49m)\u001b[39m.\u001b[39mdistance)\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W5sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m \u001b[39mprint\u001b[39m(fastdtw(t_for,t_ref,dist\u001b[39m=\u001b[39meuclidean)[\u001b[39m0\u001b[39m])\n\u001b[1;32m      <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#W5sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m \u001b[39mprint\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m)\n",
-      "File \u001b[0;32m~/anaconda3/envs/py3p9/lib/python3.9/site-packages/dtw/dtw.py:364\u001b[0m, in \u001b[0;36mdtw\u001b[0;34m(x, y, dist_method, step_pattern, window_type, window_args, keep_internals, distance_only, open_end, open_begin)\u001b[0m\n\u001b[1;32m    362\u001b[0m     \u001b[39mif\u001b[39;00m y2\u001b[39m.\u001b[39mshape[\u001b[39m0\u001b[39m] \u001b[39m==\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[1;32m    363\u001b[0m         y2 \u001b[39m=\u001b[39m y2\u001b[39m.\u001b[39mT\n\u001b[0;32m--> 364\u001b[0m     lm \u001b[39m=\u001b[39m scipy\u001b[39m.\u001b[39;49mspatial\u001b[39m.\u001b[39;49mdistance\u001b[39m.\u001b[39;49mcdist(x2, y2, metric\u001b[39m=\u001b[39;49mdist_method)\n\u001b[1;32m    366\u001b[0m wfun \u001b[39m=\u001b[39m _canonicalizeWindowFunction(window_type)\n\u001b[1;32m    368\u001b[0m step_pattern \u001b[39m=\u001b[39m _canonicalizeStepPattern(step_pattern)\n",
-      "File \u001b[0;32m~/anaconda3/envs/py3p9/lib/python3.9/site-packages/scipy/spatial/distance.py:2964\u001b[0m, in \u001b[0;36mcdist\u001b[0;34m(XA, XB, metric, out, **kwargs)\u001b[0m\n\u001b[1;32m   2961\u001b[0m         \u001b[39mreturn\u001b[39;00m _cdist_callable(\n\u001b[1;32m   2962\u001b[0m             XA, XB, metric\u001b[39m=\u001b[39mmetric_info\u001b[39m.\u001b[39mdist_func, out\u001b[39m=\u001b[39mout, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m   2963\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m-> 2964\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m'\u001b[39m\u001b[39mUnknown Distance Metric: \u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m'\u001b[39m \u001b[39m%\u001b[39m mstr)\n\u001b[1;32m   2965\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m   2966\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39m'\u001b[39m\u001b[39m2nd argument metric must be a string identifier \u001b[39m\u001b[39m'\u001b[39m\n\u001b[1;32m   2967\u001b[0m                     \u001b[39m'\u001b[39m\u001b[39mor a function.\u001b[39m\u001b[39m'\u001b[39m)\n",
-      "\u001b[0;31mValueError\u001b[0m: Unknown Distance Metric: squared"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "57.521148803988545\n",
+      "54.249092649693885\n",
+      "\n",
+      "122.50597145848889\n",
+      "223.1486501317824\n"
      ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f2aa5241970>]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "print(dtw(t_for,t_ref,dist_method=\"squared\").distance)\n",
+    "print(dtw(t_for,t_ref).distance)\n",
     "print(fastdtw(t_for,t_ref,dist=euclidean)[0])\n",
     "print(\"\")\n",
     "print(dtw((t_for)/t_for.max(),(t_ref)/t_ref.max()).distance)\n",
@@ -324,6 +512,47 @@
     "plt.plot((t_for),label='for')"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 't_for' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb Cell 9\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#X11sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m dist, path \u001b[39m=\u001b[39m fastdtw((t_for)\u001b[39m/\u001b[39mt_for\u001b[39m.\u001b[39mmax(),(t_ref)\u001b[39m/\u001b[39mt_ref\u001b[39m.\u001b[39mmax(),dist\u001b[39m=\u001b[39meuclidean)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 't_for' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "dist, path = fastdtw((t_for)/t_for.max(),(t_ref)/t_ref.max(),dist=euclidean)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4514"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(path)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 107,
diff --git a/spft/__pycache__/spft.cpython-39.pyc b/spft/__pycache__/spft.cpython-39.pyc
index 1ebaafb280d82f872daa42e20e47739e0dfc5867..b818e2b923f4bd0a2c7df920286e5e591049a64a 100644
GIT binary patch
delta 144
zcmZ2(x!jUBk(ZZ?0SH#bsU@%4$lJ-qcx&=>u0}?~&63<^OpKPB19*3HvzY)@6j@Fd
zl(aB51Tt^26c-ki++r>+%`Gwp@-@|pIDu3YS4wJGW^!tLW=choEl7(Eh%ldABiX`e
iHknb%j?sRzgVaez#(>FOG6CEmqlzp+M8M=!87Bab(If-_

delta 144
zcmZ2(x!jUBk(ZZ?0SNT2Z%JCSk++kJF>3O3u0}?K&63<^OpF$r19*3Hvl#<b6j@9b
zl(aB505Wf}6c-ki++r>+%`Gwl@-@|pIDu3YS4wJGW^!tLW=cho4M>YMh%lR6BiX`e
iI+;<*j?r$jgVaezM*qoNG6CEmqlzp*g#YAJ87Bai8zcb$

diff --git a/spft/spft.py b/spft/spft.py
index 56f9e4a..2500a3b 100644
--- a/spft/spft.py
+++ b/spft/spft.py
@@ -163,7 +163,7 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
 
             # bring ref vals into the same time space by interpolating, for direct comparison
             # then compute lag and other metrics, also shift by lag and compute metrics again
-            # times are in ms, and we use the median time per interval for the conversion of lag (in timestep units) to ms
+            # times are in ms, and we use the mean time per interval for the conversion of lag (in timestep units) to ms
             # return for_time,ref_time,for_vals,ref_vals
             common_time = np.linspace(ref_time.min(),ref_time.max(),ref_time.shape[0]*2)
             ref_vals_interp = np.interp(common_time,ref_time,ref_vals)

From bae5a1876bd04510d3e5d07f04c2c554520c0e72 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Sun, 18 Sep 2022 17:47:50 -0400
Subject: [PATCH 32/49] note

---
 spft/2022_09_DTW_test.ipynb | 17 +++++++++--------
 1 file changed, 9 insertions(+), 8 deletions(-)

diff --git a/spft/2022_09_DTW_test.ipynb b/spft/2022_09_DTW_test.ipynb
index dc4fad7..243c00b 100644
--- a/spft/2022_09_DTW_test.ipynb
+++ b/spft/2022_09_DTW_test.ipynb
@@ -258,6 +258,7 @@
     "path_len = []\n",
     "path_dist = []\n",
     "path_diff_from_diag_xmy = [] #path difference from x=y, in reference to x (i.e., reported as x-y)\n",
+    "## TODO: path difference from diagonal as EUCLIDEAN distance\n",
     "for trial_idx in np.arange(0,18):\n",
     "    t_ref = res['trial_data']['ref_interp'][trial_idx] #trial ref and force values, in same timespace\n",
     "    t_for = res['trial_data']['for_interp'][trial_idx]\n",
@@ -379,12 +380,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -396,7 +397,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEJCAYAAAC3yAEAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABl2UlEQVR4nO2dd5xdVbX4v+v2udN7JjOZTCaV9E5CIHQELCCIgihVeSqI9Sn6fIqoP7HgexYEEUVBiugDRCT0IiW992SSTJLJ9F5v378/zrk3dyZT7szcqdnfz+d+zrn7nLPPmn3u7HX2XmuvJUopNBqNRqOJF5aRFkCj0Wg04wutWDQajUYTV7Ri0Wg0Gk1c0YpFo9FoNHFFKxaNRqPRxBWtWDQajUYTV4ZMsYiIS0Q2iMh2EdktIt83yzNE5FUROWhu06Ou+ZaIlIjIfhH5QFT5EhHZaR77lYjIUMl9uqGfk0ajiTdDOWLxAhcopRYAC4FLRWQFcBfwulJqOvC6+R0RmQ1cC8wBLgV+KyJWs64HgNuA6ebn0iGU+3RDPyeNRhNXbENVsTJWXraaX+3mRwFXAOeZ5X8G3gK+aZY/pZTyAkdEpARYLiKlQIpSai2AiDwKXAms6e3+WVlZqqioKG5/z3hlyZIlAIhILTAZ/Zw0mtOWzZs3NwNrlVKDeikcMsUCYL7JbgamAfcrpdaLSK5SqgJAKVUhIjnm6fnAuqjLy8wyv7nftby7+92G8cZMYWEhmzZtiuefM24JBoPYbLZEoBr9nDSa0xYROThYpQJDbLxXSgWVUguBAoy32rm9nN7dfLzqpby7+z2klFqqlFqanZ3db3lPV6xWK8Ae9HPSaDRxYFi8wpRSjRhTKZcCVSKSB2Buq83TyoBJUZcVAOVmeUE35Zo4o5+TRqOJB0PpFZYtImnmfgJwEbAPeB640TztRuAf5v7zwLUi4hSRKRjG3w3mdEyLiKwwvYxuiLpGM0hqampobGwE9HPSaDTxYShtLHnAn007iwV4Win1goisBZ4WkVuBY8A1AEqp3SLyNMaUTAC4XSkVNOv6PPAnIAHDGNyrQVgTOxUVFdx4440As4GN6Oek0WgGiYzXsPlLly5VY9Uo3O4LcKKhg7+sO8rB6lZ+9+klJLvsQ3pPEdmslFo6pDfphrH8nDSa0YxSin2VLby0q5KmDj93f2ROn9fEqx8YUq8wTfeEFUdZY4exbeigrKGd4w0dnGhop7bV1+n8qmbPkCsWjUYz9lFKsfNEE2t2VfLSrkqO1LZhEThzSiZKKYZrzbJWLENEfZuPI7WtHK/voKS6lYPVLZQ1dHCisYPGdn+nc+1WIT8tgYJ0NxfPzqUg3U1BegIF6QksKEjDZtWRdzQaTe9sLK3nK3/dRllDB1aLsLI4k1vPnsIH5kwgO9k5rLJoxTIIgiHFsfp2alq81Lf5aGj3sf5wHVuONXKsvj1ynggUZyUyKcPNwklp5KcnkJ9mftITyEl2YbXo6CcajWZgVDZ5+Nxjm3HZrfz06vlcPDuX9ETHiMmjFUuMeANB7n+jhLo2H00dfmpavOyrbKGpo/Pow2oR5kxM4ZNnzmJGbhKFGW4K0t247NYeatZoNJqB4w0Euf2JLXT4gzx12wqm5yaPtEhascTKusP1/OqNklPK89MSmJefyrScJCZnuinKSiQryUmyy0ayy4bDahm2eU2NRnP6sLeimRd2lPPCjgqO1rXzq+sWjQqlAlqxxMzq6Vn8/oalvFdSy46yRurbfNS1+TjRaNhN2B1bPaumZfL4Z1YMrbAajWZc8/Sm43zj7zuwCKwozuSbl87i8nl5Iy1WBK1YYkREuHh2LhfPzu1U7guEOFbfzku7Kth8tIH9lS2UN3l6rKeui8eXRqPR9Ifd5U1857ldLJ+SwW+vX0xW0vAa5mNBK5Z+EAiGKGvo4EhtW+Szp6KZrccaCJnLgVIT7OSnJTA5080ls3OZkJrAtJwkijLd2rtLo9EMiqYOP5//yxbS3fZRq1RAK5ZuCYUUpXWG0thT3syBqhYO17ZxrK6dQOjkgtJkl41pOUncfv40Vk3LYl5+KolO3aQajSa+tHj8vLm/hoffOUx5YwdP3bZi1CoV0IqlW/77H7t4fP2xTmUuu4ULZuVwwawcYwSSlUhmokMb5jUazZCx7nAdD79zmH8frMUXCJGd7OR/PrGQpUUZIy1ar2jF0g0fXjDxFMXi8Yd4ZU8Vbx+oYUpWoun1ZSfZZSPJeXI/8nHaSXPbSU90kOF2kJpgx6LXqmg0mhjw+IM8+PYhfvn6QTITHVx/ZiGXzc1jyeT0MbHmTSuWblhRnEnpvR8EjEWQ1S0eyhs7OFrXzq4TzRxvaKfVE6C6xcOhmgCtngAtngC+YKjHOi0C6W5HRNGkJ9rJSHSSneRgQmoCF8/OHfbVsRqNZvRxorGDT/xuLWUNHVw+bwI/uXr+mAvppBVLH1gtQl5qAnmpCSyZnMFVi3s+1+MP0uo1lEyLx09ju5/6Nl9kVX543wj30sbmow3UtflQCr797E7+30fnUZydyNTsJFIT7Dhs2tiv0ZxOeANBvvD4Fhrb/fzl1jNZNS1zTE63a8USR1x2Ky67tV9GtUAwxGce3cRb+2v49rM7Ox2zWwW3w5hqczusuJ023HYrbocVl8NKgt34pCc6mJzhZuXUTCamJcT7z9JoNENIKKTYVtbImp0V/GtHBeVNHn57/WLOnp410qINGK1YRhib1cKfbl5OMKQob+ygtK6NkupW2rwB2nxB2sNbX4A2r7GtavHT4Qvi8YeMxZlR/OHGpVx4Rm4Pd9NoNKOBQDDEpqMNrNlZwUu7K6lq9mK3CqumZfHdD8/m0rmjZ7HjQBgyxSIik4BHgQlACHhIKfVLEbkb+CxQY576baXUi+Y13wJuBYLAnUqpl83yJZxMIPUi8CU1zhLJWC3CpAw3kzLcnDO95zzw6w7X8deNxwkpQxFFK5ap2Ynkprj6dd/jx49zww03AMwRkd3o56TRDAm+QIh1h+tYs6uSV3ZXUtfmw2mzsHpGNpfPm8AFs3JJTRhbtpSeGMoRSwD4mlJqi4gkA5tF5FXz2P8opX4efbKIzAauBeYAE4HXRGSGmZ3wAeA2YB1Gh3Up4zQ7oS8QoqnDT7PHT3OHn6YOP1XNHnadaGbniSa2HW8EMMPsJ3DV4nw+ND+PC2YNbJRis9m47777WLJkyW7gfPRz0mjiijcQ5Icv7OX57eU0dfhxO6ycPzOHy+ZN4PyZOeNy7duQ/UVmDvQKc79FRPYC+b1ccgXwlFLKCxwRkRJguYiUAilKqbUAIvIocCVjvMP67Vsl/PSl/SyYlEa7N0Czx1AiHn/3nmVJThuzJ6Zww8rJnD8rh/Nn5sRFjry8PPLyjGG3fk4aTXzxB0N87rHNvLm/hg/Oz+MjCyZy7ozscR/tfFhUpYgUAYuA9cAq4A4RuQHYhDGqacDozNZFXVZmlvnN/a7l3d3nNow3ZgoLC+P7R8SZn760H4DtxxtJTbBz6ZwJpLrtpLhspCbYSUmwk+IytpmJDgoz3EO+DkY/J40mfiil+Mmafby5v4bvfXg2N6+aMtIiDRtDrlhEJAn4P+DLSqlmEXkA+AGgzO19wC1Ad72m6qX81EKlHgIeAiOX+uCljz9N7X5++1YJSyans/log1HW4ecnH5s/wpJhQT8njWZQKKXYXd7Mml0VvLjTSA18/ZmFp5VSgSFWLCJix+isHldKPQOglKqKOv574AXzaxkwKeryAqDcLC/opnzMEQiGWHDPK53KcpKd3H99L4tjhgG/3w8wFfi+fk4aTf8IhRRbjzfw0q5KXtxZyYlGIzXwmVMyuG11MR9fOqnvSsYZQ+kVJsAfgL1KqV9EleeZ9heAjwK7zP3ngSdE5BcYRuHpwAalVFBEWkRkBcYUzQ3Ar4dK7qHEahE+eWYhT0SFi7lmaQEzckYuOY9SiltvvRXAo5+TRhMboZBi/ZF6Xtp1qrvwnRdO4+LZE8gYwdTAI81QjlhWAZ8GdorINrPs28B1IrIQY5qkFPgPAKXUbhF5GtiD4VF2u+lpBPB5TrqxrmGMGoRFhP/30XlcvTifqx9YC8D9bx7i/jcPcddls/jcuVOHXab33nuPxx57DCBZPyeNpm86fEGuf3gdW4414rRZOHdGNpfOncBFs3NJGWOhV4YKGa/LDJYuXao2bdo00mKcgi8Q4lBNK/srW/jyX7dFyl+88xxmT0wZMblEZLNSaulw33e0PieNpjuUUnzt6e08u+0Ed394Dh9bUjCu3IXj1Q+MnxYZAxyta+Pcn73VqeyaJQX85Or5OvKxRjMGeHLDcZ7ZeoI7L5zOjWcVjbQ4oxYd5XAYyUl2cdEZndef/G1zGcXffpFQaHyOHDWa8cKOskbufn4350zP4ksXTh9pcUY1esQyhPiDIV7YUU5zR4BWb4CaFi92q4UFk9LYbq6gD1PT6u13OBaNRjM8VLd4+PxftpCZ5OB/P7FwTOREGUm0YhkkVc0evvuPXfiDCqtFsIpgtRo/un/tqDjl/Gk5SeSmOLlqUT45KS7y01ysmpallYpGMwo5WNXCS7sqeWrjceravDz52RVkjuKUwKMFrVgGyS9eOcDLu6v6PhH40Ufncv2Zk4dYIo1GMxiCIcUDb5Xw3LZySqpbAVgyOZ2fXTOfRYXpIyzd2KBPxSIis5VSe7qUnaeUemvIpBpDfP+KOVw82wgA6QuGaPUYcb+aPQHq27z8Zd3JNSs/eGEPD759iLQEB1lJDubmpzJnYgoLJqWRl6rzqGg0o4GfvbyfB98+xJLJ6dxthrCfkKpnFPpDLCOWp0XkMeCngMvcLgVWDqVgYwWX3cpFs3uOLPzDK+exo6yRV3ZX0eoN0NThp7HdR3mjh7cP1BC22U9IcfGXz5zJtJykYZJco9F05dU9VTz49iGuXTaJe68e8TBLY5ZYFMuZwE+A94Fk4HGMxY+aGJlfkMb8grRTyjt8QfZXtfCd53ay60QzF/3ibdLddp68bQWzJozcmhaN5nTkWF07X316G3MmpnD3R+aMtDhjmljcjf1AB8ZqahdwRCnVfWx3Tb9IcFhZOCmNX193MlZYQ7ufN/fV9HKVRqOJNx5/kM/9ZTMCPHD9knEf1n6oiWXEshH4B7AMyAR+JyIfU0p9bEglOw3wBUI8+PYhfvHqgUjZxv+6iOxk7XWi0QwXSim+94/d7Klo5uEbllKY6R5pkcY8sSiWW5VS4ZgblcAVIvLpIZTptOGa363ttJ7l8nkTtFLRaIaZv20u46+bjvOF86b2ai/VxE4simWziHwKKFZK3SMihcD+IZZrXKGUosUboL7VR12bj/o2H+WNHdS3eSPn/PDKuXxqhXZF1miGk93lTfz3c7tYWZzJVy+eMdLijBtiUSy/BULABcA9QAtGjpVlQyjXmCQUUngDIV7ZU8mXntoGGPlWGtp9+IOnhmxx2S3My0+lKCuRi87Qb0oazXBS1+rlC49vITXBzq+uW4TNqiNcxYuYvMKUUotFZCuAUqpBRE6rRAPH69v51B/Wc7SuHYCC9ARSE+x0+IJ0+I2Pxx/sNl99XloCVy8pIDPRQbrbQUaSgwy3g7w0F9lJToy0NRqNZjjwB0OsO1xnJuWqoM0b5PHPnqmnoONMLIrFLyJWzDSzIpKNMYLpFRGZBDwKTDDPf0gp9UsRyQD+ChRh5Pn4uJlLHRH5FnArEATuVEq9bJYv4WSejxeBL6lhjPe/+WhDRKkAlDV0UNbQwYzcJFZNzsLtsJJgt+IyPwl2C95ACLfTxieXF47quELHjx/nhhtuAJgjIrsZw89Jo+kObyDIuwdrWbOrklf3VNHU4SfBbuWCWTl8dnUxCyeljbSI445YFMuvgGeBHBH5EfAx4DsxXBcAvqaU2iIiyRi2mleBm4DXlVL3ishdwF3AN0VkNnAtMAcjM+FrIjLDTCL1AHAbsA6jw7qUYUwideWifBKdNj77aOe8IQeqWimtbScvzUWiw8aeimbm5afyy2sXkpHoIMVlH/Xh8G02G/fddx9LlizZDZzPGH5OGk00m0rreWzdUV7fW02rN0Cy08ZFs3P5wJwJnDczW7sUDyF9Khal1OMishm4EBDgSqXU3hiuqwAqzP0WEdkL5ANXAOeZp/0ZeAv4pln+lFLKCxwRkRJguYiUAilKqbUAIvIocCXD3GFdPDuX0ns/CBjG+HdLailr6KC0ro2KRg/PbzfSu+880cQF970due6nH5vP+TNzSE2w47CNvjncvLw88vLygPHxnDQagF0nmvjkw+uxW4QPzs/jsrl5rJqWNSr/B8cjPSoWcyokTDXwZPQxpVR9rDcRkSJgEUYu9NxwLnWlVIWIhBOU5GO86YYpM8v85n7X8u7ucxvGGzOFhYWxitdvRIRzpmd3KvvZNfN5aVclm4828Ojao5Hyb/x9R6fzirMS+fiySXxqxWSSRlnmufH2nDSnJ3WtXv7jsc1kuB28cOfZZOloxMNObz3bZgy7igCFQIO5nwYcA6bEcgMRScLwIvuyUqq5F2N1dwdUL+WnFir1EPAQGClvY5EvXjhtVq5YmM8VC/O554q5BEOKA1UtHK5po67Ny0/W7KPNF+RwbRv3rtnHvopmvv+RuaS6R02ObAunwXPSjG+CIcWX/7qNmhYvT39upVYqI0SPikUpNQVARB4EnldKvWh+vwy4KJbKRcSO0Vk9rpR6xiyuEpE88y04D2M0BMYb7qSoywuAcrO8oJvyUY3VIpyRl8IZeUbMrxtWFnH7E1siOVqe21bOc9vKyUpysKgwnZxkp+E1lujg+hWFOG3DN//r9/sBpgLfP92ek2b80OoN8MUntvDOwVp+fNU8bZQfQWKZi1mmlPpc+ItSao2I/KCvi8R45f0DsFcp9YuoQ88DNwL3mtt/RJU/ISK/wDAKTwc2KKWCItIiIiswpmhuAH4dg9yjjt9ct4j/d+U8TjR2sOloPX9Zd5SsJCfH69vZfLSB+jYfAPe8sAeLQEhBVpKTx25dTlaSk2SXLe4GR6UUt956K4BHPyfNWEUpxX/+bTtvHajh7g/P5rrleop1JIlFsdSKyHeAv2BMbXwKqIvhulXAp4GdIrLNLPs2Rkf1tIjcijGldg2AUmq3iDwN7MHwKLvd9DQC+Dwn3VjXMEYNwiJCqttOqtvO7Ikp3LCyqNPxulYvL+yooLrFw/1vHgKgttXLZb98J3JOosNKboqL3BQX2clOEp1WnDYrTrsFl81wd3baLKbrs8Vwg3ZYcdmsJDisJDqs5KUlROw77733Ho899hhAsn5OmrHKH949wppdldx12SxuWhXTLL1mCJG+lhmYRvzvAavNon9jTJnEbLwfCZYuXao2bdrU94mjlLpWL6/sqSLJaSMYUrSYycPqWn1UNXuobPZQ0+KNLM70+kP4grEHnZ41IZkX7zwn4g4tIpuVUkuH6u/pibH+nDQjz8bSeq59aB0XzMrhd59aMupd/Ecz8eoHYnE3rge+NNgbafpHZpKz2+G8Ugp/UOELhvAFoj5BY+V/s8dPc4efpqhPQ7ufpnY//9pZEalnX2WL/gfUjHlqWrzc8cQW8tMS+Pk1C/RvepQQS2riGcDXMVZgR85XSl0wdGKNf5RSHK1rZ39VC/VtPhrbjcySje1+Gtp9NJqZJls9Abym8vAGQ/iDIeKxln2iTrWqGeMEQ4o7n9xKY7ufZ76wjNSEUeNhedoTi43lb8CDwMMYITw0g6DdF+DHL+7jsXVHTznmsFlId9tJS3CQ5rYzJSuRJKcdp92Cw2rBabPgsBn7DlvUx/zutBn2Faf95H7Y5uK0n9x3WC06RplmzHPfK/tZe7iOn149nzkTU0daHE0UsSiWgFLqgSGXZIwTCimO1LVR1eyhttVHXauX2lYvda0+alt91LR6OVbXRkO7v9N13/vwbD4wZwLpbgcuu+7wNZpYeG1PFb996xAfX1rAx5dN6vsCzbASi2L5p4h8ASNeWCSByGg33g8nSiluf2ILa3ZV9nnu1y6ewcS0BLKSnZw9LWtUB6jUaEYjx+uN3PSz81K454q5Iy2OphtiUSw3mtv/jCpTQHH8xRnd/HN7OV98cuug6pg5IZlL5kyIk0QazelFhy/I5x/fjAIe+NRiHUhylBKLV5h2CjdJcg0+ttcvXj3A/W+WEFSqk1eXP6QIBEN4AyHOn5nDfR9foP9pNBqTg1UtPPJ+KS/tqqS+zcdDn17C5MzEkRZL0wO9BaG8QCn1hohc1d3xqNAfpw3nz8yJRDgGY63JE+uPkZlkLFT0+kN4A4bbrzcQ5ESjhyc3HOtUx77Klj7v86+dFdx12SwmZbjj/jdoNGONTaX1fPL367FahAtm5fCxpQWcPzOn7ws1I0Zvr+DnAm8AH+7mmAJOO8XSlcwkJ1+8cHq3x9p9Af6xrZwnN5x6bFJGAp9eMZlkl51kl41kl50Uc5vmtpPiGp0h9jWa4aamxcvtT2xhQqqLv31uJbkp2k1+LNBbEMrvmdubh0+cscvre6u49c+bmJufQlOHn4pGD4HQqQtOspKcPPGZFXo0otH0QTCk+NJTW2lo9/PM55dppTKGGF0JQcYIvkCIN/ZVU9nUQb25sDGcg2XXiWbS3HY+d+5UlhSlc8aEFHKSnXpFsEbTDzp8QX7y0j7eP1THT66ex9x8vU5lLKEVS4y0eQPsLm/mEw+tPWXle2qCnQkpLiqbPWQlOfjTzcv1P4JG0098gRAv7a5kzc4K3tpfQ4c/yLXLJvGJZTpS8VhDK5YYmf/9VwhGTW1dOCuHn3xsPmkJdmxWbQ/RaAaDLxDi+ofXsbG0gexkJ1cvyefyuXmsKM4cadE0AyCWWGFu4GtAoVLqsyIyHZiplHphyKUbRdz94dn89z92R76/vq+aK+9/j9QEO6kJhtE9nKgrsk10kJnoYGp2EgkO7Tqs0XRHKKT46tPb2FjawA+vnMt1ywv1wuExTiwjlkcw0hSvNL+XYcQP61WxiMgfgQ8B1UqpuWbZ3cBngRrztG9HZab8FnArRjyyO5VSL5vlSziZ4+NF4Euqr1j/Q8CnVxbx6ZVFtHoD/P7fhzlS24bVIpEIwgeqWmlo89HQ7qOrzd5qEYIhRYLdyiM3LyM/LYEJqS7so2Skc8sttwAsEJFd4+FZacYWv32rhBd2VHDnhdP51IrJIy2OJg7EolimKqU+ISLXASilOiS2gFZ/An4DPNql/H+UUj+PLhCR2cC1wByMrISvicgMM4HUA8BtwDqMzupSRjCBVJLTxlcuntHj8VBI0ezxU28qmcM1bfz7YC3/3F5uzBk/tC5y7oZvX0jOKPB0uemmm3jkkUcOdnNoTD8rzejnvZJa7nv1AB9eMJGvXNS9675m7BGLYvGJSALG2hVEZCpRMcN6Qin1bxEpilGOK4CnlFJe4IiIlADLRaQUSFFKrTXv/ShwJaO4s7JYhDS3gzS3g4ffOcwP/7W3x3MfePsQ+WkJJDisJNitkWyPCXYjE2S4LNllIz3RMWQyr169GoxskLEMocbNs9KMHEopdpc3c+eTW5mancS9V83TAVjHEbEolu8BLwGTRORxjJTDNw3inneIyA3AJuBrSqkGIB/jLTdMmVnmN/e7lo8JzpmeTUF6KWUNHaccE4FH3iuNua6vXzKDOy4Y9je60+ZZaYaesDJ5aVcla3ZVcKimjWSnjQc/tZhEp/YjGk/EEivsVRHZAqwABGPevHaA93sA+AHG6OcHwH3ALWa9p9y6l/JuEZHbMKZiKCwceRfFmROSefebPedD8wVCkdTCHb4gnoCxfX57+SlK5+evHGBufiqpCcZq/QSHDbfdyGPvtA1JuP0he1aj7Tlphg6lFFuPN0aUyfH6DiwCZ07J5IaVRXxwfh5ZSc6RFlMTZ2LxCvso8IZS6l/m9zQRuVIp9Vx/b6aUqoqq9/ecdAAoA6KTKhQA5WZ5QTflPdX/EPAQGLnU+yvfcBNO1NU189303GRSE+xsP97Im/trIuU3PbKx3/f4083LOG8AcZWG8lmNteek6R/BkGJTaT1rdlXy8u5KKpo82CzCqmlZ3H7eNC6enUumVibjmpimwpRSz4a/KKUaReR7wHP9vZmI5CmlwonXPwrsMvefB54QkV9gGISnAxuUUkERaRGRFcB64Abg1/29b08EQyoSNNLjD+I3U//6AopAqPt9fzBkfA8YeecDwVAkB70/GCIQNM6J/u4zzwmE6w8q/AGjnuh9f9CIeGzcwygPe5QNlJd2VQ5IsYy2Z6UZ3fiDIdYfrufFXRW8sruS2lYfDpuF1dOz+folM7lodq5OHXwaEYti6c6gG8tI50ngPCBLRMowbDXnichCjCmSUuA/AJRSu0XkaWAPhhH5dtPLCODznHRhXcMgjcGf+fMmXttb1feJA8RqEexWwW6xYLdZsFsFm8UYmditgt1qwWa14DD3Exwn941jgqOb/c7fxazDgt1m1mmxkOS0kZJgI8VlJ8WcMovFpfm6664DmAXIaHpWmtGNxx/k/UO1vLizklf3VNHU4cftsHL+zBwunTuB82flkKRtJ6cl0tcyA3M9SiNwP0Yn80UgXSl101ALNxiWLl2qNm3adGr5D1+lttXX7TVuh9X82HA7DPtFormf6LSR4LDitlvNYyfPCV9n5JS3RpSJ3So4bVZcDkvEw2u0rtIXkc1KqaXDfd+enpNmdOLxB3lrfzVrdlXy+t5qWr0Bkl02LpyVw2Xz8lg9PVsvBh7DxKsfiOV14ovAfwN/xTDQvgLcPtgbjxTv33UhP3hhD4+tM4JGFmcndp7CCoRo83oj01FDQbrbztbvXjIkdWs0Q8XeimZu+dNGKpo8pLvtXDZ3ApfPy2PVtCyd5kHTiVi8wtqAu4ZBlmHBYbPwgyvn8oMr+86VHQop/KGudhPDVtLcEeDDv3l3QDJcu1x7QmnGFk0dfj73l834gyEeuWkZ50zPGrWjb83IE4utZAbwdaAo+nylVM9+tOMEi0VwWqx0N03c2xRiosOK3WaJ2EfC9hVja2Hz0QY+/Yf1pu1EIud0Pv+k7SX83W6z4Iyyq3R3ncNqIcFhxWU3pt9SXHYdsl8zYI7Xt/P89nL+vrmMEw0dPHnbCpYVZYy0WJpRTixTYX8DHgQexogNpQFEhH/ecTYv7qrAFwhFlITfHN2EP96AMcrxB056ihnTbQHje+DkaCjsERb2DvMFQ3GRde23LiAvNSEudWlOH7Ydb+SGP6yn2RNg4aQ0vnHdIq1UNDERi2IJKKUeGHJJhphgSFHV7Il09uH89P6gIqQUwVDURylCIUUgdPJYIGSUBbucm+62nzwWAiGE1WJ4cDlDFlz2U68Lnx9df6djShEw5fIGQnT4gpGFlB6/sagyVhfkG1dOJi1h6MLBaMYXh2paI4sZd51oJjfFyV//YyVn5KWMtGiaMUQsiuWfIvIF4FmiYoQppeqHTKoh4Jv/t4O/by7r+8Q4YLMIFotgFYnsd9qKYO2mzGY9ecw4bsGVYCXd7ehUp9UiZCU5KEh3k5PiJDvZSU6yi+xkJykum465pOk3gWCI//z7Dp7degKAhZPS+NZls/jYkgK9mFHTb2JRLDea2/+MKlNAcfzFGTpuWDmZ90pqae7w0+Yb3Iyew2ohzW3kYElLcJDqtpNu5mNJSbDjsltx2Cw4zY8jbP/osu+0GeFYupbbLKKVg2ZYCARDvLa3mj+8e5iNpQ189pwp3LxqChPT9NSpZuDE4hU2ZTgEGWrmF6Sx9lsX9nqONxCk1ROgJfLx0+zx0xz1PVLeEaDFa3yvqfZGyuJhF7FaBLfDSpLTFllXE70o0hZZUHnSiB9ZfGkJL6CMWnRpOXm+zWqhzRvgzCmZzCvQ6ZNPZ5RSfOmv2/jXjgpyU5zcc8UcblhZNNJiacYBsWaQ/CpGBsnbxnMGSafNijPJOqihv8cfNOw3waBhgDeN8F7/SQO9L2DaeQLByPGu5W3eIG3eAG2+AB2+IIGQigSt9HuMcwMh1SVszEnX6IBps+mN0ns/OOC/UzP2+eN7pfxrRwV3XjCNL144fdQkntOMffqTQfIs83tMGSRPV1xmLhUY+bhI4XU4j7xXyr1r9nU69vnzpo6QVJrRwKbSen784l4uOiOHr1w8Q0+9auLKUGaQ1IwAvkCIdl+Adl+Qdl+ANm+QbccaO51z5MeX647kNKa21cvtT2xhYloC912zUP8WNHFnyDJIagaOUoqQgro2L79+vYQTjR3kJDtRClp9Adq9Adp8Ru6W8FRZm9dQJn2FoXnja+fqjuQ0pqndzx1PbKGh3c8zn19GqnvkR9aa8cdIZJAc1RysaqG+zUebL9qIH6DdFzDD5Jvh70PGNmzfCARVJPR9wAwDEwwp/CFFMOp7eK1KIMoOcnIbrqd75ZCb4iTRYYsExMxKclDodOO2nwySmRgVRNPttJFoOgFMTEsgL9Wlw3CchtS3+Xh1TyVrdlXyXkkt/qDiZx+bz9x87byhGRp6VSwiYgHSgauITwbJUcvRujbO/dlbPR63CJ3C13fyvrJ0LbNgtQhOuwW3xYI9vC7FKsbiSfO73XpyvUp4XYtxnnEOwHsltUacpnOncuUinelXExvVzR5e3m0ok3WH6wgpKEhP4MaVRXxk4UTmF6SNtIiacUyvikUpFRKRO5RSTwP/GiaZRoQjtW2nlOWnJfDJMwv55PJC0tz2EZlCuvPCYc9zrxnDlFS38F/P7mJDaT1KGdG7P3fuVC6fl8eciSl6GlQzLMQyFfaqiHwdI2x+pPfta+W9mcflQ0C1UmquWZZh1lOEkTzq40qpBvPYt4BbMeKR3amUetksX8LJ5FEvYoyY4h7P/ryZORz58eXsr2rh0v99B4ATjR387OX9/Ozl/VgtQpLTRpLTRrLL+CQ5bSS57LxfUkuCw8rvb1g6JkNf3HLLLQALRGTXWHhWmu45UNXCJ3+/nmAoxJcunM5lc/OYkZuklYlm2Ikl0deRboqVUqrXlfcishpoBR6N6qx+CtQrpe4VkbswEoZ9U0RmA08CyzHS3b4GzDDT3W4AvgSsw+isfqWU6jMzYTwSSL22p4pNRxtITbDT5jUXSHoDkUWUrd4AO080dbpmLK4N+fe//8255567FwgN97PSib7iQ4vHz0d+8x4tHj+Pf2YFMyckj7RImjHIsCX6GujKe6XUv0WkqEvxFRjpigH+DLwFfNMsf0op5QWOiEgJsFxESoEUpdRaABF5FLiSYUp5e9HsXC6andvrOd5AkJnfeSny/WMPvE9mkoOMRCc5yU6WT8lgSlYiuSkurKM0fP3q1avBSDMcbdkfU8/qdEYpxTf+voOjdW088VmtVDQjz3CvvM9VSlUAKKUqRCTHLM/HeMsNU2aW+c39ruU9yXobcBtAYeHwJNNy2qw8ddsKntpwDH9IUdfq5UhtG5uPNlDf5iPs4GW1COlueyQt8pLJ6fzxxmWkJIzaoJFD9qxG4jmNV47Xt/O1p7ezobSeuy6bxYrizJEWSaMZNSvvu+tZVS/l3aKUegh4CIwplviI1jcrijO7/Ydu8fjZdryR4/UdlDd28Id3T84qbj7awIJ7XiE1wc68/FTcDqu5at8SWb3vtFk6bTvvG0Eso7ddrxkihTXoZzVSz2k8UVrbxi9fP8i/dlRgswrf/dBsbl5VNNJiaTTA8K+8rxKRPPMNOA+oNsvLgElR5xUA5WZ5QTflY4Jkl51zpmdHvn/tkhm8faCGhnYf/qCisd1HSXUr+6taqW31RvKteAInc68Mhg/Oy+P+6xcP9PLT6lmNJZra/Xz6j+upbvbysaUFfObsKRRnJ420WBpNhOFeef88Rhj+e83tP6LKnxCRX2AYhKcDG0yDcIuIrADWAzcAvx7gvUccEeG8mTl9n2iizERf4aRknqitJxCkucPPwepWHnjrEE0d/lOuDw3OIeu0flajlVBI8bW/baOi0cNf/2MFSybrjI6a0ceQrbwXkScxjL9ZIlJm1nMv8LSI3AocA64BUErtFpGngT0YRuTblVLhpCmf56QL6xpOI2NwMKRoaPdR1eylpsVLbauX2hYv5U0dlFS3su14I/7gSeXx4QUTOSMvmTkTU5kzMYWsGKM0X3fddQCzANHPavSilOLnr+zntb3VfPdDs7VS0YxaenQ3FpFVSqn3RMQJJHFy5f26sbDyPt5urMGQosNvxOcKh7v3dgmLH85dH8l5H1Cdv5u57Dt9D4bwm2Wt3iBNHT4a2v00tvupb/PSXXSXdLedqdlJzJ6YwqLCNKZmJzE9J5kEh3XAf1+83Az7i3Y37p1QSLH1eCNrdlawZlclJxo7uHpxAT+/Zv5odfrQjGGGw934V8ASYK1SajFjfOX9icYOnt1ShsNmwSJiBnA8GQG4wx+OCGwoj3YzuGOH3yjzBgafwCtM5wRdFhxmGBi3w0hDPCM3idQEB9lJDnJTXUxIMdIOZyY5yUx0mGH5NeOdP7x7hIf+fYiqZi92q7BqWhbfuHQmH1kwUSsVzaimN8XiF5FHgHwR+VXXg0qpO4dOrPjzqYfXdxu2pSeSnTaykp0UpLvJTnaSleQgK8lJqtuOy3Yy9XA4xXA4rbDdKjjCSqPrdzOLo+4UNL3hC4R4bN1RfvDCHpYVpXPXZbO4YFYuqQk6ErFmbNCbYvkQcBFwAYa78Zjm0VuW89i6owSCCm8gSFWzl1avkU642eOnucNPqzcQmXpq8QZo8QZOUUY2i5BohnZJdFpJdhm57tPddhKdNpo9ftISHHztkhkkOmMxYWk0J/nbpuPc88IeWjwBzpmexR9uXIbDpiNSa8YWPfZ8ph3lKRHZq5TaPowyDQmTMtx8+/Izej1HKcOOUtvio6bVQ6uZHrjVG6C5w09Vs4fyJg/ljR1s7ZI8qyvTcpL45Jl68Z8mdt4/VMtdz+xk4aQ0bj9/KqunZ+s0B5oxSSyv1B0i8jrGSuy5IjIf+IhS6odDLFvcCYWUuV4kRJsvYMT/8hpbQ4EYiqS+zceBqhbqWn2R0UybL3hKfU6bhfx0I89JboqLwgw3OcnG9qypegW0pm9qWry8sqeSNTsrebekloL0BB65eRkpLj3tpRm7xKJYfg/8J/A7AKXUDhF5AhhziuXOp7bywo6KQdeTl+pi5oRkFhemk+IyEm8lm9tEp41kp42qFg8pLjtuh1XbVDSd8PiD/G3Tcf65o4JNpfWEFBRluvn8eVP59IrJWqloxjyxKBa3UmpDl84xMETyDCk3rypi3eE6nDbrScO7Gf7EGWWMB/AHFX4zM2S0e3BTh58Wj5/3S+p4a39NzPf+/HlTWVmcyeoZ2X2frBm3NLX7ufrB9ympbmV6ThJ3nD+Ny+blMWtCsn4B0YwbYlEsteZq+/DK+48Bg3/tHwGWTM5g03cujlt93kCQtig7TOTjOWmXeX57OSXm6vgH3jpEUaabSRluyhs7+ONNy5icmRg3eTSjG6UUX/vbdkpr23jo00u4ZM6EkRZJoxkSYlEst2MEDJwlIieAI8D1QyrVGMEY+VjJSHR0ezwUUlw0O5fqZi+Pri1lza5KSuvaKa1rB+Dah9ax9lsXDqfImhHkwbcP89reKr7zwTO0UtGMa2LJx3IYuEhEEjHydXQAnwCODrFsY54fvbi3U0TjrigF1z+8LrLOxWGzdNo/WSadvhuLKi3YbYLNEi7vad9CgsOKy9wm2LXNZzhpbPfx2t5q1uys4PV91Vw+bwK3nj2gFEcazZihR8UiIikYo5V8jACEr5nfvw5sBx4fDgHHMh9fOon3D9Xh9QdJddvJSnLisFrwmiFcfGaAyRZPIBIaJlweDv/iM7/Hk513X0KyNhAPGbWtXl7dU8WLOytYe6iOQEgxMdXFZ86ewpcvnqEVu2bc09uI5TGgAVgLfBb4BuAArlRKbRt60cY+Mycks+ZL58R8fiAYor7dR02Ll5LqVqqbvbT5jFAzzR1+Gtp9NLb7TQeCAE3mos7+8IE5uTokzBBQ2eTh5d2VrNlVwfoj9SgFkzPd3Hr2FC6bl8eCglStUDSnDb0plmKl1DwAEXkYqMXIItkyLJKNYZRSNHcEqGk1IhI3tvu6xCEL0u4PGKv+O/yUNbRzvKGDhnYf3cUEddktuB023A4rboeVBIeNdLfDmNpyWHHbrVH7NhIcFhIcNtz28PlWzshLITfFNfyNMc5RSvGd53bx+PpjgLEw9o7zp3Hp3AnMzkvRykRzWtJrrLDwjplr44hWKn3T4vEz7+5XYjo32WUjJ9lJZqKTS+dOIDvJiEmWmeRkYloCxdmJJDpsWC26cxqtPPzOER5ff4xrl03i1rOnMD1X55vXaHqLF7FARJrNTwswP7wvIs2DuamIlIrIThHZJiKbzLIMEXlVRA6a2/So878lIiUisl9EPjCYew81LruVG1ZOjuncFk+A8kYPDe0+3j1Yy/Pby9l0tIELZuWwcFIaKS77iCuV8fysBsuGI/Xc+9I+PjAnlx9fNU8rFY3GpLdYYUM9EX9+l7wudwGvK6XuFZG7zO/fFJHZwLXAHIyMha+JyIyo5FKjCrvVwj1XzOWeK+ailKKm1dsp0GWLJxAJy1/X5mNvRQuv7a2KXH+kto2Fk9K4edWo8hwal89qMFS3eLj9iS1MSk/gZ9cs0FNeGk0Uoyn87hUYGScB/gy8BXzTLH9KKeUFjohICbAcw6lg2AkEQ7SbCb/avIZhPbI14481tvtp7PDT6gnQ4jEM7M0eY+FkizdcHiDQXRYvID8tYZj/qn4zJp7VUFFa28aX/rqN5g4/f755uQ7BotF0YaQUiwJeEREF/E4p9RBGkMsKAKVUhYiEk8PnA+uiri0zy05BRG4DbgMoLIw9svCxunaufWgtZxZnImJMUUUSgJkKI6xAYk34ZbMIyS4byS47SWYssYlpLpJdyZHvyS47mUkOspOcZCc7mZDqIsPtwDK6bCpxf1YDfU4jyZHaNl7cWcGLOyvYXd6My27hl9cuZPbElJEWTaMZdYyUYlmllCo3O6RXRWRfL+d218t2+6pvdnoPgZHyNlZhVv/sTQCe3Xoi1kuwWoR0t500MxdL9DYn2Um62xFJ/uWwWXDZrJEFigl2Ky6HhXS3A/voD4se92c10Oc0Emw+2sBv3yzh9X3VACyYlMa3LpvFhxZMHAsjS41mRBgRxaKUKje31SLyLMZ0SZWI5JlvwHlAtXl6GTAp6vICoDye8vzwyrl857ldfGh+HhaRTgsTfYEQ3sh+sFN5hy9IU0cbJdUD6xvzUl2jPqTLaHtWw8me8mauf3gdboeNz54zhRtWFjEpwz3SYmk0o55hVyzh0DBKqRZz/xLgHuB54EbgXnP7D/OS54EnROQXGAbh6cCGeMr0qRWT+dSK2Dy5wLCz7DzRxGPrjnKkto1kl50Wj7FwsbnDyErpC/Y9ZXbXZbMGI/aQMxqf1XDR7PHzhcc3k+Ky88KdZ5OTrNcAaTSxMhIjllzgWdOLxgY8oZR6SUQ2Ak+LyK3AMeAaAKXUbhF5GtiDEa7/9pHyMnp603F++2ZJJIhkmJm5yaS67UxKd+PKsRhTXXYriU4bKS47yS4bqQl2puUkMSnDTbrbPla8iMbssxoMoZDiP/+2neMNHTz52RVaqWg0/WTYFYsZ1HJBN+V1QLfzQkqpHwE/GmLRekUpxTf+vqPbY/urWrBahCSnjSSnjZwUJ5mJDnzBEEHT88tuFY7UtlHd4iXRYTWTglkjycFG40LIsfqsBorHH+TNfdU8ufE4/z5Qw39dfgbLp2SMtFgazZhjNLkbj2pEhO3fu4SKpo6Iu3Czx0+z6VLc5g27EweobPJwotHD3ooWY+1KjPG8HDbLKQEns5KcPHbrcs7I095HQ4nHH+SaB9ey80QTGYkOvnHpTD5zzqhaS6TRjBm0YukHqQl2UhP6v2bBHwzR0O4z3Ji9QVq9AY7Xt/PL1w9yorEjcl53UYxrW71sPdaoFcsQEgwpvv3MTnaeaOKnV8/nqsX52Ea/t55GM2rRimUQKKXw+EM0e/ym8T5g7gciq+yjV9yH95s6/ByubYsEnDxneha5KS5ykp2RbU6Kk5xkF9nJTh2NeAgIBENsLG1gza4KXtpVSXWLlzsvnM7Hl03q+2KNRtMrWrHEyMbSem784wa8gRBpCXYURsBJf7B3V2O7VSIG/JQEuxl40sVHFuSzcmomcyamkOjUj2E4+d3bh3jo34epa/PhtFk4d0Y2Vy3O5wM6q6NGExd0jxYjf3qvlHaf4eBU1+aLlM/OSzFHF8YIIzfFSXayK1KW5naQYLeOOsP86Yg3EOSP75byk5f2saI4g3tWFHHezGyt2DWaOKP/o2LkV9ct4luXz+LVPVV8/597IuV7KprZU9H39Q6rBZfdgst+cgW+024lIVxmt9LuC3KisYMFBWn86KNz9RRYnAiGFD94YQ9/31xGqzfARWfk8MCnloyFqAcazZhEK5YYsVqEgnQ3N68yVmA3dfjpMINRevzGp8MfxOMPmVuzzNdNWWQbwuMLUtbQQUl1a+ReJdWt3HJ2EXMmpo7gXzx++OVrB/jT+6V8cH4eH1tcwOoZ2XoEqdEMIVqxDACrRchIdAy6HqUUG47U84mHTsZtvPeqeVw0O5esJOeg69fAm/ur+dUbJVy9uICfXzN/rCxM1WjGNFqxDDFt3gB1rT4qmjrYWFpPrbl/rL6DvRUn86XZrcLu71+Kw6anZ+JBMKR4auMx7n1xH7MmJPPDK+dqpaLRDBNasQyAUEjR1OGnrs1HXauXQzVtlDW0U9fqo67NS02rUV7X6qPDf2pEk2k5SeSlurh6cQFTstycWZzJsiK9wjtevLqnip+9vI8DVa0sKEjlV9ctIsGh7VUazXBx2isWXyBEuy9Aq5msq9V7chFjuy9Am5mHpbLJQ2ldG8fq2jne0H6Km7HVImQmGvnqs5IcFGclRvLXZyU5yUxykJ+WwPScJP3mPASEQortZY385g0jxH1xdiL3f3Ixl8+boNtboxlmxr1iaWr3873nd7G9rAlfIITTbsHrD0WyPfa1DiVMosNKUVYiZ+SlcMmcCeQkG8oiI9HB5IxECtITRluCrtOCUEjxyPul/OGdw5Q3eXA7rHz78lncvGqK9vrSaEaIca9Yntx4jOe29Z0SxGoRJqS4mJBqflJc5KW6yDW3eWkJZCY6tAvwKMEfDPHaniqe2HCMdw7WcuaUDL56yUwuPiOXVLdOFazRjCTjXrHcdk4x8wtS6fAFqW7xUtnkobrFQ1MkzIoRRLLFE6Cuzdspdld35KW6mJThJifZSCecmmAn0WHD7bQaWzNycXib4rKT5rZrhRQnlFK8tb+GH724l5LqVjISHXzlohnceeE0PeWl0YwSxr1isViEs6ZmxXy+LxCi1XtS2TR3+Gn2+Glo91Pd7OVofRtl9R3sLm+mpsVLa4yRi7vy/B2rmF+QNqBrT1eCIcUdT2xhza5KCjPcPPipxVx0Rq4OGKnRjDLGjGIRkUuBXwJW4GGl1L1DcR+HzUKGzRHzOpVgSNHhD9LuPWnob/cFafMFqG3x8rdNZWworT/luuaOgSmk0c5QPqdfvn6QNbsqufPC6dxx/jTtmq3RjFLGhGIREStwP3AxRl71jSLyvFJqT+9XDj3RCb7C7Chr5OO/29jjNVctysfjD/JeSS1uh5Vkl40kp50klw233TpmnQCG8jm9tb+aX79xkKsW5fOVi6braS+NZhQzJhQLsBwoMTMaIiJPAVdgpMAddZQ3eno9/szWEzyz9US3x0QgyWHjQwsm8uOr5g2FeEPJkDynwzWtfPmv25iRk8yPPjpPKxWNZpQzVhRLPnA86nsZcGbXk0TkNuA2gMLCwuGRrBsunTuB0ns/GPkeCik8ASNuWCROmM9YPxNeO9MalYGysd3H1OykEZN/EAzJc8pMdLJiSiZ3XTZLL3TUaMYAY0WxdPeKesoCFKXUQ8BDAEuXLo1tgcowYLEIbocNt2OsNPeAGZLnlOq28+CnlwxeOo1GMyyMFetnGRCd2q8A6Htxima40c9Jo9GMGcWyEZguIlNExAFcCzw/wjJpTkU/J41GMzamwpRSARG5A3gZw431j0qp3SMslqYL+jlpNBoYI4oFQCn1IvDiSMuh6R39nDQazViZCtNoNBrNGEGUGjXOU3FFRGqAo4OsJguojYM4Q1lnvOqbrJTKjkM9/aKfz2konsdg0PL0jpand0ajPOnAWqXUpYOpaNwqlnggIpuUUktHc51DIeNoZbT9rVqe3tHy9M54lkdPhWk0Go0mrmjFotFoNJq4ohVL7zw0BuocChlHK6Ptb9Xy9I6Wp3fGrTzaxqLRaDSauKJHLBqNRqOJK6elYhGRS0Vkv4iUiMhd3Rz/TxHZZn52iUhQRDLMY6UistM8tqkfdZ4nIk1R9X63r2tjqPN6Edlhft4XkQVRx7qVcyzSVzsM4X1PaUMRyRCRV0XkoLlNjzr/W6aM+0XkA3G4/x9FpFpEdkWV9fv+IrLE/DtKRORXMsC8Az3Ic7eInIj6XV8+jPJMEpE3RWSviOwWkS+Z5SPSRr3IMyJtJCIuEdkgIttNeb4/bO2jlDqtPhihRg4BxYAD2A7M7uX8DwNvRH0vBbL6WydwHvBCrPLEWOdZQLq5fxmwvjc5x+Knv88rzvfu7ln/FLjL3L8L+Im5P9uUzQlMMWW2DvL+q4HFwK7B3B/YAKzEiD69BrgsjvLcDXy9m3OHQ548YLG5nwwcMO87Im3Uizwj0kbmtUnmvh1YD6wYjvY5HUcskWRUSikfEE5G1RPXAU/Guc5Yru2zTqXU+0qpBvPrOoxowuONwbTtUHAF8Gdz/8/AlVHlTymlvEqpI0AJhuwDRin1b6BrXut+3V9E8oAUpdRaZfQQj0ZdEw95emI45KlQSm0x91uAvRg5gUakjXqRpyeGWh6llGo1v9rNj2IY2ud0VCzdJaPq9uGLiBu4FPi/qGIFvCIim8VIWNWfOleaw9I1IjKnj2tjltPkVow3id7kHIv0tx3iSXdtmKuUqgCjIwFyhlnO/t4/39wfSrnuEGM69o9R0yrDKo+IFAGLMN7KR7yNusgDI9RGImIVkW1ANfCqUmpY2ud0VCwxJaMy+TDwnlIq+i1tlVJqMcbU0+0isjrGOrdghE1ZAPwaeK4PeWKWU0TOx1As3+xDzrFIf55XvOlPG46knL3df6jlegCYCiwEKoD7hlseEUnCePn7slKqubdTh0OmbuQZsTZSSgWVUgsxZjOWi8jc3kSPlzyno2LpTzKqa+kyDaaUKje31cCzGNMdfdaplGoOD0uVEQHYLiJZvVwbk5wiMh94GLhCKVXXh5xjkRFLHtZDG1aZUwOY2+phlrO/9y+j8xRpXOVSSlWZnVcI+D0nf2fDIo+I2DE68ceVUs+YxSPWRt3JM9JtZMrQCLyFMQMz9O3TX4PQWP9gpAo4jGGcChuD53RzXirGfHJiVFkikBy1/775oPqsE5jAyXVDy4FjGG8C3V4bY52FGPOgZ3Up71bOkW77oXxeQ3Dfnp71z+hs+PypuT+HzobPwwzSeG/WW0RnY3m/74+RgG0FJw2vl8dRnryo/a9gzNEPizzm9Y8C/9ulfETaqBd5RqSNgGwgzdxPAN4BPjQc7TNsHcRo+gCXY3hsHAL+yyz7HPC5qHNuCv8AosqKzYbfDuwOXxtLncAd5jXbMQztZ/V2bYx1Pgw0ANvMz6a+5ByLn57aZ4jv2W0bApnA68BBc5sRdc1/mTLuZ4CeTl1keBJj6sSP8dZ460DuDywFdpnHfoP5ghMneR4DdgI7MLKF5g2jPGdjTMnsiPofuHyk2qgXeUakjYD5wFbzvruA7w70N9xfefTKe41Go9HEldPRxqLRaDSaIUQrFo1Go9HEFa1YNBqNRhNXbCMtgOb0JisrSxUVFY20GBqNBti8eXMzcUhNrBWLZkQpKipi06bBxchs9vhJcdnjJNHw4/EHcdmtca93rLaLUooOfxC3I77dk8cfxGmzMMCYlyNOhy9IgiP+v5NoROTgYJUK6KkwzRjnkfeOsPD7r/Dn90tHWpQBsWZnBfPufpkH3z4U13p/+dpBFnz/FZ7acCyu9Q41Sim++X87WPrD19h1oilu9e4oa2TZj17j1j9vwh8Mxa3e4eLrf9vOoh+8Etc2GUq0YtF0QoYgpcBQsa+ymXte2ENIwQ9e2ENVs2eobxlXGtt93PXMTvxBxf++doA2byAu9a47XMf/vHYApeDuf+6msd0Xl3qHgzf3V/P0pjLafcG4KdsOX5DPPbaZFk+AN/ZV8/fNZX1fNIp492Atf99chscf4uF3Do+0ODGhFYsmgohYgfsxYmPNBq4TkdnR5yilfqaUWqiM+EPfAt5WnWOpnW8eXzrU8j7078M4bRae+cJZBJXiL+uODtm9mtr9ca/zkfdKafH4+e6HZuPxh1h/pK7TcY8/OKB6/9+Le8lPS+DZL5yFxx/iqY3H+75oAAxFm/z2zUNMznRzzZIC3txXTSh0cp2dLxCi3dd/5fuvnRWUN3n48y3LmZefysPvHO5Ub7xQStHiiX+b/M9rByhIT+CqRfm8vrf6FNkH+jsZSrRi0UQzFCkFhgSlFO+X1HHx7AksLkznojNyeXz9sSH5J3tmSxmLfvAKX/3rNoJx7JDe3F/N4sJ0rl0+CYvA9uMnpzkeX3+UeXe/zMu7K/tV5/H6dnaUNXHzqiIWFaZz1tRM/vx+adynf57acIwF97wS1ym8+jYfm481cOXCfJYVZdDmC3K0vh0AbyDIR3/7Hqt/+ma/R6bvl9SSmehg9fQsbj17Codq2vj3wZq4yQ3G7/GmRzay+Aev8ko/n1lvVDd72Hy0geuWF7KiOJMWb4DSujYAAsEQX35qKyt+/DoVTR1xu2c80IpFE81QpBQYEsoaOqhs9rC8yIhAfsuqKdS3+Xhu64m43sfjD3Lvmn2EFDyz9QR/eDc+UxH1bT52nmhi9Yxs3A4bxdlJ7KkwAvNWNnm4+/nd+IOKe/65p19v1+8crAXg3BnZgNEuFU2efiuo3vD4g/zvawcB+NnL+9lR1hiXetceqkMpOG9mNmfkpQCwp9xok7+sO8bu8mZqW3386vWDMdeplOL9Q3WsmJqJiHD5vDxykp38Kc42ubcP1PD2gRr8QcV3/7E7bi84648YkwFnT8tiXkEqADvKjBeQpzYe57lt5TS2+/mfVw/E5X7xQisWTTRDkVLg1JuI3CYim0RkU03NwN4cw/9wy6ZkALCiOIMpWYlx7UAB/rbpONUtXp747JmsLM7k0bVHiUcYpE2l9SgFZ03NBGB2XkqkE33k/SMoBV84byonGjs40Rj72+j6I3VkJzuZlpMEwAWzcihIT+DZLfFTuE9tOEZls4cHP7WYjEQH970Sn05tf1ULFoEz8lKYnpuERQw7Wiik+N3bh1g1LZOrFufz/PbymJ/Bkdo2Kps9kXZ22Cx8ZMFE3j9UhzcQn85fKcUvXz9IfloCj96ynMpmD4+vj4/TxKbSetwOK3MmpjA9JwmnzcKuE00opXjgrUMsK0rng/PyWHu4ru/KhhGtWDTRDEVKgVNQSj2klFqqlFqanZ09IEE3HqknNcHOjJxkAESEs6ZmsrG0gUCcpn18gRAPvn2YJZPTWVmcyZWLJlLW0MHB6ta+L+6D3eXNiMDsicab+Rl5KZxo7KCp3c9b+2o4sziDi2bnArC/siWmOpVSrD9cz5lTMiIutRaLcM70bDYcqY/LNF6HL8j9bx1iRXEGl87N40Pz81h/pC4uU20l1S1MzkzEZbfislspzk5ib0ULu8qbqG7x8rElBSyclEaLJ0BVszemOsMd7llTsyJly6dk4AuEIm/+g+Wdg7VsPdbIF86fyuoZ2cwvSGXNzoq41L23ooXZeSnYrBZsVgtn5KWw80QTJdWtnGjs4KrFBcyemMLx+o64OX/EA61YNNFsBKaLyBQRcWAoj+e7niQiqcC5wD+iyhJFJDm8D1yCEQ11aAQtrWfp5HQslpODrBXFmbR6A+wu7y3XU+w8t/UEJxo7uOOCaYgIK4qNt94NR2LNztszu8ubKc5KjKzVCCuY1/ZWsb+qhdXTs5maZYw6jtS2xVRneHrwTHMUF2ZFcQYt3gB7KwbfLo+vP0pNi5evXDQDgMWF6Xj8IfZVxKb8euNAVWtkpAWGst1d3sSb+4xR7TnTs5mWbRwviVG5v3+ojgkpLooy3ZGyZUVG+8TjOQL88vWDTEx1cc0S451s1bQsth1vjEtHX1LTuU3m5qewu7yZ1/cZKVTOmZ5FYYbxt5U1jB47i1YsmghKqQBGeP+XMfJ1P62U2i0inxORz0Wd+lHgFaVUdI+XC7wrItuBDcC/lFIvDYWcda1eDte2RabBwpxZbHxf18e0QGuM//C/f+cwc/NTOM+0VxRmuMlJdrKxdPAd0r7K5ogdAWDp5HTcDitf+9t2AM6bmUOq206a2x4x1vZF2EYzNz+1U/mZUwyF2Fe7xGLLeXTtUVYUZ3CmqWQXFaYBsPV4Q0wy9oQvEKK0to3pUZ3o2dMyqWjy8D+vHWDJ5HSykpxMinSi7X3WGR7BrTTtK2HSEx1Mz0nqU7EEgqE+p8vKGtrZfLSBG88qwmEzutOVxZkEQopNRwfXJvVtPurbfJ0Uy+rp2bR6A9y7Zh8zcpMoSHdHFMux+r7bZLjQikXTCaXUi0qpGUqpqUqpH5llDyqlHow6509KqWu7XHdYKbXA/MwJXzsU7DXfjud36UBzkl0UZyf22oG+ua+aRfe8wk9f2tfrPaqbPRysbuWKBfmRTklEWDYlg42DfNPt8AU50djBdHMaDyDRaeOTywsBo2OaOcE4NjkzkaN1sXUYeyuM6bXwtWEmpBpv7OsO9yz3OwdrmP/9V/jNGz0bxk80dnCsvp0PzJkQKctPSyAn2cnWY40xydgTR+vaCIQUM3JPyv7B+ROZmOoC4IaVkyN/i0WIye5U0+KlttXLgoLUU44tn5LB5qMNPU4PevxBPvyb97jwvrfp8PWsXN4/ZPzWzp15ckp3aVE6dquw9tDg7B7hUdnUKMVy3swcirMSAfjaJTMBIsr2uFYsGs3ACU/pdO1AwZgO683O8r+vHcAfVPz+ncPUt/W8cHBDaWfngDDLizIob/LE9MbcE4dqWlGKTm+iAHddNos/3rSUP9x0cglQUaY75hHL3opmpmQmdhsKZUVxJhuO1PXYkf78lQO0egPc/+ahHtdirDcVdngEBIayXVSYxpZjg3s7P1BldKLRbZLktPH8F8/m6f9YyRULDedEu9VCXmpCTNM+e03b1KyokWGY5VMyaO1levCZLSfYW9FMWUMHT2/qeR1Q2JV5ZpRCdDtsLJyUxtpDtX3K2BthxRKe/gPD+eAfd6zir7et4BLTBpfutpPktOkRi0YzGPZWNpOT7CQzyXnKsbCdZU83HYbHH2THiSYumzsBf1Dxf72swN5U2kCC3fDGiSYe8/OHak7tRAFsVgsXzMrtpBgmZyZS3tgRkwfT3oqWTtNr0ZxZnEGzJ8C+ylPbpabFy/bjjVx0Ri4d/iD/3N694Xn9YcNhYlYXhb6oMJ2jde3UtcZmUO+Og9UtiMDU7M5tkpXkZHkX5V6QnhCTYt9n/ga6ygt9P8ftxxvJSHQwZ2IKz2zp/ncSdmXuOtUGhuLaXd48KLfjkupWEuxW8tMSOpUnu+ycWZzZaSRdkJ6gRywazWA4UNXS7WgFYMWUnu0sh2vaUAo+OD+PGblJvFPS8xvlhiP1LCpMw27t/C8yc0IyyS7boOwsh6pbsQgUZbn7PLco001I9W2YbfH4OVbfzhl53bfLSTvLqXKH39pvObuIgvQE3tpf3W0d647Usawoo5PDBBgGfIBtxxt7lbE3Dla3UpjhjinI4qQMd0xv5/sqW8hLdZHmdpxybGJaAgXpCT0qlv1VLczITeLyeXlsL2vqVmkeqmmlusXLqmlZpxybl59GIKTYF6NHX3eU1LRSnJ14Snt3R2GGm+ODGEXHG61YNGOKUEhxqLrtlLf9MDkpYTvLqR3GwWrjn3x6TjLLijLY0sMce7PHz97K5shbbTRWi7B0cvogRyxtFGa4cdr67kQnZxrz6cf6sLOEXZJ7GrFMTEugMMMdmc6KJuw+PSM3mZXFmaw/Un+KIb+yycPRunZWFJ/aJvPyU7FaZFB2lpKq1k6G+94ozHBT1eztczSwt6K529FKmOVFGWwsrT9lTUwopDhQ1cKsCSmR9S/d/Z7C9pVVU7tRLKZdZ+cgFo8eqm7t8XfelUJT2Y6WVPNasWjGFBXNHjr8wV7/4VYUZ7LxSP0pdpaS6lasFqEoy93rHPvmow0oxSlTMGGWFmVwqKaNpo6BxYU6VNN6ypRPT4TdZPuys4T/ju7sCWFWFGewofRUpVFS3Uq6205mooOVUzNp6vCf8qYdjmMWdrmOJsFh5Yy85AHbWfzBEIdrW5mW07MSiCYW91pfIMShmtZe22P5lAzq2nwcqunctmUNHbT7gsyckMy8/FSSnDbe78Ze8l5JLflpCUzKSDjl2MRUF5mJjgGvlWnzBjjR2NHJvtIbkzLcePwhagYxHRlPtGLRjCkinjK9/MOFYyp1tbMcrGplcqYxUggrjfXdjDw2HqnHapGIK21Xwp5Lh2v6v1AyGFIcrm3r5OnTGxmJDpKdtj49w/ZUtJDiskW8qLrjzCmZNLb72V/VWWmUVLcwPScZEYm4EXedSlx3uI5kl63HEdGiSensKGsa0Bvz0bp2/EHFjNxYO1GjI+/NpnCophV/UPU6Ygk7ZnSd1gy3z4zcZGxWC8unZJyysj0YUqw9VMeqaafaV8Cwe8zJTx3wmqrDprLrz4gFRo9nmFYsmjFF2CDb27RJT3aWg9UtkevyUo059u5cQjeW1jN3YkqPiaamZhvTU7Eu0oumvLEDXyAUqaMvRITJWX17hu0pb+KMvJRek1h1t85HKWUsTDQ79XxzyqxrR7r+cD3LizKw9jDfP3NCMq3eABVN/U9dUBI1RRkLk2JYt7HdtPfMyz/V1ThMcVYiWUmOU6Y191d29jo8a2omh2vaOgV63FPeTLMn0K19Jcz0nCQO17YOKJJySY3RJrEqlnCbxOqaPtRoxaLpRAz5WM4TkaaonCzfjfXaeLCxtIEpWYndeoSF6c7O4guEKK1r79R5fXBeHq/vq+oUMqW21cu2443dTvmEKcxwY7fKKVMosVBS0/eIqyt9rWVp9QbYVd69TSiagnQ3BekJnRRLbauPpg5/J0V93sxs3t5fQ7UZRXj78UYO17axekbP4XfCHeBAlG3Y1XhqTmzKNjvJictu6VWxbD3WSJrbzpSsnusUEZYVZZyqWKpaKUhPIMlpvFicPysHgCej4n+9sKMcq0U6hYrpytTsJDz+EOUDiDxcUt2KzSIRG1tfhH+T8Qg3FA+0YtFEiCUfi8k74ZwsSql7+nntgAmFFJuPGqFc+qKrneVoXRvBkGJ61HTL586dSpLDxs9ePrlY8oG3DhFScM3SSafUGcZmtVCUmTigTvSQeU1xfxRLhpvj9e09rs0JL/Q7sxvDeleM9Swn7SwHuxkt3LJqCoFQiD++VwrAH949QrLTxlWLuw10bV6fZNbX/zY5WN3KpIyEmFMRiwhFmYkRt+3u2HKsgUWT0vpMQ7ysKOOUQJ/7Kzsb/admJ/GBObk88r6RP6fDF+Spjcf5wJxcspN7fsEZjLItqTambcOr+fvCYbMwNTspMqIfabRi0UTT33ws8bo2Jg7XttLQ7u/zzRxOtbMc7MY2k57o4PPnT+W1vdWsPVRHdYuHv6w7ypUL8/ucgpiWkzQgG8uhmjbS3XYyEk91ge2JosxEAiHVo7F63eE6bBZhSQwK98wpGTS0+zlgKpRwpxetcIuyErl8Xh6PrzvK/soW/rWzgmuXTyLZZe+x3swkJxmJjsi0Vn84WNUS8zRYmDPyUnqMT1bb6qWkpjXiBt0bYVtbOJqCLxDicE1bpwgAALefP40WT4DH1h3lma1lNHX4+fSKol7rDk93DmRke7AfHmFhZk1Ijjlg6VCjFYsmmljzsawUke0iskZE5vTz2gGHzd9wxPA66roavju62lkOVrV2uwDvllVTyE9L4Mt/3crn/7KFQEjxxQum9Vn/1Owkjta34wv0L6pvfzzCwoQDVO7sJt+5LxDi2S0nWFGcGdMbf3iKb705Tbi/soVkl42cLm/enzt3Ki3eAB/4338DcONZRX3WPS07qd9v54Gg0ZHH6mocZtaEZCqbPd2mXX5i/TGUgsvmTejmys6ckZdCissWCep4qKaVQEidsk5qfkEaq2dk89OX9vNfz+5iwaS0bl2vo8lMcpLutve7TXyBEEfr2vuvWPJSKG/yDElmz/6iFYsmmljysWwBJiulFgC/Bp7rx7VG4QDD5m8qrScrydEpUm1PhO0sbx8wFNfu8iaKMhNPWYDnslv59ScXEVLGlNKnziykqJd5+TDTcpIIhhRHYwy3EubwABTLjNxkHDZLtwm1ntt2gspmD59dXRxTXZMy3OSnJfCuuTh0V3kzcyaeavSfm5/KB+flAXD14nwK0vtu82m5SRysbu2XZ9ix+nZ8wRDTc/s3Ygm7EXf1uvIGgjy69ijnzsiOyX3ZahE+vnQSL+6soKyhPVLf7G683/7r8jNwm7+fL180vc9pNjBeQHqbsuuO8LRtfxVL2FFh87H4RG0eDFqxaKLpMx+LUqpZKdVq7r8I2EUkK5ZrB4NSig2l9SwryojpHxrg6sUFvFdSx+ajDewoa2J+N8EIwVg5/tKXzuHRW5bzvQ/P6facrkztZ/h2MHLE17b6YjZSh3HYLCyclBbJDhkmnABrdl4Kq6f3bETuyuXzJvDGvmoO1bSyt6K5R8+p/712IY/espwfXjkvpnqnZSfR2O6nrpcYbF0JT1H2d8SyqDANq0VOWV/yz+0V1LZ6+cw5U2Ku65azpyDAH98tZUdZI4kOa7c2sJkTklnzpXNY86VzOH9mTkx1T81OitjVYuVkjLD+KdulRUaE7Df2dR85YTjRikUTTZ/5WERkgpg9u4gsx/gN1cVy7WB4csNxyho6OG9m7COcm1cVkZXk5LqH1lHZ7GHRpLQez81McrJ6RnZM4TMAiiPz57F3GodqTcN9Vv86UYBLZueyr7Kl0wjptb1VHKpp4z/OLY5Z2QJ89pxirBbhwvvexhcIsXBS97YIu9XC6hnZMRuQw3aag1Wxt8nBqv651YZJcdlZNCktMiIF4+XjD+8eYWZuMmf34gbclYlpCXx4wUT++N4RHl17lJVTs3p0q56cmdjjWp7umJaTRF2bj4Z+KNuTUY379wLitFlZNS2LN/fVdBo1Hq9vj3j4DRdasWgixJiP5WPALjPvyq+Aa5VBt9fGQ64dZY18+9mdFGcncuWinj2TuuJ22Pj25bPwBUNkJjr4yMLYr+2LRKexGLE/I5ZD3YRBj5VL505AxFCwYHSiD759iEkZCZEpq1jJSXHxtYuNRF2z81L4wJzcfsvTHWEDfH8M+AerW8lPSyDRGZtHWDSXzp3ArhPNkRhlaw/XsbeimVvOLuqXogX44gXTCOuS28+f2m9ZeiKsHPrzAlJSY7RJrF5y0XxwXh4nGjt4btvJVNT/78W9XP6rd/ttDxwM/ZdcM64xp7de7FIWnYvlN8BvYr02HszLT+XHV83jwwsmxhRfK5qrFhdQmOFmSlZivzyxYmFqTlK/PH4O1bRhtwqT0k8NAdIXBeluPjR/Io+uLeW21cWUVLey5Vgj91wxB5u1/++H/3HuVJZNyWBqVtKAru+O3BQnSU5bv5TtwarWTh5p/eETyybxq9cP8uBbh3jw00v447tHyEx0RELs94fi7CTe/eYFNLT7mDOx50WV/SU8nXWoppWlMXgzgjFi6e8ILsxHFkzkkfdL+dG/9nHBrFyqmj2s2VXJHedPi3nkGQ/0iEUz6hERrlteGFmw1l+WFmX0uqByoIQNs7GurD5U00pRZuKAO/IvXjCNDn+QP7x7mAffPkRGoiOSDncgLC5MJ9XdswtxfxERpuUkxbyWJRhSHKqJPfhkV5Jddm5YWcTLeyp5ZXclr+2t5voVk3HZ+/fyEWZiWkJclQpAfnoCDpslZmUbDClKqgfeJhaL8MMr5lLX5uV/Xj3Ab94owe2wcsvZsduc4oFWLBrNAJmWk0S7L0hljPPXA3E1jmZGbjKXz83j/jcP8ca+am46qyimMPPDyfR+KJbj9e14A/33CIvmplVFuGxWbntsM06bhRvNTJOjBatFKM5KjHlke6Khw2yTgf9O5hWk8qkzJ/On90t5fns5n14xOe6j9b7QikWjGSD98QzzB0Mcq2uPGP0Hylcunk6iw0pOsjOSrnc0MS0niZoWb0xrKQ5UhVf9D7wTzUpyRmwi1y0vHJKR6WAxpkxjU7bhSAgDnQoL8/VLZpKV5CDdbY/ZFT2eaBuLRjNAog2zvcXRAjhSa+R0H2yHMS0nmbe/cT5WkW4TWI004TftkpoWlkzu3aaw60QTFuk+xXR/uP38aXxkQX634etHA9Oyk1izswKPP9jnNN1AXY27kuq28687z8FmkRFRtnrEotEMkOwkJymu2IzV28wkWPML0gZ936wkJ+nDPLURK2HPsFhcjrceb2TWhJ6jSMeKiFCY6e63J9hwMTUniZDqO6cOGF5yOcnOuNi+clNcIzaC04pFoxkgIhLzNMfW442kuGwUx7CqfyyTn5aAy963sToUUmw71sjiyWnDI9gI0p80C3vKmwc9ghsNaMWi0QwCIz5W32+iW481sGBSWswLMMcqFoswNbtvA35JTSst3gCLelicOZ4ozkpCBA718Ttp9vjZV9kcU/DM0Y5WLJpOxJCP5XoR2WF+3heRBVHHSkVkp5mnZdPwSj4yzMpLobbVS2UvCa7avAEOVLX0uvJ/PDE9p+9glFvNNMY9ZekcTyQ4rBSkJ0ScFXpi67FGQoqYonePdrRi0USIMafKEeBcpdR84AfAQ12On2/maVk65AKPAsKh6jcf7Tnf+46yJkIKFo2DN9FYmD0xhRONHb2GEdl6rJHUhN4TcY0nlhSms/5Ifa8BOt8vqcVu7Tkl9lhCKxZNNH3mVFFKva+UCvei6zCCTZ62zJmYgstuYdPRniPKhkOOLDhNRizhrIrvd5P2OczWY40sKuw7Edd4YUVxJrWt3l7Xs7xbUsviwvQBhbcZbWjFookm5pwqJrcCa6K+K+AVEdksIrf1dNFA87GMRuxWC4sL01nbSye67XgDRZnuYV+kNlLMzkshzW3nvZLabo+3eIxEY6eDfSVMOA9OdFroaJo6/OypaO41JfZYQisWTTQx51QRkfMxFMs3o4pXKaUWY0yl3S4iq7u7dqD5WEYrq6Zlsa+yhdpW7ynHlFJsPdbIwtNktAKGAX9lcSbvldR2O/Wzo6wJpU4P+0qYyZluJqS4WNuDYtlUWo9SxJReeiygFYsmmphyqojIfOBh4AqlVOQ/RSlVbm6rgWcxptbGPWdNNd4yu5v6qWjyUN3iPW3sK2HOnp5FeZOnWyN+2HB/ukwNguGavqI4g/WH67pVthuO1OMwR7/jAa1YNNHEko+lEHgG+LRS6kBUeaKIJIf3gUuAXcMm+QgyLz+VZJeNdw6cOq231VwYeTqNWIBIIqw395+adGrLsUam5ySRmhC/AJhjgZVTM6lt9bG/G++wdUfqWTApdcABNEcbWrFoIsSYj+W7QCbw2y5uxbnAu2aelg3Av5RSLw3znzAi2KwWPjgvj+e2neB4fXunY9uON+CwWfqVHGo8MDEtgdl5KTy3tbzTG7oxNdhwWk2DhblgVi5Om4U/vnukU3mrN8CuE02cOWV82FdAKxZNF5RSLyqlZiilpiqlfmSWPRjOyaKU+oxSKt10KY64FZueZAvMz5zwtacLX75oBiLC/W+WRMqUUrxzsJb5+anDmgtjtHDTqiL2VDTzVtRIbkdZEw3t/oib9ulEdrKT65YX8syWzi8g7x6sIRhS48ZwD1qxaDRxYUKqi08uL+Tvm8sincbW443sq2zho4vjl7lyLPHRRfnkpyVw/xslkVHLn9eW4nZYuayfWS/HC58/byoWi/DrNw5Gyv70fin5aQmsGCeGe9CKRaOJG58/bypWi3Dvmn0opfjJmn2kuGx8ZMHEkRZtRLBbLdy2uphNRxt4t6SWkuoWXthewdWLC0hxnV72lTC5KS6uP7OQ/9tygsM1raw/XMe6w/XceNbkuGXyHA1IbytBNZqhZunSpWrTpvET/eXXrx/kvlcPMCkjgeP1HXz14hnceeH0kRZrxPD4g5z/87do9QTwh0K4HTZe+vI55CS7Rlq0EaOmxct5P3uTQEihFExMc/HPL55N8ihQtiKyOR5RM8aPitRoRgFfOH8aF52Rw/H6Dj68YCJ3nD9tpEUaUVx2K4/deiY2q+ANhPj5NfNPa6UChq3lvo8vwB8MkeSy8cjNy0eFUoknesSiGVHG24gFIBAMseVYI0smp2Md59GMY6Wq2UOrNzCo1MzjjcM1raS5HaMqIkO8RixjPyiNRjPKsFktLJ8yfgyx8SA3xUXuSAsxyigex0pWj1g0I4qI1ABHYzw9C+g+ANXIoOXpHS1P74xGedKBtUqpSwdTkVYsmjGDiGwaTeH4tTy9o+XpnfEsjzbeazQajSauaMWi0Wg0mriiFYtmLNE1W+VIo+XpHS1P74xbebSNRaPRaDRxRY9YNBqNRhNXtGLRaDQaTVzRikUz6hGRS0Vkv4iUiMhdw3jfUhHZGZ13RkQyRORVETlobtOjzv+WKeN+EflAHO7/RxGpFpFdUWX9vr+ILDH/jhIR+ZWIDCgcQA/y3C0iJ8w22iYilw+jPJNE5E0R2Ssiu0XkS2b5iLRRL/KMSBuJiEtENojIdlOe7w9b+yil9Ed/Ru0HsAKHgGLAAWwHZg/TvUuBrC5lPwXuMvfvAn5i7s82ZXMCU0yZrYO8/2pgMbBrMPfHSLy2EhBgDXBZHOW5G/h6N+cOhzx5wGJzPxk4YN53RNqoF3lGpI3Ma5PMfTuwHlgxHO2jRyya0c5yoEQZicR8wFPAFSMozxXAn839PwNXRpU/pZTyKqWOACUYsg8YpdS/gfrB3F9E8oAUpdRaZfQQj0ZdEw95emI45KlQSm0x91swsp7mM0Jt1Is8PTHU8iilVKv51W5+FMPQPlqxaEY7+cDxqO9l9P7PGk8U8IqIbBaR28yyXKVUBRgdCZAzzHL29/755v5QynWHiOwwp8rC0yrDKo+IFAGLMN7KR7yNusgDI9RGImIVkW1ANfCqUmpY2kcrFs1op7u53OHykV+llFoMXAbcLiKrezl3JOXs7f5DLdcDwFRgIVAB3Dfc8ohIEvB/wJeVUs29nTocMnUjz4i1kVIqqJRaCBRgjD7m9iZ6vOTRikUz2ikDJkV9LwDKh+PGSqlyc1sNPIsxtVVlTg1gbquHWc7+3r/M3B8SuZRSVWbnFQJ+z8npv2GRR0TsGJ3440qpZ8ziEWuj7uQZ6TYyZWgE3gIuZRjaRysWzWhnIzBdRKaIiAO4Fnh+qG8qIokikhzeBy4Bdpn3vtE87UbgH+b+88C1IuIUkSnAdAyDZ7zp1/3NqY4WEVlhevLcEHXNoAl3UCYfxWijYZHHvP4PwF6l1C+iDo1IG/Ukz0i1kYhki0iauZ8AXATsYzjap7+eBvqjP8P9AS7H8LA5BPzXMN2zGMNDZjuwO3xfIBN4HThobjOirvkvU8b9DNDTqYsMT2JMnfgx3hpvHcj9gaUYndkh4DeYETfiJM9jwE5gh9kx5Q2jPGdjTMnsALaZn8tHqo16kWdE2giYD2w177sL+O5Af8P9lUeHdNFoNBpNXNFTYRqNRqOJK1qxaDQajSauaMWi0Wg0mriiFYtGo9Fo4opWLBqNRqOJK1qxaDTjDBEpEJF/mNFrD4vIb0TEOcwy3CMiF/XzmlIRyRoqmTTDh1YsGs04wlzA9gzwnFJqOsYitwSMiLbxqN8ay3lKqe8qpV6Lxz01Yw+tWDSa8cUFgEcp9QgYsaKArwA3iEiSiNwkIr8JnywiL4jIeeb+JSKyVkS2iMjfzJhX4ZHEd0XkXeAuEdkSdf10EdncVQgR+ZOIfCzq+u+b9e4UkVlmeaaIvCIiW0Xkd0TFpBKRT4mRS2SbiPzODKa4zAzk6DIjI+zuI/aVZoTQikWjGV/MATp19MoIhFgKTOvpInMK6jvARcoIvLkJ+GrUKR6l1NlKqR8BTSKy0Cy/GfhTDHLVmvU+AHzdLPse8K5SahHGivRCU5YzgE9gBAFdCASB65VSG83zfogxAvuLUmoXmlGHbaQF0Gg0cUXoPvJsXxkIV2AkenrPmE3DAayNOv7XqP2HgZtF5KsYCiCWvDPhAJGbgavM/dXhfaXUv0SkwSy/EFgCbDRlSeBkoMR7MOLHeYA7Y7ivZgTQikWjGV/sBq6OLhCRFCAXI/7TXDrPVLjCp2Hk67iuh3rbovb/D2O08QawWSlVF4NcXnMbpHO/05MS/LNS6lvdHMsAkjCSVrm6yKUZJeipMI1mfPE64BaRGyBibL8P+I1SqgNjSmyhiFhEZBInRxvrgFUiMs28zi0iM7q7gVLKA7yMMa31yCBk/TdwvXm/y4BwAqzXgY+JSI55LENEJpvHHgL+G3gc+Mkg7q0ZQrRi0WjGEcqIKvtRjI75IFAHhEzbCMB7wBGMaLs/B8KpdGuAm4AnRWQHhqKZ1cutHsfMsDkIcb8PrDadAS4Bjpmy7MGw97xiyvIqkGcqy4BS6gngXmCZiFwwiPtrhggd3VijGceIyFkY4e6vUkqd4r01iHq/DqQqpf47XnVqxg9asWg0mn4hIs9ipNq9QClVO9LyaEYfWrFoNBqNJq5oG4tGo9Fo4opWLBqNRqOJK1qxaDQajSauaMWi0Wg0mriiFYtGo9Fo4sr/B8e7Mw6lePyUAAAAAElFTkSuQmCC",
       "text/plain": [
        "<Figure size 432x288 with 3 Axes>"
       ]
@@ -410,22 +411,22 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "distance: 128.59\n"
+      "distance: 690.11\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fbf640891c0>"
+       "<matplotlib.legend.Legend at 0x7fbf5fc2c6d0>"
       ]
      },
-     "execution_count": 102,
+     "execution_count": 104,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD4CAYAAADo30HgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACN/UlEQVR4nO29Z5gkV3mwfZ+qzt2Tc9jd2Ry1q7DKGSEkIZCIRhgbg4xBBgz2h+0XnAD79YuNsTGYIARIgA0IEYQAKyGUE9JKKGzQ5jQ5T890rqrz/TjV1d0z3ZN3Znen7uvaa3uqq7uquk6d5zxZSClxcXFxcXHJoi32Cbi4uLi4nFy4gsHFxcXFpQBXMLi4uLi4FOAKBhcXFxeXAlzB4OLi4uJSgGexT2AyamtrZVtb22KfhouLi8spwwsvvNAvpayby3ec1IKhra2NHTt2LPZpuLi4uJwyCCGOzvU7XFOSi4uLi0sBrmBwcXFxcSnAFQwuLi4uLgW4gsHFxcXFpYB5EQxCiNuFEL1CiJ0l3n+PEOIV+9/TQoht83FcFxcXF5f5Z740hu8A107y/mHgcinlVuCfgNvm6bguLi4uLvPMvISrSikfF0K0TfL+03l/Pgu0zsdxXVxcXFzmn8XwMfwxcF+pN4UQHxRC7BBC7Ojr6ztxZ5FJwEs/gLyy44/u7WVnx8iJO6aLi4vLKcCCCgYhxJUowfB/Su0jpbxNSrldSrm9rm5OyXuTc/8n4ed/Ckefcja9747n+cB33YQ6FxeXpc2CZT4LIbYC3wKuk1IOLNRxS9K/X/0vrYLN3dHkIpyMi4uLy8nDgmgMQojlwM+AP5RS7luIY05J1oQk1E9gmNYkO7u4uLgsHeZFYxBC/BC4AqgVQrQDnwa8AFLKW4F/AGqArwkhAAwp5fb5OPasUefhCIhYylzEk3FxcXE5eZivqKR3T/H+B4APzMexThSjqcxin4KLi4vLSYGb+SyVpuBqDC4uLi4KVzCYBgCxtOFsknkhrC4uLi5LjSUsGGwfg6VMSGkj53xOGa4j2sXFZemydAVD1vlsKsGQMV3B4OLi4gJLWTBksYoIhozrb3BxcVm6uILBUkIgbeT8Cq7G4OLispRxBUNRU5KrMbi4uCxdXMFQxPmczLgag4uLy9LFFQyWClN1NQYXFxcXxdIVDHaNpGweQ75gcDUGFxeXpYwrGLKmJDPf+exqDC4uLksXVzAUMyW5GoOLi8sSZukKBk1X/9umpALns6sxuLi4LGGWrmAYVxLD1RhcXFxcFEtYMNg+BduUlC5wPrsag4uLy9Jl6QoGO+PZSXAzJJqtRLiZzy4uLkuZpSsYsr2ebQGRMS0iftW3yBUMLi4uS5klLBhsjSHPxxD06Xg04ZqSXFxcljRLWDDYPgYzVxLDq2v4PZqrMbi4uCxp5kUwCCFuF0L0CiF2lnhfCCG+LIQ4IIR4RQhx9nwcd044pqSc89mnawS8uqsxuLi4LGnmS2P4DnDtJO9fB6y1/30Q+Po8HXf2ZJ3PeQluPo+rMbi4uLjMi2CQUj4ODE6yy43A96TiWaBSCNE0H8eeNVmNwSm7LZUpyau7gsHFxWVJs1A+hhbgeN7f7fa2CQghPiiE2CGE2NHX13fizkhO1Bi8usDv0VxTkouLy5JmoQSDKLJNFtmGlPI2KeV2KeX2urq6E3dG43wMqazz2dUYXFxcljieBTpOO7As7+9WoHOBjl2ccYKhII/B1RhcXFyWMAulMfwCeK8dnXQBMCKl7FqgYxfHGu9jUFFJfq9O0tUYXFxcljDzojEIIX4IXAHUCiHagU8DXgAp5a3AvcAbgQNAHHj/fBx3TjgaQ64khlfX0DTpagwuLi5LmnkRDFLKd0/xvgQ+Mh/Hmjcc53OuJIZHF3iFG67q4uKytFkoH8PJx7hwVcNSGoNXFyTSrsbg4uKydFnCJTEKTUmmJdE1QcjnIZY2FvHEXFxcXBaXpSsYxmU+G5aFRxNE/B5iKQMpi0bTuri4uJz2LF3B4JiSlGAwLYmmCUJ+HUtC0u3i5uLiskRxBUOeKSmrMQCuOcnFxWXJ4goGx5SkfAxhny0YUq5gcHFxWZq4giHPlOTRBGG/DkAs5UYmubi4LE2WrmCwCju4KY1BI+yaklxcXJY4S1cwZDWGTBLIhqviCIYx15Tk4uKyRHEFg5FASmkLBs3xMcRdU5KLy8nNM1+F489Na1fTkvy/e/dwbCB+gk/q9GAJCwZ74jfTWLafodDH4GoMLi4nLVLCA38D3756Wrvv6Ypy2+OH+Msfv3yCT+z0YAkLhlwCm5GKAaBrgvKgF4BoMrMop+XiclIiJez/NYOjCX57aGCxzwYyiRnt3jWiTMbucz09lq5gsEzwBAAwU0q99GiCMr8HXRMMxdOLeXaLj2VBYphkxnT9La/+BF74DgCGafHh77/Ak/v7F/48ho/DWC+WJXnm4AAZcwGTMA/+Br7/Dp644294123P0j+WWrhjF8NIzmj3Jf88z5ClKxikBb4IAGZarT50TSCEoDLoZTi+xFcWz/wX/OsK/va/f8Pr//0xhpfyg/XTP4ZffhyAVztGuPfVbv7irpcW/jz+cwt8YS1PHezn3d98ltseP7Rwx04MA1DdvwOAF44OLdyxizFDwTCy1J/nGbLEBUNYvUwrjUHXVAfSipCX4cQSH0h7fgWAeeARuqNJbn/qyOKez0nCYEwJyMXs2dE1rBYy//bA3oU7qJ0Ieqn2CgAf+u8XsKxFrCdmzExjGUnkwtLnleQIxtggr7QPz+/3LjJLWDCYjsZgpXOmJMDWGJbwChlAqN+iUQwC8OJirxBPErJmtcWssZjoP+a8XrCVcHyiX+H40CJG+MxSMIzM94Lvy2fh+cJKbvjKUxwdiM3vdy8iS1gw5DQGy9EY1M9RGfIxFFvCGkNqDNn5EgDNnihXbajncP/pM+hnjZRORvxi1t6Njgw6rxdsco6rYw7JCDdsawagf2wRF08zNSXZAmF0vp3PeQJzf8/Y/H73IrI0BYOU4wSDUs2zGkNZwLO0Ha6j3QhTrcjObfKypj5C31jKLUVuZojbGfHWQv8WRm4S7hvICYYFi7KxJ8AAac5cVgnASGIRBYM5s2NnBUMyY2GcIKd9z+jMhNXJzNIVDDDBx6DZgiFs92RYsiRyZqO6gElV2EfasIgv9c52RsJZMJgLbV/v2OG83N/Ry5aWcgCiiQUapwkljHxkOHNZBXACzDIzYYYaQ/7zPG910MZ6nZc+MvSPnj7m5yUqGOwVg+1jkJlCjSHiX+IaQyK3Ig2TpDrsA3KO1yVLJulMMCnjxK08izJwwHkZIsnfX78JWEiNQY0JXUiay1Suz6IuFGboY0jkBQuMpubnN0s9d4fzuow4A7FFDuGdR+ZFMAghrhVC7BVCHBBCfLLI+xVCiF8KIV4WQuwSQrx/Po47a+ys52d+txOAvp2PArmopIjfQ8qwFjZO/CTCHFMx+j1WJXpmlJoFFgyJRILNmzezadMm4vGTqISBkSSWNxku5OJhqPOg83pZRLK6Xi1qFio6qu/Ibud1UOTMMovGDDWGRNp0nu/5um+7du9xXm+ukQwsps9lnpmzYBBC6MBXgeuATcC7hRCbxu32EWC3lHIbcAXw70II31yPPWtsjeE3T70AwOaunxAm4WgMToXVJao13PejbwLQYZTTdfQgVQssGD7xiU+we/du9uzZw3vf+94FOWZJrLzJz0gWjInR5MKNj1/9+H+c12WZIXwe9eimjBM/OT99/4+pI+dk1TIqECG5iCG7BRqDNfV5xNMmdRE/MD/PdSqVovH4/zp/N3oSi5/0N4/Mh8ZwHnBASnlISpkG7gRuHLePBMqEEAKIAIPAos26lmmHrqUkX3ha3cx6MZynMah6SUvRnGQYBpEBFavemQqQjA5Q5lPDZCHMFu3t7Xz96193/n7ggQcWV2uw8q45k1gUwXDs6BH+cGU/oynl1/iA+UN8+sIIBtM04WcfAuDX5tnq/3vvQYhFFgxm3n2ZhvYQTxvUlyvBMB/37cHv/TvNwTS9lvL1tA4/z8BpZGqdD8HQAhzP+7vd3pbPV4CNQCfwKvBxKWXRES2E+KAQYocQYkdfX988nN5EXnxBaQqmBcEt1wPw15478wSDsqEuxWY9D/3616yvkjxunkEybbK+WnLod08AC/N73HGHsttGIhGampoYGxvjwQcfPOHHLUnBBJQq+A0WauHw4o+/AMCvjgY4btWRMix0O2A2fYIFw9NPPMZFzSYHU5U8bG4DoO3V/yDg0RdXMMi8Y0/D35DI5DSG+bhv6Rd/AMD7hv4YgLKxY67GMA5RZNv4kI1rgJeAZuBM4CtCiPJiXyalvE1KuV1Kub2urm4eTm8i992rVMCLLr6Ea29WLpHXaS8h7NMOL2GNYecvv0JT2OJX1gUkRQiA1IEnAZxQzRPJnXfeCcCPf/xjPvaxjwHws5/97IQftyT5YZFGgljacJzxY/PkxJyK6M4HABi+6vPcZ51HWDPo6urEp2ukT7Af7PCv/gOAn2uvZ6jpCgBW+/oJeLUCh+6Ck28+mqKgXsa0yJjS0RjmakoaHR3lwtAx+s0QetsF7B8wqUm3MxzPnDZ+yfkQDO3Asry/W1GaQT7vB34mFQeAw8CGeTj2zElGaW3/BQAbN21i9ZZz+fzeZfhFhuO7VG33yBJt1mMYBn9Zr4TAwdCZDFVvB8Db8zvgxEehHDhwgN27d1NRUcFVV13F2972NgB+8YtfkE4vkpqerzFkkoylDBrLVfHFhTAl9fX1sUJ08kKXReuZlzMmg4Q9FocPHsDn0U6oxiClZO3o0wDc7X0jFU2r+Ob+Gsp8gJFcXOdzgcYwuSkpK8Dqyubnvj3yq7toLhM8a25i/bJGOsfgooia8oZOE3PSfAiG54G1QoiVtkP5JuAX4/Y5BlwFIIRoANYDC1gBLIe17wHev7KHjClpOeMyAEKtmwHY8Mq/ABAJLJ7zua+vj87O8XJ1Ydj72msAHLSa+M8/fRu1q88EwBzpwu/RJrQ77X/5QZKxKPe81MH9O7vmfPyHHnoIgGuvvRav18u6devYvHkzIyMjPPzww3P+/lmRpzFII0k8ZdJYsXCC4YUdz3N+i85Bo4HBlCCGWvWy62f4PBopIzdBxmIx9u3bN2/H7u7uZlk4Q08MutNBaiI+Vm48E00IPmP8F8lFbH87MpxXomUKU1LCXtDURbKa3tzOO/Wqmt5+zOtoqAige/2Ue0xATsgGTyaTHDlyZE7HWwzmLBiklAbwUeABYA9wl5RylxDiFiHELfZu/wRcJIR4FfgN8H+klItQtxi6248AcMVPy6k8950AGGe+h5j0I0fUhJzt4rbQGkNvby8bN26ktbWVH/zgBwt6bIDdO5Qv4adj21hWHWLl2g10jlqkx4YI+z0FXe2e/Omt1N79Tg79zUo+fudL3PI/L879+LtVSOQ555zjbMtqDXffffecv382pBO5Mgc77/0msZRBwwJqDMdffZKAR5CpWsPxwTgPmOcCMNZ7TJmSbI1BSsk//N45vPp3Z/KD277Ibw8N8O8P7p1TtvquV16iKSL4375mDEtSE/Gz7S1/BsCNvudgrHvuFzgVR56Ez1bDvpyf6b5nXuVz38lbe06lMdiCIez3EPTqc17whYfVAuq31kbqywLsTDTg0yVhkhP8DJdccgkrV67kz//8z+d0zIVmXvIYpJT3SinXSSlXSyn/2d52q5TyVvt1p5TyDVLKM6SUW6SU/zP5N544jh1SiUIbtmxztm3aejZPWmdwQdUQ/bsfd0xJC60xfO5zn2NgYAApJe95z3sWfKXRvVdl12ZCjQAsW7aMaEqiZWKEfLqjMcRiMY7/4P8DYFOVwXLRMy/H37tXVQtdv369s+3tb387APfcc4+KkFlgnrgnl8R0RuxJzHSM2ogPjybmv+5OEWo6fqNetJ7Dt548jOlV+QuJkb4CU9J3v/pv/Pu5Xbx9k5cNr3yOd932LP/18IE5hRgfefUZdE1g1awBoDbio27LlfzfPSsBiPUdm+zj88N3rldmo6e+BCh/wZ/ec4zQijOcXbKNtkqR9cP4PBqReSh3U2n2Y1iQxE9DuR9PZRMAtWKkoO/DQw89xAt2oMuXvvQl+vsXZS08K5Zc5nPHscMAbN56lrPN4/Vyv70SO/zQtxclj8GyLH784x8XbLvllltK7H1iEIPKDOGtWwVAY2MjoynwySQ+XSNl25Qf/eF/8u4zvM7n3q4/Dsw9QqaYYNi6dSurVq2ip6eH556bXn/f+WTf848CcMfv1AP/OvEiFUEvZQHPgmgM2mgHAO0NV6jjt4XImJJ0bFgJBnvSq9n5LeczZ9em8NrR4EfmUPFze58aj4/7L1THCCsz1sazLwCgbfSlWX/3jNFUQMjBnqj6k9xYu/8XP530o1mHsEfTKPPP7b5Fo1EqPSke7CoDlN8iVLccgLPFfqJ5ZUKe/f7nuP2GALffEOBr1we47+d38YUH9p4SfoglJxi62o8CsPXs7c42w5TcbV1CPAM9B17C59HweTRGF1Aw7Nixg46ODt5ydiPtd/4lf3WRj8rOxxgdHS35maFYmgd2zZ86v0pTfoLGNUpo6rpOEh/lfoEmTSdm3vuyUvj+3zEV194qVFjxXML1EokEx44dw+PxsGrVKme7EIIrrrgCgJdeemnW3z8b4vE4f9yszAZN1/8fAD7t/S6VQS9lAe8J1xgsy8KXHuF3XSbBGlXR9M1ntpIwYEuwzzElDQ0NcWF5NwNxiy/sUavXrBbXPjSzFpj5nBlUptUOWQvAhiY1Ga658M0ArOfwrL97xvjVsZ98Tq3A9TzBsL1rcgOEYSpzmlcXc66DdmD/fpZXaPTqDQA0lPvRWtWiskZEnQZfsViMNwee5/1n+XjHtnL+dLuPkd0P8pVHDvDVRw6U/P6ThSUlGCzLoq9bDfZteYJBFUQTdMY1jMF2QEUmLaTGkLWhf/k6Py17buPzVwe4820+Hn/wlyU/8+lf7OJD//0CB3rnXu7XNE3KtCT7rBbOOSMXMGZ6Qlyy3IPfGCVtWoyNjdFiqd/oPf9wO090+VhmC4aO4dlPQvv378cjJJ+6uhHv89+Ap7/i/PuD1cN87Hwfe/buZceRwam/bJ54+P5f4tMFv+0Pcc2ffJrvH6qgTkSJDXZRHvQQPcEaQ3d3N9UBixHDQ9LS8WiCdSuX4dfBK9O289niobv/h9qQ4MXRWio2XgnAKqGE/FwEwz0H1PRwULZwblsVtXYewMozL+VAsoIAKSzrBEYm5ftH7PDUhx9/CoAm1DgYMIJ4ZJqhodL9QhyNQdfmXAet+8hrRHyCgcBy/B6NhvIADW0bGE1JmmWv0+Dr4Xt+wLYGwa376nj1mp8xmpJUmMqUdCpEOy4pwXDw4EGwlBpXV9/sbM92deqKaVR7k4yOjtqCYQFs2j/7EHzzKu655x4AasMeOOOd3KWp5PFv7+jhod3FbfjZxiB7u0trFdPlyJEjLAsb7JYrWN1U42yPeaoAaM4cJW2YPPKrH7G5TuOhrnJWtK2k26xwNIaf7Gif9fH37t3LFW06/3heFB7824J/V6Yf4kvXBlgRGuEdtz4ztwudAX2PqAzs3sYrEUIwVmkLzN/dSZn/xGsMx48fpyogSGlhhuJpKkM+qqqq+OleiV+X6FikDIuxF5TJJ7nmesqWqWo0zUKVsJitsB4eHsbMpNhlm8XfsKnRea+8vJyY5aNMz3D8+PES31CCTBK++2b2PfI/XPelJ3hs3yRJrPnRRn17kFLy9HMqyOHslSrH6QfyampDgmfv/WHpQ+ZpDJE5mgBH2pW5syewgq2tFXh1jeUrVtAbk9RYg47GMPKEKitTftaNrFu/nn0DFq1BdT2L2uBomiwpwfDyyy/j1wUZS4CWu/RsCeV+q5y11Rr79u2jvsxPxxxWW9PmlTuhYwd79uyhsrKSgGZAoJI1Z6lQ2t/TH+W/nz1a9KMhO3rqIz94cc7do/btfY2WQJIuo4KAV3e2H/GriSaQGSFtWFgv/QiAwebLARj21lPPME1ByasdI7M//r59VAftXMk/eRg+edz5d/D3HqNnzKJZU6vC/BDNE4VhGLTYNvQ1b/0UAJ0rbgCgvPPJBfExHDt2jMqAAH85g7E01WEvQgjwhYn4wDIypA2LDXIflpTUXHAT9W2bSJnQZAuG44Ozm4T27dtH0COwPCrJsTzoKXg/KQJc5dvFD777lZLjsyg9u+Dw4zQ/8Un2dEX54q8nCa/NRht5gjB8nJdfeon+qBrny5uVKecVqRzj0X1Plv4aW6vx2hrD+LDrmTDao8xnHVoTW1srAWhtbaUvblElhxmKq8m/IX2Y3pjFtjfeTE1NDb2ZAI0+dT3HBxdgXpkjS0owxHfeyzs3ebCEXrA9qzH0e1toKtM4svM5NjaVs6crumDnpgl44xuvQ6RGwV/G8nUq6uImz6OE08WjGfKzXi//t0fZOYeJefDoLryapE9WFGyvqG8FwJuJkjIsxLCaBAJb3gQoweARFluD/RzqH5t1H+C9e/dS7rcFQ1kTBMqdf23rz6B9FK7TlfN5IbrrPf3Eo7yhTbJnyMOGTVsA8C9TkWz+WAflQW+Bo/FE0HHsCNVBgRauoXskV/5cD5QT9grMTJK0YaIbMY4OSzZt3kJLaysdcS9NYpANjWW82jEyq5DVvXv3EvSC8KueJeUBb8H72SJ+n7Ju4+9/vnMGF6V8BMLOD9nXM1r6/LIaQ6QepMmvfv5jNF8QgID9CL9grQOgavjVkofM+hg8mlCmpDkI9OSA0or7ZAWr6tRv4/f7iZo+qsUofSMx4vE4myqSPHDQYt26dQghGPHUUC+GWF/ro2M4sbAl22fBkhIMy4afZW2NztGycwu2Zyczo1oNstTBJ2msCDCaMhZkdQpQHRS89c3Xq6br/gg1LSud927u+5einxkY5+x903+VXjVNRWPXrwEw9EDheTWqiItzrF2kDYtIpp+9/SbrtygH9bDfdnaax0hmLDpHZrca2rt3LxUBWzD4C6ul6LpOxhOhUsQIkZx13fvBWJr9PdMzu+2/T5mROsJnqFU6EKys5UlzM1c2jBLQ5QnXGDb2/RKvLnjAeykvt49w6VplPvFFKgn7BOF4F2OJFG0V8FS3n8rKSpqbm+lMBmgUg1y1sZ7heIZDs2jLunfvXoIegbCdvmXjBEOtV03sKemlPOCZ8PmSHFOmwAFZzp9esZp42nTMLxMw7LEUUdrBY/ffg+ZTGoxXk0ihM4g6PyM2tY/Bq889XNUcVWbdQVnOiuqwsz2ulVGvRzk+mGD37t2U+QUyUInXq363UU8NNWKUZb44piXpGjm5u70tKcEwGh3hyLDF0KWfLdhu2iuWwAoVZaP3783LZTiBgiGZW+E3V3h5w+UqLBB/OVG9ynmvwugvuqoaGEuzsjY8Yfts6IirJZhVta5ge/368wDQMmMkMwabq9KYUrB69WoAhnzKV1MdV5rEwb6ZT0JSSvbu3ctfXmhXYvdNvKZf+a4FoEX0Tz82X0r4p3onBv69t/+Wq7/4+JTd16SUNPaqENzy1/25s30sLRmwIgS9gsxIL2NpY9Ya0nS4JvAyAM8YKnz3jy5qAyBUtwKA6tgBZGKY+rBG0s49KSsrY0iGqWKUC1rVJPry8eEZH9vRGIJKSI83JR1tUWa1dllLedA74fMlscd8REuxzTbFlPSD5GsMQMeh1/CXVeL3aCoqSdPRhODZ4SrOqy6teWQtAh5daQwZU856waclBrEkDBFheXXI2R7z1VPvTZJJxXnkd/vwaFBRXZt736+EW1NG+WSOzdLEt1AsGcFgmiaj0RGkhA0bCss0ZSeK5vXnEE1JajIdTi7DXNTOKel8yXn54Tesozxg3w5fmOcOD/IrU8WLlxHnqQMDdOetMlKGyWjK4G1ntbCttdD8MxvMVBxDamxataJg++atZ9IetTDTSWKJFPEMDFshPB71+wz51IQUialkp4OziJDq7e1lZGSEhoh9/aKwLuNoMsOugDLjLBO90xcMiSEwU/DrfwBgZ4cyDU6lcex55QWub0uzf0hwzpVvdrYPxtK8aCqBWN//HFJyQkOan+8P0pv00EEd3//A+c5ipXzN+QCkRoeozajoI0/tGudzo55qqhglZKhJeDarU6UxgAiosTXelFR/+Qd46JBJNGnRNzqDfuAppbFVE6W1SpmFdnWWMIFmfQy2xlAZELStWU9ZwAPSRAidqrCPlBYk6JGUqsacn8cQmcNzbVkWfmOUoYwPKXSaKnPadVmDem7KifPywQ68GlTV1jvvx0JKs64YVT6KzjlE8C0ES0YwHDt2DMs0EbpORUXhRJpt7L527RrSpqTOEyNs9yCYsg1gtBNuuxKiXQzF0tx02zPsm6a5gnRudf2htmMqYgPA46d7JMH/zbwHgKeszfzBt3/LG774mLN/dnKsifj52FVrAdQDM0uC1hhDRGhb3lq4PRhE073o0mA0nkDXIBPMrYTiPhXBpMd6qQh6Odg3c8Fw5KXHuWH9OOdmxuSu548zEs/QPpTgmFQP2TLRN/1OWSN2xIw3XLCy741OLhh2//KrADwrt6HrOX9U+1Ccw1obAGJYCcITGZnkl0leHFEr9o1NOfPayjVKq4tHB6kx1WRYt/Zs5/0RfyNVYpSB7g7K/B76RmdmerMsi/379xP0CkRAHXf82Fq5ciWDSUmZpXxPvdM9Rir3bKywVPLelx7aX3zfcRpDZUBwXcsYG7w9qoGSptNQFuA5uYmwT3Bw90sA/OqVzoJFVH4ew1wKZPb19VETkAxaYZorg3j13PTZ2KpMvwGR5pV9h/HqgoamXPeBVEi9DkaVYChpPjtJWDKC4bXXXkMTAq93YuO47KRRWVHBs91eqgOSsSEV1TGlKemF70Lni7Djdp47Msizhwb5twf2Tu+kMuPUyWyvZU+ArpEkvaKaoyMSSbZRTm4wZyfHmoiPqzY28IFLVs6pQX2EOIOynNUrWie8p3v96JikMiZeDRqacvtYvjBRy48nHWV1XXhWgqH5xX/jnptstfwSVWrjkdd6+eufvsLn7ttDx1DCsSWvFe28NF3TyO++r/4PVnHbE7majVM9lEaHMuEEzr6pYHvHUAJPuV0KfkQ5IU+UnyGZTFLhNRmywggBFXnmmoZGNcmYyRgeO/z67PMvdt4f8tTiEZLh7qPUlfvpHZ2ZxvC7F57j+ks2E/ZppDW1Kh7vY/B6vVyzxsuaSIIqolzzn49P67tlfMAJcChL99BcEXBMPROwK9vKkFp8/M2lPj6T/gJfTX5KlckQOk0VAfq86vd4/uVXWPe39/HRH/yOj935O+dr8n0M4TkIhuPHj3P1ag9jvhpaKoMF763frDTaICk6e9Xc0bZ6rfN+PKxMrsFENx5NFJTOOBlZMoJhz549CAGeIoLBXlCgC4ERrGdZhUZqj3LGTrki9KoBcvC39zmRBq91R6elWqdiw4UbEvbfHj/9YykqAx4SGYsgEx/s7OSWnTBCfg+JjDkrm3c0GuWyqj6GZJi6muoJ7wcjZejSROg+vDq0LMszN+lehowgPjPGiprwrELxlqXyBGmjisbqtFd8e7pH2dc76gjHN+nP8ouXO6cV1WFElaNwWJRzOM/3MdU99cW76Ry1WHXGec4205L0jKaos53xWdPZiYpMam9vpy4siHkrqQx6nSZSAEJXk5uHDD5boWlqyd2TPqHuYazvGPVl/ik1pPGM3vv3/OTi/VQFYMzyEvLpThRSPq/ElObYJnoYjmemHnvRTkSsl99atik3PcaVG+pLCwZLTd4jaXWRlyxX110hoyrhTdNoqAjQrquFiuzd7UTq9URzz0wmz8eQ1XxmY0rqPryHyoAghZdtyyoL3quoVSZVnzGKP6DmBH8g54NIB5XWoycHqQr7XMFwsrBv3z40AT6ff8J72QGtaTBQr+z65jEVGjnVyqI/qlb9q1Ov8tIvVVLL8cEEP35h6mSv3o5x8d9ZNVv3M5LIUFMWIGnA9frEGkHZJjHZgR726UgJyVk41To6OrCkQEqBpk0cEmVlFQS8GsLjJeDzUFaREx6W0Bk0/YSECqeczYA3ZJ5PoVJNvNkHu2s4wc9e7GBdQ4Tnezx4TLX9yMDUzrvfPq+KAlaO7CYxOui0w5zML2CaJlc2jtEelQU1m/rHUpiWZP2q5aRNyR+2KDPVidIYug++SsgrSPqqnJ7bDppaDPiEhU/PrmrUNtOSDKBW5KmhThrKA9M389if32rtdv4eMTzUlU18ZgBeClwEwAaPKssy1b2XdqjqizHb9p4aoybiZyieLq7t2oLhSDEt1NYYmisCvCDVytxr5MLLfXlmnuwiwpvvY5iFxjDarn6Xn5mX8PGr1ha+6VGalS8zii9oaxNaTsvSAmFGZAivMUZl0Ouakk4Wjh8/jlZSY1CDUtcElRtU4lZtVA2CqR7848/kuoud2ZMr5vXc4alLN/R3KsFwV69dGyhlD2xPgOF4hqqwn/6MGnBvWKOqamYfoOx5lflzGgPMLoqq/fhxIh6D35mrir4vdC9rbKd0OOAHPWdvNqRgyPBT6bMo9wniaXPGLR8Lau9Vq3PICobe0RQHesd417nLeS3TREg38ZGZMqM3mUxycVlOOJcfe5jmyqnLZR85fJigFwYyfiKRiLM968BdUVfBE51ePAJATu2DmiXRI8qc1aW3UhUaLxjU7/+GKy/Dg/1b24IhmTEZlMrslhnpoaE8QE80OW3n8OH+GClyx3uuW1JfQjA0rFAr/y3x5wHomUIzObhLmXce26NMLQPdx6gIepUTv5gWZ5fBOHS8h0Qmd/5DnjpbY9B5y1ktpPDRmwlSrcVZWx9h+4oqOoYTzjU7eQx2rSSYnWBI9ChzZFKrcL7Hwau0gxU1YS6//Aq1Tc8TDN4Aw1YIv5UgPMeyHAvBkhEMnZ2dCFQl1fFknc+aEKzaqGyFWlw59aa6gSE7yuD4iMX11UcRdnGv6bTBHOrtxJISUWuHiGbDVz1KY6gIejloKttkQ0qZLrIqcLaOU7apUMjOVk7Mosta1/HDeIQkTqD4DppOwGOv6q1MwUoolTEZsYLUBAUeS00MMy31XPATB1WYbr4pAODMZRVoNavQhIpMmior/cnHHgHg2Xb15duTT9Ns24UnMyUd3vUcAY/ggNlcsD0bRdJUEeSA2YJXhzbRTTRxYh7wmD0JHfSsLCIY1L1urKl0qqiiq32SGZMhWzDIWD/1ZX5ShjXt8+weSdIjc6HSSXzO7zaexs0qvFrYsf09U/gyXn1B5TAcG1Nj6bVXdlBpm0JHipnkbI3h0NGjPN+ZG9dl5rCjMbRWhbh2Yy29egNX+V7lzVubePs5rcTTJg/sUueVyct8dkxJM5iYf/ZiO/f/4oecJ5XGU1lTpOWwVz079RGdcJm9oNDyhIfuY9gKEhIpwv6594Q40SwZwdDR0aE0Bl9p57MmBOvWr+fhwwYVjKKJyW2R0WgUr0xz5y6DR4dVONoF2h62tVZMuXoCGB3sIZ6BxmV2MluexhC1BUO4TnVNXdavktei9qSWHdjZ/tTZ/2eT7u/peBYAU5v42wCg6ehSdagSllGwEkpmLKIyRE1IIOwoq5kIBiklyXyVwQ5V7YmmChx8G5vKCS9TGcgr6KZ7ikS6+LOqj8IrQnXne4v/eWoCEPTqk97TXrsnhae2UHvKhuG2VAbR6pQgXyW6TlhUUtou5tij1VMdHreYsX9/n2bhzWoM9iSUyJiOo15PDTtNhaaatLN0jSQoI87hEUFCi7BL38C1mxuL7rt+wyZ29ZqUpdUE3Bud/BixgU5MKWhdp5Ij/Z3PURlS11LUtGILhoOHj9E5mtMYPDKj/HG2gLx6SwuDsowwKSIixRvPUM/i0wdVxYDxmc8wfR+DZUn+v7te5toXb2FLsA9TCjauLqJZ26akCo9BImE/+3nPSdqCYStApV8S0E5wftQ8sCQEQyqVoq+vD10TeDwTNYasH1PXBOFwmJ50kFVVgpBXm/TBf/XVV6kMCESomuQZfwDAenGc1urQhBVvMTKjfYwkJa0r7IGWzAoGH8O2YMisUKYtc0TFq2cFwmjKwOfR8HvUw5GtbzSbBu3JQRU2+LK2ufgOmgddyFyp47yVUNIwiRGmMiCQdvbpwAwEw+DgoFPeIIuUkq6RBNvbcivXkM9D03qVsb6G4/zqlclbiQo7VNVz1k386wt2GYWxdoI+fVI/jNWpTDih5WcWbP/Na71sba2gIuQlsEr5oZbTfeKyn8d6sKSk0yrmY1C/v1eYRTQGiwR+EobAb4zmBMM0xmN2vzKR4KFDGXZe93Pu+vs/5jp7oh1PfX09HTGdZYEkmoDD/ZP7fbYEeogT4HWXX4ppSQKZYWcFP1xUY1DbDhw6wuefUpNtt7T9W2M9INT09dazWnghvYKQSFE9vIuKoJczWio4avuhsj4GXROEfDpCTL/XyniTpYHO9g0rJ+5oB6GUewySKfu31vIXUCZRK0h1UKBLwzUlnQx0dalJJBgMIMbVSYKcjyEb+DHmb6QxolGrjdI3SY+B/oMvUR0U+MuqOevS6+hP+9ggjtJaGaR3iqSfVCqFJz3KQELSsjyrMSjnc0b4iKdNKoNeVqy3w+BiavLODqixpEFZnp0zaAuG5CxMSckRZTZL+muL76B50DFz9uw8wZDKWMR1pTprUbXKnUkjku4DL+VKYdRtBOCbTxwimbHY3Kxi6JvsHsurNqtY/b/x38Wh/hivtA+X/F4rPshQQlK3bC3BVhXpVN3/AgGPRiJdOqIpHDsCQPOmCwq2D8VzWeYrNp3LSFKySrY7Gtx840kN0ReHlPRQXcLHoDSGiaYkEAymdfxWnEZHMEzPAd0dTVJGjOGESWtra0FBxfEIIegwq9lcJ9hWbXL/zq6SY940TcZSBjECbNuykf/Z66e1TDLcrcZMcVOSGm/H2jt4tV/D+MNf8mnrj9V7oz2OxqBpAjmqFiV6p/JjNFYEnFyGtCnx6RpCCIQQRHyeaScmjg/19QuDZcuWTdzR1hgiHpNUaqLGEE+bRKUSDMJMzamQ30KwJARDR4eaVEPBAIiJ71uWRBM4NXG0GrWCX2sd5bWu0slqiU7bQR1awbr16zmQKGMFPdSV+Ugb1qSRB/v37yfsBUML4Asp1T9rSopm1G2pCHlZt3EzpiX5vbqDQJ5gSBmOfwEg6Ju9xpAt0idClcV3EDqazF+dqgGvzEAmaa+awPUR5QeZicYQP/hbAO7qaIIPKr/A/TtVlMuV6+v51Z9dwv9+7FIA6pqVA3wgpX6fpw8OlPxeLT3KUFLS2tpKZMWZAPhGOwhMoTE0aYMkMpJ1GzYVbI8mMk727+o1azg0ZNEie06YjyEsY3TH1XWWcj6HPEprUNvU/c+WehhJa4T1jKrOyvQ1hmdfaycoMoykBA0NDVPuH4u04dUFW619HBmIl+xR0dHRQXVA8jtrDVVlIRKhVioDgqGDym4/UiyiyTYlpU3JmjVr0FddSrtpa5Fj3ZC3yIu0KEe4r1M5whvLA3TZ5kbDtPDouQc/Eph+Ib2+0TSQE3b399YSCBTxxXmUgz6im6SyGoOeu2/xtMmYDFEVFMh0Ymn4GIQQ1woh9gohDgghPllinyuEEC8JIXYJIR4rts+JIisYgoGAo37mY0lZECdeZtuyG2N7OTwQKxllM9avmv7ImrWUl5fTY1XQJAbQU8oePZldd/fu3YR9oPkjuZWF/bnhjBrwFUEvLS0tPHE8V+8lO6DyJyrIaQyzEQy1mhJ+oUiJ0hqajo6VpzGo46ZNCykh41MPqxzqQNcEgzMocjfcp37DndpmRx0P+z2ctbyStQ1lbGmpcKqKAtx9vJoav0XEO3lJ6Ro9xnBS0tLSQsVatfqvSRwm4NFJlfiNhoeHqfJm2NEtC1aFUkqiScOpF9TU1MTxUWihl8N9c++FMZ6xsTFqAwZ9aTXZVI83JdkTTpmuhLWleR3fTNJuvzpqeKkKCMZGhqgIeqclGEbiGVK2yTLlrSwaujyeULOakINDKnu5VBe/w4cOsKnKYEwGCfk86I1K8MYPPA2UWEzYgsGwVBkb05KMSLuOlpl2hCFA1VpVJmRsuBeApsoA0aQy2RiWxJP3fIdnUHp7IJbCj1rg3XkwxGefLyu+o67uVUgz0WwTWFZYgAoKiYsQHk3gTQ7MqV7TQjBnwSCUbearwHXAJuDdQohN4/apBL4G3CCl3Ay8c67HnQk5weAvKhhMKR1tAaDetmVXjh1CytKZsslh5XSrbrJXsnodbXofsT5l3+6epEbN7t27CXsF3nBlbmVhm5KG07bGEFT1919LVFPuAx0zJxjyJirI8zHM0JQUj8eRZpqDRh0V4eLRJ2g6GmbO0WmHq2YnoWxmqjnWQ1XIy+AMymKPDSrtoLIhNxH3jaac/sLjCVaqiJAVdJX8feOxGBe1QNoS1NbWUr9K+U62ew8R8Golhee+PTtZX6szLMsLJsV42sS0pCOINU1jmHJaPCMc7Jt9qfFSdHZ20hTRiGqVgDKLFOALg9CJEMeLgSnyfD72tSWkj6qgoLe3l4Zy/7QEQ/twnDBqYveVlzArjqPeLsURGlZ9FUqVK+k4oLTrIcoI+XSq1qrkQaNrFytqQtz5XJGGP+MEQ8aURGXeGM0zaa5dt56uUQs9obTfbOBCx1CCjGkVJOhFZtD3uX80jR91Tc/sH6SuaXnxHXUPCJ2QnpmgWQPEMwZJ2+QaTijhezI7oOdDYzgPOCClPCSlTAN3AjeO2+f3gZ9JKY8BSCl75+G406azU61KAwE/xWxJliXR8wTDmi3biaYkWzUVMjicKD7Yry5X5p2aFmV6ivnUw+Q5plZBJTNOLZNt/T9nZZVGqKLGWYHHRwcxNS/RpBow2azmYLlyuK0Wnc6AnqAx2KakmeYQtLe301Km0WVVE/CVsCdrHnRpTtAYsiserUyZHESsn+qwb0I58MlI2iu8qqZc5u5ALE1tpHiEVLReTSiXZJ4t6f/pOqomqV0jITRNI1Jdz++sNWCm8WA5Am08x3eriKTRQGGoataPkF+WIh2oo8xjEDFHePZQaZPWbOjs6KAxIhjxqvE0QTAIAYFyglYMDyamKIwSA0iKIFUBQV9fH40VwWkV0ksZFmGU+SVcWT/F3orV21SS2zWhXUBpjaG/XfU5fs1aRsins2rbxcTSkprkES5aXUPPaJK0Me6+2D4Gw4L169eTsSxi5AmGvEXemjVrGEtL3rw8jmmaToG+zmElGPLrGs2kvWf/WIqGoBL8iYzSQEviCRAUJj5R6PcBtWAz7aZH9Qk1r5zM5qT5EAwtQL64b7e35bMOqBJCPCqEeEEI8d55OO60yWoMAX8JjcGiwJTU0qoarjd4lWmnVGOYWDLDSFLSaK9I9weUk5POV4BJ7LrHf8tbaw9T7hdEqhudlUUqNkLM9DiCKDsRRcPKOV0vhp1VRjbPIctsTUnHjx/nrCadjOYj4C0xHDQPAgvdsWerlVrKnoR8VSpqRU8PUxP2zyhcNTOmJtX6VlW11LIkg7G00194POWbrwagOt1Jf4mM3r6jrwHQJZV2MZoyec1axpaqNDIxXFJ4pg4pgS7rCqvvZv0I+eWlW2qVX+Xfvbfy+9/67RRXOTP6jh/A7xGM+uoRgonOZ4BABZ50lAqfJCNzAj17bRlPiEpbMLRWBafVyS1tWISFGrNltc1T7K1Ys3YdL3ZZrImoe1FKMIQHleCIEibo09mwcRNdY5JtlWNsbS5DShyfgIOjMUilMRgWJnquZ0iexhCJRDge85A0VLXelko1CbcPJ8iYstDHMIN+7oPxNPV2ZYukwRSCwUdAZCYEBIDSOnsCagGpJYeBk7v383wIhiLuXMbr1h7gHOB64Brg74UQ6yZ8ChBCfFAIsUMIsaNUGd2Z4piS/L4JJZ1B+Rjy5AJCCJ7sr2BrdQaBxUgRjcE0VQbuQ4cMmpvVQ9QXttPkBw9SFfLSXUIwGEZuQFTWNTsDKEKCFF66R9TDlZ34/XVqQNUy7NhGo8lMwUSVMyXNrDNUxzGVoHdUNhLwlNAYhGY7nydm2QJUVdUwnJQEjDFqIr6Sk0MB3TvhG5dRzwBxQ/CPL6nPDScymJakpoTGsH7zVo6NWFSnu+gfSxeNghnqUKtTb4XSZEaTBgOoiXxDbEdJ4RnvU79FeNX5BduzETP5GtrxuisBnGSwCavdORDtUuc/5qvDp2toWpFHTOjw6l1U+UxGDcFTB5QJJetYl75yKgKCgd5ullWFGIpnppyIlMagxmxVY5HImyJ4vV4OJMrRNahlhP4SpiRvXJkMX7VWEvZ5CIVCHBgLUu6D5LB6zsd/1rKL6Dkag52PkPHYdn6tcLzuj1cQ9gm6OjuoK/Pj0QRdxTSGGTifE2mTCo/aN2lMrTH4xURTkpSSRMZEDynN35tUVRGmkwS7WMyHYGgH8kdRK9BZZJ/7pZQxKWU/8DiwrdiXSSlvk1Jul1Jur6srkmE4C7KCwV9CY7CknPDw6WW5Ms/FfAy9vb1EfGBofvW9gBmqU5VG49lSBKVMHQec195whSMYvMIkhc9p0ZkVDBXNtmCQQ4wmVVe5ZMYq6JylawKfRyOemdlgGzyuzC4HmCQ0UfOgyYnhqlmzRX11JX0xi5BIUBvxT68s9u6fQ9fLXLsswYgM0xMzuX9nt2OGKqUxLF++nO4YVMsh0mbxjN6xXhUdFahWD3E0meGnpuqhHUj0OJrOeNagPrd8S2GoarZQXn7p6YrlmxlNSURMPeTz2eA90adKpcQCDfiLFK8DYFCZMS9NPkZGeniPrbVk74kIKYE12t/BsmplVplKa0hlTEdjqMkz7U3FUZ9a423zHC25KJCJYWKmTg/VjnY75G2iLqw5gny8pjliVziuqa2nqqrKqZKa8diZxeNCz/WQCp7oaT+MrgkaylXIasa0CmonRfzTD1dNZkwiuu23mUpj0H34yOQtoHK5JVKCv0KZBn1pFVo7dpr7GJ4H1gohVgohfMBNwC/G7XMPcKkQwiOECAHnA3vm4dhTIqXMEwzeEqakQh8DQKxGya01oqOoo6q9vZ22Sg38uXo6wuOjzwhTJpLUhPSSpqT0rl/l/vCGCpxUKellV+cI5QEPHnsw17auwbQkFdYwsZThnE/FuM5ZQa8+4zwGrV+ZXRLSP7kpqUi4atbHUF1ZRn8cLmyyqArqjKaMqX0d/lx0x4ipvu++nV2O36CUxqDrOjER4ao69XAV8zOk7KzhsoY2QE3s2WiWZenDRc/NMAwiIk5/3GLd+kJTUjb5Kj9sdNmyZURTEk9KCYaZVjCdjKBdZiURaMBXSouz8WBgoPbpG00515Z1HicGO50WlEemaPGZMiy2C1Xptm7Z6mmfb3i5elY2yoMlAwLOqx5lxPDi9whnERaqb1P/H1aVjMdHs/X3KC1j9Tp1P7KVU01vkZITgC+iVuSDXUqwNpT76Y4myZiyQGMI+XTiaXNa9aOUYJi+xuCTGXzjTElZzaCqooLRlMSXUQu/09rHIKU0gI8CD6Am+7uklLuEELcIIW6x99kD3A+8AjwHfEtKOYMO4rOns7OTZDJJbW0tHk2jqPO5iMZQtUql7a8R7UWTb3qOqfC8qrKcMyxlWLR6o7xrixefmeDVjhFeODqxmN7qgd/k/vCFC2yRKXwcGYgXZLu2tC5jICGpsgWDY9oYJxjKg57iGaSTMDKgIqv2yOVOFvUENH2cxpA1JakHNejz4vX5iPgEut2nd8pcBjP3/ijqQd/dGXW0jboSGgOADKoJIEyi6ApVjKqoj4pWVR01mswwKtTkeJlvd1HBcOTwYbY3abzQ5ysonge5hL3KvNIUra2tRFMSb2oYKG1bnw3ZvJKRUGtpjeHCjzov06gJsn0o7oTihiqV3ycT7WV1vbr2A1N010vbNnyA5lWbJt03n8bNlzKakjSlj3FkYKLwSafTVPhMfJok7M/9hvra16n/e7KO68IxM9inxuaadeo+ZjUG05c1JRX+NgFbGA73qIVBY0XAFgyFeQwhn45pSUfQTEYyYxHS1TOVyEztY/CSwSfsZ9BeQMXtxVptVbljcoXT38eAlPJeKeU6KeVqKeU/29tulVLemrfPv0kpN0kpt0gp/3M+jjsd9u1TppJ169apHsDT1BhazriUlCG5kJ1Fs1t7OuxkLm/OipY2LFJSDYblSaUe/+v9E5v2ZKy8c/BFnAcbIIX6fGXe6rSlpYX+uKRCDjOaMhzTxnjB0FQRpGt4Zk1Z4kPKvhtnKo0hL4/BCVdVfwe8Gi+NVlMREFij6vumjEzK6143pin7/1A846xqS5mSAPorzwRguehlf5HJLpQZpGfMonm5MsFFEwbhQICHDpsIyyCRmbhaPLRLRST1iInROMOJNLomCjLNm5qaGEmB337I51MwkBqlN2Zh+qtLC4bXf8Z52VZvm1CiSWJpk7BPJ2w7j43RPkI+D61VQfZNIRiGoqNUiBj7hwRNTcXLYBRj85Yt7B+0aDbaOT4Yn9Aro6uri7BX8PPoRkJ5kW8rzrySREaiRY8R9OoTTEmDA72241llxGcMdc8sb3FTUqjKbgE6otacDeUBemxTUr7GEPTZdaWmoV2nDJOAzHVWHN/9sQBPAM1MERCFpqTsQq6ltpKhpOSierV4Oq01hpOd/fvVyn7t2rUgrRLO58KoJIC169YxnJRUyRGGi6x+e7uUeaq8KtebIGWY/Kv5hwCs7nuEi9fU0F7Ernt0LG9A+8vojeUGqLCTYqpCuUm/rKyMgaRGnYgSjaWc7NLxfXibKwJ0TlFcbjzJUWXHjcsAIV+J1qCajpBGXsE2W2MwsoJBR4aVP0gOKNv3lHHiqdwkNaKVO/6SJ/b3UxXyOsXVilGx8kwAVpuHeWzvxACFsByjayyn9o/ajvo+WUW5J4MlcRyZWbr3vQhAunLNhO+LpUy7xk5ujHi9XlL4KPeaaKJ0/P5MkVKytSpBb0yi+/xFG+QAajVqr5w9XjVmukaSxNMGYb+H8iZlCvKmlMltfUNZ6d7KNh2dnbxJf5YEgYJrnYrVq1dzaBhaNZW4Nb6+UGdHO2V+SHrKCgTD+g0bODgkqdNG7fyXvN9QSlZah9FErkd7doVvZc2Q40xJVqsKZZYxpXE1lgeIpU2GYpkCH0PYPof4NARDMmOh24uY8pqGyX8X3Y8w00S82eJrhYKhOhLAo+uO5uMKhkVkWoLBkhM2h0IhHmwPskLvp3tw4gPV150VDLlEoJRh0VuxFYDlg09y5fp6OkeSBfVWTNMkJPIeAH+EntEUaTvkMBhSav/4MghDZohGzygjiZQz0CqChQ9GU2WQnmhy2glXo6OjaHbjmzj+0j2jhY6wzJLhqn6PhrdSrVDN/iPqu6cSDOmcYOijijOXK2fpc0cGWVtfNukD2LLlEgCuMp/icH/hKjiTyVCup+mNSWfVm00GjNS2UOXN8HrthQllMXxdqpRCRWuhfwHUyjJUJMcjrYepDkKZT8ybxjA4OIhft80diNKCASCgVq8eXwCfrtEdTRJLmYT9HiqXb8KSkgpU0uT5q6o51Beb9Dxj3Xa/AU95yX2K4fF4GNKqWRlOomOysyNa8H5v+2E0IUh4yp3VOoDP5+NQPMyFrRphkS40P/bvZ0NZHE0IRzBkNRHLMSUV3pO65euIpSXCDgfN5n+0D8Xx5pmSgo5gmHpiThkmWkaNsara4lVmcz+EH4wkYT0rGAorx1aEvLwajVAZAI92+jufT2oKTEmUMCWNK4mRxQg1UKUnGBma6CcY6LUzdmtypoeUYVHZtoXjUckVjWNUW2q1lm/b3bf3NZrL8o6leYkmDDK2OSkcVoJhvP0zplfQ5I0RT6ZLmpKaKwJkTDnlJDWWMugbiXP82DGyZvM4gQl9fXPn6IFi4ap5GkPWkSgHj6jznWo1FM0FrvXLCq7akPsd1zREin3CYfWmM4mlJf708ISQ4O7ubhrCgqjlx2v33sgmA2Z7OF+k7ZoQmTTSq1JxqjZfOeF48YzpRNLkY/jKWVejI6TJva9OXu11unR0dFDmh+f6w6QyhdE0E7ADH4QnQH25nx5bYwj5dKrrGhmIQ6UnRSaTYWtrJQCvdpTWGsYG1Jg+Gj5zxudtVLTh0eAM7Qg/e7Gwe+FAp+1M1yuc1XqW3sqzqAtrbBp9hr3dUWdR03dcLeje/yuL5ctVtnFWy5P+4uacpqYmhpOSM8vVNWb7SMTS5jjns3rWpqsxaHZFgqr6KXI7PH4w0oQ9hRpDNi+pMuhDBiqpDWmEtYyrMSwmEzSGIs7nYj4GAG+NGpDexMRE7YFeNRHkN+1IGxbhgI9n08pZlnhCuVjynWpP3vNdAB6LtsJFfwbLL2QslRMMdVUVnLW8ko9cUWjSMIJ1+DULvxEtGlcPyscAE0sFj+cTd72E7z9W0/jAnxDxCZKWjoVWWmPQlMbgzWZ0jgtXDXh0KppVDkdjQv3eUzrW7FUdKMHwrnNzvpq19ZMLhmAwyI4+H82eKLGUWfCAdXR0UB8WpPRc1NNYSplXLnzLB+hLeVUHuO6e3PH7+zGHO+mPSy64+LIJx0ukzYKVbhZhNxVaZnYQTRq8cHRo8mueBp0dHdSHNWSgnLRp4S/l94FcZJcnQGO5crSOpQzCPg+aptGf1FhXozEwMOBUqv3vZ46W/LpkVJnlaluKlJWeAm/rmQCcYe1nd1ehxuDvVaXM4+NMSQBtr1fVUi8fvpueaIo93eqzO55V/Uca152FrqvPZE0w0s4HcFrh2jQ2NmJKlXhqWRZr6nLjaHxUEkxXMJgI+zi1jZM4nsHRGELZdqu2yTW/qZYvosbMGjpOWC+P+eC0FgymaXLwoLJ5r1mzpqTzuVhUEkB5i5rgz2BvgbNSSslQvxIWNfU59TJlmKpHwuv+CoAtfSosNZuhaxgGl3ervtC+894Pb/i/oKv0/HY7S9cfCHP3hy9mU/M4db5CDco6hnn20AA+jzYh7yDbm3cqe/cDu3qoEHGqo7sI+4Tj8B4vaBw0D1gGQa2wv3DW+ez3atSsUiGLIq58FlMJBpnOCa8Rb03BtaytL1GoLI+4t4YzK9QDm9/TuOvYQcI+gRmocbalDIuAVycSiWBpPvxkeODXuciw++67j6BH5aSMj0gCSGQMgkUm6N5KFbn2BlNlTD+2b+4Jmamjqr93IFxO2phCY/DZ5+rx01Ch8mbiaZOQ3bRpMOPjkuU6fd0dlAW8NFUEePi1XvpKZIy/3fsUAI3LJ/pZpqJpg7Lvn5PeQddIsiDyS4zahRLFugkC9tKr38xQUkJULbQO9il7/ssvqOZRZ593kbNv2hEM9r1NFAriQCDAjh6dCj8MDAxQFfY5pVW846KSYGpTkmFaqnilLRjqmkvUScqi+8FMEfRYWAjH1JVbQGmMVihHeq3VX7zU+EnCaS0Yjh07RjqdpqmpST3w0iouGCyKagzlm18PQLWIFSTEDA8PY2bUwxWKVAJKWKQMC79H4+rr3szBIcm2qjgeTTqx9j//yY9YV2UxlhGc/7aPON83ljToyjYgsXvHjsdf2wZAkxhgZ8fIhBwGyMX+z6QkRdgLaaFssZNpDEiTQNZ2mq2VlBUMHo3WFSvZN2ASMEbw6dqUgiGTzK32on4l9FbXKTPaOSuqin4mn2wxvSYGCjqHpY6revyespwml8yYBGxbveYP4RMGv344V+D3V7/6FR4NAqHimoryMUz8bQLNKqSzIrqfpooAdzx1eMrznopEr/qO/shGZ6FRkmwOjSdAQ1mA3miSaCLjmASfHW3GpwsGjqgonX95u/J/vXhsomZjWRZrfEqwNZ119YzPe92280mb0lkYtOe1XpWxAQxLclw0TjAl+f1+eq0qqvQUn/T8kKHje8lkMuy3NYfzL77c2TerMYiQ7ddLTLyOjK5KgWR7sKyxtU/PLExJTmdBWzA0tkwhGGxTUlCzVG6JU/HWxKMJPLpGuEFpY5VGnysYFousGUn5FyjpfFbVVSd+ft3mM+lJeGgVfQWTT0dHB84C1w7dNCypshs9GsFgkONeFRVynXyan72owvgO3/tlAH5b9RY0Xy7/YSxlMIotELzFK5yWN6tVXLWIMhTPFGQ9Z8lWJO2fQdnriE+Q0tQxI5M4n7EMAlqhUy0rCIUQ1NfX0xuHKm+GkG/y9pkAVirO7b9L8/sDHyIaUmakuz50Iff/+aWOc3Ayks0qO7lV9NGTtwJO2lnDVOfaL6aMnEnGH4ygY/Lb53cwNjZGJpPhgQcewKMJQpHimko8bRbNCq9pXUs0JQmlejlnRRWjSYM948woMyU2pExcwbo2pTFMluCWdcJ6/NSX+4mlTY4PJaixc2D0KvW7Dh5VuaTntVWjCdjVOfEcOzo6iGgZfpS8gMrGthmf96pVq3imXbIpqCKC8rOs9XSUwYQkI7Wi97asrpUr2zRu8fySi3d/hvt//Ws+fI56IFtX5irnOIIhnBUMwxO+y/SVUx1UZTEgp31G8kKNs4uqqRpKOeXZU2OkDElL6xRlQmxTUlC3HNMwKI0hG3Zc3aqupzLjCoZFo8C/AJRyPltWcedzU1MTx2NKMOxvz/kZ2tvbcca37WBK2auL7Apv2Rs+DMB/+b9KTzTFn//wBVKdauW29W2fKDjOWMogbU/OpTSG2hYlaCqkWr0U0xiCPp2QT6d/dCqNIWcWC3sFaS1I0KsX2GELsE1JgawpyVGRcxOmpmkMm0FaygUBXU6pMQgjSTQleS1whuNEr4n42dA4vYiYhrW2GUffwafv2ek4LdPDaqXob8pFFymNQZ2n7vXhwSJjwYMPPsjjjz/OyMgI1ZXl+PzFhXIyUzwqqaW1lcNDFlUiys2XqJXgvp659WfI1g2qblpO2rBK5zFAgY8hmxBoWtIRDKFGNWbi3SqnJujTWV0XYXeRsNV9+/YR0Q0SFGlCMw10Xcfyl7G2wkTH5FieYPBbcQYTkqQhi/6OdfW5wIPOUZN7n3yWczT17HYZOS0um8egZbVBY6IvzQjW4tWFU2ZjRY16ngwrF2xQX+Yn5NMds1UpHI0hPTZ1OQxQgsFM49dMjPzChkbuOWloU+bpc7W9jJygJk/zwWktGLIRSY5gKOV8LhGVJIRg0Apzqb6TV/YecbZ3tB/nrEZ1o03h5YFd3cTtiTCbPbx6Y2EpqBeOR/EJk5QpqFt1RsF7Y0kjVxajhMbQuEJdw9/67gRyjubxVIV83P7UYXYcmRhJlcVJVAPCPkjrodJmJHCczauFijZ59miU4Xha2bPzHvS4XkFTRMOLybqB34Cd0Qrw/JFBfrwjV4RXs9IkDPCGykv7NiZhxdaLAfgTz70MxTM8Z1+vNaZWrLXLcyvNrI8hey06JsLj45577uGee+4BoLWlaUJcvHNd6eJRSS0tLfTGJCGSrLcjqfJNKLNhk1/Z4+tbVpIe10dgAr2qxwFCc/xLAKtt80nlMiUczeFclNDm5vIJ4aQA0Vfvp8KTdrTH2XDcq7TaFaLXEQxjY2NUeA2GUhqWpKhJzluRi/bpltUE7Z4QV6X+jZ50Lmw7Y0/uetbHkKcVOpSpEOVYt/ItrrYd0JG8jGtNE6ysDXNoihIhWT/J1dXdZEymTvrTlcYQEBZpdGexksrkxl/rsuXE0hLNTDCWcjWGRWGCxiApmfmslYibt/yVAHS2H3K2NbTfzxfeoFZWzx4Z4UP//QKf/aV6SCdb4YW8AsszcUU2ljao1GxTlS9c9LONBYNSOrbT8QzbLRI/+bNXi76fMvJqHgHlfkFKD08hGNQ13ZS5G4CP3rmTT9z1MolxYZwiVE2ZX+Ax4vxp7z/C13OOwz/53g7+6ievkDYsRkeG8WqSpKFs/sXMYlNR3dTGs52CA8PqvmX7P4vkEElD0rxcrZYzpoVpSee+CE3Hg4nQvXzve9/jG9/4BgDNjfVFxwaoUuZFTSBlZcRNnYhXkknEqA775iwYDLstZMPyNVOHq666Qv1/1h84wmDbskpeZ4f+Ntvl4N9Slcu+X1MfoTua5L5x4bVNx5SA3KOvn/W5+5appj0b5CFHc+ro6KAuJIhKtXIvpjFw9T/yaNlbORYFvfMlxp78HqDqd+U7yjP2Ct7r88O774T33TvxHOxIwsyAMiletq6Of3nbGXzsqkKH+qq6CIf6Js8EzwoG05IYaHg8U4xTTwCkRUCkyZDrEpc0TMeUWV5ezqPH4JLyHpIZa0KW+MnCaS0Y9u5VD8RUPgYpoVhlY4CxKvVwpfrt1W73Tt7EQ877n71Pqaz/az9ozgqvfuOE74oEPPhCE00lY0mDdLaUcMvZRc8jf1D6yfCe84s7wja3qBjvUgIqlioUDA0RbfIcBpiwks6g81r3KMlxE6a/XE1I4Uz/hK/IJvkcHYjx8IPqga5vXk7CkIT9MxcMAHtTdbSVW9R60xzqi2GaJmdXK7NFS2srkDPxZVdsQvegY7F8pRIc6XSarVu3UlleVlJjGH+d+ZieEOV+QUdHBy2VwSlDhSfDMAy8Ms1jRw0am5pImVOYki79BPxNFzRsoqUyyGv/dC33fORi51pXtLUBUOGzHAfqDduUOeRPv/+io1Wm02nig93sSDSxv/ryiceZJo1bVG/uFbGdPH9kkJRhcuzIIc5o0DF8alwWFQzhGtb//ufojVkEU/1otgM7g14QcZbNY/B6NFh/HZRPXMGHGm0BYNfL0jXBTectn6CprKmL0DE8ee/lbDRRmdfk6YFJSmFk8SjtJigTGFJ3eqek8kyZQgg8/iA+TeLBID6ubte+nlGinQdYbE5bwZBMJjly5Ai6rqtQVSjtfC7hYwCotcMw3yvUiipb7jhLvpMJ8kI+/WVw0ccwhZeB+74EwLo1q9D9E1f6YymDu6tuhvf8FFrOKXlNT/WqVdcfrYf68uK24P/7FtWvurRgMPDnCYamiEoGm9BXOJ9xE6aBTnc0yWjSKNAYmivUfleYzxTsnx/q2zGcoPux2wFYu2krMTvHYDbEK9fj0QTn8SqH+mN0tLdzbrNGyKcRCqnfKj+kFkBoHjyY/Mmfftj5nj/90z9FWEZRwZAxLTKmJFSqJLk/4giG1qog7XMov93T00PEBxl8eDyeqX0MQoAv55Ma7yBvbm7m3gP25PTyTwFYXhPi79+koqk++gMVwfX4448T8pjERZjycHEf13TYcNZFdI1aXMaLJDMWxwfjdB5QfrVMsK7oOWZpamqioraZMp9wAjtMoRdoDNlw1fzQ0/FUta7HkhJfcuLiJJ9NzeVICa91lw4WUM5nSV3AQgSmIxjUMxmw4mTwODXWkhmroA7ZfkOZzmqIFgimWMrgn770FcpvOwd23T318U4gp61gOHDgAJZlsXLlSqdfwmSZz6VMSWddfzNxy8tFgSP09fY6XaWyXLq+iSf+OpctW1DjJ1CBLjN86iM3A7Bm1YqiPoRYysAbjMDa1096Tb+Nqxr55/jHt7vIsa6hjBu2NZcMWR1LGQUaA8CIMXltovHFygxUdcqjA/GClfToqjcCUDu8u2D//FIHHUNxBg6qCanp6j8jY0oi/qmjkIqx7ALVQfa8scc41Bfj0CG10vplZ2GZEiC3YtM96MKiuXU5999/P3//93/PzTffDNIsKhiyTX1KaQx6qJIyv0pMa6kM0jmcmFY552J0dnaytlrD8gSd1fGkPoYp0HWdf9mlJqHBw684299/URvnrKiiO5okmszw2n23cUGrh5S3fPKEuilobGriaDzAhTWjVDLK8aEEI8dVRNRIudLaJxN0azadybq2Zv7gpt8DoCwUoi+vnEw2Ksmrlf6O5mUr6B6TRMzJ60KduawSgN8eLu2LSxomm8URAIKRaQgGOxAlIBNk8DhRT/lBGgDlzUpbvVp/oUAwdI0k2WIfj44Xpz7eCeS0FQyvvab6DGTrrAAlnc+lopIAKqqq+UVSRcA88dPbMJKFdslrzlnLsurcKmu8YAB4x+tV8o+wMkUFw2jSKB0qmkfQ7sM71H1s0v1U3+XigiGWMnIZzDbDhrd4+8gs4ybM+gql9XRHkwUaw/KN56rzjObF8yeG6cwzr3zjoV184pwMsQw0b1Yhp7PVGC5/000cGrJoyxygfyzFq3uVH8hfXpjDADmNQdO96FikDYtrrrmGf/zHf8Tn86n+wtrEyT9bgbOUYPBGavBogt6OI7RUBUlmrKlLjpeg9+heKgKCcCjg9LqYi2AAnECHhj13ONs0TfBX1yhfwof/50Vaeh8B4Le+CybXUKbBnnJlinqDvoP2oQT10ZcA0GuV1l6ytDsg/BEaKsOcv12ZUysioUIfg2nh0UTxjnY2y5Yt49iIpNoTJ5Mp7dytK/Ozpj7Ci5Nkq6cyFk1CCY6Bii0l93OwC2B6zTgGOkO2vy81TvPzbrxOXR+xgnpJfaMphB0xKIs2xlw4TlvBsHOnUmHXr89zppVKcCsRlZTluTKV8LP7qV8x2KNW6y+NqMkxVKYS0y5eoyIlVtTkOY9twdDoszOfU3FH3cxnLGUUlHQuRbhGrf6ife2T7ldX5mc0ZRTVGsZSRq6RiM2w4Svo/zABs/B7zmzLrcjzJ8y29erhede63AP59BO/psN2yG5pKScSO4LfIxgSVU6C0WwFQ1lZGYfMBq6oHcZPmh8ftTveVedpDE6hv5zG4MF0Jl4Hy5hcMJQwgeiVypexdvhRllWpBcKNX3lqVtcz3KnMlIfFSqdV6KTO52mwadMmukYtNCwwcpPs+SvVuH3yQL8qm94reMB3dekKu9NkzXXKRPcm7Vm6RxIko7YfY7kqfDip4PGFIRN3tPKqsjB9eQuc8Q13in6Fz0d/JsCycsHx48cn3XdtfWTSkNWkYVKOet/xXUxGVjAYypQ0GMuakgo1hs1nnks0LagRUSeaEbKl2+1IpnlsFTsbTlvB8Mtf/hKASy+9NLexVD8GyaTVPKvXbAdg9OgrdB5Tq9K/6349FyW/TFlITfS3/eF2nvrk6woHbqASgHIrSmtVkHQiNiFPQUoV8z8djSHcqMLztJHJB/zl69SK+ZcvTzQ5xVLmBMGQYAofQ7JQLT9neaXzOt+ZqHsmmqPufPQlxyH7L2/bytv1JwBo3/b/OVEbkVkKBgDfKjXhvEHbwYhU2lhlTU4wZAv95TQGFa46ob1nCR9DVngVdZoCskWNjc3iIBfZi4OO4cSs+vmO9KqkLL2yxbGn+0v5NqbJpk2beOiQfS4/z/lVhBD8xevXsUa0c93yJJ6yOhIZa1rJhZNx4SWX8UofXKa/yv5j3SzzDtE9ZjmlYyY1Vfkiqk+HmS1THXTKyYCqReaZxL+QZUyvZHmFxuFDhybdb019hKMDsYmLBJtkxuJ1+ksA1DQXCY0dj64Eg5YZI4PudKTLz2MAZcUYTGlUijEGRnOCqW80hY6676PJ+SnjPltOS8Hw9NNP8+KLLxKJRLjmmmtyb0xSdnuy8dbQ0kZM+vmTCyr40Q/+G1AJVJ3UOqGWYb+HlspxZqI6Oxqqbw9Xrq8nk4pj6IUNaFKGCqeczqq5YrkyC+jxiUX98tnSUkFtxMfuIhmusZSBj0IVO06goP/DBDKFDtU19WVOgl3JPtE2tWKE9qEEEb+HMjPKhUJpcmde/S7Hvlpq0p0O6970ZwCYL/7Eqf7alFe6IJUp9DFouhcP1sQVmTW5j6HUdVauOot9AyZHRyQhn4db/0AFD+zrmTwUshjRfiXIy2ub5k1j2LZtm6MNy/0PFry3uj7M9ZrqFd2/7GoSaaOkZjRdPB4Ph3Q17tMvfJ8Kr0nIqxGIqGi8yUxJ+EK2YEiD5qW2zE//WMrx2RjWFOG7NulgPUGvoP/4xCZZ+aypj2BJ+OojB4u+n0ibBOycirq8vJiS2NYAkR5DinyNodD57PP5aCszeZv+JH/xo5cdwdQ3liIi1CIqMTa5j+REc9oJhiNHjvC616mWgddccw2BQL7pZpIObpOYks5eUUlYpFgTjrN5hVoVrt2q/AbjS18XUG5nSo72sL2tCr9ME7cK98/2LZiOKampdTkDcQtfeupB01IVKho6GUtPdD6PyeCE/g8FVLQW/Flf7qfJrnU/1aSuBEOclsogj//qh2zSj/OjxAUEKhsc++pcNIbG5SpHJZTqw2NfV+vyNuf98RoDmo5XWBPbOlrmBCc75ExJpUwszc3NtEcllZoSnpua1AT42ixKYzRnlG+msr5lQib9bNm4cSO7xpRJMy0KFy71PoN3eh5jUEbo3f6XJEpkeM+U+us/CcCm0DACaBfNjqCb0pSEXbRO91Ib8ZMyLCeLPmNMbUoCoFyN11jH5ILhbLsHyF3PF9fAY2mDMpHgkSOmE/48KbYpCctA6F7Hx5DMmCUF4lZxkH+7fy+dwwluf3QPH/L8LwDLD93JsaOlK+GeaE47wdDX10cqlaKiooLbbrut8M1JfAylopIAzlpWxTO17wDgzasMkqagqrEFry4mH+i6F/wVEB+gpTJIQKQYGycYxvJK8k5FS0sLfXHJtqrYlJEvdRFfUSdoMefzGMHJfQznfRB+73vOn+sayhzT0/is5bHLPu28HtGqqGOYh/b0sr6xjNQLPwRgl/8M51xg9j4GwKkwWq6l8NiakObJaWXjNQY0Dx5h5urgZCnlY8hM7mNoamqiY1RSFzAwDIPWqiBhnz6h9PS0sEuRR1afP72JdBoIIRhd/w46ohYd8cJrOPrU3bSKfmIyyK6eOJYs7WSfCRdd83YGzBBtwQR+v5e1m7Y5gm5yjcEO5U6OgOZxsrmzDuiMaeH1TG1K8tUrs0+mf/KihsuqQ7zn/OUTmjZlGR6NUyZjjGUE5eXTKNWSFzos9FxHuvzM5yzZ3tpv05/gW08e5qJ/eZi9gfc573+nZy0j0bnV3ZoLp51gWLFiBV/96ld54oknqK6uLnxTSopGJU3hfNY0wYUf+CIAFVoSb7DMaf4yZQvEUDUkBmmuDBIgw4hROAlmi83lp+yXoqKiAk3TCHsko6OT1+QpD3qdhj4Fx0uZhLVCwWCgORpAUTQdNt1YsCm7gh5fsymy+VrndZQIdUJpNxe0lXOu7wAJU+P7mStIG1auTv1cBIOmgS/CB//wXVRn5YGeO6eU00woqzF4SpiSSvkY1DmWjEryehkygrSUCXq6u9A0wZnLK3lukjDIkpeSjnF8RPWqni+NAeDGG9/CI0cMgsmegu3p55Ww/y/x+/zyFZUQVqwG12wILzuDlXoPzU1NeIORifehGFn/WyoKmsfp+53tZ5Ie17u5FGWtKrlUG+2Yct+G8gDD8UxRP0P/cJQyEcfQQ9NrdZotaojytw3F01iWJG1aE6576E9Uj/E364U5PwC//9M4//jAIFu2TCMS6gQxL4JBCHGtEGKvEOKAEOKTk+x3rhDCFEK8Yz6OW4z6+no+/OEPc8YZZ0x8s5TzeZKSGA6BclI1asClhY/RpDF5GYksoRqID9BYHiBIisFU4QTjdHeazMZvI4Tgmb4Q1UGVUDUZFUFv0eqNsZRByO4wFTfUNQ96mybPfC5Cm12cbILeYjdRGUlKDvWOUS+GAfB072Jbg0bc8mJKwc7OkfnRGAD8ZTRWBWmttCVD3gTvRCVlV2xCxyOKCIYSeQzJKfIYAAx/BV5d0H1U5VGc21btZIZPl0QiQaU3zWgaampqcj6GeRAMl112GfujfppCJvtfVS1MU6kUq0xVMqZ2/UXO6nY2dauKEahqptETQ5pp0H0TosOKki0Hk4yCpucJhpzGMB0fQ/2KjSQNiT81eZIbqIJ66hiF2rWUknv3DLJMG2BT3TRDR/OSVzWPl4Gx9ITM+yy1Lau4u6OWChFnrWjnk9dtQHqCHDUb+OFOgxtvvHFGfbfnmzmPOiGEDnwVuA7YBLxbCLGpxH7/Cjww12POGmkVUxiwJJPGRmfxhisBGDM8DMbS01tdhaohPoAmDTzComtcdFy2VETlNFdqhq+SioCg8/iRSferCHoZSxkTarHEUgYh25T0+482kfxkNz/5m/dM69h86Al4/30AfODSVbztrBau2zKuD26kgcyVn+ai/4Yd+3tYq3fy4EfPo/uRbwHwlPcSgl6d7z59hJgTrjpH84W/DJJRakP2cM7TGJz2o9kJ1q6VlC6qMUw8DycqaRKnrB5Wfqf+djXRNtsFDks1xClGZ2cnb1rnxdK8aJrmrGDnakoCpdVEVp8PwO5f/BcAjz90Lxe2CH5xLML6TblF1HxpDITrqBUjYKaRui9nSpoqKglyGkOZMlfmBIOcVlRSS2sr/XGJ15g6ACBrQh1fgnswlqZNqFanK8LTjBDy5zQGr9fHUDydy6Mpch9jG98FwK/9f82fPHMVwkjwv6+pCeLGG2+csP9CMh8aw3nAASnlISllGrgTKHZVfwb8FJg8pOaEMonzeRrCWTum1L46s5snD/RPHuKZpbwZho5AWg3S1wZNjg3konyGE7lG4dNB2k1KBqeIuMg+4KPj+iKMpQwn0qK6tpFAIDj9FXvTVlihCuM1VgT4j3edSeV4p7UQeC///zjzijfz0CEDr8ywNv4ia6Mqtn/VlX/EH1ywnHte6uRXr3QR8GqTryKng78cUqPUBbN+hDxT0niNQVO1kibmMZRIcJuGxuCvsBMPu44ATJjQpkOnrQF2p+2e39Oxyc+ATVe/F4CqdlXnq+83XwPA03o2rVU5p/SkwRQzIVxH0BwjJBMMp0UuYW/SjnS2Kcn2MdSE/Wgi1wExM01TUkNDAwMJSVgkSaUmvwfZoIvsAi1LTzRFFcpc+z/paTYu8uZymHSvj3jadLT2YlFtl779Q/zVUyG+c6wFuektDK6/iS881EV1dTWXXHLJ9I55gpgPwdAC5Lv12+1tDkKIFuCtwK1TfZkQ4oNCiB1CiB19fbNvlRgf6poYlVPC+WxaxVt7TsWkDtssjWeogT50RJ2X9PPEgdx1jcRzjcKng7dSFQ5Ldu+bdL+sYBhvToqlDXyWKjNQXd844XPzxTve8Q4eP2pgSuh/5oecUZ1m/5Bg82U38Ik3rMfv0djTFZ0y3HVaBCogFaUmqO6hmScYnHBTT87HoM/Ax5BImwgx+co9UqcauIx1q7j58bbx6dDTcQSALtEA5OoCzYcpCeB117+NfYOSRk+UI0eOsC2jbNxN132Clsqc03TSDPiZEFa5NEGRZiStkbLblE76nOWbkoSGrgmqwz6nA2LamJ5g0HWdMdNHTVDQ2Vm6fAzghGlnI4iyDMbSSuMBfLXT7IFt+7sA/D71vQftCq7FfCsrVqzgNwNNvP+OPdyvvZ5vHV/N4WHJ9ddfP3Ul1xPMfIy6Ynd6vOn5P4H/I6Wc0ugqpbxNSrldSrm9rq5uqt2Lc/w5Ql/awP/9/OcKG8aUKIkhp4hKcrjybwv+zGa6TkpEPegMqdAzQ/dzKC/bciieIezTpz0BZFt8eocmr8CYtRWPFwxjSQOv3eCkbqrm5nPg2muvRfjC3Lc/Q93hu2kt1/itOBshBAGvzl9fq0qVZCfROREoh+QItSF1D3vjueGXyJj4dC3X2lErleBWIo/B7sUwmb23rEnVvikbVfHw2WuaiSlpoENF0PjtTPr5ymPIEgwGecVcw7oands++1E211i80KNx5gWXO3Z2UKHI80I49+yOZoQqIT7VGM+uuNOjzr2ojfjpG805n6drWktpYWpCgvb2yasEVDoaQ6FgSGRMxz9W3rx2/MdK41fRS1URNTfssEtuBEpofm9961sB+PnPf+70BllsMxLMj2BoB/J73rUC48X0duBOIcQR4B3A14QQb5mHY0/AMEzM21Utkqv03/G7/P62JTOfZdGezxO47K8K/tzYNI0QtrDdnWpYCYbysoqCOvDD8cxEc8wkeJepBKra1OT1krKO8fGd1EZTBh5DCaYTKRiCwSDXX389H/xlkr/+dZK/eCBJ5RW5zNs/vmQl937sUu5437lzP1j1Khg8zPYGdW8f3p+754m0Wbha03QlGCbkMRhF8xji04jtr1ilavvERoeBXO/tmZiSAn2qyF3Y7mU9n1FJWarOU8XpPlqt+l3v8F+MEIW1h+ZFg4MCwTCSVtFhU07q+b1I8gRD9necsj9FHqavnA21Op3tkz8n2aCPH79QKEDiaYN6MUzGhNpl00huyxKsBCAUVFF+B3rVsx4qYa7NCoZvf/vbPP300/j9/sKk3EViPkbd88BaIcRKIYQPuAn4Rf4OUsqVUso2KWUb8BPgw1LKn8/DsSfg8ejo0g6DJMGrHXnJYCXLbk/P+YwQcMN/0fGO/+Xmi1dy5YZpaDQRWzDYpqSqyoqCzlEjiWk6sW2WtakY7YAxeZJbNspoNDlRY/Dbn61tmaaKPEve8Y530DUm+ben09z2iocrr76u4P1NzeUFBQhnTd0GkCbVKWWnf7U7Z0JMjStHgO7FIw0S40tWlNAYkiX6PeezbHkbI0mJsHsQ+z06FUHvjASDEVWOTqPxTIB5y2PI5/y3f5THjpo0l2n0xSzWXvWHzntv3tbMWXmlTuZMJE8wJK2pS4jDOMGgfvPaiM/5HafsaJfHOZVqcVB/ePLy1VnT1CvtIwW+v2TGpJoovQmml9yWxS6D4/P6qAh6c4KhxOJi8+bNBYU+3/nOdxKJFG/CtZDMedRJKQ3go6hooz3AXVLKXUKIW4QQt8z1++fCtfrz/PbBu3j9fzzG0wf6KdnzWUqmrbGf/V5atlzCP7x50/Qcg45gUBpDQ1UlxwfjTqim0himLxja2tr4zSEDnzV53f+sxhAd53yOpQyCmRFGU5LmlhkM+Fnw1re+laoqlV36R3/0R4TDxbvTzZky21cyrFaH+/pzZRQS4yd2bwgPBiNj4/xPk0QlTaUxtLa2MpiQeK04pqmspfkT2nRIjaq8hwo7Bn8+w1WzRCIRvu95F5X/EuWye+q54vp3Ou99+aYz+ektF03y6RkSytWrGk5J5WOYhWCoyyuLkZ7Od2SP6VW+ONMWuNNhb16/7njK4BJ9J30xOXVLz3yCaryjqRI5h+1FYKkESSEEn//8553Xn/rUp6Z/rBPIvIw6KeW9Usp1UsrVUsp/trfdKqWc4GyWUr5PSvmT+TjudPhLz4840DvGT1/sKF12e7qmpNngC6vEnSNPAtDWVIsl4de7e0gZJh3DiRnZ2evq6hhIaVT6TKKTZEY6pqQ8wWCYFrG0Sa0cpD1qTd3cfI54PB4OHjzIM888w1e+8pUTdyC7z2/WXDeYEk7nr9GkQXkwTxOwk6hSidHC7PFJ+jFMVT/I7/czauhU+iVdXSpRrDbip390+s5nIz4MQONypRHOt/M5y63f+CYPPv5bdvzuFbS8vgbjTUpzJi90cyiR1RimWEhpeq76cJ4pKZlRZTHSxvRNSS+vUmbL7ml01Pvme1UhxHxB3jekni2haePK6kxBnmBYVp2L9pos8u/Nb34zu3bt4uDBg2zaNCHSf1E47TKfAbprL3ReG5EmKkNedhwdBMsquio0LXlik0kycTDVoFu7Qrlj/vxHL/Gh/36BrpEk29uqpv1VQgjSnjLW1egcOXKk5H7ZbOL8cNXXutWKqJ5B2qOS+vr6mV7JjKmqquKCCy4omITmnXEaQ0Z62Gtf61A8XRjxZYdE+q1koTY1Sdnt6ZSJSIkAVYFcqefaMr8TTTMVUkrOrhpTvaptLS5bsmO+nM9ZNE3jvPPOO3HaW5a852koJVUQwHSEXDaXwfb3NNmFKduHEsr5PM1GQnUr1pM0JDJeut9Clmw14vxggb6hEcqJ8erIDM062U5vngCtecEpU+Upbdq0iZUrT6xpdyacloKh4cP/y+hf98Dq13FWVZoPX7GaowNxLGkWNyVNUURvPqloWs2Fq1RC1KN7VdjquW3Vk31kAhG7UmXXvt+V3Meja4R8eoGP4QU7QqLFH6ffCKDr8+RoXGz8ZWpCsc11aTxOM/rheKbQh2NHvoREKtevwrKUNjlLjQHA8ESoCgqOHVPCqbE8QPdIclrd3EZGRijzSgKeXE2elG1PX8zs1znjUZN6ytLoHE5Mz1+SnVjte7GuQU3M+3vHbI1hemO2tbWV4aREpKeuN+TzaFSFvPTmdYsbHB6hXCRy5zNdUrbvzx9x8kM0Mc3Q9pOI01IwCE1XfRLKmiHaxVl2FUVpFRcM5hS1kubMR57Pvda9fPOPtnPN5gZn0+q6ma1KuoMqfG7o2O5J94v4PQUaw8G+McJeSUNIEtdmOOBPdsoawQ7DDZdX8/yRQTqHExzqj9FcmWcKsDWGECmnXj7ZKOqiPgZjes1rglVU5mkMTRUBEhlzQuJUMTo7Owl54ZdHcueZNiz886wtLDh2t0ITjfahxPRW+3ZUT1YwNJSp36Q3mpx23xJQVW+HEhK/lcAwpu6NUR32FTS2krZvQoZmGDK/9g3q/w1v4ryV1QS8Gv/81iLleU5yTvGRNwVljTDaySbsKouWxWDCnBCzbFlML49htlQXNvmI+D28aWuz8/dM7cjhBvV90a7ideSzlAU8BeGq0USGOkbQNYFe3jDJJ09BynIOwos2LuOpAwPct1M93JeszXu4bR9DkKQTH+/08S5aK2liZcxieCI1BYKh2TaBdI5MbeNub28n4hM5MwrMyNF60mL/1ga6k08yJY7GoPatCHrxaMLptDZp35A8fD4fMdNDpR96enqm3L8m7C9ohxtMqIh7WbGs1EeKs+lG+IdBqF7J5uYKXvn0Nbz7vOVTf+4k4xQfeVNg257D33kdayMppGXyg+fb+aM7ni/YbUZRSbNBnzjhbGlRD8DqupnbemuWq3allWP7J92vLOAlmmdKGklkqDaU+SpcN8MBf7KT9TO0nsu21grGUgbPHBzA79G4bG0uQiYb+RISqVyjecvWGIrkMai2jFMPjkBlAyGvoKtdmbOygqFrOFn8A8d+CyMqdv7IkSM0lWlkKlqdbP1pRfGc7NgagyHV7zqtKL6s8/nw44AKI6+J+Pjhc8pEN5MIvpQW5OrVnimT3GCixlCZUZV7vPXTaOk5njzN81S9h6fmWU+XvMiIYHoADYmJxsvHhwt2M6eb+TwX3voN+KNfOn+urA3zmTdv4vPv2Drjr6pboxKqsiGOpSgLFJqSokmDtowq21DZtKrUx05NsoIhUMnmZiV0H9rTQ0tlsNBOb69iwyLlRC5NpjFMtz5PuFZpgNl6Sc12GfOuUhrD7W+A/1LJiuXHfg3AMf8q/uj25wCmF/d/smOb7bK9B6Y1SabskNH6zc6m/Ki9ra2V0z687guRMeWUlYgBqiOFgqFWDqjtK7dN+3inE6f4yJuCmlwq+w0by9GERI4LV5VSIuUJNiUBbLsJVl5WsOl9F6/knBUzczwDrFy9hvaopWrKTIISDOM0howKp6xeffaMj3tSU9Wm/k+Psb6xjAa7tENT5bhQQ1tjqAuY9EazgiHrYygmGCTeaVRYrGxUx48NdMDhJ6gNe/Hqgs6RnMbQPZJ0oqUAMOz3bKf5942rnISo08mUJO0V9LSKNWaF9NX/6GyqsQXDzRevnJE/rtvTilcXdB2fvGEPQE1YVUM1LYllSRq0EXozQVas2TDlZ09HTvGRNwWt5zgv/+BMNQFbUl1yttqjaamokYWKSpoPampqGE0LGoMGQ0Olw/HK/N4JPoazxD4MS7Js2+ULcaoLR4uKRWf4OF5d46ZzlV13+fjManuyaghYdEezpqSsxjDR1GFY09MYKhpWAPDA21Lw3Teh/fZrNJQH6BpO8Pi+Ph5+rYc/++GLXPOfj5NMFzqkk9EBMib0Uelsm0mW70mLbUoKBdTEXpBPUgrTXrXn9TYwLZXTsbGprNgnSuKvVFrkR4b+0W7SVZrqsA9LwtVffIz33/Ecrd4RjieDtLW1zeiYpwun+MibBjer9g8BSzmvzlimIpSyaqNhC4bp1Hk/WRBCgMfHWU3apLkM401JI4k0FYyRsaBuAXIYFpSGLbDhTfA21c71ndtbOX9lNe84Z5wvxTZv1PuNnJmnRFSSlNLuATCNip4hNa7K/PY4an+e5oognSNJ3nv7c9z8nR08f0QJ8cd2FdbvSY8NMGZo5CdfpoxpOmtPZmwNLORXgmFapV/qVOY3oRpnU1uN0vJWzdAfF6zOBXgQn9zsmi2hf6gvxmP7+1mnd3EsEZ5ZcttpxCk+8qZBtphXSpld2mrVqiMbgZCxM0y9JzIB6wTQa1Xi0wWHD5dWk8sCXuJpE8O0SGZMUobkksp+Hu8pO7Xj44uhe+Cm70PbxQC0VoX40Ycu5JwV45IH7TyGWr9Jx1BC5RmU8DFkFw2+6Swaxse7xwdpqgwUmI6u36oip/7nidecbf39/XxwmyRpFQqlaWUKn+xUq6qzK5uV8782PI0M/zf+G/zh3VCbMwN/9HVr+Ic3beKsZdNPBIWcFgc4/bRLUZN3buWM0SiG6LZmdrzTicUt+r0QZOuv2E6tYKCw8qVhnnoaA0A0sIxyfx/th0tHJkXyKqymTYsKlP1aD1UuxCmenOge0H1Uew1iaZNo0qCihGDILhqmozHkC4aDkXNZPXiIpo1Bp+z5f//xeVy6to7l1a/xy8eeBXse2vvaa9QCfVY5to+WjKlKSIRCp/jjedlfQvVKrln/DjqqjnPN5mn0//CFYPXrCjY1VQS5+ZKZZwXXNK2AV+0/phAM2eZKAKuF8sNRfmJLxpzMnFrL5NkwTjCE/UqddTQGawYP/0mEr1qVTvB1PFtyn2y9pNGkQTSRoUWoHri95adews284g1R4VETdudwoqTzOWMvGqbjY8gXDF1xD4x2s7Ex59/IJllua63ETy765eBrauZ6ysrdk5FE5vQIVw3XwvkfoqEywqfeuHHaXQrni5ozruI3h5TQl4nJqxGvqy/jb964gb9/0yZW2YKhasXSfU5O8ZE3DWxnY1YwZB1hA7FCjcF7CjmfAUSbav3nj5Y2JZXnCYa+0TQrhEr0KV++dAc8AL4wEV1Nzl0jeYJhXFa8Y2acjjbpC7HPv5Wb70lwdCgN0uSqVti+ooov3XSmU7tqU1M5QXI1eY7t3wWAmVeNdCSROT3CVReZcFk5f/+0EkZjR16EgYMl/2lDh/jgZriybpQztQOkpU7zpgsW+QoWj1NcV50Gmq5qtkRVJqPPo+P3aPzu2DCQ//CfWg9h3frzSO2UbA2UjtGO+HM9GTqGE6wW6jdo2Ly4/WQXHW+IiFCTc8dwEipL+BhmojEAe7f8NXf8zQ20rh+DCoik+vjJnxaWsm6tClLrzzUyXDfyBAQhE6wFO1hpOH6aaAwnAeG6FcARyp78J3jyn6bcfxWwygO/SzSwftOWE35+Jyunv2AA1Xe5XfW4FZrOlevruW9nN73RpGMuONV8DCtXrqQ9KkklU1iWVbR6ab4p6cWjg2yXxzg6bLF6w1LXGEL4ZQpNQM9IsqTz2fExTFObXLdOdfp6YV8nbABGjheETIPK5D2vNaj6HgL+pNLiXg1fBHZaSjSRmdhgyGVW1K/awuu/t4u//4sPcflll025/0h0hI9/6rPs7hvjt/9ymkXuzYClIRhq1kDXy+q10HjfxW3cv6ubvT2j1Nn9bk81jaGyspLHBj1sqMzQ0dHBsmUTS1zkt/fc1znE71nHORTVubJ65kl1pxXeMCITpyzgVQmAJX0MM+uJsGrVKjweD4/t7IAbymGweC2rbQ0+RzB4MmO82AXR+hrqy5L0jqYYSWRUjaZTPSrpJGDDhg384Acm57RHuHzbu6bc/6XHHuO7T3Vy/vnnn36RezPg1JoNZ0u4xumHgNBosevYdAwlclFJp5iPAcDwV7G+Vue1PcWrrOa39zw2MMYabx/9LHGhACryJR2jLOBRPRmcPIbxPobs2JjeY+L1elm9ejWxDJiesFMLaTzrK3PJVtev1UlIH71jGSerdySRUeW+fUvj8TyRZNtm7tmzZ1r77927t+BzS5WlMfKCefHImk5jRQBNQMdw4pT1MYAq3AYwvPOhou9nM00HYxm0xCARPUMycpoVz5sN3hBk4pQ7GsNU4arTXzRkJxTdiMGO2yEzsYhetdFb8LcvXMmxwTiv26BMF32jKUxLuhrDPJC9H6+99toUe1KwnysYlgJ2g24AhIZX12iuDHJsMH5CeusuFH2NVwAw1l5cY/B7dMr8Hl5pH2alpkLwPA0bF+r0Tl58YUjHcxrDFIJhJhnIEyaU0c4J+2gjhZnPT3pVx8FrtzRSG/FzeEBl6bs+hrmzdu1ahBAcOnSIVGrqjnpZwbB+/foTfWonNafebDgbss0/wCmtvKImxNGBOAm7heKp+BA2rleOzdrY3pL71ER87Dg65EQkVa49b0HO7aTGG4JMjPKgl2iitMYwm3Ip2QnlG9121dzYwMSdRrsK/hwLL6PM76G1KkhLVZD9dve5wDRairpMTiAQYOXKlZimycGDk/cvAdeUlGVeBIMQ4lohxF4hxAEhxCeLvP8eIcQr9r+nhRALW8s2v1yBHau+vDrMS8eHnb6/02nfeLKxdvNZAHhSpQvp1Ub8jCQyrBadjKZh+SZXMCgfQ9aUZKhOTTChH0PGmLmZMTuhPLHPFgj77pu402iP6i5oc3diG+sbVZmSdfUR9vWoDPWp+gS7TI/pmpOSySSHDx9G13VWr169EKd20jJnwSCE0IGvAtcBm4B3CyE2jdvtMHC5lHIr8E/AbXM97ozI6+6VLZS2pl45+j7zC5VgNJ2G7ycbbW1tPHzYpEJPMjo6WnSfbC37VbSzt99kzdq1RfdbUnjDYCQoD2jjNIZxgsHK5jHMXGN4frcqpc0T/z5xp2gHrL3a+XOQMjbYlUM/eFmuT0ZV6NTqE3yysnGjMp/u3Llz0v0OHDiAlJJVq1bh8y3t334+NIbzgANSykNSyjRwJ3Bj/g5SyqellNll7bNA6zwcd/o05Jp+ZEsB//55y2ksDzhVVk9FjUHXdca0MprLNPbt21d0n5qIGuCr6KA9GcTvn0Yhs9Mdu8Jqrd9kNGVgmnZm2Xgfwyw0hurqaurq6tjXE0dmNZAvboH/2ARfWA//thaSwyRDeYsVhFPsb21DGZessYvOlS3tyWm+OP/88wF4/PHHJ93PdTznmI88hhbgeN7f7cD5k+z/x0AR/VohhPgg8EGA5cvnsVeq0FVYoi0Ygj6d12+q53+eVY7AU1EwAGSCDbRVxul87jvgPzLh/YuT3aT1IyzzDPOw141IApwyKVUepSkkUynCUMTHkE1wm9n6acOGDfT19fH8Gf/EeeJVQKhQWKGpcaj72Offxnu+PsZ5Z23hlo+v5rotOUHxpZvO5IFdPaxvmFn/AZfiXHHFFQA89dRTpFKpkosjVzDkmA/BUEzPLtoVQwhxJUowlKzJIKW8DdvUtH379sm7a8wEX1iV3vYEnU0ra3PNQLLJYKcaYzVbgMNc1PM9+Mn3Jrz/RuCNXjAtGKt0I5IAp7BitVdpCvFk2hYMhYuD1Cwj1s444wyeeOIJ7nu1n/M+fWvRfXb+4Afs7LVYF17DJ68rnIhqIn5+//xTr4H8yUpdXR1btmxh586dPPvss1x+efEmVVnH81KPSIL5MSW1A/lL0VZgQoyeEGIr8C3gRillkVCNE0y2mJ43JxhW5zX+0E7BBDeApkvfy/IvjvKWh5rhI88V/ffJvhtY/p+jsOqKxT7dkwN7LGQrrCZTdrXTcRpDNpR5psXsrr/+egDuvvvukvu4k9DC8rrXqVLejzzySMl9XI0hx3wIhueBtUKIlUIIH3AT8Iv8HYQQy4GfAX8opSxuDD/RZDtCFQiG6fePPVm5/PLLGTRD3PPUaxxPhqBu/YR/z+w8RueodGr5LHlsjaHcFgyJbHz7OI0hPcOSGFmuuuoqIpEIL7/8cslGSq5gWFiuvPJKAH7zm98UfV9K6QqGPOYsGKSUBvBR4AFgD3CXlHKXEOIWIcQt9m7/ANQAXxNCvCSE2DHX486Y1/0dVCwraL7RWhVkdV2Ym849dW3vfr+fq69WES7/+7//W3SfrGPanYRsbI2hXFOaQimNIZWZeYIbqHvyxje+EYCf//znRfdx78nCcsUVV+DxeHjmmWcYGJhosDh8+DBjY2PU1tZSU1NT5BuWFvOSxyClvFdKuU5KuVpK+c/2tlullLfarz8gpaySUp5p/9s+H8edERveCH+xEwLlziYhBA/+xeV87m2ndrXRN73pTUBxwdDR0UF3dzfhcJjW1oUNBjtp8WVNSUogjCXsshWiuMbg9878MXnrW98KFDcnpVIpZ3XqanELQ2VlJVdeeSWmafKLX/xiwvsPPKB6w5fyPyw1lkbm8yTomjjlqyhmV6e/+c1vSCQSBe/df//9gDJvFCvNvSSx+z6XaWl8usZoVjCU8DHMVGMAdU98Ph9PPvkkvb2FtZEef/xxEokE27Zto3qpV7pdQN72trcB8LOf/WzCe/feey8A11133YKe08mKO1OcBjQ1NXHOOeeQSCQmONfcAV8EW2MQmTiNFQFG4yV8DIaFJmbX9rW8vJyrrroKKeWEFWr2nmQFusvCcOONNyorwYMPFiSEJpNJHn74YQCuvfbaxTq9kwpXMJwmZCNhfvWrXznbMpkMDz2kKq+6giGPbIRaJk5TRYCxeAmNwZxbF7VS5iRXMCwOTU1NXHTRRaTTaeceADzxxBPE43G2bdtGS0vLJN+wdHAFw2lCvp9BSpX+8fTTTxONRtm4cSMrVqxYzNM7ubCjkkjHaKkKMpYorTHMxoyU5YYbbkAIwUMPPUQ0qtqz7d27l3379lFZWckFFyzdnsKLRTFz0n33qXxbd/GUwxUMpwnnnHMODQ0NHDt2jG9/+9sAfP3rXwfclekEdJ9yNGfitFQG88JVx0UlGSb+OWTENzQ0cPHFF5NOp/mv//ovAL70pS8BSpvweE7NpMpTmawWd9ddd3H8+HEymQx33HEH4D4n+biC4TRB0zRHa/iTP/kTHn30UX70ox8BuYfBxUYIpydDS2UQTRZv7Zmao8YAud/+7/7u73jkkUccYf2JT3xiTt/rMjtWrlzJWWepqsR/+Zd/ybe+9S2Gh4cJh8OuBpeHKxhOI/7jP/7DeZ1N6DnvvPO4+OKLF+uUTl7sngxNlUE8Ilt2u/BxSBvWjLOex/PhD3/YiXrLZt9efPHFbN68ebKPuZxAstrbXXfdxYc//GEAvvjFL+L1umXOs5xyumwmk6G9vZ1kcmLLxNONQCBAa2vrtAdseXk5d999d4GGUCxm2wWnJ0NtxIeGhSV0tHFhy2ljbs5nUPfwueee49xzz3W2ff/735/Td7rMjYsvvph3v/vd/PCHPwTgmmuu4QMf+MAin9XJxSknGNrb2ykrK6Otre2Uzz+YDCklAwMDtLe3s3Llyml/7i1veQvvete7+MlPfsI3v/lNGhoaTuBZnsJ4w5CJUxfx48HMlcjOY65RSVm2b9/OLbfcwje+8Q0++9nPuoEAJwFf/OIXefLJJ0kkEnz1q189reeS2XDKCYZkMnnaCwVQWdk1NTX09fXN+LN33nkn6XR6yTcbmRRvENIxqsM+PFiY6IwXDanM3H0MWb7+9a/zpS99yb0nJwkNDQ0cPXoU0zTdIIAinJI+htNdKGSZy3W6E9AU+EKQiePRNcJeMCeIBaUxzKYcRslDuvfkpEII4QqFEpySgsHFZc54VVQSQMgLZpG2InPNY3BxOVVxR/0J4stf/jIbN27kPe95z2KfiksxfCoqCSDiBaOYxjAPzmcXl1MRV4+aA1JKpJRFi9N97Wtf47777puR49hlAfGGchqDBzJy4j1UzudTs+Wri8tcOKWXQ0KIE/JvMo4cOcLGjRv58Ic/zNlnn80//dM/ce6557J161Y+/elPA3DLLbdw6NAhbrjhBr74xS8uxE/hMlN8KioJbMFgTXwUUhnTNSW5LElcjWEW7N27lzvuuIO3vOUt/OQnP+G5555DSskNN9zA448/zq233sr999/PI488Qm1t7WKfrksxvCFIx0BKgh6JIQWJtEnQl9MQ5tv57OJyqnBKj/qsKWe+/03FihUruOCCC3jwwQd58MEHOeusszj77LN57bXX2L9//wJcucuc8YUACUaSgK58DP1jqYJd5qMkhovLqYirMcyCcFhV55RS8qlPfYoPfehDi3xGLjPGm62wGieoS0bQGR5Lsaw65OwyHyUxXFxORdxRPweuueYabr/9dsbGxgDVRnN8ty6XkxRftidDDL8mMdDoG81pDFLKect8dnE51ZiXUS+EuFYIsVcIcUAI8cki7wshxJft918RQpw9H8ddbN7whjfw+7//+1x44YWcccYZvOMd7yjoDOVyEpNt1pOO49ctLLQCU1LGlEg5u7aeLi6nOnM2JQkhdOCrwNVAO/C8EOIXUsrdebtdB6y1/50PfN3+/5Sjra2NnTt3On9//OMf5+Mf//iE/Y4cObKAZ+UyY7LNejIxfJpUPobRtPN22lQVV13ns8tSZD5G/XnAASnlISllGrgTuHHcPjcC35OKZ4FKIUTTPBzbxWV25GkMmjRBK3Q+pw0lGFyNwWUpMh+jvgU4nvd3u71tpvsAIIT4oBBihxBix2wKyLm4TAtHY4iDZaDp3uKCwU1wc1mCzIdgKJYRNj7mczr7qI1S3ial3C6l3F5XVzfnk3NxKYqjMcTAMtH0EhqD63x2WYLMx6hvB5bl/d0KdM5iHxeXhcOJSoqDZaJ7vPSP5fsYVLtPVzC4LEXmY9Q/D6wVQqwUQviAm4DxbcN+AbzXjk66ABiRUnbNw7FdXGZHXh4DloHH46U/L1w1mXF9DC5LlzlHJUkpDSHER4EHAB24XUq5Swhxi/3+rcC9wBuBA0AceP9cj+viMify8hiwDHRPgNGU4VRUdaOSXJYy85L5LKW8FzX552+7Ne+1BD4yH8c6Gfjyl7/M17/+dc4++2y3f++piieo/k/bpiRdPQrRZIbaiN/xMfhdjcFlCeKWxJgFMympbRiG2yXqZETTlAM6Ewdp4vF4AYgmCgWD62NwWYqc0jPWZ3+5i92d0Xn9zk3N5Xz6zZtLvp9fUvt973sfTzzxBIcOHSIUCnHbbbexdetWPvOZz9DZ2cmRI0eora3lBz/4wbyeo8s8ka2wahnofiUYRhIZwI1KclnauKN+htx66600NzfzyCOPcOTIEc466yxeeeUV/t//+3+8973vdfZ74YUXuOeee1yhcDJj933GMvB4CwVDyhUMLkuYU1pjmGxlvxA8+eST/PSnPwXgda97HQMDA4yMjABwww03EAwGF/P0XKbCG3Y0Bq9t7nM0Bjtc1e8muLksQdzl0Bwo1rsh2wEuW5rb5STG0RhMvN6cjwFcU5LL0sYd9XPgsssuc6KSHn30UWpraykvL1/ks3KZNtm+z5aBz+cHIJo0ALdWksvS5pQ2JS02n/nMZ3j/+9/P1q1bCYVCfPe7313sU3KZCb4wRDvAzKB7vAS8mutjcHHBFQyzIr+k9j333DPh/c985jMLdzIus8fRGEzQPJQHvIzECwWD28HNZSnijnqXpYsvBJkEWBnQPFQEvRPDVV1TkssSxB31LksXb9gpiZEVDNFkNirJwqsLNK1YYWAXl9MbVzC4LF28Qcf5jO6doDG42oLLUsUd+S5LF19YmZGkVdSU5DqeXZYq7sh3Wbpkm/WAcj7nCYZExiTgdZPbXJYmrmBwWbr4JgqGsZSBZUniaYOw3w3ac1mauILBZenizctO173UhH1ICQOxNGMp0xUMLksWVzAsAqZdh8dlkfHm1bLSPLRWqb/bh+LEUwZhn2tKclmanNpLovs+Cd2vzu93Np4B1/1Lybc///nPEwgE+NjHPsZf/MVf8PLLL/Pwww/zm9/8hjvuuIOysjKef/55EokE73jHO/jsZz8LQFtbGzfffDMPPvggH/3oR7n11ls588wzee6554hGo9x+++2cd95583stLpOTb0rSvSyrVn8fH0owmjRYURMq8UEXl9MbV2OYIZdddhlPPPEEADt27GBsbIxMJsOTTz7JpZdeyj//8z+zY8cOXnnlFR577DFeeeUV57OBQIAnn3ySm266CYBYLMbTTz/N1772NW6++eZFuZ4lTagm99pf7mgMR/pj9I4maSgPLNKJubgsLqe2xjDJyv5Ecc455/DCCy8wOjqK3+/n7LPPZseOHTzxxBN8+ctf5q677uK2227DMAy6urrYvXs3W7duBeBd73pXwXe9+93vBpSwiUajDA8PU1lZudCXtHQpb829DlQS8nlYVRtmx9EhhuIZGsr9i3duLi6LyKktGBYBr9dLW1sbd9xxBxdddBFbt27lkUce4eDBgwSDQb7whS/w/PPPU1VVxfve9z6SyaTz2fGluLMlukv97XKCydcYAqoq7hmtFdzzUieAY1pycVlqzMmUJISoFkL8Wgix3/6/qsg+y4QQjwgh9gghdgkhPj6XY54MXHbZZXzhC1/gsssu49JLL3X8BdFolHA4TEVFBT09Pdx3332Tfs+PfvQjQDX8qaiooKKiYiFO3yWLljf8A+q339Za6WxyBYPLUmWuPoZPAr+RUq4FfmP/PR4D+ISUciNwAfARIcSmOR53Ubn00kvp6uriwgsvpKGhgUAgwKWXXsq2bds466yz2Lx5MzfffDMXX3zxpN9TVVXFRRddxC233MK3v/3tBTp7lwJatqv/g9UAvP3snHlphSsYXJYoczUl3QhcYb/+LvAo8H/yd5BSdgFd9utRIcQeoAXYPcdjLxpXXXUVmUzG+Xvfvn3O6+985ztFP5NfqjvL29/+dj73uc/N9+m5zIS3fxOOPQuROgAqQl5+csuFvHR8mJqI62NwWZrMVTA02BM/UsouIUT9ZDsLIdqAs4DfTrLPB4EPAixfvnyOp+fiMgXVq9S/PLa3VbO9rXqRTsjFZfGZUjAIIR4CGou89bczOZAQIgL8FPhzKWW01H5SytuA2wC2b98+sanyacKjjz662Kfg4uLiUpQpBYOU8vWl3hNC9AghmmxtoQnoLbGfFyUUvi+l/NmszzZ3TksigkfK01Yuuri4nMTM1fn8C+CP7Nd/BEzocynUDP5tYI+U8j/meDwCgQADAwOn/aQppWRgYIBAwE2ycnFxWVjm6mP4F+AuIcQfA8eAdwIIIZqBb0kp3whcDPwh8KoQ4iX7c38jpbx3NgdsbW2lvb2dvr6+OZ76yU8gEKC1tXXqHV1cXFzmkTkJBinlAHBVke2dwBvt108C82b38Xq9rFy5cr6+zsXFxcVlHG6tJBcXFxeXAlzB4OLi4uJSgCsYXFxcXFwKECdzdI8Qog84OsuP1wL983g6JwPuNZ38nG7XA+41nSpkr2mFlLJuLl90UguGuSCE2CGl3L7Y5zGfuNd08nO6XQ+413SqMJ/X5JqSXFxcXFwKcAWDi4uLi0sBp7NguG2xT+AE4F7Tyc/pdj3gXtOpwrxd02nrY3BxcXFxmR2ns8bg4uLi4jILXMHg4uLi4lLAaScYhBDXCiH2CiEOCCGKtRo9aRFCHBFCvCqEeEkIscPeVrKvthDiU/Z17hVCXLN4Z55DCHG7EKJXCLEzb9uMr0EIcY79WxwQQnxZLGKd9RLX9BkhRId9r14SQrwx772T+ppK9WE/le/TJNd0Kt+ngBDiOSHEy/Y1fdbefuLvk5TytPkH6MBBYBXgA14GNi32ec3g/I8AteO2fR74pP36k8C/2q832dfnB1ba162fBNdwGXA2sHMu1wA8B1yIKsB4H3DdSXZNnwH+ssi+J/01AU3A2fbrMmCffd6n7H2a5JpO5fskgIj92ovqfHnBQtyn001jOA84IKU8JKVMA3ei+lKfytyI6qeN/f9b8rbfKaVMSSkPAwdQ17+oSCkfBwbHbZ7RNQjV9KlcSvmMVKP6e3mfWXBKXFMpTvprklJ2SSlftF+PAtk+7KfsfZrkmkpxKlyTlFKO2X967X+SBbhPp5tgaAGO5/3dzuSD42RDAg8KIV4Qqvc1jOurDWT7ap9K1zrTa2ixX4/ffrLxUSHEK7apKavOn1LXJAr7sJ8W90lM7C1/yt4nIYQuVB+bXuDXUsoFuU+nm2AoZjc7leJxL5ZSng1cB3xECHHZJPue6tcKpa/hVLi2rwOrgTOBLuDf7e2nzDWJafZh59S+plP6PkkpTSnlmUAravW/ZZLd5+2aTjfB0A4sy/u7FehcpHOZMVI1OEJK2QvcjTIN9diqIKKwr/apdK0zvYZ2+/X47ScNUsoe+6G1gG+SM+OdEtckivdhP6XvU7FrOtXvUxYp5TDwKHAtC3CfTjfB8DywVgixUgjhA25C9aU+6RFChIUQZdnXwBuAnZTuq/0L4CYhhF8IsRJYi3IwnYzM6Bps9XhUCHGBHT3xXor0E19Msg+mzVtR9wpOgWuyj1+sD/spe59KXdMpfp/qhBCV9usg8HrgNRbiPi2Gt/1E/kO1FN2H8sj/7WKfzwzOexUqouBlYFf23IEa4DfAfvv/6rzP/K19nXtZxKidcdfxQ5TKnkGtVP54NtcAbEc9xAeBr2Bn6Z9E1/TfwKvAK/YD2XSqXBNwCcqU8Arwkv3vjafyfZrkmk7l+7QV+J197juBf7C3n/D75JbEcHFxcXEp4HQzJbm4uLi4zBFXMLi4uLi4FOAKBhcXFxeXAlzB4OLi4uJSgCsYXFxcXFwKcAWDi4uLi0sBrmBwcXFxcSng/wcdhXLYQi5ODQAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -437,7 +438,7 @@
     }
    ],
    "source": [
-    "trial_idx =16\n",
+    "trial_idx =17\n",
     "t_ref = res['trial_data']['ref_interp'][trial_idx] #trial ref and force values, in same timespace\n",
     "t_for = res['trial_data']['for_interp'][trial_idx]\n",
     "\n",

From 1568f5c9fd3e60c89f2e0cddfdd977577e8980d2 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 20 Sep 2022 12:34:57 -0400
Subject: [PATCH 33/49] ipynb change

---
 spft/2022_09_DTW_test.ipynb | 99 +++++++++++++++++++++++++++++--------
 1 file changed, 78 insertions(+), 21 deletions(-)

diff --git a/spft/2022_09_DTW_test.ipynb b/spft/2022_09_DTW_test.ipynb
index 243c00b..df0db96 100644
--- a/spft/2022_09_DTW_test.ipynb
+++ b/spft/2022_09_DTW_test.ipynb
@@ -215,16 +215,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 146,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fbf6407c1c0>]"
+       "[<matplotlib.lines.Line2D at 0x7fbf5f4dcfa0>]"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 146,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -242,9 +242,9 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABrgAAAI/CAYAAAAsrNnNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3zV5d3/8dd1ThbZZEISCIRNBhCGILjAiYp7tnbcddb27t3edmj7691l7867U+vqrtu6FbXiAgURAiSBAAmB7JBB9k7O9fsjwaKiJJDke87J+/l48Gj4nvF9xyacc76f6/p8jLUWEREREREREREREREREV/hcjqAiIiIiIiIiIiIiIiIyFCowCUiIiIiIiIiIiIiIiI+RQUuERERERERERERERER8SkqcImIiIiIiIiIiIiIiIhPUYFLREREREREREREREREfIoKXCIiIiIiIiIiIiIiIuJTApwOcCxxcXF2ypQpTscQEREREZFhsnXr1jprbbzTOcQ/6TOkiIiIiIh/+bjPkF5f4JoyZQpbtmxxOoaIiIiIiAwTY0yJ0xnEf+kzpIiIiIiIf/m4z5BqUSgiIiIiIiIiIiIiIiI+ZdAFLmOM2xizzRjz/MDf5xljNhpj8owxzxljIo+47+3GmCJjzB5jzDlHHF84cP8iY8xvjTFmeL8dERERERERERERERER8XdD2cH1FaDgiL8/AHzLWpsJPAV8HcAYMxe4GkgHzgXuNsa4Bx7zB+BGYMbAn3NPKL2IiIiIiIiIiIiIiIiMOYMqcBljUoDz6S9qHTYLeGvg638Blw18fRHwiLW2y1q7HygClhhjJgKR1tqN1loL/A24+MS/BRERERERERERERERERlLBruD69fANwDPEcfygTUDX18BTBr4OhkoO+J+5QPHkge+/vBxERERERERERERERERkUE7ZoHLGHMBUGOt3fqhm/4DuNUYsxWIALoPP+QoT2M/4fjRznmjMWaLMWZLbW3tsSKKiIiIiIiIiIiIiIjIGBIwiPssB9YYY1YDIUCkMeYf1tpPA2cDGGNm0t/CEPp3Zk064vEpQOXA8ZSjHP8Ia+19wH0AixYtOmoRTERERERERERERERERMamY+7gstbebq1NsdZOAa4GXrPWftoYkwBgjHEB3wHuGXjIs8DVxphgY8xUYAaw2VpbBbQYY5YaYwzwGeCZ4f+WRERERETkSFtLGrjr9SK2ljQ4HUVERERExDF6XyziXwazg+vjXGOMuXXg6yeBPwNYa3caYx4DdgG9wK3W2r6B+90C/AUYB6wd+CMiIiIiIiNka0kD196/iZ4+D0EBLh68fikLU8c7HUtEREREZFRtLWngmvs30av3xSJ+Y0gFLmvtG8AbA1//BvjNx9zvTuDOoxzfAmQMNaSIiIiIiAxdb5+H37xaSFevB4CeXg+biuv1QV5ERERExpwXcivp1vtiEb9yIju4RERERETES+2pbuEbT+xgR3kTLgMGCAxwsTQt1uloIiIiIiKjrqG95/2v9b5YxD+owCUiIiIi4kd6+jzc++Y+frOukIiQQH5/7QImRoawaf8hlqbFapWqiIiIiIw5Ho9lU3E9AONDA3ngs4v1vljED6jAJSIiIiLiJ3ZVNvP1J3aws7KZ87Mm8oM16cSGBwOwcEqMw+lERERERJyxqbieqqZOZk+IYHd1CzMSw52OJCLDwOV0ABEREREROTHdvR5+9a+9rPn9Bg42d/KHT2Vz17XZ7xe3RERERETGsie3VRAeHMBXz5oJQH5Fk8OJRGQ4aAeXiIiIiIgPy69o4rbHd7C7uoWL5ifxPxemExMW5HQsERERERGv0NHdx9q8Ks7Pmsjiga4GeeVNnDwtzuFkInKiVOASEREREfFBXb19/G5dEX94cx8xYUHcd91Czk6f4HQsERERERGv8squatq6+7hkQQoxYUGkjB9HrnZwifgFFbhERERERHzMjrJGvv7EDvYebOXS7GS+e8FcokO1a0tERERE5MOezKkgOXocJ03t372VlRJFXrkKXCL+QAUuEREREREf0dnTx69fLeS+t/YRHxHMnz63iJWzE52OJSIiIiLilWpaOllfWMvNp03D5TIAZCZH82JeNY3t3VokJuLjVOASEREREfEBOaUNfP3xHeyrbePKRSl8+/y5RI0LdDqWiIiIiIjXenZ7JR4Ll2Ynv38sKyUKgLyKJk6ZEe9UNBEZBipwiYiIiIh4sc6ePn75yh7+uGE/iZEh/OXzizl9VoLTsUREREREvN5T2yrISoliekLE+8cykvoLXLnlKnCJ+DoVuEREREREvNSWA4f4xhO5FNe1cc2SydyxejYRIdq1JSIiIiJyLHuqW9hZ2cz/XDj3A8ejQgOZEhuqOVwifkAFLhERERERL9Pe3cvPX97DX945QFLUOP7xhZNYMSPO6VgiIiIiIj7jyW3luF2GC+clfeS2zJRockoaHEglIsNJBS4RERERES+yqbieb/4zl5L6dq5bmso3z5tNeLDetouIiIiIDFafx/LMtkpOnxlPXHjwR27PSo7iuR2V1LV2HfV2EfENLqcDiIiIiIgItHX18t1n8rn6vk1YCw/fsJQfXpyh4paIiIiIyBBtKq6nurmTS7KTj3p7Zkr/HK68CrUpFPFl+rQsIiIiIl5ta0kDm4rrWZoWy8LU8U7HGRHvFNXxjX/mUtHYwedOnsI3zp1FaJDeqouIiIiIHI9/5pQTERzAmXMSj3p7elIkxkBeeRNnzEoY5XQiMlz0qVlEREREvNa7xfVcc/8mPBYC3YY/fmYxp86KdzrWsGnp7OF/1+7moXdLmRoXxmM3LWPxlBinY4mIiIiI+Kz27l5eyq/mwqwkQgLdR71PREggaXFh5JZrB5eIL1OBS0RERES81rM7KvHY/q97+iyf+fNm0pMiWZYWy8nTY1k8JYaIkEBnQx6nt/bWcvuTeVQ2dXD9iqn899mzGBd09A/gIiIiIiIyOK/sPEh7dx+Xfkx7wsOyUqJ5Z1/dKKUSkZGgApeIiIiIeK3DBR+XgQCXi4sXJFFS387fNpbwwIb9uF2GjOQolqXFsmxaLIunjPf61n7NnT3c+XwBj24pIy0+jCduPtlvWy+KiIiIiIy2J7dVkBw97pidETKSo3hqWwUHmztJjAwZpXQiMpy8+9O/iIjIcRgL83pExormjh4iQwK46bQ0lqbFvf873dnTR05JAxuL63lnXz0PrC/mnjf3EeAyzJsUzcnTYlmWFkt26viPbUvihNf31HDHk3kcbO7kptPS+OqZM70qn4iIiIiIL6tp7mRDYS1fPH06Lpf5xPtmpUQB/XO4EueqwCXii1TgEhERv7K1pIFP3b+Jrl4PQQEuHrphqYpcIj4sv6KZ+ZPHc+sZMz5wPCTQzcnT4zh5ehz/DbR19bKlpIGN++rZWFzPXa8X8bvXighyu1gwOZplAwWv+ZOjCQ4Y/YJSU3sPP3h+F//MKWdGQjh/+OJy5k+KHvUcIr7GGDMLePSIQ2nAd621v3YmkYiIiHizZ7b3tzi/5BjtCQHmTozEZSC3ookz5yaOQjoRGW4qcImIiF/ZVFxPV68HC3T1ethUXKcCl4iP6urtY+/BFk6fFX/M+4YFB3DazHhOm9l/35bOHt47cOj9gtdv1hXy61cLCQl0sTB1/EBLwziyUqIIdLtG9Pt4dddB7ngqj/q2bm49Yxr/uWqGI0U2EV9krd0DzAcwxriBCuApJzOJiIiI93pyWwXzJkUzLT78mPcNCw5gekI4eeWNIx9MREaEClwiIuJXlqbF4nIZ+jwWgJ4+63AiETlee6tb6fVYMpKjhvzYiJBAVs5OZOXs/pWYTe09bNpfz8Z99WwqrucXr+wF9hIa5GbxlJj3d3hlJEfhPkYrk8FqaOvm+8/t5OntlcyeEMEfP7uYzJShfy8i8r5VwD5rbYnTQURERMT7FFQ1U1DVzPfXpA/6MZnJ0by5twZrLcYMz+cAERk9KnCJiIhfWZg6ntSYULr7PIQGufnThv1ctXgSE6PGOR1NRIYov7IJgIykEy8KRYUGck76BM5JnwBAfWsX7+7/9w6vn6zdDUBEcABLpg4UvKbFMmdC5DF79x/NS/nVfOfpfBrbu/nPVTP40hnTCQoY2Z1iImPA1cDDTocQERER7/TUtgoCXIYL5yUN+jFZKVH8M6ecqqZOkqJ13UDE16jAJSIifqW9u5eSQ+3ccto0Ll+Ywnm/Wc/XH8/lb/+x5LguUouIc/IrmogICWBSzPB/0IwND2Z15kRWZ04EoKalk03Fh9i4r46N++pZt7sGgOjQQE6aGvN+S8OZieGfuLKzvrWL/3l2J8/nVjF3YiR//Y/FpA9DgU5krDPGBAFrgNs/5vYbgRsBJk+ePIrJRERExBv0eSzPbK/g9FnxxIQFDfpxhzss5JY3qcAl4oNU4BIREb+SW95En8eyMHU8U+LC+Pb5c/jO0/n8fVMJnz15itPxRGQI8iuayEiKGpVWIQkRIayZl8SagdWeVU0d/bu7BnZ4vbzzIACxYUEsTYt9f4dXWlwYOaWNbCqux+Ox/OWdAzR39vC1s2Zyy+nTRny+l8gYch6QY609eLQbrbX3AfcBLFq0SP2JRURExph39tVxsLmL716QMqTHzZ0YidtlyK9o4tyMCSOUTkRGyqALXAMDfbcAFdbaC4wx84F7gBCgF/iitXbzwH1vB74A9AH/aa19eeD4QuAvwDjgReAr1lp9+BARkWGTU9oAwILJ0QB86qTJvFpwkP9dW8CKGXGDGjQrIs7r6fNQUN3CZ5elOnL+iVHjuDQ7hUuz+z8glx1qZ2NxPZsGCl4v5FUBMD40kKaOHgbG/pEWF8aDN5zE7AmRjuQW8WPXoPaEIiIi8jGeyqkgIiSAVXMShvS4kEA3MxMjyK1oGqFkIjKShrKk9CtAwRF//xnwfWvtfOC7A3/HGDOX/t7o6cC5wN0DxTGAP9DfNmLGwJ9zTyS8iIjIh+WUNJIWH0Z0aH9LAmMMP7ssi5BAN197bAe9fR6HE4rIYBTVtNLd6yEj2Tva+02KCeXKRZP4v6vm8863VvL6bafz40sySYwMeb+4ZYBLspNV3BIZZsaYUOAs4Emns4iIiIj3aevqZW1+NRdkTSQk0H3sB3xIVnIUeeWNaB+GiO8ZVIHLGJMCnA88cMRhCxz+9B4FVA58fRHwiLW2y1q7HygClhhjJgKR1tqNA7u2/gZcfOLfgoiISD9rLdtKG8iePP4DxxMiQ/jRxRnsKGvkrtf3OZRORIYif2AFpTfOrzLGMDUujGtPmsydl2QSEujCbSA40MXJ0+Kcjifid6y17dbaWGutllaLiIjIR7y8s5qOnj4uWTC09oSHZaZE0dDeQ3lDxzAnE5GRNtgWhb8GvgFEHHHsv4CXjTG/oL9QdvLA8WRg0xH3Kx841jPw9YePi8ggbS1pYFNxPUvTYlmYOv7YDxAZY0oPtVPf1v2RAhfABVlJ/GvXQX73WiFnzI4nKyV69AOKyKDtrGwmNMjN1Lgwp6N8ooWp43nw+qV6fRYRERERcchT2ypIGT+ORcf5XjwrpX9RXV5FE5NiQoczmoiMsGPu4DLGXADUWGu3fuimW4CvWmsnAV8F/nj4IUd5GvsJx492zhuNMVuMMVtqa2uPFVFkTNi4r44r7nmHn7+8h089sImtJQ1ORxLxOod/L7JTo496+w/WZBAXHsxXH91OZ0/fKCYTkaHKr2h6f+Czt1uYOp5bz5iu4paIiIiIyCg72NzJ20V1XLogGddxfnaYNSGCQLcht1ybxUV8zWBaFC4H1hhjDgCPACuNMf8APsu/e6A/DiwZ+LocmHTE41Pob19YPvD1h49/hLX2PmvtImvtovj4+EF+KyL+q727l2/9M+/9GR9dPR42Fdc7G0rEC+WUNhARHMCMhIij3h4VGsjPr8hiX20bP3tpzyinE5HB6vNYdlU1e838LRERERER8U7PbK/AY+GS7ONrTwgQHOBm9oRI8ioahy+YiIyKYxa4rLW3W2tTrLVTgKuB16y1n6a/OHXawN1WAoUDXz8LXG2MCTbGTAVmAJuttVVAizFmqTHGAJ8Bnhneb0fE/zR39vCZP26m9FA7ge7+lSgWmPkxF/BFxrKckkbmT47+xB0fp8yI5zPLUvnT2/t5p6huFNOJyGDtr2ujvbtPBS4REREREflET+ZUMH9S9Am3Ns9MiSK3vAlrj9pwTES81GB2cH2cG4BfGmN2AD8GbgSw1u4EHgN2AS8Bt1prD/eBugV4ACgC9gFrT+D8In6vsb2bTz/wLtvLGvn9tdk8cuMybjhlKkFuw6NbSvWiK3KEtq5edlc3s+Ao87c+7Pbz5pAWF8Ztj++gubNnFNKJyFDsrOxvDZKRHOlwEhERERER8Va7KpvZXd3CpdnJJ/xcWclRtHT2UlLfPgzJRGS0BAzlztbaN4A3Br7eACz8mPvdCdx5lONbgIyhhhQZi2pburjuj+9SXNfGvdctZNWcRKB/zkdCRAh3vljA87lVXDgvyeGkIt5hR3kjHgvZk6OPed9xQW5+eeU8Lr9nI997dif/d+X8Ec8nIoOXX9FEcICL6fHhTkcREREREREv9dS2cgLdhguyTvzaWGZKf/eI3IomppzgbjARGT0nsoNLREZIVVMHV923kZL6dv702cXvF7cO+/zyKcxLieJ7z+7kUFu3QylFvEtOSQMACyYdewcXwILJ47n19Gk8mVPBS/lVIxlNRIYov6KZ2RMjCXDrraqIiIiIiHxUb5+Hp7dXcvqsBGLCgk74+WYmRhAU4CKvvPHEw4nIqNFVAxEvU3aonSvv3UhNcxd/+8ISVsyI+8h9Atwufnp5Fk0dPfzw+V0OpBTxPjmljUxPCCcqNHDQj/nyqhlkJEdyx1P51LR0jmA6ERksay35lU1kJKk9oYiIiIiIHN3b++qpbeni0gUn3p4QINDtYu7ESHLLm4bl+URkdKjAJeJF9tW2csU9G2nu6OXB609i8ZSYj73v7AmRfPGM6Ty1rYLX99SMYkoR72OtZVtpAwsHMX/rSIFuF7+6cj6tXb3c8WSe5tqJeIGyQx20dPaSkRzldBQREREREfFST+WUExkSwMo5CcP2nFkpUeRXNOHx6NqAiK9QgUvES+yubuaqezfS6/HwyI1LmTcp+piPufWMaUxPCOfbT+bR2tU78iFFvNT+ujYa2nvITo0e8mNnJEbwzXNn82pBDY9tKRv+cCIyJPmV/SsmM5JU4BIRERERkY9q6+rl5Z0HuWBeEsEB7mF73szkKNq6+yiuaxu25xSRkaUCl4gXyC1v5Or7NuF2GR65cRlzJg6uLVNwgJufXpZFVXMnP3tp9winFPFeOaWNAGQPcQfXYZ8/eQrL0mL5wXO7KDvUPozJRGSo8iuaCHAZZk4IdzqKiIiIiIh4oZfyq+no6Ru29oSHZaVEA5BX0TiszysiI0cFLhGHbTlwiE/d/y7hwQE8ftPJTE8Y2gW9hanj+dzJU/jbxhI27z80QilFvFtOaQORIQFMiz++C+Iul+EXV87DZQz//dgO+tSOQMQxeRVNzEyMGNaVmCIiIiIi4j+e3FbO5JhQFqYe3yLXjzMtPoxxgW7N4RLxISpwiTjonaI6rvvjZuIjgnnspmVMjg09rue57exZpIwfx7f+mUtnT98wpxTxfjklDcyfPB6Xyxz3cyRHj+N/1qSz+cAh/riheBjTichgWWvZWdlMRvLgdjKLiIiIiMjYUtXUwTv76rl4QTLGHP81gKMJcLtIT4okTwUuEZ+hApeIQ17fXcPn/vIek2NCeeSmpSRFjzvu5woLDuB/L82kuK6N364rHMaUIt6vpbOHPQdbyJ4cfcLPdVl2MuekJ/KLl/eyu7r5xMOJyJBUNXVyqK2bjGTN3xIRERERkY96Znsl1jLs7QkPy0yJYmdlM719nhF5fhEZXipwiThgbV4VN/59C7MSI3jkxqUkRISc8HOeMiOeKxamcO9bxeRXaKWJjB07ypqwlmFpTWCM4ceXZBI5LoCvPrqDrl7tiBQZTYdfv9KTVOASEREREZEPstbyZE452ZOjmRIXNiLnyEqJoqOnj321bSPy/CIyvFTgEhllT20r50sPbyMrJZoHbziJ8WFBw/bc3zl/LjFhQXzzn7laaSJjRk5pA8bA/EnRw/J8seHB/OTSLAqqmvnNq2N7R+TWkgbuer2IrSUNTkeRMSK/shmXgTkTI5yOIiIiIiIiXmZnZTN7D7ZySXbKiJ0jMzkagNzyxhE7h4gMHxW4REbRQ++W8rXHdnDS1Bj+9h9LiAwJHNbnjwoN5IcXpbOzspn71+8f1ucW8VY5pQ3MTIggYhh/n86cm8hViyZxz5v72FpyaNie15e8U1THlfdu5Bcv7+FTD2xSkUtGxc6KJqbFhxMaFOB0FBERERER8TJPbasg0G24IHPiiJ0jLS6MsCA3eeqOJOITVOASGSV/2rCfO57K4/SZ8fzpc4sJCx6Zi3fnZkzkvIwJ/OrVvRTXto7IOUS8hcdjySlpIDs1etif+zsXzCEpehxfe2wHbV29w/783qyqqYP/enQ7fR6LBXp6PWwqrnc6lowB+ZVNmr8lIiIiIiIf0dvn4ZntlZwxK2FYuyF9mMtlyEiOIrdcBS4RX6ACl8gouOv1In7w/C7OTZ/AvdctIiTQPaLn+/5F6YQEuPjWP/PweOyInkvEScV1rTR39rJg8onP3/qwiJBAfnnFPEoPtXPniwXD/vzeakdZI2t+/zYtnb24TP+xALeLpWmxzgYTv1fT0snB5i4VuERERERE5CM2FNVR19rFpSPYnvCwrJQodlU106PxHyJeTwUukRFkreUXL+/h5y/v4eL5Sfz+2gUEBYz8r11CRAjfuWAumw8c4sHNpSN+PhGn5JQ0ArAwdfgLXAAnpcVywylpPPRuKa/vqRmRc3iT53MrufLejQQHuHj61uX8+ur5AFy3LHXE/huLHLazshmAjKRIh5OIiIiIiIi3eTKngqhxgZwxO37Ez5WZEk13r4e9B1tG/FwicmJU4BIZIdZafvh8Ab9/vYirF0/il1fOJ8A9er9yVyxMYcX0OH7yYgEVjR2jdl6R0ZRT2kB0aCBpcWEjdo6vnTWTWYkRfOOJXBraukfsPE6y1vLbdYV86aFtZCZH8fSty5k1IYI185KZGhdG4UG1O5WRt3Ogx/1cFbhEREREROQIrV29vLKrmguyJhIcMLJdkQCyBrpK5KlNoYjXU4FLZAR4PJZvP53Pn97ez+eXT+F/L83EfbjX1ygxxvC/l2bisfDtp/KwVq0Kxf/klDawYFI0xozc71dIoJv/u2oeje3dfOfpfL/7Xers6eO/Ht3O//1rL5cuSObBG04iLjz4/dtXzU5g4776MTeHTEZffkUzU+PCiAgJdDqKiIiIiIh4kbV5VXT2eLg0O3lUzpcaG0pESAC5FSpwiXg7FbhEhllvn4fbHt/BQ++WcusZ0/juBXNH9OL7J5kUE8rXz5nFG3tqeWZ7pSMZREZKU0cPhTWtZI/A/K0PS0+K4r/OnMkLeVU8u8N/fpdqWjq5+r5NPLO9kq+fM4tfXjnvI6vhVs5JoLvPw4aiOodSyliRX9lEunZviYiIiIjIhzy1rYLU2NBR+fwP/YvGs1KitINLxAeowCUyjLp7PXz54W08ua2C286eydfPme1Yceuwz548hQWTo/n+czupb+1yNIvIcNpe1oi1kD1Ks6FuPm0aC1PH8/+ezqeqyffbfhZUNXPx799mT3UL93w6m1vPmH7Uf68WT4khIiSAdQUHHUgpY0VjezflDR1kDLQCERERERERAahs7GBjcT2XLEge1WtsmcnR7K5upqu3b9TOKSJDpwKXyDDp7Onj5n9sZW1+Nf/vgrl8aeUMpyMB4HYZfnZZFm1dfXz/uV1OxxEZNjklDbgMzJsUPSrnc7sMv7xiHr0eyzeeyMXj8d1Wha/uOshlf3gHj4XHb17GuRkTP/a+gW4Xp82M57XdtT79PYt321nZDEBGkgpcIiIiIiLyb09vr8BauGTB6LQnPCwrJYqePsue6pZRPa+IDI0KXCLDoL27ly/89T1e31PDnZdk8IUVU52O9AEzEiP40srpPLujkld3aReG+Iec0gZmTYgkPDhg1M45JS6Mb58/h/WFdfzj3ZJRO+9wsdZy31v7uOHvW5ieEM4zX1o+qB0zZ85JpK61S/3HZcTkD/xsqUWhiIiIiIgcZq3lqZwKFqaOJzU2bFTPnTnwWTlXbQpFvJoKXCInqLmzh8/8cTMb99Xzyyvm8amTUp2OdFQ3nzaNWYkRfOfpfJo7e5yOI3JCPB7L9rJGsidHj/q5r10ymdNnxfPjFwvYV9s66uc/Xt29Hr75z1x+/OJuVmdM5NEbl5EYGTKox54+Kx6XQW0KZcTkVzaTHD2O8WFBTkcREREREREvsbOymcKaVi7NHt3dWwAp48cxPjRQc7hEvJwKXCInoLG9m08/8C7byxr53TXZXJqd4nSkjxUU4OKnl2dR09LJT9budjqOyAkpqm2lpbN31AbMHsmY/rafIYFuvvbYDnr7PKOeYaga2rq57o/v8tiWcv5z5XR+d80CxgW5B/346NAgFqXG8GpBzQimlLEsv6KJjGTt3hIRERERkX97MqeCILeLCzKTRv3cxhgyU6LVyUTEy6nAJXKcalu6uPq+TeyubuHe6xZyftbHz7DxFvMnRfOFFVN56N1SNu6rdzqOyHHLKWkAIDt19AtcAAmRIfzo4gx2lDVy9xv7HMkwWEU1rVx899tsK2vkN1fP52tnz8LlGvpg3lVzEiioaqaysWMEUspY1tLZw/66Ns3fEhERERGR9/X2eXh2RwUrZycQFRroSIas5Cj2Hmyhs6fPkfOLyLGpwCVyHKqaOrjqvo2U1Lfz588tZtWcRKcjDdrXzprF5JhQbn8yl45uvUCLb9pa0kBMWBBTYkMdy3BBVhIXzU/it+sKvbZlwVt7a7nk7rdp6+rl4RuWctH842/rsGpOAgDrdmsXlwyvXZXNAIOaByciY5MxJtoY84QxZrcxpsAYs8zpTCIiIjKy1hfWUdfazSUOtCc8LDMlij6PZVdVs2MZROSTqcAlMkRlh9q58t6N1DR38bcvLGH59DinIw3JuCA3P7kskwP17fz61b1OxxE5LjmlDSyYFI0xQ9+JNJx+sCaDuPBgvvrYdq9b0fX3jQf4/F/eIzl6HE/fupyFJ7jbbVp8OKmxobymOVwyzPIHClzpalEoIh/vN8BL1trZwDygwOE8IiIiMsKe3FZBdGggZ8xKcCxDVkr/IjxvXdQqIipwiQzJvtpWrrhnI80dvTx4/UksnhLjdKTjcvK0OK5ZMon71xeTW97odByRIWls72ZfbZtj7QmPFBUayM+vyKKoppWfvbTH6ThAfxuH/3kmn//3zE5OnxnPE7ecTMr4E9/pZoxh1exE3t5XT3t37zAkFem3s6KJhIhgEiJCnI4iIl7IGBMJnAr8EcBa222tbXQ0lIiIiIyols4eXtlZzYVZSQQFOHf5ekJkCHHhweSqwCXitQb9L4Qxxm2M2WaMeX7g748aY7YP/DlgjNl+xH1vN8YUGWP2GGPOOeL4QmNM3sBtvzVOL70XGYLd1c1cde9Gej0eHrlxKfMmRTsd6YR867w5xEcE840ncunp8zgdR2TQtpU1ApA92fkCF8ApM+L57LJU/vT2ft7ZV+dolubOHv7jr1v468YSbjw1jfs+s4jw4IBhe/5VcxLo7vWwodDZ71P8S35lk9oTisgnSQNqgT8PfB59wBgT5nQoERERGTlr86rp6vU42p4Q+hd6ZqVEkVfR6GgOEfl4QymBf4UjWkFYa6+y1s631s4H/gk8CWCMmQtcDaQD5wJ3G2PcAw/7A3AjMGPgz7kn+g2IjIbc8kauvm8TbpfhkRuXMWei77dRihoXyI8uzmR3dQv3vrnP6Tgig7atpAG3yzBvkvdcEP/WeXNIiwvjtsd20NzZ40iGkvo2Lr37Hd4pquOnl2Vyx+o5uF3Du45k8ZQYIoIDeE1zuGSYdHT3UVTTqgKXiHySACAb+IO1dgHQBnzrw3cyxtxojNlijNlSW1s72hlFRERkGD25rZypcWEs8ILF5ZnJURTVtNLWpU4mIt5oUAUuY0wKcD7wwFFuM8CVwMMDhy4CHrHWdllr9wNFwBJjzEQg0lq70Vprgb8BF5/4tyAysrYcOMSn7n+X8OAAHr/pZKYnhDsdadicNTeR87Mm8tt1RRTVtDgdR2RQtpY2MHtCBKFBw7cz6USNC3Lzf1fN52BLF99/dteon//d4nouvutt6lq7+Mf1J3HV4skjcp6gABenzopn3e4aPB47IueQsaWguhmPhYwk3184IiIjphwot9a+O/D3J+gveH2AtfY+a+0ia+2i+Pj4UQ0oIiIiw6eisYNNxYe4eH6y43O3oX8Ol8fCrqpmp6OIyFEMdgfXr4FvAEfrY3YKcNBaWzjw92Sg7IjbyweOJQ98/eHjIl7rnaI6rvvjZuIjgnnspmVMjj3xOTbe5nsXphMa7OYbT+TSpwvW4uX6PJbtpY1e057wSPMnRXPr6dP4Z045L+VXj9p5H9tSxqf/+C4xYUE8/cXlLE2LHdHzrZqdQG1LF3kV6kEuJ27nwM+RdnCJyMex1lYDZcaYWQOHVgGjv5pERERERsXT2yoAuGSBd1w2zhz4rKI5XCLe6ZgFLmPMBUCNtXbrx9zlGv69ewvgaKV1+wnHj3ZOtZcQx72+u4bP/eU9JseE8uhNy0iKHud0pBERHxHMdy+YS05pI3/feMDpOCKfaO/BFtq6+8hOjXY6ylF9edUMMpIjueOpPGpbukb0XH0ey/++WMA3nshlaVosT35xOVPiRn4kyemzEnAZWKc2hTIM8iuaiQkLYmJUiNNRRMS7fRl40BiTC8wHfuxsHBERERkJ1lqezCln8ZTxXrPIPCEyhAmRIeSVNzodRUSOYjA7uJYDa4wxB4BHgJXGmH8AGGMCgEuBR4+4fzkw6Yi/pwCVA8dTjnL8I9ReQpy2Nq+KG/++hVmJETxy41LiI4KdjjSiLlmQzGkz4/nZy3soO9TudByRj5VT2gDAwskxDic5ukC3i19dOZ/Wrl5ufzKX/o68w6+tq5eb/r6Ve98q5rqlqfzpc4uJGhc4Iuf6sJiwILInj2ddwcFROZ/4t/zKJtKTIr2i9YiIeC9r7faBz4dZ1tqLrbUNTmcSERGR4ZdX0cS+2jYuWZBy7DuPosyUKHLVxUTEKx2zwGWtvd1am2KtnQJcDbxmrf30wM1nAruttUe2HnwWuNoYE2yMmQrMADZba6uAFmPM0oG5XZ8BnhnOb0ZkODy1rZwvPbyNrJRoHrzhJMaHBTkdacQZY7jzkgwMcMdTeSN2UV7kROWUNBIXHsSkGO/dUTkjMYJvnjubVwtqeHxL+bEfMEQVjR1cfs9GXtt9kO+vSeeHF2cQ6B5sx+HhsWpOIjsrm6lu6hzV84p/6ertY+/BFrUnFBERERERAJ7MqSDI7eL8zIlOR/mArOQoimvbaOnscTqKiHzIiV4Ru5oPtifEWrsTeIz+vugvAbdaa/sGbr4FeAAoAvYBa0/w/CLDZmtJAzf+bQtffXQHJ02N4W//sYTIkNHZEeENUsaH8s3zZrO+sI5/5lQ4HUfkqLaVNrBg8niv3+3x+ZOnsCwtlu8/t3NYd0VuK23got+/Tfmhdv78+SV89uQpw/bcQ3HmnAQA1u3WLi45foUHW+nps2QkqcAlIiIiIjLW9fR5eG5HJWfOTSAq1Luux2Wm9H9mya9odjiJiHzYkApc1to3rLUXHPH3z1lr7znK/e601k6z1s6y1q494vgWa23GwG1fstomIl5ia0kD19y3kVd2HcRl4MsrpxMWHOB0rFH36ZNSWZQ6nh8+v2vE5weJDNWhtm6K69rInjze6SjH5HIZfnHlPFzG8N+P7aDPc+Ivd8/uqOSq+zYRGuTmyS+ezGkznWvhOz0hnEkx41hXoDlccvzyB1p8ZCRHOpxERERERESc9tbeWurbur2uPSFA5kDXibyKRmeDiMhHjG5PIxEvtam4nu6+/gvQBsgpbXQ0j1NcLsNPL8+io6eP7z270+k4Ih+wbWD+VvbkaGeDDFJy9Di+tyadzQcO8ccNxcf9PNZafvWvvfznw9uYnxLN07cuZ0ZixDAmHTpjDKtmJ/J2UR0d3X3HfoDIUeRXNhEREsDkGO8YHi0iIiIiIs55clsF40MDHV3M+XFiw4NJjh5HbrnmcIl4GxW4RIAFk6KB/uJWYICLpWmxjuZx0rT4cL6yagYv5FXxUn6103FE3pdT2kCAy5CVEu10lEG7NDuZc9IT+cXLe9ldPfRWBp09fXz54W38Zl0hly9M4e/XLyHGS+YCnjknka5eD28X1TkdRXxUXkUz6UmRXt9yVERERERERlZzZw//2nWQC+clERTgnZers1KiyKtQgUvE23jnvxgio6yxo39I5JWLU3jw+qUsTPX+Fmgj6cZT05gzMZL/90w+Te0aoCneIaekkblJkYwLcjsdZdCMMfz4kkwixwXw1Ud30N3rGfRja5o7ueq+TbyQV8Xt583m55dnERzgPd/7kqkxhAcHaA6XHJeePg8FVc2avyUiIjLCtpY0cNfrRWwtaXA6iojX0++Lc9bmVdHd6+HSbO9rT3hYZkoUJfXtuk4m4mVU4BIBXsyrIjYsiDsvzhzzxS2AQLeLn1+exaG2bn78YoHTcUTo7fOwo7zRJ+ZvfVhseDA/uTSLgqpmfv3q3kE9ZmdlExfd9TaFB1u499MLuem0aV63yyUowMWpM+NYV1CDRmrKUO2rbaW710NGsgpcIiIiI2VrSQNX37eRn7+8h0/dv0kX7UU+web99Vx170Z++coePvWAfl9G25M5FaTFhTEvxXs/H2QlRwNoF5eIl1GBS8a8zp4+Xttdw9npEwhw61fisIzkKG44JY1Ht5SpBZk4bs/BFtq7+1jgI/O3PuzMuYlctWgS97y5j60lhz7xvq/srOaKezZigMdvXsbZ6RNGJ+RxWDk7kZqWLvIrht5+Uca2wz8zGcmRDicRERHxX0/mlNMzMGu6s9fDW3trHE4k4r0e3VJGr8fisdDT62FTcb3TkcaMskPtvLv/EJcsSPa6hZ1HyhxYnJdb0ehsEBH5AF3NlzHvzb21tHf3sTrTey8iO+W/zpzB1LgwvvVkLu3dvU7HkTEsZ2D1nC/u4DrsOxfMISl6HF97bAdtXR/9fbLWcs+b+7jpH1uZkRjB019aTrqXt287Y1Y8xqA2hTJk+RVNjAt0MzUu3OkoIiIifqm+tYuX8qsx9M+aBnhuRxX1rV1OxhLxWl09/24n73aP7dnso+2Z7RUAXLwg2eEknywqNJDU2FDyyrWDS8SbqMAlY97avCqiQwP15uUoQgLd/OTSTMoOdfDLVwbXWk1kJOSUNhIfEUzK+HFORzluESGB/N+V8yk91P6R1p9dvX18/YlcfrJ2NxdkJfHojUtJiAhxKOngxYYHkz15POsKtBpYhmZnZRNzkyJxu7x3haaIiIiv6vNY/uvR7bR09fKzy7O47ZxZ3LF6NhWNHVxx70YqGjucjijidQoPtjIzMZzQIDfT4sLI9tHuIb7GWsuT2ypYMjWGSTGhTsc5pszkKHJV4BLxKipwyZjW1dvHqwU1nD03kUC1Jzyqk9Ji+fTSyfz57f1sK1UPanFGTmkD2ZOjvbpdwWAsmRrDjaek8eC7pby+p78odKitm+se2MwTW8v5rzNn8Nur5xMS6HY46eCtnJ1AXkUTB5s7nY4iPsLjseysbH6/xYeIiIgMr9+9Vsj6wjp+sCadKxZN4tYzpnPjqdP4x/UnUdvSxeV/eIeimlanY4p4jZrmTvYcbOHS7BS+ff4cCqpbeGWXulSMhtzyJopr27jUy3dvHZaVEkVFY4d2w4p4EV3RlzFtQ2EdrV29nJc50ekoXu2b584mMTKEb/4zl+5ez7EfIDKM6lq7KKlvZ2Gq77YnPNJXz5rJrMQIvvbodu54Mo9zf/0mO8ob+d01C/ivM2f6XBHvzDmJALy2W7u4ZHD217fR3t1HepLmb4mIiAy3t/bW8pt1hVyWncJViyd94LbFU2J45Mal9PRZrrx3I7nljc6EFPEyGwbmjq+YHsdViyYxPSGcn6zdTU+frn+MtCdzygkKcPnMdbnM5GgA8iq0i0vEW6jAJWPai3nVRIYEsHxanNNRvFpESCB3XpLB3oOt3P1GkdNxZIzZVtoI+Pb8rSOFBLq54dSpNLT38NDmUmpauvn+RelcOC/J6WjHZWZiOCnjx7GuQCscZXDyBz4MZmgHl4iIyLCqbOzgK49sY1ZiBD+6OOOoC6fSk6J44uZlhAa5uea+Tbyzr86BpCLeZUNhHbFhQcydGEmA28Udq2ezv66NBzeVOB3Nr/X0eXgut4qz5iQSNS7Q6TiDkp7cv0hPc7hEvIcKXDJmdfd6+Neuas6aO4GgAP0qHMvK2YlcND+Ju14vYk91i9NxZAzZWtJAoNv41cXwg81d7w/7dhmob+12NM+JMMawanYCG4rq6OzpczqO+ICdlc0EBbiYnhDudBQRERG/0d3r4UsP5dDTZ7n7U9mMC/r4ltdT4sJ44uaTSR4/js/9+T1e3lk9iklFvIu1lg1FdZw8PQ7XwHzYM2YlcPK0WH6zrpCmjh6HE/qvN/fUcqitm0uzfaM9IUBkSCBpcWHkageXiNfQVX0Zs97ZV0dzZy+rMyc4HcVnfPeCuUSEBPKNf+bS57FOx5ExIqe0gblJUT41l+pYlqbFEhzowm0gKMDF0rRYpyOdkFVzEuns8WgFsAxKfkUTcyZEaPaliIjIMPrftQXklDby08uySIs/9iKSCVEhPHbTMuZOjOSWf2zl8S1lo5BSxPvsPdhKTUsXp0z/d2cfYwx3rJ5DY0ePutiMoKe2VRAbFsSpM+OdjjIkmSlR2sEl4kV0ZUHGrLV51YQHB7BihtoTDlZseDD/c+FcdpQ18ue39zsdR8aAnj4PueWNZE+OdjrKsFqYOp4Hr1/K186exYPXL/X5+WInpcUQFuTm1QLN4ZJPZq0lv6KJdD/akSkiIuK0F3Kr+PPbB/j88imcnzX4OTbRoUE8eP1JLJ8ex9efyOWB9cUjmFLEO60vrAX4yLWhjOQoLl2Qwp/fPkDZoXYnovm1po4e/lVwkAvnJfncwrfM5Ciqmzupae50OoqIoAKXjFE9fR5e3lXNmXMSCA7wn10ho2HNvCRWzU7gF6/sobReb/JkZO2uaqGzx+M387eOtDB1PLeeMd3ni1sAwQFuTpkRz2sFNVir3Z3y8cobOmju7CUjSQUuERGR4bCvtpVvPLGDBZOjuf28OUN+fFhwAA98dhGrMyfwoxcK+MXLe/R+TsaUDUV1pMWHkRQ97iO33XbOTAzw85f3jH4wP/diXhXdvR4uWeA77QkPy0qJBiBPbQpFvIIKXDImbSqup7G9h/MyB7+6TfoZY/jRJRkEuFx868lcffiREZVT2gDgF0Ugf7dqTgLVzZ3srGx2Oop4sfyBD4EZA8OZRURE5Ph1dPfxxX/kEBTg4q5rs497tnRwgJvfXZPNNUsm8fvXi/jO0/lqSS9jQldvH+8WH/pAe8IjTYwaxw2npPHsjkq2lzWObjg/91ROBWnxYWSl+N7Ct/SkSIyBXLUpFPEKKnDJmPRiXjWhQW5O87E+v95iYtQ4bl89m3f21fP4lnKn44gfyyltYEJkyFFX04l3OWN2AsbAOrUplE+QX9lEgMswMzHC6SgiIiI+zVrLt5/OY29NC7++esEJv192uww/viSTW06fxoPvlvKVR7bR3esZprQi3mlrSQMdPX2smPHx14ZuPn0aceFB/PiFAi3wHSZlh9rZfOAQl2WnYIxxOs6QhQUHMD0+XDu4RLyEClwy5vT2eXhlZzUrZycQEqj2hMfrmsWTOWlqDD98YRcH1XdYRsjWkgayU6OdjiGDEBcezPxJ0by2+6DTUcSL5VU0MyMxQq+/IiIiJ+jR98p4MqeC/1w5Y9gWbhpj+Oa5s7n9vNk8n1vF9X/bQnt377A8t4g32lBYh9tlWJoW87H3CQ8O4KtnzWTzgUO8skufdYbDU9sqALhofpLDSY5fZkoUueVNKnp6sa0lDdz1ehFbSxqcjiIjTAUuGXM2HzhEfVs3q9We8IS4XIafXJZFd6+H//d0vl7UZdjVtHRS3tDhl/O3/NWq2QnsKG/SsF05KmstOyuayEhSe0IREZETkV/RxHef3ckpM+L4z1Uzhv35bzptGj+9LJMNhbV8+oF3aWzvHvZziHiDDUV1LJgUTURI4Cfe76pFk5ieEM5P1u7WzsYTZK3lqW0VnDQ1hpTxoU7HOW5ZyVHUtXZRrc++Xuntojou/8M7/PzlPVx7/yYVufycClwy5qzNqyYk0MXps9Se8ERNjQvjq2fN5JVdB1mbX+10HPEzOSWNACxQgctnrJqTCMDre9SmUD6qurmT+rZuMpJ9r8++iIiIt2jq6OGLD+YQGxbEr6+aj9s1Mu29rlo8mbs/lU1+RTNX3btJC5jE7zS0dZNX0cSKGUefv3WkALeLO1bPZn9dGw+9WzIK6fzX9rJG9te1cWl2stNRTkhmSjSgOVze6m8bD3B4GX5Xr4efv7xbO5L9mApcMqb0eSwvDbQnDA0KcDqOX7h+xVQykiP57jP5Wtknw2pbaQNBbhcZydrt4StmT4ggOXocr2oOlxxFfkUzgH6nRUREjpO1ltse30FlYwe/vzab2PDgET3fuRkT+fPnF1Pe0M5l97xDSX3biJ5PZDS9s68ea+GUQRS4AM6YlcDJ02L5zbpCmjp6Rjid/3pqWwXBAS7O8/GuSnMnRuJ2GfJU4PJK+2paMYDbgNsYNhUfYtUv3+SF3Cp1oPJDKnDJmLK1pIHali7Oy/DtF1JvEuB28bPL5tHY3sMPny9wOo74kZzSBjKSIwkO0KweX2GMYeXsBDYU1tHZ0+d0HPEy+RVNGANzJqrAJSIicjzue6uYf+06yB2r57AwdXS6HCyfHsdDNyyltbOXy+/ZSEFV86icV2SkbSiqJSI4gHkDO3GOxRjDt8+fQ2NHD3e/UTSy4fxUd6+H53ZUctbcRCKP0RbS240LcjMjIZy8ChW4vE1+RRNFtW18fvkUvnb2LB67eRlP3LyM8aFB3PpQDtfe/y57D7Y4HVOGkQpcMqa8mFdFcICLM2YnOB3Fr8xNiuTm06bxz5xy3txb63Qc8QPdvR5yy5s0f8sHrZqTQEdPHxuL652OIl5mZ2UT0+LDtYNaRETkOLxbXM/PXt7D6swJfH75lFE997xJ0Tx+8zLcxnDVvRvZcuDQqJ5fZLhZa1lfWMfSabEEuAd/aTQ9KYpLF6Tw5w0HKDvUPoIJ/dMbe2poaO/x+faEh2WlRJFX0aQdQV7mkfdKCQ5w8ZVVM7n1jOksTB3PoikxPPflFfzw4gx2VTVz3m/W88Pnd9Hcqd2Y/kAFLhkzPB7LS/nVnDYznvBgXVwbbl9aOZ1p8WH892Pb+fW/9mqAo5yQXVXNdPV6yB6llakyfJamxRIa5GZdwUGno4iXya9oJlPzt0RERIaspqWTLz28jckxofz0siyMGZm5W59kekIET9yyjNjwYD79x3d5QzNXxYeV1LdT3tAx6PaER7rtnJkYAz9/ec8IJPNvT22rIDYsiFNmxDsdZVhkpkRzqK2bisYOp6PIgPbuXp7eVsn5WROJCv3gLkG3y3Dd0lRev+10rlw0iT+9vZ+Vv3iTf24tx+NRkdKXqcAlY8a2skaqmztZ7eN9fr1VSKCbL6yYSl1rN79ZV8inHtikIpcct5yBnx3t4PI9IYFuVkyP47WCGq1kk/fVtnRR3dxJepLaE4qIiAxFb5+Hrzy8nZbOHv7w6WwiHGzrlTI+lMdvXsa0+HCu/+sWnt1R6VgWkROxvqgOgBXTh17gmhg1jhtOSePZHZVsL2sc5mT+q6m9h3UFNayZn0TgEHbNebOsgcV7msPlPZ7fUUVrVy/XLpn8sfeJCQvify/N5NlbV5Ayfhz//fgOLr/nHfLVbtJn+ce/KCKD8GJeFUFuFyvnqD3hSGlo79/aa4GeXg+b1KJMjlNOaQNJUSFMiApxOoochzPnJFLZ1ElBlfpaS7+dlf0fFjK0g0tERGRIfvXqXjYW1/OjizOZPcH5hSJx4cE8fONSslPH85VHtvH3TSVORxIZsg2FtSRHj2NqXNhxPf7m06cRFx7Ej18o0KK+QXohr4ruPg+XLkhxOsqwmT0xgkC3IVeFEa/x0OZSZiSED2pOZWZKFE/ecjI/vzyL0kPtXPj7DXz7qTwa2rpHIakMp0EXuIwxbmPMNmPM80cc+7IxZo8xZqcx5mdHHL/dGFM0cNs5RxxfaIzJG7jtt8aJffUyJllrWZtXxSkz4nx+kKU3W5oWS6C7/9fa7XaxNC3W4UTiq7aVNqo9oQ87fXZ/ywm1KZTDdlb2D6Sfqx1cIiIig/ba7oPc9fo+rl48icsXes9F4ciQQP72H0tYNTuB//d0Pr9bV6iL/OIzevs8vLOvnlNmxB13u8/w4AC+etZMNh84xCu79JlnMJ7MKWd6QjgZyf7zeSA4wM2sCRHaweUldlU2s72skWuWTB7077bLZbhi0STW/ffpfO7kKTzyXhln/PINHny3hD61LfQZQ9nB9RWg4PBfjDFnABcBWdbadOAXA8fnAlcD6cC5wN3GGPfAw/4A3AjMGPhz7ol+AyKDsaO8icqmTs5Te8IRtTB1PPd/ZhEuA+dlTBjUigmRD6tu6qSisUPtCX1YQkQI8yZFs263ZjNIv/yKJqbEhmqRiYgcF2PMgYGFktuNMVucziMyGsoOtfPVR3cwd2Ik31uT7nScjwgJdPOHTy/k0gXJ/PJfe/nh8wWaYSI+IbeiiZbOXlYcx/ytI121aBLTE8L5ydrddPd6himdfyqtb2dLSQOXLEh2ZIbgSMpMjia3vFFFfi/w8OZSggJcXJqdPOTHRo0L5H8uTOfF/zyFWYkRfPupfC66a4NGr/iIQRW4jDEpwPnAA0ccvgX4ibW2C8Bae/gq1kXAI9baLmvtfqAIWGKMmQhEWms32v7f+r8BFw/PtyHyydbmVRHgMpw1J9HpKH7v9FkJnDYznvf2H9IHHDkuOaUD87dUIPVpZ85OYEd5I7UtXU5HES+QX9lEutoTisiJOcNaO99au8jpICIjrau3j1sfysFjLX/4dDYhge5jP8gBgW4Xv7hiHp9fPoU/vb2frz+RS2+fLvSLd9tQWIcxsHzaiRW4Atwu7lg9m/11bTz0rlp1fpKntlVgDFy8YOiFB2+XlRJFc2cvpYfanY4yprV39/L0tgrOz5xIdGjQcT/PrAkRPHLjUn53zQLqWrq57A/v8N+P7dB1DS832B1cvwa+ARz5TmUmcIox5l1jzJvGmMUDx5OBsiPuVz5wLHng6w8fFxlR1lpezK9i+fQ4okK1cnw0rJmfRGVT5/uFCpGhyClpIDjAxdyJ/tO6YCxaOScBa+F17eIa85raeyg71EFGkgpcIiIig/HD53eRW97EL6+YR2rs8c0IGi0ul+G7F8zla2fN5J855dz8jxw6e/qcjiXysTYU1pGRFMX4sOO/CH7YGbMSOHlaLL9ZV0hTR88wpPM/1lqe2lbO0qmxJEePczrOsMscWMSXqzaFjno+t4qWrl6uWTL5hJ/LGMOF85JY99+nccvp03h2RwUrf/EGf9ywnx4t4vBKxyxwGWMuAGqstVs/dFMAMB5YCnwdeGxgptbR9praTzh+tHPeaIzZYozZUltbe6yIIp9oZ2UzZYc6WJ05wekoY8ZZcycQHODi2R2VTkcRH5RT2kBmchRBAUPpoiveZu7ESJKiQli3Wz3px7qdlf0f9vyp376IjDoLvGKM2WqMudHpMCIj6eltFfxjUyk3nZrG2em+8RnWGMN/rprBDy5KZ93ug3z2T5tp6dTFfvE+rV295JQ2nHB7wsOMMXz7/Dk0dvRw9xtFw/Kc/iantJED9e1cchxt43zBzMQIggJc5FWowOWkhzeXMi0+jMVThq8TUFhwAN88dzYv/9epZKeO54fP7+L8367nnX11w3YOGR6DuXq4HFhjjDkAPAKsNMb8g/4dWE/afpvp390VN3B80hGPTwEqB46nHOX4R1hr77PWLrLWLoqPjx/ityTyQS/mVeF2Gc6e6xsfDvxBeHAAZ85J5MW8KrWokCHp6u0jv6JZ7Qn9gDGGlXMSWF9Yp1W8Y1z+QIErXTu4ROT4LbfWZgPnAbcaY0798B20SFL8QeHBFm5/Mo8lU2K47ZxZTscZss8sm8Kvr5rP1pIGrrl/E3Wtaukk3uXd4np6PZZTpg9PgQv63+NeuiCFP284QJna1H3EU9vKCQ5wcV6Gf16TCwpwMWdiJLnljU5HGbMKqprZVtrINUsmj8iMt7T4cP7y+cXc/5lFdPT0ce3973LrQzlUNnYM+7nk+ByzwGWtvd1am2KtnQJcDbxmrf008DSwEsAYMxMIAuqAZ4GrjTHBxpipwAxgs7W2Cmgxxiwd2On1GeCZEfieRN5nreXFvCpOnhY7LNvPZfAunJdEXWs37+yrdzqK+JCdlc1093nInqwClz9YNTuR9u4+NhXr34GxLL+imeToccTodVhEjpO1tnLgf2uAp4AlR7mPFkmKT2vr6uXmf2wlLNjN765dQKDbN7sZXDQ/mfs/s4iimlauvGcjFboAKF5kfWEdIYEuFg7jLg+A286ZiTHw85f3DOvz+rruXg/P51ZxTvoEIkL8d2RIVnIU+RXNmkPvkEc2lxLkdnFZdsqx73ycjDGcNTeRf331NL565kxe3XWQVb98k7teL6KrVwt6nXYi75j+BKQZY/Lp39n12YHdXDuBx4BdwEvArdbaw/9P3wI8ABQB+4C1J3B+kWPaXd3Cgfp2zsuY6HSUMef0WfFEBAeoTaEMSU5J/9y27NRoZ4PIsFg2LZZxgW5e0xyuMS2/oon0JLUnFJHjY4wJM8ZEHP4aOBvIdzaVyPCy1vKtJ/PYX9fGb69ZQGJkiNORTsgZsxP4+xdOora1i8v/8A5FNS1ORxIBYENRHUumxhIc4B7W550YNY4bTknj2R2VbC9rHNbn9mWv76mhsb3Hb9sTHpaZEkVrVy/769ucjjLmdHT38eS2Cs7LnDAqGxtCAt185cwZvPq10zh1Zhw/f3kP5/zqLc0ed9iQClzW2jestRcMfN1trf20tTbDWpttrX3tiPvdaa2dZq2dZa1de8TxLQP3n2at/ZK1VqVtGVFr86pwGTg7PdHpKGNOSKCbs9Mn8HJ+tVYzyKDllDaQMn4cCRG+/aFe+oUEulk+PY51BTXoJX9saunsobiujYxktScUkeOWCGwwxuwANgMvWGtfcjiTyLD6x6YSnttRyX+fPYuTpw1f6zQnLZ4Sw6M3LqOnz3LFPRvVvkscV9XUQVFN67C2JzzSzadPIy48iB+/UKDPPgOezCknLjx4xP6be4uslP7POnnlmsM12l7Iq6Kls5drlkwe1fNOignl3usW8bf/WILLZfj8X97j+r++R2m92pQ6wTf3vIsM0ov51Zw0NZa48GCno4xJa+Yn0dLVyxt7NAdBBienpFHtCf3MmXMSqGjsYM9Brdwdiwqq+v9/z0jWDi4ROT7W2mJr7byBP+nW2judziQynLaXNfKD53dxxqx4bjltmtNxhtXcpEieuHkZYcEBXHPfJt4pqnM6koxhGwr7f/5WzBiZYkt4cABfPWsmmw8c4uWdB0fkHL6ksb2b13bXsGZeEgE+2nJ1sKbHhxMS6CJXBa5R9/DmUtLiwjhpaowj5z91ZjwvfeVUbj9vNhv31XPmr97k/17ZQ0e3FvqPJv/+F0bGtL0HWyiqaWV1pn8OsvQFy6fFEhsWpDaFMiiVjR1UN3eSPTna6SgyjFbOTgBgXYG27I9F+RX9H/IykrSDS0RE5MMa2rq59cEcEiJC+NVV83G5jNORht2UuDD+ecvJJI8fx+f+/B4v76x2OpKMURuK6ogLD2b2hIgRO8dViyYxPSGcn6wtoLvXM2Ln8QXP51bR02e51M/bEwIEuF2kJ0WRV9HodJQxZU91C1tLGrhmyWSMce71MyjAxU2nTeO1205ndcYEfvtaEWf+35u8lF+l3ZyjRAUu8Vsv5lVhDJyTrgKXUwLcLlZnTmRdwUHaunqdjiNeLqf08Pwt7eDyJwmRIWSlRPFqgVYxjkX5lU3ERwST4OOzRERERIabx2P52mPbqWnp5O5PZRMdOvKzQ5ySGBnCYzctIz05klv+sZXHtpQ5HWnItpY0cNfrRWwdmBksvsXjsbxdVMeK6bEjeiE8wO3ijtWzOVDfzkPvlozYeXzBU9sqmJkYPmZm8WYmR5Ff0UyfRwWN0fLw5lKC3C4uW5jidBSg/7Xu11cv4NEblxIREsDN/8jhuj9u1hzKUaACl/ittXnVLE6N0UU1h104L4nOHg//2qWL2/LJckoaCQl0MWfi2HgDPJasmp3I9rJG6lq7nI4io2xnRTOZmr8lIiLyEXe/UcTre2r57gVzmTcp2uk4Iy46NIgHrz+J5dPj+MYTudz/VrHTkT6grauXkvo2tpYc4qX8Kv6+qYRf/Wsv334qj6vufYcr7nmHX76yh089sElFLh+0u7qFutZuVsyIH/FznTErgeXTY/nNukKaOnpG/Hze6EBdG1tLGrhkQYqjO2tGU1ZKFB09feyrbXU6ypjQ2dPHkznlnJMxgZgw71ogclJaLM9/eQXfX5NObnkj5/56PT9+sYBWLfwfMQFOBxAZCUU1rew52ML/XDjX6Shj3qLU8UyMCuG5HZVcvMD/t6bL8dta2kBWSjSBft6feyxaNSeBX726l9d313DFoklOx5FR0tHdR2FNC+ekJzodRURExKu8XVTH//1rLxfNT+LTS1OdjjNqQoMCeOCzi/jaozu488UCGtq7+fo5s0bkAri1ltauXupau6lr7aK2pYu61i7qWrqoHTj2/p+Wbjp6jj4vZXxoIC5jOLwpo6fXw6biehaq64RP2VDUPxd8xfSRmb91JGMMd6yewwW/28Ddrxdx++o5I35Ob/PUtgqMgYsXJDkdZdRkpfQv6sstb2Jm4si1wZR+L+ZV0dzZyzVLvPP6QoDbxWdPnsL5WRP5+Ut7uH99MU9vq+CO1XO4aH7SmCn8jhYVuMQvvZRfBcC5GWpP6DSXy3DhvCT+/PZ+Gtu7/br1hhy/zp4+dlU28YUVaU5HkRGQnhTJhMgQ1hWowDWW7K5uxmMhXTu4RERE3lfd1MlXHtlGWnw4P74kc8xd5AoOcPPbaxYQOS6Qu9/YR2NHDz+8KAP3IOaPWWtp7uw9olDV/791RxSsalu7B4510XWUGUjGQExoEHHhwcRFBJE9eXz/1+HBxEcEExce9P7XMWFBBLpd/TNe7ttEd58HCyyZGjMC/2VkJK0vrGNGQjgTokanw096UhSXLkjhz28f4NNLU5kUEzoq5/UG1lqe3l7BsrRYJkaNczrOqJkaF05YkJu88kYu95KWef7s4c2lTIkNZVlarNNRPlFceDA/vTyLa06azP88k89/PbqdB98t4Xtr0knXnOphowKX+KUX86rJnhw9pl5MvdmaeUnc91Yxa/OruWbJZKfjiBfKr2iip8+SPTna6SgyAowxrJyTwDPbKujq7SM4wO10JBkF+ZXNAGSowCUiIgJAT5+HLz+cQ3t3H4/cmE1Y8Ni8JON2GX58SQbjQ/uLXAdq25g9MYLU2DDGhwW9X6Dq/9P9fkGrrrWb7r6PFq1cBmLC+otT8RHBpMWFvV+o6i9kBRM/UNCKCQ0iYIgdIxamjufhG5fyhzeKeLWghjf21LB4iopcvqKzp4/N+w9x7Umjey3itnNm8nxuJT9/eQ+/vWbBqJ7bSQ9vLqWkvp0L542d3VvQ/+9aenIUuRVNTkfxe4UHW3jvQAO3nzfbZxaJzJ8UzVNfXM7jW8v46Ut7uPB3GzgnfQIzEsI5bVaCdgWfoLH5bkr82oG6NnZVNfOd88feNnBvlZ4USVpcGM9ur1SBS44qp7S/j322XtT91qrZCTz0binvFh/i1Jkj3/tenLezoonxoYEkjdJKWREREW/385f38N6BBn5z9XymJ4ztFlbGGL5x7mzaunr568YS3imu/8DtbpchNizo/QLV9ITw/iLVQKHq/eJVeP9Oq8HsADsRC1PHc/9nFnH7k3nc9fo+5k6M4vysiSN6ThkeW0sa6Or1cMqMkW9PeKSJUeO44ZQ0fv96Ef+xYirzx8Csva0lDfy/p3cC8MBbxZwxxi7cZyVH8fdNJfT0eTR6YQQ9vLmMQLfhMh/bKedyGa5aPJlz0yfyrSdzWZtfzVrg7jf28bf/WMLJo9BC1V+pwCV+Z21+NQDnZerNprcwxnDBvCR+91ohNc2dJETqYqd8UE5JI5NjQokLD3Y6ioyQ5dPjCAl08druGhW4xoj8yiYykqN8ZlWdiIjISHopv5r73irmuqWpXDRfs4kPS4gMwWXAY/t3Yn122RS+tHI640ODcI1w0WqojDF8/6J0Cmtaue3xHUyNC2NuUqTTseQY1hfWEeg2nDR19FuZ3Xz6NB55r5Q7X9jFYzct8+v3xX0ey50v7KLP9g+s6+kbe/PqMlOi6Or1UHiwVf82jJDOnj7+mVPO2ekTfPb6UVRoIBnJUby8sxqPhV6P5fq/buErZ87gumWphAapXDNUKieL31mbX8W8SdEkR6s9oTdZMy8Ja+H53Cqno4iXsdaytbRhTL3xHYtCAt2smB7HqwUHsQMfesR/dfd62FPdor7iIiIiQEl9G19/fAdZKVF85wJ1GjnS0rRYggJcuA0EBbi4YF4SseHBXlfcOiw4wM0fPp1N1LhAbvjbFg61dTsdSY5hQ1EtCyaPd6QlaHhwAF89aybvHWjg5Z0HR/38o6W9u5eb/7GVnNJG3C6D20BggIulXj4fabhlpUQDkFfR6GgOf/ZSfjVNHT1c6+PdoT782jdzQgT/u3Y3p/z0de57ax/t3b1OR/QpKnCJXyk71E5ueROrMyY4HUU+ZHpCOHMnRvLsjkqno4iXKW/ooLalS/O3xoCVsxMpb+hg78FWp6PICNt7sIWePktGslYuiojI2NbZ08ct/8jB5TLcdW22ZpF+yMLU8Tx4/VK+dvYsHrx+qU8sekuICOHe6xZS29rFrQ/m0HOUuWDiHQ61dbOzsplTHGz9ddWiSUxPCOcnawvo7vW/n5Walk6uvm8T6woO8v016Tx20zKf+n0eTqkxoUSEBJBbrjlcI+WhzaWkxoayzMeLp0e+9j18w1KevnU5/7xlGXOTIvnxiyp0DZUKXOJXXjrcnjBD7Qm90Zr5SWwva6S0vt3pKOJFDs/fWjB5bL35HYtWzk4AYN1u/129KP12VvZ/qMvQDi4RERnjvvfsTnZVNfOrq+YxKSbU6TheaWHqeG49Y7pPXQyfNyma/70kk43F9dz5QoHTceRjvF1Uh7WwYpTnbx0pwO3ijtWzOVDfzkPvljiWYyTsPdjCJXe9Q+HBVu67bhGfPXmKT/4+DxeXy5CZHEVehQpcI6GoppXN+w9x9eLJXrvLdyg+/LuyMDWGv3/hpA8Uuk792evc/1axCl3HoAKX+JUX8qrISI5kcqw+OHijCwaG8D6Xq11c8m/bShsJDXIze8LYHrQ9FkyICiEjOZJ1BTVOR5ERll/RTERwAJN1IU9ERMawx7eU8ch7Zdx6xjRWzk50Oo4Ms8sWpvCFFVP5yzsHeGxLmdNx5Cg2FNYRGRLwfus4p5wxK4Hl02P5zbpCmjp6HM0yXN4uquOyP7xDd5+Hx25axplz9W8c9M/hKqhqpqu3z+kofueRzaUEuAyXL0xxOsqIOlzoeuLmZcyZGMmdLxa8X+jq6NbP1dGowCV+o6Kxg+1ljdq95cVSxoeyMHU8z6lNoRwhp7SBrJQoAtx6SRoLVs1OJKe0QfMK/FxeRRNzkyL9YmWdiIjI8dhV2cx3ns5nWVosXz1zptNxZITcft5sVkyP4ztP5b/fmUK8g7WWDUV1nDwtDrfD70mNMdyxeg6NHT3c/XqRo1mGw+NbyvjsnzYzMSqEp29dTmaKujYclpUcTU+fZW+12vIPp86ePv6ZU87Z6YnERwQ7HWdULJry0ULXKT97jQfWq9D1YbqaKH7j3+0JNX/Lm62Zl8Tu6hb2HmxxOop4gc6ePnZVNpOt9oRjxplzErEWXt+tXVz+qrfPQ0FVMxnJ+qArIiJjU3NnD198cCtR4wL57TULtJDLjwW4Xfz+2gVMiArh5r9v5WBzp9ORZMD+ujYqGjscbU94pPSkKC5dkMKf3z5A2SHfHNtgreX/XtnD15/IZWlaLE/ccjLJ0eOcjuVVsgaKfbkVjc4G8TMv76ymob2Ha5ZMdjrKqDtc6Hr85mXMnhDJj15QoevD9C5L/MbavCpmT4ggLT7c6SjyCVZnTsRl4Nnt2sUlkFveRK/Hjsn+3GNVelIkCRHBmsPlx/bVttHV6yEjOdLpKCIiIqPOWss3n8ilrKGD31+bPWZWmo9l0aFB3P+ZRbR29XLT37fS2aMLjt5gQ1EdAKd4SYEL4LZzZuJywc9f3uN0lCHr6u3ja4/t4LevFXHlohT+/PnFRIYEOh3L66SMH0d0aCB55ZrDNZwe3lzK5JhQlk/znt/n0bZ4Sgz/uP7Dha7XVehCBS7xE9VNnWwpaWB1ptoTerv4iGCWT4/j2R2VWGudjiMO21rS38ZjgXZwjRkul2HVnATe2ltHd6/H6TgyAvIHhipnJGkHl4iIjD1/evsAa/Or+ea5s1gyNcbpODJKZk2I4P+unMf2ska+83S+Put6gfWFdUyKGUdqbJjTUd43MWocN5ySxrM7Ktle1uh0nEFrbO/muj9u5qltFdx29kx+elkWgdqZelTGGDKTo8hVgWvYFNe2sqn4EFcvmaQW+Py70PXYTcuYNSFchS5U4BI/8fLO/vaEKnD5hguzkig91M4OveCPeTmlDUyNCyMmLMjpKDKKVs1OpLWrl837DzkdRUZAfmUT4wLd2lEtIiJjztaSQ/zviwWcPTeRG05JczqOjLJzMybyn6tm8MTWcv7yzgGn44xpvX0eNu2rZ8X0eKejfMRNp00jLjyIO1/Y5ROF0NL6di79wztsL23kN1fP50srZ2CMigyfJCslir0HW7Sbc5g88l4ZAS7D5QtTnI7iVZZMjeHB65d+oNB16s9f548b9o+5nz0VuMQvvJhXxczEcKYn6GKaLzgnYwJBbhfP7VCbwrHMWsu20gYWTI52OoqMsuXT4wgOcPFqgdoU+qOdFc3MTYp0fJi3iIjIaKpv7eLWB7eRFD2On18xTxeAx6j/WjWDs+Ym8qMXCnhnoEWejL4d5Y20dPV6VXvCw8KDA/jqWTN570ADL+/07s9DOaUNXHL329S3dvP3LyzhovnJTkfyCZnJ0fR6LAVVzU5H8XldvX08sbWcs+YmkhAR4nQcr3S40PXojUuZkRDOD5/fxSk/G1uFLhW4xOfVtnSx+cAhzsvQ7i1fETUukNNmxfN8biV9Hu9fsSQjo+xQB3Wt3WSrPeGYMy7IzfLpcazbfdAnVi3K4Hk8lp2VTWQkaf6WiIiMHX0ey389up1D7d3c/alsosZpLs1Y5XIZ/u/KeaTFhfHFh3IoO9TudKQxaX1hHcbAydNinY5yVFctmsSMhHB+srbAa9u2r82r4pr7NhEWHMCTXzyZk9K887+lN8pK6W/VnlehrkUn6pWdBznU1s01SyY7HcXrnZQWy0M3jM1Clwpc4vNe3lmNtWpP6GvWzEviYHOXWpSNYTml/fO3VOAam1bOTqDsUAdFNa1OR5FhdKC+jbbuPtKTNX9LRETGjt+uK2R9YR0/WJNOhl4Dx7yIkEDu/8wiPB7LDX/bQnt3r9ORxpwNhXVkJUcRHeqdrfAD3C7uWD2HA/XtPPhuidNxPsBay/1vFfPFh3KYmxTJU188mWlqPT4kE6NCiAsP0hyuYfDw5lJSxo9jxXTv243prQ4Xuh65cSnT4/9d6PqTHxe6VOASn7c2v4q0+DBmJuoF15esmpNAaJCbZ9WmcMzaWtJAWJCbWRMinI4iDlg1JwGAdbtrHE4iwym/sr8NR0aSLu6JiIj/21rSwG2Pb+c36wq5LDuFqxZPcjqSeIkpcWH87tps9h5s4bbHd6hrwShq6exhW1kjK7ywPeGRTp8Vz/LpsfxmXSFNHT1OxwH6Z5f9v2fyufPFAs7LmMDDNywlNjzY6Vg+xxhDZnIUeSpwnZD9dW28s6+ea5ZMxqX290O2NC2Wh2/8d6HrB35c6FKBS3xafWsXm4oPsTpjonqc+5jQoADOnJPI2vwqr92SLyMrp7SB+ZOjNadnjJoYNY70pEjWaQ6XX9lZ0USQ28UMLToRERE/t7WkgWvv38QTWyswwGXZyfpMKh9w2sx4vnXebF7Mq+au14ucjjNmbCo+RJ/HsmJ6vNNRPpExhjtWz6Gpo4e7veDno62rlxv+toV/bCrlplPT+P012YQEup2O5bMyU6IprGnRDs4T8Mh7pbhdhisWpjgdxacdLnQ9fMNSpsWH8YPnd3Hqz17nz2/7T6FLBS7xaa/sOkifx3Je5gSno8hxWDMvicb2Ht7W8N0xp727l93VLWpPOMatmp3A1pIGGtq6nY4iwyS/sonZEyMIdOstpoiI+LdNxfXvL9QzBraVNTobSLzSDaekcfH8JH75r728uksLu0bDhsJaxgW6yU6NdjrKMaUnRXHpghT+/PYBR+e1HWzu5Mp7N/Lm3lp+dHEGt6+eox0zJygrOQqPhV0DHS5kaLp7PTyxpZwz5ySQEBnidBy/sGxaLI/cuIyHb1jK1Lgwvv+c/xS6dPVBfNqLeVWkxoYyd6KG2fuiU2fGEzUuUG0Kx6AdZU30eawKXGPcqjmJeCy8sVdtCv2BtZb8imbS1Z5QRETGgPSkSA43nQsKcLE0LdbRPOKdjDH85LIs0pMi+a9Ht1NU0+J0JL+3vqiOk9JiCA7wjd1Ht50zE5cLfv7yHkfOv7u6mYvvepsDdW388XOL+fTSVEdy+JvMlP7PRJrDdXz+tesg9W3dXLNkstNR/M6yabE8elN/oWvKEYWuv/hwoUsFLvFZDW3dvLOvnvPUntBnBQW4OC9jAq/srKaj2zf/EZXjk1PaAMCCydHOBhFHZSZHER8RzKsFKnD5g/KGDpo6eshI1qITERHxfzvK+i9afn75FB68fikLU7VwS44uJNDNfdctIiTQxQ1/2+o185b8UWVjB8W1bayY7t3zt440MWocN5ySxrM7Ktk+yjtB39pby+V/2IjHWh67eRlnzEoY1fP7s8TIEBIjg8mrUIHreDy8uZTk6HGcMsO7W436smXTYnnsiELX957bxWk/981C16ALXMYYtzFmmzHm+YG/f88YU2GM2T7wZ/UR973dGFNkjNljjDnniOMLjTF5A7f91qgqISfgXwX97QlXqz2hT1szL4m27j5e260L3GPJttIGpsWHER0a5HQUcZDLZVg5K4G39tRqFp8f2FnZ/+EtQzu4RETEz3V09/HXjQdYNTuB/7kwXcUtOaak6HHc/amFlB1q5yuPbKPPY4/9IBmyDYX94w987aL4TadNIy48iDtf2IW1o/Oz8fDmUj7/l/dIGT+Op29dri4MIyAzOZrc8kanY/icA3VtbCiq4+rFkzSzfRQsmxbLozcu5aEbTiI15t+Frr++c4CN++q46/UitpY0OB3zEw1lB9dXgIIPHfuVtXb+wJ8XAYwxc4GrgXTgXOBuY8zhfcF/AG4EZgz8OfdEwsvYtjavipTx48hM1ouwLzspLZb4iGCe3VHhdBQZJdZackob1Z5QAFg1J4GWrl62HDjkdBQ5QfkVzbhdhlkTIpyOIiIiMqIe31rGobZubj59mtNRxIcsmRrD9y9K5409tY61o/N364vqSIgIZmZiuNNRhiQ8OICvnjWT9w408PLOkZ3V5vFYfvbSbm5/Mo/l0+N4/OZlTIwaN6LnHKuyUqIormujpVO7NofikffKcLsMVyya5HSUMcMYw8nT4nj0pn8Xuv7n2Z1cc/+7/OLlPXzqgU1eXeQaVIHLGJMCnA88MIi7XwQ8Yq3tstbuB4qAJcaYiUCktXaj7V+O8Dfg4uOLLWNdU0cPG4rqWJ2p9oS+zu0ynJ85kdf31NKsF/0x4UB9O4fausnWSlcBVsyIIyjApTaFfiCvookZCeGEBPrGvAMREZHj0dvn4b63ismeHM0ivZ+VIfrUSalce9Jk7nlzH89s1yLP4eTxWN4uqmPF9DifvE501aJJzEgI5ydrC0asu0VnTx//+cg27n5jH9csmcwfP7uIiJDAETmX9M/hshZ2VjY7HcVndPd6eGJrGStnJzAhKsTpOGPOkYWuqxalAGCBnl4Pm4rrnQ33CQa7g+vXwDeAD/8L+yVjTK4x5k/GmMPv7JKBsiPuUz5wLHng6w8fFxmydQUH6emznJeh9oT+YM38JLp7PbwywiuVxDvkDKz60A4uAQgNCuDkabGs231w1NpxyPCz1pJf0USGdlWLiIifeyGvivKGDm4+bZpPXkQX533vwnQWTxnPN/+ZS77m8wybXVXNHGrrZsUM35m/daQAt4s7Vs/hQH07D75bMuzPf6itm08/8C7P51bxrfNm8+NLMgh0D6WxlwzV4Y5TeeX6PR+sVwsOUtfazbVLJjsdZUwzxnDl4smEBLpwGwgMcLE0LdbpWB/rmP+SGWMuAGqstVs/dNMfgGnAfKAK+OXhhxzlaewnHD/aOW80xmwxxmypra09VkQZg17MqyYpKoT5k6KdjiLDYMGkaCbFjOPZHZVOR5FRkFPaQERwADMSfKtthIycVXMSKalvZ19tm9NR5DgdbO6ivq2bjKRIp6OIiJ/68ExoESdYa7nnzWKmJ4Rz5pxEp+OIjwoKcHH3pxYyPjSIm/6+lbrWLqcj+YX1A/O3Vkz3zQIXwOmz4lk+PZbfrCukqWP4Otzsr2vj0rvfJreiid9fu0AF+lESFx5McvQ4clXIHrSHN5eSFBXCqTN9a46eP1qYOp4Hr1/K186exYPXL/XqeaODKdUvB9YYYw4AjwArjTH/sNYetNb2WWs9wP3AkoH7lwNHNslMASoHjqcc5fhHWGvvs9YustYuio/XD7R8UEtnD28V1nJuhtoT+gtjDBdmJfF2UR31enPv93JKG5k/ORqXhoXKgJWzE4D+3bnimw6vPtYOLhEZQUebCS0yqt4qrKOgqpkbT03Te1k5IfERwdx33SLqWrv44oM59PSNTEu6sWRDUS2zEiNIiPTdtmbGGO5YPYemjh7ufr1oWJ5zy4FDXHr32zR19PDwDSdxQVbSsDyvDE5mchR55Y1Ox/AJpfXtrC+s46rFk3HrNdYrLEwdz61nTPfq4hYMosBlrb3dWptirZ0CXA28Zq399MBMrcMuAfIHvn4WuNoYE2yMmQrMADZba6uAFmPMUtNflfgM8MxwfjMyNry2u4buXg+rM9We0J9cOC+JPo/lxbwqp6PICGrt6mVPdbPaE8oHJEePY87ESNbt1hwuX5Vf2YQxMGeidnCJyPAb4kxor7C1pIGfvbTbqwdyy9Dd88Y+JkSGcPF8TVuQE5eZEsVPL8ti8/5D/OC5XU7H8WmdPX28d6DBZ9sTHik9KYpLF6Tw57cPUHao/YSe67kdlVz7wLtEhwbx1BeXszA1ZphSymBlpkRxoL6dpnbNnD+WR94rxWXgysUpx76zyBFOpNnqz4wxecaYXOAM4KsA1tqdwGPALuAl4FZrbd/AY26h/0NJEbAPWHsC55cxam1eNQkRwbpA7mdmT4hgRkI4z+1Qgcuf7ShrxGMh28tXf8joO3NOAltLGmhs73Y6ihyH/Ipm0uLCCAsOcDqKiPinX3P0mdBeaWtJA1fft5G739jHtfdvUpHLT+woa2RjcT1fWDGVoADNrZHhcfGCZG48NY2/byrhkc2lTsfxWZv3H6K71+MXBS6A286ZicsFP3t5z3E93lrLH97Yx5cf3sa8lCievOVkpsSFDXNKGYyslP4OF/mValP4SXr6PDy2pZyVsxOYGDXO6TjiY4b0rsxa+4a19oKBr6+z1mZaa7OstWsGdmgdvt+d1tpp1tpZ1tq1RxzfYq3NGLjtS1bT5GWI2rp6eX1PDedlTFBLCD9jjGHNvCQ2HzhEZWOH03FkhOQMXODR/Dz5sJWzE+jzWN7Yo9mbvmhnZdP7Q5RFRIbTJ8yE/vD9vGaO86bievo8/R91u3s9bCqudzSPDI9739pHZEgA15ykwfcyvL557mxOmRHH/3smn60lh5yO45M2FNUR5HZx0lT/2KE0MWocN5ySxnM7KtlWOrRFEj19Hu54Ko+fvrSbC+cl8fcvnMT4sKARSirHcvgzUm65ClyfZF3BQepau7hmiV5jZei07Eh8yut7aujq9XBe5sRj31l8zoXz+ntBP5971PF84gdyShuYkRBO1LhAp6OIl5mXEk1ceJDaFPqgutYuqpo6NX9LREbKUWdCf/hO3jTHeWlaLEEBLgxggWnxWjXv6/bXtbE2v5rrlqUSrt3KMszcLsPvr8kmOXocN/09h6omLfgcqvWFdWSnRhMa5D+/nzedNo248CB+/GIBg90f0NLZwxf+uoWHN5dx6xnT+M1V8wkJdI9wUvkk0aFBTI4JJa+i0ekoXu2hzWVMjArhtJnOvocT36QCl/iUtXnVxIUHsXiKf6zKkQ+aEhdGVkoUz+5QgcsfWWvZVtao9qJyVC6X4YxZCbyxp0ZDtn3MzspmoH9egIjIcPu4mdAOx/pEC1PH8+D1S7nptDTcLnirsM7pSHKC7nurmEC3i8+dPNXpKOKnokIDue8zi+jo7uWmv2+ls6fv2A8SAGpbuiioauaUGf51YTw8OICvnjWT9w408PLOg8e8f1VTB1fcs5G3i+r4yaWZfP2c2ep85CUyU6K0g+sTlB1qZ31hLVcumkSAW6UKGTr91IjP6Oju47XdNZyTPgG3XqT91pp5SeRXNFNc2+p0FBlmxXVtNLb3kJ0a7XQU8VKr5iTS0tnLlgOaVeJL8iv6P6zNTYp0OImIiPdYmDqeb503h2uWTObxLWWUN7Q7HUmOU01LJ//MKefyhSnERwQ7HUf82MzECH511Xxyy5u448m8Qe/aGeve2de/iGDFdP+Yv3WkqxZNYkZCOD9ZW0B378cvAtxZ2cTFd71NeUMHf/7cYq5WmzevkpkcRXlDB4faNG/6aB59rwwDXLl4ktNRxEepwCU+4829NXT09LFa7Qn92gVZSRgDz+2oOvadxaccHrC+MFU7uOToTpkRR5DbxbqCY69QFO+xs7KJ1NhQtR4VkRF35ExoX/HF06cDcPcb+xxOIsfrz28foLfPw42npDkdRcaAs9Mn8NUzZ/Lktgr+uGG/03F8wvrCOqLGBfplu+wAt4s7Vs/hQH07D75bctT7vL67hivv2YjbGJ64ZRmnqsWb18ka+NnMq9Aurg/r6fPw2JYyTp+VQHL0OKfjiI9SgUt8xot51cSEBfnN0FA5uglRISyZEsOzOyq0Ys3PbCttIDIkgLS4cKejiJcKCw5g6bRYzeHyMfkVzWSoPaGIyFElRY/jqsWTtIvLR7V09vCPTSWclzGRKXGapSaj48srp3NOeiI/frGADWpx+omstWworGP59Fi/7fRz+qx4lk+P5TfrCmnq6PnAbX/fVMIX/voeU+LCeOrW5cyeoI4K3ij9cIGrvNHZIF7otd011LR0cY12HcoJUIFLfEJnTx/rCg5yTnqi+rGOAWvmJ7Gvto1dVc1OR5FhlFPSyILJ49UHXD7RmXMS2F/XpjalPqKpvYfSQ+2kJ+vDtIjIx9EuLt/10LultHT2cvNp05yOImOIy2X45ZXzmZ4Qzq0P5VBS3+Z0JK+1r7aV6uZOVkz3311LxhjuWD2Hpo4e7n69CACPx/LjFwv4f0/nc/qsBB67aRmJkSEOJ5WPEzUukKlxYZrDdRQPby4lMTKYM2b57++wjDxVCsQnrC+so627j/My1J5wLDgvYyIBLsOzOyqdjiLDpLmzh701LWRPVntC+WQrZycAsK5Au7h8wc6q/g9p2sElIvLxjtzFVdHY4XQcGaSu3j7+uGE/y6fHkpmi1zkZXeHBAdz/mUUA3PC3LbR29TqcyDutH9jhdsoM/5u/daT0pCguXZDCHzfs5wfP7+TaBzZx31vFXLc0lfuuW0hYcIDTEeUYMpOj1KLwQ8ob2nlzby1XLZqkzQxyQvTTIz5hbV4VUeMCWTYt1ukoMgpiwoJYMSOO53dUqU2hn9hR1oi1kJ0a7XQU8XIp40OZPSGCdbs1h8sX7Kzo32mbnqQdXCIin+SWw7u4Blbfi/d7ZlslNS1d2r0ljkmNDeOua7Mpqmnlvx/bjsejz8YftqGwjtTYUCbFhDodZcSdk55Ir8fypw0H2FR8iM+dnMoPLkpXYcBHZKVEUdXUSU1Lp9NRvMZj75UBcJXaE8oJ0r+C4vW6evv4V8FBzp6bSKBeuMeMNfOSqGjsIKe0wekoMgxyShoxBuZPinY6iviAVXMSeO9AA03tPce+szgqv7KJpKgQYsODnY4iIuLVkqPHceWiSTymXVw+weOx3PPWPtKTIlkx3b93hoh3WzEjjjtWz+HlnQf53WsqkB+pp8/DpuJ6v9+9dVhhTSuHm/27DMRHhGCM2v/7isyBOVz52sUFQG+fh0e3lHH6zHiSo8c5HUd8nKoF4vXeKaqnpbOX1ZlqTziWnJ0+geAAF89uV5tCf7C1tIFZiRFEhAQ6HUV8wMrZifR5LG/sVZtCb5dX0fT+0GQREflkXzxDu7h8xb8KDlJc28ZNp03TBWRx3BdWTOXSBcn86tW9vLKz2uk4XmNbaSNt3X1+PX/rSEvTYgkOdOE2EBTgYmmaOhz5kvTkKIxBc7gGvL6nloPNXVyj3VsyDFTgEq/3Ql4VESEBnDxdL95jSXhwAKvmJPBCXhW9fR6n48gJ8Hgs20obWKD5WzJI8ydFExsWxGu7VeDyZq1dveyva9P8LRGRQdIuLt9greWeN/cxKWYcqzMmOB1HBGMMP740k6yUKL766Hb2HmxxOpJX2FBYi8swZkZZLEwdz4PXL+VrZ8/iweuXsjBVn699SXhwANPiw8lTgQuAhzeXkhAR/P4MbpEToQKXeLXuXg+v7KzmrDmJBAe4nY4jo+zCrCTqWrvZWFzvdBQ5AftqW2np7CV7crTTUcRHuF2GM2Yn8MaeWhW4vVhBVTPWQkay5m+JiAyWdnF5v837D7GttJEbT0nTbBvxGiGBbu69biHjggK48W9b1MobWF9Ux7xJ0USNGztdQhamjufWM6aruOWjspKjyK1oGvOz5isaO3hjTw1XLZ6k11kZFvopEq+2sbie5s5ezlN7wjHpjNkJhAcH8NwOtSn0ZYfnqGXrTbgMwarZCTR19LClRHP4vNXh/vEZalEoIjJoR+7iqtQuLq90z5v7iA0L4opFk5yOIvIBE6PGce912VQ0dvClh3PG9EKwpo4edpQ1copm5IkPyUyJorali4PNXU5HcdRj75VhgSv1OivDRAUu8Wpr86oIDw4YM0ND5YNCAt2cnZ7I2vxqunr7nI4jxymnpJHo0EDS4sKcjiI+5JSZ8QS6jdoUerH8imbiwoNJiAh2OoqIiE95fxfXG9rF5W12Vzfz+p5aPnfyFEIC1UFEvM/C1Bh+cFEG6wvr+NnLe5yO45iN++rxWFgxY2zM3xL/kJXSvzAwt7zR2SAO6u3z8NiWMk6dEc+kmFCn44ifUIFLvFZvn4eXd1azak6CPlyMYWvmJdHS2cube2qdjiLHaWtpAwsmRWtAtwxJeHAAS9NiebXgoNNR5GPsrGwiMzlSv9siIkOUHD2OKxZN4tH3tIvL29z3ZjGhQW6uW5bqdBSRj3XNkslctzSV+94q5ultFU7HccSGolrCgtwsUBt88SFzJ0bhMpBXMXbncL25t5aqpk6uWTLZ6SjiR1TgEq/17v5DNLT3cF6G2hOOZcunxxETFsSzalPok5raeyiqaVWPcDkuq2YnUFzbxv66NqejyId09vRRWNOq9oQiIsfpi6dPA7SLy5tUNHbw7I5KrlkymejQIKfjiHyi7144lyVTY/jmP3PJKx97F8s3FNaxNC2WQM3vER8yLsjNzMQIcsfg7+xhD28uJT4imFVzEpyOIn5ErwTitV7MqyI0yM3ps7TlfCwLdLs4L2MCrxYcpK2r1+k4MkTbygbmb01WgUuGbtWcRADWaReX19ld3UKfx5KepAKXiMjxSBkfql1cXuaB9cUAfGHFVIeTiBxboNvF3Z/KJjYsiBv/voXalrEz06fsUDsH6ttZoVEW4oMyk6PIr2jCWut0lFFX1dTBa7truHJRiorTMqz00yReqc9jeXlnNWfMVntC6W9T2NnjUasyH5RT2ojLwLxJ0U5HER80KSaUmYnhrCvQHC5vkz/QViMjOdLhJCIivuvwLq4/vLHP4STS0NbNI5vLWDM/iaTocU7HERmUuPBg7vvMIhrau/nMH9/lt+sK2VrS4HSsEbehqA5As9rFJ2WlRFHf1k1lU6fTUUbdY++V47Fw9WK1J5ThpQKXeKX3DhyirrWb1WpPKMDiKTFMjArhObUp9DnbShuYNSGSsOAAp6OIj1o1J5H3DhyiqaPH6ShyhJ2VTUSHBpKsi4AiIsdNu7i8x982ltDR08fNp01zOorIkGQkR3HzadMoqG7h//61l089sMnvi1wbCuuYEBnCtPhwp6OIDFlmSjQAeeWNjuYYbX0ey6PvlXLKjDgmxYQ6HUf8jApc4pXW5lUREuhSe0IBwOUyXJA1kTf31tLY3u10HBmkPo9le2kj2Rr8KyfgzDkJ9Hosb+2tdTqKHCG/opmMpCiMMU5HERHxaV88fRoWq11cDuro7uOvGw+wanYCMxMjnI4jMmSBbheH35F193rYVFzvaJ6R1OexvL2vjhUz4vQ+VHzS7AkRBLjMmJvD9dbeWiqbOrl2iXZvyfBTgUu8jsdjWZtfzekzE7TrQ9534bwkevosL+VXOx1FBqmwpoWWrl7N35ITMn/SeGLCgjSHy4t093rYU91CutoTioicsJTxoVy+ULu4nPTYljIOtXVz8+navSW+aWlaLMEB/Zf3rIWFqdHOBhpBOyubaGzvUXtC8VkhgW5mTYggr2JsFbge2lxKXHgwZ85NdDqK+CEVuMTrbC1toKali/MyJzgdRbxIZnIUU2JDeVZtCn1GTkkjAAtTVeCS4+d2GU6fFc8be2vp7fM4HUfoL15393nISIpyOoqIiF+49YxpeKx2cTmht8/D/euLWZg6nsVTYpyOI3JcFqaO58EblnLZwmQssHXgc5g/Wl/YP39r+XQVuMR3ZaVEkVvehLXW6Sijorqpk9d213DFohQC3SpFyPDTT5V4nRfzqggKcLFydoLTUcSLGGNYMy+JjcX11DSPvWGcviintIGYsCBSY9VfWU7MqtmJNLb3kFPa6HQUAXZWNAP9Mx9EROTEHTmLq6pJu7hG0wt5VZQ3dGj2lvi8hanj+eUV8zk3fQK/XVdI2aF2pyONiA2FdcyZGElceLDTUUSOW2ZyNE0dPZQdGhuv+Y9vKaPPY7l68SSno4ifUoFLvIrH09+C7tQZ8USEBDodR7zMmvlJWNv/QVS8X05pA9mTo9UbXU7YqTPjCHQb1u1Wm0JvkF/ZRHhwAKkaDiwiMmy0i2v0WWu5581iZiSEs0qLK8VPfPfCubhdhu8/t9PpKMOuo7uPrSUNak8oPi8rpX+hYG5Fo7NBRkGfx/LIe2WsmB5HamyY03HET6nAJV5le3kjVU2drFZ7QjmK6QkRzJkYqTaFPqCxvZvi2jYWaP6WDIOIkEBOmhrLuoIap6MIkFfRxNykSFwuFa9FRIbL4V1cj2zWLq7R8lZhHQVVzdx4appe08RvJEWP4yurZvBqQQ3/2uVfi8Pe3V9Pd5+HFWpPKD5uZmIEQW4XeeX+P4drfWEtFY0dXLNkstNRxI8NusBljHEbY7YZY57/0PHbjDHWGBN3xLHbjTFFxpg9xphzjji+0BiTN3Dbb42W9cuHrM2rItBtNHRQPtaF8yayrbTRb1su+IttA63kslXgkmGycnYCRTWtlNS3OR1lTOvt81BQ1az5WyIiI+CLp2sX12i65419TIgM4aL5yU5HERlW/7FiKjMSwvneszvp6O5zOs6w2VBYR1CAiyVTNS9PfFtQgIs5EyPIHQMFroc3lxIbFsRZus4rI2goO7i+AhQcecAYMwk4Cyg94thc4GogHTgXuNsY4x64+Q/AjcCMgT/nHndy8TvWWl7Mq+aUGfFEqj2hfIwLs5IAtIvLy20tacDtMsybpIvgMjxWzelvHaRdXM4qrmujs8dDRnKk01FERPzOpJhQrliUol1co2BHWSMbi+v5woqpBAWosY34l0C3ix9dnEFFYwe/f73Q6TjDZkNRHYunjCck0H3sO4t4ucyUKPIrmvB4rNNRRszB5k5eLajh8kUpeq2VETWony5jTApwPvDAh276FfAN4MjfxouAR6y1Xdba/UARsMQYMxGItNZutNZa4G/AxSeYX/xIXkUTFY0dnJeh9oTy8SbFhJI9OZrnVODyajmlDcyZGEFoUIDTUcRPpMaGMT0hXHO4HJZf0b/KMCNZxWsRkZHwxdOnaxfXKLjnzX1EhgRwzUlqmST+6aS0WC5dkMx9bxVTVNPqdJwTVtPSye7qFlZMj3c6isiwyEqOpqWrlwN+3KHk8S1l9HksVy/Wa62MrMGWT39NfyHLc/iAMWYNUGGt3fGh+yYDZUf8vXzgWPLA1x8+LgLAi3nVBLiMtq3KMa2Zl8Tu6hYKD7Y4HUWOos9j2VHWqPaEMuxWzUng3eJDNHf2OB1lzMqvaCYk0EVanAYEi4iMhCN3cVU3dTodxy8V17by0s5qrluWSniwFmOJ/7p99RxCAt1895l8+teZ+663i+oAOGWG5m+Jf8hM6V8wmFfhn20KPR7Lw5vLOHlaLFP12VFG2DELXMaYC4Aaa+3WI46FAt8Gvnu0hxzlmP2E40c7543GmC3GmC21tbXHiih+wFrL2vwqTp4eR3RokNNxxMutzpqIy6hNobfaU91CW3efClwy7M6ck0ivx7J+b53TUcas/Mom5k6MJMCtFhMiIiPl37u4ipyO4pfuX7+fQLeLz5081ekoIiMqPiKYb5wzi3f21fv8Z+f1hXXEhAUxd6LaZIt/mJEQTnCAy2/ncK0vqqOisYNrlmj3loy8wVydWA6sMcYcAB4BVgJ/B6YCOwaOpwA5xpgJ9O/MmnTE41OAyoHjKUc5/hHW2vustYustYvi47X9eCzYVdVMSX07q9WeUAYhISKEZdNieXZHpc+vRPNHOaUNACpwybBbMCma6NBA1hX4TpvCrSUN3PV6EVtLGpyOcsI8Hsuuyma1JxQRGWGHd3E9rF1cw66mpZN/5pRzxcIU4iOCnY4jMuKuPSmVzOQofvRCgc92QbDWsqGwjpOnxeJyHW3tvIjvCXC7SE+KJM9PC1wPv1tKTFgQZ6erS5eMvGMWuKy1t1trU6y1U4CrgdestZdZaxOstVMGjpcD2dbaauBZ4GpjTLAxZiowA9hsra0CWowxS40xBvgM8MwIfV/iY9bmVeN2Gc5OV4FLBmfNvCRK6tv9dju3L8spaSAuPIhJMeOcjiJ+JsDt4oxZCby+p4Y+Lx7Ga61lf10bd76wiyvueYefv7yHT92/yeeLXCWH2mnt6iUjSQUuEZGRpl1cI+PPbx+gt8/DjaemOR1FZFS4XYYfXZxBXWsXv/rXXqfjHJfCmlZqWrrUnlD8TlZKNPmVTV792fZ41DR38mrBQS5fmEJwgNvpODIGDHt/GWvtTuAxYBfwEnCrtbZv4OZbgAeAImAfsHa4zy++x1rLi3lVLE2LISZM7QllcM5Nn0ig2/Dsdt9uteCPckobyJ48nv61DCLDa9WcBBrae9hW6l3Fosb2bl7Mq+L2J3M55Wevc8Yv3uD+9fs5/Fmls9fDpmLfbq2YP7CgID1ZrWFEREbapJhQLl+oXVzDqaWzh39sKuG8zImkxmoeiIwd8yZF86mTJvPXdw6ws9L3FoiuL+x/D71ihjo8iX/JTI6ivbuP4tpWp6MMq8e3ltPrsVy9eNKx7ywyDIZU4LLWvmGtveAox6dYa+uO+Pud1tpp1tpZ1tq1RxzfYq3NGLjtS1a9xQTYc7CF4ro2zsuY6HQU8SFRoYGcNjOB53Or8PjZahdfVt/axYH6drJT1Z5QRsapM+MJcBleLahxNEd3r4dNxfX84uU9XHTX2yz44b/44oM5PL+jivSkSH54cQZ3XbuAkEDX+0NImzp6Hc18ovIrmwhyu5iREOF0FBGRMeHWM7SLazg99G4pLZ293HzqNKejiIy6r589m/GhQXzn6Xyf+/y8obCWtLgwkqPVIUT8S1ZKf2cMf5rD5fFYHnmvlKVpMaTFhzsdR8aIAKcDiLyYV40xcI7aE8oQrZmfxKsFB9l84BBL02KdjiPAttJGQPO3ZOREhgSyZGoMr+0+yLfOmz1q57XWsq+2lfWFdawvrGNTcT3t3X24XYYFk6L5yqoZnDIjnnkpUQS4/71+aELUODbuq2Pd7hr+8s4B1sxL8tkZVjsrmpk1IYKggGFvACAi8rGMMSHAW0Aw/Z9fn7DW/o+zqUbH+7u43ivjltOnMyEqxOlIPqurt48/btjP8umxZKb45uuwyImICg3k9tVzuO3xHTy2pYyrl0x2OtKgdPd6eHf/IS5fmOJ0FJFhlxYfTmiQm7yKJi7zk5/xt/fVUXaog6+fM3qf1UVU4BLHrc2rYsmUGA35lSE7c04C4wLdPLujUgUuL5FT2kCAy7y/EklkJKycncCPXiig7FA7k2JCR+w89a1dvL2vnvV7a9lQVEfVQIuoqXFhXJadwikz4lg6LZbIkMCPfY6FqeNZmDqea09KZfVv1nPrQzk8/+UVRHzCY7yRtZb8yibOy9BiFBEZdV3ASmttqzEmENhgjFlrrd3kdLDRcOsZ03liazn3vLmP761JdzqOz3p6WwU1LV388sp5TkcRccxl2ck89l4ZP3lpN2enT/CJERE5pQ20d/exYrrmb4n/cbsMGUlR5JY3Oh1l2Dy8uZTxoYGck57odBQZQ7QEVxxVeLCFwppWzs9Se0IZutCgAM6cm8javCp6+jxOxxH6P4DMTYokJFCDRGXknDmn/83yuoKDw/q8nT19vF1Ux0/W7ub8365n4Y9e5T8f3sYruw6yYHI0/3tpJuu/cQav33Y6P7w4g7PTJ3xicetIMWFB/O7aBZQ3dPCtJ/PwtS7NFY0dNLb3kJ6k4rWIjC7b7/BwisCBP771j+gJOLyL66HNpZrFdZw8Hsu9bxWTnhSpi+Qyphlj+OHFGbR09vLTtbudjjMoGwrrcLsMS6dpQav4p8yUKHZWNtPrB9e0alu6eGXnQS5fmEJwgK4JyehRgUsctTZf7QnlxKyZl0RDew8biuqOfWcZUb19HnaUNak9oYy4KXFhTIsPY93uE5vDZa1ld3UzD6wv5jN/2sz8H7zCpx54lwfWFxMeHMBtZ8/k6VuXk/P/zuLuTy3kmiWTT2jH2OIpMdx29ixeyK3iH++WnlD20ZZf0Qzgs+0VRcS3GWPcxpjtQA3wL2vtuw5HGlW3njEdj8dyz5v7nI7ik/5VcJDi2jZuPm0axphjP0DEj82aEMEXVkzl0S1lbC1pcDrOMa0vqmP+pOhBLyoT8TVZKVF09XoorGk99p293BNby+n1WJ9pgSr+Qy0KxVEv5lWxKHU8iZHqJy/H59SZcUSGBPDc9krOmJXgdJwxbXd1Cx09fWSnqsAlI2/VnET+/PZ+Wjp7htTur6alkw2FdWworGN9UR21LV0ATE8I5+rFkzl1ZhwnTY0lLHhk3iLddGoam/fX88PndrFgUrTPFIx2VjbhdhlmT4hwOoqIjEHW2j5gvjEmGnjKGJNhrc0/8j7GmBuBGwEmT/avCyuTYkK5LLt/F9ctp0/TZ6chsLa/MDg5JlRtdkUGfGXVDJ7dXsl3ns7nuS8t/8D8WG/S1N5DXnkjX145w+koIiMmc+DzYF55E3MmRjqc5vh5PJZH3ivlpKkxTIsPdzqOjDHe+SomY0JxbSu7q1s4L0PtCeX4BQe4OS9jIi/vrKazp8/pOGNaTmn/CsDsydHOBpExYdXsBHr6LBsKP3n3Zkd3H2/ureXOF3Zx7q/fYsmd6/jaYzt4Y28tS9Ni+dnlWbzzrZW8+rXT+N6adFbOThyx4haAy2X45ZXziQ3//+zdd3zbd7n3//dH3nvIzrKTeGY3u0mc0d10AG2BAgXOoYdVCm2hQFnnPpyb330O980om9JBy+ihBVooUKB7203SrDbNjmzHSWxnWN7blvT5/SE5TdMMJ5H8lezX8/Hww7L0lXU1qmR9vtfnuq5E3fLwZnX0DUbsscJpa0O7ysel034UgKOstW2SXpJ05Qluu89au9hauzg/P3+kQ4u4oSquu1+iiutMrN/botf3t+nTF5RE7Ul8YKSlJcXrf79nlnYe7NCDa/c5Hc5JranxKmClVeW0FsXoVeROU0ZSvN5saHM6lHOytrZZ+5p79JGlo2uTEWIDFVxwzJPbDkmSrmQnHc7Re+ZN0h83HtALu47o6vNImDpl875WjctIUkF2itOhYAxYNDVHWSkJem7nEV11zOs+ELDacbBDVdVeVXqatKGuVQO+gBLjXFpclKOvXTlDq8rzNGtiplwuZ9oU5aYl6mcfXqAP3bdO3/jzVv38IwuiumWStVbbGtp14TSqZAGMPGNMvqRBa22bMSZF0mWSvutwWCNuipsqrrNxz8s1cqcl6gOLCp0OBYgqV86ZoAum5euHz+7Ru+ZOjMr3lMpqr9KT4jVvcrbToQAR43IZzSnI0tb6dqdDOScPr9+v7NQERtDAESS44Jgntx3UginZmsTJcJyjilK38tKT9PctjSS4HLR5f5sWTsmJ6hP1GD3i41y6aHq+ntlxSP/vyUTFu4wOtPTq1WqvmrsHJEnTx2foY8umamV5sO1gSmL0VB8tLsrVV66Yru88uUtL1+XqYxVFTod0Ukc6++XtGtCcgthtmQEgpk2U9FtjTJyCHUgesdb+w+GYHHHLxWX68+Z63f1Sjb51zWynw4l6uw516MXdTfry5dOoQAaOY4zR/7lmtlb/+BX99z936mcfXuB0SO9Q5fFqWYlbCVRfYpSbW5ilX79aF9yYGR97/797u/r1zPZD+lhFEX9v4QgSXHDE/uYebWvo0P+6eqbToWAUiHMZvXvuRD28fv8Zz+OJRpvqWrSmtlnLS/O0KEbmWTV19mt/S4/+ZRnl6Bg5Jfnp+tsbjbr35VpJUlZKgi6ZMU4ry/K0sjwvKneiHuumVSVav7dF//2PnVowOUfnFUbnPK5tDcHdhLEyLwzA6GKtfVNS9J15dQBVXGfm3pdrlZoYp3+tmOp0KEBUKspL02cvLNVPnvfoQ4sna2UUtQLc19yt/S09+uTKYqdDASLuvMIsDfgD2nO4MybXXH/eVK9Bv9WHl0x2OhSMUbGXFsao8MS2g5JoT4jwec+8SRrwBfTM9sNOh3JOHt14QNffs1Y/eGaPPnTvWr20+4jTIQ3LW/O3YiMhh1HC2qMXXUa66YJi/ehD8/X+RYUxcdLP5TL6wQfmRf08rm0NHTJGmhXDQ48BYLRgFtfw1Lf26PEtjfrwkinKTk10Ohwgan32olJNdafqP/+2Tf2+6JlpXRmasxtNSTcgUuYWZEuS3ozBNoXWWv1+/X4tKcpV2bgMp8PBGEWCC454cutBzS3M0uTcVKdDwSixcEq2CrJT9PiWRqdDOSv+gNVdL1bra39+U0On7H0Bq5se3KQfPrtH7b3ReeJ7yOb9rUqIMzG52wixa2V5vpITXIozUmK8S8tKYm8BnJOWqJ9/ZIEa2nr1tT+9KXtM0i5abGtsV0lemtKSKPwHAKdNcafqfQsL9PD6/Trc0ed0OFHrgaq9MhLVH8BpJCfE6VvXzFatt1v3V+51OpyjqjxeTcpKVklemtOhABE3OTdFWSkJ2trQ5nQoZ2xtbbPqmnv04aVUb8E5JLgw4upbe7Slvl1XzWFWEsLHGKP3zJukqmqvmrv6nQ7njOxr7tYH712r7z+9WxUlbiXFB0/YJ8W7tGhqtn76vEcrv/uCfvq8R51RWuHx+r42zZ6URb9ljKhFU3P00KeW6Uurp+uhTy2LmZaex1s0NVdfvWK6ntx2SA+u3ed0OO+wvaGd5DUARJFbLy6XP2B1z8tUcZ1Ia/eA/rD+gK6dX8C8Z2AYLp4+TlfNmaCfPu/RgZYep8ORP2C1psarleV5zHfGmGCM0dzCrJis4Pr9+gPKSkngHC8cRYILI+6pbYckSVefR3tChNc18ybJH7B6MvT/WLSz1uoP6/frqp9Uas/hTv3khvl66NPL9PCngyfsH/70Mv3+pgo98flVWlbi1g+f3aNV33tRv3ipWt39PqfDP2rQH9CbDW20J4QjFk3N0S0Xl8VscmvIp1eV6NIZ4/Ttf+7Um/VtTodzVHNXvxrb+zRnEgkuAIgWwVlcBXr4tf06QhXXOzy4dp96B/26+cISp0MBYsY33z1LcS6j/+/v250ORW/Wt6mjz6eV5flOhwKMmPMKsrT7UKf6BqOnVejpNHf16+lth/S+hQVsdoajSHBhxD2x9aBmT8rUVDel5givmRMzVDYuPSbaFDZ19uvTD27U1x/bqvmTs/X07Rfo2vkFkt55wn7WpEz98mOL9fdbV2rhlBx976ndWvW9F3XfKzXqHXD+w8/Ogx3qGwxo4dRsp0MBYpbLZXTnB+YpLzSPK1rakm5v7JAkzS5g/hYARJNbLy6XL2B1N1Vcb9M74Ndv19bpspnjVD6eWSDAcE3KTtEXLi3XczuP6Nkdzs61rgrN31pR6nY0DmAkzS3Mki9gtetQp9OhDNtjmxs04A/ow0umOB0KxjgSXBhRB9t7tXl/m64+j9JVhJ8xRtfMm6QNdS062N7rdDgn9eyOw7ryx6/oFY9X//nuWfrdJ5cOq33KeYVZ+tW/na/HPrdcsydl6v8+sUurvveiHqja6+gun037WiWJCi7gHOWkJepnH1mog219UTOPa1tjsE3GbCq4ACCqUMV1Yo9sPKCW7gHdfGGp06EAMecTK4tVPi5d33p8u3oGnOsYUlnt1exJmXKnJzkWAzDSzivMliRtjaJuHqdirdXv1+/X4qk5msaGEjiMBNcwbNrXqrterD56Ehdnb6g94VVzaE+IyHjPvEmyVvrHloNOh/IOXf0+fe1Pb+rTD27UhKxk/fO2lfrEymK5XGfWV3zhlBz9zyeX6tGbKzRtfLr+6x87dOH3X9SDa+vU7xv5RNfm/W2akJnMjAMgDBZNzdHXrpyhp7Yf0m/X1DkdjrY3dGhKbqqyUhKcDgUAcByquN7O5w/ol5W1WjQ1R4uLcp0OB4g5CXEu/fd1c9TQ1qufv1DtSAzd/T69vr9VK8vzHHl8wCmTspLlTkuMmTlc/7Nun2q93aqg0hJRgATXaWza16oP37dOdz69Wzfct1b/fLNRgYDzO6pj1ZNbD2nGhAyV5Kc7HQpGqeK8NJ1XkBV1bQo31rXoqp+8okc3HdAtF5fqL59bcc5tU84vyg3O6fr0Mk3NTdN//m27Lv7+S3r4tf0a8AXCFPnpbd7XGvPzj4Bo8qlVxbps5jh9+wnn53Fta2zXHNoTAkBUmuJO1fsWUMU15J9bD6q+tZfqLeAcLC1x630LC/TLylpVH+ka8cd/bW+zBv1Wq8qYv4WxxRij8wqztLUhehNcPQM+vbjriG59aLP+99+C8/p++UotBSFwHAmu01hX26xBf0BW0qDf6paHX9d533pa7797jb751236/fr92nKgLaaGADrlSEefNuxr0VVzaE+IyLpm3iRtbWjXXm+306FowBfQ957apQ/eu1ZGRo98pkJfuWKGEuPD9/ZbUerWHz+zTL/75FKNz0rWv/9lqy75wUt6ZMMBDfojm+g60tGnhrZeLZiSHdHHAcYSY4LzuMZlJDs6j6u9d1D7mntoTwgAUezWS8rkC1jd83Kt06E4ytrgv0H5uHRdOmOc0+EAMe0bV81USkKc/vNv20a8ZXalx6ukeJcWF7GBEmPP3IIs7TncGRWz1iXJH7DacqBNd71YrRvuW6t5/98z+vhvNujJ7Yc09M4w6A9oXW2zo3EC8U4HEO2WlbiVlODSoC+guDiXPr2yWN0Dfu1o7NBfX2/Q/6zbJ0lyGakkP12zJmZq1qRMzZyYqVkTM5WfQc/gIU9vPyRrpavPoz0hIuvd8ybq/z65U3/f0qjPX1ruWBx7Dnfq9j+8oR0HO3TD+ZP1H++epfSkyLztGmO0sjxPK8rcenlPk3747B599c9v6q6XqvWFS8t17fwCxZ1hK8Th2Lw/NH+LCi4grLJTE/WzjyzQB+9Zq6/+aYvu+ZdFMib8r+FT2dHYIUmaU0CCCwCi1VR3mt63oEAPvbZPN19YonGZyU6H5IhXPF7tPNih718/94zbfwN4u/yMJH3lyhn65l+36fEtjbp2fsGIPXaVx6slxblKTogbsccEosV5hdkKWGnHwXYtmupMq90DLT2qqvaqyuPVqzVetfUEN1vOnJipj68o1qryPMW7jD7+mw0a9AWUEO/SshLaFMJZJLhOY9HUHD30qWVaV9usZSXut7XhstaqvrVX2xs7tONgh3Y0dmjTvta3tUbLz0jSrImhhNekYNKrOC8tIieao5m1Vn/YsF+5aYnq6HNuWCnGholZKTq/KFePb2nUbZeUjfhJ4UDA6tdr6vTdp3YpIylev/zYYl0+a/yIPLYxRhdNH6cLp+Xr+Z1H9MNn9+hLj2zRz18MJrrePXdSWN9/Nu9vU2KcS7Mn0cIMCLeFU3L09atm6L//uVO/WVOnj68oHtHH394YbI/B6xsAotutl5TpsdcbdM/LtfrP98xyOhxH3PNSjSZmJY/oiXhgNPvIkil6dOMB/fc/d+riGeOUmRz5eayH2vvkOdKl6xcVRvyxgGg0tzC4sfDN+pFLcHX0DWptTbOqPF5VVXuPdkIan5mky2aO16ryPC0vzXtHAcfJzpUDTiDBNQyLpuac8MVqjNHk3FRNzk3VlXPeqkpq7xkMJrxCSa+dBzu0pqZWg/5gAWdygkvTJ2QerfaaNTFDMyZkKi1ClR2RZK1VZ79Ph9v7dLijX4c7+nS4s09Hhi53vHW9L2BlJH30/nV66FPLeANERL1n3iR986/btPNgp2aN4MnZxrZe3fHoFq2padZlM8frO+8/T3npI1/JaYzRZbPG65IZ4/TMjkP60bMefeEPb+iuF6t1+2XTdOXsCWHZ3bppX6vmFGQqKZ4ddkAkfHJlsdbVNuv/PrFTC6bkaP7k7BF77K0N7ZqYlezIexgAYPjGehXXlgNtWlvbrP9418ywtgEHxrI4l9F/XTtH1/3iVf3wmT361jWzI/6YVdVeSdLK8ryIPxYQjcZnJmtcRpK21kduDtegP6AtB9pUGUpovXGgTf6AVWpinJaVuPWvy6ZqVXmeysaln3Kz+MnOlQNOiL2MSgzISk1QRalbFaVvlWgO+AKqPtKlHQeDCa8djR16YutB/X79fkmSMVKRO+2YFocZmjUxS+Mzk0a8+mRIz4DvraRVxzFJq87+0M/B5FXvCeaPZSTHa3xmssZnJmlpca7q23q1YW9LcJaZL9iflTdCRNLVcyboW49v1+NbGkckwWWt1eNbGvUff90mf8Dqu+8/Tx9cPNmx1+8Ql8voyjkTtXrWBD2x7aB+/JxHn3tos2ZMyNAXL5+m1bPGn3WMA76Atja062PLpoY5agBDhuZxveunVbr14c36522rlJUa+R20krStoZ35WwAQI4aquO59pVbffPfYquK65+UaZSbH64YlU5wOBRhV5k3O1keXTtGDa+t0/aLCiLetrvI0yZ2WqJkT6B6AsWtuYZbebAhfgstaq73eblVVe1Xp8WptTbO6+n1ymWBLxM9eWKqV5XlaOCWHTSKIWSS4RkhivCtYrXXMiXZrrRrb+7TzmBaHWxva9c+tB48ek5uWGGpxmBGq9spSSX6aEuLO/k2nb9Cvps7+t1VXHV91daSjX53972wlmJIQpwlZwR0FcwuzNT4zKbjDIDNZ4zOGLicpNfHt/2tt2teqj96/jv6sGDHu9CStLMvT37c06mtXTo9ooqmtZ0D/8ddt+sebB7Voao5++MF5mupOi9jjnQ2Xy+jdcyfpqjkT9fctjfrJ8x595n82aU5Bpr50+TRdPH3cGf8bbW9s14AvQLIaiLDs1ET9/CML9IF71uorf9qie/818vO4uvt9qvV26z3zJkX0cQAA4THVnab3LijQ79bt02cuLNG4jLFRxVXb1KWnth/SLReVRWzWLTCWfWX1DD259ZC++bdt+vPNyyM2485aq6rqZq0oy2OOHsa08wqy9fyuI+rq953137XW7gG9WhOco1Xp8aqhrVeSNDk3Re+ZNynUdtCt7NTEcIYOOIZPgA4yxqggO0UF2Sm67Jj5PJ19g9p1qFM7GoNJrx0HO/Tbtfs04AtIkhLjXJo2IT1Y7RWa7zXgD+iNA22aPj5D4zKTj1ZYHTomiXWko1+HO/uODgg8VmKcS+NCyarpEzK0qjz/aAXW0PdxmcnKSIo/q5Nqp5plBkTKNfMm6cuPbtHm/W0R+3+u0tOkOx7douauAX3lium6+cLSqJ6xF+cyum5Bgd49d6L++kajfvq8R5/4zUbNm5ytL10+TReU5w37Nb55f5skaSGvZyDiFhwzj+vXr9bpEysjO49r58EOWSvNoYILAGLGrReX6S+vN+jel8dOFdcvK2uVEOfSjcuLnA4FGJWyUhP071fP1Jcf3aJHNh6IWKXkrkOd8nb1054QY97cwixZK21vaNfSYRYH9Pv82rSv9WhCa1tju6wNdtdaXurWzReV6oLyvKjbiA2ECwmuKJSRnKDzi3J1ftFbAwV9/oBqvd1HE147D3bouZ1H9MjG+lP+rjiXUX56ksZnJWuqO1VLinOPJquOJrAykpWdmhDx3eD0Z8VIWz17vBL/4tLftzSG/f+93gG/vvvULv1mTZ3KxqXrgRvPj3jLhnCKj3Pp+kWFunb+JD22uV4/fb5aN/5qvRZPzdGXLp+milL3ad8TNu9vVUF2isaPsTkPgFOC87ha9P+e3KmFUyM7j2tbqC1GLL2vAcBYV5Q3tqq4jnT06c+bGvSBxYXKz2BeJBAp71tYoD9uOKDvPLVLq2dPUG5a+Ks+qjzB+VurSHBhjBtaf209RYLLWqs9h7tU6WlSpcer9Xtb1DvoV7zLaMGUbN1+6TStmpanuQVZij+HDmBArCDBFSPi41yaNj5D08Zn6LoFBZKCb2hHOvv1vad26bHNDbKSjKT3LizQJ1YUa1xmktxpSVFdTQJEUkZygi6ZPk7/ePOg/uNdM8P2h/3N+jZ98Y9vqKapWx9fUaSvXTlDyQlxYfndIy0hzqUPnT9F711QqEc2HtDPX6jWR+5/TUuLc/Wly6edcsfQ5n2tJK2BEWSM0Q8+ME9X/7RStzy0WU98PnLzuLY1digvPUnjMzlhCACxZCxVcf16TZ18gYBuuqDE6VCAUc0Yo/+6bo7e9dNKfffJXfru9XPD/hiV1V6V5qdpYlZK2H83EEvyM5I0KStZb9a/fQ7Xkc4+VXmCbQerqr060tkvSSrJT9OHzp+slWV5Wlbqpl0vxqRh/19vjImTtFFSg7X23caY/5J0raSApCOS/s1a2xg69huSPinJL+nz1tqnQ9cvkvQbSSmSnpD0BWutDd9/zthijNH4zGR9ZOlU/XPrwaPzrT66dCo7roGQa+ZP0lPbD2ldbcs5tzvw+QO6+6Ua/eR5j/IzkvS7Ty4dNS0UEuNd+pdlU3X9okL9Yf1+3fVSjT503zqtLMvTFy+f9o5E1sH2Xh1s79PCKSS4gJGUlZqguz66UB+4Z43u+NMW3ReheVzbGto1pyAz4tXdAIDwGitVXJ19g/rdun266ryJtFwCRsD0CRn6xMpi3fdKrT54fqEWTc09/Z2GqW/Qr/V7m3XD+ZFpfwjEmsm5KXp5T5MeqKrVwbY+VVV7tetQpyQpJzVBK8vztaosTyvL8zQpm6QwcCblDF+QtPOYn79vrZ1rrZ0v6R+S/lOSjDGzJN0gabakKyX9IpQck6S7Jd0kqTz0deU5RQ9Jb823+tLq6XroU8uoqACOccmMcUpPitfftzSe0++p83brA/eu1Q+e3aN3zZ2op75wwahJbh0rOSFO/7aiWJVfvVj/8a6Z2nWoQ++/e41u/NV6vXGg7ehxm/cFLzN/Cxh58ydn6+tXzdSzOw7rgaq9Yf/9fYN+eY50MX8LAGLUrReXyRewuu/lWqdDiZiHX9uvzj6fPnthqdOhAGPGFy4t14TMZP2vv2yTzx8I2+/dvK9VfYMB2hMCkjbta9WmfW1q7x3Uf/1jp36zpk7u9ER97coZ+sdtK7XpPy7Xzz68QB88fzLJLSBkWAkuY0yhpHdJun/oOmttxzGHpEkaqsS6VtIfrLX91tq9kqolLTHGTJSUaa1dG6raelDSdef+nwApmOS65eIyklvAcZIT4rR61ng9ue2g+n3+M76/tVYPv7ZfV/2kUjVHuvTTDy/QT25YELG2YNEiOSFOn1pVole+erG+ftUMvVnfpuvuelWf+u0GbWto15PbDirOZdQ/eOb/pgDO3SdWFGn1rPH6zpO79Pr+1rD+7t2HOuUPWM0pyAzr7wUAjIyivDRdN79Av3ttn4509jkdTtj1+/x6oGqvVpbl0bkEGEFpSfH63++ZpV2HOvXbtfvC9nsrq72Kd5lTtscHxop1tc0KhJqduYx02yVleuhTy/TZi0o1pyBLLsbQAO8w3AquH0v6qoLtCI8yxnzbGHNA0kcVquCSVCDpwDGH1YeuKwhdPv56AIio98yfpI4+n17Z4z2j+x3p7NMnf7tR//6XrVo0NUdPf/ECXTNvUoSijE6pifG6+cJSVX7tEn3liunaUNeqd/+sSv9486D8Aasbf71em/aF9+Q6gNMzxuj718/ThKxk3frw62rrGQjb797WGOz3PpsKLgCIWbddUqZB/+is4vrr6w060tmvm6neAkbclXMm6MJp+frRs3t0uCM8CfQqj1cLp+QwOwiQtKzErcR4l+JMcJTEyvJ8p0MCot5pE1zGmHdLOmKt3XT8bdba/2WtnSzpIUm3Dt3lBL/GnuL6Ez3mTcaYjcaYjU1NTacLEQBOaWVZnnJSE/T4GbQpfGrbIV3540q9Wu3Vt94zSw9+YsmYHnibnhSvWy4uU+XXLtby0rd21g36AlpX2+xgZMDYlZWaoJ9/ZKGOdPbpjkffVLjGmm5r6FBWSoIKc8buex4AxLrRWsUVCFjd+0qt5hRkakUZ1R7ASDPG6P+7ZrYG/AH99z93nv4Op9HaPaBtje2jsv0/cDYYQwOcueFUcK2QdI0xpk7SHyRdYoz53XHHPCzp/aHL9ZImH3NboaTG0PWFJ7j+Hay191lrF1trF+fnk6kGcG4S4ly66ryJem7HYfUM+E55bGffoL7y6Bbd/LtNmpSdrH/ctlL/tqKYMvCQzOQEfXn1dCUnBHcUJcS7tIxWEoBj5k/O1jeumqnndoZvHtf2xnbNKciUMbzvAUAsG41VXM/sOKzapm595oJS/k4BDinKS9PnLirV37c0qspzZl1SjvdqjVfWigQXcAzG0ABn5rQJLmvtN6y1hdbaIkk3SHrBWvsvxpjyYw67RtKu0OXHJd1gjEkyxhRLKpe03lp7UFKnMWaZCX4S/Zikv4XzPwYATuaaeZPUO+jXczuPnPSY9XtbdNVPKvXnzfW69eIyPfbZFSofnzGCUcYGdhQB0eXjK4p0xezgPK7N5ziPa9Af0K6DnZpDe0IAiHnHVnE1dfY7Hc45s9bqnpdrNCU3VVfNmeB0OMCYdvOFpZrqTtV//m3bWc26HlLl8SojOV5zmacHADhLw53BdSLfMcZsM8a8KWm1pC9IkrV2u6RHJO2Q9JSkW6y1Q3/tPivpfknVkmokPXkOjw8Aw7akKFfjM5P0+BvvLBzt9/n1nSd36UP3rVWcy+jRm5frjiumKzH+XN4iRzd2FAHRwxij74Xmcd12jvO4PIe7NOAPaDYnGQBgVDhaxfVKjdOhnLP1e1v0xoE2ffqCEsXH8TkdcFJyQpy+dc1s1Xq79ctXzq5K1FqrSo9Xy0vdvKYBAGftjP6CWGtfsta+O3T5/dbaOdbaudba91hrG4457tvW2lJr7XRr7ZPHXL8xdJ9Sa+2tNlzDIgDgNFwuo3fPnaSX9xxRe8/g0et3H+rUdXet0T0v1+iG86foic+vImkDIOZkpSTorqPzuLac9TyubY3tkqQ5kzLDGR4AwCFFeWm6dv4k/c+62K/iuuflGuWlJ+oDiwpPfzCAiLt4+jhdNWeCfvZCtQ609Jzx/euae9TQ1quV5YwmAQCcPbZIABgzrpk3SYN+q6e2H1QgYHV/Za3e87MqNXX26YEbF+v/ve88pSXFOx0mAJyVeZOz9e9Xz9RzO4/o/sqzm8e1vaFdaYlxKnKnhTk6AIBTbrukXAO+QExXce061KEXdzfp35YXKTkhzulwAIR8892zFOcy+v/+vv2M71vlaZIkrSpj/hYA4OyR4AIwZswtzNKEzCT96DmP3vPzSv33P3fqwun5evr2C3TpzPFOhwcA5+zflhfpytkT9N2ndmnTvjOfx7W1oV2zJ2XJ5TIRiA4A4ITivDRdt6Agpqu47n25VmmJcfrXZUVOhwLgGJOyU3T7ZeV6bucRPbvj8Bndt9LjVWFOiqa6UyMUHQBgLCDBBWDM2Ly/Td6uAR1q79P2xk7dclGp7vvXRXKnJzkdGgCEhTFG371+riZmJ+u2hzertXv487j8AasdBzs0u4D2hAAw2sRyFVd9a48e39KoDy+ZoqzUBKfDAXCcj68o1rTx6frW49vVM+Ab1n18/oDW1jRrVXmejGFjFQDg7JHgAjBmrKttViA0l8ZlpNSkeD5MAxh1huZxNXX168uPblEgMLx5XLVNXeobDGjOpKwIRwgAw2eMmWyMedEYs9MYs90Y8wWnY4pFx1Zxebtiq4rr/sq9MpI+uarY6VAAnEBCnEv/de0cNbT16ucvVA/rPlvq29XZ79PKMuZvAQDODQkuAGPGshK3EuNdijNSYrxLy0rcTocEABExtzBb/+vqmXph1xHdX1U7rPtsa2yXJM0pIMEFIKr4JH3ZWjtT0jJJtxhjZjkcU0x6q4preH8XokFr94D+uOGArp1foIlZKU6HA+Aklpa49b6FBfplZa2qj3Se9vgqj1fGSMtLWZMDAM4NCS4AY8aiqTl66FPL9KXV0/XQp5Zp0dQcp0MCgIi5cXmRrpozQd99arc27Ws57fHbGjqUnOBSaX7aCEQHAMNjrT1ord0cutwpaaekAmejik3FeWm6bn6BHlxbFzNVXN95cpd6B/26oDzP6VAAnMY3rpqplIQ4ffOv22XtqTsIVFU36byCLOWkJY5QdACA0Sre6QAAYCQtmppDYgvAmDA0j2v7T6t028Ov65+fX3XKkwjbGto1c2Km4uPY/wQgOhljiiQtkPSaw6HErFsvKdNf32jQfa/U6t+vnuloLP6AVVNnvw629+pQe58OtvfpYHuvDrb36VB7n+qau+XtCs6S/Npjb6owN5XP8UAUy89I0leunKFv/nWbHt/SqGvnn3gvQle/T6/vb9NNF5SMcIQAgNGIBBcAAMAolZkcnMf1/rvX6MuPbtH9H1ssl+udswcDAasdjR26bgFFEQCikzEmXdKfJd1ure04we03SbpJkqZMmTLC0cWOkvz0o1VcN11Qorz0pIg8js8f0JHO/qPJqmMTV0MJrcOd/fIfNycyOcGliVkpmpCZrPGZyWruGpCVNOgLaF1tMwkuIMp9ZMkUPbrxgP77nzt18YxxykxOeMcx62qa5QtYraQyEwAQBiS4AAAARrHzCrP0H++eqf/823b9srJWn7mw9B3H7G/pUWe/T3MKMh2IEABOzRiToGBy6yFr7WMnOsZae5+k+yRp8eLFp+6NNcYNVXH98pVafeMsqrgG/QEd7ug7WnV1qL1PjcdUYR1q79ORzj4dl7tSSkKcJmYna2JWsipK8zQpO1kTsoI/T8hM0aTsZGWlJMiY4EaMTfta9dH712nQF1AC83OBmBDnMvrv6+bo2rte1Q+f2aNvXTP7HcdUVXuVkhBHwhoAEBYkuAAAAEa5f102Vetqm/W9p3dr0dQcLS7Kfdvt2xrbJUmzJ2U5ER4AnJQJZjsekLTTWvtDp+MZDYaquH79ap3i44wumTH+6InmAV8weXXwmEqr4y83dfXr+PE6aYlxmpidoolZySofl3f08lACa2JWijKT448mr4ZjaH7uutpmLStxczIciBFzC7P1L0un6sG1dbp+UaHmFLz982Wlp0lLinOVFB/nUIQAgNGEBBcAAMAoZ4zRd94/V9saqnTb74PzuHKPmce1raFDCXFG08ZnOBglAJzQCkn/KmmrMeaN0HX/bq19wrmQYt/FM/L12OsNuuvFGt39Uo2K3Gnq6PPJ29X/jmMzkuI1MTtZE7JSNGNCpiZkJYeqr95KYp2oDVk4MD8XiE13rJ6uJ7Ye1H/8dZse++zyoy2yD7b3qqapWx9eQitZAEB4kOACAAAYAzKTE/SLjy7U+36xRl9+5A09cOP5R082bG9s1/QJGUqMdzkcJQC8nbW2StLwy34wLPtbeo9eDljJSrp81jhNyEw52kZwYlZwDlZGhJJXAEavrNQE/fvVM/XlR7fojxsPHE1oVXq8ksT8LQBA2JDgAgAAGCPmFGTpm++eqW/+bbvufaVWn72oVNZabWto1xWzJzgdHgBghCwrcSs5wXV0vtWdH5hHpRSAsHrfwgL9ccMBffepXbpi9gTlpiWqyuNVfkaSptM1AAAQJmzTBQAAGEP+ZdlUveu8ibrzmd3aUNeixvY+tfYManYB87cAYKwYmm/1pdXT9dCnlpHcAhB2xhj913Vz1NXn03ef3KVAwOrVaq9WluWd0Tw+AABOhQouAACAMcQYo//3/vO0rbFdtz38um6/rFySNGdSpsORAQBGEvOtAETa9AkZ+uTKYt37Sq3mFGSquXtAK8toTwgACB8quAAAAMaYzOQE3fWRhWrpHtB//G2bjJH6Bv1OhwUAAIBR5vOXlmtiVrL+82/bJUlZKcz1AwCEDwkuAACAMWhOQZZuXFEkn9/KWunjv9mgTftanQ4LAAAAo0haUrz+ZekU2dDPt/5+M585AQBhQ4ILAABgjMpOidfQBIRBX0DrapsdjQcAAACjkBGfOQEAEUGCCwAAYIxaVpKnpASX4oyUEO/SshK30yEBAABglOEzJwAgUuKdDgAAAADOWDQ1Rw99apnW1TZrWYlbi6bmOB0SAAAARhk+cwIAIoUEFwAAwBi2aGoOJxkAAAAQUXzmBABEAi0KAQAAAAAAAAAAEFNIcAEAAAAAAAAAACCmkOACAAAAAAAAAABATCHBBQAAAAAAAAAAgJhCggsAAAAAAAAAAAAxhQQXAAAAAAAAAAAAYgoJLgAAAAAAAAAAAMQUY611OoZTMsY0SdrndByS8iR5nQ4C78DzEp14XqIPz0l04nmJTjwv0YnnJfqcy3My1VqbH85ggCGsIXEaPC/RieclOvG8RB+ek+jE8xKdeF6iT9jXkFGf4IoWxpiN1trFTseBt+N5iU48L9GH5yQ68bxEJ56X6MTzEn14ToBT4zUSnXheohPPS3TieYk+PCfRieclOvG8RJ9IPCe0KAQAAAAAAAAAAEBMIcEFAAAAAAAAAACAmEKCa/juczoAnBDPS3TieYk+PCfRieclOvG8RCeel+jDcwKcGq+R6MTzEp14XqITz0v04TmJTjwv0YnnJfqE/TlhBhcAAAAAAAAAAABiChVcAAAAAAAAAAAAiCkkuI5jjLnSGLPbGFNtjPn6CW43xpifhm5/0xiz0Ik4xxJjzGRjzIvGmJ3GmO3GmC+c4JiLjDHtxpg3Ql//6USsY40xps4YszX0b77xBLfzehlBxpjpx7wG3jDGdBhjbj/uGF4rI8AY8ytjzBFjzLZjrss1xjxrjPGEvuec5L6n/DuEs3eS5+X7xphdofeovxhjsk9y31O+3+HsneR5+ZYxpuGY96qrT3JfXi8RcJLn5I/HPB91xpg3TnJfXisYc1hDRh/WkNGLNWR0YQ0ZPVhDRifWkNGJNWT0cXINSYvCYxhj4iTtkXS5pHpJGyR92Fq745hjrpZ0m6SrJS2V9BNr7VIHwh0zjDETJU201m42xmRI2iTpuuOel4sk3WGtfbczUY5Nxpg6SYuttd6T3M7rxSGh97MGSUuttfuOuf4i8VqJOGPMBZK6JD1orZ0Tuu57klqstd8JfYjKsdZ+7bj7nfbvEM7eSZ6X1ZJesNb6jDHflaTjn5fQcXU6xfsdzt5JnpdvSeqy1t55ivvxeomQEz0nx93+A0nt1tr/c4Lb6sRrBWMIa8joxBoyerGGjF6sIZ3FGjI6sYaMTqwho4+Ta0gquN5uiaRqa22ttXZA0h8kXXvcMdcq+ERZa+06SdmhD8+IEGvtQWvt5tDlTkk7JRU4GxWGideLcy6VVHPswgQjx1r7iqSW466+VtJvQ5d/K+m6E9x1OH+HcJZO9LxYa5+x1vpCP66TVDjigY1xJ3m9DAevlwg51XNijDGSPijp9yMaFBC9WENGIdaQMY3Xi3NYQzqINWR0Yg0ZnVhDRh8n15AkuN6uQNKBY36u1zs/BA/nGESIMaZI0gJJr53g5gpjzBZjzJPGmNkjG9mYZSU9Y4zZZIy56QS383pxzg06+R8OXivOGG+tPSgFT7pIGneCY3jNOOsTkp48yW2ne79D+N0aavvxq5O0Y+H14oxVkg5baz0nuZ3XCsYa1pBRjjVk1GENGb1YQ0Yf1pDRjzVkdGENGZ0iuoYkwfV25gTXHd/DcTjHIAKMMemS/izpdmttx3E3b5Y01Vo7T9LPJP11hMMbq1ZYaxdKukrSLaFy1GPxenGAMSZR0jWSHj3BzbxWohuvGYcYY/6XJJ+kh05yyOne7xBed0sqlTRf0kFJPzjBMbxenPFhnXrnHa8VjDWsIaMYa8ioxBoyCrGGjGm8ZhzCGjLqsIaMXhFdQ5Lgert6SZOP+blQUuNZHIMwM8YkKLgwecha+9jxt1trO6y1XaHLT0hKMMbkjXCYY461tjH0/YikvyhY6nssXi/OuErSZmvt4eNv4LXiqMND7VVC34+c4BheMw4wxtwo6d2SPmrtiYeTDuP9DmFkrT1srfVbawOSfqkT/3vzehlhxph4Se+T9MeTHcNrBWMQa8goxRoyOrGGjFqsIaMTa8goxRoy+rCGjE4jsYYkwfV2GySVG2OKQ7tXbpD0+HHHPC7pYyZomYLD0Q6OdKBjSahP5wOSdlprf3iSYyaEjpMxZomC/283j1yUY48xJi00sFnGmDRJqyVtO+4wXi/OOOnOCF4rjnpc0o2hyzdK+tsJjhnO3yGEkTHmSklfk3SNtbbnJMcM5/0OYXTcrI336sT/3rxeRt5lknZZa+tPdCOvFYxRrCGjEGvI6MQaMqqxhoxOrCGjEGvI6MQaMmpFfA0Zf84hjiLWWp8x5lZJT0uKk/Qra+12Y8zNodvvkfSEpKslVUvqkfRxp+IdQ1ZI+ldJW40xb4Su+3dJU6Sjz8v1kj5rjPFJ6pV0w8l2UCBsxkv6S+hzbrykh621T/F6cZYxJlXS5ZI+c8x1xz4nvFZGgDHm95IukpRnjKmX9L8lfUfSI8aYT0raL+kDoWMnSbrfWnv1yf4OOfHfMBqd5Hn5hqQkSc+G3s/WWWtvPvZ50Une7xz4TxiVTvK8XGSMma9gu4g6hd7TeL2MjBM9J9baB3SC2Ry8VjDWsYaMWqwhoxNryCjEGjI6sIaMTqwhoxNryOjj5BrS8DcJAAAAAAAAAAAAsYQWhQAAAAAAAAAAAIgpJLgAAAAAAAAAAAAQU0hwAQAAAAAAAAAAIKaQ4AIAAAAAAAAAAEBMIcEFAAAAAAAAAACAmEKCCwAAAAAAAAAAADGFBBcAAAAAAAAAAABiCgkuAAAAAAAAAAAAxBQSXAAAAAAAAAAAAIgpJLgAAAAAAAAAAAAQU0hwAQAAAAAAAAAAIKaQ4AIAAAAAAAAAAEBMIcEFAAAAAAAAAACAmEKCCwAAAAAAAAAAADGFBBcAAAAAAAAAAABiCgkuAAAAAAAAAAAAxBQSXAAAAAAAAAAAAIgpJLgAAAAAAAAAAAAQU0hwAQAAAAAAAAAAIKaQ4AIAAAAAAAAAAEBMIcEFAAAAAAAAAACAmEKCCwAAAAAAAAAAADGFBBcAAAAAAAAAAABiSkwkuIwxvzLGHDHGbBvm8R80xuwwxmw3xjwc6fgAAAAAAAAAAAAwcoy11ukYTssYc4GkLkkPWmvnnObYckmPSLrEWttqjBlnrT0yEnECAAAAAAAAAAAg8mKigsta+4qklmOvM8aUGmOeMsZsMsZUGmNmhG76tKS7rLWtofuS3AIAAAAAAAAAABhFYiLBdRL3SbrNWrtI0h2SfhG6fpqkacaYV40x64wxVzoWIQAAAAAAAAAAAMIu3ukAzoYxJl3SckmPGmOGrk4KfY+XVC7pIkmFkiqNMXOstW0jHCYAAAAAAAAAAAAiICYTXApWnrVZa+ef4LZ6SeustYOS9hpjdiuY8NowgvEBAAAAAAAAAAAgQmKyRaG1tkPB5NUHJMkEzQvd/FdJF4euz1OwZWGtE3ECAAAAAAAAAAAg/GIiwWWM+b2ktZKmG2PqjTGflPRRSZ80xmyRtF3StaHDn5bUbIzZIelFSV+x1jY7ETcAAAAAAAAAAADCz1hrnY4BAAAAAAAAAAAAGLaYqOACAAAAAAAAAAAAhpDgAgAAAAAAAAAAQEyJdzqA08nLy7NFRUVOhwEAAAAgTDZt2uS11uY7HQdGJ9aQAAAAwOhysjVk1Ce4ioqKtHHjRqfDAAAAABAmxph9TseA0Ys1JAAAADC6nGwNSYtCAAAAAEDEGWMmG2NeNMbsNMZsN8Z8IXT9t4wxDcaYN0JfVx9zn28YY6qNMbuNMVc4Fz0AAACAaBP1FVwAAAAAgFHBJ+nL1trNxpgMSZuMMc+GbvuRtfbOYw82xsySdIOk2ZImSXrOGDPNWusf0agBAAAARCUquAAAAAAAEWetPWit3Ry63Clpp6SCU9zlWkl/sNb2W2v3SqqWtCTykQIAAACIBSS4AAAAAAAjyhhTJGmBpNdCV91qjHnTGPMrY0xO6LoCSQeOuVu9Tp0QAwAAADCGkOACAAAAAIwYY0y6pD9Lut1a2yHpbkmlkuZLOijpB0OHnuDu9iS/8yZjzEZjzMampqbwBw0AAAAg6pDgAgAAAACMCGNMgoLJrYestY9JkrX2sLXWb60NSPql3mpDWC9p8jF3L5TUeKLfa629z1q72Fq7OD8/P3L/AQAAAACiBgkuAAAAAEDEGWOMpAck7bTW/vCY6ycec9h7JW0LXX5c0g3GmCRjTLGkcknrRypeAAAAANEt3ukAAAzfpn2tWlfbrGUlbi2amnP6OwAAAADRY4Wkf5W01RjzRui6f5f0YWPMfAXbD9ZJ+owkWWu3G2MekbRDkk/SLdZa/wjHDMQ01pAAAGA0I8EFxIhN+1r1oXvXyh+wSkpw6aFPLWOBAgAAgJhhra3SiedqPXGK+3xb0rcjFhQwim3a16ob7lsrn581JAAAGJ1oUQjEiHW1XvkCVlbSoC+gdbXNTocEAAAAAIhS62qbNehnDQkAAEYvElxAjJicm3r0clycS8tK3A5GAwAAAACIZrMnZR697HIZ1pAAAGDUIcEFxIjW7sGjl69fVEhrCQAAAADASXX3vzWy7vJZ41lDAgCAUYcZXECMqPQ0aUpuqtKS4rWvudvpcAAAAAAAUayqukkZSfGaU5ClmiOsIQEAwOhDBRcQAwb9Aa2rbdHK8jwtL3VrY12r+n3+098RAAAAADDmWGtV6fFqWalbq6blaffhTnm7+p0OCwAAIKxIcAEx4I0Dberq92lVWZ4qStzq9wX0+v42p8MCAAAAAEShfc09qm/t1ary4BpSktbVNjscFQAAQHiR4AJiQKXHK5eRlpfmaUlJrlxGWlPD4gQAAAAA8E6V1V5J0sqyPJ1XkKX0pHitZQ0JAABGGRJcQAyo9DRpbmG2slITlJmcoPMKs7W2xut0WAAAAACAKFTlaVJBdoqK89IUH+fSkuJcElwAAGDUIcEFRLn23kFtOdCmVeV5R69bXurWGwfa1DPgczAyAAAAAEC08fkDWlPTrJVleTLGSJIqStyq9XbrUHufw9EBAACET9gSXMaYXxljjhhjtp3k9ouMMe3GmDdCX/8ZrscGRrO1Nc0K2GBriSEVJW4N+q021rU6GBkAAAAAINq82dCuzj6fVh6zSbKiNDiHa20tnUAAAMDoEc4Krt9IuvI0x1Raa+eHvv5PGB8bGLWqqpuUmhinBVNyjl63uChHCXGGOVwAAAAAgLep8nhljLTimE2SsyZmKislgTaFAABgVAlbgsta+4qklnD9PgBBVR6vKkrcSox/6+WamhivBZNzmMMFAAAAAHibSk+T5kzKUm5a4tHrXC6jZSW5bJIEAACjykjP4KowxmwxxjxpjJk9wo8NxJwDLT2qa+55W2uJIctK3dra0K6OvkEHIgMAAAAARJuufp9e3992wjVkRYlb9a29OtDS40BkAAAA4TeSCa7NkqZaa+dJ+pmkv57sQGPMTcaYjcaYjU1NTSMVHxB1Kj3BCq1VJ1icLC91K2Cl9bUUTgIAAAAApHU1zfIFrFaVnWANGbqONoUAAGC0GLEEl7W2w1rbFbr8hKQEY8w7P3EFb7/PWrvYWrs4Pz9/pEIEok5VdZMmZCarND/9HbctmJKtpHgXLSYAAAAAAJKkqmqvkhNcWlSU847byselKy89UWtrWUMCAIDRYcQSXMaYCcYYE7q8JPTYfKoCTsIfsHq1ulkry/MUeum8TVJ8nM4vytUa5nABAAAAABScv7Wk2K2k+Lh33GaM0bISt9bUeGWtdSA6AACA8ApbgssY83tJayVNN8bUG2M+aYy52Rhzc+iQ6yVtM8ZskfRTSTdYPlEBJ7WtoV3tvYMnbE84pKLUrV2HOtXSPTCCkQEAAAAAos3B9l7VNHWfsD3hkIpStw539Guvt3sEIwMAAIiM+HD9Imvth09z+88l/TxcjweMdpWe4Py5FadZnEjSutpmXX3exBGJCwAAAAAQfYZmOK88xSbJ5aWhOVy1zSo5QSt8AACAWDJiLQoBnJlKj1ezJmYqLz3ppMfMLchSelI8bQoBAAAAYIyr8niVl56kGRMyTnpMkTtVEzKTmeUMAABGBRJcQBTq7vdp8/7WU7YnlKT4OJeWFOeyOAEAAACAMSwQsHq12quVZe4TznAeYoxRRalb62qamcMFAABiHgkuIAqt39uiQb89ZWuJIRUlbtU2detwR98IRAYAAAAAiDY7D3WouXtAK8vzT3tsRalbzd0D2nO4awQiAwAAiBwSXEAUesXTpKR4l84vyj3tsUNzuNZSxQUAAAAAY1LV0PytU8xwHlJRMrSGpNU9AACIbSS4gChU5fFqSXGukhPiTnvsrImZykpJYA4XAAAAAIxRVdVelY9L14Ss5NMeOzk3VZNzU2h1DwAAYh4JLiDKHGrvk+dI17B23kmSy2VUUeJmcQIAAICoZoyZbIx50Riz0xiz3RjzhdD1ucaYZ40xntD3nGPu8w1jTLUxZrcx5grnogeiV9+gX+v3tgyrxf2QihK3XtvbIn+AOVwAACB2keACokxVdai1xJksTkrdqm/t1YGWnkiFBQAAAJwrn6QvW2tnSlom6RZjzCxJX5f0vLW2XNLzoZ8Vuu0GSbMlXSnpF8aY07c4AMaYjXWt6vcFtOoM1pDLS/PU3juonQc7IhgZAABAZJHgAqJMladJeemJmjkhc9j3Wc4cLgAAAEQ5a+1Ba+3m0OVOSTslFUi6VtJvQ4f9VtJ1ocvXSvqDtbbfWrtXUrWkJSMaNBADKqublBBntLTYPez7MMsZAACMBiS4gCgSCFhVVXu1oixPLpcZ9v3KxqUrLz2JOVwAAACICcaYIkkLJL0maby19qAUTIJJGhc6rEDSgWPuVh+6DsAxqjxeLZiSo7Sk+GHfZ3xmskry01hDAgCAmEaCC4giuw51yts1MOz5W0OMMaoodWttbbOspYc6AAAAopcxJl3SnyXdbq09VX+0E+34OuGHXWPMTcaYjcaYjU1NTeEIE4gJzV392t7YoVVnuIaUgnO41u9t0aA/EIHIAAAAIo8EFxBFqqqDi/FV5flnfN/lpW4d7uhXrbc73GEBAAAAYWGMSVAwufWQtfax0NWHjTETQ7dPlHQkdH29pMnH3L1QUuOJfq+19j5r7WJr7eL8/DP/LA3EqldDLQbPZIbzkOWleeoe8GtrQ3u4wwIAABgRJLiAKFLp8apsXLomZCWf8X2H5nCtoYc6AAAAopAxxkh6QNJOa+0Pj7npcUk3hi7fKOlvx1x/gzEmyRhTLKlc0vqRiheIBVWeJmUmx2tuYfYZ33dZSa4k5nABAIDYRYILiBJ9g36t39uiVWex806SpuSmqiA7RWvpoQ4AAIDotELSv0q6xBjzRujraknfkXS5McYj6fLQz7LWbpf0iKQdkp6SdIu11u9M6ED0sdaqyhOc4Rx3BjOch7jTkzR9fAYJLgAAELOGP4EUQERtrGtVvy9w1gkuY4yWlbj14u4jCgSsXGexwAEAAAAixVpbpRPP1ZKkS09yn29L+nbEggJiWK23W43tfbrlkrNbQ0pSRalbf9iwX/0+v5Li48IYHQAAQORRwQVEicrqJiXEGS0tdp/171he6lZL94B2H+4MY2QAAAAAgGhT5Ql271hVdvZz5ypK3eobDGjLAeZwAQCA2EOCC4gSVR6vFkzJUVrS2RdWVjCHCwAAAADGhEpPk6bkpmqKO/Wsf8eyYreMkdbQ6h4AAMQgElxAFGju6tf2xg6tKjv71hKSNCk7RcV5aczhAgAAAIBRbNAf0LraFq08yxb3Q7JSEzR7UiZzuAAAQEwiwQVEgarqUGuJaWffWmLIshK3Xqttkc8fOOffBQAAAACIPm8caFNXv++cN0lK0vLSPL2+v019g/4wRAYAADBySHABUaDK41VWSoLOK8g659+1vNStzn6ftjd2hCEyAAAAAEC0qfR45TLB5NS5qihxa8Af0KZ9rWGIDAAAYOSQ4AIcZq1VVbVXy0vdinOZc/59y0qYwwUAAAAAo1mVp0nnFWYrKzXhnH/X+cW5inMZ5nABAICYQ4ILcFhNU7cOtvedc+/0IfkZSZo2Pp3FCQAAAACMQh19g9pS3x6W9oSSlJ4Ur7mFWczhAgAAMYcEF+CwKk+TJOmC8nOfvzVkeWmeNta1asDHHC4AAAAAGE3W1jTLH7Bh2yQpBVvdb6lvV1e/L2y/EwAAINJIcAEOq/R4NdWdqsm5qWH7nRWlbvUO+rWlvi1svxMAAMSuRzcc0P99YifzVQBgFKjyeJWaGKeFU3LC9jsrSvLkD1htqGsJ2+8EAACINBJcgIMG/QGtq23WyjC1lhiyrNgtY6Q11bSYAABgrNtQ16Kv/vlN3fdKrT56/zqSXAAQ46qqvVpanKvE+PCd0lk0NUeJcS7aFAIAgJhCggtw0Ov729Q94NeqMLaWkKSs1ATNnpSptbXM4QIAYKz7zat7ZUOXB33BzTUAgNhU39qjvd5urQxji3tJSkmM0/wp2SS4AACAJOmZ7Yf0/ad3Rf0GSRJcgIOqPE1yGamiNLwJLik4h2vzvjb1DfrD/rsBAEBsGPAFtKGuRUZSnJES4l1aVuJ2OiwAwFmq8gQ3MYZ7k6QkVZS4ta2xXe09g2H/3QAAIHZs2teqm3+3SXe9WBP1XUBIcAEOqqz2at7kbGWlJIT9d1eUujXgD0T1GxAAAIisP27YryOdA/r3q2fqS6un66FPLdOiqeGb2QIAGFmV1V6Nz0xS+bj0sP/u5aVuWSu9tpcqLgAAxrLHNtcrEGoDEu1dQEhwAQ5p7xnUlgNtWhXm+VtDzi/KVbzLaE0NbQoBABiLegZ8+ukL1VpSlKtPrSrWLReXkdwCgBgWCFitqfZqRVmejDFh//3zp2QrKd6ltVF8EgsAAESWtVabQwUTsdAFJN7pAICxam2tVwGrsPdOH5KeFK+5hVn0UAcAYIz6zZo6NXX26+6PLozIiVAAwMja3tih1p7BiLQnlKSk+DidX5TLGhIAgDHshV1HtPNQpz59QYmyUxK0rMQd1RslqeACHFLp8SotMU4LpmRH7DGWl+ZpS327uvp9EXsMAAAQfdp7BnXPSzW6ZMY4LS7KdTocAEAYVFY3SZJWRKgLiBRsdb/rUKeau/oj9hgAACA6+QNW331ql4rz0vTVK6bHRBcQElyAQ6qqvVpW4lZCXORehstL3fIHrDbsbYnYYwAAgOhz7ys16ujz6Y7V050OBQAQJlUer2ZMyNC4jOSIPUZFabAF0bpa1pAAAIw1j22u157DXfrKFdMjes46nGIjSmCU2d/co33NPRFrLTFk4dQcJca5mMMFAMAYcqSzT79+tU7XzJukWZMynQ4HABAGvQN+baxrjfga8ryCLKUlxmltLWtIAADGkr5Bv3747B7Nm5ytq+ZMcDqcYSPBBThgqLVEpOZvDUlOiNPCqdkMCQYAYAz5+QvVGvQH9KXLpzkdCgAgTNbXtWjAH4j4GjIhzqUlxblawxwuAADGlAfX1ulge5++fuWMmJrhTIILcECVx6uJWckqzU+L+GMtL83T9sYOtfUMRPyxAACAsw609Oj36/frg+dPVlFe5D9nAABGRpWnSYlxLi0ZgbmKFaVu1TZ163BHX8QfCwAAOK+9Z1B3vViji6bnH21XHCtIcAEjzB+wWlPTrJVleSOSDV9e6pa19FAHAGAs+NGze+QyRp+/pNzpUAAAYVTp8WpxUY5SEuMi/ljLS4NtENdSxQUAwJjwi5er1dE3qK9eMcPpUM4YCS5ghG1taFd776BWTYtsa4khcwuzlZIQp7XM4QIAYFTbfahTf3mjQf+2vEgTspKdDgcAECZNnf3adahTKyM8f2vIzImZykyOJ8EFAMAY0NjWq1+/Wqf3zi+IyRnOJLiAEVa5Jzh/a8UIlXsmxrt0fnEuc7gAABjl7nxmt9IT43XzhaVOhwKclDHmV8aYI8aYbcdc9y1jTIMx5o3Q19XH3PYNY0y1MWa3MeYKZ6IGnPVqdXCz4qqykdkkGecyWlri1ppaNkkCADDa/fi5PZKVvrQ6Nmc4k+ACRlhltVezJ2XKnZ40Yo+5vNStPYe71NTZP2KPCQAARs6mfa16dsdh3XRBiXLSEp0OBziV30i68gTX/8haOz/09YQkGWNmSbpB0uzQfX5hjIl8fzYgyrziaVJOaoJmj+Cu6uWlbh1o6dWBlp4Re0wAADCy9hzu1J821etjFVNVmJPqdDhnJWwJrhPtxDvudmOM+Wlo992bxpiF4XpsIFZ09/v0+v7WEWstMWR5qFqMKi4AAEYfa62+//Qu5aUn6hMri50OBzgla+0rkoY7HPZaSX+w1vZba/dKqpa0JGLBAVHIWqsqj1fLy/LkckV+hvOQCtaQAACMet97arfSEuN1y8VlTody1sJZwfUbnXgn3pCrJJWHvm6SdHcYHxuICa/tbdag345Ya4khsydlKSM5njlcAACMQpUer9bVtuiWi8uUlhTvdDjA2bo1tBHyV8aYnNB1BZIOHHNMfeg6YMzwHOnSkc5+rSob2U2S08ZlyJ2WqHXM4QIAYFTaUNei53Ye1s0XlcZ0F5CwJbiGsRPvWkkP2qB1krKNMRPD9fhALKj0eJUU79LiopzTHxxGcS6jpcVuhgQDADDKBKu3dqsgO0UfWTrF6XCAs3W3pFJJ8yUdlPSD0PUnKlexJ/oFxpibjDEbjTEbm5qaIhIk4IRKT3CT4kh3AXG5jJaVuLW2tlnWnvBlBwAAYpS1Vv/viZ0an5mkT6yI7S4gIzmDi913GPMqPV4tKc5VcsLIjw5YXupWXXOPGtp6R/yxAQBAZDy57ZC2NrTr9svKlRTPaCLEJmvtYWut31obkPRLvdWGsF7S5GMOLZTUeJLfcZ+1drG1dnF+/sh2SwAiqcrTpOK8NEfmYlSUunWwvU91zczhAgBgNHlmx2Ft3t+mL142TSmJsb2OHMkEF7vvMKYdbO9V9ZEurRrhnXdDjvZQp4oLAIBRwecP6M5ndqt8XLret7DQ6XCAs3ZcZ4/3Shqa6/y4pBuMMUnGmGIF292vH+n4AKcM+AJ6bW+LVo5we8IhrCEBABh9fP6AvvfULpXmp+n6RbG/jhzJBBe77zCmVQ21lhjh+VtDpo/PUG5aIosTAABGicc2N6i2qVtfXj1dca4T7SUDoo8x5veS1kqaboypN8Z8UtL3jDFbjTFvSrpY0hclyVq7XdIjknZIekrSLdZav0OhAyNu8/5W9Qz4R7w94ZCSvDSNz0zSGmY5AwAwavxpU71qmrr11StnKD5uJNNDkTGSU6gfV3Bw8B8kLZXUbq09OIKPDziqqtqrvPREzZiQ4cjju1xGFSVura3xylorYzgRBgBArOob9OvHz+3RvMnZumL2eKfDAYbNWvvhE1z9wCmO/7akb0cuIiB6VXm8inOZo5VUI82Y4Bqyqpo1JAAAo0HvgF8/em6PFk7J1upZo2MdGbYU3Yl24hljbjbG3Bw65AlJtZKqFeyr/rlwPTYQ7QIBq1ervVpZlieXgzusK0rdamzv0z56qAMAENMeem2/Gtv79NUrpnPCEQBGqcpqr+YVZikzOcGxGJaX5snbNSDPkS7HYgAAAOHxq1f36nBHv75+1cxRs44MWwXXSXbiHXu7lXRLuB4PiCU7D3XI2zWgleXOttwc2vm3pqZZRXlpjsYCAADOTle/T3e9WK0VZW6tcGguCwAgstp7BrW1vk23XlLuaBzHzuGaNt6ZbiQAAODctXYP6J6XanTZzHFaUpzrdDhhE/tNFoEY8Nb8LWdPQg31UF9byxwuAABi1QOVe9XSPaCvXDHD6VAAABGypsargJVWOTR/a8jk3FQV5qQwhwsAgBh314vV6h7w6atXjq51JAkuYARUVXtVPi5dE7KSHY3DGKPlpXlH53ABAIDY0tI9oF9W1uqK2eM1f3K20+EAACKkstqr9KT4qHivryhxa11tiwIB1pAAAMSi+tYePbh2n65fVDjqKrJJcAER1jfo1/q9LVrlcHvCIRWlbnqoAwAQo+5+qVo9Az7dsXq606EAACKoyuPVshK3EuKcP21TUepWe++gdhzscDoUAABwFn747B4ZI91+2TSnQwk75z8pAaPchroW9fsCjreWGFJREprDVU2LCQAAYsnB9l79du0+vXdBocpH2a47AMBb9jf3aH9LT/SsIUNzuNbR6h4AgJiz82CH/vJ6g/5tRZEmZac4HU7YkeACIqzK41VCnNHSkugY3jc5N1WTc1OYwwUAQIz56fMeWWt1+2XlTocCAIigyuomSdLKKElwTcxKUXFemtbUsIYEACDWfPepXcpIitfnLixzOpSIIMEFRFilx6uFU3KUmhjvdChHLS/J07raFvnpoQ4AQEyoberSIxvr9dGlUzU5N9XpcAAAEVTl8WpSVrJK8tKcDuWoilK31u9tkc8fcDoUAAAwTGtqvHppd5NuubhMWakJTocTESS4gAjydvVrx8GOqGktMWR5WbCH+k56qGOU2rSvVXe9WK1N+1qdDgUAwuIHz+5RUrxLt1w8OnfdAQCC/AGrNTXNWlmeJ2OM0+EcVVHiVle/T1sb2p0OBQAADIO1Vt99cpcmZSXrxuVFTocTMSS4gAh6NTTnalV5vsORvN3ROVw1zOHC6LNpX6s+ev863fn0bn30/nUkuQDEvG0N7frnmwf1iRXFys9IcjocAEAEbW1oV3vvoFZG2RpyWWgNSat7jGZslAQwmjy57ZC21Lfri5dPU3JCnNPhRAwJLiCCKj1eZaUkaE5BltOhvM24zGSV5qdpLT3UMQqtq21W/2BAVlL/YIBh2ABi3vef3q2slAR9+oISp0MBAERYlSc4f2tFqdvhSN4uPyNJ08ans4bEqFXpadIH71mrHzzDRkkAsW/QH9D3n96taePT9b6FhU6HE1EkuIAIsdaqyuPVijK34lzR01piyPLSPK3f26JBeqhjlFkwOVtD0+WspEVTsx2MBgDOzWu1zXp5T5M+e1GpslJGZ890AMBbKj1ezZ6UKXd69FXsLi/N08a6Vg34WENi9PnFi9XyW6uAlQZ9bJQEENv+uOGA9nq79bUrZ0TleelwIsEFREhNU5cOdfRpZVl0tZYYUlHqVveAX2/W00Mdo8ubobkAy0O7Xj1Hup0MBwDOmrVW33t6t8ZnJunGiiKnwwEARFh3v0+b97dqZZTNcB6yrMSt3kG/ttS3OR0KEFbNXf16fX/b0Z/j4lxH23ICQKzp7vfpx895tKQoV5fMGOd0OBFHgguIkErP0Pyt6F2cSGJXEkaVzr5B3fNyjS6clq+HPrVUi6fm6BcvVqvf53c6NAA4Yy/sOqJN+1r1+UvLlZI4enumAwCCXtvbrEG/1aoo3SS5rCRXxkhrqllDYnS5+6UaDfgD+n/vO0+J8S4tmJylRVNznA4LAM7KA1V75e3q19eumiFjRnf1lkSCC4iYKo9XRe5UTc5NdTqUE8pNS9TMiZlaU+N1OhQgbB6o2qu2nkHdsXq6jDH64uXTdLC9T49sOOB0aABwRgIBq+8/vVtF7lR9cPFkp8MBAIyASo9XSfEuLS6KzhPr2amJmjUxU2trWUNi9DjU3qcH1+3T+xYW6sNLpuizF5bqtb2t2t5ItxsAsae5q1/3vlyjK2dPGDOJehJcQAQM+AJaW9scta0lhiwvdWtjXav6BqluQexr7R7Q/ZV7deXsCTqvMEtS8P/x84tydNeLNfx/DiCm/P3NRu061KkvXj5NCXF8ZAeAsaDK49WS4lwlJ0Rv1W5FiVub97Xx2Rqjxs9e8Mhaqy9cWi5J+sTKYmUkx+vHz3kcjgwAztzPXqhWny+gr1w53elQRgyrZSACXt/fqp4Bf9TO3xpSUeJWvy/wtl7TQKy695VadQ/49KXV045eZ4zRFy+bpkMdffojVVwAYsSgP6AfPrtHMydm6j1zJzkdDgBgBBxq75PnSJdWlkX5Jskytwb8AW3e1+p0KMA529/coz9uOKAbzp9ytPtOVkqCPrmyWM/uOKxtDVRxAYgd+5t79NBr+/TBxZNVmp/udDgjhgQXEAFV1V65jFRRGt1DSZeU5MplpLXM4UKMO9LZp9+s2atr503StPEZb7utotStJUW5+sVL1ew0BRAT/rjhgPY19+grV0yTyzX6e6YDAIJrSElR3wXk/KJcxbmM1tSwhkTs+/FzexQfZ3TbJWVvu/4TK4uVmRyvHz+3x6HIAODM3fnMbsW5jG6/rNzpUEYUCS4gAio9Xs2fnK2slASnQzmlzOQEnVeYrbXM4UKM+8WLNRr0W91+2bR33GaM0e2Xl+twR7/+sH6/A9EBwPD1Dvj10+c9Wjw1RxdPH+d0OACAEVLlaZI7LVEzJ2Q6HcopZSQn6LyCLDZJIubtOdypv7zRoBsrijQuM/ltt2UmJ+hTq0r03M4jerO+zZkAAeAMbGto1+NbGvXJlcUaf9x72mhHggsIs/aeQb1Z36aV5dHdnnDI8lK3Xt/fpp4Bn9OhAGeloa1XD7+2Xx9YVKiivLQTHrO8NE9Li3P1i5eYxQUguv12bZ2OdPbrq1fOkDFUbwHAWGCtVVV1s1aU5cVE5W5FqVtbDrSpu581JGLXD5/Zo7TEeN18YekJb//4iiJlpSQwiwtATPjuU7uUk5qgz5zkPW00I8EFhNmaGq8CVloV5a0lhlSUuOULWG2oo4c6YtPPng8uOG679NQl2LdfNk1HOvv1e6q4AESp9t5B3f1SjS6anq8lxblOhwMAGCG7DnXK29Uf9e0JhywvHVpDtjgdCnBWtta366nth/SpVcXKSUs84TEZyQn69KpivbDriN440DayAQLAGaj0NKnS49Wtl5QrMzm6u4lFAgkuIMwqq71KT4rX/MnZTocyLIuLcpQQZ7SWHuqIQXu93Xp0U70+snSKCrJTTnlsRalby0qo4gIQvX75Sq3aewd1x+rpTocCABhBVZ5gy/hY2SS5eGoua0jEtDuf2a2c1AR9cmXxKY+7cXmRslMTmMUFIGoFAlbffWqXCrJT9C/LpjgdjiNIcAFhVuXxallJrhLiYuPllZoYrwWTc5jDhZj04+f2KDHOpc9dPLwS7Nsvm6amzn49/BpVXACiS1Nnvx6o2qt3z52oOQVZTocDABhBldVelY1L18SsU2/YihYpiXHBNSRzuBCD1u9t0ct7mnTzhaXKOE2lQ7CKq0Qv7W7S6/vpegMg+vxj60Fta+jQHVdMU1J8nNPhOCI2zsADMWJfc7f2t/RoVYzM3xqyrNStrQ3tau8ddDoUYNh2H+rU41sadePyIo3LGN4AzWUlblWUuHX3y1RxAYguP3/BowF/QF+megujnDHmV8aYI8aYbcdcl2uMedYY4wl9zznmtm8YY6qNMbuNMVc4EzUQOX2Dfq3f26yVZbFRvTVkWalb21hDIsZYa3Xn07s1LiNJH6soGtZ9blxepJxUZnEBiD4DvoDufHq3Zk7M1LXzCpwOxzEkuIAwqgy1loiV3ulDlpe6FbDBnUxArPjhs7uVnhivmy8sOaP73X5ZuZo6+/UQVVwAosSBlh49vH6/Pri4UMV5aU6HA0TabyRdedx1X5f0vLW2XNLzoZ9ljJkl6QZJs0P3+YUxZmxuTcWotXlfq/oGAzHTnnAIa0jEolc8Xq2va9Ftl5QpJXF4f07Sk+J10wWlenlPkzbto4oLQPR4+LV92t/So69dOV0ul3E6HMeQ4ALCqMrj1aSsZJXE2MmpBVOylRTvooc6Ysab9W16evthfWpVibJTTzwU+GSWlri1vNStu1+qUe8AVVwAnPej5/bIGKPPX1rudChAxFlrX5F0/BnxayX9NnT5t5KuO+b6P1hr+621eyVVS1oyEnECI6Wy2qt4l9HSErfToZwR1pCINUPVW4U5KfrQ+Wc2p+ZjFVOVm5bILC4AUaOzb1A/faFaFSVuXTgttjqJhRsJLiBM/AGrNTVerSzPkzGxlTVPio/T+UW5WsMcLsSIO5/Zo5zUBH1iZdFZ3f/2y6bJ29Wvh17bF97AAOAM7Tncqb+83qB/W14UM7NXgAgYb609KEmh7+NC1xdIOnDMcfWh64BRo8rj1cIpOUpPinc6lDOSFB+nxUU5rCERM57efkhbG9p1+2XTlBh/ZqdD05LiddMFJar0eLVpH1WLAJz3y8q9auke0NevmhFz56HDjQQXECZv1repo8+nlTE2f2tIRalbuw51qrmr3+lQgFNav7dFrwxzKPDJLCnO1Yoyt+55uZYqLgCOuvPpYLvVz15Y6nQoQDQ60WrdnvBAY24yxmw0xmxsamqKcFhAeLR2D2hbY3vMtbgfUlESXEO2dA84HQpwSv6A1Q+e2aPS/DS9d8HZ7ZP4WMVUudMS9aNnmcUFwFlHOvt0f2Wt3jV3ouZNznY6HMeR4ALCpMrjlTGKueHAQypKgy0xXqOHOqKYtVZ3PrNb+WcwFPhkvhiq4vrdOqq4ADjj9f2tembHYX36ghLlpJ1Zu1VglDlsjJkoSaHvR0LX10uafMxxhZIaT/QLrLX3WWsXW2sX5+fH5oYzjD2v1nhlbezNcB4ytIZcV0ubQkS3x7c0yHOkS1+6fLriznJOTWpivD5zYYmqqr3aUMd5EwDO+dnz1RrwBXTH6ulOhxIVSHABYVLp8Wr2pEzlxugJqrkFWUpPiqfFBKJapcer9XvPbCjwySwuytWq8jzd+0qNegZ8YYoQAIbv+0/vljstUZ9YWex0KIDTHpd0Y+jyjZL+dsz1NxhjkowxxZLKJa13ID4gIqo8XmUkx2tuQZbToZyVuYXZSk2MYw4XotqgP6AfPevRrImZumrOhHP6Xf+ybKry0hP1o2eZxQXAGXu93fr9+v368JIpKs5LczqcqECCCwiDrn6fNu9v1cqy2N0tGh/n0pLiXK1hcYIoZa3VD57ZrYLsFH3o/Mmnv8Mw3H5ZubxdA1RxARhxVR6v1tQ065aLy2Ju7gpwLowxv5e0VtJ0Y0y9MeaTkr4j6XJjjEfS5aGfZa3dLukRSTskPSXpFmstvYUxKlhrVenxanmpW/FxsXlqJiHOxSxnRL1HNh7Q/pYefeWK6XKdZfXWkNTEeN18YanW1DTrNSoXATjgzqd3KzHepdsuLXM6lKgRm5+igCjzWm2zfAGrVTHaWmJIRYlbtU3dOtzR53QowDs8u+OwttS36wuXlisp/tyqt4Ysmhqq4nq5liouACPGWqvvP71LBdkp+uiyKU6HA4woa+2HrbUTrbUJ1tpCa+0D1tpma+2l1try0PeWY47/trW21Fo73Vr7pJOxA+FU19yjhrbemJ3hPGR5qVs1Td06whoSUahv0K+fPV+tRVNzdNH08LzWPrp0qvLSk/Tj55jFBWBkvXGgTf/celCfWlWicRnJTocTNUhwAWFQ6fEqOcGlRVNznA7lnAz1UKfFBKJNIGD1w2f3qDgvTe9beHZDgU/m9sumqbl7QP+zliouACPj6e2Hggn7y8KXsAcAxJYqT5MkaVWMznAecnQNSTULotDv1u3ToY4+3bF6uow5t+qtISmJcfrsRaVaW9vM/DkAI8Zaq+88uVPutETddEGJ0+FEFRJcQBhUVXu1pNit5ITYPkk1a2KmslISaDGBqPP3Nxu161Cnbr+sPOwtXBZNzdEF0/J17yu16u6nigtAZPkDVnc+s0el+Wl634LwJuwBALGj0uNVYU6KprpTnQ7lnMyelKWM5Hg2SSLqdPX79IuXarSqPO9oIjZcPrp0ivIzkpjFBWDEvLynSetqW/T5S8tpcX8cElzAOTrY3qvqI10xv/NOklwuo2UlzOFCdPH5A/rxcx7NmJCh98ydFJHHuP2ycrV0D+h/mMUFIMIe21yv6iNdumP19JiduQIAODc+f0Bra5q1qjwvbFUlTolzGS0tdrOGRNT5ddVetXQP6Murp4f9dycnxOmzF5bqtb0tbBAGEHGBgNV3ntylKbmp+vASWtwfj1U1cI4qPcEPMytjfP7WkOWleapv7dWBlh6nQwEkSY9tbtBeb7e+dPm0cx4KfDILp+Towmn5uo8qLgAR1O/z68fPeTS3MEtXzpngdDgAAIdsqW9TZ79PK8tie/7WkOWlbu1vCc4UA6JBW8+A7nulVpfPGq/5k7Mj8hgfWTpF4zKS9ONnPbLWRuQxAECS/vpGg3Yd6tQdV0xXYjzpnOPxLwKcoyqPV3npSZoxIcPpUMJiOXO4EEX6fX795HmP5hVm6fJZ4yP6WENVXA8yiwtAhDz82n41tPXqK1eEbw4EACD2VHq8MuattVesY5Yzos29r9Sqa8CnL6+eFrHHSE6I0+cuKtX6uhYqGAFETN+gXz94Zo/mFGTq3edNdDqcqESCCzgHgYDVq9XeUdFaYkjZuHTlpSdRZo+o8McNB9TQ1qsvh3Eo8MksmJKji6bn675XatRFFReAMOvu9+nnL1SrosStlaOgrTEA4OxVebw6ryBLOWmJTocSFtPHZyg3LZE1JKLCkc4+/ebVOl0zb5JmTMiM6GPdsGSKJmQm60fP7qGKC0BE/G7dPjW09errV86MWFejWEeCCzgHOw52qLl7YFSdqDLGqKI02EOdD2hwUu+AXz97oVpLinO1aoRagN5+2TS19gzqt2vqRuTxAIwdv6raq+buAX3lSqq3AGAs6+wb1OsH2kbVGnJolvM61pCIAr94sUYD/oC+eFnkqreGJCfE6XMXl2rjvlZVVZPgBRBeHX2D+vmL1VpVnjdqRuNEQtgSXMaYK40xu40x1caYr5/g9ouMMe3GmDdCX/8ZrscGnDL0AWa0vcksL3XrSGe/apq6nQ4FY9iDa+vU1NmvO0agemvI/MnZunh6vn5ZWUsVF4Cwae1+aw7Ewik5TocDAHDQutoW+QN21K0hK0rcamzv075mZjnDOQ1tvXr4tf36wKJCFeWljchjfuj8yZqYRRUXgPC79+UatfUM6mtXznA6lKgWlgSXMSZO0l2SrpI0S9KHjTGzTnBopbV2fujr/4TjsQEnVXm8mjY+XeMzk50OJayOzuGqpY80nNHZN6i7X67RBdPytaQ4d0Qf+/bLpqmNKi4AYXT3yzXqGvDpjtXTnQ4FAOCwKk+TUhLitGjq6NrwUFEaTNixhoSTfvqcR5L0+UvLR+wxk+Lj9LmLy7R5f5sqPVRxAQiPwx19eqBqr66dP0lzCrKcDieqhauCa4mkamttrbV2QNIfJF0bpt8NRKW+Qb/W17VoVXm+06GE3ZTcVBVkp2gtPdThkF9V1amtZ1B3RHAo8MnMm5ytS2eM0y8ra9XZNzjijw9gdDnU3qffrqnTexcUaPqEDKfDAQA4rLLaq6UluUqKj3M6lLAqzU9TfkaS1tSQ4IIzapu69KfN9frosimalJ0yoo/9wcWFmpSVrB89RxUXgPD48XN75A9YfflyNkmeTrgSXAWSDhzzc33ouuNVGGO2GGOeNMbMDtNjA47YUNeiAV9g1LWWkIJzuJaVuLW2plmBAB/OMLLaegZ0f2Wtrpg9XnMLsx2J4QuXlVPFBSAsfvK8RwFrR2QOBAAgujW29aq2qXtUzd8aYozR8tLgGpIT/HDCj57zKDHOpc9dVDbij50UH6dbLinT6/vb9PKephF/fACjS/WRLv1xwwF9dOlUTXGnOh1O1AtXgutEw1GO/0SzWdJUa+08ST+T9NeT/jJjbjLGbDTGbGxq4g8DolOlx6vEOJeWjnD7tJGyvNSt1p5B7T7c6XQoGGPueblWXQM+fcnBXSpzC7N12cxx+mXlXqq4AJy1vd5uPbLxgD6yZIom57IwAYCxrirUvmw0dgGRgnO4vF39qj7S5XQoGGN2HuzQ37c06hMri5SfkeRIDB9YNFkF2Sn60XMekrwAzsn3n96l1MR43XbJyCfsY1G4Elz1kiYf83OhpMZjD7DWdlhru0KXn5CUYIw54bYla+191trF1trF+fmj84MfYl+lx6uFU7OVmhjvdCgRURGaw0WLCYykI519+s2avbpm3iTHW3l94dJpau8d1G9erXM0DgCx64fP7lFinEu3XjJycyAAANGrstqrcRlJmjY+3elQImI5c7jgkB88s0cZyfG6aVWpYzEkxrt0y8Vl2nKgTS/tZrM+gLOzaV+rnt5+WJ+5oETudGcS9rEmXAmuDZLKjTHFxphESTdIevzYA4wxE4wxJnR5Seix+dSDmNTU2a+dBztG7c47SZqUnaIidypzuDCifvFijQb90dHK67zCLF02c7x+WVmrDqq4AJyh7Y3tju8kBgBEj0DA6tVqr1aW5Sl0amTUmZybooLsFK2p5lQPRs7m/a16bmfwZHBWaoKjsVy/qDBUxcUsLgBnzlqr7z65S3npSfrkqmKnw4kZYUlwWWt9km6V9LSknZIesdZuN8bcbIy5OXTY9ZK2GWO2SPqppBss7/aIUWtqhlpLjL7e6ceqKM3Ta7Ut8vkDToeCMaChrVcPv7ZfH1hUqKK8NKfDkSTdflm5Ovp8VHEBOGN3Pr1bWSkJuukC53YSAwCix46DHWrpHhiVM5yHGGNUUerWur3McsbI+cEzu+VOS9THVzh/Mjgx3qXbLinTm/XtemHXEafDARBjXth1ROvrWnT7ZeWjtmNYJISrgkvW2iestdOstaXW2m+HrrvHWntP6PLPrbWzrbXzrLXLrLVrwvXYwEir9HiVnZqg2ZOynA4lopaXutXZ79P2xg6nQ8EY8LPnPZKk2y6NnlZecwqydPms8bq/slbtvVRxARieDXUtenF3k26+sFRZKc7uJAYARIeq6uAmyZVlozfBJQXncLX1DGrnIdaQiLw11V69Wt2sz11cprSk6DgZ/P5FhZqcm6IfM4sLwBnwB6y++9QuFeel6UPnTz79HXBU2BJcwFhhrVWlp0krSvMU5xqdrSWGLCthDhdGRp23W49uqtdHlk5RQXaK0+G8zRcupYoLwPBZa/W9p3ZpXEaS/m15kdPhAACiRJXHq+njMzQuM9npUCJqaJbzWtaQiDBrrb7/zG5NzErWR5dOcTqcoxLiXLrt4nJtbWjXczup4gIwPH/eXK89h7v0lSumKyGOlM2Z4F8LOEPVR7p0uKN/VLeWGJIfGoC8hjlciLAfP7dHCXFGn7s4+lp5zSnI0upZ43V/FVVcAE7vpd1N2lDXqtsuLVdKYpzT4QAAokDfoF/r61rGxBpyaJbzuloSXIisF3Yd0ev72/T5S8uVnBBdn7neu7BAU3JT9WNmcQEYhr5Bv3707B7Nm5ytq+ZMcDqcmEOCCzhDlZ6x0VpiyPLSPG2sa9WAjzlciIzdhzr1ty2NunF5kcZlROeO1i9cVq7OPp9+VbXX6VAARLFAwOp7T+/WlNxUfWgxbSUAAEEb6lo04AuMiQSXxCxnRF4gYHXnM3s01Z2q6xcVOh3OOyTEBWdxbW/s0LM7DjsdDoAo99s1dTrY3qdvXDVDxozubmGRQIILOENV1V4V56Vpcm6q06GMiIpSt3oH/dpS3+Z0KBilfvTsHqUnxuvmC6KvemvI7ElZumL2eP3q1b1UcQE4qX9sPaidBzv0pcunKTGej9kAgKAqj1eJcS4tLc51OpQRUcEsZ0TYP0Ofub542bSobeX13gUFmupOZRYXgFNq7xnUXS9W6+Lp+UdHxeDMROdfASBKDfgCWlfbPGaqtyRpWbFbxkhrqmkxgfDbWt+up7Yf0idXFSsnLdHpcE7p9sumqbPPpweo4gJwAoP+gH74zG7NmJCha+ZNcjocAEAUqfR4tXBqtlIT450OZUQsKwkm8pjljEjw+QP60bN7NG18ut4TxZ+54uNcuu2Scu042KGnt1PFBeDEfvFytTr7ffrqlTOcDiVmkeACzsDm/a3qGfCPmdYSkpSVmqDZkzKZw4WIuPOZ3cpOTdAnVxY7HcppzZyYqavmTNCvq/aqvYcqLgBv9+jGetU19+iO1dPlctFWAgAQ5O3q146DHVpVnu90KCNmXEayyselay1zuBABj73eoFpvt768erriovwz13XzJ6k4L00/fm6PAgGquAC8XWNbr379ap3eu6BAMydmOh1OzCLBBZyBKo9XcS6jitKxVTK6vDRPr+9vU9+g3+lQMIpsqGvRy3uadPOFpcpITnA6nGH5/KXl6uz36YGqWqdDARBF1tZ49X+f2KFp49N16cxxTocDxCxjTJ0xZqsx5g1jzMbQdbnGmGeNMZ7Q9xyn4wTOxKvVY2uG85CKUrc27G1hljPCqt/n10+e82heYZZWzxrvdDinFR+axbXrUKee3n7I6XAARJFN+1p104MbFQhYfenyaU6HE9NIcAFnoLLaq/mTs5UZIyfjw6Wi1K0Bf0Cb9rU6HQpGCWutvv/0buVnJOnGiiKnwxm2mRMzdfV5E/SrV+vU1jPgdDgAosCmfa361wfWq6vfrzpvjzbvb3M6JCDWXWytnW+tXRz6+euSnrfWlkt6PvQzEDOqPF5lpSRoTkGW06GMqOWhWc5vMssZYfSH9QfU0NarL6+eLmOiu3pryDXzJqkkL00/fs5DFRcAScE15Ed+uU7bGjtkJR3u6Hc6pJhGggsYpraeAW2tbxtzO+8k6fyiXMW7DG0KETZV1V6t39uiWy8uU0pinNPhnJHPX1qurn5mcQEIWlfbLF/oZIU/EJzVCSCsrpX029Dl30q6zrlQgDNjrVVVtVcrytxR30ot3JYOzXJmDhfCpHfAr5+/WK2lxblaFUNjI+LjXPr8peXafbhTT26jigtAcA3ZP1ThbC1ryHNEggsYpjU1zQpYxdQHqXBJT4rX3MIsFicIC2ut7nx6twqyU3TDkslOh3PGZkzI1LvOm6hfU8UFQNK4jCRJkpGUEO/SspKx1cYYCDMr6RljzCZjzE2h68Zbaw9KUug7fUARM2qaunSwvU8ry8bO/K0hOWmJmjkhU2tZQyJMfru2Tk2d/frKFbFTvTXkPfMmqTQ/TT95nllcAKSFU7KPXmYNee5IcAHDVOnxKj0pXvMmZzsdiiOWl+bpzfp2dfX7nA4FMe65nUe0pb5dn7+0TEnxsVW9NeTzl5are8Cn+yup4gLGuq0N7UqIM7rtkjI99KllWjSV8UDAOVhhrV0o6SpJtxhjLhjuHY0xNxljNhpjNjY1NUUuQuAMVHqCHTDG4iZJKdjqftP+VmY545x19A3q7pdqdNH0fC0uynU6nDMW5zL6/KXl2nO4S09sO+h0OAAc1tQV3Cz9wcWFrCHDgAQXMExV1U1aVuJWQtzYfNksL3XLH7DasLfF6VAQwwIBqx88s1vFeWl6/8JCp8M5a9MnZOjq8ybq16/uVWs3VVzAWNU36NdfX2/Q1edN1JdWT2dhApwja21j6PsRSX+RtETSYWPMREkKfT9ykvveZ61dbK1dnJ8/9qplEJ2qPF4VuVM1OTfV6VAcsbzUrQFfQJv3M8sZ5+b+yr1q7x3UHaunOx3KWXv33EkqG5eunzznkZ8qLmBMe2TDARVkp+g775vLGjIMxuaZeuAM7Wvu1oGWXl0wbWzuvJOkhVNzlBjnYg4Xzsk/th7UrkOduv2ycsXHeLL4C5eWq2fQr19W1jodCgCHPLPjsDr6fPrg4thrtwpEG2NMmjEmY+iypNWStkl6XNKNocNulPQ3ZyIEzsygPziXceUYrd6SpPOLc+Uyok0hzklL94AeqKzV1edN0JyCLKfDOWtDVVyeI13651aquICx6kBLj16t8eoDiwvlGmPzOSMlts8uAiNkqLXEyrKxuzhJTojTwqnZzOHCWfP5A/rxs3s0fXyG3jN3ktPhnLNp4zP0rvMm6rdr6tRCFRcwJj2y4YAKc1JUQc90IBzGS6oyxmyRtF7SP621T0n6jqTLjTEeSZeHfgai3uv729Q94B+T87eGZCYn6LzCbBJcOCd3v1St3kG/vnT5NKdDOWfvOm+iysel6yfP7aGKCxij/rSpXpL0ATZJhg0JLmAYKj1NKshOUXFemtOhOGp5aZ52HOxQWw8n83HmHnu9QbXebn1p9bRRs0uFKi5g7Dq6827R5FHzngY4yVpba62dF/qaba39duj6Zmvtpdba8tB3+mUjJlR5muQywTlUY1lFiVtvHGhTN7OccRYOd/TpwbX7dN2CApWNy3A6nHMW5zL6wmXlqmnq1j/ebHQ6HAAjzB+w+tOmeq0sy1NBdorT4YwaJLiA0/D5A1pT06yVZXkyZmyfwFpe6pa10rpazivgzPT7/PrJcx7NLczS6lnjnQ4nbMpD1WhUcQFjz583B3feXb84ducJAgAip7Laq3mTs5WVkuB0KI6qKHXLF7DauI85XDhzP3vBo4C1+uJlsV+9NeTqORM1fXyGfvI8s7iAsWZNjVcNbb20uA8zElzAabzZ0K7OPt+Y7p0+ZG5htlIS4rSWOVw4Q3/ccEANbb368urpoy5R/PlLy9Q76Nd9r1DFBYwVgYDVoxvZeQcAOLH23kFtOdCmVWO4xf2Q84tyFO8ytCnEGdvf3KM/rD+gD50/WZNzU50OJ2xcoSqu2qZuPb6lwelwAIygP244oOzUBK2ePXo2fkcDElzAaVR5vDJGWsHiRInxLp1fnMscLpyR3gG/fvZCtZYU5eqCUZgoLhuXoWvmTdKDa+vU3NXvdDgARsCammZ23gEATmptTbMCVlpZPnbnbw1JTYzX/MnZbJLEGfvx83sU5zK67ZJyp0MJuytnT9CMCRn66fPV8vkDTocDYAS0dg/ome2Hdd38AiXFxzkdzqhCggs4jSqPV3MmZSk3LdHpUKLC8lK3PEe61NTJiXwMz/+sq1NTZ7++vHraqKveGnLbJeXqG/TrPmZxAWPCIxsPKCslQZePoparAIDwqapuUlpinBZMyXY6lKiwvNStrQ3t6ugbdDoUxAjP4U799fUG3bi8SOMzk50OJ+xcLqPbLyvXXm+3/vYGs7iAseBvbzRowB9gk2QEkOACTqGr36fN+1tpT3iM5aEhyWtrqeLC6XX2Derul2q0qjxPS0tG74DtsnHpwSquNfvkpYoLGNXaewb11PZDeu+CAiUnsPMOAPBOVR6vlpW4lRDHKRdJWlbqVsBK65nljGH64bN7lJoYr5svLHU6lIhZPWuCZk7M1M9e8FDFBYxy1lr9cWO9zivI0qxJmU6HM+rwaQs4hXU1zfIFLL3TjzF7UpYykuNpMYFh+VVVnVp7BnXH6ulOhxJxt11arn6fX79kFhcwqv1tS4MGfAF9YHGh06EAAKLQgZYe1TX3sEnyGAun5Cgx3sUmSQzLtoZ2PbntkD6xsnhUd9IZquKqa+7RX6niAka1bQ0d2nmwQx88n+qtSCDBBZxCVbVXyQkuLSrKcTqUqBHnMlpa7GYOF06rrWdA91fWavWs8Zo3OdvpcCKuND9d184v0INrqeICRrNHNh7Q7EmZmj0py+lQAABRqKo6uBFwFQmuo5IT4rRoSg5rSAzLnc/sVnZqgj61qtjpUCJu9azxmkUVFzDqPbLxgJLiXbpm3iSnQxmVSHABp1DpadLSYjfD/46zvNStfc09amjrdToURLF7X6lV14BPX1o9zelQRsxtl5Sp3+fXfVRxAaPS9sZ2bWvooG86AOCkqjxeTchMVml+utOhRJXlpW7tPNih1u4Bp0NBFNtQ16KXdjfp5gtLlZmc4HQ4EWdMsIprX3OPHnu9welwAERA36Bff32jQVfNmaCslNH/vuYEElzASTS29aqmqZuddydQMTSHix14OIkjnX36zat1es/cSZoxYez0Fy7JT9d18wv04No6NXVSxQWMNo9urFdivEvXzmfnHQDgnfwBq1drvFpZnidjjNPhRJWhNeQ62hTiJKy1+v7Tu5WfkaQbK4qcDmfEXD5rvOYUBKu4BqniAkadp7YdUmefj/aEEUSCCziJKk+wtQS9099p+vgM5aYlag1zuHASd79UowF/QF+8fOxUbw257dJyDfgCuvflGqdDARBGfYN+/eX1Bl0xe4KyU0fvPAgAwNnb3tiutp5BNkmewNzCbKUmxjGHCydV6fFq/d4W3XpxmVISx04XHWOMbr90mg609OqxzfVOhwMgzP644YAm56ZoWbHb6VBGLRJcwElUVnuVn5Gk6eMznA4l6rhcRhUlbq2raZa11ulwEGUa23r10Lr9un5hoYrz0pwOZ8QV56XpugUF+t1r+3Sks8/pcACEybM7Dqu9d1AfXFzodCgAgChVGdokuaKMBNfxEuNdWlyUyxwunJC1Vnc+s1sF2Sm6YcnYq3K4dOY4zS3M0s9eqNaAjyouYLTY39yjtbXN+uCiyXK5qOyOFBJcwAkEAlavVnu1qozWEidTUepWY3uf9jX3OB0KoszPXvDIyuq2S8ucDsUxn7+kXIN+q3tfZhYXMFo8svGACrJTtKKUk5YAgBOr8ng1c2Km8tKTnA4lKi0vdav6SBebwPAOT28/rDfr2/WFy8rH5Az0oVlc9a29+jNVXMCo8eimAzJGup5NkhFFggs4gR0HO9TSPUB7wlMY6qHODjwcq87brUc21usjS6aoMCfV6XAcU5SXpvcuKNDv1lHFBYwGDW29qqr26vpFhey8AwCcUO+AX5v2tdKe8BQqSpjljHfyB6x++OxuleSn6X0LCpwOxzEXTx+neZOz9XOquIBRwR+w+tOmel1Qnq+JWSlOhzOqkeACTmCotcRKWkucVElemsZnJjGHC2/zk+c9SogzuuWSsVu9NeS2S8rkC1jd8xJVXECs+9PG4E7a6xex8w4AcGKv7W3WgD/AGvIUZk/KVEZSvNYxhwvH+PuWRu053KUvXT5N8XFj9zTlUBVXQ1uv/rSJKi4g1lV6mnSwvU8fOn/stV0daWP3LwdwClXVTZo+PkPjMpOdDiVqGWO0vDRP62qZw4WgPYc79dc3GnTj8iKNy+C1M9Ud3IH40Gv7dKSDKi4gVgUCVo9uOqAVpXmanDt2K1MBAKdW5fEqMd6lJcW5TocSteLjXFpakksFF44a9Af0w2f3aObETF09Z6LT4Tjuomn5mj85W3e9SBUXEOse2XhAuWmJumzmeKdDGfVIcAHH6Rv0a0NdK+0Jh6Gi1C1v14A8R7qcDgVR4IfP7FFaYrxuvqDU6VCixq2hKq67X65xOhQAZ2ldbbPqW3v1AfqmAwBOoaraqyVFuUpOGHvzg87EshK36pp71NjW63QoiAKPbqzX/pYe3bF6Gm2g9fYqrkc2HnA6HABnqbmrX8/uOKzr5hcoMZ70S6TxLwwcZ/3eFg34AvROH4ahHuprqmlTONZtrW/XU9sP6ZMri5WTluh0OFFjqjtN719YoIde26/DVHEBMemPGw8oMzleV8ye4HQoAIAodaSjT7sOdbJJchiWlwb/jajiQt+gXz993qOFU7J1yYxxTocTNS6clq8FU4JVXP0+v9PhADgLf32jUYN+S3vCEUKCCzhOVbVXiXEuLS12Ox1K1Jucm6rJuSlaw+JkzPvBs7uVnZqgT64qdjqUqHPrxeUKBKzufokqLiDWtPcM6slth3TdggJ25AMATqqqmhnOwzVjQoZyUhNYQ0K/W7dPhzr6dMcV02UM1VtDjDH64mXTdLC9T49soIoLiDXWWj2y4YDmTc7W9AkZToczJpDgAo7zyp4mLZqao5RETmQNx/KSPL22t0X+AHO4xqqNdS16aXeTPnNBqTKTE5wOJ+pMcafq/QsL9fD6/TrUThUXEEsef7NRA76APriYnXcAgJOr8njlTkvUrImZTocS9Vwuo2UlbmY5j3Hd/T7d/VKNVpS5j1b14S2ryvO0aGqO7nqxRn2DVHEBsWRLfbt2H+7UB2lxP2JIcAHHaOrsp7XEGaoodau9d1A7D3Y4HQocYK3V95/erbz0JN24fKrT4UStWy8pUyBgdQ+zuICY8siGA5o5MVOzJ3HCEsCZ2bSvVXe9WK1N+1qdDgURZq1VVbVXy8vymCE0TBWlbjW09Wp/S4/TocAhv351r5q7B3TH6ulOhxKVhqq4DnX06Y9UcQEx5ZGNB5Sc4NJ75k1yOpQxgwTXMDy347D+99+26bkdhzXoDzgdDiLo1VBriQvK8x2OJHZUlIbmcNXExhwuTjaE16vVzXptb4tuvbhUqYnxTocTtSbnpur6RVRxjUW858SuHY0d2trQrg8tLqRtDoAzsmlfqz7yy3W68+nd+vB96/SPNxvV1e9zOixEyJ7DXTrS2a9VtCcctuWhNWSszOEKBKz+8Waj/vufO/TM9kNq7R5Q74BfAbqYnJX2nkHd+0qtLps5Xgum5DgdTtRaUebW+UU5+sVL1VRxjTHBNaSHNWQM6h3w6+9vNOrq8ybS4WgEcTbyNDbta9XNv9skX8Dqt2v3SZJyUhPkTk9SXnqi3OlJyk9Pkjst8Z3XpScqLYl/4iGb9rVqXW2zlpW4tWhqdH6IqfR4lZOawE7tMzA+M1ml+WlaU9Osmy4odTqcExrwBfTGgTb9adMBPbqpXkOdMDKS45WWGK+kBJcS41xKjA9+JcW7lBgfp8S44OWk+ONvcykxLu7tP8cfd2xc3El+r0tJofsmxrsUd4JdnrHwWpFC1VvP7NakrGR9eOkUp8OJerdcXKY/barXL16q1v+5do7T4eA0rLXqGfCru9+nrn6fuvv96uwfVHf/sdf5Qpf96grd1nX0Op9auvt1pHNAkmQkLS7K0ZyCLBXmpKogO0WFOSmanJOqzJR4EihR6NFNB5QY59K18wucDgVAjFlX26wBX0BW0oA/oFsffl2SlJoYp3EZSRqXkaz8zOCacVxm8OdxGW9dzk5JoBIoJBY+F1d6miSJLiBnoDQ/XfkZSVpT06wblkTnOqKle0CVnia9tLtJz+88rI6+YJL6/sq9bzsuMc6lpASXkuLjlJzgUnJCnJLig9+TE1xKjg+uC4Pf337b6e4TvP2d90mIM+/47BgLr5Uh975So65+n768eprToUS1oSquj9z/mn6/fr8+voJ517Fg0B9QV19wPdjRN3j0cvBnX+jn4PWdfT519vuOHtPZN6jWngG19wbfb4z2aG5hluYUZGmqO1VTctM0JTdVU92pnG+OUk9sPajOfh8t7kcYr4bTWFfbrEDobLhRsFqlJD9N3s4BNXf3a2djh17p6ldn34l35KUkxMmdnqi8oeRXWpLyMoa+JykvLVF5GcEEWU5qYtQvZAIBq+6Bt07sdQ69UR/zht3V51PXwFvXdff71NjWq52HOmWt5DLS/MnZGp+ZrJSE4Ie8lNCHteD3OCUnxik53qWUxDglx8cFvycMfagLfqUc8+EvHP9um+pa9NS2g5o3OTvqn4dos7w0T49trtegP6CEOOcLQwMBqx0HO7SmxqtXq5u1oa5FPQNv3/FkJJXmp6l8XIYG/AEN+IJf/aHv7b2DoZ/977htwB8I28yxeJd5W/LLWqumzgFZBV8rFaV5Ks1PU3ZKgrJSE5WTmqDs1ARlpQxdTlRmcrziHfh3f27nEW050KbvvO88JcUzs+50Juem6gOLJ+sP6w/osxeVamJWitMhjQrHLubnFma9LSHV1T+ormEmpN5+P5+6B3wa7liI9KR4pSXFKS0pPng5MV6FOalyGR1NcFlJe73d2t7Y8Y73o/SkeBXmBBNewcRXavByTvByTmoCCbAR1u/z6y+vN+jy2eOVk5bodDgAYsyyEreS4l0a8AcU73Lp5gtLlJoUryMd/Wrq6teRjj7tbOzQy539J6zsSogzyktP0riMJOVnJGvcSZJheelJUfHZezister3BdTRN6jOPp86eoPfg1+h64773tjWox2NnUc/Fy+ckqNJ2SlKS4pTSkLwb29qYnzo5+Df4dTE4Pehn9MS45Qa+vlEG8vCoaraq5L8NE3K5rPdcBljVFHi1trQHK5o+JzjD1i9caBNL+9p0su7j+jNhnZZK+WmJaowJ0U7Dwb/XzSSLpkxTucX56p/MKA+n199g371DQbXjv2DAfUN+tXvC35v7x085ri3bhvwnX13IJfR0fMiSfHB94BD7X1HXysXTc9X+fgM5aYmKict8a3voctObq5q6uzXr1+t07vnTtJMZtadVkWpW0uKc3X3SzX68JIpSk5g3R0OJ0oID/oDR89zHj3X6q9vAgAAOElJREFU2T/49p+H/mYdvfzWudChv2f9w3htx7mM0kNrx4zk4FdeeqKK8tK0r7lbW+vbZRVcQx7u6NO+lh619Qy+7XfkpSdqSm5q8MudpqmhxNeU3FTlZyRFxfvqWPTIxgMqcqdqaXGu06GMKWFLcBljrpT0E0lxku631n7nuNtN6ParJfVI+jdr7eZwPX6kLCtxKzHepUFfQAnxLn159fQT7obp9/nV3DWg5q4Bebv6Q18Dau7qV3N38LqGtj5tqW9XS/fACU+Ou4yUmxZMhOWFKsCO/f7W9cGE2LF/2E61W8daq77BwNsTUP1vvVkHf/a/8/IJElfdA8Mri06KdwXfrJODb9gdfW+dKAxYqaGtV519PvX5/OodCKh/0K/eQb98Z5k0SIx3vTNJdtzPp0qmHWrv1b0v18oXsNpQ16JN+1qjftdTNKkodet/1u3Tm/Xtjvy7WWu119utV2uatbbGq7U1zWoN/fEvzU/T9YsKtbzUrZSEOH3md5uOvp6/+e7ZZx2vzx94R2Ls2ARY/6D/hImzfn/g5IkzX0BbG9qPnhAPWGl7Y7u2N7arvXfwlCfbM5PjlZ2aqOxQ0is7JeEdl3NSE5WVmqDslODlzJSEs17oBwJWP3hmt4rcqXr/IgZnDtctF5fqT5sO6Bcv1ui/rqOK61zsPNihe16u0eNvNOpM/3IkxrnenpBKCr5+CnNS33F9WlK8Mo5ejjt6/dD31ISTb7LYtK9VH/3/27vz+CrLO///7+uc7BtkZUkgEAgBBEUSIIgLKrjBiEsR22rttNZpp+3U+pulner85lvtMu1MO+08WruM/U4XW8VR0QpuqGhdQMKmyBoCIQlLdsi+nHN9/zgnIYQEE3KS+07yej4eeeSc+77PuT/h4j7nfM7nWv57c+drzi/vztP8yWNV09imspomldY0qrSmSWW1Z25vLqo+58vOmAhv54ivjqJX12JYSlwECUyIbdxTrtrGNq2h5x3gCh+Xa7pNbmaiHv9Cfp9GUzS2tquirkXldS0qP92i8rpmlde1dG4rrWnUjqM1qmpo7fHxSbERwUJYsPiVEHn2/WAxrKeppPsz4qOl3XdOQaquuU2nm84UpDq3NfdcvGrznf8d25hAp4+EqHDFR4Wpvrm98z3eb6Wj1Y2qrG9RY6svMMq6H51RJCkq3KPYiDDFRHoVEx74HRsRKIrFBAthsRGBollP9zsLahFhig7e31VSq7cPVmr57HF9DwSSAjnk87uO6VBFvaanxTsSQ/npZr15oEKbDlTo7YOVOtXUJo+RLp2cqK8vm6GlOamaM3GMdpTUnvWZ7m+vnj7gvNfvt8Ec8uzCV6BY5lNzeyCnbG4/s6+l7exiWsfjdped0vHgNOh+K71/uEZvF1b1WkTzeowSYyKUFBse/H12ISz5rPvhSoqNUHS4NySfN3++qVCtPr++vix7wM81GnSM4vrkrzfrj1uO6nOXM4prIBpa2vWLNw/pZ28Uym8DBeuE6PDO6+njeIwUHxXeWZiKizxTmOosVnX5LjRQvArv/H40PjJwPyrc0+v11D2H/Nmnc5WbmahTTW06WtWo4uoGHa1uDNyuatTWIzV6btexs94Po8O9wcJXTOeIr8DvWKWPjVZE2PDoHDPcHKls0JbD1fqH63PIz4dYSApcxhivpJ9JWi6pVNJWY8zz1to9XQ67UVJ28GeRpEeDv10tNzNRj9/78clJZJhXE8dG96nXlt9vVdvUpqr6QA++qmAhrLI+MCqsIjg6rPhog6rqW8/p6d0hPjJMyXGBQteBk3XyB0dHZY+Ll6y6FLHa+zTapGsPgo4X344v/LoWq857O/iFX/cXy+4v0D8PvkB31+bzd35g6/hg1xS839T5YS64vfXMh72mtkBPqcC2LvtafaoKzo/d12Kaz2+1uaiKAlc/5Gd1zKFeOWT/bidPN+udwsAIrfcOVepY8AP9hDFRumbmOC2ZnqzLpqVo/Jiosx7Xl+u5L8K8HoV5PYoJccf+7tfKY/csUG5monx+q7rmNtU2Boas1za16VRjm2obW1XT2KZTTWdu1za16WhVg2oaA18w9KUwlhgTGCEWKH51uR0brrHRgcJYYnBbQnS4fvZGofadqNP9y7KHTc9hN8hIDIzienJrYBQXPX37p6y2Sc/vPKZ1O8q0/2SdjFHnF19G0pLpKbpmZlqX4tTZBane3qMGS2+fIZKCPWjnZow55zHWWp1ualdpbaDgVVrT1FkMK6tt0vajtTrVdHbvvcgwTw+FrzP3U+MiGZncT2sLSjRxTJSWsJ4K4Lg+5pquk5uZ2KfPmjERYcpMDlNmcux5j2vz+VVZHyx8nQ4WxLoVww6VV6qivqXHQlJcZJhSOwtfkZKVXvrohHx+K6/H6MY54xUTEaa6lrNHWJ3uR4/0rj3R46PClRIXoakpsZ3346PClBAdroQux3QUszqmDu/6ftX9c/Gjd52dQ3aMCmtoae8seDW2+tTY0nG7+31fYNtZ931nFc06HtNfG/eepJNkPy3OOrMO11AVuNp8fm0rrtGm/RV680CF9h4/LUlKi4/UdbPHaWlOmi6fnqIxMWevm9LX74X6w+Mxio4IzFYzUN2vld9+bqHmTx6rxlafqhtaVdPY2vm7qr7jfptqGlpV3diqwvL6zmN6++ooMswTKITFRCg5LuJMYayjUNZtpFhiTMQ5n7lf/uiEfvdusZbmpCorNW7Af/dosXhashZNTdKjbx7SpxYxiqu/fH6r9w5V6ZntpXpx9wk1dVnPzErKTI5RflbyOSOq4iLDA0WpLkWrUBV6z6e315sx0eGamzGmxxyypd2nspomFXcpfB2tblRxVYP+crDirOKdx0gTxkQrMzlQ+JqUFKPMpNhAESw5hnWjBmBtQYk8RvoEncCHnLH96fLU25MYs1jSv1prrw/e/6YkWWu/1+WYX0raZK39U/D+fklLrbXHz/fceXl5tqCgYMAxDmeNre1dRoZ1FMMCtyvrW/RBySkdrWnsPD4zKUYzJ8QHXowjvcECVHjwtze4/eziVHxUmCLDeu9BEApumxO6azGt4Ei17n9yp9p8fkWEefT4vfmuiHE4ufEnf1FSbLgevzd/UJ7/VGOb3iuqCk47WKlDFQ2SpLEx4VqclazLpqdoybRkTU2JHfY9JUJ5rXQUxmqCxbDaYCGstrEt+NOxre2sfR9XGOsQFc710l9ltU1a+sM3tGbBJD1yy1ynw3G9U41t2rD7uJ7dUab3D1dLkuZPHqtbLk3XpMRofenx7Z3J/Gj5v1jX3BYY9VV9pvB1ZiRYk6q79fKP8AYKYGcKX2ePBCutadL7h6td8/7stGO1TVryb6/rq1dP1wPX5TgdzohljNlmrc1zOg64X19yze5Gcw7Z0ZmyoqMA1qUY1lEIqwiODOtaCAvzGCXHRXQWojoLUlFnF6Q6tnW/HxcVNihTADqRQ/r9Vk1tZwpeDS1nCl+d99t82rjnpN46UCEryWukB67L0Zevnj4kMY4E1lot+f7rumTSWD16V+6gnae0pjE47WCF3j1UpfqWdoV5jPKmJGppTpqumpGqmePjySEV+L9/urmtS1HsTBGspqFVVQ2tZ92vbmjtXJusJ/GRYUoMjgbzGmnH0VpZBYplf/zC6PjcHiqbi6p0568268EVs3TvFVlOhzMsHDhZp2e2l2ndjjKdON2s+Kgwrbx4ouZMTNDD6/eMmhzSWqvyupZgwatRR6saAoWwYDGs+wjxsTHhyuwy7WHHSLDM5BiNi4/q7Ijitu94ndbu82vJv72uiyaO0W8+u8DpcEas3nLIUE1RmC6ppMv9Up07OqunY9IlnbfAhUCvvpikME1Kiulxf/feOj9aM8+VLy597cU4VMK9HoV7PYqPkm6cO0FpCVG8OA/AZdOS9YfNxWpu84WkR1FTq08FxdV6pzBQ1Npddkp+GxhqvXBqktYsmKTLpqVo9oSEETcyIZTXitdjglMXRkg6f8/grnx+q9NNZxe9apsCv1/Zc1LvHaqSJLW1+xnx2E/pY6N1R94k/en9o4qNDNN1s8fz79dNc5tPr+8r17odZdq0v0KtPr+yUmP1wPIZWjVv4lm93EPdm3Y4iI8K18zx4Zo5vud1CzrWviztmAax9sxIsI17y1VZ33LOY4ykSArWkqSnt5XKWukTuUxPCLhEX3JNBHk8pnOkcM743kfFbCuu0ad/vTmwhq6Lv+BzIof0eEznNMVSZK/HzZ6QoC2Hqzrz8I5ZLdA3xhjlT0vWG/vK5ffbkOV0zW0+bT1S3TlKq7C8XlLgM/jN8yZq6YxUXTY9RXGRI2tJ+lBcK56zcse+afP5VdsYKIqdNVqsayGssU37T5zunHmh3UcO2V/5WclanJWsX7xZpE8vygzJyL+RqLK+RX/edUzPbC/Th2Wn5PUYLZ2RqodWzta1s9I6v6uaOSFh1OSQxhiNS4jSuIQoLZhy7rpQdc1tOlrdqJJgAaxjFNiuklpt+PD4WTOCRYR5NCkxWmNjIrSzpFbWWgYJBL11sEInT7fo/9xMDumEUL2j9/RJpHvf/74cEzjQmPsk3SdJkydPHlhko8BgDJcfjdxWgBtuFmcl67G3D2vH0Votntb/5K7N59cHpbV6p7BK7xRWasfR2uDC3EaXTh6rr16TrSXTUzRv0ljmCx4CXo/p7G3XvTB2ccbYs4rqJPP9d+WMVD2+5ah++WaR/uedI/RgVKCouqWoSut2lunF3SdU19yu1PhI3ZWfqVsunai56WN67FnLa/e5YiPDlD0uPjBlcQ+a23ydo70e31ysV/aclJXUSsFafr/VU9tKddm0ZE1O7rljEYAh16c8khyyf/qzThh6Rh4+cJdNS9Ez2wNTT8+a0HPHnb44UtmgTfvL9eaBCr1XVKXmtsDMLIumJunOBZO0NCdN01KH/0wfbhTu9XROf3o+3Ttmk0P239eXz9Adv3xPX/rDNn312mxec4Ka23x6bW+5nt1Rqk37K9Tut5qTnqB/WTlbN8+bqJS4c/9vkkOeER8VrosmjtFFE8+d+rDN59ex2qbOKQ87pj3cXlzTWfii03PAk1tLlBIXoWtnpTkdyqgUqgJXqaSuJcoMSccu4BhJkrX2V5J+JQWmlwhRjCMaL85w2sKsJHlMYB2uvhS4/H6r/Sfr9E5hpd49VKX3D1ervqVdxgR6Q352yRQtnpashVOSgr0n4RYk8wNXWF4vo8C3cy3tfn3hd1t1w5wJys9KVv7UJKUlRH3cU4wI1lrtOX5az+08pud3HtOJ082KjfDq+jnjdeul6Vqclaww1ngLuahwr6alxmlaapziIsP01oEKNbf7ZSXlTz23V99osvlwlY5WN+qB5TOcDgXAGX3KI8kh+48ccuD4NxyYjrzx3UNV/SpwNba2671DVYGpBw9UqLgqsGTD1JRY3blgsq7KSVX+1GRGubgIOeTAeT1GHiNtOlChvxys1N9cNVV35E1WZnLMqCveWmu1rbhGT28v0wsfHFNdc7vGJUTq81dM1e3zMzSjl45+6J9wr0eZybHnrBO6rbhGn/r15uD6nGbUF6wr61v02t5y/fWSKaxR75BQfWu8VVK2MWaqpDJJd0r6VLdjnpf0FWPMEwpMKXHq49bfAjB8JESFa27GWL1XVNXrMUerGvVOcA2t9w5Vdc71OzUlVqvmTdSS6SlanJUcHDUENyOZH5j8rGRFhnvU2u6XxxhlJsfq+Z3H9MctRyUFrolFU5O0KCtJi6Yma+LYaIcjDq3SmkY9t/OY1u0o08HyeoV5jJbmpOpbK2Zp2axxfBkxhDp68P/yzUN6Zc9JnTh97vSFo8lTBaWKjwrTDXPGOx0KgDP6kmsCGIbSx0YrMzlG7x2q0ucvn9rrcdZaFZbXd047+P7harX6/IoO9+qyacm69/KpunJG6jlfwsJdyCEHZnOX71p81urnm4r0801FGp8QpUVZSYHOklnJmjKCC15Hqxr1zI5SPbujTMVVjYoO9+rGOeN16/x0XTYtZVDWgsS5cjMT9ccv5Ot7G/aqoLhGkaN8lqVnt5ep3W+1ZgHTEzolJAUua227MeYrkl6W5JX0G2vtR8aYLwb3/0LSBkk3SSqU1Cjpr0NxbgDusTgrWb9+65D+c+MBXZGdqklJ0XrvUFXnKK3SmiZJUlp8pK6ckarLpiVryfSUEfflPfBxeurB2O7za8/x09pSVK0th6u04cPjemJrYMmRSUnRWjQ1WYumBhKXjMToYZe01DS0av2Hx/XczjJtPVIjScrLTNTDt8zRirkTlERh2zG5mYl69K5crfjpX/S9F/eeNT/9aHK6uU0bPjyu1XkZo/LvB9yqt1zT4bAAhMjirGStD67z0vXL6brmNr1TWBkYpbW/QsdONUuSZoyL0z2XZWppTprypiQqMoz3bIwO+VnJigjzdE7z+IPbL9ap5nZtKarSO4VVem5nYHBzWnyk8rOSO4teWSnDe3rOU02Bz+jPbC/V1iM1MiawBvzfXZOtG+aMZ8Yfh+RmJuqxzy7Q0h++oYdf2KMn7ssf1v/PLpS1Vk8WlGj+5LGansbIQacYa909e0NeXp4tKChwOgwAffDY20V6+IW9ktQ5/ZokJUSFaXGwmHXZtBTmPwf6wOe32nfitDYXVWtLUZXeP1Kt2sY2SdLEMVFalJUcHOXl3l56zW0+bdx7Uut2HNObB8rV5rOanhanW+ZN1Kp56ZqUxBpHbvL2wUrd9dgW/dMNM/WlpdOcDmfI/WFzsR5ct1vPf2WJLs4Y63Q4I54xZpu1Ns/pODAykUMCw8dzO8v0tSd26u78TF2cMUbldS1680CFthfXqN1vFR8ZpiXTU7Q0J1VXzkilcyRGtW3FNT1O82itVVFlgzYXVXXmj+V1gZkZUuMjO/PGxVlJmpYa58rcsas2n19/OVihp7eX6dU9J9Xa7te01FjdnpuhW+al8zrgIr/fXKyH1u3WL+6arxvmTHA6nCG3rbhGtz/6rr5/21zduZA1YAdbbzkkZW4AIVPX3N5520q6MjtVf3/9DF00cQxDxYF+8npM52Kvn798qvx+qwPldZ0jvN46UKFnd5RJksYlRGrh1GTlB6c0dLKI7PNbvXeoSut2luml3SdU39KutPhIffayKVo1L10XTUxwfUI1Wl2enaJls9L0szcK9YncjI9dLHykeaqgRDPHx2tu+rkLLAMAgMERGxH4Wur3m4s7t100MUF/c1WWrpqRpksnj2VNEyCot2kejTGda+x+elGmrLU6XNmgLYerg0WvKr3wQWCVmJS4CC3qyB2zkpWd5o6Cl7VWHx07rWe2l+n5XWWqrG9VYky4PrVwsm6bn6656WNcESfO9skFk/SH94r1nQ17dfXMtFE3qvapghLFRHi18pKJTocyqlHgAhAyV2Sn6tFNh9TuCwyZ/9qybHrBAyHi8RjNHJ+gmeMTdM9lU2St1aGK+kAPvcOBXnp/3hWYliIlLvKsNbyy0+LkGcQic0cysm5HmZ7fdUzldS2KjwzTjXPG65ZL05WflUyRe5j455tm6bofv6Ufvbpf37vtYqfDGTL7TpzWrtJT+peVs0mcAQAYQvtP1nXeNpK+tHSa/vGGmc4FBIwAxhhlpcYpKzVOn1w4WdZaFVc1anNRVWfRa/2HgYJXcmyEFk49s4bXYOeO3Z041ax1O8v07PYy7T9ZpwivR9fOStNt8zN01YxURYzy9Z3cLszr0YMrZ+nux97Xb94+MqpmAmloadefdx3TirkTFMdUmY7iXx9AyHQsNNnTkHkAoWWM0fS0eE1Pi9dd+YFeekeqGrUlmLRs6ZK0JMaEa+HUQLFrUVaSZo1PCEnSUlLdqHU7yrRuZ5kOVTQo3Gu0NCdNt8xLH7XrOA13Walxuntxpn777hF9ZvEUzZqQ4HRIQ+KpglKFe41uuTTd6VAAABhV8rOSFRV+Zl2ha2eNczokYMQxxmhKSqympMTqzmDBq6S6KTC663CVthRV68XdJyQFcseOvDE/K1k54+JDXvBqbG3Xyx+d0DPby/R2YaWsleZPHqtHbpmjlRdP0NgY1mceTq7ITu2cCeT23HSlxUc5HdKQWP/hcTW0+nTHgklOhzLqsQYXAAAjkLVWpTVNeq+oqnNaw9KaJkmBdfG6FrxmT0hQWB+nfqluaNX6D45p3c5j2lZcI0laOCVJqy6dqBVzSUZGgtrGVl31w02ak56gP3x+0Ygf0dTa7lf+915TflaSfv7pXKfDGTVYgwuDiRwSGF56W1cIwNApqW48s4ZXl9xxbEy4Fk4JFLsG0lnS77faXFSlp7eX6cXdx9XY6lNGYrRuuzRdt87P0NSU2FD/SRhCRRX1uu7Hb+kTuRn6/u2jYyaQ1b94V1UNrXrtgatGfM7sFqzBBQDAKGKM0aSkGE1KitEdeYEeRWW1TYERXsGkZePecklSXGSY8qYkBpKWqUmakz5G4V5P55cNl04aq8qGVj23o0xvHqhQu99qxrg4/eMNObr5konKSIxx8k9FiI2NidD9y7L1f/68R6/tLdey2SO7J/Vre0+quqG18zoBAABDq7d1hQAMnY7ccXXwM3FpTaO2FFV3Tmv4yp6TkqQx0eFaMCVJ+cERXrMmJJx3OvrC8jo9s71M63aU6dipZsVHhunmSybq1kvTtWBK0pBOh4jBk5Uap3sum6LfvHNYdy/O1EUTR/a6xocq6rX1SI2+ceNMilsuQIELAIBRIn1stG6bn6Hb5mdICsx3vuXwmSkNN+2vkCTFRHiVnRanj46dVrv/zEjv8QlR+vzlU7VqXrpmTYjng9wIdld+pn6/uVjf3bBXV47wue/XFpRofEKUrshOdToUAAAAwBUyEmOUkRuj23MDuWPXzpKbD1dp495AwSs+KqxzhFd+VrKa2316c3+Fmtt82nqkWrtKT8nrMboyO0XfvGmWls8ex1T2I9TfXZOtZ7aX6tt/3qMn7ssf0d8XrC0okddjdNt8prh3AwpcAACMUuPHRGnVvHStmhf4UFZR16L3DwdGd2348HhncctIumNBhr5768Xn7Z2HkSPc69GDK2bpc/9ToN9vLtbnL5/qdEiD4sSpZr15oEJ/u3Q6/7cBAACAXnTvLHn8VFPnzCCbi6r12r7ycx4zJTlGD66YpZvnTRw16zKNZmNiwvXA8hl66LmP9PJHJ3XDnPFOhzQo2nx+Pb2tTFfnpPH/2iVGbndcAADQL6nxkVpx8QR9e9Uc/fLuPEWGeeQ1UmS4R3fkTaYAMMpcnZOmK7JT9JONB1TT0Op0OIPi6e2l8ltpdV6G06EAAAAAw8aEMdG65dJ0fe+2i/XG3y/Vln++VisvntC532Ok1XmTdO8VWRQBRpFPLpys7LQ4fXfDXrW0+5wOZ1Bs2l+hyvoWrVnAFPduQYELAACcIzczUX/8Qr4euC5Hj9+bz7oIo5AxRg+umK36lnb95LWDTocTctZarS0oUX5WkjKTWdQaAAAAuFDjEqL010umKio80EkyIsyj/Kxkp8PCEAvzevTQytk6Wt2o/3nniNPhDIont5YoJS5SS3OY4t4tmKIQAAD0iAW/kTM+XncunKzfby7WXfmZmp4W53RIIbPlcLWKqxr1tWuznQ4FAAAAGPZyMxP1+L352lxUpfysZHLJUerKGam6Zmaa/uv1Qt02P0Op8ZFOhxQy5XXNemN/ue69YqrCvYwbcgtaAgAAAL16YPkMxYR79d0Ne50OJaTWFpQoPjJMN86Z8PEHAwAAAPhYuZmJ+vLV0ylujXLfWjFLzW0+/ejVA06HElLPbC+Tz291Rx7TE7oJBS4AAAD0KiUuUl+5Zrpe31eutw5UOB1OSNQ1t2nDh8f1V/MmKjrC63Q4AAAAADBiTEuN02cWT9GTW49qz7HTTocTEtZard1aorzMRE1LHTkzm4wEFLgAAABwXp9dMkWTk2L0yPo9avf5nQ5nwP6867ia2/z0vAMAAACAQfC1a7OVEB2uh1/YI2ut0+EM2LbiGhVVNuiOBeSQbkOBCwAAAOcVGebVN2+cqQMn6/XE1hKnwxmwtQUlyhkXr0syxjgdCgAAAACMOGNiwvXA8hl6r6hKr+w56XQ4A/bk1hLFRni1Yi5T3LsNBS4AAAB8rBvmjNfCqUn68asHdLq5zelwLtiBk3XaWVKr1XkZMsY4HQ4AAAAAjEifWjhZ2Wlx+u6GvWpp9zkdzgWrb2nX+g+Pa+XFExUbGeZ0OOiGAhcAAAA+ljFGD62YrerGVv3s9UKnw7lga7eWKMxjdOul6U6HAgAAAAAjVpjXowdXzlZxVaN+++4Rp8O5YOs/OKbGVh/TE7oUBS4AAAD0ydyMMbp9fob+7ztHVFzV4HQ4/dba7tezO8q0bNY4JcdFOh0OAAAAAIxoV81I1dU5qfqv1wpVWd/idDgX5MmtJZqeFqf5k8c6HQp6QIELAAAAffYP1+cozGv0vQ37nA6l317fV66qhlatoecdAAAAAAyJb62YrcY2n3706gGnQ+m3wvI6bT9aqzuY4t61KHABAACgz8YlROmLV03TSx+d0OaiKqfD6Ze1BSUalxCpK7JTnA4FAAAAAEaF6Wlxujs/U0+8f1R7j592Opx+WVtQqjCP0W3zM5wOBb2gwAUAAIB++cIVWZowJkqPrN8jv986HU6fnDzdrE37y3X7/AyFefkIDAAAAABD5f5l2UqIDtcj6/fI2uGRQ7b5/Hpme6munZWmFKa4dy2yewAAAPRLdIRX37hxpnaXndbT20udDqdPnt5eKr+V7shjekIAAAAAGEpjYyL09WUz9E5hlTbuLXc6nD55bW+5KutbySFdjgIXAAAA+u3mSyZq3qSx+uHL+9XQ0u50OOdlrdVTBaVaODVJU1JinQ4HAAAAAEadTy2arOlpcfrO+j1qbfc7Hc7HWltQorT4SF01I9XpUHAeFLgAAADQb8YYPbRytsrrWvSLNw85Hc55bT1So8OVDfS8AwAAAACHhHs9enDFLB2patTv3jvidDjn1THF/SdymeLe7WgdAAAAXJDczET91SUT9au3ilRW2+R0OL1aW1CiuMgw3TR3vNOhAOiBMeZfjTFlxpidwZ+buuz7pjGm0Biz3xhzvZNxAgAAYGCW5qRpaU6qfvLaQVXVtzgdTq/+dxtT3A8XFLgAAABwwf7phhxJ0g9e2udwJD2ra27T+g+O668umaCYiDCnwwHQux9ba+cFfzZIkjFmtqQ7JV0k6QZJPzfGeJ0MEgAAAAPz4IpZamz16UevHnA6lB4FprgvYYr7YYICFwAAAC5YRmKMvnBFlp7beUw7jtY4Hc451n9wXE1tPq2m5x0wHK2S9IS1tsVae1hSoaSFDscEAACAAZieFq+78zP1p/ePat+J006Hc473D1frSFWj1pBDDgsUuAAAADAgX1o6Tanxkfr2C3tkrXU6nLOsLShRdlqcLp001ulQAJzfV4wxHxhjfmOMSQxuS5dU0uWY0uA2AAAADGNfuzZb8VHhetiFOeSTnVPcT3A6FPQBBS4AAAAMSGxkmP7huhztOFqr53cdczqcToXlddp+tFZ35E2SMcbpcIBRzRiz0Rizu4efVZIelTRN0jxJxyX9R8fDeniqHr8BMcbcZ4wpMMYUVFRUDMafAAAAgBBJjI3Q/cuy9U5hlV7bW+50OJ1ON7dpw4fH9VeXTFR0BDNjDwcUuAAAADBgt+dmaPaEBP3bi/vU3OZzOhxJ0tqCUoV5jG6dz4APwGnW2mXW2jk9/DxnrT1prfVZa/2Sfq0z0xCWSuo6N0yGpB6r6NbaX1lr86y1eampqYP7xwAAAGDA7srPVFZqrL6zYa9a2/1OhyNJemHXcTW3+bVmAdMTDhcUuAAAADBgXo/RQytn69ipZv33X4qcDkdtPr+e2V6qa2elKSUu0ulwAJyHMabr/C+3StodvP28pDuNMZHGmKmSsiW9P9TxAQAAIPTCvR49tGK2Dlc26HfvHXE6HEmB6QlzxsXrkowxToeCPqLABQAAgJBYPC1Z1180Tj/fdEjlp5sdjeX1feWqrG/VHSwMDAwHPzDGfGiM+UDS1ZK+LknW2o8krZW0R9JLkr5srXXHEFEAAAAM2NKcVF05I1U/ee2gqhtaHY1l/4k67Sqp1eq8DKa4H0YocAEAACBkvnnjLLX5/Pr3V/Y7GsdTBSVKi4/UVTOYqgxwO2vt3dbaudbai621N1trj3fZ9x1r7TRrbY619kUn4wQAAEBoGWP00IpZamz16cevHnA0lrUFJQr3Gt02P8PRONA/FLgAAAAQMlNSYvXZy6boqW2l2l12ypEYyk836439Fbo9N0NhXj7uAgAAAIBbZY+L112LJuvxLcXaf6LOkRha2/16dkeZls8ep6TYCEdiwIUh4wcAAEBIfeWabCXGROjhF/bIWjvk5396e5l8fqvVufS8AwAAAAC3u3/ZDMVFhumR9c7kkBv3nlR1Q6tWM8X9sEOBCwAAACE1JjpcX1+WrS2Hq/XyRyeH9NzWWj1VUKIFUxKVlRo3pOcGAAAAAPRfYmyE7l82Q385WKk39pcP+fnXFpRowpgoXZnNFPfDDQUuAAAAhNwnF05WdlqcvvfiXrW0+4bsvNuKa1RU2UDPOwAAAAAYRu5enKms1Fg98sJetbb7h+y8x0816a0DFfpEboa8HjNk50VoUOACAABAyIV5PXpw5WwVVzXqd+8WD9l51xaUKDbCqxVzJwzZOQEAAAAAAxPu9ejBFbNUVNmg328euhzyfwtK5bfS6lw6SQ5HAy5wGWOSjDGvGmMOBn8n9nLcEWPMh8aYncaYgoGeFwAAAO521YxULc1J1U9fO6iq+pZBP199S7te+OC4Vl48UbGRYYN+PgAAAABA6Fydk6YrslP0k40HVN3QOujn8/utntpWqsVZyZqcHDPo50PohWIE1zckvWatzZb0WvB+b6621s6z1uaF4LwAAABwuQdXzFJjm08/3nhg0M+14YPjamz16Y4FGYN+LgAAAABAaBlj9NDK2apvadd/DkEOuflwlY5WN2rNAkZvDVehKHCtkvTb4O3fSrolBM8JAACAEWB6Wrw+vWiy/rjlqA6crBvUc60tKNG01FjNn9zjhAIAAAAAAJebMS5en16UqceHIofcWqL4qDDdMGf8oJ4HgycUBa5x1trjkhT8ndbLcVbSK8aYbcaY+0JwXgAAAAwD9y+bodjIMD2yfu+gnaOwvF4FxTW6I2+SjGFhYAAAAAAYrr6+fIZiI7x6+IU9stYOyjlONbXpxd0ntGreREWFewflHBh8fSpwGWM2GmN29/Czqh/nWmKtnS/pRklfNsZceZ7z3WeMKTDGFFRUVPTjFAAAAHCbpNgIfe3abL11oEJv7C8flHM8ta1EXo/RrfPTB+X5AQAAAABDIyk2Ql9bNkN/OVipTfsHpz7w/K5jamn3a03e5EF5fgyNPhW4rLXLrLVzevh5TtJJY8wESQr+7vFbC2vtseDvcknPSlp4nvP9ylqbZ63NS01N7e/fBAAAAJf5zOIpmpoSq0de2KM2nz+kz93m8+vpbWW6Zmaa0uKjQvrcAAAAAIChd3d+prJSYvXw+tDnkFJgesKZ4+M1Jz0h5M+NoROKKQqfl3RP8PY9kp7rfoAxJtYYE99xW9J1knaH4NwAAAAYBiLCPPrmjTN1qKJBf9xyNKTPvWl/hSrrW3RHHgsDAwAAAMBIEBHm0bdWzFJRRYP+sLk4pM+959hpfVh2SmsWMMX9cBeKAtf3JS03xhyUtDx4X8aYicaYDcFjxkl62xizS9L7ktZba18KwbkBAAAwTCyfPU6Ls5L1440HdKqxLWTPu7agRClxkVqaw8h/AAAAABgprpmZpiuyU/SfGw+qpqE1ZM+7tqBEEV6PbpnHFPfD3YALXNbaKmvttdba7ODv6uD2Y9bam4K3i6y1lwR/LrLWfmeg5wUAAMDwYozRgytn6VRTm376+sGQPGd5XbNe31eu23PTFe4NRd8tAAAAAIAbGGP04IrZqmtu009eC00O2dLu07qdZVp+0TglxkaE5DnhHL4FAAAAwJC5aOIYrcmbpN++e0RFFfUDfr5nt5fJ57dancv0hAAAAAAw0uSMj9enFk3W7zcX6+DJugE/3ysfnVRtY5vWMMX9iECBCwAAAEPqgetmKDLMo+9u2Deg57HWam1BiXIzEzU9LS5E0QEAAAAA3OTry2YoJsKrR9bvHfBzrS0oUfrYaC2ZnhKCyOA0ClwAAAAYUmnxUfrbq6dr496Terew8oKfZ/vRWh2qaKDnHQAAAACMYMlxkfratdl680CF3thffsHPU1rTqLcLK3V7boa8HhPCCOEUClwAAAAYcp+/fKrSx0br2y/skc9vL+g51m4tUUyEVzddPCHE0QEAAAAA3OQzi6doSnKMHnlhj9p8/gt6jv/dVipJWp2bEcrQ4CAKXAAAABhyUeFefePGmdp3ok5PFZT0+/ENLe164YNjWjF3guIiwwYhQgAAAACAW0SEefStFbN1qKJBj28u7vfj/X6rpwpKtWRaiiYlxQxChHACBS4AAAA4YuXFE5Sbmah/f+WA6prb+vXYDR8eV0OrT2sWMD0hAAAAAIwGy2al6fLpKfrxxoOqbWzt12PfPVSlstomrc5j9NZIQoELAAAAjjDG6F9WzlZlfYt+vulQvx67tqBEWSmxys1MHKToAAAAAABuYozRgytnqa65Tf+58WC/HvtkQYnGRIfr+ovGD1J0cAIFLgAAADjmkkljdeul6Xrs7cMqqW7s02OKKuq19UiNVudNkjEsDAwAAAAAo8XM8Qn65MLJ+v3mYhWW1/XpMbWNrXr5oxO6Zd5ERYV7BzlCDCUKXAAAAHDUP96QI4+Rvv/Svj4d/9S2Unk9RrfPTx/kyACEijFmtTHmI2OM3xiT123fN40xhcaY/caY67tszzXGfBjc91NDRRsAAACSHlg+QzHhXn1n/d4+Hf/czmNqbfdrdR5T3I80FLgAAADgqAljonXfldO0/oPjKjhSfd5j231+Pb2tVFfnpCotIWqIIgQQArsl3Sbpra4bjTGzJd0p6SJJN0j6uTGmo1vto5Luk5Qd/LlhyKIFAACAayXHRervrs3WG/srtGl/+cce/+TWEl00MUFz0scMQXQYShS4AAAA4LgvXpWlcQmReviFPfL7ba/HvXmgQuV1LfS8A4YZa+1ea+3+HnatkvSEtbbFWntYUqGkhcaYCZISrLXvWWutpN9JumXoIgYAAICb3XPZFE1JjtEj6/eq3efv9bjdZae05/hprVlADjkSUeACAACA42IiwvSP18/UrtJTWrezrNfj1haUKCUuQtfMTBvC6AAMonRJJV3ulwa3pQdvd98OAAAAKCLMo3++aZYKy+v1+JajvR63tqBEEWEerbqEj5IjEQUuAAAAuMKtl6br4owx+sFL+9XY2n7O/oq6Fr22t1y3zc9QuJePsYDbGGM2GmN29/Cz6nwP62GbPc/23s59nzGmwBhTUFFR0d/QAQAAMAwtnz1Ol01L1o83HlBtY+s5+5vbfFq3o0w3XDReY2LCHYgQg41vBgAAAOAKHo/Rgytm68TpZv3qraJz9q/bUaZ2v9Xq3AwHogPwcay1y6y1c3r4ee48DyuV1HW+mAxJx4LbM3rY3tu5f2WtzbPW5qWmpg7kzwAAAMAwYYzRQytn63RTm37y2sFz9r/80Qmdbm5nesIRjAIXAAAAXGPh1CTdNHe8fvlmkU6cau7cbq3V2oISXTp5rLLHxTsYIYAQe17SncaYSGPMVEnZkt631h6XVGeMyTfGGEmfkXS+QhkAAABGoVkTErRmwWT9/r1iFZbXn7VvbUGJMhKjtTgr2aHoMNgocAEAAMBVvnnjLPn8Vj94eV/nth0ltTpYXq81efS8A4YjY8ytxphSSYslrTfGvCxJ1tqPJK2VtEfSS5K+bK31BR/2JUn/LalQ0iFJLw554AAAAHC9/++6GYoO9+q7G/Z2biupbtQ7hVVanTtJHk9Ps19jJKDABQAAAFeZlBSjz10+Vc9sL9OuklpJ0lMFJYoO92rFxROcDQ7ABbHWPmutzbDWRlprx1lrr++y7zvW2mnW2hxr7YtdthcEpzicZq39irW21zW4AAAAMHqlxEXqq9dO1+v7yvXmgcB6rE9tK5Ux0ifymOJ+JKPABQAAANf58tXTlBIXoYdf2KPG1nb9eddx3TR3guKjWBgYAAAAAHC2ey6boszkGD3ywh61tvv1vwUluiI7Veljo50ODYOIAhcAAABcJz4qXA8sz1FBcY3uf2Kn6ltYGBgAAAAA0LPIMK/++aZZOlher7/70w4dO9WsOxi9NeJR4AIAAIArrVkwSTPHx+uVPSc1NiZcXqZNBwAAAAD04rrZ47Q4K1kvfXRCUeEepcRFOB0SBhkFLgAAALiS12O0Ji8wautUY5s+/dgWbSuucTgqAAAAAIAbGWP0idzAqK2WNr8++3+3kkOOcBS4AAAA4FqNbT55jGQltbX7tbmoyumQAAAAAAAudeJ0MznkKEKBCwAAAK6Vn5WsiDCPvEYKD/MoPyvZ6ZAAAAAAAC5FDjm6hDkdAAAAANCb3MxEPX5vvjYXVSk/K1m5mYlOhwQAAAAAcClyyNGFAhcAAABcLTczkaQEAAAAANAn5JCjB1MUAgAAAAAAAAAAYFihwAUAAAAAAAAAAIBhhQIXAAAAAAAAAAAAhhUKXAAAAAAAAAAAABhWKHABAAAAAAAAAABgWKHABQAAAAAAAAAAgGGFAhcAAAAAAAAAAACGFWOtdTqG8zLGVEgqdjoOSSmSKp0OAuegXdyJdnEf2sSdaBd3ol3ciXZxn4G0Saa1NjWUwQAdyCHxMWgXd6Jd3Il2cR/axJ1oF3eiXdwn5Dmk6wtcbmGMKbDW5jkdB85Gu7gT7eI+tIk70S7uRLu4E+3iPrQJcH5cI+5Eu7gT7eJOtIv70CbuRLu4E+3iPoPRJkxRCAAAAAAAAAAAgGGFAhcAAAAAAAAAAACGFQpcffcrpwNAj2gXd6Jd3Ic2cSfaxZ1oF3eiXdyHNgHOj2vEnWgXd6Jd3Il2cR/axJ1oF3eiXdwn5G3CGlwAAAAAAAAAAAAYVhjBBQAAAAAAAAAAgGGFAlc3xpgbjDH7jTGFxphv9LDfGGN+Gtz/gTFmvhNxjibGmEnGmDeMMXuNMR8ZY77WwzFLjTGnjDE7gz//4kSso40x5ogx5sPgv3lBD/u5XoaQMSanyzWw0xhz2hhzf7djuFaGgDHmN8aYcmPM7i7bkowxrxpjDgZ/J/by2PO+D+HC9dIuPzTG7Au+Rj1rjBnby2PP+3qHC9dLu/yrMaasy2vVTb08lutlEPTSJk92aY8jxpidvTyWawWjDjmk+5BDuhc5pLuQQ7oHOaQ7kUO6Ezmk+ziZQzJFYRfGGK+kA5KWSyqVtFXSJ621e7occ5Okr0q6SdIiST+x1i5yINxRwxgzQdIEa+12Y0y8pG2SbunWLksl/b21dqUzUY5OxpgjkvKstZW97Od6cUjw9axM0iJrbXGX7UvFtTLojDFXSqqX9Dtr7Zzgth9IqrbWfj/4ISrRWvtP3R73se9DuHC9tMt1kl631rYbY/5Nkrq3S/C4IzrP6x0uXC/t8q+S6q21/36ex3G9DJKe2qTb/v+QdMpa++0e9h0R1wpGEXJIdyKHdC9ySPcih3QWOaQ7kUO6Ezmk+ziZQzKC62wLJRVaa4usta2SnpC0qtsxqxRoKGut3SxpbPDDMwaJtfa4tXZ78HadpL2S0p2NCn3E9eKcayUd6pqYYOhYa9+SVN1t8ypJvw3e/q2kW3p4aF/eh3CBemoXa+0r1tr24N3NkjKGPLBRrpfrpS+4XgbJ+drEGGMk3SHpT0MaFOBe5JAuRA45rHG9OIcc0kHkkO5EDulO5JDu42QOSYHrbOmSSrrcL9W5H4L7cgwGiTFmiqRLJW3pYfdiY8wuY8yLxpiLhjayUctKesUYs80Yc18P+7lenHOnen/j4Fpxxjhr7XEp8KWLpLQejuGacdbnJL3Yy76Pe71D6H0lOO3Hb3qZjoXrxRlXSDpprT3Yy36uFYw25JAuRw7pOuSQ7kUO6T7kkO5HDuku5JDuNKg5JAWus5ketnWfw7Evx2AQGGPiJD0t6X5r7eluu7dLyrTWXiLpvyStG+LwRqsl1tr5km6U9OXgcNSuuF4cYIyJkHSzpKd62M214m5cMw4xxnxLUrukx3s55ONe7xBaj0qaJmmepOOS/qOHY7henPFJnb/nHdcKRhtySBcjh3QlckgXIocc1rhmHEIO6TrkkO41qDkkBa6zlUqa1OV+hqRjF3AMQswYE65AYvK4tfaZ7vuttaettfXB2xskhRtjUoY4zFHHWnss+Ltc0rMKDPXtiuvFGTdK2m6tPdl9B9eKo052TK8S/F3ewzFcMw4wxtwjaaWkT1vb8+KkfXi9QwhZa09aa33WWr+kX6vnf2+ulyFmjAmTdJukJ3s7hmsFoxA5pEuRQ7oTOaRrkUO6EzmkS5FDug85pDsNRQ5JgetsWyVlG2OmBnuv3Cnp+W7HPC/pMyYgX4HF0Y4PdaCjSXCezsck7bXW/qiXY8YHj5MxZqEC/7erhi7K0ccYExtcsFnGmFhJ10na3e0wrhdn9NozgmvFUc9Luid4+x5Jz/VwTF/ehxBCxpgbJP2TpJuttY29HNOX1zuEULe1Nm5Vz//eXC9Db5mkfdba0p52cq1glCKHdCFySHcih3Q1ckh3Iod0IXJIdyKHdK1BzyHDBhziCGKtbTfGfEXSy5K8kn5jrf3IGPPF4P5fSNog6SZJhZIaJf21U/GOIksk3S3pQ2PMzuC2f5Y0Wepsl09I+pIxpl1Sk6Q7e+tBgZAZJ+nZ4OfcMEl/tNa+xPXiLGNMjKTlkv6my7aubcK1MgSMMX+StFRSijGmVNL/L+n7ktYaYz4v6aik1cFjJ0r6b2vtTb29DznxN4xEvbTLNyVFSno1+Hq22Vr7xa7tol5e7xz4E0akXtplqTFmngLTRRxR8DWN62Vo9NQm1trH1MPaHFwrGO3IIV2LHNKdyCFdiBzSHcgh3Ykc0p3IId3HyRzS8J4EAAAAAAAAAACA4YQpCgEAAAAAAAAAADCsUOACAAAAAAAAAADAsEKBCwAAAAAAAAAAAMMKBS4AAAAAAAAAAAAMKxS4AAAAAAAAAAAAMKxQ4AIAAAAAAAAAAMCwQoELAAAAAAAAAAAAwwoFLgAAAAAAAAAAAAwr/w/E0/VpoOIZvQAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 2160x720 with 3 Axes>"
+       "<Figure size 2160x720 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -254,10 +254,26 @@
     }
    ],
    "source": [
+    "def get_dist_2_diag(t_ref, path):\n",
+    "    diag_len = t_ref.shape[0] #lengths are the same, so we just use one\n",
+    "    diag_coord = np.arange(0,diag_len)\n",
+    "    diag_coords = np.vstack([diag_coord,diag_coord]).T #now represents diagonal\n",
+    "    dist_2_diag = []\n",
+    "    # _path = np.array(path)\n",
+    "    for el in path:\n",
+    "        # print(el)\n",
+    "        _sub_mat = diag_coords - el\n",
+    "        _sub_mat_sign = np.sign(_sub_mat[:,1]) # sign based on y-axis, tells us which direction in time we warped\n",
+    "        _eucl_dist = np.sqrt(((_sub_mat)**2).sum(axis=1))\n",
+    "        _min_idx = np.argmin(_eucl_dist)\n",
+    "        dist_2_diag.append(_eucl_dist[_min_idx]*_sub_mat_sign[_min_idx])\n",
+    "    return np.mean(dist_2_diag)\n",
+    "\n",
     "trial_idx = 0\n",
     "path_len = []\n",
     "path_dist = []\n",
     "path_diff_from_diag_xmy = [] #path difference from x=y, in reference to x (i.e., reported as x-y)\n",
+    "path_dist_2_diag = []\n",
     "## TODO: path difference from diagonal as EUCLIDEAN distance\n",
     "for trial_idx in np.arange(0,18):\n",
     "    t_ref = res['trial_data']['ref_interp'][trial_idx] #trial ref and force values, in same timespace\n",
@@ -268,6 +284,8 @@
     "    path_diff_from_diag_xmy.append(-1*np.diff(np.array(path),axis=1)) # this is the deviation from the diagonal, kind of\n",
     "    path_len.append(len(path))\n",
     "    path_dist.append(score)\n",
+    "    dist_2_diag = get_dist_2_diag(t_ref,path)\n",
+    "    path_dist_2_diag.append(dist_2_diag)\n",
     "    # print(linregress(path).slope)\n",
     "    plt.plot([j for (i, j) in path], [i for (i, j) in path], \"-\",\n",
     "                linewidth=1.,alpha=.25)\n",
@@ -276,12 +294,51 @@
     "path_len = np.array(path_len)\n",
     "path_dist = np.array(path_dist)\n",
     "plt.figure(figsize=(30,10))\n",
-    "plt.subplot(1,3,1)\n",
+    "plt.subplot(2,2,1)\n",
     "plt.plot(path_len,'.-')\n",
-    "plt.subplot(1,3,2)\n",
+    "plt.subplot(2,2,2)\n",
     "plt.plot(path_dist,'.-')\n",
-    "plt.subplot(1,3,3)\n",
-    "plt.plot(path_diff_from_diag_xmy_sum,'.-')"
+    "plt.subplot(2,2,3)\n",
+    "plt.plot(path_diff_from_diag_xmy_sum,'.-')\n",
+    "plt.subplot(2,2,4)\n",
+    "plt.plot(path_dist_2_diag,'.-')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[5.0,\n",
+       " 3.605551275463989,\n",
+       " 6.4031242374328485,\n",
+       " -2.23606797749979,\n",
+       " 252.43811122728675,\n",
+       " -9.219544457292887,\n",
+       " 9.899494936611665,\n",
+       " 5.0,\n",
+       " 2.8284271247461903,\n",
+       " 70.71067811865476,\n",
+       " -5.656854249492381,\n",
+       " -14.866068747318506,\n",
+       " 2.8284271247461903,\n",
+       " 5.0,\n",
+       " -1.4142135623730951,\n",
+       " -35.35533905932738,\n",
+       " 24.041630560342615,\n",
+       " 82.73451516749222]"
+      ]
+     },
+     "execution_count": 145,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "path_dist_2_diag"
    ]
   },
   {
@@ -341,29 +398,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 130,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LinregressResult(slope=0.9874923873898926, intercept=13.047031203992447, rvalue=0.998781679141275, pvalue=0.0, stderr=0.000712883012050409, intercept_stderr=1.1919009071941813)\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fbf7375ceb0>]"
+       "[<matplotlib.lines.Line2D at 0x7fbf5fc41370>]"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 137,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -375,7 +432,7 @@
     }
    ],
    "source": [
-    "np.interp(np.arange(0,t_ref.shape[0]*4),np.arange(0,t_ref.shape[0])"
+    "plt.plot(dist_2_diag)"
    ]
   },
   {

From 7507c03feccbeb91f5cc09294a117407ec8e7356 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 20 Sep 2022 15:05:19 -0400
Subject: [PATCH 34/49] added DTW to scoring code (tslearn), path length looks
 most promising, lag appears nonsensical

---
 spft/2022_09_DTW_known_data_test.ipynb | 235 +++++++++++++
 spft/2022_09_DTW_test.ipynb            | 440 ++++++++++++++-----------
 spft/__pycache__/spft.cpython-39.pyc   | Bin 7335 -> 8966 bytes
 spft/spft.py                           |  45 ++-
 4 files changed, 526 insertions(+), 194 deletions(-)
 create mode 100644 spft/2022_09_DTW_known_data_test.ipynb

diff --git a/spft/2022_09_DTW_known_data_test.ipynb b/spft/2022_09_DTW_known_data_test.ipynb
new file mode 100644
index 0000000..b803db7
--- /dev/null
+++ b/spft/2022_09_DTW_known_data_test.ipynb
@@ -0,0 +1,235 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Importing the dtw module. When using in academic works please cite:\n",
+      "  T. Giorgino. Computing and Visualizing Dynamic Time Warping Alignments in R: The dtw Package.\n",
+      "  J. Stat. Soft., doi:10.18637/jss.v031.i07.\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import dtw as r_dtw\n",
+    "import spft as spft\n",
+    "from os.path import join\n",
+    "# from fastdtw import fastdtw\n",
+    "from scipy.spatial.distance import euclidean\n",
+    "from scipy.stats import linregress\n",
+    "from scipy.stats import zscore\n",
+    "from tslearn.metrics import dtw, dtw_path, soft_dtw_alignment\n",
+    "%matplotlib inline\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_dist_2_diag(t_ref, path):\n",
+    "    \"\"\"\n",
+    "    Compute the euclidean distance between each point on the path and the diagonal\n",
+    "    Returns array of distances for each point in path (not normalized in any way)\n",
+    "    \"\"\"\n",
+    "    diag_len = t_ref.shape[0] #lengths are the same, so we just use one\n",
+    "    diag_coord = np.arange(0,diag_len)\n",
+    "    diag_coords = np.vstack([diag_coord,diag_coord]).T #now represents diagonal\n",
+    "    dist_2_diag = []\n",
+    "    # _path = np.array(path)\n",
+    "    for el in path:\n",
+    "        # print(el)\n",
+    "        _sub_mat = diag_coords - el\n",
+    "        _sub_mat_sign = np.sign(_sub_mat[:,1]) # sign based on y-axis, tells us which direction in time we warped\n",
+    "        _eucl_dist = np.sqrt(((_sub_mat)**2).sum(axis=1))\n",
+    "        _min_idx = np.argmin(_eucl_dist)\n",
+    "        dist_2_diag.append(_eucl_dist[_min_idx]*_sub_mat_sign[_min_idx])\n",
+    "    return np.array(dist_2_diag)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f1b7913dc10>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1600x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "start_time = 0\n",
+    "end_time = 1\n",
+    "sample_rate = 200\n",
+    "time = np.arange(start_time, end_time, 1/sample_rate)\n",
+    "theta = 5\n",
+    "frequency = 10\n",
+    "amplitude = 1\n",
+    "t_ref = amplitude * np.sin(2 * np.pi * frequency * time) #+ amplitude*np.cos(2 * np.pi * frequency * time)**2\n",
+    "t_for = amplitude * np.sin(2 * np.pi * frequency * time + theta)  #+ 3*amplitude*np.cos(2 * np.pi * frequency * time-theta)**2\n",
+    "plt.figure(figsize=(20, 6), dpi=80)\n",
+    "plt.plot(t_ref,'.',label='ref')\n",
+    "plt.plot(t_for,'.')\n",
+    "plt.legend()\n",
+    "# plt.xlim(0,50)\n",
+    "# plt.xlim(100,180), plt.ylim(-1.5,1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2.0\n",
+      "2.0\n",
+      "1.975\n",
+      "1.9268292682926829\n",
+      "\n",
+      "-1.4142135623730951\n",
+      "-1.3696177788427006\n"
+     ]
+    }
+   ],
+   "source": [
+    "path, score = dtw_path(t_ref,t_for)\n",
+    "    \n",
+    "tw = r_dtw.dtw(t_ref,t_for, keep_internals=True, step_pattern='symmetric2') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "dd = np.diff(path,axis=1)\n",
+    "d2diag = get_dist_2_diag(t_ref,path)\n",
+    "print(np.median(dd[dd!=0]))\n",
+    "print(np.median(dd))\n",
+    "print(np.mean(dd[dd!=0]))\n",
+    "print(np.mean(dd))\n",
+    "print(\"\")\n",
+    "print(np.median(d2diag))\n",
+    "print(np.mean(d2diag))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAAMbUlEQVR4nO3db6xk9V3H8fenLE3/oAGyF1wBvW1CqtikQjZIJWma0iYoTeFBSTABNw1mo7FK1aTZ9oHEZzwwTdUYzQZq1hTbEEpkQ1uVbEuMD0Qvf2rBbQUrUuzK3tYU6p9YsV8fzCHdXmZ3zr135s792vcr2cycmTN7vvlleHN25p7dVBWSpH5etewBJElbY8AlqSkDLklNGXBJasqAS1JTe3byYHv37q3V1dWdPKQktffII498vapWNj6+owFfXV1lbW1tJw8pSe0l+edpj/sRiiQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDW1o1diStL/B6uHPr3p1zxzx3Vzn8MzcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1NSogCf5tSRPJnkiySeSvCbJ+UkeTPLUcHveooeVJH3XzIAnuQj4VWB/Vb0ZOAu4CTgEHKuqS4Fjw7YkaYeM/QhlD/DaJHuA1wFfA64HjgzPHwFumPt0kqTTmhnwqvoX4LeBZ4ETwAtV9RfAhVV1YtjnBHDBtNcnOZhkLcna+vr6/CaXpO9zYz5COY/J2fYbgB8GXp/k5rEHqKrDVbW/qvavrKxsfVJJ0vcY8xHKO4F/qqr1qvof4D7gp4Hnk+wDGG5PLm5MSdJGYwL+LHBVktclCXANcBw4ChwY9jkA3L+YESVJ0+yZtUNVPZzkXuBR4CXgMeAwcA5wT5JbmUT+xkUOKkn6XjMDDlBVtwO3b3j4v5mcjUuSlsArMSWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWpqVMCTnJvk3iRfSnI8yVuTnJ/kwSRPDbfnLXpYSdJ3jT0D/x3gz6rqx4C3AMeBQ8CxqroUODZsS5J2yMyAJ/lB4G3AXQBV9e2q+iZwPXBk2O0IcMNiRpQkTTPmDPyNwDrwR0keS3JnktcDF1bVCYDh9oJpL05yMMlakrX19fW5DS5J3+/GBHwPcAXwB1V1OfAfbOLjkqo6XFX7q2r/ysrKFseUJG00JuDPAc9V1cPD9r1Mgv58kn0Aw+3JxYwoSZpmZsCr6l+BryZ50/DQNcDfA0eBA8NjB4D7FzKhJGmqPSP3+xXg7iSvBr4CvI9J/O9JcivwLHDjYkaUJE0zKuBV9Tiwf8pT18x1GknSaF6JKUlNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqanTAk5yV5LEkDwzb5yd5MMlTw+15ixtTkrTRZs7AbwOOn7J9CDhWVZcCx4ZtSdIOGRXwJBcD1wF3nvLw9cCR4f4R4Ia5TiZJOqOxZ+AfBT4IfOeUxy6sqhMAw+0F8x1NknQmMwOe5N3Ayap6ZCsHSHIwyVqStfX19a38FpKkKcacgV8NvCfJM8AngXck+TjwfJJ9AMPtyWkvrqrDVbW/qvavrKzMaWxJ0syAV9WHquriqloFbgI+V1U3A0eBA8NuB4D7FzalJOkVtvNz4HcA70ryFPCuYVuStEP2bGbnqnoIeGi4/w3gmvmPJEkawysxJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJampmwJNckuTzSY4neTLJbcPj5yd5MMlTw+15ix9XkvSyMWfgLwG/UVU/DlwF/HKSy4BDwLGquhQ4NmxLknbIzIBX1YmqenS4/y3gOHARcD1wZNjtCHDDgmaUJE2xqc/Ak6wClwMPAxdW1QmYRB644DSvOZhkLcna+vr6NseVJL1sdMCTnAN8CvhAVb049nVVdbiq9lfV/pWVla3MKEmaYlTAk5zNJN53V9V9w8PPJ9k3PL8POLmYESVJ04z5KZQAdwHHq+ojpzx1FDgw3D8A3D//8SRJp7NnxD5XA7cAX0zy+PDYh4E7gHuS3Ao8C9y4kAklSVPNDHhV/RWQ0zx9zXzHkSSN5ZWYktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlN7lj3AWKuHPr2p/Z+547oFTSJJu4Nn4JLUVJszcM3mn1Jmc41mc4368AxckpraVsCTXJvky0meTnJoXkNJkmbbcsCTnAX8PvAzwGXAzyW5bF6DSZLObDtn4FcCT1fVV6rq28AngevnM5YkaZZU1dZemLwXuLaqfmHYvgX4qap6/4b9DgIHh803AV/e4qx7ga9v8bWL5Fyb41yb41ybs1vngu3N9qNVtbLxwe38FEqmPPaK/xtU1WHg8DaOMzlYslZV+7f7+8ybc22Oc22Oc23Obp0LFjPbdj5CeQ645JTti4GvbW8cSdJY2wn43wKXJnlDklcDNwFH5zOWJGmWLX+EUlUvJXk/8OfAWcDHqurJuU32Stv+GGZBnGtznGtznGtzdutcsIDZtvwlpiRpubwSU5KaMuCS1NSuC/isy/Mz8bvD83+X5IpdMtfbk7yQ5PHh12/uwEwfS3IyyROneX5ZazVrrh1fq+G4lyT5fJLjSZ5MctuUfXZ8zUbOtYz312uS/E2SLwxz/daUfZaxXmPmWsp7bDj2WUkeS/LAlOfmu15VtWt+Mfky9B+BNwKvBr4AXLZhn58FPsvk59CvAh7eJXO9HXhgh9frbcAVwBOneX7H12rkXDu+VsNx9wFXDPd/APiHXfL+GjPXMt5fAc4Z7p8NPAxctQvWa8xcS3mPDcf+deBPph1/3uu1287Ax1yefz3wxzXx18C5Sfbtgrl2XFX9JfBvZ9hlGWs1Zq6lqKoTVfXocP9bwHHgog277fiajZxrxw1r8O/D5tnDr40/9bCM9Roz11IkuRi4DrjzNLvMdb12W8AvAr56yvZzvPKNPGafZcwF8Nbhj3WfTfITC55pjGWs1VhLXaskq8DlTM7eTrXUNTvDXLCENRs+DngcOAk8WFW7Yr1GzAXLeY99FPgg8J3TPD/X9dptAR9zef6oS/jnbMwxH2Xy9xW8Bfg94E8XPNMYy1irMZa6VknOAT4FfKCqXtz49JSX7MiazZhrKWtWVf9bVT/J5ErrK5O8ecMuS1mvEXPt+HoleTdwsqoeOdNuUx7b8nrttoCPuTx/GZfwzzxmVb348h/rquozwNlJ9i54rll25V93sMy1SnI2k0jeXVX3TdllKWs2a65lv7+q6pvAQ8C1G55a6nvsdHMtab2uBt6T5BkmH7O+I8nHN+wz1/XabQEfc3n+UeDnh29zrwJeqKoTy54ryQ8lyXD/SiZr+40FzzXLMtZqpmWt1XDMu4DjVfWR0+y242s2Zq5lrFmSlSTnDvdfC7wT+NKG3ZaxXjPnWsZ6VdWHquriqlpl0ojPVdXNG3ab63rtqn8Ts05zeX6SXxye/0PgM0y+yX0a+E/gfbtkrvcCv5TkJeC/gJtq+Np5UZJ8gsm37XuTPAfczuQLnaWt1ci5dnytBlcDtwBfHD4/Bfgw8COnzLaMNRsz1zLWbB9wJJN/vOVVwD1V9cCy/3scOdey3mOvsMj18lJ6SWpqt32EIkkayYBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJamp/wOry3DcthvIawAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hh=plt.hist(dd,bins=25)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Index', ylabel='Query value'>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tw.plot(type='twoway',offset=-2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.9.7 ('py3p9')",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "75641c749fe2214d01e0c089c670f913027a6a71e5706c1346eeb007043aa77e"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/spft/2022_09_DTW_test.ipynb b/spft/2022_09_DTW_test.ipynb
index df0db96..b4404fe 100644
--- a/spft/2022_09_DTW_test.ipynb
+++ b/spft/2022_09_DTW_test.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -20,11 +20,11 @@
     "import dtw as r_dtw\n",
     "import spft as spft\n",
     "from os.path import join\n",
-    "from fastdtw import fastdtw\n",
+    "# from fastdtw import fastdtw\n",
     "from scipy.spatial.distance import euclidean\n",
     "from scipy.stats import linregress\n",
     "from scipy.stats import zscore\n",
-    "from tslearn.metrics import dtw, dtw_path\n",
+    "from tslearn.metrics import dtw, dtw_path, soft_dtw_alignment\n",
     "%matplotlib inline\n",
     "import numpy as np\n",
     "import matplotlib.pyplot as plt"
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -144,37 +144,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "161.5957562775184\n"
+     "ename": "NameError",
+     "evalue": "name 't_ref' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_364793/466175899.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m##assymetric looks great, but we need to compute the dtw with with the reference as the query and the force as the reference\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mr_dtw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt_ref\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mt_for\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeep_internals\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstep_pattern\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'symmetric2'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m#we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdistance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mwarp_r\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwarp2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtw\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mindex_reference\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m#then we compute the warp for the \"reference\" (which is actually the for), so that we can apply the warp to the force to get it into the reference space\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 't_ref' is not defined"
      ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fbf64a09b20>]"
-      ]
-     },
-     "execution_count": 78,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -189,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -205,6 +187,8 @@
     "subs = ['Derek','Isa','Jhelum_L','Kimia','Mika']\n",
     "sub=subs[0]\n",
     "# for idx,sub in enumerate(subs):\n",
+    "import importlib\n",
+    "spft = importlib.reload(spft)\n",
     "print(sub)\n",
     "data = spft.load_yaml(join(in_dir,f'LAB_{sub}_Test_Right_Only_out-file.txt'))\n",
     "res = spft.score_spft_data(data)\n",
@@ -215,24 +199,88 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 146,
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'lag_xcorr_ms': array([ -92.60376172,  -49.97089267,  -84.52886419,   50.26680792,\n",
+       "           8.3296214 ,    0.        , -108.47332754, -108.5554637 ,\n",
+       "         -41.51613407,   50.19203196,   33.36878083,   91.44797846,\n",
+       "         -24.89858284,  -65.7710594 ,    0.        ,    0.        ,\n",
+       "         238.59012157,    0.        ]),\n",
+       " 'lag_lstsq_ms': array([-151.09731968, -103.40099349, -139.5798444 ,   82.27691829,\n",
+       "          57.57700935,   32.7270613 , -155.89492297, -153.05687553,\n",
+       "         -91.57411682,  207.25113765,   65.3754049 ,  136.43359821,\n",
+       "        -124.093822  , -106.49205879,  -50.93593447,  -17.82233822,\n",
+       "         260.32538615,    7.05976004]),\n",
+       " 'raw_rmse': array([0.17918784, 0.13783712, 0.15179477, 0.16898139, 0.21546598,\n",
+       "        0.17432261, 0.1850176 , 0.18146829, 0.12235119, 0.24488095,\n",
+       "        0.12916079, 0.1809388 , 0.27809474, 0.15915656, 0.12030075,\n",
+       "        0.19234151, 0.2229063 , 0.19182116]),\n",
+       " 'raw_sse': array([ 92.47185506,  54.71732412,  66.35995402,  82.23756495,\n",
+       "        133.70569099,  87.51851352,  98.58675406,  94.84053244,\n",
+       "         43.11306462, 172.70403782,  48.04562714,  94.28789049,\n",
+       "        222.72965535,  72.95273512,  41.68013892, 106.54633995,\n",
+       "        143.09919575, 105.97062901]),\n",
+       " 'rmse': array([0.16146888, 0.12981432, 0.13738833, 0.16570221, 0.21515206,\n",
+       "        0.17432261, 0.16591164, 0.16411174, 0.11480254, 0.24122601,\n",
+       "        0.12643989, 0.17296619, 0.27659877, 0.15088658, 0.12030075,\n",
+       "        0.19234151, 0.18620956, 0.19182116]),\n",
+       " 'sse': array([ 74.80113529,  48.43195524,  54.17283614,  78.91205331,\n",
+       "        133.27008138,  87.51851352,  78.91896821,  77.21594368,\n",
+       "         37.89141367, 167.23802481,  45.97874166,  85.8327452 ,\n",
+       "        220.1102889 ,  65.38613668,  41.68013892, 106.54633995,\n",
+       "         98.85557106, 105.97062901]),\n",
+       " 'dtw_path_len': array([4337, 4315, 4327, 4686, 4799, 4617, 4277, 4359, 4299, 4827, 4656,\n",
+       "        4755, 4361, 4393, 4236, 4839, 4809, 4887]),\n",
+       " 'dtw_distance': array([4.01729514, 1.88374494, 2.00120811, 4.29553709, 5.68634221,\n",
+       "        4.70011087, 4.79623818, 3.48106458, 1.73103042, 5.6823655 ,\n",
+       "        3.76493651, 4.68700417, 7.61223479, 2.36588184, 2.65403094,\n",
+       "        5.32703815, 4.69528265, 4.16156396]),\n",
+       " 'dtw_mean_lag_ms': array([ -106.58351924,   -31.94933126,   -78.10763986,   -42.52547635,\n",
+       "        -2851.34968793,   111.97644377,  -102.40010101,   -76.73038176,\n",
+       "          -16.88651129, -1478.27336047,    32.97818835,   220.68676191,\n",
+       "          -56.77021525,   -97.85185555,     3.52471866,  1321.48759788,\n",
+       "         -626.30056607, -2012.82529627]),\n",
+       " 'dtw_median_lag_ms': array([  -58.92966655,   -41.64241056,   -76.07597777,    25.13340396,\n",
+       "        -2973.67483849,   108.5984057 ,  -116.81742966,   -58.45294199,\n",
+       "          -33.21290726,  -836.53386593,    66.73756165,   174.58250434,\n",
+       "          -33.19811046,   -57.54967697,    16.53456061,   413.33483849,\n",
+       "         -279.72634943,  -962.51783258])}"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = res['all']['LRN']['lag_xcorr_ms']\n",
+    "y = res['all']['LRN']['dtw_median_lag']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fbf5f4dcfa0>]"
+       "<matplotlib.legend.Legend at 0x7f0417fbc280>"
       ]
      },
-     "execution_count": 146,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1080x720 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -242,7 +290,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 2160x720 with 4 Axes>"
       ]
@@ -255,6 +303,10 @@
    ],
    "source": [
     "def get_dist_2_diag(t_ref, path):\n",
+    "    \"\"\"\n",
+    "    Compute the euclidean distance between each point on the path and the diagonal\n",
+    "    Returns array of distances for each point in path (not normalized in any way)\n",
+    "    \"\"\"\n",
     "    diag_len = t_ref.shape[0] #lengths are the same, so we just use one\n",
     "    diag_coord = np.arange(0,diag_len)\n",
     "    diag_coords = np.vstack([diag_coord,diag_coord]).T #now represents diagonal\n",
@@ -267,11 +319,12 @@
     "        _eucl_dist = np.sqrt(((_sub_mat)**2).sum(axis=1))\n",
     "        _min_idx = np.argmin(_eucl_dist)\n",
     "        dist_2_diag.append(_eucl_dist[_min_idx]*_sub_mat_sign[_min_idx])\n",
-    "    return np.mean(dist_2_diag)\n",
+    "    return np.array(dist_2_diag)\n",
     "\n",
     "trial_idx = 0\n",
     "path_len = []\n",
     "path_dist = []\n",
+    "path_dist_dtw = []\n",
     "path_diff_from_diag_xmy = [] #path difference from x=y, in reference to x (i.e., reported as x-y)\n",
     "path_dist_2_diag = []\n",
     "## TODO: path difference from diagonal as EUCLIDEAN distance\n",
@@ -279,16 +332,22 @@
     "    t_ref = res['trial_data']['ref_interp'][trial_idx] #trial ref and force values, in same timespace\n",
     "    t_for = res['trial_data']['for_interp'][trial_idx]\n",
     "\n",
-    "    path, score = dtw_path(t_ref,t_for) #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "    path, score = dtw_path(t_ref,t_for)\n",
+    "    \n",
+    "    tw = r_dtw.dtw(t_ref,t_for, keep_internals=True, step_pattern='symmetric2') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "\n",
     "    # print(len(path), end=', ')\n",
     "    path_diff_from_diag_xmy.append(-1*np.diff(np.array(path),axis=1)) # this is the deviation from the diagonal, kind of\n",
     "    path_len.append(len(path))\n",
     "    path_dist.append(score)\n",
+    "    path_dist_dtw.append(tw.distance)\n",
     "    dist_2_diag = get_dist_2_diag(t_ref,path)\n",
-    "    path_dist_2_diag.append(dist_2_diag)\n",
+    "    # path_dist_2_diag.append(dist_2_diag)\n",
     "    # print(linregress(path).slope)\n",
+    "    if trial_idx == 0:\n",
+    "        plt.figure(figsize=(15,10))\n",
     "    plt.plot([j for (i, j) in path], [i for (i, j) in path], \"-\",\n",
-    "                linewidth=1.,alpha=.25)\n",
+    "                linewidth=1.,alpha=.5)\n",
     "\n",
     "path_diff_from_diag_xmy_sum = [np.sum(x) for x in path_diff_from_diag_xmy]\n",
     "path_len = np.array(path_len)\n",
@@ -297,75 +356,91 @@
     "plt.subplot(2,2,1)\n",
     "plt.plot(path_len,'.-')\n",
     "plt.subplot(2,2,2)\n",
-    "plt.plot(path_dist,'.-')\n",
+    "plt.plot(path_dist,'.-',label='tslearn dist')\n",
+    "# plt.plot(path_dist_dtw,'.-',label='dtw')\n",
+    "plt.legend()\n",
     "plt.subplot(2,2,3)\n",
     "plt.plot(path_diff_from_diag_xmy_sum,'.-')\n",
     "plt.subplot(2,2,4)\n",
-    "plt.plot(path_dist_2_diag,'.-')"
+    "plt.plot(path_dist_dtw,'.-',label='dtw dist')\n",
+    "plt.legend()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 145,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.49457374250400793\n"
+     ]
+    },
     {
      "data": {
+      "image/png": "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",
       "text/plain": [
-       "[5.0,\n",
-       " 3.605551275463989,\n",
-       " 6.4031242374328485,\n",
-       " -2.23606797749979,\n",
-       " 252.43811122728675,\n",
-       " -9.219544457292887,\n",
-       " 9.899494936611665,\n",
-       " 5.0,\n",
-       " 2.8284271247461903,\n",
-       " 70.71067811865476,\n",
-       " -5.656854249492381,\n",
-       " -14.866068747318506,\n",
-       " 2.8284271247461903,\n",
-       " 5.0,\n",
-       " -1.4142135623730951,\n",
-       " -35.35533905932738,\n",
-       " 24.041630560342615,\n",
-       " 82.73451516749222]"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "execution_count": 145,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "path_dist_2_diag"
+    "x = path_len #path_dist\n",
+    "y = path_dist\n",
+    "plt.plot(x,y,'.')\n",
+    "print(np.corrcoef(x,y)[0,1])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 94,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "(2127, 1456)\n"
+      "4.70 tslearn\n",
+      "175.38 dtw\n",
+      "13.404375135369287\n",
+      "-9.489402537585853\n",
+      "-0.9999973587906552\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fbf64579040>]"
+       "[<matplotlib.lines.Line2D at 0x7f041678b5e0>]"
       ]
      },
-     "execution_count": 88,
+     "execution_count": 94,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -374,10 +449,83 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "trial_idx =5\n",
+    "t_ref = res['trial_data']['ref_interp'][trial_idx] #trial ref and force values, in same timespace\n",
+    "t_for = res['trial_data']['for_interp'][trial_idx]\n",
+    "path, score = dtw_path(t_ref,t_for) #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "\n",
+    "alignment, soft_score = soft_dtw_alignment(t_ref,t_for,gamma=0)\n",
+    "\n",
+    "tw = r_dtw.dtw(t_ref,t_for, keep_internals=True, step_pattern='symmetric2') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
+    "\n",
+    "\n",
+    "print(\"{:.2f} tslearn\".format(score))\n",
+    "print(\"{:.2f} dtw\".format(tw.distance))\n",
+    "\n",
+    "\n",
+    "x = np.diff(np.array(path),axis=1)[:,0]\n",
+    "y = get_dist_2_diag(t_ref,path)\n",
+    "print(np.mean(x))\n",
+    "print(np.mean(y))\n",
+    "print(np.corrcoef(x,y)[0,1])\n",
+    "\n",
+    "plt.plot([j for (i, j) in path], [i for (i, j) in path], \"-\",\n",
+    "            linewidth=1.,alpha=.5)\n",
+    "# np.corrcoef(xy)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "22.091042179905152\n"
+     ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.imshow(alignment,origin='lower',vmin=0,vmax=.3)\n",
+    "plt.autoscale(False), plt.colorbar()\n",
+    "print(soft_score)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f041886c970>]"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD4CAYAAADsKpHdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAA08ElEQVR4nO3dd3zjZ53g8c8juXdLtscztmdsT+/NY3tKKiGZEEgFkizZzS5wAQ7YXcrdkeN2lwNCO3bhgIUlLC0QNuQIWUIK6SHJxJbHnt5nLNljT7Ul9y7ruT/0k0Yey92yLOn7fr30ivT7SfL354z11fN8n6K01gghhBCmcAcghBBifpCEIIQQApCEIIQQwiAJQQghBCAJQQghhCEu3AFMVk5Oji4uLg53GEIIEVHq6upatda5k3luxCSE4uJiamtrwx2GEEJEFKVU42SfK11GQgghAEkIQgghDJIQhBBCAJIQhBBCGCQhCCGEACQhCCGEMEhCEEIIAUhCiAp/OHCOt0+3hjsMIUSEi5iJaWI0rTX3PVqNzeEC4PiXd5OcYA5zVEKISCUthHnCZndy+lLXlF6zt6HNnwzA21IQQojpkoQwD3g8mnsfrebd33lzSq+rcTgBePyjFQC8cvzSrMcmhIgdkhDmgWMXOv33ewfdk35dld3Jqvx0di7L4faNi3jl+GX6h4ZDEaIQIgZIQpgH9py5UhB+/vDFSb1mwD1MbUMb25daAbhlbb7x+guzH6AQIiZIQpgH3ql3ssSaAsDegJrAeA6cbWfA7WF7qTchvGt1HgB7zjhDE6QQIurJKKMwG3R7qHG4+GBZIRc7+3n7TCtaa5RS476u2u5CKago8SaEpHgz792wkDdPt0zq9UIIcTVpIYTZgaZ2+oaG2bEsh13LcjjX3sfR850Tvq7K3sqahRlkpsT7j127IpeWrgGOX5jaaCUhhABJCGG350wrJgWVJVauW+Ht9nnzdMu4r+kfGmbf2XZ/d5HPdSu8myLd/5NqnN0DoQlYCBG1JCGEWVW9k3UFmWSmxLPYmsKq/PQJZx3vO9vGoNvjLyj7LMhIYnleGh19Q2z96iuhDFsIMcsON3fwuScPYrOHrw4Ykwmho2+Il45eRGs97ff43qunuffHVQwNe6b9Hr2DbvY3tbFjaY7/2K5lOdQ2tFHjcLH7u29y/MLo7qNquwuTgm0lllHnHv8vFf77jtaeacc212S4rIhlWms+8su9PLWvmU/+Zl/Y4ojJhPCdl0/x0K/qeHr/6Jm9k/lg0lrzLy+fwuZwcai5fdpx1DW2MTSsR3zT37U8h8FhD5/57QFOXOziDwfOj3qdze5k7aJMMpLiR53LS0/i9c9fD8DbZyJjfaOLHf2s+oc/8fdP7A93KEKExc/3NHC5y9vN29o9yJ9Pjd9tHCoxmRBqG71DOz/75EHu+MHbtPcOAt4x/Gv/6UXOXB6/KNvo7PXf//OpKx+6//Ppw3z7xZOTjsNmd2E2KbYuyfYfKy+xkGA2ca69z/scx8jmY//QMPub2qkI0jrwKbamsCgziT3zfMG7Abc3+fpmWP/ngfPSUhAx6dE37SgFf/5v1wPwg9dOhyWOmEsIvYNuTgSMwjnY3MGP37QD8Mt3Ghj2aF49fnnc9/B9SKckmPnRG2cAaOsZ5De2s/zg9TOT7kaqcbhYtyiDtMQro39TEuLITU8EID0xjv1n22nrGbwSb1M7g24PFVcVlAMppdixLIc/Hb3IoHv6XVqh1No9wIYvvcRHfrGX//WfR/zH951tC2NUQsy95rZeLnb281+uKWWJNZV3r1nA3oa2sHT5xlxC2NfYjtuj+f79m3nkrnWkJ8bxG9tZhj2aU8bicnvqxy/q2OwuctISeKByCUPDmnfOtI4YGRQsoTi7B7jnR+/wu7pmwPtN/0BTe9AP9vvLiwD44m2rAXjx6JXZyzUO7/yDbcXZo14XyNeCqB6nQNU94Oa+R6v4iZEQ51JVvZMBt4dXT3h/V+9alYfZpHhHJtaJCHOxo597f1wVtN43GVXG583dWwoA+NQNywD47d6m2QlwCmIuIdgcTswmxQ2r8vhQxRI+dl0pHX1D/K6uibbeISypCdQ4nON2XdgcLspLLHziuqUA/PenDvF3Txzwn/+/r45u7r16/DJ1jW1844UTAOw/287gsCdo188nb1jG/n94N/duKyI9KY7f77tS67A5XKxckE5WSsK413nbhoUkxJnG7Yt861QL1XYXjzx/nKf3N4/7ftMx7Bm7aH91V9j3/2IzGwsz2VM/v7u5hABvS/2R545RVe+k8uuvYnO4+Pkex7Teq8ruxJKawIq8dAA2FmWxKj991N/IXIi9hGAf2U3zwTLvt/H/8dRh7393r6R/yMO+xuBdF02uXs6191FRYiU7NYHyYgvNbd7+/l3LcrhpdR7HL3Ty2omRK4/6WhCt3QM4WnuwOZwoBWXFoxOCUors1ASUUuxalsP+pja6B9wMDXuoa2yjcpzuIp+UhDgqSixBi9I+P337yj/gz/z2IJ5xPsCnytUzyJavvMy/vHwq6Hmb3cV1K3K5cVUe95cvJiUhjp3LcjjU3EFX/9CsxSFEKPzDH47wk7cc3P+Tav8xe8vUu3i01lTXO6kstWAyXVld4KbVC8LytxBTCcHXTVMe8K08LyOJlQu8mXlZXhq3bViEScHjNWeDvkeNsdaQ7z3+6fY1/nP//mAZ33r/RgB++Hq9/7jWmmq7k9ULMwD4yVt2ahwuVudnkJk8eqRQoL/ZWcLQsOaJmrMcPtdB39DwiPjHU1lqpbV7IGhTtn9omMPnOrhnSyG7lnmHvU5mhvRkvXHyMh19Q3wvSGvJ2T3A6cvdlJdY+Nlfb+Prd68HYPtSK8Mejc0+ufWchAiH7gE3R893kmfU+rYuyeZj15VysLmdvsGpDYo46+rlfEf/qEmmO4y/hb0Nc/u3ELaEoJTarZQ6qZQ6o5T6wlz8zINNvm6akb/8928tBGCxJYW0xDjKllh47tAF1v/Ti/zbn+tHzFeocbjITI73J5G1izL53ce38+ynd5EUb8aSmsDutfkcOtfh73ayt/bQ2j3Ig9uXsLEwk2cPnmff2TYqSif+YN9WnE1WSjxffe44Lx/ztjommxDu3Oztkww20e35wxcYcHt438aFfPe+TQD88dDYrYlAR893TFg4rwlYpK/J1Tvi3N4Gb+ur8qrr37I4m8Q4E386epELHX2TikWIuVbX2MawR/PPH9zI3i/exM//ZhuVJVaGhjX7pzgowlc/uHqS6ZYl2SSYTf7zcyUsCUEpZQb+FbgVWAPcr5RaM/6rpueVY5f4xK/rGHAP+z+kyq4qyO5el09GUhx/uX0JAB+5pgSArgE333jhBF965qj/f0xNg4ttxdkjmndlxRbWFWT6H99bXsSg2+MvBvu+8W4rsXD7pgI6+930D3koD9JddDWllL9b60dv1FOam0pOWuKkrr0gK5mlualBl8LwJYkdS3PISUukNCeVN06OLoYfaGpn5zde402jFmGzO7nte2/zH2O0oHxqHC6KjRVc37oqIdU4XCTGmVhfkDXieFK8mW3FFn5X18z2r782q11YQsyWGqMOuWVxNrnpiWQkxVNWnI1JQfUkVyv2qbI7yU1PZGlu2ojjSfFmtizJ4p1YSAhAOXBGa23XWg8CTwB3hOIHffSxWl44cpE/HbnIs4cuUJqTOqogW2RJ4eA/3cwNK71rCd2yNp83Pn89n333CgB+WdXI/T+p5tSlLhytPaNaGFfzNf98o41eOHKBtMQ4SnNSuWXtAv/zAucfjOdTNy7z3y/ISp7Ua3xuXpvPW6dbab1qbaPf7z/nLzwD7Fhm5dSl7lHDVL/23HHOtffxWFUDAC8e9bZSgk3q82ntHsDe2sNfVCwmOyWeJ/aeHdHKeubgOTYUZvp/dqDA30lgjUOI+eKPBy+wKj+d1IDh4ulJ8axdlDmlZSe01t6idKk16OrEO5bmcPR8J3f+6545Gz4eroRQAASOqWo2jo2glHpIKVWrlKptaZnezL0bVnoXfPu7Jw5w8lIX9jHG9l79P6Q4J5W/fddyvnPvRv+xm40tLlMSx9/IPinee/6Zg+fRWvPW6Va6B9wopSjMTuGvdxTzQOVi8jKSJnUNGUnxHPzHm7lmeQ6fvnH5pF7jU5KTCsDXnj/uP+arKZy51O0/Zk31tjp+aMyrAO/WnjVGH+Yrxy/jHvbwM2Mkxf6z7WOOk/7uK95CcnK8mbbeIQ41d/DxX9fxXx+v4+svHKe1e5D9Z9uDvvbBHcX+pPBIQMxCzAc9A27OunqD1tsqSizsb2qf9OTK+pYeLncNjKof+Ny+cRHXLM8hMcgXp1AJV0IItlj/qP4BrfWjWusyrXVZbm7utH7Qz/+mfMTjTwd8256MuzYXcuqrt444dvfmwglfd/vGRQC8cMTbbXTHpkX+c1+6fS1fvXP9lOLITInnVx+pmHT94Oo4XAGT23wfxv/rvav9xz68y9tN9t1XTvtnSZ+8NHLG9rOHRu7GNtZSE1393m1A37+1iG/e473OF49e4vnDF/nxn71zHr5z76agr7WkJvDUJ3aQkeT99nV1y0aIcKozRh8+fOuqUecqSq0Muj28etw7oGIiVUZrYsfS4AmhOCeVX32kgt9+bHvQ1nQohCshNANFAY8LgclVNKfhH957pTzx4Z0lU359QpyJk1/dDXiHliYnjN9CgCuTyr79kncpi79919S+2c+WpHgzH6pYTI3D5f/mYnM4yUlL9I8uAshMjmexxdvn/8hzx7zPM/7Bvv7561EK/o+xLMdPHyxj99p8DjZ3cL59dPH3cHMHN67KIznBzL3bFvO/b1874vz37t/M+zYuGvW6QL/6iHeRvolWfhViLvnmMT1QuWTUOV9N8JO/2ccnfl034XtV1ztZmJnk3y1xPghXQtgLLFdKlSilEoD7gGdC9cNuXnOl3z47dfwJXWNJjDPz5/92Pd+/f/Oknr8gI4n1BZnYW3r8RdtwuXltPr2Dw+wxdmOz2V1UlFpGdZP98ENbAO++zlu+8jIvH79EQVYyJTmp3LWpwN9yKCu28NmbvfWVJ2tHzqa83NmPvbVnxIS7u4wZmLdtWEjDN27zt1rGs64gk+yUeH8xW4j5wGZ3sb4gc0T9wCdws6p36p3j9vv7hqJvH6N+EC5hSQhaazfwKeBF4DjwpNb6aKh+XpElhb+sXOLvvpiuJdbUKSWUdxuJKNiH71zaXmolPTGOl45e4qzLu25KZZCup3UFmXzlznWAt4tpzxmnf2isb2gueFsTy/PSyArygW0zRlkELsmRkRTPS5+5lq/dNfnfv9mkuGZ5Lm+ebpXRRmJe6Bsc5mBz+7jDxQNbw+OthHzqUjfOnkEqx+guCpewzUPQWj+vtV6htV6qtX4k1D/vK3eu495ti0P9Y0a4ZW0+ADsD9jsIh4Q4E9evyuOV45f8w2fHWhzvjk2LuHbFlXpNpTGiaseyHD52XSn//AFvkV0pxV2bC9h3tn3E7mw2h5PUBDPrFmWMeN8VC9InnIR3tWtX5NLaPcCxaa4RI8Rs2nfWu1x95TijDB/cUcy+f3g3cOXLUTBVxhItYxWUwyWmZirPtZX56Tz76V18sGziInSo3bxmAc6eQR55/jiW1ASW56UFfV5GUjyPfbicByq9yTNwmYyHb13NPQEtBV/CC5znYLO72FpsIc48839a1y7PGfX+QoSLze7EpEbPY7qaJTWBFQvSxl1YssrupDA7mSLL/KkfgCSEkFtXkDkrH44zdeMq7xyLrn435cUTd2E9fOtqnvrEdhaPU/AqL7aQk5bA6ye8H9i+JSnG26thKvIykia1pagQc6Ha4WLtokzSg2xMdbWKEquxAdboOoLHo7E5XPOudQCSEGJGamKcvytoy5KsST1/65LxP9hNJsW1y3N55qB3YxvfTPCrl6SYicpSq38PaSHCxb9c/SS/7FSUWugdHObIuY5R545f7KS9d2jUchXzgSSEGPJ371rO2kUZvGf9wll7zx3G0NXahjZsDhdJ8aOXpJiJylIL/UOeGW1VKsRMHZjExlSBfPOFgtURxlq/aD6QhBBDti7J5rm/vYbC7Nnrt3zP+nzizYona5uotjvZuiR7VifRlBsFvPEKdEKEms3u3ZhqMuuPgXdv89Lc1KBLWVTbnRRbU1iYObVlaOaCJAQxIykJcazKz+DlY5c4cbFrwnWepmoyBTohQs3mcHqXq0+Z/Ei5ihIrtQ1tIzaKGvbVD+Zh6wAkIYhZ8Jfbl9BnzIKerYJyoPEKdEKE2qDbM+nl6gNVllroGnBzLGDdo6PnO+jqd09qk6twkIQgZsw3ggm82//NtvEKdEKE2qHmdvqHRu+jMpEKf3fnldatv34gCUFEq5y0RO4vX8x924r8K73OJl+BrkbqCCIMbFftkjhZ+cY6RdUBOwBW2Z0szU2d9ErHc00SgpgVX797Pd+4Z0NI3ttfoJOEIMKg2u5k5YJ0LNNYB62ixMLeBhcej6Z30M0bJ1vmbf0AJCGICFFRYmWvwzWiQCdEqA0Ne6hrnHr9wKeixEpH3xDHL3b6J1jO1/oBSEIQEcJXoDsu6xqJOXT4XAe9g8PTHj23Y5n3dVX1Th63nSU53uxf9HI+koQgIoLvD1KGn4q55NsPfar1A5+FmcmU5qTy271N/PlUCxWlFhLjZr/ONlskIYiI4CvQSR1BzCWbw1sEzk1PnPZ7bF9q5fRl73a1U92xca5JQhARI7BAJ0SouYc91Da0zbjPf0fA8vcTrQ8WbpIQRMSoKLHS3js0aq9nIULh2IVOugfck16/aCw7l1nJSUv0bz41n43eB06Ieco30sNmd7J6YcYEzxZiZnz1g2C7C05FVkoCe7/4rnm1VeZYpIUgIkZhdgoFWclSRxBzwuZwUpIzO5PIIiEZgCQEEWEqSi3UOFxoLXUEETrDHk2NwxWStbnmM0kIIqJUllhx9gxyxhi1IUQoHL/QSWe/e9oT0iKVJAQRUXx/oNXSbSRCyNctOdvLuc93khBERFlsSSE/IynoxiNCzBab3UmRJZlFWfNvE5tQkoQgIopSiopSCzapI4gQ8Xg0NQ2umGsdgCQEEYEqSqy0dA3gaO0JdygiCp263EV771DMFZRBEoKIQP75CFJHECHgn38wj1clDRVJCCLilOakkpOWKHUEERI2h5OCrGSKLCnhDmXOSUIQEUfqCCJUtI7N+Qc+khBERKossXCho58mV1+4QxFRpL6lm9buwZibf+AjCUFEJN+CY9UO6TYSs6fKHpvzD3wkIYiItDwvDUtqgr8AKMRssNmdLMhIZIk19uoHIAlBRCilFOXFFmzSQhCzRGuNzeGdfxApi9HNNkkIImJVlFpobuvjXLvUEcTMOVp7aOkaiNn6AUhCEBHM188rw0/FbIjV9YsCSUIQEWtVfjqZyfFSRxCzwmZ3kpOWyNLc1HCHEjYhSwhKqS8ppc4ppQ4Yt/cEnHtYKXVGKXVSKXVLqGIQ0c1kUmyTOoKYBf76QaklZusHEPoWwne01puM2/MASqk1wH3AWmA38EOllDnEcYgoVVlqocHZy6XO/nCHIiJYk6uPCx39M94uM9KFo8voDuAJrfWA1toBnAHKwxCHiAK+/t5qqSOIGfDNZ6mIwfWLAoU6IXxKKXVIKfUzpVS2cawAaAp4TrNxbBSl1ENKqVqlVG1LS0uIQxWRaM2iDNIT42ShOzEjNrsLS2oCy/PSwh1KWM0oISilXlFKHQlyuwP4EbAU2ARcAP7Z97IgbxV0QRqt9aNa6zKtdVlubu5MQhVRymxSlBVny0gjMSPVdiflxbFdPwCIm8mLtdY3TeZ5SqmfAM8aD5uBooDThcD5mcQhYltFqZXXT7bQ0jVAbnpiuMMREaa5rZdz7X189JqScIcSdqEcZbQw4OFdwBHj/jPAfUqpRKVUCbAcqAlVHCL6+VamrJFuIzENthhfvyjQjFoIE/iWUmoT3u6gBuBjAFrro0qpJ4FjgBv4pNZ6OIRxiCi3riCTlAQzNoeT2zYsnPgFQgSwOZxkJsezKj893KGEXcgSgtb6L8c59wjwSKh+togt8WYTW5dkywQ1MS02h4ttxRZMptiuH4DMVBZRorLUyslLXbh6BsMdioggFzv6aXT2UhnD6xcFkoQgooLUEcR0+Ga5x+L+ycFIQhBRYUNhFknxJlnGQkxJtd1FelIcqxdmhDuUeUESgogKCXEmtiyWOoKYGpvDybZiC2apHwCSEEQUqSixcvxiJx29Q+EORUSAy1392Ft6/N2NQhKCiCIVpRa0hr0N0koQE/PPP5D6gZ8kBBE1NhVlkRAndQQxOTaHk9QEM+sWSf3ARxKCiBpJ8WY2FWXJQndiUmx2F1uLLcSZ5WPQR34TIqpUllg4cq6Drn6pI4ixObsHOH25W+oHV5GEIKJKRakVj4baxrZwhyLmMd98FZmQNpIkBBFVtizOJt6sZPipGJfN4SIp3sT6gqxwhzKvSEIQUSU5wcyGwiwpLItxVdudlC2xkBAnH4GB5Lchok5FiYXDzR30DrrDHYqYh9p7Bzl5qUvqB0FIQhBRp6LUitujqZM6ggiixuFCa5l/EIwkBBF1ti7JxmySOoIIzuZwkRhnYmNRZrhDmXckIYiok5YYx7qCTKpln2URRLXdyebFWSTGmcMdyrwjCUFEpcoSCweb2+kblM34xBUdfUMcu9Ap22WOQRKCiEoVpRaGhjX7z0odQVxR2+CrH0hBORhJCCIqlRVbMCmolmUsRACbw0WC2btUuhhNEoKIShlJ8axZlIFN6ggigM3uZGNRJknxUj8IRhKCiFoVJVb2N7XTPyR1BAHdA26OnO+U7TLHIQlBRK2KEguDbg8Hm9rDHYqYB2obXAx7tBSUxyEJQUSt8hILSiHLYQvA++8gzqTYsiQr3KHMW5IQRNTKSklg5YJ0WddIAN76wYbCTFIS4sIdyrwlCUFEtcpSK3WNbQy6PeEORYRR76CbQ80dslzFBCQhiKhWUWKhf8jD4XPt4Q5FhFFdYxtuj5YF7SYgCUFEtXLjA6Ba1jWKaTa7C7NJUVYsCWE8khBEVLOmJbI8L00KyzHO5nCyblEGaYlSPxiPJAQR9SpKLdQ1uHAPSx0hFvUPDXOwSeoHkyEJQUS9ihIrPYPDHDnfGe5QRBjsO9vG4LBH6geTIAlBRD3fQmayjEVsstldmBRSP5gESQgi6uWlJ1Gakyp1hBhlczhZsyiDzOT4cIcy70lCEDGhotTCXod36QIROwbcw+w/2y7LVUySJAQREypKrHQNuDl+QeoIseRgUwcDbqkfTNaMEoJS6gNKqaNKKY9Squyqcw8rpc4opU4qpW4JOL5VKXXYOPc9pZSaSQxCTIavjiDbasaWarsTpa7MRxHjm2kL4QhwN/Bm4EGl1BrgPmAtsBv4oVLKtwD5j4CHgOXGbfcMYxBiQgszk1lsSZE6QoyxOZysXJBOVkpCuEOJCDNKCFrr41rrk0FO3QE8obUe0Fo7gDNAuVJqIZChta7SWmvgMeDOmcQgxGRVlFjY2+DCI3WEmDDo9lDX2Cb7H0xBqGoIBUBTwONm41iBcf/q40EppR5SStUqpWpbWlpCEqiIHRWlVtp7h6hpkFZCLDh8rp3+IakfTMWECUEp9YpS6kiQ2x3jvSzIMT3O8aC01o9qrcu01mW5ubkThSrEuK5dkQPAO/VSR4gFvvWrpH4weRMu7KG1vmka79sMFAU8LgTOG8cLgxwXIuTy0pPYVJTFaycu8dl3rwh3OCLEbA4Xy/PSsKYlhjuUiBGqLqNngPuUUolKqRK8xeMarfUFoEspVWmMLvor4A8hikGIUbYvtXLkXCeXOvvHfd6zh87zwzfOzFFUYra5hz3UNbikfjBFMx12epdSqhnYDjynlHoRQGt9FHgSOAb8Cfik1tq30/kngH/HW2iuB16YSQxCTMVNq/MA+MOBc7x09OKo88MeTf/QMJ/6zX6+9aeTOLsH5jpEMQuOnO+kZ3DYP9xYTM6M1oLVWj8NPD3GuUeAR4IcrwXWzeTnCjFdm4uyyUlL4GvPnwDg8Y9WsHNZjv/8Q4/V8uqJy/7H1XYXt21YOOdxipnxrVsl9YOpkZnKIqaYTIpNRVn+xz/f0+C/39k/NCIZAOypb52jyMRssjlclOamkpeeFO5QIookBBFz7tlyZVzDK8cvMeD29mbuvWrS2o2r8njrtAx3jjTDHs1eh0vWL5oGSQgi5tyyNp9/e2Ar37xnPQBP7zsHQFW9k4Q4E1+9cx3/975NbC+10uTq4/SlrnCGK6bo2PlOugbcVEr9YMokIYiYYzIpdq/L567NhZgU/NrWCECV3cmWxVk8ULmEOzYVcMMqbwH6zdPSbRRJbA5v/UBaCFMnCUHErIQ4E+/fWsiRc500tPZw7EIn20uvFJiX5aWxxJpCldQRIkq13cUSawr5mVI/mCpJCCKmvX+rd/7kl/54FK298xQC7Viag80u+zFHCo9Hs7fBJctVTJMkBBHTthVnk5kczxsnW0iKN7GxKHPE+Z3LvPsovCXdRhHhxMUuOvqGpLtomiQhiJimlOKGld51soqyU0iMM484f80y77kq2UchIvjrB1JQnhZJCCLmffSaUgBu37ho1LnMlHgqSy28LS2EiGCzuyjMTqYwOyXcoUQkSQgi5q0ryOSNz1/Px69fGvT8zqU5HLvQSUuXLGMxn2mtqWmQ+QczIQlBCKA4J5V4c/A/h13LvSOPnjskC/POZ6cvd+PqGZTuohmQhCDEBDYVZZGeFDdqWQsxv/j2y66UFsK0SUIQYgJKKd67YSFvnW6lrrEt3OGIMdjsLhZmJlFkSQ53KBFLEoIQk/DXO0oAeNyY1SzmF601NoeTihIL3q1WxHRIQhBiElbmp3PDylyePXRBJqnNQ/UtPbR2D1IhG+LMiCQEISZp97p8Bt0eXjkutYT55sr6RVJQnglJCEJM0u0bCwD48Zv1YY5EXM1md5GXnkhJTmq4Q4lokhCEmKTkBDO3rF3A/rPtbP7yS/QOusMdkiCgflBqlfrBDElCEGIK/vF9awFo6x3iK88eD3M0AqDR2culzgHpLpoFkhCEmIKCrGRe+9x1APxHzVlpJcwDvvqBbIgzc5IQhJii0tw0vnXPBgBeOnqJ7gE3WuswRxW7bHYXOWkJLM1NC3coEU8SghDTcM/WQtIS4/h1dSPrv/QiP9/TEO6QYpLWmmq7k3KZfzArJCEIMQ1mk+K6FbnUNrahNfzinYZwhxSTmtv6ON/RLwvazRJJCEJM0zXLr2y3ebmrnwH3cBijiU2+9YtkQbvZIQlBiGl6z4aF/vv9Qx7ZMyEMbA4XWSnxrMhLD3coUUESghDTlJEUzxMPVfpHHb0mq6HOOZvDSXmxBZNJ6gezQRKCEDNQWWqlNDeNrUuyZSXUOXa+vY8mVx+Vsn7RrJGEIMQsuHFVHicuduHqGQx3KDFD9k+efZIQhJgFvm+pNqPIKULPZneRkRTHqvyMcIcSNSQhCDELNhRmkhxv9o96EaFnc7goL7FglvrBrJGEIMQsiDebKCvOptruCncoMeFSZz+O1h6ZfzDLJCEIMUu2L7Vy8lIXzu6BcIcS9WT+QWhIQhBilvjrCA5pJYSazeEiLTGONQulfjCbJCEIMUvWF2SSmmCmql7qCKFmszspK84mziwfYbNpRr9NpdQHlFJHlVIepVRZwPFipVSfUuqAcfu3gHNblVKHlVJnlFLfU7IilYgS3jqCRQrLIdbSNUB9i9QPQmGm6fUIcDfwZpBz9VrrTcbt4wHHfwQ8BCw3brtnGIMQ80ZlqZXTl7tplTpCyNQYXXJSP5h9M0oIWuvjWuuTk32+UmohkKG1rtLeBeQfA+6cSQxCzCfbl3q/tUorIXRsDicpCWbWF2SGO5SoE8oOuBKl1H6l1J+VUtcYxwqA5oDnNBvHhIgK6xZlkJYYJwkhhGx2F1uXZBMv9YNZFzfRE5RSrwD5QU59UWv9hzFedgFYrLV2KqW2Av+plFoLBKsXjLnVlFLqIbzdSyxevHiiUIUIuziziW3F2VJYDhFXzyAnL3Vx+6ZF4Q4lKk2YELTWN031TbXWA8CAcb9OKVUPrMDbIigMeGohcH6c93kUeBSgrKxM9igUEaGy1MrrJ1u43NVPXnpSuMOJKv76QYnUD0IhJG0upVSuUsps3C/FWzy2a60vAF1KqUpjdNFfAWO1MoSISFfWNYrM+QjNbb3YW7o5c7mbA03t4Q5nhGq7k6R4ExsKs8IdSlSasIUwHqXUXcD3gVzgOaXUAa31LcC1wJeVUm5gGPi41tr31/EJ4BdAMvCCcRMiaqxdlEF6YhxVdifv2xh5XRu7vvk6ANbUBJw9g5z66q0kxM2P/nqbw8WWxdnzJp5oM6OEoLV+Gng6yPGngKfGeE0tsG4mP1eI+SzObGJbSWTOR+gbvLINqNNYynvf2bZ5sedAR+8QJy528vfvWhHuUKKWpFkhQmB7qRV7Sw+XOvvDHcqU1DaO7ub67d6mMEQyWk2DC61l/kEoSUIQIgR836gjqZUwNOzhnXoncSZFWqK382DlgvR5U0ew2Z0kxJnYVJQV7lCi1oy6jIQQwa1ZlEF6UhzVdhd3bJr/U20+9qtaXjx6CYCtS7L5xt3r6egb4lBzB19+9hjHL3SyOswLydkcLjYVZZEUbw5rHNFMWghChIDZpKiIkDrC+fY+fzIA75DO5QvSKSu2cMOqPADePNUSrvAA6Owf4uj5jnlRy4hmkhCECJHKUiuO1h6aXL3hDmVcvkl0vhbAdSty/edKclJZsSCNt8+0hiU2n7qGNjwaKmX+QUhJQhAiRHzrGr149GKYIxnfO/VOLKkJPPfpXVQ9fCMVV30L37ksh7dOt9LZPxSmCKHa4STerNi8ODtsMcQCSQhChMiahRlkp8T7Z9fOJ0PDHoq/8BzFX3iOp/Y1s73UismkWJiZPOq5O5fmALDhSy/xTphaCja7i42FWSQnSP0glCQhCBEiSiluXpNPtd3JsGd+rbzyzlVrLflaM8Fcv/JKF9JDv6oLWUxj6R5wc/hchww3nQOSEIQIoR3LrHT2u9l3ti3coYzwwuELIx7vXJYz5nPjzCbuL/cuLtk94OZce19IY7taXWMbwx4tG+LMAUkIQoTQDqO75fmAD+A3T7Xwmd8eYMA9PNbLQq62sY0ti7Owf+09vPa56yjJSR33+V+/ez3PfnoX4J0PMJdsdidmk2LrEqkfhJokBCFCKDc9keV5aSMmd/3Ppw/z9P5z7HWEp9VwubOfM5e7uWVtPiaTojQ3bVKvW7Mwg8zk+DkfSmtzuLz7VSfKtKlQk4QgRIjdsjafQ80ddA+4GRr20Nzm7XJ5pz48Bdoq4wN9vLpBMCaTorzEgm0Oi+R9g8Mcam6X+sEckYQgRIhVlloZ9mj2Nrg41NzhP74nyCY6Wmvu+dE7/OxtR8jiqap3kp4Ux9pFU9+CsrLUSqOzl/NzVEfYd7aNoWFNpdQP5oS0wYQIMe92j4rqeicZyfEAPFC5mF9Xn6Wjb4hM4xjA6cvd1DW2UdfYxod3lcxaDM1tvTz4sxo0YG/p4doVuZhNwTYwHF+l8U3d5nBy1+bCCZ49cza7E5OCsmKpH8wFaSEIEWLJCWY2F2VTbXdSVe9kVX4671m/EBhZbIaRi+HZW7pnLYZfVTVS39KDvaUHgLJpFmhX5xt1hPq56TaqdrhYV5BJelL8xE8WMyYJQYg5ULnUysHmDt4+00plqdXfBVLXOLKwHJgQ3jo9ezWG3+8/x9LcKyOJHrq2dFrv46sjVDvGLyy39QzSPzSzUVT9Q8McaGqX7TLnkCQEIeZAZUBRdPtS76zgW9flU1XvRGvvpDWPR1Ntd3HPlkKKLMkj1g866+yd9jLUZ529tHQN8N4Ni3j1c9dR9fCNM1oxdKI6wvOHL7D5Ky9z+w/envbPADjQ1M6g2yPzD+aQJAQh5sCWgDV4fK2DHUutnGvvo8nl/WA9fbkbV88glaUWdi3L4eVjl/w7mH3kl3u581/34B72TPln/25fMwC3b1rE0ty0oMtTTIXvG7ttjFbC/6v1bqhz6tLM9mSutjtRCrZJC2HOSEIQYg4kxZu5ZnkOG4uyyEzx9of7hn36hp9WGf+tLLX6vxXXNLgYcA9z+rK3nnDkfOeUf/b+s22kJ8ZROsHks8lavTCDjKS4oHWEQbeHPfVOblm7AIAna6e/25rN7vLXLMTckFFGQsyRf3+wDB2wpNHS3DRy0xN5p97JfeWLqba7KMxOpsiSgjUtgQSziT1nWkkM2FB+z5nWKe0YNuj2UNvQxgfLClFq6qOKgjGbFOUl1qB1hNdOXGLQ7eGuzQU0OnunvY/CgHuYfWfb+IuKxTMNV0yBtBCEmCOJceYRffdKKbaXWnnm4HkG3R5sDqd/A5iUhDg2L87izVMtVNV7h14WZCXzlNH9M1mHmtvpGxqe8iS0iVSWWmh09nKhY2Qdwbdo3vUr83j/1kKa2/o4cq4j2FuM61BzBwNSP5hzkhCECKNtxvj6J2ubaOsdGrEj2I6lOZy42MUzB8+zdlEmu5blYG/pob13cNLv79v8pnyWP1h9cdrsV7qNBtzDPFbVyA0rc0mKN3PL2nwA/jyNVoJvvaRyqR/MKUkIQoTR+zYuQin49ksngZGjkXzLTjtae9i+1MoHyrwTwart488B0Frzs7cdvH26lSq7d96DJTVhVuP21xEChsl+5rcHAHjXam/9oMiSwqr8dPZMYw8Fm8MVkrjF+CQhCBFGWSkJrC/IpL13iCJLMoXZKf5zGwozyc9IAmB7qZUNhVmkJJgnXAOpua2PLz97jAd+aqOusW3Wu4sgoI5gJIRBt4fXTlwmNz2RDwX0++9clkNtY9uIOQnuYY9/qG0wQ8Me6hrbZP5BGEhCECLMfB/Ya4w9jX2UUuxankOcSbGtxEJCnInyEsuE37irAr61D7g9bA/RxvSVpRYajDrCweZ2+oc8fOWOdSOK17uW5TDo9vi3ER32aK7/9ht87v8dHPN9D5/roHdweNRWniL0JCEIEWafuG4p71mfz3+9ftmoc5+/eSW/+Jty0oyln3cstRpLUIy9rMXVy1OHqjDrqyM8e/AC75zxzhmovGpVUt9zfNuIHj7XQXNbH7/fd27MORW+uoTUD+aeJAQhwiwrJYEffmgrG4MMJ83PTGLX8iu7mV27wltXGGs4p9Yam93FrevyWZSZxOqFGf55D7Nt9cIMTAr+eOg8VfZW1izMICtlZJ9/coKZG1fl+UcfvXDkytpNh8cYfWRzOFmWl0ZOWmJI4hZjk4QgRARZlZ/BYktK0KWzwVs/ONfeR2WplWf/9hoe/2hFyGIxmxR3bi7gUHMH1XbXmF1TO5ZacbT2cL69j1ePXybLSFBX7+sM3vrCXodL6gdhIglBiAiz01jWItjicb76QWWpFUtqQshH6QQWkHcsC54QfPs1//RtB2cud3NvWRGr8tP5je3sqOcePd9Jj9QPwkYSghARxtdPXxVkK0ub3YUlNYHleZPbFnOmNhZm+e9vKw7+rX5VfjopCWZ+amz6c/PaBZQVZ3OuvQ9Xz8g5Fb71kSqlhRAWkhCEiDC3rM0nIc7EniDLY1fbnVSUWDBNY/Ob6Ygzm/jmPev52HWlY+5ZoJTi7i0FACTEmdhQmMXdW7xzKl49fmnEc212FyU5qeQZw23F3JKEIESESYo3U7Ykmydrm0aM529y9frrB3Pp3m2LefjW1eM+Z+dSb7dRemIc8WYTGwoySYo3jdggqKVrgFdPXJb6QRhJQhAiApUtyaaz342jtcd/rDqgfjDf7FiaQ0ZSHJ+/ZSXgbVlcuzyXfWfbGfZ4k9r3XzsNwE3GTGcx9yQhCBGB7tnq7XJ5JaDLpdruIjslfs7qB1ORmRLP/n+8mfvLrxSh37txER19Q7x5qgWPR/NYVSMbCjO5aY0khHCRhCBEBFpiTWVRZhJ/PHily8VbP7DOWf1gqsxXxeVbq+n3+8/xuK0RgHuM2oIIjxklBKXU/1FKnVBKHVJKPa2Uygo497BS6oxS6qRS6paA41uVUoeNc99Ts7VIuxAx5prluZy42EnvoDugfhA5/e8ZSfGUl1j448Hz/OD1MwA8ULkkzFHFtpm2EF4G1mmtNwCngIcBlFJrgPuAtcBu4IdKKd9C8D8CHgKWG7fdM4xBiJh024aFDA1r9ja0YTOWhqgMwUJ2ofS5d68A4FLnAH9RsXhUK0LMrRklBK31S1prt/GwGvC19+4AntBaD2itHcAZoFwptRDI0FpXae/wiMeAO2cSgxCxaluxhXiz4nd1zVTbnWSnxLMiLz3cYU1JRamVOzYtAq6MRBLhM5tbaH4Y+K1xvwBvgvBpNo4NGfevPh6UUuohvK0JFi+WrfSECJScYGZ5XjoHmtrQmnldPxjPtz+wkdvWL/TvoyDCZ8IWglLqFaXUkSC3OwKe80XADTzuOxTkrfQ4x4PSWj+qtS7TWpfl5uZOFKoQMefebUU0ufpobous+kGgeLOJm9fmS3fRPDBhC0FrfdN455VSDwLvBd6lr8ySaQaKAp5WCJw3jhcGOS6EmIadAesHyfo/YqZmOspoN/A/gNu11r0Bp54B7lNKJSqlSvAWj2u01heALqVUpTG66K+AP8wkBiFi2dLcK3MOVi6IrPqBmH9mWkP4AZAIvGyMHq3WWn9ca31UKfUkcAxvV9Intda+pRk/AfwCSAZeMG5CiGlQSvEvH9zIoNsTkfUDMb+o8fY2nU/Kysp0bW1tuMMQQoiIopSq01qXTea5MlNZCCEEIAlBCCGEQRKCEEIIQBKCEEIIgyQEIYQQgCQEIYQQBkkIQgghAEkIQgghDBEzMU0p1QI0TvPlOUDrLIYTKWL1uiF2r12uO7ZM5rqXaK0ntTpoxCSEmVBK1U52pl40idXrhti9drnu2DLb1y1dRkIIIQBJCEIIIQyxkhAeDXcAYRKr1w2xe+1y3bFlVq87JmoIQgghJhYrLQQhhBATkIQghBACiPKEoJTarZQ6qZQ6o5T6QrjjmQ1KqZ8ppS4rpY4EHLMopV5WSp02/psdcO5h4/pPKqVuCTi+VSl12Dj3PWNL03lLKVWklHpdKXVcKXVUKfV3xvGovnalVJJSqkYpddC47v9tHI/q6/ZRSpmVUvuVUs8aj6P+upVSDUa8B5RStcaxublurXVU3gAzUA+UAgnAQWBNuOOaheu6FtgCHAk49i3gC8b9LwDfNO6vMa47ESgxfh9m41wNsB1QeLcxvTXc1zbBdS8Ethj304FTxvVF9bUbMaYZ9+MBG1AZ7dcdcP2fBX4DPGs8jvrrBhqAnKuOzcl1R3MLoRw4o7W2a60HgSeAO8Ic04xprd8EXFcdvgP4pXH/l8CdAcef0FoPaK0dwBmgXCm1EMjQWldp77+cxwJeMy9prS9orfcZ97uA40ABUX7t2qvbeBhv3DRRft0ASqlC4Dbg3wMOR/11j2FOrjuaE0IB0BTwuNk4Fo0WaK0vgPeDE8gzjo/1Oygw7l99PCIopYqBzXi/LUf9tRvdJgeAy8DLWuuYuG7gu8B/BzwBx2LhujXwklKqTin1kHFsTq47boaBz2fB+stibYztWL+DiP3dKKXSgKeAv9dad47TLRo11661HgY2KaWygKeVUuvGeXpUXLdS6r3AZa11nVLq+sm8JMixiLtuw06t9XmlVB7wslLqxDjPndXrjuYWQjNQFPC4EDgfplhC7ZLRRMT472Xj+Fi/g2bj/tXH5zWlVDzeZPC41vr3xuGYuHYArXU78Aawm+i/7p3A7UqpBrzdvTcqpX5N9F83Wuvzxn8vA0/j7f6ek+uO5oSwF1iulCpRSiUA9wHPhDmmUHkGeNC4/yDwh4Dj9ymlEpVSJcByoMZocnYppSqNkQd/FfCaecmI86fAca31vwSciuprV0rlGi0DlFLJwE3ACaL8urXWD2utC7XWxXj/dl/TWj9AlF+3UipVKZXuuw/cDBxhrq473BX1UN6A9+AdjVIPfDHc8czSNf0HcAEYwvst4COAFXgVOG381xLw/C8a13+SgFEGQJnxD60e+AHGrPX5egN24W3yHgIOGLf3RPu1AxuA/cZ1HwH+0Tge1dd91e/geq6MMorq68Y7KvKgcTvq+9yaq+uWpSuEEEIA0d1lJIQQYgokIQghhAAkIQghhDBIQhBCCAFIQhBCCGGQhCCEEAKQhCCEEMLw/wFsqUUENtg1cAAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -389,11 +537,12 @@
     }
    ],
    "source": [
-    "plt.plot(np.diff(np.array(path),axis=1))\n",
-    "print(path[3000])\n",
-    "plt.figure()\n",
-    "plt.plot([j for (i, j) in path], [i for (i, j) in path], \"-\",\n",
-    "            linewidth=1.,alpha=.25)"
+    "# plt.plot(np.diff(np.array(path),axis=1)) #how far off diagonal are we, first pass\n",
+    "# plt.plot(get_dist_2_diag(t_ref,path))\n",
+    "plt.plot(x+y)\n",
+    "# plt.figure()\n",
+    "# plt.plot([j for (i, j) in path], [i for (i, j) in path], \"-\",\n",
+    "#             linewidth=1.,alpha=.25)"
    ]
   },
   {
@@ -437,26 +586,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "distance: 690.11\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<matplotlib.legend.Legend at 0x7f0418aa18e0>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 3 Axes>"
+       "<Figure size 432x288 with 2 Axes>"
       ]
      },
      "metadata": {
@@ -464,26 +618,21 @@
      },
      "output_type": "display_data"
     },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "distance: 690.11\n"
-     ]
-    },
     {
      "data": {
+      "image/png": "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",
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fbf5fc2c6d0>"
+       "<Figure size 432x288 with 3 Axes>"
       ]
      },
-     "execution_count": 104,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -520,97 +669,6 @@
     "# plt.spy(tw.directionMatrix)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "57.521148803988545\n",
-      "54.249092649693885\n",
-      "\n",
-      "122.50597145848889\n",
-      "223.1486501317824\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f2aa5241970>]"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "print(dtw(t_for,t_ref).distance)\n",
-    "print(fastdtw(t_for,t_ref,dist=euclidean)[0])\n",
-    "print(\"\")\n",
-    "print(dtw((t_for)/t_for.max(),(t_ref)/t_ref.max()).distance)\n",
-    "print(fastdtw((t_for)/t_for.max(),(t_ref)/t_ref.max(),dist=euclidean)[0])\n",
-    "\n",
-    "plt.plot((t_ref),label='ref')\n",
-    "plt.plot((t_for),label='for')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 't_for' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb Cell 9\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/chris/Documents/code/spft-java/spft/2022_09_DTW_test.ipynb#X11sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m dist, path \u001b[39m=\u001b[39m fastdtw((t_for)\u001b[39m/\u001b[39mt_for\u001b[39m.\u001b[39mmax(),(t_ref)\u001b[39m/\u001b[39mt_ref\u001b[39m.\u001b[39mmax(),dist\u001b[39m=\u001b[39meuclidean)\n",
-      "\u001b[0;31mNameError\u001b[0m: name 't_for' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "dist, path = fastdtw((t_for)/t_for.max(),(t_ref)/t_ref.max(),dist=euclidean)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "4514"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(path)"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 107,
@@ -799,7 +857,7 @@
   "orig_nbformat": 4,
   "vscode": {
    "interpreter": {
-    "hash": "7c7e49c5ac55b695b895765a955ba08ff94d8ec7c8a6db901ede79032157f881"
+    "hash": "75641c749fe2214d01e0c089c670f913027a6a71e5706c1346eeb007043aa77e"
    }
   }
  },
diff --git a/spft/__pycache__/spft.cpython-39.pyc b/spft/__pycache__/spft.cpython-39.pyc
index b818e2b923f4bd0a2c7df920286e5e591049a64a..a7eff2b80c232e007fbff13ef35a1e115f1c1e09 100644
GIT binary patch
literal 8966
zcmbta&2Jn>cJHtG;Bfd&N&JxH)`umIAd$8M1c9TqH>;1>hD|Ay*48Q!2F<P-vc;b6
zVRa9w5qd5w2T~43bj=qa?qLC6_a6w5(_*i=^(jCO3j;akl09tld#}5PGvxS`9<aLV
z)vM~N_kQ)N-YYs&Q#B1wYx0KsKVN9te^O!iDWmXH{6)V+A~d1<T3dgr>y$Tq<Eg=K
z^Qk3FVSTGTE$wKc^eerki?XPEt3NG^^P(muk*kQhm;y&tOp6)3C&UFYE9OvB6Z2vL
zlu7ipD9)gVv%k{CIkB{3h~-vUtcX=`)rIj$Yh3&R<Iuj>Q>z^cx#{Xu%pVi)D*o=^
zFZweiv6f)OuZ+K6>Fcrn&Penly>EPjv0M1PGIcGO{ZNZ;e4y$4`vua3zG7^qx@wrI
z6?SBhT0N)jrxTIWl1)E!1S(3cz-i0WYI#0V;l$4OnwrEX|M1bqZrGL^Q7qkEwQ)Ce
zyKNc7(T0oRZbY3{eCxS$;BbzU^-eFHpkABwl@bk|WUlFTeN9(W$l-J4Z9jDPqO>C9
zf#=F7t;WjR*^w%84Pwq8YG~n)1@NcHkN{p`%8Bt#KhpZ9r}eGGysJH1>X(vIq95pL
zDKV1LvX)p$>9)4NlvtR){_=Ir#`Dlok+j2Z-08+PP1RnbLE5cQwVgPYqG7jG*tQ4L
z;#OZu=b&iS+>^b?b|PEImeciPyBqj2itJw4wUu;yzi00S;h}xF>%>fSl(a?Y1v{6x
zuZF=QNG<B8QC6hhbTS(e_nl7Ah?=B<w2J<is0h=ki8id0EU6Q1u0vB|Q8%+*h&7r<
zqSdQ<Rk!e0)u&B$7L?!r<3G^z{inbG6Mp{vQ<oG}JS1)^v$#J)Ceado6$o0=5|h$Z
z4Pv&0-qqDzybXw%#Ll@r?KXri%mEF#JqxrF6ks|324J%U?u5aCR1iN4S_V<5>;uQ|
z%E*pGdslip@t{mXJd}`NH<H5k0z2M?G`*<fJ3Uew@=Cg~?S^g0!HYt0gv=B>YDdO)
zB=@^AaOJxFO{n%F=sb|z&<T3Bqm<KI=RvKlWk9?iDp!6@qp>&aufD$1ux}B&E4Q3r
zM}Fl6jg7UTvh(8BPzkj)?hOq;Cb$((+j-%&yZG4$q2CQKwjPEY#L97F4`U8n7_%2)
zg2FrSMAz}{HB2_dlJEi)vatbbUK};}3$E|9J44^_y(p$`+Fr1MuMGqk+RSOwbPFMq
zPzjaJc1W;R_O|qa*f_j70QFDo%@BfG3-b1WZ}#0yMfT|jN*IKVa=MU>uE~OEW*<pS
zh#;LBk<Ccad6AZQWa&hJwbxWK>YRl3CDLj)mQCVteD9?c`A3L546u?hjEK$s#3Dex
zh@T?bDH}q-W>EhO8KJ|_!|3-7GL8iCSH|BMeY0=H#&a_<$?$(?0O)1{$~)MRBOPx5
z{YV$3e<piUc7g)V52eC1+qUSzfO@VSdu?eSI;sPi*@s@dYsZl<9mUAZXJkjap^7C`
z)^Wh#1cE>vI{>O3xgm73CcCch3F!n4s3$&@673HGZS)>V<;jR)@bf@OWfPxIfD#_T
zDT48#HA8C!mKrN$sF@9z0Y@}sn5t;kYr*RA%0kaK?KZx+(U!t<f^2NUYqiiBjcn}z
zR?l;GLO?P@1Ny@H@}P5kr&xJGx4n%)0gMqa3gdY4E5P=;T)%1i&Q4?GgCM}PVz@VM
z+<Wry-qz<|-P?Tp7hm4E!E<HgHT1M9;=?A%O)W#2AXr#kQNv0tBBDB%WLl-kG|_2V
z%VtD*0Cpx<$a-61({Uqp3H_u-(80ck*<vF`yR@9O0e>k5JX`dF)R<XaK?`-2nw6T=
z<|K3%3h2^U^UrL6JtA|jmFxO6eu^lkpgOR>_fb0v)#nUWhNszwJqB2{=T@RW=d;Rp
z05AYsdRI=&BYl}HbxD*KHHK@Yfa@K{ce}n5OA`N0Qat44DhWcNE(Wcu!YH~0EGh|Z
zplaRzoV7;Q1?vxXj7=9HK$aqFYp;E{(Nc0hL&rCs?-MKSlK75K7P&A&D7#JsY-CXF
z^_m3~MF?sT!lv(%$+g>EcXxv<7COU=K)o$t76V#eFkTXihwP{F*lO|^u@}Ui>vbHU
z(hun~EgV~N(^=rC9C<rHGLAf5-&b_%_~C!?G%9H+LffAD0Hk!H5P?i*i!7u;P>ND3
zf>Bay#8<}bAR55M==IXt@r1H&N-wB!YH>3Y=}E*?L2J5D&Yz>V%%)Z9#w;uvfbtX2
zTsj9855b7aCjKIvatA>9JJ>XU#`KLg;Gk=-wb%M<<F(ncge6MfR>`XE=>0OCj*{{#
zLjWlB*RLcMQD(4IUj8eux1T{j5G@oZ9aySpzl)_A+1R@y2;io@jU!atRWLU=chKVB
z2BzpJ<hX8E5yGJ4h>nhJ+I=#0Z%fy~UT(`5*!*ld<bW%dsuL0>h3&u`sf}%kl_q%<
z&^HVMP)3KVp$24>fF8E5WalDSM)WXhDYC9V6fhDMo<+1ja=xZ*j6}IWV*CWj8{>`k
z#-vsE20~ockXp-H%MhjSN^dlH0M_5qnMb3#b2x~iKBq0wI;(7ASL<$j?tKQC`UqXp
zp?eP-ds^QPyMc(BQmIg-HJm>EY`0`PmhGl`s&~G((kiCkBvYT|U|%Ce!%Jsih^SH2
z%%+y1h!28Q^xJH81NX0JGJJ?OUS23r)oe%Ww{he~(@)k5&TM>EI>&flA5uj2wdsr=
zb}$qI`lmFVsv^UrKBMF>k)%@|jwM)p%^e)!B4$#bQ-#s_Af0T{q_f4H4fY;2<PlE}
z4UQT_MAb@ly>84~Wqn>(4^SR4kYpSQ_q>-sL1stm8}JGAS2}!vm24LWwzUI%gM0)s
zg}Sz1kKr-A(uKZfsn23lAg^n9oAegg(Gxv^l9#n*s8N(jl`mV2rO%|_!EQ!^WqSvl
z!&n0L*(sB)PTcF@P)Wzx9q)iPYN9sDpW>}O!Z{QciVRo>M%CMf+d)mTEu6Lg^8RCh
zIJ05Y4tpjVVg10ZP_(nRyq(Nn;nOggM{MFa+F}pK?vG8r<vHm0<^6jvpbS{XTmP>o
zoqF=*N%P*;)`P7ka*XCpY_Ss(ySt>t4TIN#D=AVFdw*K$D4?fNN^8e+$3Dw)ps8k_
z%~VE!7t{2_i`1lK`nUlxoivL}IK(%H`XMQ^WPbtWNApND%hG3Y_ycU%)3FTo6x5gJ
z<@(P0O&dq(-Pp!fB5df9jy-hBN~e6;innBbw80uRzuekP%|~B7OwFxFj}`e(Y6i(;
zw}P~It|LPRgYow}oIJ@LXX}aJ0p8WjG$cfuh&AAEf(!_p^jZv@av3N)(v!+7qdy7n
zwVr72%p;9G*r{YHDZzvN0%y`Gn3;Mq1rPQMoI~rP3`feqyK-CeP$Q}+m*48j;L^lx
ztOQUeV9jeo`N^SteJGE92mI4R`I({o>`;DgC_g`xU%)6VjQuzL>1<ROb<tmy@)*xz
z&R>+zoG70?Q9gH~ymX?xe4@N^qP%*deEvlF!foxXzF&qma9B#JuMk4HtG%r}`*nYY
z=WsEZ`6umPjC^MQozE<%4$W_fGBnFkYBASQYBA$cYBBFoYBBp!Y9WJBY9WbHY9WtN
zY9W<TY9^ciC}fk&U}o<vW20jkS<v%rQZ1;-ENX2aeJ(C1bBP5+Pcz0xI1+4?`5Ku2
zky>66{e@&+TtaV)cwff*Oj1i0mo#x{uY}wg&gnnZ`e#u(i~4iPB)^x?YbBX~S3S~@
zPEh*1Mm>oui`tRdUq=08vYgB(3n;DRrE|#=N~>`_SxHtg^7Eii;cq%wKBA!7h2(s4
zVNvT}M9XFBZAn8<Gbj<i*?$kbv($#l7~7QvtZKBgkIV1o5TUx1oW~5Tx7c@*RphVI
z0iu67SrMq2)VOpd_?WpgaCMSZswucYzr3jBt*!*~%x8e_m&q#i(!Vko$Cc#r&^WFp
zgEEif{dhi~={4Aml2V1WSk~SxBrCK_=9EdMtPWA?Oo3bmJg`n^wJ=1%N(W_Whyv_@
zGCxECUO+iFM44mCl_APJQ!Wot7MOBPyiazMM=*-nMXtX%w(bnqy*IWF7{X}mv32LT
z?$X%0C9b<Vwr-j0-XB}H%5~SowI7+s3f03R@l0vOjhXBDypQX!LqO+Po(nn8+6Yf!
zeMhBLP)FrdP)8+HP)B7`P)DUwP)FraP)|#us2MMVqIUf3i`p^serxRi7uJUkWS_ze
z_TW?0+lViZ;f8d^aKpBb<%ZP8aKq-0<%TrJaAPkR%MB@y;l>^@mK)L^!;QUTEH|_=
zh8w%bSZ-))3^#V5vE0zy7;fxAW4WQpG2GeS^xM2ep>^Pyc?ab|p9Q7R-k^MnqtIBv
zajdI?QfO&VKGjE|nS$e3Ck3U@#-Mzvk3s_l$Fb}SN+I<@`BWc;qzjH?85fj7x`Q%K
zI(2wF4QB~nBRf5JvcM~ah}eTs?Fd&raNBWywjVvb|2T8R$uZ)yc@|NJe=~Gar~8d{
z`$2ZqB0Tn<inzDqA!>lIm_q>o{vvx%UVv~f0t<9CgjfJa2ex}do!WnWohzH4UVp{|
zgJ<Nz83{OcFqR))*Y#&vjQ??d!^F|09{elv3j93!3HPg`Lfk|}<UOrDesK4}$Hhfa
z)NQwE=p33Y#+3(UrQ`0hvzEo6_zEivf5{iF-xZR=e-8UUdANQ^79=BzoaC(el}L=(
zhZu+l^5_lX^7;Iu>o>3G7iZU>-DCmUKk^*zdKe%DRVi}TLC^%=A_w#``I2KqHK@o!
z>MTVn;a&yaEF4VkKYcI1#P|}9)7Ql<#+~C!jANGxky46Mr{(-E;0%HmSqQl)BnREd
zlTIg5aFvJP0tzPdR5*_`g0x1Fjw~X9SP8-*d43X+)i&a99380;lX4Ez3UN@TP86!k
zN<<!%=8wB<Mu7+SRiyLBT^F=099*a11PAR9I!U?YM{%@Ir7FJEq&1OND2IiST3j?K
zTQB0%P4bMnGzdx0WbxoEEKOa_Wdw@1Q%I3W+0|$>E%RcE(g}WVA}VkkRQiG9JDbO0
zX!SnI>Kc;9Viu1q@#PlZhNwBvDL_f_RP~5B$wN-7K9*s}fj4a8+6W0<%0#<P2hM#a
zZ4NxD8`Ppf3B_X&^xRi*YGP4v09$Q=*tnkEP}cIhAb9r5r54+id`->fPOXP@Cc?dH
z?%k8p)hcn5>z&2D2!&~VphJQPmpA}MB@-O#4Dsi22Z}YM6Pb;m=t3qtiZ-a9bGHRN
zpu;?phAHFAm=FasrukzWwrD%iUKZ-2D3{u$go0k_4Dk%b;EFiM05ItsLk`w411)&d
z`OGp7co<a2G^jnF0plniHlb-YM=ISt@K=v1gBhHqZgD}j6X1p{>y*1WbDB<FRtR$>
zIlA5-iXhIgeQVO)H(x)~l%qPuNNaS3TsNlmMZ@AS%QS~ts(LvOyio9E=x0zkX7<!?
z(V%E{6_LHOr+zEOdBnPF`bGUBT34+l`a;>JixQ)z&vK7-P-n|E>KnAWK9AJWtum+!
zHG?9C_!*q$@3ZE4{rG3=SLtUCe|?3%s9!eM^^?Dk<}d4~eug@NJQ}7tN3vT&vf0qH
z8-=N~1|-F}eWE)hlj`Z(F)blvhTDWSBG7+7@I`#KFzEs)TVu4ccvW)$Lz-b7WdYvX
k_y>`$FFzrTL@P)*;AK=xvuA5F)p~WhHd~$H>;6CfA5|AajQ{`u

delta 3186
zcmZuzO^oAI685u`v^)QCl1|b|cTac2pv=JhXcyRlhTRndBM>th^^A7K6OCo^oE~dp
zC;jZ6?XYeI33e|lp`P_|f7HzdX(TT60mP9DNJvOrI9TF<#09}+r9G_nu-d9;r#l&9
z%jH*J)vJ0{@7Yy<e(8fNc_WugOK?4S<80@_^Y`;D^49(Hzq+=_(k$~Xp>r(Da_>r1
zWlff61wiImk(B^RGl^-eye+ZH`-D~5!nVw6-4v^{254oNd`oJ#?tipLXmFmamC(t5
zFJHXVx6O;4JKS;uo&1($gCnv48lR9KU(SL?n7C^W-FAx40YfwWU2m}K>4?$!p<(xQ
zW_Siwjb2ZHd>-d0Am?a5BAMVP`2r~&H<g?6>j<|~w9L$VR>#!4eGc@V(c3lMP`UoQ
z7idmEn})M(Ubmbn*4PV^ot|M2=)BYCw$4p=Fy-g-<TIpp{Gs|!GOFW3<~x1P&7R?z
zv^XAGeMj#Z+isX}t+&ijb_QX};M=yb*G`4<a7fd`q3+(Xx}M26TA|53oJ$ipiz+}T
zeWDu`Fuh~+Iv0U+#qMS1vT~7BNS^T3<8RU*6S5e*mpz-RfCf(opJrFit>M%HH@g_V
zt6Pp|@;ID~uxfIycXyr6i-D3m2lFrF8Y3|&?{=)g@Irs!SvJJL*Fn9l@^fhWaU|z~
z(46I1o@Mm(ZOE-Fl=u@M2<5>gn(6j;9TvqIh114~!f|FCj&8fp0qWvGkdj%Fl~pZ~
zA{ybBgRgSmlS*)$58$v|E8M<Ba~?-$u=Tpd_Cf^+%}1DH*d_`l^A>zrSR&Vh9|}!!
zB}f)muhCr3?0TDK*W{+tG204NUfsMwm0Q<uQf2ejZJxsg=7HSq;9(qJXJMei^8!5X
zXLEsFd|T%K4*pg2*8Id(X=|{bw<JHy)Q05eH>B;8aYJI|;GNRuXy-qkbeQmxzWNS1
zB3Gq@<kr3Yf|%6s3xAXTA#X^+)Zb%MF*;#z0ztE}n`yK%6RmCp2U^OWR$Z8>TAPX1
zH>3lyb1)9UFTes88&VvKvh~;fqOXoozX;N1uv2cpdHPFv=}FK;%vS(UHl!o6U-mWD
zYDoJPcrU@b>ZkomU1F`fNf=de6ntAgp9CGY9ONo5lUDHi%Iavj46|YW8Gq4lf)?<H
zr6Xy7)o;Pv#DT&O{U(f8{v?CdHGh${{8mO1+`99O(2_vw3%`kyu@>M<6)B#z?r1_!
z2EEX4qLux1h`i`Yqr;rP?yp6T#X=rA<;6lC^-~84{s4}`JS;ukkPbC}@rV#S5Qt<1
z(wsoD0%=SjIf0ZXki0<ZN260iumfOPn^1xb15%qnN&;D*Ks14@#mMw|C=1#0Oj$+9
zRz@?0RUtexQ??*vt21RaA$w$|tS)4a#xn6)LH6e2H3p?xd8GL(4~eH2GM+TOgfTkp
ze2h-GJ&<><!mbn8xS!?e2+&Ip!yD2}bx0kmvqo^SUaL);f(6I2t$J;1S_aFGWYOON
z{{xT#_-JQ(fpBJM!^b?<4!*8epPu#*ebjrg#yAC#Vqxio-;jdu8V^!_7E1e><7b;o
zGW?BSTUt#;|H|O)rDsPp9sPtwp-yADi7E|EL!phwVW!i!Z77UTP)s_9O5FGZokI;A
zWD!AG#36jbX{RQ2*RcizlTq!|^ymc4Vp$QT6zU2UT+j8~9pqH-qI26t=P+_%kPxf_
z!!Y$`uiv?=)0Bt=IuG%_0ab+)`0MjUAV0`JZnVpM8Qx*i;M^GUnj}>vUO)tDJhl}4
zm%#8V!DB0rjaCs)*rwrx31)S>{IUSt9qxsSyKD1b0N*|<dK&1iqJ{;^8poo@H;_CH
zgqF;`PH&f)x@~$!)EgCC<DRLXCZ1PO8+V1OBB{{1jA-^Gk<dRyoM;7r3l(T?co8SW
z`{xY@CY_HmfweVC0@hmol(0MABS>c4Q-n#^GcXv_VKgtCi5hJi?p=OvgiFFsf&Ur_
zHV(9aN)zn}EkrS#Y#l9$jUSlt(E(kmJ)|SH_Y{NejYAMS8n4@RN6?hT2L{_f;r0|6
z$3Pd*x6!k<9h1cw6?UpW$Kk9@wipmlSa6|tGj(^+^+c=sI)LssK&14GDp8@O$&-ql
zAXyma;lVor4>UW|w}M#l<kn>D?Np)#AFjUggoaHK+_Iq2JJBL1x3U0Db#yN(!Ee@T
zEt%hhHMAA3!HbuH+-MVVn%mjnk88_aJjNUwFJ3|dCt2cnV8tQjS8#+DCgK$hchos<
i*nPI!GoQz=!^IvJ!&7B7SzJgL)O@<A7BEQlfBy$I|1B>7

diff --git a/spft/spft.py b/spft/spft.py
index 2500a3b..21b130e 100644
--- a/spft/spft.py
+++ b/spft/spft.py
@@ -44,6 +44,18 @@ def compute_normalized_force_response(device_force_values, MVC, forceRangeMin=0.
         norm_resp[norm_resp>clamp[1]] = clamp[1]
     return norm_resp
 
+def compute_dtw_metrics(t_ref,t_for):
+    """
+    Perform dynamic time warping with tslearn to compute shortest path and distance score (euclidean) between two timeseries
+    Under ideal conditions where the entire timeseries is uniformly shifted in time, mean/median path difference (vs diagonal)
+    is equivalent to the number of samples shifted in time (i.e., lag) mean/median lags are **EXPERIMENTAL**
+    """
+    from tslearn.metrics import dtw_path
+    path, distance = dtw_path(t_ref,t_for,)
+    _diff = np.diff(path,axis=1)
+    return {"path":path, "distance":distance,"mean_lag":np.mean(_diff),"median_lag":np.median(_diff)}
+
+
 def lag_calc(yy,yy_shifted):
     """
     Calculate lag, in discrete samples with cross-correlation. I.e., max resolution is one sample (1/freq)
@@ -124,7 +136,7 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
         res['trial_data']['for_time_raw'] = []
         res['trial_data']['ref_interp_snipped'] = []
         res['trial_data']['for_interp_snipped'] = []
-               
+        res['trial_data']['dtw_path'] = []
 
     for trial_type in trial_type_keys:
         res['all'][trial_type] = {}
@@ -134,7 +146,11 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
         res['all'][trial_type]['raw_sse'] = []
         res['all'][trial_type]['rmse'] = []
         res['all'][trial_type]['sse'] = []
-
+        res['all'][trial_type]['dtw_path_len'] = []
+        res['all'][trial_type]['dtw_distance'] = []
+        res['all'][trial_type]['dtw_mean_lag_ms'] = []
+        res['all'][trial_type]['dtw_median_lag_ms'] = []
+        
     for block_idx in np.arange(len(blocks)):
         res[f'block_{block_idx}'] = {}
         for trial_type in trial_type_keys:
@@ -145,6 +161,10 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
             res[f'block_{block_idx}'][trial_type]['raw_sse'] = []
             res[f'block_{block_idx}'][trial_type]['rmse'] = []
             res[f'block_{block_idx}'][trial_type]['sse'] = []
+            res[f'block_{block_idx}'][trial_type]['dtw_path_len'] = []
+            res[f'block_{block_idx}'][trial_type]['dtw_distance'] = []
+            res[f'block_{block_idx}'][trial_type]['dtw_mean_lag_ms'] = []
+            res[f'block_{block_idx}'][trial_type]['dtw_median_lag_ms'] = []
 
         for trial_idx in np.arange(len(blocks[block_idx]['trials'])):
             trial_name = blocks[block_idx]['trials'][trial_idx]['trialName']
@@ -220,6 +240,9 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
             # print(np.corrcoef(snipped_for_vals,snipped_ref_vals)[0,1])
             # print(np.corrcoef(ref_vals_interp,np.interp(for_time+trial_lag_ms, for_time,for_vals))[0,1])
             
+            ## dynmaic time warping data
+            dtw_res = compute_dtw_metrics(ref_vals_interp,for_vals_interp) #still need to *time_per_interval to bring into ms
+            ## end dynamic time warping data
             if save_trial_data:
                 res['trial_data']['ref_interp'].append(ref_vals_interp)
                 res['trial_data']['for_interp'].append(for_vals_interp)
@@ -232,7 +255,7 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
 
                 res['trial_data']['ref_interp_snipped'].append(snipped_ref_vals)
                 res['trial_data']['for_interp_snipped'].append(snipped_for_vals)
-                
+                res['trial_data']['dtw_path'].append(dtw_res['path'])
 
             #block-wise data
             res[f'block_{block_idx}'][trial_type]['lag_xcorr_ms'].append(trial_lag_xcorr_ms)
@@ -241,6 +264,10 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
             res[f'block_{block_idx}'][trial_type]['raw_sse'].append(trial_sse)
             res[f'block_{block_idx}'][trial_type]['rmse'].append(lag_aligned_trial_rmse)
             res[f'block_{block_idx}'][trial_type]['sse'].append(lag_aligned_trial_sse)
+            res[f'block_{block_idx}'][trial_type]['dtw_distance'].append(dtw_res['distance'])
+            res[f'block_{block_idx}'][trial_type]['dtw_path_len'].append(len(dtw_res['path']))
+            res[f'block_{block_idx}'][trial_type]['dtw_mean_lag_ms'].append(dtw_res['mean_lag']*time_per_interval)
+            res[f'block_{block_idx}'][trial_type]['dtw_median_lag_ms'].append(dtw_res['median_lag']*time_per_interval)
             
             #all data concatenated
             res['all'][trial_type]['lag_xcorr_ms'].append(trial_lag_xcorr_ms)
@@ -249,6 +276,10 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
             res['all'][trial_type]['raw_sse'].append(trial_sse)
             res['all'][trial_type]['rmse'].append(lag_aligned_trial_rmse)
             res['all'][trial_type]['sse'].append(lag_aligned_trial_sse)
+            res['all'][trial_type]['dtw_distance'].append(dtw_res['distance'])
+            res['all'][trial_type]['dtw_path_len'].append(len(dtw_res['path']))
+            res['all'][trial_type]['dtw_mean_lag_ms'].append(dtw_res['mean_lag']*time_per_interval)
+            res['all'][trial_type]['dtw_median_lag_ms'].append(dtw_res['median_lag']*time_per_interval)
         
         #convert the current block results to numpy arrays
         res[f'block_{block_idx}'][trial_type]['lag_xcorr_ms'] = np.array(res[f'block_{block_idx}'][trial_type]['lag_xcorr_ms'])
@@ -257,6 +288,10 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
         res[f'block_{block_idx}'][trial_type]['raw_sse'] = np.array(res[f'block_{block_idx}'][trial_type]['raw_sse'])
         res[f'block_{block_idx}'][trial_type]['rmse'] = np.array(res[f'block_{block_idx}'][trial_type]['rmse'])
         res[f'block_{block_idx}'][trial_type]['sse'] = np.array(res[f'block_{block_idx}'][trial_type]['sse'])
+        res[f'block_{block_idx}'][trial_type]['dtw_distance'] = np.array(res[f'block_{block_idx}'][trial_type]['dtw_distance'])
+        res[f'block_{block_idx}'][trial_type]['dtw_path_len'] = np.array(res[f'block_{block_idx}'][trial_type]['dtw_path_len'])
+        res[f'block_{block_idx}'][trial_type]['dtw_mean_lag_ms'] = np.array(res[f'block_{block_idx}'][trial_type]['dtw_mean_lag_ms'])
+        res[f'block_{block_idx}'][trial_type]['dtw_median_lag_ms'] = np.array(res[f'block_{block_idx}'][trial_type]['dtw_median_lag_ms'])
             
             # plt.figure()
             # plt.plot(for_time,ref_vals_interp,'k-',label='reference')
@@ -280,5 +315,9 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
     res['all'][trial_type]['raw_sse'] = np.array(res['all'][trial_type]['raw_sse'])
     res['all'][trial_type]['rmse'] = np.array(res['all'][trial_type]['rmse'])
     res['all'][trial_type]['sse'] = np.array(res['all'][trial_type]['sse'])
+    res['all'][trial_type]['dtw_distance'] = np.array(res['all'][trial_type]['dtw_distance'])
+    res['all'][trial_type]['dtw_path_len'] = np.array(res['all'][trial_type]['dtw_path_len'])
+    res['all'][trial_type]['dtw_mean_lag_ms'] = np.array(res['all'][trial_type]['dtw_mean_lag_ms'])
+    res['all'][trial_type]['dtw_median_lag_ms'] = np.array(res['all'][trial_type]['dtw_median_lag_ms'])
         
     return res
\ No newline at end of file

From 6b5d66f8116bd57a2d37efa6632e55212e541236 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 20 Sep 2022 15:06:19 -0400
Subject: [PATCH 35/49] updated testing ipynbs

---
 spft/2022_06_Trial_by_trial_Bx.ipynb   | 12 ++++-
 spft/2022_09_DTW_known_data_test.ipynb | 34 ++++++------
 spft/2022_09_DTW_test.ipynb            | 73 ++++++++------------------
 3 files changed, 50 insertions(+), 69 deletions(-)

diff --git a/spft/2022_06_Trial_by_trial_Bx.ipynb b/spft/2022_06_Trial_by_trial_Bx.ipynb
index 1f49a2f..befc4d9 100644
--- a/spft/2022_06_Trial_by_trial_Bx.ipynb
+++ b/spft/2022_06_Trial_by_trial_Bx.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -11,6 +11,14 @@
      "text": [
       "Populating the interactive namespace from numpy and matplotlib\n"
      ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/quarantine/miniforge/envs/py3p9/lib/python3.9/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.3\n",
+      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
+     ]
     }
    ],
    "source": [
@@ -25,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
diff --git a/spft/2022_09_DTW_known_data_test.ipynb b/spft/2022_09_DTW_known_data_test.ipynb
index b803db7..b5ad606 100644
--- a/spft/2022_09_DTW_known_data_test.ipynb
+++ b/spft/2022_09_DTW_known_data_test.ipynb
@@ -58,22 +58,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f1b7913dc10>"
+       "(0.0, 5.0)"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1600x480 with 1 Axes>"
       ]
@@ -87,10 +87,10 @@
    "source": [
     "start_time = 0\n",
     "end_time = 1\n",
-    "sample_rate = 200\n",
+    "sample_rate = 50\n",
     "time = np.arange(start_time, end_time, 1/sample_rate)\n",
     "theta = 5\n",
-    "frequency = 10\n",
+    "frequency = 5\n",
     "amplitude = 1\n",
     "t_ref = amplitude * np.sin(2 * np.pi * frequency * time) #+ amplitude*np.cos(2 * np.pi * frequency * time)**2\n",
     "t_for = amplitude * np.sin(2 * np.pi * frequency * time + theta)  #+ 3*amplitude*np.cos(2 * np.pi * frequency * time-theta)**2\n",
@@ -98,13 +98,13 @@
     "plt.plot(t_ref,'.',label='ref')\n",
     "plt.plot(t_for,'.')\n",
     "plt.legend()\n",
-    "# plt.xlim(0,50)\n",
+    "plt.xlim(0,5)\n",
     "# plt.xlim(100,180), plt.ylim(-1.5,1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -113,11 +113,11 @@
      "text": [
       "2.0\n",
       "2.0\n",
-      "1.975\n",
-      "1.9268292682926829\n",
+      "1.96\n",
+      "1.8846153846153846\n",
       "\n",
       "-1.4142135623730951\n",
-      "-1.3696177788427006\n"
+      "-1.3438894421905494\n"
      ]
     }
    ],
@@ -133,17 +133,17 @@
     "print(np.mean(dd))\n",
     "print(\"\")\n",
     "print(np.median(d2diag))\n",
-    "print(np.mean(d2diag))"
+    "print(np.mean(d2diag))\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAAMbUlEQVR4nO3db6xk9V3H8fenLE3/oAGyF1wBvW1CqtikQjZIJWma0iYoTeFBSTABNw1mo7FK1aTZ9oHEZzwwTdUYzQZq1hTbEEpkQ1uVbEuMD0Qvf2rBbQUrUuzK3tYU6p9YsV8fzCHdXmZ3zr135s792vcr2cycmTN7vvlleHN25p7dVBWSpH5etewBJElbY8AlqSkDLklNGXBJasqAS1JTe3byYHv37q3V1dWdPKQktffII498vapWNj6+owFfXV1lbW1tJw8pSe0l+edpj/sRiiQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDW1o1diStL/B6uHPr3p1zxzx3Vzn8MzcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1NSogCf5tSRPJnkiySeSvCbJ+UkeTPLUcHveooeVJH3XzIAnuQj4VWB/Vb0ZOAu4CTgEHKuqS4Fjw7YkaYeM/QhlD/DaJHuA1wFfA64HjgzPHwFumPt0kqTTmhnwqvoX4LeBZ4ETwAtV9RfAhVV1YtjnBHDBtNcnOZhkLcna+vr6/CaXpO9zYz5COY/J2fYbgB8GXp/k5rEHqKrDVbW/qvavrKxsfVJJ0vcY8xHKO4F/qqr1qvof4D7gp4Hnk+wDGG5PLm5MSdJGYwL+LHBVktclCXANcBw4ChwY9jkA3L+YESVJ0+yZtUNVPZzkXuBR4CXgMeAwcA5wT5JbmUT+xkUOKkn6XjMDDlBVtwO3b3j4v5mcjUuSlsArMSWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWpqVMCTnJvk3iRfSnI8yVuTnJ/kwSRPDbfnLXpYSdJ3jT0D/x3gz6rqx4C3AMeBQ8CxqroUODZsS5J2yMyAJ/lB4G3AXQBV9e2q+iZwPXBk2O0IcMNiRpQkTTPmDPyNwDrwR0keS3JnktcDF1bVCYDh9oJpL05yMMlakrX19fW5DS5J3+/GBHwPcAXwB1V1OfAfbOLjkqo6XFX7q2r/ysrKFseUJG00JuDPAc9V1cPD9r1Mgv58kn0Aw+3JxYwoSZpmZsCr6l+BryZ50/DQNcDfA0eBA8NjB4D7FzKhJGmqPSP3+xXg7iSvBr4CvI9J/O9JcivwLHDjYkaUJE0zKuBV9Tiwf8pT18x1GknSaF6JKUlNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqanTAk5yV5LEkDwzb5yd5MMlTw+15ixtTkrTRZs7AbwOOn7J9CDhWVZcCx4ZtSdIOGRXwJBcD1wF3nvLw9cCR4f4R4Ia5TiZJOqOxZ+AfBT4IfOeUxy6sqhMAw+0F8x1NknQmMwOe5N3Ayap6ZCsHSHIwyVqStfX19a38FpKkKcacgV8NvCfJM8AngXck+TjwfJJ9AMPtyWkvrqrDVbW/qvavrKzMaWxJ0syAV9WHquriqloFbgI+V1U3A0eBA8NuB4D7FzalJOkVtvNz4HcA70ryFPCuYVuStEP2bGbnqnoIeGi4/w3gmvmPJEkawysxJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJampmwJNckuTzSY4neTLJbcPj5yd5MMlTw+15ix9XkvSyMWfgLwG/UVU/DlwF/HKSy4BDwLGquhQ4NmxLknbIzIBX1YmqenS4/y3gOHARcD1wZNjtCHDDgmaUJE2xqc/Ak6wClwMPAxdW1QmYRB644DSvOZhkLcna+vr6NseVJL1sdMCTnAN8CvhAVb049nVVdbiq9lfV/pWVla3MKEmaYlTAk5zNJN53V9V9w8PPJ9k3PL8POLmYESVJ04z5KZQAdwHHq+ojpzx1FDgw3D8A3D//8SRJp7NnxD5XA7cAX0zy+PDYh4E7gHuS3Ao8C9y4kAklSVPNDHhV/RWQ0zx9zXzHkSSN5ZWYktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlN7lj3AWKuHPr2p/Z+547oFTSJJu4Nn4JLUVJszcM3mn1Jmc41mc4368AxckpraVsCTXJvky0meTnJoXkNJkmbbcsCTnAX8PvAzwGXAzyW5bF6DSZLObDtn4FcCT1fVV6rq28AngevnM5YkaZZU1dZemLwXuLaqfmHYvgX4qap6/4b9DgIHh803AV/e4qx7ga9v8bWL5Fyb41yb41ybs1vngu3N9qNVtbLxwe38FEqmPPaK/xtU1WHg8DaOMzlYslZV+7f7+8ybc22Oc22Oc23Obp0LFjPbdj5CeQ645JTti4GvbW8cSdJY2wn43wKXJnlDklcDNwFH5zOWJGmWLX+EUlUvJXk/8OfAWcDHqurJuU32Stv+GGZBnGtznGtznGtzdutcsIDZtvwlpiRpubwSU5KaMuCS1NSuC/isy/Mz8bvD83+X5IpdMtfbk7yQ5PHh12/uwEwfS3IyyROneX5ZazVrrh1fq+G4lyT5fJLjSZ5MctuUfXZ8zUbOtYz312uS/E2SLwxz/daUfZaxXmPmWsp7bDj2WUkeS/LAlOfmu15VtWt+Mfky9B+BNwKvBr4AXLZhn58FPsvk59CvAh7eJXO9HXhgh9frbcAVwBOneX7H12rkXDu+VsNx9wFXDPd/APiHXfL+GjPXMt5fAc4Z7p8NPAxctQvWa8xcS3mPDcf+deBPph1/3uu1287Ax1yefz3wxzXx18C5Sfbtgrl2XFX9JfBvZ9hlGWs1Zq6lqKoTVfXocP9bwHHgog277fiajZxrxw1r8O/D5tnDr40/9bCM9Roz11IkuRi4DrjzNLvMdb12W8AvAr56yvZzvPKNPGafZcwF8Nbhj3WfTfITC55pjGWs1VhLXaskq8DlTM7eTrXUNTvDXLCENRs+DngcOAk8WFW7Yr1GzAXLeY99FPgg8J3TPD/X9dptAR9zef6oS/jnbMwxH2Xy9xW8Bfg94E8XPNMYy1irMZa6VknOAT4FfKCqXtz49JSX7MiazZhrKWtWVf9bVT/J5ErrK5O8ecMuS1mvEXPt+HoleTdwsqoeOdNuUx7b8nrttoCPuTx/GZfwzzxmVb348h/rquozwNlJ9i54rll25V93sMy1SnI2k0jeXVX3TdllKWs2a65lv7+q6pvAQ8C1G55a6nvsdHMtab2uBt6T5BkmH7O+I8nHN+wz1/XabQEfc3n+UeDnh29zrwJeqKoTy54ryQ8lyXD/SiZr+40FzzXLMtZqpmWt1XDMu4DjVfWR0+y242s2Zq5lrFmSlSTnDvdfC7wT+NKG3ZaxXjPnWsZ6VdWHquriqlpl0ojPVdXNG3ab63rtqn8Ts05zeX6SXxye/0PgM0y+yX0a+E/gfbtkrvcCv5TkJeC/gJtq+Np5UZJ8gsm37XuTPAfczuQLnaWt1ci5dnytBlcDtwBfHD4/Bfgw8COnzLaMNRsz1zLWbB9wJJN/vOVVwD1V9cCy/3scOdey3mOvsMj18lJ6SWpqt32EIkkayYBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJamp/wOry3DcthvIawAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -167,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -176,13 +176,13 @@
        "<AxesSubplot:xlabel='Index', ylabel='Query value'>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
diff --git a/spft/2022_09_DTW_test.ipynb b/spft/2022_09_DTW_test.ipynb
index b4404fe..2879815 100644
--- a/spft/2022_09_DTW_test.ipynb
+++ b/spft/2022_09_DTW_test.ipynb
@@ -171,21 +171,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Derek\n"
+      "Jhelum_L\n"
      ]
     }
    ],
    "source": [
     "in_dir = './testing/2022_06_test_right_only'\n",
     "subs = ['Derek','Isa','Jhelum_L','Kimia','Mika']\n",
-    "sub=subs[0]\n",
+    "sub=subs[2]\n",
     "# for idx,sub in enumerate(subs):\n",
     "import importlib\n",
     "spft = importlib.reload(spft)\n",
@@ -199,66 +199,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'lag_xcorr_ms': array([ -92.60376172,  -49.97089267,  -84.52886419,   50.26680792,\n",
-       "           8.3296214 ,    0.        , -108.47332754, -108.5554637 ,\n",
-       "         -41.51613407,   50.19203196,   33.36878083,   91.44797846,\n",
-       "         -24.89858284,  -65.7710594 ,    0.        ,    0.        ,\n",
-       "         238.59012157,    0.        ]),\n",
-       " 'lag_lstsq_ms': array([-151.09731968, -103.40099349, -139.5798444 ,   82.27691829,\n",
-       "          57.57700935,   32.7270613 , -155.89492297, -153.05687553,\n",
-       "         -91.57411682,  207.25113765,   65.3754049 ,  136.43359821,\n",
-       "        -124.093822  , -106.49205879,  -50.93593447,  -17.82233822,\n",
-       "         260.32538615,    7.05976004]),\n",
-       " 'raw_rmse': array([0.17918784, 0.13783712, 0.15179477, 0.16898139, 0.21546598,\n",
-       "        0.17432261, 0.1850176 , 0.18146829, 0.12235119, 0.24488095,\n",
-       "        0.12916079, 0.1809388 , 0.27809474, 0.15915656, 0.12030075,\n",
-       "        0.19234151, 0.2229063 , 0.19182116]),\n",
-       " 'raw_sse': array([ 92.47185506,  54.71732412,  66.35995402,  82.23756495,\n",
-       "        133.70569099,  87.51851352,  98.58675406,  94.84053244,\n",
-       "         43.11306462, 172.70403782,  48.04562714,  94.28789049,\n",
-       "        222.72965535,  72.95273512,  41.68013892, 106.54633995,\n",
-       "        143.09919575, 105.97062901]),\n",
-       " 'rmse': array([0.16146888, 0.12981432, 0.13738833, 0.16570221, 0.21515206,\n",
-       "        0.17432261, 0.16591164, 0.16411174, 0.11480254, 0.24122601,\n",
-       "        0.12643989, 0.17296619, 0.27659877, 0.15088658, 0.12030075,\n",
-       "        0.19234151, 0.18620956, 0.19182116]),\n",
-       " 'sse': array([ 74.80113529,  48.43195524,  54.17283614,  78.91205331,\n",
-       "        133.27008138,  87.51851352,  78.91896821,  77.21594368,\n",
-       "         37.89141367, 167.23802481,  45.97874166,  85.8327452 ,\n",
-       "        220.1102889 ,  65.38613668,  41.68013892, 106.54633995,\n",
-       "         98.85557106, 105.97062901]),\n",
-       " 'dtw_path_len': array([4337, 4315, 4327, 4686, 4799, 4617, 4277, 4359, 4299, 4827, 4656,\n",
-       "        4755, 4361, 4393, 4236, 4839, 4809, 4887]),\n",
-       " 'dtw_distance': array([4.01729514, 1.88374494, 2.00120811, 4.29553709, 5.68634221,\n",
-       "        4.70011087, 4.79623818, 3.48106458, 1.73103042, 5.6823655 ,\n",
-       "        3.76493651, 4.68700417, 7.61223479, 2.36588184, 2.65403094,\n",
-       "        5.32703815, 4.69528265, 4.16156396]),\n",
-       " 'dtw_mean_lag_ms': array([ -106.58351924,   -31.94933126,   -78.10763986,   -42.52547635,\n",
-       "        -2851.34968793,   111.97644377,  -102.40010101,   -76.73038176,\n",
-       "          -16.88651129, -1478.27336047,    32.97818835,   220.68676191,\n",
-       "          -56.77021525,   -97.85185555,     3.52471866,  1321.48759788,\n",
-       "         -626.30056607, -2012.82529627]),\n",
-       " 'dtw_median_lag_ms': array([  -58.92966655,   -41.64241056,   -76.07597777,    25.13340396,\n",
-       "        -2973.67483849,   108.5984057 ,  -116.81742966,   -58.45294199,\n",
-       "          -33.21290726,  -836.53386593,    66.73756165,   174.58250434,\n",
-       "          -33.19811046,   -57.54967697,    16.53456061,   413.33483849,\n",
-       "         -279.72634943,  -962.51783258])}"
+       "array([[1.        , 0.43334203],\n",
+       "       [0.43334203, 1.        ]])"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
     "x = res['all']['LRN']['lag_xcorr_ms']\n",
-    "y = res['all']['LRN']['dtw_median_lag']"
+    "y = res['all']['LRN']['dtw_distance']\n",
+    "# plt.plot(x,y,'.')\n",
+    "plt.plot(y,'+')\n",
+    "np.corrcoef(x,y)"
    ]
   },
   {

From e41b4190c403e5430b69699efc3a66280950b915 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Wed, 21 Sep 2022 14:20:31 -0400
Subject: [PATCH 36/49] updated to include additional dtw flags, normalized len

---
 spft/2022_09_DTW_known_data_test.ipynb |  62 +++++-----
 spft/2022_09_DTW_test.ipynb            | 164 ++++++++++++++++++++++---
 spft/__pycache__/spft.cpython-39.pyc   | Bin 8966 -> 9463 bytes
 spft/spft.py                           |  24 +++-
 4 files changed, 195 insertions(+), 55 deletions(-)

diff --git a/spft/2022_09_DTW_known_data_test.ipynb b/spft/2022_09_DTW_known_data_test.ipynb
index b5ad606..d23696d 100644
--- a/spft/2022_09_DTW_known_data_test.ipynb
+++ b/spft/2022_09_DTW_known_data_test.ipynb
@@ -58,22 +58,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(0.0, 5.0)"
+       "<matplotlib.legend.Legend at 0x7f624ab436d0>"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1600x480 with 1 Axes>"
       ]
@@ -87,42 +87,42 @@
    "source": [
     "start_time = 0\n",
     "end_time = 1\n",
-    "sample_rate = 50\n",
+    "sample_rate = 500\n",
     "time = np.arange(start_time, end_time, 1/sample_rate)\n",
     "theta = 5\n",
-    "frequency = 5\n",
+    "frequency = 10\n",
     "amplitude = 1\n",
-    "t_ref = amplitude * np.sin(2 * np.pi * frequency * time) #+ amplitude*np.cos(2 * np.pi * frequency * time)**2\n",
-    "t_for = amplitude * np.sin(2 * np.pi * frequency * time + theta)  #+ 3*amplitude*np.cos(2 * np.pi * frequency * time-theta)**2\n",
+    "t_ref = amplitude * np.sin(2 * np.pi * frequency * time) + amplitude*np.cos(2 * np.pi * frequency * time)**2\n",
+    "t_for = amplitude * np.sin(2 * np.pi * frequency * time + theta)  + 3*amplitude*np.cos(2 * np.pi * frequency * time-theta)**2\n",
     "plt.figure(figsize=(20, 6), dpi=80)\n",
     "plt.plot(t_ref,'.',label='ref')\n",
     "plt.plot(t_for,'.')\n",
     "plt.legend()\n",
-    "plt.xlim(0,5)\n",
+    "# plt.xlim(0,5)\n",
     "# plt.xlim(100,180), plt.ylim(-1.5,1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2.0\n",
-      "2.0\n",
-      "1.96\n",
-      "1.8846153846153846\n",
+      "15.0\n",
+      "15.0\n",
+      "14.292413793103448\n",
+      "14.253094910591471\n",
       "\n",
-      "-1.4142135623730951\n",
-      "-1.3438894421905494\n"
+      "-10.63014581273465\n",
+      "-10.091600528381955\n"
      ]
     }
    ],
    "source": [
-    "path, score = dtw_path(t_ref,t_for)\n",
+    "path, score = dtw_path(t_ref,t_for,global_constraint=None,sakoe_chiba_radius=20)\n",
     "    \n",
     "tw = r_dtw.dtw(t_ref,t_for, keep_internals=True, step_pattern='symmetric2') #we treat the reference as the query and the force as the target, such that we can apply the warp afterwards\n",
     "dd = np.diff(path,axis=1)\n",
@@ -138,12 +138,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -167,30 +167,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": "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",
       "text/plain": [
-       "<AxesSubplot:xlabel='Index', ylabel='Query value'>"
+       "<Figure size 432x288 with 2 Axes>"
       ]
      },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<AxesSubplot:>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -226,7 +226,7 @@
   "orig_nbformat": 4,
   "vscode": {
    "interpreter": {
-    "hash": "75641c749fe2214d01e0c089c670f913027a6a71e5706c1346eeb007043aa77e"
+    "hash": "7c7e49c5ac55b695b895765a955ba08ff94d8ec7c8a6db901ede79032157f881"
    }
   }
  },
diff --git a/spft/2022_09_DTW_test.ipynb b/spft/2022_09_DTW_test.ipynb
index 2879815..3d9795f 100644
--- a/spft/2022_09_DTW_test.ipynb
+++ b/spft/2022_09_DTW_test.ipynb
@@ -171,51 +171,179 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Jhelum_L\n"
+      "Derek\n",
+      "Isa\n",
+      "Jhelum_L\n",
+      "Kimia\n",
+      "Mika\n"
      ]
     }
    ],
    "source": [
     "in_dir = './testing/2022_06_test_right_only'\n",
     "subs = ['Derek','Isa','Jhelum_L','Kimia','Mika']\n",
-    "sub=subs[2]\n",
-    "# for idx,sub in enumerate(subs):\n",
+    "sub=subs[1]\n",
     "import importlib\n",
     "spft = importlib.reload(spft)\n",
-    "print(sub)\n",
-    "data = spft.load_yaml(join(in_dir,f'LAB_{sub}_Test_Right_Only_out-file.txt'))\n",
-    "res = spft.score_spft_data(data)\n",
-    "    # if idx == 0:\n",
-    "    #     all_LRN_lag = np.zeros((len(subs),LRN_lag.shape[0]))\n",
-    "    # all_LRN_lag[idx,:] = LRN_lag"
+    "\n",
+    "for idx,sub in enumerate(subs):\n",
+    "    print(sub)\n",
+    "    data = spft.load_yaml(join(in_dir,f'LAB_{sub}_Test_Right_Only_out-file.txt'))\n",
+    "    res = spft.score_spft_data(data)\n",
+    "    path_len = res['all']['LRN']['dtw_path_len']\n",
+    "    path_dist = res['all']['LRN']['dtw_distance']\n",
+    "    rmse = res['all']['LRN']['rmse']\n",
+    "    lag = res['all']['LRN']['lag_xcorr_ms']\n",
+    "    path_lag = res['all']['LRN']['dtw_mean_lag_ms']\n",
+    "    if idx == 0:\n",
+    "        all_path_len = np.zeros((len(subs),path_len.shape[0]))\n",
+    "        all_path_dist = np.zeros((len(subs),path_dist.shape[0]))\n",
+    "        all_path_lag = np.zeros_like(all_path_len)\n",
+    "        all_rmse = np.zeros((len(subs),path_len.shape[0]))\n",
+    "        all_lag = np.zeros((len(subs),path_len.shape[0]))\n",
+    "        \n",
+    "    all_path_len[idx,:] = path_len\n",
+    "    all_path_dist[idx,:] = path_dist\n",
+    "    all_path_lag[idx,:] = path_lag\n",
+    "    all_rmse[idx,:] = rmse\n",
+    "    all_lag[idx,:] = lag"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fa01fa408b0>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABClUlEQVR4nO3deXxU9bn48c83k30le0ISSIAAiUBYwhoFVIKgINa2Clbscr2K1rXX9lq73273Vn+ittalal3qRi2CKFVwIUCCyBbWsGRhSQLZyULWyXx/f5wJBgjJTHJmzszk+369fCWZ5cyDhGe+85zveR4hpURRFEXxXF5GB6AoiqI4lkr0iqIoHk4lekVRFA+nEr2iKIqHU4leURTFw3kbHUBPoqKiZHJystFhKIqiuI1du3ZVSymje7rPJRN9cnIyO3fuNDoMRVEUtyGEOHG5+1TpRlEUxcOpRK8oiuLhVKJXFEXxcC5Zo1cURRmojo4OSktLaW1tNToUXfn7+5OYmIiPj4/Nz1GJXlEUj1RaWkpISAjJyckIIYwORxdSSmpqaigtLSUlJcXm56nSjaIoHqm1tZXIyEiPSfIAQggiIyPt/pSiEr2iKB7Lk5J8l/78mVSiV1xOXmE1B8rqjQ5DUTyGSvSKS2kzd7LiH7v46er9RoeiKAMWHBx8yW2//vWvSUhIYOLEiaSnp/P222+fv+973/seCQkJtLW1AVBdXY0eXQJUoldcyqYjVTS0mtlfVs+Zes/aLaEoXR5++GHy8/NZu3Ytd999Nx0dHefvM5lMvPLKK7q+nkr0iktZm19GgI8JgE8LKgyORlEcKzU1lcDAQOrq6s7f9tBDD7Fy5UrMZrNur6O2Vyouo6G1g08LKlk2NYlNR6vYeKiC22cMNzosxQP8Zt1BDpU36HrM9KGh/GrxFQM6xu7du0lNTSUmJub8bcOGDePKK6/kjTfeYPHixQMNE1AresWFfHLgDO1mC0smJZCdFsu2ohqa2vRb1SiKq1i5ciVjxoxh+vTp/PrXv77k/scee4zHH38ci8Wiy+upFb3iMtbmlzM8MpBJSUNoN1t4aWsJm49Wcf34eKNDU/rhWEUjjW1mJg8LNzqUAa+89fbwww/zyCOPsHr1au644w6Kiorw9/c/f/+oUaOYOHEiq1at0uX11IpecQmVDa3kFVWzJGMoQggyh4czJNCHjYdUnd5d/XT1fr77ylc0tnb0/eBB6uabbyYzM5PXXnvtkvt+9rOf8cQTT+jyOirRKy5h3b7TWCTcODEBAG+TF9eMjeHzw5WYO/X5+Ko4T1ObmfxTZ2lsNfP2VyeNDscwzc3NJCYmnv/vySefvOQxv/zlL3nyyScvKdNcccUVTJ48WZc4VOlGcQlr88sYlxDKqJiv9x1np8WyencZO47XMXNkpIHRubimKuhsg7BEoyM576uSGswWSVSwHy9tKeG7s5Lx8zYZHZbT2VJjnzJlCkeOHAHg1VdfveC+1atX6xKHWtErhiuuamJfaT03WVfzXWaPjsbX5KW2WfbGYoE3boKnM2D9T+BcjdERAbD1WA1+3l78783jqWxsY82eMqNDGtRUolcMtza/HCFg0YShF9we5OfNrFGRbDxUgZTSoOhc3LENUHEAkmbAjr/BM5Mg9xkwtxkaVl5RNVOTI7g2LYYrhobyQk4xnRb1d2gUlegVQ0kpWZtfxswRkcSF+V9yf3Z6LCdrmzlW2WRAdG5g60oIS4I71sA9eZA0DTb+Av6SCQf+BQa8QVY1tnH4TCOzRmmdI++ZO5Li6nNsPHTG6bF44gKhP38mlegVQ+0rred4TTNLJg7t8f55abEAavdNT05sg1Nfwqz7weQDMWlw+3uw/H3wC4X3fgAvZ8PJ7U4NK6+oGoCskVEALBwXz/DIQJ7bVOTUxOvv709NTY1HJfuufvTdt2LaQp2MVQy1Jr8MX5MXC8b1vFc+NtSfjMQwNh6q4IdXj3JydC5u60oIjIRJyy+8feQ1cPccyH8LPv8dvDIf0m+Ceb+CiBEODyuvsIZQf2/GJYQBYPIS3DV7BD97/wDbimuYZX0DcLTExERKS0upqqpyyus5S9eEKXvYlOiFEAuApwET8JKU8n8vuv87wH9bf2wC7pFS7hVCJAGvA3GABXhRSvm0XREqHsvcaWHd3tNcMzaGsIDLj0WblxbL/9t4lMqGVmJC7VvJeKwzB+DYJ3D1z8A38NL7vUwweTlc8Q3I+zPkPQOHP4Lpd8PsRyDAMRcxSSnZWljNzJGRmLy+7pv+zcmJrNx4jOc2FTkt0fv4+Ng1hcmT9Vm6EUKYgGeBhUA6sEwIkX7Rw0qAOVLKCcBvgRett5uB/5JSpgEzgB/28FxlkNpWXEN1U9tlyzZdsq/QyjefFlQ6Iyz3kPs0+ATB1Dt7f5xfMFz9U7h/N2TcCtue1U7YfvkcmNt1D+tkbTNlZ1u4ctSFydzfx8QPrkxmyzE1a8AIttTopwGFUspiKWU78A6wpPsDpJR5Usqu9mtfAonW209LKXdbv28ECoAL99Apg9aaPeWE+Htz9diYXh83JjaEpIgAtc2yS91x7URr5vchMMK254TGw5JnYcUWiM+Ajx+Fv06HQx/oesJ2a6FWn5816tJV+3emDyfYz5vnc4p0ez3FNrYk+gTgVLefS+k9Wf8H8O+LbxRCJAOTgB7PDAkh7hJC7BRC7PS0mppyqdaOTj45eIaF4+Lw9+n9QhohBPPSYtlaWM051eQM8v4Cwgtm3Gv/c+PGw/I1cNs/weQLq5bD36+Hsl36hFZYQ3yYPyOigi65LyzAh+/MGMb6/ac5UXNOl9dTbGNLou9pQGGPSwAhxNVoif6/L7o9GPgX8JCUssdeoVLKF6WUmVLKzOjoaBvCUtzZZwWVNLWZWTLRtg942emxtJstbDlW7eDIXFxTFex5QyvDhPXzw7EQMHo+rMiFRSuh5hj87Rr4151wtv/tCiwWSV5RNbNGRl12rul/ZKXg7eXFi5uL+/06iv1sSfSlQFK3nxOB8osfJISYALwELJFS1nS73Qctyb8ppdTnel7F7a3JLyMmxI8ZI2xrbTA1OYJQf2+1zXL789rFULMeHPixTN6Q+QOtfn/Vf0HBOvhzJmz8FbTaX0c/dLqBuuYOskZd/u80JtSfmycn8M9dpVQ1GntR12BiS6LfAaQKIVKEEL7AUuCD7g8QQgwDVgPLpZRHu90ugJeBAinlpd18lEGpvrmDTUcquTFj6AU7M3rjc77JWcXgvcKytUG7+jVtEUSP1u+4/qFw7S/h/l3aLp3cp7QTtl/9DTpt7zx5fv98D/X57u6aPYKOTguv5pUMJGrFDn0meimlGbgP+ATtZOoqKeVBIcQKIcQK68N+CUQCfxVC5AshdlpvzwKWA9dYb88XQlyv/x9DcSfrD5ymo1PaXLbpMi89lrrmDnadqOv7wZ5o16vaSjvrYcccPywRbn4B7sqBmHRY/wg8NwuO/NumE7ZbC2sYFRNMbB9bYEdEB7Pgijhe33ZCtTB2EpuujJVSrpdSjpZSjpRS/t562/NSyuet398ppQyXUk60/pdpvX2rlFJIKSd0u2+94/44ijtYs6eMEdFBjEsItet5c0ZH42MSg3P3jblN2xqZMhsSpzj2tYZOhO+ug6Vvg7TA20vhtcVweu9ln9Jm7mRHSe0l2yovZ8WckYO+hbEzqRYIilOVn23hq+O1LMlIuOwJu8sJ8fdhxohB2uRs7zvQdAaudNBq/mJCwNjr4d4vYeHjUHEQXpgD798D9Zd2otxz8iwtHZ3MsrGddEbSEGaNjOSlLSW0mTv1jl65iEr0ilOt21uOlPR5kdTlzE+PpaT6HEVVg6jJmaVTu0AqPgNGXO3c1zb5wPS74MF8yHoADrwHf56itVZoazz/sLzCarwETLfx5DrAPXNHqhbGTqISveJUa/LLmZg0hOQe9lnbYl56V5OzQXSVbME6qC3SVvN2fgrSjX8YZP8P3LdTW+lvfhyemQw7/w6dZnKLapiQOKTXVhYXu3JUlGph7CQq0StOc7SikYLTDf1ezQPEhwUwLiHUkJa3hpBS2wUTMQLSbjQ6GggfDt96Be78TIvpw4fofC6L0NJNvW6r7InRLYwHE5XoFadZm1+GyUtcMmDEXtlpcew5dXZw7MMuyYHyPZD1oNaozFUkZsIPPoZbXqettZm/+/wfdx5/RGu2ZgejWhgPNirRK06hDRgpJ2tUFNEhfgM61rz0GKSEzw8Pgt03W1dCcBxkLDM6kksJAelL+H+pb/CHzuUMqdsPL1wFa++DRttW6F0tjPeW1rOt2DXGIHoilegVp9h9so7SuhaWZAxsNQ+QHh9KwpAAz6/Tl+2G4k0w817wHtiboyNtLW6gIHk54oE9MP0ebYfQM5Nh0/9Be989bb45OZGoYD+e26SanTmKSvSKU6zZU46ftxfXjYsb8LG0JmcxbC2soqXdg7fm5T4FfmEw5ftGR3JZlY2tHKlo1HrMB0bAgj/AD7fDqGth0x/gzW/3eQzVwtjxVKJXHK6j08JH+08zLz2WYD99hpplp8fR2mE53xbX41QXai2Ep92ptShwUduKtHLLBSdiI0fCrW/AvF/DiVyoLOjzOKqFsWOpRK843NZj1dSea+cmO1se9GZaSgQhft6eu1sj72mtXDN9Rd+PNVBuYTVhAT5cMTTs0jsn3g7CBHvf7vM4qoWxY6lErzjcmvwywgJ8mDNav/bTvt5ezB0bw2cFlZ63B7uhHPLfhkm3Q3DvQ1mMJKUkt7CGmSMie25OFxwNqdmwb5V20VcfVAtjx1GJXnGo5nYzGw5WcP34eHy99f11y06PpeZcO/mnPKzJ2Zd/1XrMzLrf6Eh6daJGGxuYldpLf5uMZdB4Wjup3IeYUH++OUW1MHYElegVh9p4qIKWjk5uGsBFUpczZ3Q03l6CDZ7Uo76lTrvadNzNEJ5sdDS96jo/ktVbf5sxC7Wram0o3wD851VaC+O/56oWxnpSiV5xqLX55QwN82dqso2zTe0QFqA1OfvUkxL9jpegvQmyHjI6kj7lFVUTH+ZPSm/tLLz9YNw3oeBDrZ9+H0ZEB7NwXBxvfKlaGOtJJXrFYWrPtbP5aBWLJw7Fy8YBI/aalxZDUdU5ij2hyVl7M3z5PKTOh7hxRkfTK21sYA1Zoy4/NvC8jNvA3AKH1tp07K4Wxm9tVy2M9aISveIwH+0rx2yRuu62uVhXkzOP6FGf/yY0VzuvFfEAHDrdwNk+xgael5gJESNtLt9MSBxC1qhIXt6qWhjrRSV6xWHW5pczOjaYsXEhDnuNxPBA0uJD3X+WbGcH5D4DSdNh2Eyjo+lT7vn6vA2DRoSAicu0PfV1x206/oo5qoWxnlSiVxziVG0zO0/UsWSi/QNG7JWdHsuuE3XUNLnxTo2D70P9SWNbEdtha2E1qTHBxPQxNvC8CbdqX/e+a9PDrxwVxbgE1cJYLyrRKw7xwd5yAG7UobdNX7LTYrFI+Pywm/a+kVJrXhadBqnXGR1Nn9rMnew4XtvnEPALDBkGyVdp5RsbulQKIVgxR7Uw1otK9IrupJSs2VNG5vBwkiICHf564xJCiQ/zd9/yzbENUHkIrnwIvFz/n+Sek2dp7bDYl+hB21NfVwKnttv0cNXCWD+u/1uluJ2C040cq2xiySTHnYTtTmtyFsuWY9W0drjhybutKyEsSduG6AZyz48NtHPLbPqN4BMI+W/Z9HDVwlg/KtErulu7twxvL8EN4+Od9prz0mNp6eg8f5LQbZzYBie3aVfBmmwfw2ek3MJqMpKGEOpvZ7x+IdqUrINroKPFpqeoFsb6UIle0ZXFIlmXX87s0dFEBPk67XVnjIgg2M/b/bZZ5j4FgZEwabnRkdiksbWDvaX1tu226UnGUmirhyPrbXq4amGsD5XoFV19dbyW8vrWAc2F7Q8/bxNzRkfzaUElFnfZpVFxEI5+rHWo9HX8uQw9bC+updMi7a/Pd0mZDaEJ2nASG6kWxgOnEr2iq7X55QT6msi2XsjkTNnpsVQ1trG39KzTX7tfcp8GnyCYeqfRkdhsa2E1/j5eTB4+pH8H8DLBhFug8DNotO3Tl2phPHAq0Su6aTdbWL//NPPTYwn01WfAiD3mjonG5CXcY/dN3QnY/x5kfl+bzOQm8oqqmZocgZ/3AAaVZywD2Qn7/2nzU1QL44FRiV7RzaYjldS3dDhtt83FhgT6Mi05wj3q9Nv+AsILZtxrdCQ2q2xs5WhFU//LNl2ix8DQyTa3RADVwnigVKJXdLN2bzkRQb5cOdBEMADz0mM5WtHk2h/xm6pg9+uQcSuEGfOm2B95hdaxgf09EdvdxNug4gCc2W/zU1QL4/5TiV7RRWNrB58eqmDRhHh8TAP8tWqqtKmlbU/mW88NuHT55qsXwNwGsx40OhK75BZWMyTQh/ShOsywHfdN8PLRJmnZSLUw7j+V6BVdbDhYQZvZwhI9OlW+vgSemwW19q/ckiICGRsX4rqJvq0RvnoR0hZB9Gijo7GZNjaw+vJjA+0VGAGjr4P9q7SGbjZSLYz7RyV6RRdr8stIighg8rAhAzvQ2VNaO4D6U/DaYpu7HXY3Ly2WHcdrqTvXPrBYHGHXq9BaD1mu34q4u+M1zZTXtw68Pt/dxNvgXBUUfW7zU1QL4/6xKdELIRYIIY4IIQqFEI/2cP93hBD7rP/lCSEybH2u4v4qG1vJLaxmSYYOnSpLcrSv33hBm7T06iK7k312utbk7IsjLtbkzNwG257V9pInTjE6Grucb0usZ6IflQ0BETa3ROjS1cL4/d2qhbGt+kz0QggT8CywEEgHlgkh0i96WAkwR0o5Afgt8KIdz1Xc3Ef7TmORcNMkHS6SKs6BoGitre0da7VSx6uLte2INhqfEEZMiJ/rlW/2vasNynaDwSIXyy2sZmiYP8mROl7Y5e0L478NR/6tzcq1UVcL4xc3qxbGtrJlRT8NKJRSFksp24F3gCXdHyClzJNSdv1NfQkk2vpcxf2tyS8nPT6UUTEDHDAipbaiT5mt9WSPz4DvfgBtDdaVvW3J3stLMC89lpyjVa7T5MzSqV0gFZ8BI642Ohq7dFok24ptHBtor4yl0Nmm9eO3UfcWxhsOqhbGtrAl0ScAp7r9XGq97XL+A/i3vc8VQtwlhNgphNhZVVVlQ1iKKyipPsfeU2f1Wc1XHYGmCkiZ8/Vt8RnWlb19yT47LZbm9k7X6Xp4+EOoKXSbwSLdHSrvGhvogG2zQydB9Fi7WiLA1y2Mn89RLYxtYUui7+m3ssf/s0KIq9ES/X/b+1wp5YtSykwpZWZ0dLQNYSmu4IP8coSAxXoMGOmqz4+Yc+HtQyd+nexfWwRn+95xMXNkJIG+Jj51hfJN12CRiBFa90Y3k1uk1edn2TIf1l5CaFfKntoONbb3slEtjO1jS6IvBZK6/ZwIlF/8ICHEBOAlYImUssae5yruSUrJ2vwypqdEEB8WMPADFufAkOEQnnzpfV3JvrUeXr2hz2Tv72Nidmo0nxZUGN/krCQHyvdA1oNarxc3k1tYzejYYGJCbBwbaK8Jt2hXCdtxpSyoFsb2sCXR7wBShRApQghfYCnwQfcHCCGGAauB5VLKo/Y8V3FfB8oaKK4+x0167J3vNMPxrZeu5ru7INn3vbLPTo+loqGN/Ua3t926EoLjtJWrm+nX2EB7hQ6FEXO1ebIWi81PUy2MbddnopdSmoH7gE+AAmCVlPKgEGKFEGKF9WG/BCKBvwoh8oUQO3t7rgP+HIoB1uSX4WvyYuE4HQaMnN6r9SlP6SXRg1bTXb4GWs9ak/2pyz70mrExeAmM7X1TthuKN8HMe8Hbz7g4+mn3CevYQD3aHvQmY5k2HP1Erl1Pu33GcEJUC+M+2bSPXkq5Xko5Wko5Ukr5e+ttz0spn7d+f6eUMlxKOdH6X2Zvz1XcX6dFsm5vOXPHRBMWqMNkpJJN2te+Ej1AwmQt2bectZZxek724UG+ZCZHGLvNMvcp8AuDKd83LoYByC2sxuQl7B8baK+xi8A32O6TsqH+PtymWhj3SV0Zq/TLl8U1VDa2cZNenSqLcyDmCgi28UR8wmS4Y42W7F9bBPWlPT5sfnosh880cqq2WZ847VFdCIc+gGl3gr8O/WEMkFtUTUZiGCH2jg20l28gpN8Eh9ZAu30JW7Uw7ptK9Eq/rNlTRrCfN9eMjRn4wTpatV0XvdXne5IwGe54H5rrtJV9D8l+XpqBTc7yntbKNdNX9P1YF9TQ2sHeU2cdW5/vbuIy7Wrowx/Z9TTVwrhvKtErdmvt6OTjA2dYMC4Ofx8ddpGc2g7mVtvKNhdLmALL34fm2h6TfXJUEKkxwc6v0zeUa50ZJ90OwTq8GRpge3EtFqlz24PeDJsFYcPsbokAcNfskaqFcS9Uolfs9sXhShrbzPrstgFt+6EwwfBZ/Xt+4hStZt9cq52grb+wB8q89Fi2l9RS3+zE1rZf/hWkBWbd77zX1FmudWzgpIE2qrOVl5d2pWzxpkv+DvuSEhWkWhj3QiV6xW5r8suIDvFj5kidLqApztFW5gOpY59P9jXWlf3XiSI7PZZOi2TTUSc1OWupg51/h3E393xNgJvILdRhbKC9MpYCUmtfbCfVwvjyVKJX7FLf3MEXh6tYPGGoPn3JW+uhfLf99fmeJHaVcWqsJ2i1ZD8xcQhRwX5scFadfsdLWq056yHnvJ4DVDa0cqyyyfnTwiJHQtJ0rexlZ2sD1cL48lSiV+zy8cHTtHdaWDJRh5YHAMdztRJHymx9jpeYCbev1sb1vbYIGsq1JmdpMeQcqXJ8Amhvhi+fh9T5EDfOsa/lQF1tD5xWn+8uYxlUH9GuJrbTPXNGqRbGPVCJXrHLmj3lpEQFMSExTJ8DluSAtz8kTtPneABJU7WVfVOVVsZpKCc7PZamNjPbi2v1e52e5L8JzdVu2Yq4u9zCGm1sYLwB20Kv+AaY/OxuiQCQNSpStTDugUr0is3O1LfyZUkNSyYO1a9dbclmGDYDfHTuo3JBsl9EVkw7AT4mx26z7OyA3Ge00sOwmY57HQfrGhs4a2QkXnqU5+wVMATGXg/73wOzfVPCVAvjnqlEr9hs3d5ypESfubCgDQGvPNS/bZW2SJoKy1dDUyX+by5hUYrWDsFhbW0Pvq9dxu+GrYi7K6k+x2m9xwbaK2MZtNTCsQ12P1W1ML6USvSKzdbkl5GRGEZKVJA+ByzZrH3V40Ts5SRNg9v/BU0V/LLmJ3TWn+ZgeYP+r9PVijg6DVKv0//4TpRbpDWfdXh/m96MvBaCYvpVvrmghXGRamEMKtErNiqsbORgeYN+q3nQ9kv7h0H8RP2O2ZNh0+H21QS3V/OO7+/I23NA/9c4tkH7dHLlQ9p+cDeWe6yahCEBDNdzbKC9TN5a++Kjn2jXR9jpfAtj1ewMUIlesdHa/HK8BCzK0KFTZZeSHEi+yjk92odNRyx/n3jTWa7f/Z/QqHP9dutKCEuCcd/U97hO9vXYwEj9xwbaK2MpWDq0Wr2dVAvjC6lEr/RJGzBSTtaoKP2GT9SWaP3kHVWf78mw6Xwy8VmGdNbQ8coN+iX7E9vg5DbtKliTg5t/OdjB8nrqWxw0NtBeceMhdny/yjegWhh3pxK90qc9p85ysraZG/UYF9jlcmMDHWz8rOv4XvtPoKFMa5egR7LPfQoCI2HS8oEfy2C5hVpNe5aR9fnuMpZqF9RVHbH7qaqF8ddUolf6tHZPGX7eXiwYF6ffQYtztKlLUaP1O6YNRkYHUxs1hT9G/F5rPPbaYmgcwJbLioNw9GOtQ6WvgTVtneQWVjMmNoToEBcZkjL+21ofpH6u6lULY41K9EqvzJ0WPtx3mnlpsfr1JLdYtB03I+YYsg0xOz2W18viOXfLu1qbhNcW9T/Z5z4NPkEw9U59gzRAa4c2NtAhQ8D7KyQWRl1rHTNo/1XNqoWxRiV6pVdbC6upOdfOjXq1PABtd0pztXPr891kp8Vitkg+ax4Jt79nTfb9WNnXndBOFGZ+HwIdPIHJCXafrKPNbHF+f5u+ZCyDxvKvt+PaSbUwVole6cPa/HJC/b2ZO8bGyU+2MKg+32XSsHAig3z59FCF1hr5O//U+ti/tli7iMtW2/4Cwgtm3Ou4YJ2oa2zgtBQXe9Mac702jrGf5RvVwlgleqUXLe2dfHLwDDdMiNe3VW1xDkSMhLBE/Y5pB5OX4JqxMXxxpJKOTgskZ1mT/SntBK0tyb6pCna/Dhm3QpiO1xYYKLewholJQxw/NtBePv4w7htQsA7aGvt1iMHewlgleuWyNhZU0NzeyY0ZOiayzg44kWvYar5Ldnosja1mviqxXoyTnAXfeU9L9ras7L96AcxtMOtBxwfrBPUtHewrPUuWXjMG9JZxG3Q0azN4+2GwtzBWiV65rLV7yogP82e6nh/ly3ZrvdoNqs93uTI1Cj9vrwubnHWt7M+e7D3ZtzXCVy9C2iKIdu6uIUfZXlzj3LGB9kqaBhEj+l2+gcHdwlgleqVHdefayTlaxY0ZQ/XtYFiSAwj9+s/3U6CvN1elRrHx0EVNzpKvhNtWdUv2VZc+eder2sCULPduRdxdXlENAT4mJg0LNzqUngmhnZQ9vkX7u+mHwdzCWCV6pUcf7T+N2SL13W0DWn0+brxL7FKZlxZL2dkWCk5fVPdNuUpL9nUnLk325jbY9qz2RpU4xbkBO9DWwmqmpkTg6+3CKWHCrdrXve/26+lCCO6ZM2pQtjD2NjoAxTV9kF9OakywvoMn2puh9CuYfrd+xxyAa9NiEWI/Gw9VkD70oj9nylVaGefNb8PrN8IdH0BwNOx7FxpPw01/NSZoB6hoaKWwsolbMo05OW6z8OEw/EqtfDP7kX5dg7FgXBzJkYE89G4+v/3wEP4+Jvx8TPj7eBHgY8Lf+r1/1/fevdzX2/N8TPh7e+Ftco03TpXolUuU1jXz1fFaHpk/Wt/GVie3QWc7pMzV75gDEB3ix6SkIXxaUMGD81IvfUDKVfCdVfDmLVqyX75Gu0AqPgNGXO30eB0lt1AbG+gybQ96k7EUPrgPSndodXs7mbwEj387g7X5ZbR2WGjt6Oz2tZOG1g5a2rXb2sza15aOzn6XenxMAn9v7c0kwNfL+sZx6ZtCgPXn8EBfHs7W/7yPSvTKJT7YWw7oOGCkS0kOePnAcNeZvjQvPZY/fXyE0/UtxIcFXPqAlNlw27vw1q3w3CztQq9vv+rWg0UulltYQ7hRYwPtlb4E1v8Y8t/qV6IHmJocwdRk+0qHHZ2Xvim0dlhoNXda3xg6aTV3v+/rx7ZYv2/r6Oz2eAtNbWaqm9oveE5ogI9K9IpzfJBfzpTh4SRF6Ny7pTgHEqeCr06DS3Qw35roPy2oZPmM4T0/aMQcuO0deGuptvMj7UbnBulAX48NjDJmbKC9/EMhbTEcXA0L/lf/EZSX4WPywsfkhV7NW53NNQpIeuhogQ0/h6IvjI7ErR0+08DhM40s0fskbHMtnN5r+P75i42MDiY5MrDvWbIj5sKKLdocWmf0z3eS4upznGloda3+Nn3JWKrtejr6b6MjcRuek+gRcHg9fPiQdtJP6Zc1e8oxeQluGK/jgBGA41sBafj++YsJIchOj2VbUXXfl8dHpUJ4slPicpY8a33e5frb9GbEXAiJh73vGB2J2/CcRO/jD4ufgrrjsPlPRkfjliwWybq95cxOjSIyWOc2tSU5WpfHBNfbkjgvLZaOTsnmo9VGh+J0Wwu1sYHD9C7TOZKXSRszeGyjfb2JBjGbEr0QYoEQ4ogQolAI8WgP948VQmwTQrQJIR656L6HhRAHhRAHhBBvCyEcV+VKmQ0Tb4fcZ+CMA+aCeridJ+ooO9ui/0lY0Orzw2eBt6/+xx6gKcPDCQ/04dOCAfSld0OdFsm2ohquHBVl/NhAe2UsA9nZrzGDg1GfiV4IYQKeBRYC6cAyIUT6RQ+rBR4AnrjouQnW2zOllOMAE7BUh7gvb/5vISAc1j3Qr/7Vg9na/DICfExkp8fqe+CGcqg55nL1+S7eJi+uHhvD54etTc4GiQNl9TS0mt2rPt8lJk0bKr/3LaMjcQu2rOinAYVSymIpZTvwDrCk+wOklJVSyh1AT0VObyBACOENBALlA4y5d4ER2tn4sl2w4yWHvpQnaTdb+Gj/abLTYwny03kzVrG1LbGL1ee7m58eS31LBzuO1xoditPkFrnR/vmeTLwNzuxXn95tYEuiTwBOdfu51Hpbn6SUZWir/JPAaaBeSrmhp8cKIe4SQuwUQuysquqhv4g9xn8LRl4Ln/2P1mdc6dPmo1Wcbe7gpkk677YBrT4fGAmx4/Q/tk6uSo3G19uLTw8NnppvXmENY+NcaGygvcZ9C7y8B9TobLCwJdH3VLyz6TIxIUQ42uo/BRgKBAkhbu/psVLKF6WUmVLKzOjoAQ65EAIWPamVbj56BOTgamDUH2v3lhMe6MNVqToOGAHt/31xDiRfBV6ue+4/yM+brJGRbCw4c2GTMw91fmygu67mAYIiIfU62LcKOs1GR+PSbPmXVwokdfs5EdvLL/OAEilllZSyA1gNzLIvxH4KT4arH9P22hb0r4f1YNHUZmbjIW3AiI/evTlqCrUxcC5an+8uOz2OU7UtHK1oMjoUh9t9wjo2MNUN6/PdTVwG5yqhWF0/0xtb/lXvAFKFEClCCF+0k6m2Zs6TwAwhRKDQTutfCxT0L9R+mHGv1ilx/U+g5azTXtbdbDh4htYOCzc5YrdNievX57tcmxYDwMZDnt/ZcGthNd5egmkpbp7oU+drmy/y1UnZ3vSZ6KWUZuA+4BO0JL1KSnlQCLFCCLECQAgRJ4QoBX4E/FwIUSqECJVSbgfeA3YD+62v96KD/iyXMnnD4me0d/zPfuO0l3U3a/PLSQwPYMpwB/QiL86B0EStdYCLiw31JyNpCBsLPL9On1ukjQ0M1vvEu7N5+2m1+sMfqcVcL2z6nC6lXC+lHC2lHCml/L31tuellM9bvz8jpUyUUoZKKYdYv2+w3vcrKeVYKeU4KeVyKWWb4/44PUiYDNPvgZ2vwIltTn3pLm3mTpfdtlfd1MbWwmpuzBiq/15qi0UbFDFijts0ActOi2HvqbNUNLQaHYrD1Ld0sL/0LLPc6WrY3mQsg842OLTG6Ehclpu/ndvo6se0Ov26B7V+Jd6O3WUgpaSo6hybjlSSc7SK7cW1dFgsRAb5ERfmR1yoP3Fh/sSF+hPb/fswf0L8vJ168cpH+07TaZHcNMkBZZsz+6Clzi3KNl2y0+N4YsNRPiuo5Lbpw4wOxyG+tI4NdKu2B71JmAxRo7WWCFO+Z3Q0LmlwJHq/YLjhSXjr21o/8Tk/0f0lmtvN5BXWsOloJZuOVFFa1wLAyOggls8cTrCfNxUNrZxpaKW0roWdJ+o423zpZQeBvqbzib8r+Xd/Q4gP8ycq2A+TTp0G1+SXkRYfyujYEF2Od4Hz9XljxwbaY3RsMEkRAWw8dMZjE31eYTUBPiYmJg0xOhR9CKE1Ovvsf6C22C3KhM42OBI9wOj5cMXNsPlxuOIbWoOqAdBW7U1sOlLFpiNVfFVSS3unhUBfE7NGRnL3nJHMHR3da6vf1o5OLfnXa28AFQ2tnK5vPX/b9pJaKhpaMV809MDkJYgO9rO+CXR9QgggLsxPe0OwvikE+vb+13ui5hx7Tp7l0YVjB/T/4rKKcyBqDITq3CDNgYQQZKfF8Y/tJzjXZtb/4jEXsLWwmmmuPjbQXhOWwme/1Vb1Vz9mdDQux/N+i3uz4H+h6DOthPPdD+3e132uzUxeUQ2bjmir9rKz2qp9VEwwd8wcztwxMUxNCcfP27Y2tv4+JoZHBjE88vL92S0WSc259vNvBmcaWqno9sZQXHWOvMIaGtsu3Ucc4u99QZkoLsz/gjeCj/afBuDGDAdcJGVu1yZKTerxsgmXlp0eyyu5JWw5VsWCce7zJmWLM/WtFFWdY+lUD/u0EpagnQva+zbMedSlr9kwwuBK9CGxkP1brQ9O/j9g8h29PlxKSWGlddV+tJIdJXXnV+1Zo6K49+qRzBkdTWK44zr/eXkJokP8iA7xYzxhl33cuTbzBW8CXd93fUI4WtFIVWMbF09Em5YSwdAhPUxWGqjSHdDR7Fb1+S5Tk8MJC/Bhw6EKj0v058cGumN/m75kLIP379YWGMlZRkfjUgZXogctue9bpQ0pGb0AgmMuuPtcm5ncwmo2Ha0ip9uqPTUmmO/OGs7VY2LITHa9j71Bft6MjA5mZHTwZR9j7rRQ3dSuvRHUt1DZ2Oa4KyNLckB4QfKVjjm+A3mbvLhmbAxfHK7E3GlxmQHPesgtqiYiyJe0ODcYG2ivtMXw4Y+0Vb1K9BcYfIleCK1v/XOz4ONHkd98mWOVTefLMTuO19LRKQnyNTHLumqfOyaGBEesep3M2+SllXHC/MHRJ+KKc7TuggEOfh0HmZcWy/t7yth1oo7pIzxj9SulJK+whpkjI91jbKC9fIO0mbIH18DCP4GvG/XYd7DBl+iBppAUTo9dQeqBZ/jxkTTea9S6Lo+ODeb7WSnMHR3tkqt2t9HWBGU7Ydb9RkfSb3PGRONr8uLTggqPSfRFVdrYwCx37m/Tl4nLtNbFR9ZrzQ0VYJAkeiklxyqb+OKwtmrfeaIWOjP5t18ij8q/Mf3GD8hKH+6YWvVgdCIPLGa3rM93CfbzZsbISDYequCx69PcbzBHD/KK3HBsoL2GXwlhSVpLBJXoz/PYRN/UZmbrsWpyjlaSc6SK8nrtSscxsSH8ICuFuWNiGO71N3xeW8i3G9+AIb83OGIPUpIDJj8YNsPoSAYkOz2WX6w5QFFVE6NiHHCdgZNtPVZNYngAwyI9uKTh5QUTboWtT0LDabfa2utIHpPopZQcrbiw1m62SIL9vMkaFcn916YyZ3T0Rav2WZD5A/jyrzDum9oVdsrAFedA0jTwce9PSPPSYvjFGthwqMLtE32nRbKtuEb/oe+uKGMZbHkC9q+CrAeNjsYleEyibzNbuPEvW2kzWxgbF8J/XJXC3NExTBke3nut/dpfweH12pbL/9ykNUJT+u9cNVTsh2t+bnQkAxYfFsD4hDA2Hqrg3rmjjA5nQPaX1dPYavac/ja9iRoFiVMh/22Y9YDb9FlyJI/Jav4+Jp5fPoWxcSHEh9mxkgwYAtf/CVbdoa3ssx5wWIyDQslm7WvKXCOj0E12eiwrPz1KZWMrMSGOm2vvaOf3z4/0jBPLfcpYBh/9CE7vhaETjY7GcB61reTqMTH2JfkuaTfCmOvhiz9A3XHd4xpUSnLALxSGTjI6El3MS4tFSvjczVsX5xVVMzYuhKhgNx0baK8rvgEmXzVm0MqjEn2/CQHXPw5eJu2Ci0EwSs5hinNgeJbHlMDS4kNIGBLApwUVRofSb9rYwDqyBkPZpktgBIxZCPv/CZ2XNg8cbFSi7xKWCNf+UuuFs/89o6NxT2dPQl2JW4wNtJUQguz0WLYcq6a53T3nku46UUe72eLZ2yp7krEMmmvg2EajIzGcSvTdTb0TEqbAx49Cc63R0bifYvcZG2iP7PRY2swWth6rNjqUfvl6bGCE0aE416h5EBilyjeoRH8hL5M2erD1LGz4hdHRuJ+SHAiKgZg0oyPR1bSUCEL8vdl4yD3LN3mF1UwaNsQjWy73yuQDE26Box8P+oWbSvQXixunXbqf/4+vV6hK36TUdtykzPa47Ww+Ji+uHhPD54cr6by4/aeLq2/uYH9ZveOa17m6jKXQ2Q4H/mV0JIZSib4nc/4bwlPgw4ego8XoaNxD1WFoqvCo+nx389JjqTnXzp6TdUaHYpdt1rGBg+pEbHdxEyDmCm0gySCmEn1PfAJg0UptLNnmJ4yOxj14aH2+y9wx0fiYBB/uO210KHbJK6om0NeDxgbaq2vMYNlOqD5mdDSGUYn+ckZerZ21z30KKg4ZHY3rK8mB8GQIH250JA4R6u/DgnHxvJp3nB+tyqeh1T227Hnk2EB7TbhFm40wiE/KDuK/fRvM/7128c+6B8BiMToa19VphuNbPXY13+XJWzJ44JpRrNlTxsKntrC9uMbokHp1ur6F4qpzg29b5cVC4mDkNbD33UH771gl+t4ERcKCP2pj8Xa+bHQ0rut0PrQ1eGx9vouPyYsfzR/De/fMwsckWPq3L/nj+gLazJ1Gh9aj3ELtjWjQnojtLmMZNJTC8S1GR2IIlej7MuFWGDEXPv0NNJQbHY1rKt6kffXwFX2XycPC+eiBq1g6dRgvbC7mpmfzOHKm0eiwLpFXWE1kkC9j49y786Yuxt6gfTofpOUblej7IoR2YtbSAet/bHQ0rqkkB2LHQdDgWTkG+Xnzx5vH8/J3M6lqbGXxn7fy0pZiLC6y/VJKSW5RteeODbSXTwBccRMc+kCbgDbIqERvi4gRMPdROPwhFKwzOhrX0tECJ7cPmtX8xa5Ni+Xjh2Yze3Q0v/uogO+8tJ3ys8ZvyS2qaqKioW3wbqvsScZt0HFuUP4bVoneVjPv01at638MrQ1GR+M6Tn0FnW0eX5/vTVSwH3+7Ywr/983x7C09y3VPbWZtfhnSwOZ4XfX5QX8itrthM7SdYXvfMjoSp1OJ3lYmH609QuMZ+Ox/jI7GdZTkgJc3DJ9ldCSGEkJw69Rh/PvBqxgdG8KD7+Rz/9t7ONvcbkg8WwurSYoIICnCg8cG2ksI7aRsyRY4e8roaJxKJXp7JE6B6XfDjpe0layiXSiVMAX81Ak/gOGRQbx71wwemT+ajw+cYcFTW5zeDM3caeHL4hq1mu/JhFsBCfveNToSp7Ip0QshFgghjgghCoUQj/Zw/1ghxDYhRJsQ4pGL7hsihHhPCHFYCFEghJipV/CGuObnEJoA6x4EszGrNZfRWg/lu7X+Nsp53iYv7rsmlffvzSLIz8TtL2/nN+sO0trhnG2Y58cGqm2Vl4pIgWGzYPPj8M53YM+bcM61r4fQQ5+JXghhAp4FFgLpwDIhRPpFD6sFHgB66hfwNPCxlHIskAEUDChio/mFwA1PQOUhyHvG6GiMdTwXpGXQnojty/jEMD68/yq+NyuZv+ceZ/Gft3KgrN7hr5tX1LV/fpCMDbTXN56DSbdD+R5Yey88MQpeWQh5f4aaIqOjcwhbVvTTgEIpZbGUsh14B1jS/QFSykop5Q7gguvChRChwGzgZevj2qWUZ/UI3FBjFkL6TZDzJ4/9xbBJSQ54B0DSNKMjcVkBviZ+feMVvP6DaTS0dvCNv+by7BeFDu2CmVtYTVp8KJGDZWygvcKT4Yb/Bw8fhLs2wVWPQFsjbPg5/HkyPDsdPv01nNrhMVfS2pLoE4DuZy5KrbfZYgRQBfxdCLFHCPGSECKopwcKIe4SQuwUQuysqqqy8fAGWvh/4O2vlXAG6+jB4hxtJ4O3Sih9mT06mk8ems389Dge/+QIt76wjVO1zbq/TmtHJztP1JGlVvN9E0KbbXzNz+CerfDgPljwfxAcA7nPwMvz4Mmx8MEDcPQT6Gg1OuJ+syXR93S1ha2ZzRuYDDwnpZwEnAMuqfEDSClflFJmSikzo6OjbTy8gULiIPs32iXV+YNvuxaNFVBVMKi3VdprSKAvf7ltEitvzeDImUYWPLWZVTtP6boNc+dxbWxgVqqqz9stfDjMWAHfXQc/KYKb/wbDZmq97N+6Bf40At69Xfv37maDTGwZOVMKJHX7ORGwtRdAKVAqpdxu/fk9LpPo3dLk72pn7zf8DFLnQ7AbvEHppWSz9lXV5+0ihOAbkxKZlhLJf63K5yfv7ePTQxX88ebxupRazo8NTB5kYwP1FhCudb2ccAuY27QF3eH1cOTf2gVXwkt7ExhzPYy9Xruo0oXZsqLfAaQKIVKEEL7AUuADWw4upTwDnBJCjLHedC3gOT1/vbxg8dPaJdWf/NToaJyrZBP4h0F8htGRuKWEIQG8decMHrt+LJuOVHHdU1v4/PDARxXmFVUzeVj44Bsb6Ejeftr82UVPwo8OwX9+AVf9F7Sc1RZ5z0yCZ2do19eU7nTJun6fiV5KaQbuAz5B2zGzSkp5UAixQgixAkAIESeEKAV+BPxcCFFqPRELcD/wphBiHzAR+IMD/hzGiR6j/aXv/ycc+9ToaJxDSijeDMlXaXN2lX7x8hLcNXska+/LIirYlx+8upOfvb+f5nZzv453fmzgKFWfdxghIGGyts363jx4IB+u+6PW52nrU/DStfBkmnbu7ugGl6nrCyMv076czMxMuXPnTqPDsJ25DZ7L0loB3Psl+PZ4vtlz1BZrq5jrn4Bp/2l0NB6htaOTJzce5W9bikmODOLJWzKYNCzcrmN8fOA0K/6xm3+umMlUVbpxvuZaOLYRjnwEhZ9BexP4BMGoa7XumanzIdBxfy9CiF1Sysye7lNXxurB208r4Zw9CZv+aHQ0jufhYwON4O9j4rHr03jrzhm0my186/ltrNx4lI5O28sAuYU1BA3msYFGC4yAjFvhltfhx0Xwnfe0Gv+pr+D9u+HxUfD3G2Dbs1Bb4tTQVKLXS3KWdnJ227NQnm90NI5VkgMh8RCVanQkHmfmyEj+/dBVLMkYytOfHeNbz2+juMq2trq51rGBPib1z9pwPv6Qmg2Ln4IfFcCdn8OVD0NLLXzyGDwzEf46Ez77LZTtcnhdX/1G6Cn7NxAYpdXnOvtXZ3V5Fou24yZljlavVHQX6u/Dk7dO5NnbJnO8+hzXP7OFN7480es2zPKzLRRXn1NtiV2Rl5fWJ+vaX8C92+CBPXDdHyAgArY+CX+7Blamw7qHtNKPRf9WGSrR6ykgXLuQ6nQ+fPWC0dE4RuVBaK5R++ed4IYJ8Xzy0GymJkfwizUH+P6rO6hs7PnkXm6h1jhNJXo3EDECZv4Qvv+RVuK56XlInAr7VsHaH9LzpUsDoxK93q74BqReB5//DupOGB2N/lR93qniwvx57fvT+PXidLYV1XDdys18fODMJY/LK6ohKtiXMbGqi6hbCYyAicvg1jfgJ8WwfI32CUBnKtHrTQit6RkCPvovz2uPUJIDkaMgzNYuGMpAeXkJvpeVwkcPXElCeAAr/rGLH/9zL42tWmspKSW5hdXMHBmlxga6Mx9/iL24X6Q+VKJ3hCHDtH22hRvh4Gqjo9FPZwecyFOreYOMiglh9T1Z3Hf1KP61u5SFT29hx/FaCiubqGxsU/1tlMtSid5Rpt+tNUz6939DS53R0eijbJe2N1jV5w3j6+3FI9eNYdXdM/ESglte2MaP39sHqPq8cnkq0TuKl0nbW99cCxt/aXQ0+ijOAYR2RaxiqMzkCNY/eBW3ZiaRf+oswyIC1dhA5bJUQwxHis/Qzq7nPQPjb4EUN0+QJTkQP8GhV/cptgv28+Z/vzmBxRlDCfBVrSiUy1Mrekeb+1MIT4F//QfUlxkdTf+1n9Ou8FP1eZeTNSqKyXa2S1AGF5XoHc03EJa+pSXKd5ZpX93RyW1g6VD1eUVxQyrRO0NsOnzrFTi9D95f4ZJtTPtUnANePloPbkVR3IpK9M4y+jqY/1so+MA9G5+V5GizYT29M6eieCCV6J1p5n0w8XbY/CfY/57R0diuuVb7NKLq84rillSidyYhtCk1w2bBmnuhdJfREdnm+BZAqvq8orgpleidzdtP62sREqudnHWHnTjFOeAbDAlTjI5EUZR+UIneCEFRsOxdbQfO20tdfydOSQ4MnwUmH6MjURSlH1SiN0rXTpwz+117J059GdQUqvq8orgxleiN5A47cUo2a19VfV5R3JZqgWC0mfdB1WFtJ070GBj/LaMjulBJDgRGQswVRkeiKEo/qRW90YSAG1a65k4cKbUTsSmzHTIMQVEU51D/el2Bt69r7sSpKYTGclWfVxQ3pxK9qzi/E6fZdXbiFG/SvqbMNjQMRVEGRiV6VxKbDt962XV24pTkQFiSNsxYURS3pRK9q3GVnTiWTijZopVthJpDqijuTO26cUWusBPnzD5oPau2VSqKB1Areld0yU6cnc6PoThH+6rq84ri9lSid1UX7MS5DepLnfv6JTkQPRZC4pz7uoqi6E4leld2wU4cJ06nMrfBiW1qW6WieAiV6F2dETtxSneAuUXV5xXFQ9iU6IUQC4QQR4QQhUKIR3u4f6wQYpsQok0I8UgP95uEEHuEEB/qEfSgM/o6mP87606cPzj+9YpzQHjB8CzHv5aiKA7X564bIYQJeBbIBkqBHUKID6SUh7o9rBZ4ALjpMod5ECgAQgcU7WA284dQVQCbH9dq547ciVOSA0MnQcAQx72GoihOY8uKfhpQKKUsllK2A+8AS7o/QEpZKaXcAXRc/GQhRCJwA/CSDvEOXs7aidPWCGW7VH1eUTyILYk+ATjV7edS6222egr4CdBrcVkIcZcQYqcQYmdVVZUdhx9Ezu/EiXPcTpwTeWAxq/q8ongQWxJ9T5dFSlsOLoRYBFRKKftsySilfFFKmSmlzIyOjrbl8INTUBTc5sCdOMU5YPKDpOn6HldRFMPYkuhLgaRuPycC5TYePwu4UQhxHK3kc40Q4h92RahcKibNcTtxSnJg2HTwCdDvmIqiGMqWRL8DSBVCpAghfIGlwAe2HFxK+VMpZaKUMtn6vM+llLf3O1rla47YidNUBRUHVH1eUTxMn7tupJRmIcR9wCeACXhFSnlQCLHCev/zQog4YCfarhqLEOIhIF1K2eC40JULduJEjYEJ3x7Y8Y53jQ2cO+DQFEVxHTY1NZNSrgfWX3Tb892+P4NW0untGJuATXZHqFxe106c2hJY+0OISIHEzP4frzgH/EIhfqJuISqKYjx1Zay78/aFW3TaiVOSA8lXgkk1NVUUT6ISvScIihz4Tpy6E1B3XNXnFcUDqUTvKWLS4FuvaCdT37/b/p04Jda2xGr/vKJ4HJXoPcno+ZD9WyhYZ/9OnOIcCI7V2isoiuJRVDHW0/RnJ46UULJZW82rsYGK4nHUit7TdO3EGZ6l7cSxpSdOZQGcq1T1eUXxUCrReyJ7d+Ko+ryieDSV6D2VPTtxinMgPAWGDHNefIqiOI1K9J7Mlp04nWY4katW84riwVSi93R97cQ5nQ9tDao+rygeTO26GQxm/hCqDve8E6d4k/Y1ZbYhoSmK4nhqRT8YCAE3PNnzTpySHIgdr/W5VxTFI6lEP1j0tBOnowVOblf1eUXxcCrRDyYX7MRZCkVfQGebqs8riodTiX6wOb8T5yCsvgu8vGH4TKOjUhTFgVSiH4y6duK0N0LCFPALMToiRVEcSO26Gaxm/hBkJ8ReYXQkiqI4mEr0g5UQkPWg0VEoiuIEqnSjKIri4VSiVxRF8XAq0SuKong4legVRVE8nEr0iqIoHk4lekVRFA+nEr2iKIqHU4leURTFwwkppdExXEIIUQWc6OfTo4BqHcPRi4rLPiou+6i47OOJcQ2XUkb3dIdLJvqBEELslFJmGh3HxVRc9lFx2UfFZZ/BFpcq3SiKong4legVRVE8nCcm+heNDuAyVFz2UXHZR8Vln0EVl8fV6BVFUZQLeeKKXlEURelGJXpFURQP5zGJXgixQAhxRAhRKIR41Oh4ugghXhFCVAohDhgdSxchRJIQ4gshRIEQ4qAQwiUmkAgh/IUQXwkh9lrj+o3RMXUnhDAJIfYIIT40OpbuhBDHhRD7hRD5QoidRsfTRQgxRAjxnhDisPV3zfDhxEKIMdb/T13/NQghHjI6LgAhxMPW3/sDQoi3hRD+uh3bE2r0QggTcBTIBkqBHcAyKeUhQwMDhBCzgSbgdSnlOKPjARBCxAPxUsrdQogQYBdwk9H/v4QQAgiSUjYJIXyArcCDUsovjYyrixDiR0AmECqlXGR0PF2EEMeBTCmlS10AJIR4DdgipXxJCOELBEopzxoc1nnWvFEGTJdS9vcCTb1iSUD7fU+XUrYIIVYB66WUr+pxfE9Z0U8DCqWUxVLKduAdYInBMQEgpdwM1BodR3dSytNSyt3W7xuBAiDB2KhAapqsP/pY/3OJlYgQIhG4AXjJ6FjcgRAiFJgNvAwgpWx3pSRvdS1QZHSS78YbCBBCeAOBQLleB/aURJ8AnOr2cykukLjcgRAiGZgEbDc4FOB8eSQfqAQ2SildIi7gKeAngMXgOHoigQ1CiF1CiLuMDsZqBFAF/N1a7npJCBFkdFAXWQq8bXQQAFLKMuAJ4CRwGqiXUm7Q6/iekuhFD7e5xErQlQkhgoF/AQ9JKRuMjgdAStkppZwIJALThBCGl7uEEIuASinlLqNjuYwsKeVkYCHwQ2u50GjewGTgOSnlJOAc4ErnznyBG4F/Gh0LgBAiHK0KkQIMBYKEELfrdXxPSfSlQFK3nxPR8WOPJ7LWwP8FvCmlXG10PBezfszfBCwwNhIAsoAbrbXwd4BrhBD/MDakr0kpy61fK4H30UqZRisFSrt9InsPLfG7ioXAbillhdGBWM0DSqSUVVLKDmA1MEuvg3tKot8BpAohUqzv1EuBDwyOyWVZT3q+DBRIKZ80Op4uQohoIcQQ6/cBaL/8hw0NCpBS/lRKmSilTEb73fpcSqnbamsghBBB1hPqWEsj8wHDd3hJKc8Ap4QQY6w3XQsYvjmim2W4SNnG6iQwQwgRaP33eS3auTNdeOt1ICNJKc1CiPuATwAT8IqU8qDBYQEghHgbmAtECSFKgV9JKV82NiqygOXAfms9HOAxKeV640ICIB54zbobwgtYJaV0qa2MLigWeF/LDXgDb0kpPzY2pPPuB960Lr6Kge8bHA8AQohAtB16dxsdSxcp5XYhxHvAbsAM7EHHdggesb1SURRFuTxPKd0oiqIol6ESvaIoiodTiV5RFMXDqUSvKIri4VSiVxRF8XAq0SuKong4legVRVE83P8HSJYm9qTp7usAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "SMP_trials = [0,1,2,6,7,8,12,13,14]\n",
+    "LRN_trials = [3,4,5,9,10,11,15,16,17]\n",
+    "block_design = [0,0,0,1,1,1,2,2,2]\n",
+    "\n",
+    "# plt.plot(all_path_dist[:,LRN_trials].T)\n",
+    "plt.figure()\n",
+    "plt.plot(all_lag[:,LRN_trials].mean(axis=0),label='LRN')\n",
+    "plt.plot(all_lag[:,SMP_trials].mean(axis=0))\n",
+    "plt.legend()\n",
+    "plt.figure()\n",
+    "plt.plot(all_rmse[:,LRN_trials].mean(axis=0),label='LRN')\n",
+    "plt.plot(all_rmse[:,SMP_trials].mean(axis=0))\n",
+    "plt.legend()\n",
+    "plt.figure()\n",
+    "plt.plot(all_path_lag[:,LRN_trials].mean(axis=0),label='LRN')\n",
+    "plt.plot(all_path_lag[:,SMP_trials].mean(axis=0))\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1.        , 0.60480535],\n",
+       "       [0.60480535, 1.        ]])"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x = res['all']['LRN']['lag_xcorr_ms']\n",
+    "y = res['all']['LRN']['dtw_path_len']\n",
+    "# plt.plot(x,y,'.')\n",
+    "plt.plot(y,'+:')\n",
+    "np.corrcoef(x,y)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[1.        , 0.43334203],\n",
-       "       [0.43334203, 1.        ]])"
+       "array([[1.        , 0.78719043],\n",
+       "       [0.78719043, 1.        ]])"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAD4CAYAAAAjKGdbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAAPq0lEQVR4nO3dfYxl9V3H8c+nPERpUWx3WhHYjphZEjXhwZuGijaV6TawS0CNMTQ+EG0yaWKbYaPRMU0a9C/qQ8f1ITWrxVIltLYFJZ22YbKWNE2EemezS6ELs0CWdIHCVGOBNlFpv/5xz5Lh7r1zz5255+E7834lk7kz9zd3P/zm8DlnfvfcexwRAgDk8rqmAwAAxkd5A0BClDcAJER5A0BClDcAJHR2FQ+6a9eumJ6eruKhAWBbWllZ+VZETJUdX0l5T09Pq9vtVvHQALAt2X56nPEsmwBAQpQ3ACREeQNAQpQ3ACREeQNAQpQ3gLQWl1ebjtAYyhtAWgcPn2g6QmMobwBIqJIX6QBAVRaXV19zxD29sCRJmp+d0YG9e5qKVTtXcTGGTqcTvMISQNWmF5Z08vb9TceYCNsrEdEpO55lEwBIiPIGkNb87EzTERpDeQNIayetcfejvAEgIcobABKivAEgIcobABKivAEgIcobABKivAEgIcobABKivAEgIcobABKivAEgIcobABKivLFpO/n6gUDTRpa37ctsH1338aLtW2vIhpbbydcPBJo28jJoEfG4pCskyfZZkp6RdG+1sQAAGxn3Gpazkp6MiKerCIP24/qBQDuMdQ1L23dIOhIRfz3gvjlJc5K0e/fun3n6afp9u9tO1w8EmlbZNSxtnyvpRkmfHnR/RByKiE5EdKampso+LABgE8Y52+R69Y66n68qDHLZydcPBJo2Tnm/R9LdVQVBPqxxA80pVd62z5O0V9I91cYBAJRR6myTiPiupDdVnAUAUBKvsASAhChvAEiI8gaAhChvAEiI8gaAhChvAEiI8gaAhChvAEiI8gaAhChvAEiI8gaAhChvAEiI8gaAhChvAEiI8gaAhChvAEiI8gaAhChvAEiI8gaAhChvAEiI8t6BFpdXm44AYIso7x3o4OETTUcAWiXjAU2p8rZ9ge3P2H7M9nHbb686GADUJeMBzdklxx2U9MWI+BXb50o6r8JMqMDi8uprNtDphSVJ0vzsjA7s3dNULACb5IjYeID9Q5KOSbo0Rg0udDqd6Ha7E4iHKkwvLOnk7fubjgE0qv+A5rSmDmhsr0REp+z4Mkfel0pak/QPti+XtCJpPiK+0/cPz0mak6Tdu3eXTwwADTiwd8+rJZ3xgKbMmvfZkq6S9NGIuFLSdyQt9A+KiEMR0YmIztTU1IRjYpLmZ2eajoAGZHxSDsOVKe9Tkk5FxEPF159Rr8yRFGvcO1PGJ+XqMqkDmjp3kCPLOyK+Kekbti8rvjUr6euVpgKAGk3qgKbOHWTZs00+IOmu4kyTpyT9VnWRAEwKZxltXyPPNtkMzjYB2ifjk3IZTOqslSrONgEADNHUWSu8PB7YITjLaHuhvIEdgjXu6tW5g6S8AWBC6txBUt4AkBDlDQAJUd4AkBDlDQAJUd4AkBDlDQAJUd4AkBDlDQAJUd4AkBDlDQAJUd4AkBDlDQAJUd4AkBDlDQAJUd4AkBDlDQAJUd4AkBDlDQAJlbp6vO2Tkl6S9D1Jr4xzeXoAwOSNc+T9CxFxRdXFvbi8WuXDA8C20Lplk4OHTzQdobXYseXC7wtVKlveIel+2yu25wYNsD1nu2u7u7a2NrmEeBU7tlz4faFKpda8JV0TEc/afrOkZduPRcSX1w+IiEOSDklSp9OJcUIsLq++ZkOfXliSJM3PzujA3j3jPBQA7AiOGKtnZfs2SS9HxJ8NG9PpdKLb7W4q0PTCkk7evn9TP7sd9e/YTmPH1k78vrBZtlfGeU5x5JG37ddLel1EvFTcfrekP95CRozhwN49r/5Pz46tHovLq5suWn5fqEuZNe+3SPqK7WOSvippKSK+WFWg+dmZqh4aKIW1amQw8sg7Ip6SdHkNWSSJPy03wI4tF35fqNLYa95lbGXNG2gCa9Vo2rhr3pQ30Ie1ajRh3PJu3Yt0AACjUd5AH9aqkQHlDfRhjRsZUN414X0uAEwS5V0Tzh0GMEmUNwAkVPaNqbAJvOEWgKpwnndNOHcYwEY4zxsAdgDKuyacOwxgkijvmrDGDWCSKG8ASIjyBoCEKG8ASIjyBoCEKG8ASIjyBlA73qht6yhvALXjjdq2jvIGgIR4YyoAteCN2iar9BtT2T5LUlfSMxFxw0ZjeWMqABvhjdrOVOUbU81LOj5+JADApJUqb9sXS9ov6e+rjQNgJ+CN2rau7JH3X0j6fUnfHzbA9pztru3u2traJLIB2KZY4966keVt+wZJL0TEykbjIuJQRHQiojM1NTWxgACAM5U58r5G0o22T0r6pKRrbf9TpakAABsaWd4R8YcRcXFETEu6WdK/RcSvV54MADAUL9IBgITGepFORDwg6YFKkgAASuPIGwASorwBICHKGwASorwBICHKGwASorwBICHKGwASorwBICHKGwASorwBICHKGwASorwBICHKGwASorwBICHKGwASorwBIKFtW96Ly6tNRwAmgm0Zg2zb8j54+ETTEYCJaNu2zM6kHbZteQOoRtt2JjvVWNewbLvF5dXXbFjTC0uSpPnZGR3Yu6epWMDY2JYxiiNi4g/a6XSi2+1O/HHHMb2wpJO37280AzAJbdiW+3cmp7EzmRzbKxHRKTt+Wx15A6jGgb17Xi3pNuxMUGLN2/YP2P6q7WO2H7X9R3UE26r52ZmmIwATwbaMQco8Yfk/kq6NiMslXSHpOttXV5pqAvhTbufZrmdBtG1bZmfSDiPLO3peLr48p/iY/EI5sEWcBVGPtu1MdqpSpwraPsv2UUkvSFqOiIcGjJmz3bXdXVtbm3BMAMB6Y51tYvsCSfdK+kBEPDJsXBvONsHOwFkQ2C4qPdskIv7b9gOSrpM0tLyBunAWBHaqMmebTBVH3LL9g5LeJemxinMBADZQ5sj7Qkl32j5LvbL/54j4XLWxgPFxFgR2kpHlHREPS7qyhizAlrDGjZ2EN6YCgIQobwBIiPIGgIQobwBIiPIGgIQobwBIiPIGgIQobwBIiPIGgIQobwBIiPIeYbtenQVAbpT3CFydBUAbUd4AkNBYF2PYKfqvzjK9sCSJq7MAaI+xLoNW1na6DBpXZwFQh3Evg8ayCQAkRHmPwNVZALQR5T0Ca9wA2ojyBoCEKG8ASIjyBoCEKG8ASGhkedu+xPaXbB+3/ajt+TqCAQCGK/MKy1ck/W5EHLF9vqQV28sR8fWKswEAhhh55B0Rz0XEkeL2S5KOS7qo6mAAgOHGWvO2PS3pSkkPVZIGAFBK6fK2/QZJn5V0a0S8OOD+Odtd2921tbVJZgQA9ClV3rbPUa+474qIewaNiYhDEdGJiM7U1NQkMwIA+pQ528SSPibpeER8pPpIAIBRyhx5XyPpNyRda/to8bGv4lwAgA2MPFUwIr4iyTVkAQCUxCssASAhyhsAEqK8ASAhyhsAEqK8ASAhyhsAEqK8ASAhyhsAEqK8ASAhyhsAEqK8ASAhyhsAEqK8ASAhyhuNW1xebToCkA7ljcYdPHyi6QhAOpQ3ACQ08mIMQBUWl1dfc8Q9vbAkSZqfndGBvXuaigWk4YiY+IN2Op3odrsTf1xsT9MLSzp5+/6mYwCNsr0SEZ2y41k2AYCEKG80bn52pukIQDqUNxrHGjcwPsobABKivAEgoZHlbfsO2y/YfqSOQACA0coceX9c0nUV5wAAjGFkeUfElyX9Vw1ZAAAlTewVlrbnJM0VX75s+/FNPtQuSd+aTKraZMucLa9E5rpky5wtrzQ881vHeZBSr7C0PS3pcxHx0+M8+GbY7o7zKqM2yJY5W16JzHXJljlbXmlymTnbBAASorwBIKEypwreLenfJV1m+5Tt91ac6VDFj1+FbJmz5ZXIXJdsmbPllSaUuZJ3FQQAVItlEwBIiPIGgIQaKW/b19l+3PYTthcG3G/bf1nc/7Dtq5rIuS7PJba/ZPu47Udtzw8Y807b37Z9tPj4UBNZ+zKdtP21Is8ZV8do4Txftm7+jtp+0fatfWMan+dBbxlh+422l22fKD7/yJCf3XDbrznzn9p+rPjd32v7giE/u+F2VGPe22w/s+53v2/Iz7Zpjj+1Lu9J20eH/Oz4cxwRtX5IOkvSk5IulXSupGOSfrJvzD5JX5BkSVdLeqjunH15LpR0VXH7fEmrAzK/U71z4RvLOSD3SUm7Nri/VfM8YDv5pqS3tm2eJb1D0lWSHln3vT+RtFDcXpD04SH/TRtu+zVnfreks4vbHx6Uucx2VGPe2yT9XontpjVz3Hf/n0v60KTmuIkj77dJeiIinoqI/5X0SUk39Y25SdInoudBSRfYvrDuoKdFxHMRcaS4/ZKk45IuairPBLVqnvvMSnoyIp5uOki/GPyWETdJurO4faekXxzwo2W2/UoMyhwR90fEK8WXD0q6uI4sZQyZ4zJaNcen2bakX5V096T+vSbK+yJJ31j39SmdWYRlxjSieLXplZIeGnD3220fs/0F2z9Vb7KBQtL9tleKty/o19p5lnSzhm/obZtnSXpLRDwn9Xb2kt48YEyb5/u31fsrbJBR21Gd3l8s89wxZGmqrXP885Kej4gTQ+4fe46bKG8P+F7/+YplxtTO9hskfVbSrRHxYt/dR9T7E/9ySX8l6V9qjjfINRFxlaTrJf2O7Xf03d/WeT5X0o2SPj3g7jbOc1ltne8PSnpF0l1DhozajuryUUk/IekKSc+ptwzRr5VzLOk92vioe+w5bqK8T0m6ZN3XF0t6dhNjamX7HPWK+66IuKf//oh4MSJeLm5/XtI5tnfVHLM/07PF5xck3aven5TrtW6eC9dLOhIRz/ff0cZ5Ljx/esmp+PzCgDGtm2/bt0i6QdKvRbH42q/EdlSLiHg+Ir4XEd+X9HdDcrRxjs+W9MuSPjVszGbmuIny/g9JM7Z/vDjCulnSfX1j7pP0m8XZEFdL+vbpP0mbUKxXfUzS8Yj4yJAxP1qMk+23qTe3/1lfyjPyvN72+advq/fkVP8FNVo1z+sMPUpp2zyvc5+kW4rbt0j61wFjymz7tbF9naQ/kHRjRHx3yJgy21Et+p6P+aUhOVo1x4V3SXosIk4NunPTc1zHs7ADnlndp94ZG09K+mDxvfdJel9x25L+prj/a5I6TeRcl/fn1PvT62FJR4uPfX2Z3y/pUfWe3X5Q0s82nPnSIsuxIlfr57nIdJ56ZfzD677XqnlWb8fynKT/U+9I772S3iTpsKQTxec3FmN/TNLn1/3sGdt+g5mfUG99+PQ2/bf9mYdtRw3l/cdiO31YvUK+sO1zXHz/46e333VjtzzHvDweABLiFZYAkBDlDQAJUd4AkBDlDQAJUd4AkBDlDQAJUd4AkND/AzXXkTLZYOLaAAAAAElFTkSuQmCC",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -228,9 +356,9 @@
    ],
    "source": [
     "x = res['all']['LRN']['lag_xcorr_ms']\n",
-    "y = res['all']['LRN']['dtw_distance']\n",
+    "y = res['all']['LRN']['dtw_path_len']\n",
     "# plt.plot(x,y,'.')\n",
-    "plt.plot(y,'+')\n",
+    "plt.plot(y,'+:')\n",
     "np.corrcoef(x,y)"
    ]
   },
@@ -830,7 +958,7 @@
   "orig_nbformat": 4,
   "vscode": {
    "interpreter": {
-    "hash": "75641c749fe2214d01e0c089c670f913027a6a71e5706c1346eeb007043aa77e"
+    "hash": "7c7e49c5ac55b695b895765a955ba08ff94d8ec7c8a6db901ede79032157f881"
    }
   }
  },
diff --git a/spft/__pycache__/spft.cpython-39.pyc b/spft/__pycache__/spft.cpython-39.pyc
index a7eff2b80c232e007fbff13ef35a1e115f1c1e09..ca138de09ccefdca10061216b7323c3787ed1424 100644
GIT binary patch
delta 4205
zcma)9OKcm*8J<}_MJ^wrD2mjBTu~2-l4>W7VHAdd#;(yewxb3xk|IWBVyz*ijrovf
zsU%8gvq7EoR2MQ9JvAxB0zuJ3FVUfwqKBS(>aho&iu4q;y%i`5^w58XJLImk1xkYd
z&j0=2%>IvgaDM#lf4#P)r&0+7pSR!K+K+w@p}%s)`{CAC;b;Ej#nzpfC8Cnl$M{j4
zq)Fyu^k|BdUwpV)B#QW!S_v{w7Qn6&<sqt9UVL$`zI^?#*J)ngKct3v(ZIh7+Y!(B
zQ_zmV?_2y8_dpO#ls4*MD}oV=FvKuZScrv5=y~J^iWRkDedV1Hi;^&jJXfqZi!wmY
z!z@0)@Qm;$iGCV}*T+uYP!LLJ@Oh(2TRqy*$Z1!<u%dg|7Vts4_e5_u_Iq8kPj#c)
zzolstMeB97BfWp9J<-i3;o1+s{OD7ouRlGZ`j;Plwyl9`>Q8&k#{Qx4ghQ6rquOq-
z+tfBlv!$Q3VMMOh#p^s=yFqngoS3(?(Q{ifx|-Q<9+}%(i}t`%LqF(s^|t8fzO&KM
z-*1@h-cb|$gtpN+>1aaNdaaSGdb{0wuSrBNiXoqMJdBh6dkr4QuS3IWH{_QmVGeU1
zzg)M5(^p>U{4LhnoEk>@4cct+2PBlPz#Hf)7i(NBb5Y}B!)eFAF_lnp0jDv2<>EK-
zUtoO0d61}S+h89?b$S31)T2Y?^mLdwJ#CnWMyuZ>^oHXkuFZZENT!&XF;&UpJRjxu
z#h(+u#rUT4Q}sT+;|$de{H7C1Z31#FRkH8!ant6$addjEchomJ#s^Kx=T$vU`OKmZ
zxVX<*DWhxj4XFIVNz*h1iN4Ma%F#>1WUF`5B_n@mlJ|Ly3zgfGZT+CJuebLb9g}x3
zIf^1GR+V@z9K|_IA71<^HLu`3=c~*De(XfDuiJbO`PqU7pY&qF-vtYUDPKZX5}pb?
zRd|L<Fzun8>Z5baQY2hL18k-HimOMs&XUg*D`Oxl%g}jffbOEbqBYH?S>#<z@4>>E
zhEcL?dI#CZ_h1EONpuInTFR2x4l=+*;-E**Fja&$wSx{gI#og>;b|v5ZPn9GdD>}D
zJL73*McW<?3Z9H#kn^->z>P3?|Amzsxdnbpdz`nyp}fnN`s^jWa7mx@>NX5e^a7xl
zF6r}^^o2|M;w61)2c6;LC=?{zk1+Ka9^kv^EWW2%Ga`sGoB28VOc9~kXz!nHY%c7H
z(1Up5^rJFbKPqGPqcU<2>W$w6d$Qn1WiI@v%!nVAdGVv8?EJ;ej;*p8cv+={+%!e@
zwyiuHqbv_r4d(l7KgwoV80K|O%yb`v!K!dqLg9Z{#k#QOSb;3VXhnEd;aRd-niY$P
zEI*Avt0Y?ZRb<VBHV=damJ!cI7&gWV=kWmoImP8W2|g5A$)iEYS^|5LEwKWd1Fh_8
z3v3azN?&DVRsq*F!1=;Wv!wyd3Tv6!8e7gIs|sD0_;5u8LuEkY9YWR$kh8oK*TK1!
z8Cc!Wado1fPY;l_#xw{ad={qPWff?ze!};Qbyg<JOiLo6)w;I?3jynhRk-C71?taf
zV5sJi+pX5k38DhTAF&FzTeYzxHMZ_?WP^=$;Yhuo<F2t7i?b=R_B>*3!afqAAIROK
zgwAJJd4S;r=S$y4Bq^ZE7(zr92&Bj*A(9fvoCiq@WYL3U1XA!IS%EBg5ZL$N^|c9N
z6WBrkTAx4!CL|!6WSwuN!Ug{fhA9d5YM^aa*j55<1z}tD*=(qj*v00Aam{CxwxY0Y
z1lmf%Ru8l-2-_y9xq&3kqVz*ZyC)pJ{$ZY<&%jP4B7TOURTi@H49}qjk%R84zuVPb
zfetLX4s1Y>FwFxvQ2!;DRQHkOZthREMEz-&s6W9H^=DS1Zcc62Ckgx0DbcHmjM3ji
zMx_1!$zVB<Z^I<xJD-?la=75MNozp9&XnW7!ve)uiUiq%e*?aXL+Rkelx%x+7P*rU
z(i%XABSzAFY)E$i8;+hpHk2WNZNr%qNQe3a(BY^KWJB2k*l>^svZ0)kZS#}ZjUG<1
zKsr=c(miZA2?N<syZ|<wg@J4vsu@5Z9g=@^yU5DRYL4~spc0V<9P3vYvS=>DCX;%}
zPO?&C{mLM+IFd0bi$r8W#`={pMn!=Cf08muzeHr>$NH5)WU?h=l4gm>{El__+m(e2
z;HF;W7r=|#3xm+ToA9UmD^Srct%7u~DZEwZViQC?PsQaVqEo7$QjO!&Aoy)X?;bSi
z_c`*|sa0y<xy_r`xcC|u4?zsW<}vLLL*_|`zQVz`K-9M=zs3v`r1`F~-)tD<eR{x+
zEiN88KdWq1{kNz`xh`B)^)_5z#I3E-Zg!pDRrc`P&b)RbE3Pv4dFM7451hx^Ka#v@
z=J|b3b>3S3CC)kjUS3;_;+x7UhHt0<_b~aL$5H%};(Wb&efD$cP!G{LK2Q<FZauWS
z>l{}%>O2oL#YKS&jSCTzh?_@CA9L}!^M~qswG2%a$8lVVN3w-PCXtP&;g<<>3|^=F
F=f9B;xSs$3

delta 3662
zcmZ`+OKclO7@k?LowdDw#!380(l~Y=Zl$KG5JHfa(n4PdDq4X=Xo*7BX<VAu+AR&t
zYEd5?kdRXC5sGXMMdE@)4qUi!Lx>AUe5wQ&1l%eiI3T_mdz{^PYis|R|NFoBJ^%mD
z!~6HSk4_(2ip3%XpOxsr<$ul-@+()|pAeK2c<Q(BA3B-Rjo4kXpc!!^fi`T6-T$zh
zTnQO@qi~ll=!SBMRL1Xr*Nh#VTisZz&ea>$<yCWcm42xjipwqc%AZr*^GOJU8p?ID
zMlFRBrZB?j9p$oO1uV6pTnn&(5irzG6f4LA3`kRD!4^du<gF3>OvUepme%R+2cb=x
zGATS(Xj?NH?=5aFHCCN`c%=|(2OEoKb%i%88>U$V$t-bEcD@Qf6AtM#j;}el`$zb5
zN{=`nM`tExVQ+_)%&Tilw<@8wvc27oY;P~tS8FScs$m{+evTd<dJd$zNaKL6Bx#0w
zIkub8zoqo3^Hc0)dfdszXX$Is3-N<MuE%q49p`@I_2t^;_Ti1qMs2P3e${*)U_~=e
zqcP8NafY*Ewe?z~wsd{*>Wyl>E=cA%ZcsLlw4*B<H`a~Le9R~x^OEx@J~YA!bsd5P
zb*d|AHAK_Yys)b$^2*qo+?eJ@Ri#O)QBWW?sw(D!b1L<UJ;06K&kR}(kEqp;2$P{&
zIbsc<RnTf^136R-{cwXcDGM8Fj<l#1X((Mi$aOYwN3o(cV(E-D11<6*xstVFEXIO2
zsd*kXkHL%1V)Mk_I*&r@MrfWd2HhB#CpDN14SHyYnu^fE^W-W=!#QF^T>Yr4ue<ti
z+~dbx{e-KZ6n(qnH03g+UHw5!L&faBvErR+VcycA#`~C1rpuT5&^~>5pFZN&Z8*rf
z0qD7XdVZf?*r$)~)5qq?4&4f&AZjDXv^%s#UnDyNR~}jk5yUu4d`ccDA~c&^dEAYy
z3%eq8A+9*RsEpQ&%9y>VjNFB~<9ETXEO=3w3oj}&;zea%yl5vokGk2hHI~4S9mtVx
znpD&}$$BVD!a9NVo@#_xim6!Fak0`p42E6N-3jR@SjE1u23guD!dnLIB-$aHMOY?F
zjN-dN^oB%_o*>pRv|$iNSX8uGxE)~Wrq&{mVJ@#lxGSTSA+3OwgFVV}EX@X?<-6Jl
z%R(zObe3lYOnnr13{RZpT38j<7_&#&ScX{R7@FhmvIMRY(D;CWbpYffAH;P`t~7|<
zje!$;dNb7`R*{V&1a(I>&$0sg<$L_Rm}GeamM9TgY5iHjB4BN@0=L{#P=8K?VKPIy
z!%FLEK~zAz%?jLZm3k8?u}RlN%B-i0iA*)pV(N-Djq@XDn)1}hk>()Fw<s>1&X$h~
z#4flXT|h`pkA!my!v<Xlc07=*3&HvUl6E0jGeAaMNJ=0j7m^mpr0s$R1vG6;@gr1B
z!Mk!Z!anY68xpnyzBa5QOlQK^W{(JC(bt$2wz97+Cu~!`wt}!t8`Dn+B+u<Qnh+}L
z&o`b=w4+@oGdPg2M1479UCykBBM)M4z9j0+lr3Rzk|gTQjzqnAk*GH#67A20w1_O&
zoiw<zAkF^qORG=hJIdCd*d-L}yKmj#O727F3D|bO0SWS<<DB<(j=cG>asK<Vkxwt%
z7FQ@P246Z7?WGGg?n_@b3gE-WZR*QLVZg@y?@bo25??y1<>MUJkuMv?^I_vc+RyI9
zk81kRJ2%x2-668_Sk;2t(|b-OA`95l`xvrlTF&nLhuN!_93(5%)BBvr;z-6`StKG0
z($o8V6tMq2(d?yP4w8xQ>3vRQvL$0L%@UFM?dkaMqvJ)Qvb6hn^kHD~DE{>R&fi*I
z?Y<_UYff=74N=LMv(EPuW1&kNS#W-vm^pKdcMoz=;o<^BTdi-Ijdq}ZW6hl7;6;ea
zjLBaY+7Y9Av$kAatQoh=Wo~?ji#ME$#aZV;@iKkg`M3B~QoIlFR{?XCi?h!0$-kn!
zTi5xEPQ-b-^aYJLzm%pjWr}ZLnC^Y^)XA6Uk}VJ`0ds^q$U-=8muD-pT#Ior%*6y3
pVvZsXK6`V4i<a|sd3rpLu6RvQv|w^LlF)Q59!Y8mmA^Xt_dkj`3Dy7r

diff --git a/spft/spft.py b/spft/spft.py
index 21b130e..04e1a6f 100644
--- a/spft/spft.py
+++ b/spft/spft.py
@@ -44,14 +44,18 @@ def compute_normalized_force_response(device_force_values, MVC, forceRangeMin=0.
         norm_resp[norm_resp>clamp[1]] = clamp[1]
     return norm_resp
 
-def compute_dtw_metrics(t_ref,t_for):
+def compute_dtw_metrics(t_ref,t_for,global_constraint=None,sakoe_chiba_radius=None,itakura_max_slope=None):
     """
     Perform dynamic time warping with tslearn to compute shortest path and distance score (euclidean) between two timeseries
     Under ideal conditions where the entire timeseries is uniformly shifted in time, mean/median path difference (vs diagonal)
     is equivalent to the number of samples shifted in time (i.e., lag) mean/median lags are **EXPERIMENTAL**
+    
+    global_constraint:  constraint on path based on {“itakura”, “sakoe_chiba”} or None (default: None)
+    sakoe_chiba_radius: radius, in steps, from diagonal
+    itakura_max_slope:  maximum slope of path allowed
     """
     from tslearn.metrics import dtw_path
-    path, distance = dtw_path(t_ref,t_for,)
+    path, distance = dtw_path(t_ref,t_for,global_constraint=global_constraint,sakoe_chiba_radius=sakoe_chiba_radius, itakura_max_slope=itakura_max_slope)
     _diff = np.diff(path,axis=1)
     return {"path":path, "distance":distance,"mean_lag":np.mean(_diff),"median_lag":np.median(_diff)}
 
@@ -103,7 +107,9 @@ def get_trial_type_from_name(trial_name, trial_type_keys):
 
 def score_spft_data(data,device_idx=0,description = "e.g., right hand performance", 
                     reference_designation='leftReference', trial_type_keys = ['LRN','SMP','RST'],
-                    exclude_meta_keys = ['blocks','devices'], save_trial_data=True):
+                    exclude_meta_keys = ['blocks','devices'], save_trial_data=True,
+                    global_constraint=None,sakoe_chiba_radius=None,itakura_max_slope=None,
+                    normalize_path_len=True):
     """
     Compute lag and rmse/sse for SPFT data per trial for all trial_type_keys. Output dictionary contains metadata
     from input, blocked data by trial_type ['block_?'] and concatenated data by trial_type ['all'].
@@ -241,7 +247,7 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
             # print(np.corrcoef(ref_vals_interp,np.interp(for_time+trial_lag_ms, for_time,for_vals))[0,1])
             
             ## dynmaic time warping data
-            dtw_res = compute_dtw_metrics(ref_vals_interp,for_vals_interp) #still need to *time_per_interval to bring into ms
+            dtw_res = compute_dtw_metrics(ref_vals_interp,for_vals_interp,global_constraint=global_constraint,sakoe_chiba_radius=sakoe_chiba_radius,itakura_max_slope=itakura_max_slope) #still need to *time_per_interval to bring into ms
             ## end dynamic time warping data
             if save_trial_data:
                 res['trial_data']['ref_interp'].append(ref_vals_interp)
@@ -265,7 +271,10 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
             res[f'block_{block_idx}'][trial_type]['rmse'].append(lag_aligned_trial_rmse)
             res[f'block_{block_idx}'][trial_type]['sse'].append(lag_aligned_trial_sse)
             res[f'block_{block_idx}'][trial_type]['dtw_distance'].append(dtw_res['distance'])
-            res[f'block_{block_idx}'][trial_type]['dtw_path_len'].append(len(dtw_res['path']))
+            if normalize_path_len:
+                res[f'block_{block_idx}'][trial_type]['dtw_path_len'].append(len(dtw_res['path'])/(len(ref_vals_interp)+len(for_vals_interp)))
+            else:
+                res[f'block_{block_idx}'][trial_type]['dtw_path_len'].append(len(dtw_res['path']))
             res[f'block_{block_idx}'][trial_type]['dtw_mean_lag_ms'].append(dtw_res['mean_lag']*time_per_interval)
             res[f'block_{block_idx}'][trial_type]['dtw_median_lag_ms'].append(dtw_res['median_lag']*time_per_interval)
             
@@ -277,7 +286,10 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc
             res['all'][trial_type]['rmse'].append(lag_aligned_trial_rmse)
             res['all'][trial_type]['sse'].append(lag_aligned_trial_sse)
             res['all'][trial_type]['dtw_distance'].append(dtw_res['distance'])
-            res['all'][trial_type]['dtw_path_len'].append(len(dtw_res['path']))
+            if normalize_path_len:
+                res['all'][trial_type]['dtw_path_len'].append(len(dtw_res['path'])/(len(ref_vals_interp)+len(for_vals_interp)))
+            else:
+                res['all'][trial_type]['dtw_path_len'].append(len(dtw_res['path']))
             res['all'][trial_type]['dtw_mean_lag_ms'].append(dtw_res['mean_lag']*time_per_interval)
             res['all'][trial_type]['dtw_median_lag_ms'].append(dtw_res['median_lag']*time_per_interval)
         

From 08a3c37d447577c81584db78cba5d613f7002510 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 21 Feb 2023 15:39:13 -0500
Subject: [PATCH 37/49] version bump

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 1774cee..a249f79 100644
--- a/README.md
+++ b/README.md
@@ -46,7 +46,7 @@ Once a JDK or JRE is installed, run
 
 For example, if running a locally built version
 
-`java -jar target/spft-1.0-SNAPSHOT-jar-with-dependencies.jar`
+`java -jar target/spft-1.3-SNAPSHOT-jar-with-dependencies.jar`
 
 This will start a window where you can load a [configuration file](#configuration-file) for a session.
 There is a list of [runtime flags](#runtime-flags) that let you customize some aspects of the application
@@ -84,7 +84,7 @@ bar and a frequency in milliseconds that defines the speed of the sequence. Each
 ### Runtime flags
 Runtime flags are JVM System Properties that control some behaviour of the application
 To pass a system property, use the `-Dproperty=value` syntax before the jar name that's standard in java applications. For
-example, to enable debug mode: `java -jar -Ddebug=true target/spft-1.0-SNAPSHOT-jar-with-dependencies.jar`
+example, to enable debug mode: `java -jar -Ddebug=true target/spft-1.3-SNAPSHOT-jar-with-dependencies.jar`
 
 `debug`: Enables extra verbose logging and panel coloured backgrounds to see where each panel ends  
 `spft.forceData.smoothWindowSize`: The number of samples in the averaging window to calculate the height of the force bar. Default: 1  

From d416a96c27d48b4d366f3ebc6da19a29c589ae33 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 21 Feb 2023 15:39:20 -0500
Subject: [PATCH 38/49] version bump in documentation

---
 .../output/xxx_Test_Right_Only_out-file.yml      | 16 ++--------------
 1 file changed, 2 insertions(+), 14 deletions(-)

diff --git a/spft/testing/output/xxx_Test_Right_Only_out-file.yml b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
index 581aeb3..dcea169 100644
--- a/spft/testing/output/xxx_Test_Right_Only_out-file.yml
+++ b/spft/testing/output/xxx_Test_Right_Only_out-file.yml
@@ -1,5 +1,5 @@
 sessionName: Test_Right_Only
-startTime: 2022-09-15T15:23:45.214048792Z
+startTime: 2022-09-26T13:54:04.932264621Z
 configurationFile: /home/stechr/Documents/code/spft-java/spft/testing/2022_06_test_right_only/SPFT_LAB_data_ms.yml
 configurationChecksum: 6b24311a701fcb6b84cdb7fbe8b47615
 participantId: xxx
@@ -8,18 +8,6 @@ forceProportionRange:
   max: 0.3
 blocks: 
   - blockName: block1
-    startTimestamp: 606077364.85
+    startTimestamp: 209200788.98
     trials: 
     - trialName: 1_SMP
-      leftReference: 
-        times: [606079368.43, 606079380.67, 606079392.81, 606079405.08, 606079417.35, 606079429.52, 606079442.29, 606079454.58, 606079467.34, 606079479.63, 606079491.89, 606079504.44, 606079516.49, 606079528.61, 606079540.75, 606079552.87, 606079564.99, 606079577.11, 606079589.23, 606079601.35, 606079613.47, 606079625.59, 606079637.71, 606079649.83, 606079661.95, 606079674.05, 606079686.26, 606079698.30, 606079710.39, 606079722.53, 606079734.60, 606079746.72, 606079758.91, 606079771.03, 606079783.30, 606079795.37, 606079807.49, 606079819.61, 606079831.74, 606079843.92, 606079855.97, 606079868.09, 606079880.28, 606079892.34, 606079904.64, 606079916.65, 606079928.71, 606079940.89, 606079953.01, 606079965.14, 606079977.44, 606079989.50, 606080001.51, 606080013.63, 606080025.75, 606080038.00, 606080049.91, 606080062.10, 606080074.21, 606080086.34, 606080098.45, 606080110.58, 606080122.70, 606080134.96, 606080146.94, 606080159.18, 606080171.23, 606080183.35, 606080195.40, 606080207.52, 606080219.64, 606080231.76, 606080243.88, 606080256.00, 606080268.12, 606080280.24, 606080292.36, 606080304.48, 606080316.60, 606080328.72, 606080340.84, 606080352.96, 606080365.08, 606080377.20, 606080389.32, 606080401.44, 606080413.56, 606080425.69, 606080437.80, 606080449.92, 606080462.10, 606080474.16, 606080486.29, 606080498.40, 606080510.53, 606080522.65, 606080534.77, 606080546.89, 606080559.02, 606080571.13, 606080583.25, 606080595.37, 606080607.49, 606080619.61, 606080631.73, 606080643.85, 606080655.97, 606080668.08, 606080680.20, 606080692.31, 606080704.41, 606080716.51, 606080728.61, 606080740.86, 606080752.87, 606080765.00, 606080777.11, 606080789.23, 606080801.34, 606080813.46, 606080825.57, 606080837.69, 606080849.83, 606080861.94, 606080874.06, 606080886.27, 606080898.30, 606080910.81, 606080922.62, 606080934.66, 606080946.73, 606080959.22, 606080971.48, 606080983.56, 606080995.64, 606081007.72, 606081019.81, 606081031.91, 606081044.03, 606081056.14, 606081068.23, 606081080.35, 606081092.46, 606081104.57, 606081116.99, 606081129.29, 606081141.40, 606081153.50, 606081165.79, 606081178.06, 606081190.34, 606081202.62, 606081214.73, 606081227.11, 606081239.20, 606081251.27, 606081263.37, 606081275.65, 606081288.00, 606081300.09, 606081312.21, 606081324.31, 606081336.40, 606081348.51, 606081360.80, 606081372.91, 606081385.02, 606081397.23, 606081409.24, 606081421.36, 606081433.47, 606081445.77, 606081458.07, 606081470.39, 606081482.63, 606081494.74, 606081507.04, 606081519.35, 606081531.69, 606081543.80, 606081555.92, 606081568.03, 606081580.12, 606081592.25, 606081604.37, 606081616.49, 606081628.60, 606081640.69, 606081652.81, 606081664.91, 606081677.02, 606081689.13, 606081701.25, 606081713.36, 606081725.47, 606081737.57, 606081749.68, 606081761.81, 606081773.92, 606081786.04, 606081798.16, 606081810.27, 606081822.38, 606081834.50, 606081846.61, 606081858.72, 606081870.83, 606081882.94, 606081895.05, 606081907.17, 606081919.28, 606081931.39, 606081943.50, 606081955.61, 606081967.91, 606081980.03, 606081992.15, 606082004.26, 606082016.37, 606082028.47, 606082040.58, 606082052.69, 606082064.80, 606082076.91, 606082089.04, 606082101.19, 606082113.30, 606082125.41, 606082137.58, 606082149.67, 606082161.79, 606082174.02, 606082186.07, 606082198.18, 606082210.29, 606082222.40, 606082234.55, 606082246.65, 606082258.75, 606082270.86, 606082282.97, 606082295.14, 606082307.25, 606082319.36, 606082331.47, 606082343.58, 606082355.69, 606082367.81, 606082379.91, 606082392.04, 606082404.14, 606082416.25, 606082428.37, 606082440.48, 606082452.61, 606082464.69, 606082476.77, 606082488.85, 606082500.97, 606082513.07, 606082525.18, 606082537.28, 606082549.39, 606082561.49, 606082573.60, 606082585.70, 606082597.81, 606082609.92, 606082622.02, 606082634.13, 606082646.23, 606082658.34, 606082670.44, 606082682.55, 606082694.66, 606082706.76, 606082718.87, 606082730.98, 606082743.07, 606082755.31, 606082767.95, 606082780.61, 606082792.75, 606082804.95, 606082817.19, 606082829.36, 606082841.66, 606082854.22, 606082866.79, 606082879.39, 606082891.97, 606082904.57, 606082916.60, 606082929.24, 606082941.47, 606082954.00, 606082966.21, 606082978.41, 606082990.46, 606083002.56, 606083014.73, 606083027.00, 606083039.10, 606083051.17, 606083063.25, 606083075.32, 606083087.40, 606083099.48, 606083111.55, 606083123.64, 606083135.75, 606083147.85, 606083159.96, 606083172.06, 606083184.19, 606083196.29, 606083208.40, 606083220.51, 606083232.61, 606083244.71, 606083256.82, 606083268.93, 606083281.03, 606083293.14, 606083305.25, 606083317.35, 606083329.46, 606083341.57, 606083353.67, 606083365.78, 606083377.95, 606083390.05, 606083402.16, 606083414.21, 606083426.31, 606083438.42, 606083450.68, 606083462.80, 606083474.91, 606083486.90, 606083499.09, 606083511.19, 606083523.27, 606083535.43, 606083547.43, 606083559.57, 606083571.71, 606083583.84, 606083595.87, 606083608.04, 606083620.15, 606083632.19, 606083644.30, 606083656.47, 606083668.58, 606083680.76, 606083692.94, 606083705.05, 606083717.16, 606083729.26, 606083741.52, 606083753.71, 606083766.29, 606083778.48, 606083790.63, 606083803.28, 606083815.53, 606083828.13, 606083840.29, 606083852.88, 606083865.47, 606083878.04, 606083890.62, 606083903.21, 606083915.67, 606083928.28, 606083940.55, 606083952.71, 606083965.30, 606083977.89, 606083990.36, 606084002.44, 606084014.92, 606084027.48, 606084039.84, 606084051.97, 606084064.54, 606084076.81, 606084089.46, 606084101.51, 606084113.61, 606084125.72, 606084137.83, 606084149.93, 606084162.24, 606084174.52, 606084187.11, 606084199.33, 606084211.52, 606084224.10, 606084236.67, 606084249.25, 606084261.81, 606084274.39, 606084286.97, 606084299.53, 606084311.74, 606084323.99, 606084336.60, 606084349.18, 606084361.75, 606084374.34, 606084386.95, 606084399.12, 606084411.87, 606084423.91, 606084436.02, 606084448.22, 606084460.28, 606084472.46, 606084484.58, 606084497.16, 606084509.38, 606084521.66, 606084534.25, 606084546.80, 606084559.40, 606084571.95, 606084584.56, 606084597.15, 606084609.30, 606084621.59, 606084633.74, 606084646.33, 606084658.90, 606084671.48, 606084683.83, 606084695.88, 606084708.13, 606084720.72, 606084733.31, 606084745.54, 606084757.77, 606084770.35, 606084782.95, 606084795.18, 606084807.33, 606084820.15, 606084832.31, 606084844.90, 606084857.47, 606084870.03, 606084882.27, 606084894.56, 606084907.17, 606084919.62, 606084931.79, 606084943.95, 606084956.41, 606084968.46, 606084981.12, 606084993.34, 606085006.14, 606085018.74, 606085030.79, 606085042.89, 606085055.03, 606085067.11, 606085079.19, 606085091.29, 606085103.46, 606085115.51, 606085127.67, 606085139.70, 606085151.81, 606085163.88, 606085175.99, 606085188.09, 606085200.18, 606085212.28, 606085224.37, 606085236.95, 606085249.05, 606085261.33, 606085273.44, 606085285.85, 606085298.11, 606085310.39, 606085322.49, 606085334.60, 606085347.00, 606085359.26, 606085371.53, 606085383.82, 606085396.08, 606085408.19, 606085420.29, 606085432.56, 606085444.66, 606085456.77, 606085468.87, 606085481.22, 606085493.48, 606085505.59, 606085517.69, 606085529.80, 606085541.88, 606085554.04, 606085566.09, 606085578.20, 606085590.80, 606085603.39, 606085615.56, 606085628.14, 606085640.74, 606085653.32, 606085665.50, 606085678.08, 606085690.66, 606085703.25, 606085715.89, 606085728.48, 606085741.06, 606085753.64, 606085766.36, 606085779.03, 606085791.18, 606085803.57, 606085815.71, 606085828.29, 606085840.71, 606085852.66, 606085864.76, 606085876.87, 606085888.98, 606085901.08, 606085913.21, 606085925.31, 606085937.42, 606085949.52, 606085961.63, 606085973.79, 606085985.84, 606085997.95, 606086010.05, 606086022.16, 606086034.26, 606086046.37, 606086058.47, 606086070.57, 606086082.68, 606086094.79, 606086106.90, 606086119.00, 606086131.11, 606086143.21, 606086155.32, 606086167.40, 606086179.51, 606086191.61, 606086203.72, 606086215.82, 606086227.93, 606086240.13, 606086252.24, 606086264.34, 606086276.45, 606086288.55, 606086300.66, 606086312.77, 606086324.87, 606086336.98, 606086349.08, 606086361.19, 606086373.29, 606086385.40, 606086397.50, 606086409.66, 606086421.71, 606086433.82, 606086445.92, 606086458.03, 606086470.13, 606086482.24, 606086494.35, 606086506.45, 606086518.55, 606086530.66, 606086542.74, 606086555.29, 606086567.38, 606086579.65, 606086591.78, 606086603.87, 606086615.98, 606086628.09, 606086640.19, 606086652.26, 606086664.35, 606086676.42, 606086688.50, 606086700.59, 606086712.67, 606086724.76, 606086736.86, 606086748.96, 606086761.07, 606086773.19, 606086785.29, 606086797.40, 606086809.50, 606086821.61, 606086833.71, 606086845.82, 606086857.93, 606086870.03, 606086882.14, 606086894.42, 606086906.52, 606086918.63, 606086930.73, 606086942.84, 606086954.95, 606086967.10, 606086979.16, 606086991.27, 606087003.36, 606087015.46, 606087027.56, 606087039.67, 606087051.77, 606087063.88, 606087075.98, 606087088.09, 606087100.17, 606087112.28, 606087124.38, 606087136.49, 606087148.61, 606087160.71, 606087172.79, 606087184.89, 606087197.00, 606087209.16, 606087221.27, 606087233.41, 606087245.98, 606087258.48, 606087271.02, 606087283.49, 606087295.59, 606087307.68, 606087319.78, 606087331.88, 606087343.99, 606087356.09, 606087368.38, 606087380.49, 606087392.87, 606087405.01, 606087417.11, 606087429.22, 606087441.32, 606087453.43, 606087465.53, 606087477.64, 606087489.74, 606087502.38, 606087514.50, 606087526.60, 606087538.70, 606087550.81, 606087562.92, 606087575.02, 606087587.13, 606087599.23, 606087611.35, 606087623.45, 606087635.56, 606087647.66, 606087659.77, 606087671.87, 606087684.08, 606087696.68, 606087709.26, 606087721.84, 606087734.41, 606087746.66, 606087759.24, 606087771.87, 606087784.00, 606087796.15, 606087808.32, 606087820.90, 606087833.47, 606087845.98, 606087858.54, 606087871.13, 606087883.46, 606087895.63, 606087907.91, 606087920.50, 606087933.13, 606087945.71, 606087957.89, 606087970.47, 606087983.08, 606087995.66, 606088007.93, 606088020.55, 606088032.86, 606088045.10, 606088057.27, 606088069.45, 606088082.05, 606088094.25, 606088106.83, 606088119.01, 606088131.61, 606088144.28, 606088156.85, 606088169.43, 606088182.01, 606088194.26, 606088206.44, 606088219.06, 606088231.71, 606088243.85, 606088256.63, 606088269.24, 606088281.81, 606088294.38, 606088306.64, 606088319.22, 606088331.89, 606088344.48, 606088357.06, 606088369.63, 606088381.92, 606088394.50, 606088406.71, 606088419.00, 606088431.57, 606088444.15, 606088456.73, 606088469.30, 606088481.88, 606088494.45, 606088507.03, 606088519.19, 606088531.45, 606088543.56, 606088556.38, 606088568.57, 606088581.20, 606088593.78, 606088606.47, 606088619.06, 606088631.27, 606088643.42, 606088655.60, 606088668.31, 606088680.88, 606088693.45, 606088705.73, 606088718.29, 606088730.87, 606088743.02, 606088755.49, 606088768.08, 606088780.74, 606088793.31, 606088805.47, 606088818.07, 606088830.66, 606088842.74, 606088854.85, 606088866.95, 606088879.11, 606088891.16, 606088903.27, 606088915.37, 606088927.48, 606088939.58, 606088951.69, 606088963.80, 606088975.91, 606088988.01, 606089000.17, 606089012.23, 606089024.33, 606089036.44, 606089048.54, 606089060.65, 606089072.75, 606089084.86, 606089096.96, 606089109.07, 606089121.17, 606089133.33, 606089145.44, 606089157.55, 606089169.65, 606089181.70, 606089193.80, 606089205.91, 606089218.01, 606089230.12, 606089242.22, 606089254.33, 606089266.93, 606089279.42, 606089291.54, 606089303.64, 606089315.74, 606089327.85, 606089339.93, 606089352.04, 606089364.14, 606089376.25, 606089388.34, 606089400.50, 606089412.60, 606089424.71, 606089436.81, 606089449.04, 606089461.14, 606089473.25, 606089485.40, 606089497.52, 606089509.62, 606089521.97, 606089534.27, 606089546.38, 606089558.48, 606089570.59, 606089582.69, 606089594.80, 606089606.90, 606089619.02, 606089631.12, 606089643.23, 606089655.34, 606089667.45, 606089679.55, 606089691.66, 606089703.86, 606089716.33, 606089728.51, 606089740.78, 606089753.36, 606089765.86, 606089778.03, 606089790.68, 606089803.26, 606089815.51, 606089827.66, 606089840.25, 606089852.83, 606089865.40, 606089878.21, 606089890.38, 606089902.96, 606089915.24, 606089927.95, 606089940.21, 606089952.72, 606089965.00, 606089977.18, 606089989.77, 606090002.05, 606090014.63, 606090027.21, 606090039.37, 606090051.94, 606090064.52, 606090077.09, 606090089.68, 606090101.94, 606090114.57, 606090127.15, 606090139.43, 606090152.02, 606090164.61, 606090176.78, 606090189.04, 606090201.31, 606090213.89, 606090226.50, 606090238.88, 606090251.37, 606090263.59, 606090275.85, 606090288.46, 606090301.03, 606090313.68, 606090325.99, 606090338.56, 606090351.11, 606090363.55, 606090376.19, 606090388.82, 606090401.09, 606090413.67, 606090425.98, 606090438.56, 606090450.65, 606090462.75, 606090474.86, 606090486.98, 606090499.08, 606090511.18, 606090523.29, 606090535.39, 606090547.50, 606090559.61, 606090571.71, 606090583.81, 606090595.92, 606090608.02, 606090620.13, 606090632.23, 606090644.34, 606090656.50, 606090668.61, 606090680.72, 606090692.82, 606090704.93, 606090717.03, 606090729.14, 606090741.24, 606090753.35, 606090765.46, 606090777.56, 606090789.67, 606090801.77, 606090813.88, 606090825.98, 606090838.09, 606090850.19, 606090862.30, 606090874.41, 606090886.51, 606090898.62, 606090910.73, 606090923.07, 606090935.17, 606090947.28, 606090959.38, 606090971.49, 606090983.58, 606090995.71, 606091007.81, 606091019.92, 606091032.04, 606091044.14, 606091056.24, 606091068.35, 606091080.45, 606091092.56, 606091104.66, 606091116.77, 606091128.87, 606091140.98, 606091153.09, 606091165.19, 606091177.30, 606091189.41, 606091201.51, 606091213.62, 606091225.73, 606091237.84, 606091249.95, 606091262.05, 606091274.16, 606091286.26, 606091298.37, 606091310.47, 606091322.58, 606091335.20, 606091347.82, 606091360.40, 606091373.00, 606091385.58, 606091397.67, 606091409.77, 606091421.88, 606091433.98, 606091446.08, 606091458.19, 606091470.30, 606091482.40, 606091494.81, 606091506.91, 606091519.02, 606091531.13, 606091543.21, 606091555.40, 606091567.49, 606091579.60, 606091591.68, 606091603.79, 606091615.90, 606091628.00, 606091640.11, 606091652.18, 606091664.27, 606091676.35, 606091688.44, 606091700.52, 606091712.64, 606091724.72, 606091736.83, 606091748.93, 606091761.04, 606091773.14, 606091785.25, 606091797.36, 606091809.46, 606091821.56, 606091833.65, 606091845.76, 606091857.86, 606091869.97, 606091882.08, 606091894.18, 606091906.28, 606091918.56, 606091930.67, 606091942.95, 606091955.06, 606091967.16, 606091979.26, 606091991.36, 606092003.46, 606092015.58, 606092027.69, 606092039.79, 606092051.90, 606092064.00, 606092076.11, 606092088.21, 606092100.32, 606092112.42, 606092124.53, 606092136.64, 606092148.75, 606092160.85, 606092172.95, 606092185.06, 606092197.16, 606092209.27, 606092221.38, 606092233.48, 606092245.61, 606092257.72, 606092269.82, 606092281.93, 606092294.03, 606092306.14, 606092318.25, 606092330.35, 606092342.46, 606092354.56, 606092366.67, 606092378.78, 606092390.88, 606092403.00, 606092415.09, 606092427.42, 606092439.53, 606092451.67, 606092463.78, 606092475.87, 606092487.89, 606092500.00, 606092512.16, 606092524.26, 606092536.38, 606092548.49, 606092560.58, 606092572.69, 606092584.73, 606092596.84, 606092608.94, 606092621.04, 606092633.15, 606092645.25, 606092657.36, 606092669.47, 606092681.57, 606092693.67, 606092705.78, 606092718.38, 606092730.54, 606092742.63, 606092755.23, 606092767.81, 606092779.98, 606092792.16, 606092804.76, 606092817.35, 606092829.93, 606092842.20, 606092854.42, 606092867.04, 606092879.19, 606092891.39, 606092903.66, 606092916.40, 606092928.97, 606092941.24, 606092953.82, 606092966.39, 606092978.99, 606092991.24, 606093003.63, 606093015.83, 606093028.01, 606093040.19, 606093052.79, 606093064.98, 606093077.24, 606093089.89, 606093102.48, 606093115.07, 606093127.37, 606093139.94, 606093152.54, 606093164.80, 606093177.00, 606093189.16, 606093201.32, 606093213.92, 606093226.45, 606093238.70, 606093251.32, 606093263.59, 606093276.16, 606093288.74, 606093301.41, 606093313.99, 606093326.27, 606093339.04, 606093351.86, 606093364.44, 606093376.91, 606093389.07, 606093401.65, 606093413.83, 606093426.41, 606093438.76, 606093451.34, 606093463.92, 606093476.50, 606093488.92, 606093501.00, 606093513.12, 606093525.65, 606093537.73, 606093549.86, 606093561.95, 606093574.03, 606093586.10, 606093598.21, 606093610.49, 606093622.42, 606093634.58, 606093646.68, 606093658.79, 606093670.89, 606093683.00, 606093695.19, 606093707.18, 606093719.23, 606093731.39, 606093743.50, 606093755.61, 606093767.71, 606093779.82, 606093791.86, 606093803.95, 606093816.14, 606093828.22, 606093840.32, 606093852.42, 606093864.63, 606093876.63, 606093888.69, 606093900.79, 606093912.95, 606093925.06, 606093937.37, 606093949.28, 606093961.32, 606093973.91, 606093986.48, 606093999.15, 606094011.29, 606094023.38, 606094035.49, 606094047.59, 606094059.70, 606094071.80, 606094083.91, 606094096.02, 606094108.12, 606094120.29, 606094132.42, 606094144.57, 606094157.13, 606094169.68, 606094182.23, 606094194.80, 606094207.07, 606094219.58, 606094231.86, 606094244.13, 606094256.39, 606094268.68, 606094281.29, 606094293.56, 606094305.96, 606094318.53, 606094331.12, 606094343.38, 606094355.78, 606094368.04, 606094380.71, 606094392.98, 606094405.57, 606094417.84, 606094430.41, 606094443.00, 606094455.63, 606094468.14, 606094480.72, 606094493.00, 606094505.17, 606094517.35, 606094529.52, 606094541.79, 606094554.37, 606094566.95, 606094579.53, 606094592.16, 606094604.74, 606094616.99, 606094629.13, 606094641.72, 606094653.89, 606094666.19, 606094678.47, 606094690.75, 606094703.32, 606094715.57, 606094728.16, 606094740.40, 606094752.76, 606094765.34, 606094777.91, 606094790.49, 606094802.66, 606094815.31, 606094827.48, 606094839.76, 606094851.92, 606094864.51, 606094877.08, 606094889.27, 606094901.84, 606094914.51, 606094927.09, 606094939.27, 606094951.53, 606094964.10, 606094976.38, 606094988.93, 606095001.12, 606095013.29, 606095025.57, 606095038.16, 606095050.77, 606095063.33, 606095075.61, 606095088.19, 606095100.85, 606095113.43, 606095126.01, 606095138.59, 606095151.18, 606095163.76, 606095176.34, 606095189.03, 606095201.26, 606095213.84, 606095226.48, 606095239.16, 606095251.73, 606095263.86, 606095276.44, 606095289.03, 606095301.28, 606095313.84, 606095326.42, 606095339.01, 606095351.79, 606095364.37, 606095376.96, 606095389.16, 606095401.73, 606095414.32, 606095426.60, 606095439.17, 606095451.35, 606095463.93, 606095476.58, 606095488.75, 606095501.33, 606095513.92, 606095526.19, 606095538.76, 606095551.35, 606095563.92, 606095576.20, 606095588.28, 606095600.38, 606095612.48, 606095624.60, 606095636.70, 606095648.80, 606095660.96, 606095673.10, 606095685.20, 606095697.25, 606095709.41, 606095721.51, 606095733.62, 606095745.67, 606095757.77, 606095769.93, 606095781.98, 606095794.14, 606095806.33, 606095818.35, 606095830.40, 606095842.51, 606095854.68, 606095866.77, 606095879.09, 606095891.01, 606095903.19, 606095915.21, 606095927.31, 606095939.41, 606095951.46, 606095963.62, 606095975.72, 606095987.77, 606095999.87, 606096011.99, 606096024.09, 606096036.20, 606096048.30, 606096060.41, 606096072.51, 606096084.62, 606096096.72, 606096108.82, 606096120.93, 606096133.13, 606096145.73, 606096157.98, 606096170.56, 606096183.17, 606096195.75, 606096208.33, 606096221.01, 606096233.58, 606096246.19, 606096258.44, 606096270.70, 606096283.29, 606096295.56, 606096308.31, 606096320.46, 606096333.04, 606096345.62, 606096358.28, 606096370.87, 606096383.47, 606096395.84, 606096408.12, 606096420.28, 606096432.87, 606096445.08, 606096457.66, 606096470.07, 606096482.24, 606096494.82, 606096507.09, 606096519.22, 606096531.77, 606096543.95, 606096556.03, 606096568.12, 606096580.89, 606096592.99, 606096605.09, 606096617.66, 606096630.29, 606096642.39, 606096654.48, 606096666.58, 606096678.68, 606096690.78, 606096702.89, 606096715.00, 606096727.12, 606096739.23, 606096751.34, 606096763.46, 606096775.56, 606096787.66, 606096799.77, 606096811.87, 606096823.98, 606096836.08, 606096848.19, 606096860.29, 606096872.40, 606096884.50, 606096896.61, 606096908.71, 606096920.82, 606096932.99, 606096945.09, 606096957.19, 606096969.24, 606096981.35]
-        values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
-    - trialName: 2_SMP
-      leftReference: 
-        times: [606097989.50, 606098001.59, 606098013.75, 606098026.08, 606098038.30, 606098050.41, 606098062.69, 606098074.99, 606098087.38, 606098099.49, 606098111.59, 606098123.70, 606098135.99, 606098148.15, 606098160.20, 606098172.36, 606098184.46, 606098196.57, 606098208.67, 606098220.77, 606098232.88, 606098244.93, 606098257.52, 606098269.76, 606098282.01, 606098294.59, 606098306.77, 606098319.37, 606098331.56, 606098344.14, 606098356.90, 606098369.08, 606098381.65, 606098394.22, 606098406.78, 606098419.36, 606098431.95, 606098444.78, 606098457.05, 606098469.63, 606098482.20, 606098494.78, 606098506.93, 606098519.22, 606098531.56, 606098543.79, 606098556.08, 606098568.67, 606098581.26, 606098593.52, 606098605.70, 606098617.84, 606098630.42, 606098643.02, 606098655.28, 606098667.72, 606098679.86, 606098692.01, 606098704.16, 606098716.44, 606098729.01, 606098741.58, 606098753.83, 606098766.41, 606098778.68, 606098790.86, 606098803.44, 606098815.61, 606098827.79, 606098840.06, 606098852.64, 606098865.07, 606098877.65, 606098890.25, 606098902.34, 606098914.47, 606098926.57, 606098938.67, 606098950.77, 606098962.88, 606098974.99, 606098987.20, 606098999.26, 606099011.37, 606099023.47, 606099035.58, 606099047.76, 606099059.79, 606099071.89, 606099084.00, 606099096.11, 606099108.21, 606099120.32, 606099132.43, 606099144.54, 606099156.64, 606099168.74, 606099180.83, 606099192.93, 606099205.04, 606099217.14, 606099229.25, 606099241.36, 606099253.45, 606099265.56, 606099277.67, 606099289.77, 606099301.88, 606099313.98, 606099326.09, 606099338.19, 606099350.30, 606099362.40, 606099374.50, 606099386.61, 606099398.72, 606099410.82, 606099423.10, 606099435.38, 606099447.49, 606099459.69, 606099471.79, 606099484.01, 606099496.00, 606099508.10, 606099520.15, 606099532.32, 606099544.42, 606099556.53, 606099568.63, 606099580.74, 606099592.78, 606099604.89, 606099616.99, 606099629.09, 606099641.20, 606099653.81, 606099665.96, 606099678.05, 606099690.10, 606099702.41, 606099714.76, 606099727.04, 606099739.41, 606099751.51, 606099763.70, 606099776.09, 606099788.20, 606099800.30, 606099813.01, 606099825.52, 606099837.98, 606099850.49, 606099862.58, 606099874.63, 606099886.71, 606099898.77, 606099910.83, 606099922.90, 606099934.96, 606099947.04, 606099959.13, 606099971.41, 606099983.70, 606099995.79, 606100008.07, 606100020.34, 606100032.44, 606100044.53, 606100056.62, 606100068.72, 606100081.01, 606100093.10, 606100105.38, 606100117.52, 606100129.56, 606100141.65, 606100153.74, 606100165.84, 606100177.93, 606100190.02, 606100202.10, 606100214.16, 606100226.23, 606100238.29, 606100250.35, 606100262.41, 606100274.47, 606100286.57, 606100298.60, 606100310.68, 606100322.74, 606100334.83, 606100346.94, 606100359.09, 606100371.14, 606100383.18, 606100395.24, 606100407.31, 606100419.40, 606100431.48, 606100443.57, 606100455.63, 606100467.72, 606100479.80, 606100491.88, 606100503.96, 606100516.01, 606100528.07, 606100540.13, 606100552.20, 606100564.26, 606100576.32, 606100588.38, 606100600.44, 606100612.51, 606100624.56, 606100636.62, 606100648.68, 606100660.74, 606100672.80, 606100684.87, 606100696.92, 606100708.99, 606100721.05, 606100733.10, 606100745.17, 606100757.22, 606100769.29, 606100781.35, 606100793.41, 606100805.47, 606100817.53, 606100829.59, 606100841.66, 606100853.71, 606100865.77, 606100877.83, 606100889.89, 606100901.96, 606100914.02, 606100926.08, 606100938.14, 606100950.20, 606100962.26, 606100974.32, 606100986.38, 606100998.45, 606101010.52, 606101022.58, 606101034.65, 606101046.71, 606101058.78, 606101070.84, 606101082.92, 606101095.00, 606101107.06, 606101119.13, 606101131.20, 606101143.26, 606101155.33, 606101167.39, 606101179.48, 606101191.55, 606101203.61, 606101215.68, 606101227.75, 606101239.81, 606101251.88, 606101263.95, 606101276.01, 606101288.07, 606101300.14, 606101312.22, 606101324.29, 606101336.36, 606101348.42, 606101360.49, 606101372.55, 606101384.62, 606101396.68, 606101408.75, 606101420.81, 606101432.88, 606101444.94, 606101457.00, 606101469.07, 606101481.13, 606101493.20, 606101505.26, 606101517.33, 606101529.39, 606101541.46, 606101553.52, 606101565.57, 606101577.63, 606101589.70, 606101601.76, 606101613.83, 606101625.94, 606101638.03, 606101650.09, 606101662.16, 606101674.21, 606101686.27, 606101698.33, 606101710.39, 606101722.45, 606101734.51, 606101746.57, 606101758.63, 606101770.70, 606101782.76, 606101794.82, 606101806.88, 606101818.94, 606101831.00, 606101843.07, 606101855.17, 606101867.24, 606101879.34, 606101891.41, 606101903.48, 606101915.56, 606101927.63, 606101939.69, 606101951.76, 606101963.82, 606101975.88, 606101987.97, 606102000.03, 606102012.10, 606102024.16, 606102036.23, 606102048.29, 606102060.37, 606102072.45, 606102084.53, 606102096.61, 606102108.69, 606102120.77, 606102132.84, 606102144.92, 606102157.00, 606102169.08, 606102181.16, 606102193.23, 606102205.31, 606102217.39, 606102229.46, 606102241.54, 606102253.63, 606102265.70, 606102277.78, 606102289.86, 606102301.94, 606102314.01, 606102326.43, 606102339.02, 606102351.58, 606102364.21, 606102376.78, 606102389.35, 606102402.02, 606102414.19, 606102426.85, 606102439.43, 606102452.01, 606102464.57, 606102476.73, 606102489.00, 606102501.56, 606102514.03, 606102526.59, 606102539.17, 606102551.30, 606102563.47, 606102575.75, 606102588.02, 606102600.57, 606102613.21, 606102625.39, 606102637.95, 606102650.52, 606102663.10, 606102675.37, 606102687.94, 606102700.11, 606102712.68, 606102724.94, 606102737.19, 606102749.76, 606102762.00, 606102774.20, 606102786.76, 606102799.05, 606102811.21, 606102823.83, 606102836.37, 606102848.94, 606102861.20, 606102873.37, 606102885.93, 606102898.12, 606102910.77, 606102922.94, 606102935.54, 606102947.81, 606102960.00, 606102972.57, 606102984.84, 606102997.40, 606103010.00, 606103022.56, 606103035.12, 606103047.69, 606103059.97, 606103072.54, 606103085.11, 606103097.67, 606103110.25, 606103122.81, 606103135.38, 606103148.17, 606103160.44, 606103172.87, 606103185.43, 606103198.00, 606103210.56, 606103223.26, 606103235.82, 606103248.44, 606103260.69, 606103272.79, 606103285.38, 606103297.94, 606103310.55, 606103322.87, 606103335.44, 606103347.61, 606103359.73, 606103371.92, 606103384.28, 606103396.85, 606103409.42, 606103421.63, 606103434.21, 606103446.60, 606103459.17, 606103471.33, 606103483.46, 606103495.72, 606103507.96, 606103520.53, 606103532.80, 606103545.07, 606103557.26, 606103569.84, 606103582.40, 606103595.09, 606103607.36, 606103619.93, 606103632.72, 606103645.29, 606103657.53, 606103670.10, 606103682.45, 606103695.01, 606103707.21, 606103719.78, 606103732.36, 606103744.96, 606103757.33, 606103769.89, 606103782.08, 606103794.28, 606103806.48, 606103818.66, 606103830.82, 606103842.95, 606103855.57, 606103867.80, 606103880.35, 606103892.58, 606103904.74, 606103917.00, 606103929.27, 606103941.51, 606103953.78, 606103966.34, 606103978.43, 606103990.53, 606104002.63, 606104014.69, 606104026.77, 606104038.85, 606104051.27, 606104063.37, 606104075.45, 606104087.55, 606104099.71, 606104111.81, 606104123.94, 606104136.02, 606104148.12, 606104160.21, 606104172.26, 606104184.42, 606104196.52, 606104208.62, 606104220.72, 606104232.83, 606104244.97, 606104257.14, 606104269.13, 606104281.23, 606104293.33, 606104305.43, 606104317.53, 606104329.64, 606104341.74, 606104353.78, 606104365.94, 606104378.04, 606104390.09, 606104402.29, 606104414.87, 606104427.44, 606104439.60, 606104452.30, 606104464.87, 606104477.13, 606104489.54, 606104502.11, 606104514.37, 606104526.93, 606104539.50, 606104552.21, 606104564.78, 606104577.04, 606104589.62, 606104602.42, 606104615.07, 606104627.55, 606104639.71, 606104651.88, 606104664.13, 606104676.70, 606104689.26, 606104701.83, 606104714.40, 606104726.54, 606104739.12, 606104751.28, 606104763.44, 606104775.50, 606104787.65, 606104800.25, 606104812.43, 606104825.01, 606104837.26, 606104849.83, 606104862.40, 606104874.66, 606104887.29, 606104899.99, 606104912.25, 606104924.82, 606104937.39, 606104949.56, 606104961.75, 606104974.05, 606104986.61, 606104999.18, 606105011.32, 606105023.85, 606105036.44, 606105049.00, 606105061.69, 606105073.85, 606105086.43, 606105099.01, 606105111.17, 606105123.84, 606105136.40, 606105148.65, 606105160.80, 606105172.98, 606105185.41, 606105197.65, 606105209.81, 606105222.38, 606105234.62, 606105247.27, 606105259.74, 606105271.89, 606105284.12, 606105296.68, 606105308.85, 606105321.42, 606105333.99, 606105346.55, 606105359.11, 606105371.54, 606105383.62, 606105395.71, 606105407.80, 606105419.89, 606105431.96, 606105444.04, 606105456.10, 606105468.16, 606105480.24, 606105492.29, 606105504.35, 606105516.41, 606105528.47, 606105540.53, 606105552.60, 606105564.66, 606105576.72, 606105588.79, 606105600.85, 606105612.92, 606105624.99, 606105637.05, 606105649.11, 606105661.18, 606105673.24, 606105685.31, 606105697.37, 606105709.43, 606105721.50, 606105733.56, 606105745.63, 606105757.69, 606105769.75, 606105781.82, 606105793.90, 606105805.96, 606105818.03, 606105830.09, 606105842.15, 606105854.22, 606105866.28, 606105878.35, 606105890.41, 606105902.48, 606105914.54, 606105926.61, 606105938.67, 606105950.73, 606105962.80, 606105974.86, 606105987.15, 606105999.71, 606106012.28, 606106024.54, 606106037.20, 606106049.92, 606106062.52, 606106074.60, 606106086.70, 606106098.80, 606106110.90, 606106123.35, 606106135.45, 606106147.55, 606106159.66, 606106171.75, 606106183.83, 606106195.93, 606106208.04, 606106220.13, 606106232.23, 606106244.33, 606106256.41, 606106268.49, 606106280.55, 606106292.61, 606106304.70, 606106316.77, 606106328.83, 606106340.92, 606106352.99, 606106365.06, 606106377.12, 606106389.19, 606106401.25, 606106413.32, 606106425.38, 606106437.45, 606106449.55, 606106461.65, 606106473.75, 606106485.93, 606106498.02, 606106510.13, 606106522.23, 606106534.45, 606106546.68, 606106558.71, 606106571.15, 606106583.24, 606106595.52, 606106608.12, 606106620.74, 606106632.84, 606106644.94, 606106657.01, 606106669.07, 606106681.14, 606106693.20, 606106705.26, 606106717.33, 606106729.39, 606106741.45, 606106753.51, 606106765.57, 606106777.63, 606106789.70, 606106801.76, 606106813.84, 606106825.90, 606106837.97, 606106850.03, 606106862.10, 606106874.16, 606106886.24, 606106898.30, 606106910.40, 606106922.50, 606106934.76, 606106946.92, 606106959.02, 606106971.18, 606106983.23, 606106995.33, 606107007.37, 606107019.53, 606107031.57, 606107043.73, 606107055.83, 606107067.95, 606107080.11, 606107092.21, 606107104.33, 606107116.35, 606107128.45, 606107140.55, 606107152.75, 606107165.34, 606107177.97, 606107190.14, 606107202.70, 606107215.42, 606107228.08, 606107240.34, 606107252.90, 606107265.65, 606107278.22, 606107290.75, 606107302.87, 606107315.45, 606107328.01, 606107340.65, 606107352.89, 606107365.07, 606107377.63, 606107389.80, 606107402.04, 606107414.61, 606107426.88, 606107439.47, 606107452.03, 606107464.60, 606107476.77, 606107489.40, 606107501.96, 606107514.11, 606107526.68, 606107539.25, 606107551.55, 606107563.89, 606107576.05, 606107588.76, 606107601.33, 606107613.90, 606107626.46, 606107639.01, 606107651.17, 606107663.73, 606107676.30, 606107688.96, 606107701.52, 606107714.09, 606107726.35, 606107738.91, 606107751.47, 606107764.10, 606107776.37, 606107788.93, 606107801.49, 606107813.64, 606107826.19, 606107838.33, 606107850.84, 606107863.02, 606107875.16, 606107887.30, 606107899.52, 606107912.28, 606107924.85, 606107937.01, 606107949.59, 606107962.15, 606107974.42, 606107987.00, 606107999.55, 606108011.70, 606108024.27, 606108036.53, 606108049.09, 606108061.67, 606108073.94, 606108086.51, 606108099.09, 606108111.86, 606108123.98, 606108136.53, 606108149.08, 606108161.24, 606108173.38, 606108185.46, 606108197.57, 606108209.67, 606108221.74, 606108233.84, 606108245.95, 606108258.05, 606108270.15, 606108282.25, 606108294.35, 606108306.45, 606108318.55, 606108330.65, 606108342.75, 606108354.85, 606108366.95, 606108379.11, 606108391.21, 606108403.31, 606108415.41, 606108427.52, 606108439.62, 606108451.70, 606108463.80, 606108475.90, 606108488.00, 606108500.10, 606108512.20, 606108524.31, 606108536.41, 606108548.51, 606108560.61, 606108572.71, 606108584.81, 606108596.91, 606108609.02, 606108621.12, 606108633.22, 606108645.43, 606108657.67, 606108670.25, 606108682.51, 606108694.88, 606108707.15, 606108719.54, 606108732.33, 606108744.99, 606108757.15, 606108769.32, 606108781.49, 606108793.76, 606108806.46, 606108819.12, 606108831.27, 606108843.53, 606108855.65, 606108867.76, 606108880.30, 606108892.54, 606108904.99, 606108917.56, 606108929.70, 606108942.00, 606108954.16, 606108966.73, 606108978.99, 606108991.31, 606109003.45, 606109015.57, 606109027.85, 606109040.03, 606109052.18, 606109064.33, 606109076.59, 606109089.16, 606109101.67, 606109114.24, 606109126.80, 606109139.37, 606109151.93, 606109164.56, 606109177.13, 606109189.69, 606109202.26, 606109214.86, 606109227.43, 606109239.59, 606109252.16, 606109264.73, 606109277.35, 606109289.44, 606109301.92, 606109314.51, 606109326.78, 606109339.34, 606109351.83, 606109364.39, 606109376.76, 606109389.02, 606109401.64, 606109414.26, 606109426.82, 606109439.39, 606109451.95, 606109464.52, 606109476.90, 606109489.46, 606109502.02, 606109514.30, 606109526.82, 606109539.49, 606109552.05, 606109564.62, 606109577.18, 606109589.44, 606109602.00, 606109614.63, 606109627.20, 606109639.76, 606109652.33, 606109664.72, 606109677.28, 606109689.46, 606109702.02, 606109714.59, 606109727.16, 606109739.59, 606109752.15, 606109764.71, 606109776.98, 606109789.24, 606109801.48, 606109813.66, 606109826.45, 606109839.07, 606109851.53, 606109863.77, 606109876.31, 606109888.86, 606109901.41, 606109913.66, 606109925.85, 606109938.65, 606109950.91, 606109963.46, 606109975.63, 606109987.87, 606110000.44, 606110013.00, 606110025.59, 606110038.18, 606110050.76, 606110063.02, 606110075.57, 606110087.73, 606110100.30, 606110112.60, 606110125.16, 606110137.31, 606110149.88, 606110162.45, 606110175.02, 606110187.16, 606110199.54, 606110212.25, 606110224.82, 606110237.06, 606110249.63, 606110262.20, 606110274.33, 606110286.42, 606110298.52, 606110311.05, 606110323.49, 606110335.59, 606110347.67, 606110359.75, 606110371.84, 606110383.92, 606110396.02, 606110408.12, 606110420.22, 606110432.32, 606110444.43, 606110456.53, 606110468.63, 606110480.73, 606110493.21, 606110505.48, 606110517.77, 606110529.87, 606110542.25, 606110554.52, 606110566.62, 606110578.91, 606110591.02, 606110603.13, 606110615.22, 606110627.38, 606110639.46, 606110651.62, 606110663.67, 606110675.77, 606110687.87, 606110700.07, 606110712.35, 606110724.59, 606110737.15, 606110749.81, 606110762.37, 606110774.53, 606110786.71, 606110799.29, 606110811.80, 606110824.37, 606110836.97, 606110849.07, 606110861.16, 606110873.26, 606110885.36, 606110897.45, 606110909.55, 606110921.66, 606110933.80, 606110945.90, 606110958.00, 606110970.10, 606110982.20, 606110994.30, 606111006.40, 606111018.48, 606111030.59, 606111042.69, 606111054.79, 606111066.89, 606111079.00, 606111091.10, 606111103.20, 606111115.30, 606111127.40, 606111139.57, 606111152.16, 606111164.72, 606111177.29, 606111189.87, 606111202.41, 606111215.01, 606111227.19, 606111239.76, 606111252.32, 606111264.79, 606111277.35, 606111289.59, 606111302.07, 606111314.63, 606111327.20, 606111339.36, 606111351.53, 606111363.73, 606111376.29, 606111388.45, 606111401.05, 606111413.19, 606111425.29, 606111437.41, 606111449.52, 606111461.68, 606111473.80, 606111485.88, 606111497.95, 606111510.02, 606111522.10, 606111534.18, 606111546.25, 606111558.33, 606111570.40, 606111582.45, 606111594.51, 606111606.57, 606111618.63, 606111630.69, 606111642.76, 606111654.83, 606111666.90, 606111678.97, 606111691.03, 606111703.11, 606111715.19, 606111727.25, 606111739.31, 606111751.39, 606111763.46, 606111775.52, 606111787.58, 606111799.65, 606111811.71, 606111823.78, 606111835.84, 606111847.91, 606111859.97, 606111872.04, 606111884.12, 606111896.18, 606111908.24, 606111920.31, 606111932.38, 606111944.56, 606111956.65, 606111968.70, 606111980.80, 606111992.90, 606112005.05, 606112017.10, 606112029.41, 606112041.68, 606112054.31, 606112066.72, 606112079.03, 606112091.63, 606112104.19, 606112116.76, 606112129.03, 606112141.59, 606112154.17, 606112166.73, 606112179.30, 606112191.56, 606112203.73, 606112215.99, 606112228.65, 606112241.22, 606112253.79, 606112266.39, 606112278.62, 606112290.85, 606112303.43, 606112316.00, 606112328.57, 606112341.16, 606112353.72, 606112365.84, 606112377.94, 606112390.04, 606112402.14, 606112414.22, 606112426.35, 606112438.39, 606112450.52, 606112462.56, 606112474.68, 606112486.72, 606112498.85, 606112510.93, 606112523.16, 606112535.26, 606112547.35, 606112559.46, 606112571.56, 606112583.71, 606112595.76, 606112607.91, 606112619.97, 606112632.12, 606112644.21, 606112656.38, 606112668.48, 606112680.58, 606112692.68, 606112704.73, 606112716.83, 606112728.93, 606112741.08, 606112753.18, 606112765.29, 606112777.38, 606112789.49, 606112801.53, 606112813.69, 606112825.79, 606112837.89, 606112849.99, 606112862.09, 606112874.14, 606112886.40, 606112898.39, 606112910.44, 606112922.54, 606112934.64, 606112946.74, 606112958.84, 606112970.94, 606112983.12, 606112995.20, 606113007.25, 606113019.35, 606113031.45, 606113043.55, 606113055.65, 606113067.77, 606113079.89, 606113092.48, 606113105.05, 606113117.62, 606113130.19, 606113142.50, 606113154.75, 606113167.32, 606113179.92, 606113192.00, 606113204.10, 606113216.21, 606113228.32, 606113240.41, 606113252.51, 606113264.61, 606113276.71, 606113288.81, 606113300.91, 606113313.07, 606113325.11, 606113337.21, 606113349.38, 606113361.42, 606113373.52, 606113385.62, 606113397.73, 606113409.82, 606113421.97, 606113434.02, 606113446.12, 606113458.22, 606113470.36, 606113482.41, 606113494.51, 606113506.61, 606113518.71, 606113530.81, 606113542.91, 606113555.01, 606113567.12, 606113579.51, 606113592.07, 606113604.63, 606113617.31, 606113629.87, 606113642.44, 606113654.60, 606113667.16, 606113679.73, 606113692.29, 606113704.86, 606113717.42, 606113729.59, 606113742.16, 606113754.32, 606113766.96, 606113779.40, 606113791.96, 606113804.51, 606113816.78, 606113829.35, 606113841.92, 606113854.48, 606113867.06, 606113879.57, 606113891.83, 606113904.41, 606113916.61, 606113929.16, 606113941.44, 606113954.00, 606113966.57, 606113979.14, 606113991.41, 606114003.48, 606114015.74, 606114027.91, 606114040.08, 606114052.63, 606114065.19, 606114077.74, 606114089.90, 606114102.46, 606114115.02, 606114127.29, 606114139.84, 606114152.41, 606114164.97, 606114177.14, 606114189.69, 606114202.25, 606114214.80, 606114227.37, 606114239.93, 606114252.10, 606114264.25, 606114276.81, 606114289.38, 606114301.52, 606114314.09, 606114326.26, 606114338.83, 606114351.40, 606114363.56, 606114376.28, 606114388.53, 606114400.80, 606114413.36, 606114425.50, 606114437.59, 606114449.69, 606114461.84, 606114473.94, 606114486.11, 606114498.21, 606114510.36, 606114522.46, 606114534.56, 606114546.66, 606114559.04, 606114571.19, 606114583.35, 606114595.44, 606114607.49, 606114619.59, 606114631.75, 606114643.79, 606114655.95, 606114667.99, 606114680.15, 606114692.25, 606114704.35, 606114716.45, 606114728.50, 606114740.61, 606114752.68, 606114764.80, 606114776.95, 606114789.06, 606114801.37, 606114813.27, 606114825.38, 606114837.60, 606114849.53, 606114861.70, 606114873.79, 606114885.89, 606114898.01, 606114910.03, 606114922.14, 606114934.46, 606114946.35, 606114958.44, 606114970.54, 606114982.64, 606114994.74, 606115006.88, 606115018.92, 606115031.21, 606115043.13, 606115055.23, 606115067.31, 606115079.41, 606115091.51, 606115103.61, 606115115.77, 606115127.81, 606115139.91, 606115152.06, 606115164.11, 606115176.21, 606115188.32, 606115200.42, 606115212.52, 606115224.62, 606115236.72, 606115248.82, 606115260.92, 606115273.09, 606115285.18, 606115297.22, 606115309.32, 606115321.42, 606115333.52, 606115345.62, 606115357.72, 606115369.82, 606115381.92, 606115394.03, 606115406.18, 606115418.23, 606115430.33, 606115442.43, 606115454.53, 606115466.63, 606115478.73, 606115490.83, 606115502.93, 606115515.08, 606115527.14, 606115539.24, 606115551.32, 606115563.42, 606115575.52, 606115587.63, 606115599.73, 606115611.83]
-        values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
-    - trialName: 3_SMP
-      leftReference: 
-        times: [606116616.00, 606116628.07, 606116640.14, 606116652.22, 606116664.32, 606116676.42, 606116688.51, 606116700.60, 606116712.70, 606116724.80, 606116736.90, 606116749.00, 606116761.10, 606116773.20, 606116785.30, 606116797.40, 606116809.50, 606116821.61, 606116833.71, 606116845.81, 606116857.91, 606116870.01, 606116882.11, 606116894.21, 606116906.31, 606116918.41, 606116930.70, 606116942.97, 606116955.10, 606116967.20, 606116979.29, 606116991.39, 606117003.49, 606117015.59, 606117027.69, 606117039.97, 606117052.14, 606117064.25, 606117076.35, 606117088.73, 606117100.81, 606117112.67, 606117124.77, 606117136.88, 606117148.99, 606117161.21, 606117173.26, 606117186.03, 606117198.58, 606117210.85, 606117223.42, 606117235.58, 606117248.25, 606117260.90, 606117273.47, 606117285.62, 606117298.20, 606117310.43, 606117322.99, 606117335.53, 606117347.71, 606117360.29, 606117372.86, 606117385.51, 606117397.89, 606117410.13, 606117422.27, 606117435.00, 606117447.63, 606117460.20, 606117472.77, 606117485.34, 606117497.91, 606117510.18, 606117522.78, 606117535.34, 606117547.90, 606117560.48, 606117573.05, 606117585.61, 606117598.18, 606117610.73, 606117622.91, 606117635.47, 606117648.04, 606117660.61, 606117673.18, 606117685.75, 606117698.32, 606117710.88, 606117723.45, 606117736.02, 606117748.58, 606117761.24, 606117773.40, 606117785.96, 606117798.13, 606117810.67, 606117822.85, 606117835.41, 606117847.98, 606117860.55, 606117873.12, 606117885.29, 606117897.87, 606117910.52, 606117922.69, 606117935.26, 606117947.83, 606117960.40, 606117972.57, 606117984.71, 606117996.96, 606118009.05, 606118021.15, 606118033.25, 606118045.35, 606118057.45, 606118069.55, 606118081.65, 606118093.75, 606118105.85, 606118118.05, 606118130.63, 606118143.19, 606118155.75, 606118168.52, 606118181.08, 606118193.87, 606118206.44, 606118219.11, 606118231.26, 606118243.52, 606118256.18, 606118268.42, 606118280.99, 606118293.55, 606118306.12, 606118318.69, 606118331.32, 606118343.89, 606118356.46, 606118368.75, 606118381.00, 606118393.56, 606118406.13, 606118418.32, 606118430.89, 606118443.54, 606118456.22, 606118468.79, 606118481.36, 606118493.93, 606118506.49, 606118518.81, 606118531.11, 606118543.74, 606118556.31, 606118568.87, 606118581.44, 606118594.01, 606118606.57, 606118619.14, 606118631.55, 606118643.80, 606118655.94, 606118668.03, 606118680.13, 606118692.23, 606118704.33, 606118716.43, 606118728.59, 606118740.69, 606118752.75, 606118764.90, 606118777.00, 606118789.10, 606118801.15, 606118813.30, 606118825.40, 606118837.58, 606118849.55, 606118861.70, 606118873.80, 606118885.91, 606118898.05, 606118910.23, 606118922.31, 606118934.35, 606118946.45, 606118958.61, 606118970.71, 606118982.81, 606118994.85, 606119006.93, 606119019.09, 606119031.28, 606119043.37, 606119055.44, 606119067.52, 606119079.60, 606119091.70, 606119103.80, 606119115.90, 606119128.17, 606119140.27, 606119152.56, 606119164.83, 606119177.10, 606119189.20, 606119201.30, 606119213.40, 606119225.56, 606119237.65, 606119249.70, 606119262.43, 606119274.67, 606119287.34, 606119299.91, 606119312.48, 606119324.74, 606119337.32, 606119349.88, 606119362.00, 606119374.26, 606119386.83, 606119399.42, 606119411.98, 606119424.25, 606119436.81, 606119448.97, 606119461.13, 606119473.40, 606119485.97, 606119498.23, 606119510.56, 606119523.05, 606119535.65, 606119548.21, 606119560.78, 606119573.35, 606119585.60, 606119597.77, 606119610.33, 606119622.89, 606119635.08, 606119647.54, 606119659.68, 606119671.91, 606119684.47, 606119697.04, 606119709.60, 606119722.18, 606119734.36, 606119747.05, 606119759.62, 606119772.18, 606119784.89, 606119797.46, 606119810.02, 606119822.19, 606119834.75, 606119847.31, 606119859.54, 606119872.27, 606119884.43, 606119897.00, 606119909.57, 606119922.14, 606119934.71, 606119947.27, 606119959.54, 606119972.10, 606119984.66, 606119996.88, 606120008.99, 606120021.10, 606120033.22, 606120045.32, 606120057.40, 606120069.50, 606120081.60, 606120093.70, 606120105.80, 606120117.91, 606120130.00, 606120142.10, 606120154.21, 606120166.31, 606120178.41, 606120190.51, 606120202.64, 606120214.74, 606120226.84, 606120238.94, 606120251.21, 606120263.49, 606120275.67, 606120287.77, 606120299.78, 606120311.88, 606120323.98, 606120336.08, 606120348.64, 606120361.21, 606120373.75, 606120385.84, 606120397.93, 606120410.03, 606120422.14, 606120434.24, 606120446.34, 606120458.45, 606120470.54, 606120482.64, 606120494.74, 606120506.84, 606120518.94, 606120531.04, 606120543.14, 606120555.24, 606120567.34, 606120579.44, 606120591.54, 606120603.64, 606120615.74, 606120628.36, 606120641.13, 606120653.45, 606120666.17, 606120678.82, 606120691.44, 606120703.70, 606120716.25, 606120728.91, 606120741.11, 606120753.68, 606120765.77, 606120777.86, 606120790.03, 606120802.06, 606120814.21, 606120826.32, 606120838.41, 606120850.47, 606120862.62, 606120874.72, 606120886.76, 606120898.92, 606120911.02, 606120923.12, 606120935.16, 606120947.32, 606120959.50, 606120971.60, 606120983.70, 606120995.86, 606121007.88, 606121019.98, 606121032.08, 606121044.18, 606121056.28, 606121068.38, 606121080.48, 606121092.63, 606121104.74, 606121116.83, 606121128.93, 606121141.04, 606121153.08, 606121165.23, 606121177.33, 606121189.44, 606121201.53, 606121213.63, 606121225.73, 606121237.95, 606121250.10, 606121262.21, 606121274.71, 606121287.25, 606121299.45, 606121312.03, 606121324.71, 606121336.96, 606121349.51, 606121362.11, 606121374.74, 606121387.31, 606121399.86, 606121412.41, 606121424.82, 606121437.37, 606121449.92, 606121462.46, 606121474.62, 606121487.17, 606121499.95, 606121512.03, 606121524.16, 606121536.30, 606121548.38, 606121560.46, 606121572.52, 606121584.59, 606121596.65, 606121608.71, 606121620.78, 606121632.84, 606121644.90, 606121656.96, 606121669.05, 606121681.11, 606121693.17, 606121705.23, 606121717.29, 606121729.36, 606121741.42, 606121753.51, 606121765.58, 606121777.64, 606121789.71, 606121801.77, 606121813.84, 606121825.90, 606121837.97, 606121850.03, 606121862.09, 606121874.16, 606121886.22, 606121898.45, 606121910.39, 606121922.41, 606121934.66, 606121946.54, 606121958.64, 606121970.74, 606121982.84, 606121995.10, 606122007.20, 606122019.26, 606122031.36, 606122043.65, 606122055.73, 606122067.81, 606122079.90, 606122092.00, 606122104.10, 606122116.20, 606122128.30, 606122140.40, 606122152.50, 606122164.60, 606122177.35, 606122189.49, 606122201.76, 606122214.46, 606122227.01, 606122239.55, 606122251.72, 606122263.98, 606122276.57, 606122289.14, 606122301.71, 606122314.28, 606122326.62, 606122338.88, 606122351.46, 606122364.06, 606122376.63, 606122389.32, 606122401.48, 606122414.14, 606122426.71, 606122439.03, 606122451.21, 606122463.54, 606122475.84, 606122488.00, 606122500.57, 606122512.75, 606122525.36, 606122537.93, 606122550.25, 606122562.81, 606122575.46, 606122588.02, 606122600.59, 606122613.17, 606122625.33, 606122637.89, 606122650.15, 606122662.37, 606122674.94, 606122687.51, 606122699.76, 606122712.41, 606122724.98, 606122737.55, 606122750.11, 606122762.27, 606122774.84, 606122787.01, 606122799.57, 606122812.20, 606122824.43, 606122836.96, 606122849.63, 606122861.71, 606122873.81, 606122885.91, 606122898.35, 606122910.50, 606122922.91, 606122935.01, 606122947.19, 606122959.34, 606122971.37, 606122983.53, 606122995.62, 606123007.64, 606123019.73, 606123031.82, 606123043.93, 606123056.03, 606123068.11, 606123080.19, 606123092.28, 606123104.38, 606123116.48, 606123128.66, 606123140.74, 606123152.84, 606123164.93, 606123177.03, 606123189.14, 606123201.16, 606123213.32, 606123225.42, 606123237.52, 606123249.62, 606123261.72, 606123273.82, 606123285.86, 606123297.96, 606123310.12, 606123322.34, 606123334.42, 606123347.03, 606123359.61, 606123371.77, 606123384.33, 606123396.89, 606123409.09, 606123421.27, 606123433.84, 606123446.01, 606123458.17, 606123470.73, 606123483.31, 606123495.95, 606123508.19, 606123520.75, 606123533.32, 606123545.82, 606123558.37, 606123570.94, 606123583.51, 606123595.99, 606123608.24, 606123620.81, 606123633.48, 606123646.04, 606123658.23, 606123670.75, 606123683.31, 606123695.88, 606123707.99, 606123720.64, 606123733.21, 606123745.95, 606123758.52, 606123771.10, 606123783.87, 606123796.03, 606123808.50, 606123821.15, 606123833.41, 606123845.98, 606123858.55, 606123871.12, 606123883.53, 606123895.79, 606123907.92, 606123920.48, 606123933.06, 606123945.32, 606123958.07, 606123970.64, 606123983.20, 606123995.84, 606124007.90, 606124020.00, 606124032.10, 606124044.71, 606124057.29, 606124069.44, 606124081.52, 606124093.72, 606124106.38, 606124118.62, 606124130.88, 606124143.46, 606124155.71, 606124168.36, 606124180.50, 606124193.05, 606124205.31, 606124217.88, 606124230.44, 606124243.02, 606124255.67, 606124267.83, 606124280.37, 606124292.94, 606124305.50, 606124318.07, 606124330.64, 606124342.83, 606124355.00, 606124367.55, 606124380.10, 606124392.66, 606124405.22, 606124417.81, 606124430.38, 606124442.64, 606124454.81, 606124467.38, 606124479.55, 606124491.90, 606124504.05, 606124516.23, 606124528.38, 606124540.64, 606124553.23, 606124565.80, 606124578.37, 606124590.64, 606124603.32, 606124615.88, 606124628.45, 606124640.66, 606124653.09, 606124665.84, 606124677.96, 606124690.53, 606124703.10, 606124715.55, 606124727.79, 606124740.35, 606124752.91, 606124765.47, 606124778.03, 606124790.70, 606124803.26, 606124815.55, 606124828.26, 606124840.66, 606124853.23, 606124865.39, 606124877.55, 606124890.12, 606124902.68, 606124914.96, 606124927.52, 606124940.08, 606124952.21, 606124964.30, 606124976.40, 606124988.50, 606125000.60, 606125012.75, 606125024.74, 606125037.33, 606125048.99, 606125061.15, 606125073.25, 606125085.70, 606125097.87, 606125110.18, 606125122.06, 606125134.15, 606125146.25, 606125158.35, 606125170.56, 606125182.50, 606125194.65, 606125206.75, 606125218.85, 606125230.95, 606125243.05, 606125255.15, 606125267.27, 606125279.35, 606125291.39, 606125303.55, 606125315.68, 606125327.79, 606125339.83, 606125352.00, 606125364.13, 606125376.83, 606125389.39, 606125401.95, 606125414.52, 606125427.29, 606125439.54, 606125451.80, 606125464.37, 606125476.64, 606125489.20, 606125501.77, 606125514.37, 606125526.60, 606125539.17, 606125551.53, 606125564.18, 606125576.27, 606125588.37, 606125600.55, 606125612.66, 606125624.76, 606125636.85, 606125648.94, 606125661.04, 606125673.14, 606125685.26, 606125697.38, 606125709.49, 606125721.63, 606125733.72, 606125745.88, 606125758.01, 606125770.10, 606125782.21, 606125794.32, 606125806.47, 606125818.58, 606125830.67, 606125842.77, 606125854.87, 606125866.97, 606125879.12, 606125891.17, 606125903.27, 606125915.37, 606125927.47, 606125939.57, 606125951.65, 606125963.75, 606125975.83, 606125987.94, 606126000.04, 606126012.14, 606126024.24, 606126036.34, 606126048.44, 606126060.54, 606126072.64, 606126084.74, 606126096.84, 606126109.05, 606126121.02, 606126133.12, 606126145.22, 606126157.32, 606126169.42, 606126181.52, 606126193.62, 606126205.72, 606126217.82, 606126230.00, 606126242.50, 606126255.08, 606126267.64, 606126279.90, 606126292.16, 606126304.72, 606126317.29, 606126329.86, 606126342.43, 606126354.59, 606126367.16, 606126379.75, 606126391.96, 606126404.53, 606126417.10, 606126429.35, 606126441.96, 606126454.12, 606126466.68, 606126478.93, 606126491.49, 606126504.06, 606126516.63, 606126528.85, 606126541.02, 606126553.13, 606126565.20, 606126577.28, 606126589.73, 606126601.56, 606126613.95, 606126625.77, 606126638.31, 606126650.44, 606126662.50, 606126674.61, 606126686.71, 606126698.81, 606126710.91, 606126723.03, 606126735.13, 606126747.24, 606126759.34, 606126771.45, 606126783.55, 606126795.66, 606126807.76, 606126819.84, 606126831.95, 606126844.27, 606126856.55, 606126868.83, 606126880.93, 606126893.23, 606126905.39, 606126917.50, 606126929.54, 606126941.71, 606126953.81, 606126965.91, 606126978.02, 606126990.12, 606127002.25, 606127014.49, 606127026.58, 606127038.57, 606127050.80, 606127062.90, 606127075.36, 606127087.46, 606127099.55, 606127111.65, 606127123.75, 606127135.85, 606127147.95, 606127160.05, 606127172.15, 606127184.25, 606127196.34, 606127208.44, 606127220.54, 606127232.64, 606127244.74, 606127256.84, 606127268.95, 606127281.11, 606127293.22, 606127305.32, 606127317.45, 606127329.48, 606127341.64, 606127353.75, 606127365.85, 606127377.95, 606127390.00, 606127402.10, 606127414.20, 606127426.30, 606127438.81, 606127450.96, 606127463.52, 606127476.30, 606127488.85, 606127501.39, 606127513.93, 606127526.47, 606127538.71, 606127551.25, 606127563.57, 606127576.11, 606127588.65, 606127601.20, 606127613.47, 606127625.63, 606127638.18, 606127650.72, 606127663.27, 606127675.52, 606127688.30, 606127700.84, 606127713.38, 606127725.92, 606127738.48, 606127751.07, 606127763.63, 606127776.19, 606127788.44, 606127801.00, 606127813.16, 606127825.42, 606127837.48, 606127849.58, 606127861.68, 606127873.79, 606127885.89, 606127897.98, 606127910.07, 606127922.17, 606127934.27, 606127946.37, 606127958.48, 606127970.58, 606127982.68, 606127994.78, 606128006.89, 606128018.98, 606128031.11, 606128043.21, 606128055.31, 606128067.41, 606128079.51, 606128091.62, 606128103.71, 606128115.81, 606128127.91, 606128140.02, 606128152.11, 606128164.21, 606128176.31, 606128188.41, 606128200.51, 606128212.61, 606128224.71, 606128236.81, 606128248.91, 606128261.01, 606128273.17, 606128285.36, 606128297.95, 606128310.18, 606128322.75, 606128335.01, 606128347.58, 606128360.15, 606128372.73, 606128385.50, 606128398.06, 606128410.63, 606128423.20, 606128435.46, 606128448.03, 606128460.15, 606128472.76, 606128485.33, 606128497.90, 606128510.47, 606128523.05, 606128535.61, 606128548.17, 606128560.44, 606128573.00, 606128585.26, 606128597.82, 606128610.37, 606128623.03, 606128635.41, 606128648.09, 606128660.24, 606128672.81, 606128685.37, 606128697.62, 606128709.88, 606128722.60, 606128735.25, 606128747.54, 606128759.79, 606128772.35, 606128784.92, 606128797.38, 606128809.64, 606128822.20, 606128834.65, 606128846.92, 606128859.18, 606128871.74, 606128883.98, 606128896.57, 606128909.12, 606128921.69, 606128933.93, 606128946.49, 606128959.07, 606128971.56, 606128983.82, 606128996.43, 606129008.62, 606129020.84, 606129033.08, 606129045.30, 606129057.92, 606129070.44, 606129083.01, 606129095.54, 606129108.34, 606129120.99, 606129133.70, 606129145.90, 606129157.93, 606129170.03, 606129182.13, 606129194.28, 606129206.89, 606129219.00, 606129231.17, 606129243.25, 606129255.33, 606129267.49, 606129279.51, 606129291.68, 606129303.78, 606129315.87, 606129327.99, 606129340.15, 606129352.24, 606129364.35, 606129376.46, 606129388.56, 606129400.66, 606129412.76, 606129424.86, 606129436.90, 606129449.06, 606129461.10, 606129473.20, 606129485.30, 606129497.40, 606129509.50, 606129521.60, 606129533.70, 606129546.31, 606129558.57, 606129571.14, 606129583.71, 606129596.38, 606129608.93, 606129621.49, 606129634.06, 606129646.62, 606129659.18, 606129671.74, 606129684.32, 606129696.48, 606129708.62, 606129720.69, 606129732.77, 606129744.92, 606129756.97, 606129769.07, 606129781.17, 606129793.27, 606129805.37, 606129817.47, 606129829.57, 606129841.67, 606129853.77, 606129866.41, 606129878.55, 606129890.92, 606129903.50, 606129916.27, 606129928.41, 606129940.92, 606129953.08, 606129965.64, 606129978.21, 606129990.37, 606130002.93, 606130015.50, 606130027.99, 606130040.58, 606130053.15, 606130065.52, 606130078.07, 606130090.64, 606130103.25, 606130115.31, 606130127.92, 606130140.48, 606130153.05, 606130165.21, 606130177.37, 606130189.53, 606130201.71, 606130214.43, 606130226.63, 606130239.18, 606130251.44, 606130263.57, 606130276.20, 606130288.36, 606130300.92, 606130313.47, 606130326.04, 606130338.60, 606130351.16, 606130363.28, 606130375.39, 606130387.46, 606130399.74, 606130411.90, 606130424.06, 606130436.62, 606130449.17, 606130461.43, 606130473.99, 606130486.62, 606130499.18, 606130511.54, 606130524.34, 606130536.91, 606130549.48, 606130561.62, 606130574.18, 606130586.78, 606130599.33, 606130611.87, 606130624.25, 606130636.90, 606130649.46, 606130662.02, 606130674.27, 606130686.85, 606130699.42, 606130711.59, 606130723.71, 606130736.24, 606130748.79, 606130761.35, 606130773.92, 606130786.47, 606130798.63, 606130810.79, 606130822.96, 606130835.52, 606130847.78, 606130860.34, 606130872.90, 606130885.46, 606130897.96, 606130910.52, 606130922.78, 606130935.34, 606130947.50, 606130960.05, 606130972.63, 606130985.33, 606130997.49, 606131009.69, 606131021.97, 606131034.15, 606131046.70, 606131058.96, 606131071.50, 606131083.67, 606131096.30, 606131108.85, 606131121.40, 606131134.15, 606131146.70, 606131158.96, 606131171.51, 606131183.67, 606131196.23, 606131208.79, 606131221.35, 606131233.51, 606131245.65, 606131257.73, 606131269.83, 606131281.99, 606131294.09, 606131306.19, 606131318.23, 606131330.33, 606131342.49, 606131354.59, 606131366.83, 606131378.73, 606131390.89, 606131403.00, 606131415.09, 606131427.20, 606131439.29, 606131451.39, 606131463.50, 606131475.59, 606131487.70, 606131499.74, 606131511.84, 606131523.94, 606131536.10, 606131548.78, 606131561.23, 606131573.31, 606131585.40, 606131597.48, 606131609.56, 606131621.66, 606131633.76, 606131645.85, 606131657.94, 606131670.05, 606131682.15, 606131694.25, 606131706.35, 606131718.46, 606131730.57, 606131742.67, 606131754.77, 606131766.87, 606131778.97, 606131791.07, 606131803.17, 606131815.25, 606131827.35, 606131839.45, 606131851.55, 606131863.65, 606131875.75, 606131887.91, 606131899.95, 606131912.05, 606131924.20, 606131936.31, 606131948.35, 606131960.45, 606131972.55, 606131985.13, 606131997.88, 606132010.04, 606132022.20, 606132034.75, 606132047.32, 606132059.89, 606132072.45, 606132085.01, 606132097.17, 606132109.74, 606132122.29, 606132134.86, 606132147.41, 606132159.98, 606132172.65, 606132185.20, 606132197.37, 606132209.61, 606132222.15, 606132234.69, 606132246.85, 606132259.09, 606132271.63, 606132283.75, 606132296.27, 606132308.81, 606132321.07, 606132333.61, 606132346.15, 606132358.68, 606132371.22, 606132383.79, 606132396.41, 606132408.66, 606132421.31, 606132433.88, 606132446.11, 606132458.74, 606132471.28, 606132483.45, 606132496.02, 606132508.24, 606132520.43, 606132532.62, 606132544.80, 606132557.03, 606132569.30, 606132581.86, 606132594.42, 606132606.67, 606132619.24, 606132631.49, 606132644.10, 606132656.27, 606132668.83, 606132681.39, 606132693.65, 606132705.81, 606132718.37, 606132730.60, 606132743.37, 606132755.95, 606132768.51, 606132780.77, 606132792.92, 606132805.48, 606132818.07, 606132830.62, 606132843.18, 606132855.79, 606132868.34, 606132880.92, 606132893.48, 606132906.06, 606132918.62, 606132930.85, 606132943.41, 606132955.98, 606132968.55, 606132981.12, 606132993.28, 606133006.06, 606133018.87, 606133031.49, 606133044.06, 606133056.63, 606133069.18, 606133081.75, 606133094.32, 606133106.89, 606133119.44, 606133131.67, 606133143.93, 606133156.11, 606133168.41, 606133180.97, 606133193.54, 606133206.10, 606133218.26, 606133230.86, 606133243.42, 606133255.58, 606133268.23, 606133280.80, 606133292.99, 606133305.56, 606133318.13, 606133330.68, 606133342.82, 606133354.90, 606133367.35, 606133379.18, 606133391.64, 606133403.74, 606133415.84, 606133427.94, 606133440.04, 606133452.14, 606133464.30, 606133476.40, 606133488.44, 606133500.60, 606133512.70, 606133524.87, 606133536.97, 606133549.13, 606133561.23, 606133573.33, 606133585.44, 606133597.53, 606133609.63, 606133621.75, 606133633.78, 606133645.93, 606133658.03, 606133670.08, 606133682.18, 606133694.38, 606133706.95, 606133719.45, 606133731.69, 606133744.51, 606133757.07, 606133769.63, 606133782.14, 606133794.70, 606133807.26, 606133819.55, 606133832.11, 606133844.67, 606133857.14, 606133869.70, 606133882.18, 606133894.75, 606133907.32, 606133919.87, 606133932.42, 606133944.99, 606133957.55, 606133970.11, 606133982.67, 606133995.34, 606134007.91, 606134020.47, 606134032.63, 606134045.21, 606134057.77, 606134070.46, 606134083.05, 606134095.63, 606134108.20, 606134120.77, 606134133.34, 606134145.50, 606134158.06, 606134170.66, 606134183.21, 606134195.71, 606134208.26, 606134220.80, 606134232.96, 606134245.11, 606134257.68, 606134270.25, 606134282.87, 606134295.50, 606134307.76, 606134320.42, 606134332.68]
-        values: [0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.581, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.819, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.881, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9, 0.9, 0.9, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.881, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.819, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.581, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.419, 0.4048, 0.3905, 0.381, 0.3667, 0.3524, 0.3429, 0.3333, 0.319, 0.3095, 0.3, 0.2905, 0.281, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.281, 0.2905, 0.3, 0.3095, 0.319, 0.3333, 0.3429, 0.3524, 0.3667, 0.381, 0.3905, 0.4048, 0.419, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5, 0.5143, 0.5286]
-    - trialName: 4_LRN

From c79c5549859380b383f5e54ec1bc430ed750e9e5 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Mon, 27 Feb 2023 11:25:09 -0500
Subject: [PATCH 39/49] new config, moved files around to config_files location

---
 .../SPFT_LAB_data_ms.yml                      |  0
 spft/config_files/SPFT_LRN_long.yml           | 98 -------------------
 spft/config_files/force_pyramid_test.yml      | 25 +++++
 spft/testing/config_TMST_test.yml             |  6 +-
 4 files changed, 28 insertions(+), 101 deletions(-)
 rename spft/{testing/2022_06_test_right_only => config_files}/SPFT_LAB_data_ms.yml (100%)
 delete mode 100644 spft/config_files/SPFT_LRN_long.yml
 create mode 100644 spft/config_files/force_pyramid_test.yml

diff --git a/spft/testing/2022_06_test_right_only/SPFT_LAB_data_ms.yml b/spft/config_files/SPFT_LAB_data_ms.yml
similarity index 100%
rename from spft/testing/2022_06_test_right_only/SPFT_LAB_data_ms.yml
rename to spft/config_files/SPFT_LAB_data_ms.yml
diff --git a/spft/config_files/SPFT_LRN_long.yml b/spft/config_files/SPFT_LRN_long.yml
deleted file mode 100644
index ca98a1d..0000000
--- a/spft/config_files/SPFT_LRN_long.yml
+++ /dev/null
@@ -1,98 +0,0 @@
-sessionName: Test_Right_Only
-outputSuffix: Test_Right_Only_out-file.yml
-interBlockInterval: 2000
-triggers: [ "5", "7" ] # optional. If missing, the task will start as soon as the "Start" button is clicked
-colours: # optional
-  leftReference: 1D8348
-  leftForce: 82E0AA
-forceProportionRange:
-  min: 0.05
-  max: 0.30
-blocks:
-  - name: "block1"
-    instructions: "Block1 starting"
-    instructionsDuration: 2000
-    feedback: "Block1 finished"
-    feedbackDuration: 2000
-    interTrialInterval: 1000
-    trials:
-      - name: "1_LRN"
-        sequenceRef: "smp"
-      - name: "2_LRN"
-        sequenceRef: "smp"
-      - name: "3_LRN"
-        sequenceRef: "smp"
-      - name: "4_LRN"
-        sequenceRef: "rst"
-      - name: "5_LRN"
-        sequenceRef: "rst"
-      - name: "6_LRN"
-        sequenceRef: "rst"
-      - name: "7_LRN"
-        sequenceRef: "lrn"
-      - name: "8_LRN"
-        sequenceRef: "lrn"
-      - name: "9_LRN"
-        sequenceRef: "lrn"
-  - name: "block2"
-    instructions: "Block2 starting"
-    instructionsDuration: 2000
-    feedback: "Block2 finished"
-    feedbackDuration: 2000
-    interTrialInterval: 500
-    trials:
-      - name: "10_LRN"
-        sequenceRef: "smp"
-      - name: "11_LRN"
-        sequenceRef: "smp"
-      - name: "12_LRN"
-        sequenceRef: "smp"
-      - name: "13_LRN"
-        sequenceRef: "rst"
-      - name: "14_LRN"
-        sequenceRef: "rst"
-      - name: "15_LRN"
-        sequenceRef: "rst"
-      - name: "16_LRN"
-        sequenceRef: "lrn"
-      - name: "17_LRN"
-        sequenceRef: "lrn"
-      - name: "18_LRN"
-        sequenceRef: "lrn"
-  - name: "block3"
-    instructions: "Block3 starting"
-    instructionsDuration: 2000
-    feedback: "Block3 finished"
-    feedbackDuration: 2000
-    interTrialInterval: 500
-    trials:
-      - name: "19_LRN"
-        sequenceRef: "smp"
-      - name: "20_LRN"
-        sequenceRef: "smp"
-      - name: "21_LRN"
-        sequenceRef: "smp"
-      - name: "22_LRN"
-        sequenceRef: "rst"
-      - name: "23_LRN"
-        sequenceRef: "rst"
-      - name: "24_LRN"
-        sequenceRef: "rst"
-      - name: "25_LRN"
-        sequenceRef: "lrn"
-      - name: "26_LRN"
-        sequenceRef: "lrn"
-      - name: "27_LRN"
-        sequenceRef: "lrn"
-
-sequences:
-  smp:
-    frequency: 80
-    valuesLeft: [0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286, 0.5429, 0.5571, 0.5667, 0.5810, 0.5952, 0.6095, 0.6238, 0.6381, 0.6524, 0.6667, 0.6762, 0.6905, 0.7048, 0.7143, 0.7286, 0.7381, 0.7524, 0.7619, 0.7714, 0.7857, 0.7952, 0.8048, 0.8143, 0.8190, 0.8286, 0.8381, 0.8476, 0.8524, 0.8571, 0.8667, 0.8714, 0.8762, 0.8810, 0.8857, 0.8905, 0.8905, 0.8952, 0.8952, 0.8952, 0.9000, 0.9000, 0.9000, 0.8952, 0.8952, 0.8952, 0.8905, 0.8905, 0.8857, 0.8810, 0.8762, 0.8714, 0.8667, 0.8571, 0.8524, 0.8476, 0.8381, 0.8286, 0.8190, 0.8143, 0.8048, 0.7952, 0.7857, 0.7714, 0.7619, 0.7524, 0.7381, 0.7286, 0.7143, 0.7048, 0.6905, 0.6762, 0.6667, 0.6524, 0.6381, 0.6238, 0.6095, 0.5952, 0.5810, 0.5667, 0.5571, 0.5429, 0.5286, 0.5143, 0.5000, 0.4857, 0.4714, 0.4571, 0.4429, 0.4286, 0.4190, 0.4048, 0.3905, 0.3810, 0.3667, 0.3524, 0.3429, 0.3333, 0.3190, 0.3095, 0.3000, 0.2905, 0.2810, 0.2714, 0.2619, 0.2524, 0.2429, 0.2381, 0.2286, 0.2238, 0.2143, 0.2095, 0.2048, 0.2000, 0.1952, 0.1952, 0.1905, 0.1905, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1857, 0.1905, 0.1905, 0.1952, 0.1952, 0.2000, 0.2048, 0.2095, 0.2143, 0.2238, 0.2286, 0.2381, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3429, 0.3524, 0.3667, 0.3810, 0.3905, 0.4048, 0.4190, 0.4286, 0.4429, 0.4571, 0.4714, 0.4857, 0.5000, 0.5143, 0.5286]
-  rst:
-    frequency: 80
-    valuesLeft: [ 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5]
-  lrn:
-    frequency: 80
-    valuesLeft: [0.4333, 0.4333, 0.4381, 0.4381, 0.4429, 0.4429, 0.4476, 0.4524, 0.4571, 0.4667, 0.4762, 0.4857, 0.4952, 0.5048, 0.5143, 0.5238, 0.5333, 0.5429, 0.5524, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6714, 0.6810, 0.6905, 0.7000, 0.7095, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8048, 0.8000, 0.7952, 0.7905, 0.7857, 0.7810, 0.7762, 0.7714, 0.7667, 0.7619, 0.7571, 0.7524, 0.7429, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.6000, 0.5905, 0.5810, 0.5714, 0.5619, 0.5524, 0.5429, 0.5333, 0.5238, 0.5143, 0.5048, 0.4952, 0.4857, 0.4810, 0.4762, 0.4714, 0.4667, 0.4619, 0.4571, 0.4524, 0.4476, 0.4429, 0.4429, 0.4381, 0.4381, 0.4333, 0.4333, 0.4333, 0.4381, 0.4381, 0.4429, 0.4429, 0.4476, 0.4571, 0.4667, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6429, 0.6524, 0.6571, 0.6619, 0.6667, 0.6667, 0.6714, 0.6714, 0.6667, 0.6667, 0.6619, 0.6571, 0.6524, 0.6476, 0.6429, 0.6333, 0.6238, 0.6143, 0.6048, 0.5952, 0.5857, 0.5762, 0.5667, 0.5571, 0.5524, 0.5476, 0.5429, 0.5381, 0.5333, 0.5286, 0.5238, 0.5190, 0.5143, 0.5095, 0.5048, 0.5000, 0.4952, 0.4905, 0.4905, 0.4857, 0.4857, 0.4810, 0.4810, 0.4810, 0.4857, 0.4857, 0.4905, 0.4952, 0.5000, 0.5048, 0.5095, 0.5143, 0.5190, 0.5238, 0.5286, 0.5333, 0.5381, 0.5429, 0.5524, 0.5619, 0.5714, 0.5810, 0.5905, 0.6000, 0.6095, 0.6190, 0.6286, 0.6381, 0.6476, 0.6571, 0.6667, 0.6762, 0.6857, 0.6905, 0.6952, 0.7000, 0.7048, 0.7095, 0.7143, 0.7190, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7571, 0.7524, 0.7524, 0.7476, 0.7429, 0.7381, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.5952, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4810, 0.4667, 0.4524, 0.4381, 0.4238, 0.4095, 0.3952, 0.3810, 0.3667, 0.3524, 0.3381, 0.3238, 0.3095, 0.2952, 0.2857, 0.2762, 0.2667, 0.2571, 0.2476, 0.2381, 0.2286, 0.2190, 0.2095, 0.2000, 0.1905, 0.1857, 0.1810, 0.1762, 0.1714, 0.1667, 0.1619, 0.1571, 0.1524, 0.1476, 0.1429, 0.1381, 0.1333, 0.1286, 0.1238, 0.1190, 0.1190, 0.1143, 0.1143, 0.1095, 0.1095, 0.1048, 0.1048, 0.1000, 0.1000, 0.1000, 0.1048, 0.1048, 0.1095, 0.1095, 0.1143, 0.1143, 0.1190, 0.1190, 0.1238, 0.1286, 0.1333, 0.1381, 0.1429, 0.1476, 0.1524, 0.1571, 0.1667, 0.1762, 0.1857, 0.1952, 0.2048, 0.2143, 0.2238, 0.2333, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3476, 0.3619, 0.3762, 0.3905, 0.4048, 0.4190, 0.4333, 0.4476, 0.4619, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6762, 0.6905, 0.7048, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8000, 0.7952, 0.7857, 0.7762, 0.7619, 0.7476, 0.7333, 0.7190, 0.7095, 0.7000, 0.6905, 0.6857, 0.6810, 0.6762, 0.6762, 0.6714, 0.6714, 0.6714, 0.6762, 0.6762, 0.6810, 0.6857, 0.6905, 0.7000, 0.7095, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7524, 0.7476, 0.7381, 0.7238, 0.7095, 0.6952, 0.6762, 0.6571, 0.6381, 0.6190, 0.6000, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4857, 0.4762, 0.4667, 0.4571, 0.4476, 0.4429, 0.4381, 0.4333, 0.4286, 0.4238, 0.4190, 0.4143, 0.4095, 0.4048, 0.4000, 0.3952, 0.3905, 0.3857, 0.3810, 0.3762, 0.3762, 0.3714, 0.3714, 0.3714, 0.3762, 0.3762, 0.3810, 0.3857, 0.3905, 0.3952, 0.4000, 0.4048, 0.4095, 0.4143, 0.4190, 0.4238, 0.4286, 0.4333, 0.4381, 0.4429, 0.4476, 0.4524, 0.4571, 0.4619, 0.4667, 0.4714, 0.4762, 0.4810, 0.4857, 0.4905, 0.4952, 0.5048, 0.5143, 0.5238, 0.5333, 0.5429, 0.5524, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6714, 0.6810, 0.6905, 0.7000, 0.7095, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8048, 0.8000, 0.7952, 0.7905, 0.7857, 0.7810, 0.7762, 0.7714, 0.7667, 0.7619, 0.7571, 0.7524, 0.7429, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.6000, 0.5905, 0.5810, 0.5714, 0.5619, 0.5524, 0.5429, 0.5333, 0.5238, 0.5143, 0.5048, 0.4952, 0.4857, 0.4810, 0.4762, 0.4714, 0.4667, 0.4619, 0.4571, 0.4524, 0.4476, 0.4429, 0.4429, 0.4381, 0.4381, 0.4333, 0.4333, 0.4333, 0.4381, 0.4381, 0.4429, 0.4429, 0.4476, 0.4571, 0.4667, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6429, 0.6524, 0.6571, 0.6619, 0.6667, 0.6667, 0.6714, 0.6714, 0.6667, 0.6667, 0.6619, 0.6571, 0.6524, 0.6476, 0.6429, 0.6333, 0.6238, 0.6143, 0.6048, 0.5952, 0.5857, 0.5762, 0.5667, 0.5571, 0.5524, 0.5476, 0.5429, 0.5381, 0.5333, 0.5286, 0.5238, 0.5190, 0.5143, 0.5095, 0.5048, 0.5000, 0.4952, 0.4905, 0.4905, 0.4857, 0.4857, 0.4810, 0.4810, 0.4810, 0.4857, 0.4857, 0.4905, 0.4952, 0.5000, 0.5048, 0.5095, 0.5143, 0.5190, 0.5238, 0.5286, 0.5333, 0.5381, 0.5429, 0.5524, 0.5619, 0.5714, 0.5810, 0.5905, 0.6000, 0.6095, 0.6190, 0.6286, 0.6381, 0.6476, 0.6571, 0.6667, 0.6762, 0.6857, 0.6905, 0.6952, 0.7000, 0.7048, 0.7095, 0.7143, 0.7190, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7571, 0.7524, 0.7524, 0.7476, 0.7429, 0.7381, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.5952, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4810, 0.4667, 0.4524, 0.4381, 0.4238, 0.4095, 0.3952, 0.3810, 0.3667, 0.3524, 0.3381, 0.3238, 0.3095, 0.2952, 0.2857, 0.2762, 0.2667, 0.2571, 0.2476, 0.2381, 0.2286, 0.2190, 0.2095, 0.2000, 0.1905, 0.1857, 0.1810, 0.1762, 0.1714, 0.1667, 0.1619, 0.1571, 0.1524, 0.1476, 0.1429, 0.1381, 0.1333, 0.1286, 0.1238, 0.1190, 0.1190, 0.1143, 0.1143, 0.1095, 0.1095, 0.1048, 0.1048, 0.1000, 0.1000, 0.1000, 0.1048, 0.1048, 0.1095, 0.1095, 0.1143, 0.1143, 0.1190, 0.1190, 0.1238, 0.1286, 0.1333, 0.1381, 0.1429, 0.1476, 0.1524, 0.1571, 0.1667, 0.1762, 0.1857, 0.1952, 0.2048, 0.2143, 0.2238, 0.2333, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3476, 0.3619, 0.3762, 0.3905, 0.4048, 0.4190, 0.4333, 0.4476, 0.4619, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6762, 0.6905, 0.7048, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8000, 0.7952, 0.7857, 0.7762, 0.7619, 0.7476, 0.7333, 0.7190, 0.7095, 0.7000, 0.6905, 0.6857, 0.6810, 0.6762, 0.6762, 0.6714, 0.6714, 0.6714, 0.6762, 0.6762, 0.6810, 0.6857, 0.6905, 0.7000, 0.7095, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7524, 0.7476, 0.7381, 0.7238, 0.7095, 0.6952, 0.6762, 0.6571, 0.6381, 0.6190, 0.6000, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4857, 0.4762, 0.4667, 0.4571, 0.4476, 0.4429, 0.4381, 0.4333, 0.4286, 0.4238, 0.4190, 0.4143, 0.4095, 0.4048, 0.4000, 0.3952, 0.3905, 0.3857, 0.3810, 0.3762, 0.3762, 0.3714, 0.3714, 0.3714, 0.3762, 0.3762, 0.3810, 0.3857, 0.3905, 0.3952, 0.4000, 0.4048, 0.4095, 0.4143, 0.4190, 0.4238, 0.4286, 0.4333, 0.4381, 0.4429, 0.4476, 0.4524, 0.4571, 0.4619, 0.4667, 0.4714, 0.4762, 0.4810, 0.4857, 0.4905, 0.4952, 0.5048, 0.5143, 0.5238, 0.5333, 0.5429, 0.5524, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6714, 0.6810, 0.6905, 0.7000, 0.7095, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8048, 0.8000, 0.7952, 0.7905, 0.7857, 0.7810, 0.7762, 0.7714, 0.7667, 0.7619, 0.7571, 0.7524, 0.7429, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.6000, 0.5905, 0.5810, 0.5714, 0.5619, 0.5524, 0.5429, 0.5333, 0.5238, 0.5143, 0.5048, 0.4952, 0.4857, 0.4810, 0.4762, 0.4714, 0.4667, 0.4619, 0.4571, 0.4524, 0.4476, 0.4429, 0.4429, 0.4381, 0.4381, 0.4333, 0.4333, 0.4333, 0.4381, 0.4381, 0.4429, 0.4429, 0.4476, 0.4571, 0.4667, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6429, 0.6524, 0.6571, 0.6619, 0.6667, 0.6667, 0.6714, 0.6714, 0.6667, 0.6667, 0.6619, 0.6571, 0.6524, 0.6476, 0.6429, 0.6333, 0.6238, 0.6143, 0.6048, 0.5952, 0.5857, 0.5762, 0.5667, 0.5571, 0.5524, 0.5476, 0.5429, 0.5381, 0.5333, 0.5286, 0.5238, 0.5190, 0.5143, 0.5095, 0.5048, 0.5000, 0.4952, 0.4905, 0.4905, 0.4857, 0.4857, 0.4810, 0.4810, 0.4810, 0.4857, 0.4857, 0.4905, 0.4952, 0.5000, 0.5048, 0.5095, 0.5143, 0.5190, 0.5238, 0.5286, 0.5333, 0.5381, 0.5429, 0.5524, 0.5619, 0.5714, 0.5810, 0.5905, 0.6000, 0.6095, 0.6190, 0.6286, 0.6381, 0.6476, 0.6571, 0.6667, 0.6762, 0.6857, 0.6905, 0.6952, 0.7000, 0.7048, 0.7095, 0.7143, 0.7190, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7571, 0.7524, 0.7524, 0.7476, 0.7429, 0.7381, 0.7333, 0.7238, 0.7143, 0.7048, 0.6952, 0.6857, 0.6762, 0.6667, 0.6571, 0.6476, 0.6381, 0.6286, 0.6190, 0.6095, 0.5952, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4810, 0.4667, 0.4524, 0.4381, 0.4238, 0.4095, 0.3952, 0.3810, 0.3667, 0.3524, 0.3381, 0.3238, 0.3095, 0.2952, 0.2857, 0.2762, 0.2667, 0.2571, 0.2476, 0.2381, 0.2286, 0.2190, 0.2095, 0.2000, 0.1905, 0.1857, 0.1810, 0.1762, 0.1714, 0.1667, 0.1619, 0.1571, 0.1524, 0.1476, 0.1429, 0.1381, 0.1333, 0.1286, 0.1238, 0.1190, 0.1190, 0.1143, 0.1143, 0.1095, 0.1095, 0.1048, 0.1048, 0.1000, 0.1000, 0.1000, 0.1048, 0.1048, 0.1095, 0.1095, 0.1143, 0.1143, 0.1190, 0.1190, 0.1238, 0.1286, 0.1333, 0.1381, 0.1429, 0.1476, 0.1524, 0.1571, 0.1667, 0.1762, 0.1857, 0.1952, 0.2048, 0.2143, 0.2238, 0.2333, 0.2429, 0.2524, 0.2619, 0.2714, 0.2810, 0.2905, 0.3000, 0.3095, 0.3190, 0.3333, 0.3476, 0.3619, 0.3762, 0.3905, 0.4048, 0.4190, 0.4333, 0.4476, 0.4619, 0.4762, 0.4905, 0.5048, 0.5190, 0.5333, 0.5476, 0.5619, 0.5762, 0.5905, 0.6048, 0.6190, 0.6333, 0.6476, 0.6619, 0.6762, 0.6905, 0.7048, 0.7190, 0.7286, 0.7381, 0.7476, 0.7571, 0.7667, 0.7762, 0.7810, 0.7857, 0.7905, 0.7952, 0.8000, 0.8048, 0.8048, 0.8095, 0.8095, 0.8143, 0.8143, 0.8095, 0.8095, 0.8048, 0.8000, 0.7952, 0.7857, 0.7762, 0.7619, 0.7476, 0.7333, 0.7190, 0.7095, 0.7000, 0.6905, 0.6857, 0.6810, 0.6762, 0.6762, 0.6714, 0.6714, 0.6714, 0.6762, 0.6762, 0.6810, 0.6857, 0.6905, 0.7000, 0.7095, 0.7238, 0.7286, 0.7333, 0.7381, 0.7429, 0.7476, 0.7524, 0.7571, 0.7571, 0.7619, 0.7619, 0.7667, 0.7667, 0.7619, 0.7619, 0.7571, 0.7524, 0.7476, 0.7381, 0.7238, 0.7095, 0.6952, 0.6762, 0.6571, 0.6381, 0.6190, 0.6000, 0.5810, 0.5667, 0.5524, 0.5381, 0.5238, 0.5095, 0.4952, 0.4857, 0.4762, 0.4667, 0.4571, 0.4476, 0.4429, 0.4381, 0.4333, 0.4286, 0.4238, 0.4190, 0.4143, 0.4095, 0.4048, 0.4000, 0.3952, 0.3905, 0.3857, 0.3810, 0.3762, 0.3762, 0.3714, 0.3714, 0.3714, 0.3762, 0.3762, 0.3810, 0.3857, 0.3905, 0.3952, 0.4000, 0.4048, 0.4095, 0.4143, 0.4190, 0.4238, 0.4286, 0.4333]
- 
\ No newline at end of file
diff --git a/spft/config_files/force_pyramid_test.yml b/spft/config_files/force_pyramid_test.yml
new file mode 100644
index 0000000..edb290f
--- /dev/null
+++ b/spft/config_files/force_pyramid_test.yml
@@ -0,0 +1,25 @@
+sessionName: force_pyramid
+outputSuffix: force_pyramid-file.yml
+interBlockInterval: 2000
+triggers: [ "5", "7" ] # optional. If missing, the task will start as soon as the "Start" button is clicked
+colours: # optional
+  leftReference: 1D8348
+  leftForce: 82E0AA
+forceProportionRange:
+  min: 0.00
+  max: 1.00
+blocks:
+  - name: "Block1"
+    instructions: "Block1 starting"
+    instructionsDuration: 2000
+    feedback: "Block1 finished"
+    feedbackDuration: 2000
+    interTrialInterval: 1000
+    trials:
+      - name: "1_pyramid"
+        sequenceRef: "pyramid"
+
+sequences:
+  pyramid:
+    frequency: 3000
+    valuesLeft: [.2,.4,.6,.8,.6,.4,.2,.8]
\ No newline at end of file
diff --git a/spft/testing/config_TMST_test.yml b/spft/testing/config_TMST_test.yml
index e1c79b2..ee86620 100644
--- a/spft/testing/config_TMST_test.yml
+++ b/spft/testing/config_TMST_test.yml
@@ -1,5 +1,5 @@
-sessionName: TMST_test
-outputSuffix: TMST_test_out-file.yml
+sessionName: force_pyramid
+outputSuffix: force_pyramid-file.yml
 interBlockInterval: 2000
 triggers: [ "5", "7" ] # optional. If missing, the task will start as soon as the "Start" button is clicked
 colours: # optional
@@ -7,7 +7,7 @@ colours: # optional
   leftForce: 82E0AA
 forceProportionRange:
   min: 0.05
-  max: 0.30
+  max: 0.95
 blocks:
   - name: "block1"
     instructions: "Block1 starting"

From 2f64faed7566bdffc3f24ad7e2d868128160ddc5 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 7 Mar 2023 18:03:02 -0500
Subject: [PATCH 40/49] added todo

---
 src/main/java/com/github/neuralabc/spft/ui/ControlContent.java | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java b/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
index f360b71..c919c21 100644
--- a/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
+++ b/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
@@ -189,6 +189,7 @@ private void verifyIfComplete() {
         } else if (!ForceGauge.DISABLED.equals(rightDevice.getSelectedItem()) && maximumRightContractionValue.getText().isEmpty()) {
             maximumRightContractionValue.requestFocusInWindow();
         } else if (!TriggerSender.DISABLED.equals(triggerDevice.getSelectedItem())) {
+            //TODO: test removing this check to see if it fixes issue with no start button if order wrong
             triggerDevice.requestFocusInWindow();
         } else {
             ready = true;

From 32b820835d695ebb294ba9056ca8e2fe110d0835 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 2 May 2023 13:19:11 -0400
Subject: [PATCH 41/49] changes to triggerSender to simplify usage

---
 README.md                                      |  3 ++-
 spft/config_files/force_pyramid_test.yml       |  2 +-
 .../neuralabc/spft/hardware/TriggerSender.java |  1 +
 .../github/neuralabc/spft/task/Session.java    |  4 ++--
 .../neuralabc/spft/ui/ControlContent.java      | 18 +++++++++++-------
 5 files changed, 17 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index a249f79..dfdc903 100644
--- a/README.md
+++ b/README.md
@@ -29,7 +29,8 @@ This will generate a runnable jar in the `target` folder
 This application uses Java 17. Make sure it is installed before running the application.
 
 - if you are running this on a linux system, you will require explicit access to the incoming data from ports {`/dev/ttyACM0`; `/dev/ttyACM1`} and to send triggers out from the program via the serial port if desired {`/dev/ttyACM2`}. This can be granted by the _system administrator_ providing the user with access to the `dialout` group with `sudo usermod -a -G dialout theUserNameHere`
-- it is good practice to __always__ plug the devices in to the USB ports in the same order and attach the trigger output device last to ensure that you are always aware of which device is which.
+- to ensure that you are recording from the correct devices __always__ plug the devices in to the USB ports in the same order `(left, right)` and you **must** attach the trigger output device last 
+  - this allows you to ensure that you are always aware of which device is which
 
 ### Installing Java17 (linux)
 Java 11 may still be the default for Ubuntu-based OSs, so you must install it explicitly
diff --git a/spft/config_files/force_pyramid_test.yml b/spft/config_files/force_pyramid_test.yml
index edb290f..cc86a8f 100644
--- a/spft/config_files/force_pyramid_test.yml
+++ b/spft/config_files/force_pyramid_test.yml
@@ -22,4 +22,4 @@ blocks:
 sequences:
   pyramid:
     frequency: 3000
-    valuesLeft: [.2,.4,.6,.8,.6,.4,.2,.8]
\ No newline at end of file
+    valuesLeft: [.2,.4,.6,.6,.4,.2]
\ No newline at end of file
diff --git a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
index 22eaa92..a82d597 100644
--- a/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
+++ b/src/main/java/com/github/neuralabc/spft/hardware/TriggerSender.java
@@ -129,6 +129,7 @@ public void run() {
     public void stop() {
         if (isEnabled()) {
             LOG.debug("Stopping device {}", this);
+            this.commPort.closePort();
             thread.interrupt();
         }
     }
diff --git a/src/main/java/com/github/neuralabc/spft/task/Session.java b/src/main/java/com/github/neuralabc/spft/task/Session.java
index ab708a8..3f3ab90 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Session.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Session.java
@@ -75,12 +75,12 @@ public void start(SessionParameters sessionParameters, ExperimentFrame.Binding b
             rightDevice = new ForceGauge("rightDevice", sessionParameters.forceDevicesPorts().get(1), sessionParameters.maximumRightContraction, binding);
         }
         if (!leftDevice.isEnabled() && !rightDevice.isEnabled()) {
-            LOG.warn("All devices are disabled. There will be no force data");
+            LOG.warn("All force devices are disabled. There will be no force data");
         }
         // triggerSender = new TriggerSender("triggerDevice",sessionParameters.usedTriggerPort(),binding);
         triggerSender.setPort(sessionParameters.usedTriggerPort()); // update the port for the triggerSender
         if (!triggerSender.isEnabled()) {
-            LOG.warn("Trigger device is not present. No triggering to external device.");
+            LOG.warn("Trigger device is disabled. No triggering to external device.");
             // triggerSender = null;
         } else {
             LOG.info("Trigger device is present and available.");
diff --git a/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java b/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
index c919c21..f795a51 100644
--- a/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
+++ b/src/main/java/com/github/neuralabc/spft/ui/ControlContent.java
@@ -83,7 +83,7 @@ public ControlContent(ExperimentFrame.Binding binding) {
 
         leftDevice.addItem(ForceGauge.DISABLED);
         rightDevice.addItem(ForceGauge.DISABLED);
-        triggerDevice.addItem(TriggerSender.DISABLED);
+        triggerDevice.addItem(TriggerSender.DISABLED); // we do not initialize the triggerDevice
 
         List<String> availableDevices = ForceGauge.getDevices();
         availableDevices.forEach(device -> {
@@ -100,6 +100,7 @@ public ControlContent(ExperimentFrame.Binding binding) {
         if (availableDevices.contains(lastRightDevice)) {
             rightDevice.setSelectedItem(lastRightDevice);
         }
+        // consider disabling getting the last trigger device, as this has been causing issues 
         String lastTriggerDevice = prefs.get(LAST_TRIGGER_DEVICE, TriggerSender.DISABLED);
         if (availableDevices.contains(lastTriggerDevice)) {
             triggerDevice.setSelectedItem(lastTriggerDevice);
@@ -148,8 +149,9 @@ private void deviceSelectionChanged(ActionEvent event) {
             if (!editable) {
                 maximumRightContractionValue.setText("");
             }
-        } else {
-            boolean editable = !TriggerSender.DISABLED.equals(triggerDevice.getSelectedItem());
+        // this does nothing, can be removed
+        // } else {
+        //     boolean editable = !TriggerSender.DISABLED.equals(triggerDevice.getSelectedItem());
         }
     }
 
@@ -188,9 +190,10 @@ private void verifyIfComplete() {
             maximumLeftContractionValue.requestFocusInWindow();
         } else if (!ForceGauge.DISABLED.equals(rightDevice.getSelectedItem()) && maximumRightContractionValue.getText().isEmpty()) {
             maximumRightContractionValue.requestFocusInWindow();
-        } else if (!TriggerSender.DISABLED.equals(triggerDevice.getSelectedItem())) {
-            //TODO: test removing this check to see if it fixes issue with no start button if order wrong
-            triggerDevice.requestFocusInWindow();
+        // this should not be necessary for the triggerDevice, as it does not have any text associated with it
+        // } else if (!TriggerSender.DISABLED.equals(triggerDevice.getSelectedItem())) {
+        //     //TODO: test removing this check to see if it fixes issue with no start button if order wrong
+        //     triggerDevice.requestFocusInWindow();
         } else {
             ready = true;
             startButton.requestFocusInWindow();
@@ -221,13 +224,14 @@ private void startClicked() {
             Session.SessionParameters sessionParameters = new Session.SessionParameters(participantIdValue.getText(), outputFileValue.getText(), usedDevices, maximumLeftContraction, maximumRightContraction, usedTrigger);
             currentSession.start(sessionParameters, experimentFrameBinding);
 
+            // ?? disables buttons while the session is being conducted ?? 
             startButton.setEnabled(false);
             participantIdValue.setEnabled(false);
             leftDevice.setEnabled(false);
             maximumLeftContractionValue.setEnabled(false);
             rightDevice.setEnabled(false);
             maximumRightContractionValue.setEnabled(false);
-            triggerDevice.setEnabled(false); //TODO: check that this behaves as expected
+            triggerDevice.setEnabled(false);
         } catch (IOException exc) {
             JOptionPane.showMessageDialog(panel, exc.toString(), "Error writing output", JOptionPane.ERROR_MESSAGE);
         }

From 0db7783e061b39baf3e80d9a0c48eafa2b44b358 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 2 May 2023 13:27:15 -0400
Subject: [PATCH 42/49] version update

---
 pom.xml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pom.xml b/pom.xml
index 9e64ed7..adab1e2 100644
--- a/pom.xml
+++ b/pom.xml
@@ -6,7 +6,7 @@
 
     <groupId>com.github.neuralabc.spft</groupId>
     <artifactId>spft</artifactId>
-    <version>1.3-SNAPSHOT</version>
+    <version>1.4-SNAPSHOT</version>
     <name>Sequence Pinch Force Task</name>
     <description>A Java implementation of a Sequence Pinch Force task, with ability to trigger to external serial device</description>
 

From 74d7899cbe6d5d2bfe257d11a215bf6a98c5318d Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 2 May 2023 14:23:23 -0400
Subject: [PATCH 43/49] updated readme and some .ymls

---
 README.md                                     |  3 ++-
 ...rce_pyramid_test.yml => force_pyramid.yml} |  2 +-
 .../maximum_voluntary_contraction.yml         | 25 +++++++++++++++++++
 src/test/configs/sample1.yml                  |  4 +--
 4 files changed, 30 insertions(+), 4 deletions(-)
 rename spft/config_files/{force_pyramid_test.yml => force_pyramid.yml} (93%)
 create mode 100644 spft/config_files/maximum_voluntary_contraction.yml

diff --git a/README.md b/README.md
index dfdc903..3649d0b 100644
--- a/README.md
+++ b/README.md
@@ -80,7 +80,8 @@ If the parameter is missing, the session will start as soon as the experimenter
 `blocks.trials`: A list of references to the sequences that define each trial. The referenced sequence has to exist in
 the top-level pool of sequences  
 `sequences`: A pool of sequences that can be referenced in blocks' trials. Each sequence has the values for the reference
-bar and a frequency in milliseconds that defines the speed of the sequence. Each value of the sequence is displayed for this length of time. 
+bar and a frequency in milliseconds that defines the speed of the sequence. Each value of the sequence is displayed for this length of time.
+  - a sequence must be made up of at least two timepoints (i.e., two height values) to ensure correct timing of feedback at the end of the block
 
 ### Runtime flags
 Runtime flags are JVM System Properties that control some behaviour of the application
diff --git a/spft/config_files/force_pyramid_test.yml b/spft/config_files/force_pyramid.yml
similarity index 93%
rename from spft/config_files/force_pyramid_test.yml
rename to spft/config_files/force_pyramid.yml
index cc86a8f..dcfb9cd 100644
--- a/spft/config_files/force_pyramid_test.yml
+++ b/spft/config_files/force_pyramid.yml
@@ -22,4 +22,4 @@ blocks:
 sequences:
   pyramid:
     frequency: 3000
-    valuesLeft: [.2,.4,.6,.6,.4,.2]
\ No newline at end of file
+    valuesLeft: [.05,.2,.4,.6,.6,.4,.2,.05]
\ No newline at end of file
diff --git a/spft/config_files/maximum_voluntary_contraction.yml b/spft/config_files/maximum_voluntary_contraction.yml
new file mode 100644
index 0000000..0b98edb
--- /dev/null
+++ b/spft/config_files/maximum_voluntary_contraction.yml
@@ -0,0 +1,25 @@
+sessionName: maximum_voluntary_contraction
+outputSuffix: mvc-file.yml
+interBlockInterval: 2000
+triggers: [ "5", "7" ] # optional. If missing, the task will start as soon as the "Start" button is clicked
+colours: # optional
+  leftReference: 1D8348
+  leftForce: 82E0AA
+forceProportionRange:
+  min: 0.00
+  max: 1.00
+blocks:
+  - name: "Block1"
+    instructions: "Pinch as hard as you can"
+    instructionsDuration: 5000
+    feedback: "DONE"
+    feedbackDuration: 5000
+    interTrialInterval: 1000
+    trials:
+      - name: "1_mvc"
+        sequenceRef: "mvc"
+
+sequences:
+  mvc:
+    frequency: 1000
+    valuesLeft: [.05,.05,.05,.05,.05]
\ No newline at end of file
diff --git a/src/test/configs/sample1.yml b/src/test/configs/sample1.yml
index 99e8021..d576a78 100644
--- a/src/test/configs/sample1.yml
+++ b/src/test/configs/sample1.yml
@@ -34,9 +34,9 @@ blocks:
 
 sequences:
   pulseLeftOnly:
-    frequency: 5
+    frequency: 12
     valuesLeft: [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0, 0, 0, 0, 0, 0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ]
   pulseBoth:
-    frequency: 5
+    frequency: 12
     valuesLeft: [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0, 0, 0, 0, 0, 0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ]
     valuesRight: [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0, 0, 0, 0, 0, 0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ]

From e5d6f3a7ea487e4f04985e48d0444f32a1bac014 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 2 May 2023 14:43:08 -0400
Subject: [PATCH 44/49] text change

---
 spft/config_files/maximum_voluntary_contraction.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/spft/config_files/maximum_voluntary_contraction.yml b/spft/config_files/maximum_voluntary_contraction.yml
index 0b98edb..d4693c7 100644
--- a/spft/config_files/maximum_voluntary_contraction.yml
+++ b/spft/config_files/maximum_voluntary_contraction.yml
@@ -12,7 +12,7 @@ blocks:
   - name: "Block1"
     instructions: "Pinch as hard as you can"
     instructionsDuration: 5000
-    feedback: "DONE"
+    feedback: "Done, thank you"
     feedbackDuration: 5000
     interTrialInterval: 1000
     trials:

From f96c085662baf6bb869b1d2b7462ede963a7d094 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Tue, 2 May 2023 17:10:08 -0400
Subject: [PATCH 45/49] added extra explanation into inline comments in code

---
 src/main/java/com/github/neuralabc/spft/task/Block.java | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/main/java/com/github/neuralabc/spft/task/Block.java b/src/main/java/com/github/neuralabc/spft/task/Block.java
index c2fa237..6fb9766 100644
--- a/src/main/java/com/github/neuralabc/spft/task/Block.java
+++ b/src/main/java/com/github/neuralabc/spft/task/Block.java
@@ -44,6 +44,10 @@ public void run(ExperimentFrame.Binding binding, Path outputFile) throws Interru
             trialMetadataOutput.addEntry("- trialName", nextTrial.getName());
             trialMetadataOutput.write(outputFile);
             nextTrial.run(binding, outputFile);
+            
+            //ISSUE: if there is only a single element in a trial, then the feedback will be displayed without waiting for the trial to complete
+            // current fix is to ensure that all trials have at least two elements
+            
             if (currentTrial < config.getTrials().size() - 1) {
                 binding.showLeftBars(trials.get(currentTrial + 1).hasLeftSequence());
                 binding.showRightBars(trials.get(currentTrial + 1).hasRightSequence());

From 313cd5abbd5d895f0e121495ffeecbf3292b7336 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Thu, 24 Aug 2023 09:41:23 -0400
Subject: [PATCH 46/49] added initial file for CMC computing

---
 spft/scripts_matlab/compute_CMC.m | 146 ++++++++++++++++++++++++++++++
 1 file changed, 146 insertions(+)
 create mode 100644 spft/scripts_matlab/compute_CMC.m

diff --git a/spft/scripts_matlab/compute_CMC.m b/spft/scripts_matlab/compute_CMC.m
new file mode 100644
index 0000000..5e68176
--- /dev/null
+++ b/spft/scripts_matlab/compute_CMC.m
@@ -0,0 +1,146 @@
+resample_freq = 500; %need to know the resample frequency, since this determines where our times are
+triggers = [EEG.event.latency];
+triggers = triggers(2:end); %skip the first one, since it appears to be a dummy value
+
+%check if we have the correct number of triggers
+num_triggers = 3*3*5*2; %nine 3 trials for each block, 3 sequences (LRN,SMP,RST), 2 events per trial (start,stop)
+
+%if this is true, then we are good to go!
+numel(triggers) == num_triggers
+
+%
+triggers = triggers./resample_freq*1000; %to put into same time space as "times", divide by freq and convert to ms
+times = EEG.times;
+
+trigger_idxs = [];
+for i = 1:length(triggers)
+    index = find(times >=triggers(i) ,1);
+    trigger_idxs = [trigger_idxs,index];
+end
+
+
+trigger_idxs_on = trigger_idxs(1:2:end);
+trigger_idxs_off = trigger_idxs(2:2:end);
+
+%assuming LRN, SMP, RST, with 3 trials each and 5 blocks
+LRN_idx= [1:3,[1:3]+9*1,[1:3]+9*2,[1:3]+9*3,[1:3]+9*4]; 
+LRN_on = trigger_idxs_on(SMP_idx);
+LRN_off = trigger_idxs_off(SMP_idx);
+SMP_on = trigger_idxs_on(SMP_idx+3);
+SMP_off = trigger_idxs_off(SMP_idx+3);
+RST_on = trigger_idxs_on(SMP_idx+6);
+RST_off = trigger_idxs_off(SMP_idx+6);
+
+%% Concatenate trial data from EEG and EMG before computing coherence, 
+raw_d = EEG.data(5,:); %specify the data that you are going to work with (5 is c3 in our example data)
+for i=1:length(SMP_on)
+  temp_d2 = raw_d(SMP_on(i):SMP_off(i));
+  if i == 1
+    temp_d = temp_d2;
+  else
+    temp_d = horzcat(temp_d,temp_d2);
+end
+temp_d = temp_d./length(SMP_on);
+C3_SMP_vec = temp_d;
+
+for i=1:length(LRN_on)
+  temp_d2 = raw_d(LRN_on(i):LRN_off(i));
+  if i == 1
+    temp_d = temp_d2;
+  else
+    temp_d = horzcat(temp_d,temp_d2);
+end
+temp_d = temp_d./length(LRN_on);
+C3_LRN_vec = temp_d;
+
+for i=1:length(RST_on)
+  temp_d2 = raw_d(RST_on(i):RST_off(i));
+  if i == 1
+    temp_d = temp_d2;
+  else
+    temp_d = horzcat(temp_d,temp_d2);
+end
+temp_d = temp_d./length(RST_on);
+C3_RST_vec = temp_d;
+
+%same thing, but for EMG data
+raw_d = [] %specify the EMG data here
+for i=1:length(SMP_on)
+  temp_d2 = raw_d(SMP_on(i):SMP_off(i));
+  if i == 1
+    temp_d = temp_d2;
+  else
+    temp_d = horzcat(temp_d,temp_d2);
+end
+temp_d = temp_d./length(SMP_on);
+EMG1_SMP_vec = temp_d;
+
+for i=1:length(LRN_on)
+  temp_d2 = raw_d(LRN_on(i):LRN_off(i));
+  if i == 1
+    temp_d = temp_d2;
+  else
+    temp_d = horzcat(temp_d,temp_d2);
+end
+temp_d = temp_d./length(LRN_on);
+EMG1_LRN_vec = temp_d;
+
+for i=1:length(RST_on)
+  temp_d2 = raw_d(RST_on(i):RST_off(i));
+  if i == 1
+    temp_d = temp_d2;
+  else
+    temp_d = horzcat(temp_d,temp_d2);
+end
+temp_d = temp_d./length(RST_on);
+EMG1_RST_vec = temp_d;
+
+%% OLDER STUFF -- Compute average per trial (for testing only)
+%create average for SMP trials
+temp_d = zeros(1,8762); %THIS IS JUST FOR TESTING!
+for i=1:length(SMP_on)
+  temp_d2 = EEG.data(5,SMP_on(i):SMP_off(i));
+  disp(length(temp_d2))
+  temp_d = temp_d + temp_d2(1:8762);
+end
+temp_d = temp_d./length(SMP_on);
+SMP_avg = temp_d;
+
+%now for LRN trials
+temp_d = zeros(1,8762);%THIS IS JUST FOR TESTING
+for i=1:length(LRN_on)
+  temp_d2 = EEG.data(5,LRN_on(i):LRN_off(i));
+  disp(length(temp_d2))
+  temp_d = temp_d + temp_d2(1:8762);
+end
+temp_d = temp_d./length(LRN_on);
+LRN_avg = temp_d;
+
+
+%% EMG
+%initial code for EMG extraction, we assume the timecodes are the same
+% BUT we should likely check
+emg_1 = ALLEEG(2).data(1,:);
+
+%create emg average for SMP trials
+temp_d = zeros(1,8762); %THIS IS JUST FOR TESTING!
+for i=1:length(SMP_on)
+  temp_d2 = emg_1(SMP_on(i):SMP_off(i));
+  disp(length(temp_d2))
+  temp_d = temp_d + temp_d2(1:8762);
+end
+temp_d = temp_d./length(SMP_on);
+emg_1_SMP_avg = temp_d;
+
+
+emg_2 = ALLEEG(2).data(2,:);
+%create emg average for SMP trials
+temp_d = zeros(1,8762); %THIS IS JUST FOR TESTING!
+for i=1:length(SMP_on)
+  temp_d2 = emg_2(SMP_on(i):SMP_off(i));
+  disp(length(temp_d2))
+  temp_d = temp_d + temp_d2(1:8762);
+end
+temp_d = temp_d./length(SMP_on);
+emg_2_SMP_avg = temp_d;
+%%

From 46304f6aea270fdcadd449c8deb8841e1eb7a6bb Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Fri, 25 Aug 2023 09:13:50 -0400
Subject: [PATCH 47/49] fixed wrong indices for specifying on and off indices

---
 spft/scripts_matlab/compute_CMC.m | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/spft/scripts_matlab/compute_CMC.m b/spft/scripts_matlab/compute_CMC.m
index 5e68176..12dc4e7 100644
--- a/spft/scripts_matlab/compute_CMC.m
+++ b/spft/scripts_matlab/compute_CMC.m
@@ -24,12 +24,12 @@
 
 %assuming LRN, SMP, RST, with 3 trials each and 5 blocks
 LRN_idx= [1:3,[1:3]+9*1,[1:3]+9*2,[1:3]+9*3,[1:3]+9*4]; 
-LRN_on = trigger_idxs_on(SMP_idx);
-LRN_off = trigger_idxs_off(SMP_idx);
-SMP_on = trigger_idxs_on(SMP_idx+3);
-SMP_off = trigger_idxs_off(SMP_idx+3);
-RST_on = trigger_idxs_on(SMP_idx+6);
-RST_off = trigger_idxs_off(SMP_idx+6);
+LRN_on = trigger_idxs_on(LRN_idx);
+LRN_off = trigger_idxs_off(LRN_idx);
+SMP_on = trigger_idxs_on(LRN_idx+3);
+SMP_off = trigger_idxs_off(LRN_idx+3);
+RST_on = trigger_idxs_on(LRN_idx+6);
+RST_off = trigger_idxs_off(LRN_idx+6);
 
 %% Concatenate trial data from EEG and EMG before computing coherence, 
 raw_d = EEG.data(5,:); %specify the data that you are going to work with (5 is c3 in our example data)

From ae8a87e28c4b83d100806fcb5f5afb8cf015436e Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Fri, 25 Aug 2023 09:19:43 -0400
Subject: [PATCH 48/49] added maxpower

---
 spft/scripts_matlab/compute_maxPower.py | 29 +++++++++++++++++++++++++
 1 file changed, 29 insertions(+)
 create mode 100644 spft/scripts_matlab/compute_maxPower.py

diff --git a/spft/scripts_matlab/compute_maxPower.py b/spft/scripts_matlab/compute_maxPower.py
new file mode 100644
index 0000000..72fe917
--- /dev/null
+++ b/spft/scripts_matlab/compute_maxPower.py
@@ -0,0 +1,29 @@
+'''
+code to calculate the max power of a signal, from here (https://stackoverflow.com/questions/58193209/function-to-determine-the-frequency-of-a-sinusoid)
+this relates to the SPFT sequences, which have max power at 0.52 Hz
+'''
+
+import numpy as np
+from matplotlib import pyplot as plt
+
+
+d = #your data vector [...]
+fs = 1000/12 #sampling frequency (of your signal, of course)
+y_fft = np.fft.fft(d-np.mean(d))           # Original FFT, offset removed
+y_fft = y_fft[:round(len(d)/2)] # First half ( pos freqs )
+y_fft = np.abs(y_fft)           # Absolute value of magnitudes
+y_fft = y_fft/max(y_fft)        # Normalized so max = 1
+
+freq_x_axis = np.linspace(0, fs/2, len(y_fft))
+plt.figure()
+plt.plot(freq_x_axis, y_fft, "o-")
+plt.title("Frequency magnitudes")
+plt.xlabel("Frequency")
+plt.ylabel("Magnitude")
+plt.grid()
+plt.tight_layout()
+plt.show()
+
+f_loc = np.argmax(y_fft) # Finds the index of the max
+f_val = freq_x_axis[f_loc] # The strongest frequency value
+print(f"The strongest frequency is f = {f_val}")

From fa4b2d3824a9e9aa254e05e5437663fc46e163e9 Mon Sep 17 00:00:00 2001
From: steelec <steelec@gmail.com>
Date: Fri, 25 Aug 2023 09:20:14 -0400
Subject: [PATCH 49/49] renamed to scripts_matlab -> scripts

---
 spft/{scripts_matlab => scripts}/compute_CMC.m       | 0
 spft/{scripts_matlab => scripts}/compute_maxPower.py | 0
 2 files changed, 0 insertions(+), 0 deletions(-)
 rename spft/{scripts_matlab => scripts}/compute_CMC.m (100%)
 rename spft/{scripts_matlab => scripts}/compute_maxPower.py (100%)

diff --git a/spft/scripts_matlab/compute_CMC.m b/spft/scripts/compute_CMC.m
similarity index 100%
rename from spft/scripts_matlab/compute_CMC.m
rename to spft/scripts/compute_CMC.m
diff --git a/spft/scripts_matlab/compute_maxPower.py b/spft/scripts/compute_maxPower.py
similarity index 100%
rename from spft/scripts_matlab/compute_maxPower.py
rename to spft/scripts/compute_maxPower.py