From 77cf8e5f8e0c80e13b30ac9a080d093c994bb2e5 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Mon, 17 Oct 2016 16:22:59 +1100
Subject: [PATCH 01/34] Major update to TransferEntropyCalculatorDiscrete so as
 to implement arbirtray source and dest embeddings and source-dest delay. Also
 included are associated unit tests, and modifications to MatrixUtils to
 support these.

---
 .../TransferEntropyCalculatorDiscrete.java    | 1322 +++++++++++------
 .../infodynamics/utils/MatrixUtils.java       |  156 +-
 .../discrete/TransferEntropyTester.java       |  479 ++++++
 3 files changed, 1521 insertions(+), 436 deletions(-)

diff --git a/java/source/infodynamics/measures/discrete/TransferEntropyCalculatorDiscrete.java b/java/source/infodynamics/measures/discrete/TransferEntropyCalculatorDiscrete.java
index 924b987..fa398f3 100755
--- a/java/source/infodynamics/measures/discrete/TransferEntropyCalculatorDiscrete.java
+++ b/java/source/infodynamics/measures/discrete/TransferEntropyCalculatorDiscrete.java
@@ -44,7 +44,8 @@ import infodynamics.utils.RandomGenerator;
  * </p>
  * <ol>
  * 		<li>Construct the calculator via {@link #TransferEntropyCalculatorDiscrete(int, int)}
- * 			or {@link #TransferEntropyCalculatorDiscrete(int, int, int)};</li>
+ * 			or {@link #TransferEntropyCalculatorDiscrete(int, int, int)}
+ * 			or {@link #TransferEntropyCalculatorDiscrete(int, int, int, int, int, int)};</li>
  *		<li>Initialise the calculator using
  *			{@link #initialise()};</li>
  * 		<li>Provide the observations/samples for the calculator
@@ -71,8 +72,6 @@ import infodynamics.utils.RandomGenerator;
  * 		</li>
  * 	</ol>
  * 
- * TODO Add arbitrary source-dest delay
- * 
  * <p><b>References:</b><br/>
  * <ul>
  * 	<li>T. Schreiber, <a href="http://dx.doi.org/10.1103/PhysRevLett.85.461">
@@ -106,12 +105,29 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 */
 	protected boolean periodicBoundaryConditions = true;
 
+	/**
+	 * Embedding delay for the destination variable,
+	 *  i.e. time lag between each sample in the past
+	 */
+	protected int destEmbeddingDelay = 1;
+
 	/**
 	 * Embedding length of the source variable.
 	 * This is "l" in Schreiber's notation.
 	 */
 	protected int sourceHistoryEmbedLength = 1;
 	
+	/**
+	 * Embedding delay for the source variable,
+	 *  i.e. time lag between each sample in the past
+	 */
+	protected int sourceEmbeddingDelay = 1;
+
+	/**
+	 * Source-destination delay to consider the information transfer across
+	 */
+	protected int delay = 1;
+	
 	/**
 	 * A cached value of base^sourceHistoryEmbedLength
 	 */
@@ -158,7 +174,8 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	}
 	
 	/**
-	 * Create a new TE calculator for the given base and destination history embedding length.
+	 * Create a new TE calculator for the given base and destination history embedding length
+	 *  (leave the other embedding parameters as default)
 	 * 
 	 * @param base number of symbols for each variable.
 	 *        E.g. binary variables are in base-2.
@@ -167,23 +184,7 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 */
 	public TransferEntropyCalculatorDiscrete(int base, int destHistoryEmbedLength) {
 
-		super(base, destHistoryEmbedLength);
-		base_power_l = MathsUtils.power(base, sourceHistoryEmbedLength);
-		
-		// Create constants for tracking sourceValues
-		maxShiftedSourceValue = new int[base];
-		for (int v = 0; v < base; v++) {
-			maxShiftedSourceValue[v] = v;
-		}
-
-		// Create storage for extra counts of observations
-		sourceNextPastCount = new int[base_power_l][base][base_power_k];
-		sourcePastCount = new int[base_power_l][base_power_k];
-		
-		// Which time step do we start taking observations from?
-		// Normally this is k (to allow k previous time steps)
-		//  but if k==0 (becoming a lagged MI), it's 1.
-		startObservationTime = Math.max(k, 1);
+		this(base, destHistoryEmbedLength, 1, 1, 1, 1);
 	}
 
 	/**
@@ -198,8 +199,37 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 */
 	public TransferEntropyCalculatorDiscrete(int base, int destHistoryEmbedLength, int sourceHistoryEmbeddingLength) {
 
+		this(base, destHistoryEmbedLength, 1, sourceHistoryEmbeddingLength, 1, 1);
+	}
+
+	/**
+	 * Create a new TE calculator for the given base, destination and source history embedding lengths
+	 *  and delays.
+	 * 
+	 * @param base number of quantisation levels for each variable.
+	 *        E.g. binary variables are in base-2.
+	 * @param destHistoryEmbedLength embedded history length of the destination to condition on -
+	 *        this is k in Schreiber's notation.
+	 * @param destEmbeddingDelay embedding delay of the destination for conditioning on -
+	 *        this is the delay between each of the k samples from the past history
+	 * @param sourceHistoryEmbeddingLength embedded history length of the source to include -
+	 *        this is l in Schreiber's notation.
+	 * @param sourceEmbeddingDelay embedding delay of the source -
+	 *        this is the delay between each of the l samples from the past history
+	 * @param delay source-destination delay to consider the information transfer across
+	 * 		  (should be >= 0, default is 1)
+	 */
+	public TransferEntropyCalculatorDiscrete(int base, int destHistoryEmbedLength, int destEmbeddingDelay,
+			int sourceHistoryEmbeddingLength, int sourceEmbeddingDelay, int delay) {
+
 		super(base, destHistoryEmbedLength);
+		this.destEmbeddingDelay = destEmbeddingDelay;
+		if (sourceHistoryEmbeddingLength <= 0) {
+			throw new RuntimeException("Cannot have source embedding length of zero or less");
+		}
 		this.sourceHistoryEmbedLength = sourceHistoryEmbeddingLength;
+		this.sourceEmbeddingDelay = sourceEmbeddingDelay;
+		this.delay = delay;
 		base_power_l = MathsUtils.power(base, sourceHistoryEmbedLength);
 		
 		// Check that we can convert the history value into an integer ok: 
@@ -218,10 +248,14 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 		sourcePastCount = new int[base_power_l][base_power_k];
 		
 		// Which time step do we start taking observations from?
-		// Normally this is k (to allow k previous time steps)
-		//  but if k==0 (becoming a lagged MI), it's 1.
-		// We also allow for source embeddings here too
-		startObservationTime = Math.max(Math.max(k, sourceHistoryEmbedLength), 1);
+		// These two integers represent the earliest next time step, in the cases where the destination
+		// embedding itself determines where we can start taking observations, or
+		// the case where the source embedding plus delay is longer and so determines
+		// where we can start taking observations.
+		int startTimeBasedOnDestPast = (k-1)*destEmbeddingDelay + 1;
+		int startTimeBasedOnSourcePast = (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay + delay;
+		startObservationTime = Math.max(startTimeBasedOnDestPast, startTimeBasedOnSourcePast);
+
 	}
 
 	@Override
@@ -235,125 +269,9 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	
 	@Override
 	public void addObservations(int[] source, int[] dest) {
-		int rows = dest.length;
-		// increment the count of observations:
-		observations += (rows - startObservationTime); 
-		
-		// Initialise and store the current previous value
-		int pastVal = 0;
-		for (int p = 0; p < k; p++) {
-			pastVal *= base;
-			pastVal += dest[startObservationTime - k + p];
-		}
-		int sourceVal = 0;
-		for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-			sourceVal *= base;
-			sourceVal += source[startObservationTime - sourceHistoryEmbedLength + p];
-		}
-		
-		// 1. Count the tuples observed
-		int destVal;
-		for (int r = startObservationTime; r < rows; r++) {
-			// Add to the count for this particular transition:
-			// (cell's assigned as above)
-			destVal = dest[r];
-			sourceNextPastCount[sourceVal][destVal][pastVal]++;
-			sourcePastCount[sourceVal][pastVal]++;
-			nextPastCount[destVal][pastVal]++;
-			pastCount[pastVal]++;
-			nextCount[destVal]++;
-			// Update the previous values:
-			if (k > 0) {
-				pastVal -= maxShiftedValue[dest[r-k]];
-				pastVal *= base;
-				pastVal += dest[r];
-			}
-			sourceVal -= maxShiftedSourceValue[source[r-sourceHistoryEmbedLength]];
-			sourceVal *= base;
-			sourceVal += source[r];
-		}
+		addObservations(source, dest, 0, dest.length-1);
 	}
-
-	/**
- 	 * Add observations for a single source-destination pair 
- 	 *  to our estimates of the pdfs.
- 	 *  
-	 * @param source source time-series
-	 * @param dest destination time-series. 
-	 *  Must be same length as source
-	 * @param valid time-series of whether the signals
-	 *  at the given time should be considered valid 
-	 *  and added to our PDFs
-	 */
-	public void addObservations(int[] source, int[] dest, boolean[] valid) {
-		int rows = dest.length;
-		
-		// Initialise and store the current previous value
-		int pastVal = 0;
-		// We can take an observation if timeSinceLastDestInvalid > k
-		//  and timeSinceLastSourceInvalid > sourceHistoryEmbedLength.
-		// In preparation for introducing a source-dest delay,
-		//  we're using two different time variables here.
-		int timeSinceLastDestInvalid = k;
-		int timeSinceLastSourceInvalid = sourceHistoryEmbedLength;
-		for (int p = 0; p < k; p++) {
-			pastVal *= base;
-			pastVal += dest[startObservationTime - k + p];
-			if (!valid[startObservationTime - k + p]) {
-				// Time from startObservationTime backwards to this step
-				timeSinceLastDestInvalid =  k - p - 1;
-			}
-		}
-		int sourceVal = 0;
-		for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-			sourceVal *= base;
-			sourceVal += source[startObservationTime - sourceHistoryEmbedLength + p];
-			if (!valid[startObservationTime - sourceHistoryEmbedLength + p]) {
-				// Time from startObservationTime backwards to this step
-				timeSinceLastSourceInvalid =  sourceHistoryEmbedLength - p - 1;
-			}
-		}
-		
-		// 1. Count the tuples observed
-		int destVal;
-		for (int r = startObservationTime; r < rows; r++) {
-			timeSinceLastDestInvalid++;
-			timeSinceLastSourceInvalid++;
-			// Pre-condition now:
-			//  timeSinceLastDestInvalid holds the time from r back to
-			//   the last valid destination point (not including current destination)
-			//  timeSinceLastSourceInvalid holds the time from r back to
-			//   the last valid source point (not including new source value
-			
-			if (!valid[r]) {
-				timeSinceLastDestInvalid = 0;
-			} else if ((timeSinceLastDestInvalid > k) &&
-					    (timeSinceLastSourceInvalid > sourceHistoryEmbedLength)) {
-				// Add to the count for this particular transition:
-				// (cell's assigned as above)
-				destVal = dest[r];
-				sourceNextPastCount[sourceVal][destVal][pastVal]++;
-				sourcePastCount[sourceVal][pastVal]++;
-				nextPastCount[destVal][pastVal]++;
-				pastCount[pastVal]++;
-				nextCount[destVal]++;
-				observations++;
-			}
-			// Update the previous values:
-			if (k > 0) {
-				pastVal -= maxShiftedValue[dest[r-k]];
-				pastVal *= base;
-				pastVal += dest[r];
-			}
-			sourceVal -= maxShiftedSourceValue[source[r-sourceHistoryEmbedLength]];
-			sourceVal *= base;
-			sourceVal += source[r];
-			if (!valid[r]) {
-				timeSinceLastSourceInvalid = 0;
-			}
-		}
-	}
-
+	
 	/**
  	 * Add observations for a single source-destination pair
  	 *  to our estimates of the pdfs.
@@ -369,48 +287,225 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 * 
 	 */
 	public void addObservations(int[] source, int[] dest, int startTime, int endTime) {
+		if ((endTime - startTime) - startObservationTime + 1 <= 0) {
+			// No observations to add
+			return;
+		}
+		if ((endTime >= dest.length) || (endTime >= source.length)) {
+			throw new ArrayIndexOutOfBoundsException(
+					String.format("endTime (%d) must be <= length of input arrays (dest: %d, source: %d)",
+							endTime, dest.length, source.length));
+		}
 		// increment the count of observations:
 		observations += (endTime - startTime) - startObservationTime + 1; 
 		
-		// Initialise and store the current previous value
-		int pastVal = 0;
-		for (int p = 0; p < k; p++) {
-			pastVal *= base;
-			pastVal += dest[startTime + startObservationTime - k + p];
+		// Initialise and store the current previous values;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[] pastVal = new int[destEmbeddingDelay];
+		for (int d = 0; d < destEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			pastVal[d] = 0;
+			for (int p = 0; p < k-1; p++) {
+				pastVal[d] += dest[startTime + startObservationTime + d - 1
+				                   - (k-1)*destEmbeddingDelay
+				                   + p*destEmbeddingDelay];
+				pastVal[d] *= base;
+			}
 		}
-		int sourceVal = 0;
-		for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-			sourceVal *= base;
-			sourceVal += source[startTime + startObservationTime - sourceHistoryEmbedLength + p];
+		// Next for the source:
+		int[] sourcePastVal = new int[sourceEmbeddingDelay];
+		for (int d = 0; d < sourceEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			sourcePastVal[d] = 0;
+			for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+				sourcePastVal[d] += source[startTime + startObservationTime + d - delay
+				                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+				                    + p*sourceEmbeddingDelay];
+				sourcePastVal[d] *= base;
+			}
 		}
 		
 		// 1. Count the tuples observed
-		int destVal;
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
 		for (int r = startTime + startObservationTime; r <= endTime; r++) {
+			// First update the embedding values for the current
+			//  phases of the embeddings:
+			if (k > 0) {
+				pastVal[destEmbeddingPhase] += dest[r-1];
+			}
+			sourcePastVal[sourceEmbeddingPhase] += source[r-delay];
 			// Add to the count for this particular transition:
 			// (cell's assigned as above)
 			destVal = dest[r];
-			sourceNextPastCount[sourceVal][destVal][pastVal]++;
-			sourcePastCount[sourceVal][pastVal]++;
-			nextPastCount[destVal][pastVal]++;
-			pastCount[pastVal]++;
+			int thisPastVal = pastVal[destEmbeddingPhase];
+			int thisSourceVal = sourcePastVal[sourceEmbeddingPhase];
+			sourceNextPastCount[thisSourceVal][destVal][thisPastVal]++;
+			sourcePastCount[thisSourceVal][thisPastVal]++;
+			nextPastCount[destVal][thisPastVal]++;
+			pastCount[thisPastVal]++;
 			nextCount[destVal]++;
-			// Update the previous value:
+			// Now, update the combined embedding values and phases,
+			//  for this phase we back out the oldest value which we'll no longer need:
 			if (k > 0) {
-				pastVal -= maxShiftedValue[dest[r-k]];
-				pastVal *= base;
-				pastVal += dest[r];
+				pastVal[destEmbeddingPhase] -= maxShiftedValue[dest[r-1-(k-1)*destEmbeddingDelay]];
+				pastVal[destEmbeddingPhase] *= base; // and shift the others up
 			}
-			sourceVal -= maxShiftedSourceValue[source[r-sourceHistoryEmbedLength]];
-			sourceVal *= base;
-			sourceVal += source[r];
+			sourcePastVal[sourceEmbeddingPhase] -=
+					maxShiftedSourceValue[
+					    source[r-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay]];
+			sourcePastVal[sourceEmbeddingPhase] *= base; // and shift the others up
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
+		}
+	}
+
+	/**
+ 	 * Add observations for a single source-destination pair 
+ 	 *  to our estimates of the pdfs.
+ 	 *  
+	 * @param source source time-series
+	 * @param dest destination time-series. 
+	 *  Must be same length as source
+	 * @param valid time-series of whether the signals
+	 *  at the given time should be considered valid 
+	 *  and added to our PDFs. We don't include any embedding vectors which
+	 *  stretch across any invalid points, even if these invalid points
+	 *  are not specifically sampled for the embedding vector.
+	 */
+	public void addObservations(int[] source, int[] dest, boolean[] valid) {
+		
+		int rows = dest.length;
+		if (dest.length - startObservationTime <= 0) {
+			// No observations to add
+			return;
+		}
+		
+		// Initialise and store the current previous values;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[] pastVal = new int[destEmbeddingDelay];
+		for (int d = 0; d < destEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			pastVal[d] = 0;
+			for (int p = 0; p < k-1; p++) {
+				pastVal[d] += dest[startObservationTime + d - 1
+				                   - (k-1)*destEmbeddingDelay
+				                   + p*destEmbeddingDelay];
+				pastVal[d] *= base;
+			}
+		}
+		// We can take an observation if timeSinceLastDestInvalid >= minDestLengthRequired
+		int minDestLengthRequired = (k>0) ? (k-1)*destEmbeddingDelay + 1 : 0;
+		// And initialise the time since last valid dest observation:
+		int timeSinceLastDestInvalid = minDestLengthRequired;
+		for (int t = startObservationTime - 1; t >= 0; t--) {
+			if (!valid[t]) {
+				timeSinceLastDestInvalid = startObservationTime - t - 1;
+				break;
+			}
+		}
+		
+		// Next for the source:
+		int[] sourcePastVal = new int[sourceEmbeddingDelay];
+		for (int d = 0; d < sourceEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			sourcePastVal[d] = 0;
+			for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+				sourcePastVal[d] += source[startObservationTime + d - delay
+				                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+				                    + p*sourceEmbeddingDelay];
+				sourcePastVal[d] *= base;
+			}
+		}
+		// We can take an observation if timeSinceLastSourceInvalid >= minSourceLengthRequired
+		int minSourceLengthRequired = (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay + 1;
+		// And initialise the time since last valid source observation:
+		int timeSinceLastSourceInvalid = minSourceLengthRequired;
+		for (int t = startObservationTime - delay; t >= 0; t--) {
+			if (!valid[t]) {
+				timeSinceLastSourceInvalid = startObservationTime - t - 1;
+				break;
+			}
+		}
+
+		// 1. Count the tuples observed
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
+		for (int r = startObservationTime; r < rows; r++) {
+			timeSinceLastDestInvalid++;
+			timeSinceLastSourceInvalid++;
+			// First update the embedding values for the current
+			//  phases of the embeddings:
+			// Pre-condition now:
+			//  timeSinceLastDestInvalid holds the time from r back to
+			//   the last invalid destination point (not including current destination)
+			//  timeSinceLastSourceInvalid holds the time from r back to
+			//   the last invalid source point (not including new source value)
+
+			// Update embedded values
+			if (k > 0) {
+				pastVal[destEmbeddingPhase] += dest[r-1];
+			}
+			sourcePastVal[sourceEmbeddingPhase] += source[r-delay];
+			
+			// Now check validity of new entrants here:
+			if (!valid[r]) {
+				timeSinceLastDestInvalid = 0;
+			}
+			if (!valid[r-delay]) {
+				timeSinceLastSourceInvalid = 0;
+			}
+			if ((timeSinceLastDestInvalid > minDestLengthRequired) &&
+				    (timeSinceLastSourceInvalid >= minSourceLengthRequired)) {
+				// We have enough of both source and dest valid to continue
+				// Note the >= on source only (because dest must have next value as 
+				//  valid as well.
+				
+				// Add to the count for this particular transition:
+				// (cell's assigned as above)
+				destVal = dest[r];
+				int thisPastVal = pastVal[destEmbeddingPhase];
+				int thisSourceVal = sourcePastVal[sourceEmbeddingPhase];
+				sourceNextPastCount[thisSourceVal][destVal][thisPastVal]++;
+				sourcePastCount[thisSourceVal][thisPastVal]++;
+				nextPastCount[destVal][thisPastVal]++;
+				pastCount[thisPastVal]++;
+				nextCount[destVal]++;
+				observations++; // Need to increment number of observations explicitly here
+			}
+			// Now, update the combined embedding values and phases,
+			//  for this phase we back out the oldest value which we'll no longer need:
+			if (k > 0) {
+				pastVal[destEmbeddingPhase] -= maxShiftedValue[dest[r-1-(k-1)*destEmbeddingDelay]];
+				pastVal[destEmbeddingPhase] *= base; // and shift the others up
+			}
+			sourcePastVal[sourceEmbeddingPhase] -=
+					maxShiftedSourceValue[
+					    source[r-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay]];
+			sourcePastVal[sourceEmbeddingPhase] *= base; // and shift the others up
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
 		}
 	}
 
 	/**
  	 * Add observations in to our estimates of the PDFs,
  	 * from a multivariate time-series.
- 	 * This call suitable only for homogeneous agents, as all
+ 	 * This call suitable only for homogeneous variables, as all
  	 *  variable pairs separated by j column will contribute to the PDFs.
 	 *
 	 * @param states multivariate time series
@@ -421,76 +516,114 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 *  across all column pairs separated by j) 
 	 */
 	public void addObservations(int states[][], int j) {
+
 		int timeSteps = states.length;
-		int agents = states[0].length;
+		if (timeSteps - startObservationTime <= 0) {
+			// No observations to add
+			return;
+		}
+		int variables = states[0].length;
 		// increment the count of observations:
 		if (periodicBoundaryConditions) {
-			observations += (timeSteps - startObservationTime)*agents; 			
+			observations += (timeSteps - startObservationTime)*variables; 			
 		} else {
-			observations += (timeSteps - startObservationTime)*(agents - Math.abs(j));
+			observations += (timeSteps - startObservationTime)*(variables - Math.abs(j));
 		}
 		
-		// Initialise and store the current previous and source value for each column
-		int[] pastVal = new int[agents];
-		for (int c = 0; c < agents; c++) {
-			pastVal[c] = 0;
-			for (int p = 0; p < k; p++) {
-				pastVal[c] *= base;
-				pastVal[c] += states[startObservationTime - k + p][c];
+		// Initialise and store the current previous values for each column;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[][] pastVal = new int[variables][destEmbeddingDelay];
+		for (int c = 0; c < variables; c++) {
+			for (int d = 0; d < destEmbeddingDelay; d++) {
+				// Compute the current previous values for
+				//  phase d of the embedding delay, but leave
+				//  out the most recent value (we'll add those in
+				//  in the main loop)
+				pastVal[c][d] = 0;
+				for (int p = 0; p < k-1; p++) {
+					pastVal[c][d] += states[startObservationTime + d - 1
+					                   - (k-1)*destEmbeddingDelay
+					                   + p*destEmbeddingDelay][c];
+					pastVal[c][d] *= base;
+				}
 			}
 		}
-		int[] sourceVal = new int[agents];
-		for (int c = 0; c < agents; c++) {
-			sourceVal[c] = 0;
-			int sourceAgent = c-j;
-			if ((sourceAgent < 0) || (sourceAgent >= agents)) {
-				// Source agent is out of bounds unless we are using periodic boundary conditions
+		// Next for the source:
+		int[][] sourcePastVal = new int[variables][sourceEmbeddingDelay];
+		for (int c = 0; c < variables; c++) {
+			int sourceVariable = c-j;
+			if ((sourceVariable < 0) || (sourceVariable >= variables)) {
+				// Source variable is out of bounds unless we are using periodic boundary conditions
 				if (periodicBoundaryConditions) {
-					sourceAgent = (sourceAgent+agents) % agents;
+					sourceVariable = (sourceVariable+variables) % variables;
 				} else {
 					// Don't add this to our observations
 					continue;
 				}
 			}
-			for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-				sourceVal[c] *= base;
-				sourceVal[c] += states[startObservationTime - sourceHistoryEmbedLength + p][sourceAgent];
+			for (int d = 0; d < sourceEmbeddingDelay; d++) {
+				// Compute the current previous values for
+				//  phase d of the embedding delay, but leave
+				//  out the most recent value (we'll add those in
+				//  in the main loop)
+				sourcePastVal[c][d] = 0;
+				for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+					sourcePastVal[c][d] += states[startObservationTime + d - delay
+					                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+					                    + p*sourceEmbeddingDelay][sourceVariable];
+					sourcePastVal[c][d] *= base;
+				}
 			}
 		}
 		
 		// 1. Count the tuples observed
-		int destVal;
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
 		for (int r = startObservationTime; r < timeSteps; r++) {
-			for (int c = 0; c < agents; c++) {
+			for (int c = 0; c < variables; c++) {
 				// Add to the count for this particular transition:
 				// (cell's assigned as above)
-				int sourceAgent = c-j;
-				if ((sourceAgent < 0) || (sourceAgent >= agents)) {
-					// Source agent is out of bounds unless we are using periodic boundary conditions
+				int sourceVariable = c-j;
+				if ((sourceVariable < 0) || (sourceVariable >= variables)) {
+					// Source variable is out of bounds unless we are using periodic boundary conditions
 					if (periodicBoundaryConditions) {
-						sourceAgent = (sourceAgent+agents) % agents;
+						sourceVariable = (sourceVariable+variables) % variables;
 					} else {
 						// Don't add this to our observations
 						continue;
 					}
 				}
-				destVal = states[r][c];
-				sourceNextPastCount[sourceVal[c]][destVal][pastVal[c]]++;
-				sourcePastCount[sourceVal[c]][pastVal[c]]++;
-				nextPastCount[destVal][pastVal[c]]++;
-				pastCount[pastVal[c]]++;
-				nextCount[destVal]++;
-				// Update the previous value:
+				// First update the embedding values for the current
+				//  phases of the embeddings:
 				if (k > 0) {
-					pastVal[c] -= maxShiftedValue[states[r-k][c]];
-					pastVal[c] *= base;
-					pastVal[c] += states[r][c];
+					pastVal[c][destEmbeddingPhase] += states[r-1][c];
 				}
-				sourceVal[c] -= maxShiftedSourceValue[states[r-sourceHistoryEmbedLength][sourceAgent]];
-				sourceVal[c] *= base;
-				sourceVal[c] += states[r][sourceAgent];
+				sourcePastVal[c][sourceEmbeddingPhase] += states[r-delay][sourceVariable];
+				// Add to the count for this particular transition:
+				// (cell's assigned as above)
+				destVal = states[r][c];
+				int thisPastVal = pastVal[c][destEmbeddingPhase];
+				int thisSourceVal = sourcePastVal[c][sourceEmbeddingPhase];
+				sourceNextPastCount[thisSourceVal][destVal][thisPastVal]++;
+				sourcePastCount[thisSourceVal][thisPastVal]++;
+				nextPastCount[destVal][thisPastVal]++;
+				pastCount[thisPastVal]++;
+				nextCount[destVal]++;
+				// Now, update the combined embedding values and phases,
+				//  for this phase we back out the oldest value which we'll no longer need:
+				if (k > 0) {
+					pastVal[c][destEmbeddingPhase] -= maxShiftedValue[states[r-1-(k-1)*destEmbeddingDelay][c]];
+					pastVal[c][destEmbeddingPhase] *= base; // and shift the others up
+				}
+				sourcePastVal[c][sourceEmbeddingPhase] -=
+						maxShiftedSourceValue[
+						    states[r-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay][sourceVariable]];
+				sourcePastVal[c][sourceEmbeddingPhase] *= base; // and shift the others up
 			}
-		}		
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
+		}
 	}
 
 	/**
@@ -509,8 +642,10 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 * 	(i.e. source is column i-j, dest is column i) 
 	 */
 	public void addObservations(int states[][][], int h, int j) {
+
 		int timeSteps = states.length;
-		if (timeSteps == 0) {
+		if (timeSteps - startObservationTime <= 0) {
+			// No observations to add
 			return;
 		}
 		int agentRows = states[0].length;
@@ -524,22 +659,32 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 		} else {
 			observations += (timeSteps - startObservationTime) * (agentRows - Math.abs(h)) * (agentColumns - Math.abs(j));
 		}
-		
-		// Initialise and store the current previous and source value for each agent
-		int[][] pastVal = new int[agentRows][agentColumns];
+
+		// Initialise and store the current previous values for each variable;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[][][] pastVal = new int[agentRows][agentColumns][destEmbeddingDelay];
 		for (int r = 0; r < agentRows; r++) {
 			for (int c = 0; c < agentColumns; c++) {
-				pastVal[r][c] = 0;
-				for (int p = 0; p < k; p++) {
-					pastVal[r][c] *= base;
-					pastVal[r][c] += states[startObservationTime - k + p][r][c];
+				for (int d = 0; d < destEmbeddingDelay; d++) {
+					// Compute the current previous values for
+					//  phase d of the embedding delay, but leave
+					//  out the most recent value (we'll add those in
+					//  in the main loop)
+					pastVal[r][c][d] = 0;
+					for (int p = 0; p < k-1; p++) {
+						pastVal[r][c][d] += states[startObservationTime + d - 1
+						                   - (k-1)*destEmbeddingDelay
+						                   + p*destEmbeddingDelay][r][c];
+						pastVal[r][c][d] *= base;
+					}
 				}
 			}
 		}
-		int[][] sourceVal = new int[agentRows][agentColumns];
+		// Next for the source:
+		int[][][] sourcePastVal = new int[agentRows][agentColumns][sourceEmbeddingDelay];
 		for (int r = 0; r < agentRows; r++) {
 			for (int c = 0; c < agentColumns; c++) {
-				sourceVal[r][c] = 0;
 				int sourceAgentRow = r-h;
 				if ((sourceAgentRow < 0) || (sourceAgentRow >= agentRows)) {
 					// Source agent is out of bounds unless we are using periodic boundary conditions
@@ -560,15 +705,25 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 						continue;
 					}
 				}
-				for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-					sourceVal[r][c] *= base;
-					sourceVal[r][c] += states[startObservationTime - sourceHistoryEmbedLength + p][sourceAgentRow][sourceAgentColumn];
+				// Now initialise the embedding
+				for (int d = 0; d < sourceEmbeddingDelay; d++) {
+					// Compute the current previous values for
+					//  phase d of the embedding delay, but leave
+					//  out the most recent value (we'll add those in
+					//  in the main loop)
+					sourcePastVal[r][c][d] = 0;
+					for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+						sourcePastVal[r][c][d] += states[startObservationTime + d - delay
+						                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+						                    + p*sourceEmbeddingDelay][sourceAgentRow][sourceAgentColumn];
+						sourcePastVal[r][c][d] *= base;
+					}
 				}
 			}
 		}
-
+		
 		// 1. Count the tuples observed
-		int destVal;
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
 		for (int t = startObservationTime; t < timeSteps; t++) {
 			for (int r = 0; r < agentRows; r++) {
 				for (int c = 0; c < agentColumns; c++) {
@@ -594,24 +749,38 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 							continue;
 						}
 					}
-					destVal = states[t][r][c];
-					sourceNextPastCount[sourceVal[r][c]][destVal][pastVal[r][c]]++;
-					sourcePastCount[sourceVal[r][c]][pastVal[r][c]]++;
-					nextPastCount[destVal][pastVal[r][c]]++;
-					pastCount[pastVal[r][c]]++;
-					nextCount[destVal]++;
-					// Update the previous value:
+					// First update the embedding values for the current
+					//  phases of the embeddings:
 					if (k > 0) {
-						pastVal[r][c] -= maxShiftedValue[states[t-k][r][c]];
-						pastVal[r][c] *= base;
-						pastVal[r][c] += states[t][r][c];
+						pastVal[r][c][destEmbeddingPhase] += states[t-1][r][c];
 					}
-					sourceVal[r][c] -= maxShiftedSourceValue[states[t-sourceHistoryEmbedLength][sourceAgentRow][sourceAgentColumn]];
-					sourceVal[r][c] *= base;
-					sourceVal[r][c] += states[t][sourceAgentRow][sourceAgentColumn];
+					sourcePastVal[r][c][sourceEmbeddingPhase] += states[t-delay][sourceAgentRow][sourceAgentColumn];
+					// Add to the count for this particular transition:
+					// (cell's assigned as above)
+					destVal = states[t][r][c];
+					int thisPastVal = pastVal[r][c][destEmbeddingPhase];
+					int thisSourceVal = sourcePastVal[r][c][sourceEmbeddingPhase];
+					sourceNextPastCount[thisSourceVal][destVal][thisPastVal]++;
+					sourcePastCount[thisSourceVal][thisPastVal]++;
+					nextPastCount[destVal][thisPastVal]++;
+					pastCount[thisPastVal]++;
+					nextCount[destVal]++;
+					// Now, update the combined embedding values and phases,
+					//  for this phase we back out the oldest value which we'll no longer need:
+					if (k > 0) {
+						pastVal[r][c][destEmbeddingPhase] -= maxShiftedValue[states[t-1-(k-1)*destEmbeddingDelay][r][c]];
+						pastVal[r][c][destEmbeddingPhase] *= base; // and shift the others up
+					}
+					sourcePastVal[r][c][sourceEmbeddingPhase] -=
+							maxShiftedSourceValue[
+							    states[t-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay][sourceAgentRow][sourceAgentColumn]];
+					sourcePastVal[r][c][sourceEmbeddingPhase] *= base; // and shift the others up
 				}
 			}
-		}		
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
+		}
 	}
 
 	/**
@@ -626,42 +795,80 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 * @param destIndex destination variable index in states
 	 */
 	public void addObservations(int states[][], int sourceIndex, int destIndex) {
-		int rows = states.length;
-		// increment the count of observations:
-		observations += (rows - startObservationTime); 
-		
-		// Initialise and store the current previous value for each column
-		int pastVal = 0;
-		for (int p = 0; p < k; p++) {
-			pastVal *= base;
-			pastVal += states[startObservationTime - k + p][destIndex];
-		}
-		int sourceVal = 0;
-		for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-			sourceVal *= base;
-			sourceVal += states[startObservationTime - sourceHistoryEmbedLength + p][sourceIndex];
-		}
 
+		int timeSteps = states.length;
+		if (timeSteps - startObservationTime <= 0) {
+			// No observations to add
+			return;
+		}
+		// increment the count of observations:
+		observations += timeSteps - startObservationTime; 
+		
+		// Initialise and store the current previous values;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[] pastVal = new int[destEmbeddingDelay];
+		for (int d = 0; d < destEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			pastVal[d] = 0;
+			for (int p = 0; p < k-1; p++) {
+				pastVal[d] += states[startObservationTime + d - 1
+				                   - (k-1)*destEmbeddingDelay
+				                   + p*destEmbeddingDelay][destIndex];
+				pastVal[d] *= base;
+			}
+		}
+		// Next for the source:
+		int[] sourcePastVal = new int[sourceEmbeddingDelay];
+		for (int d = 0; d < sourceEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			sourcePastVal[d] = 0;
+			for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+				sourcePastVal[d] += states[startObservationTime + d - delay
+				                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+				                    + p*sourceEmbeddingDelay][sourceIndex];
+				sourcePastVal[d] *= base;
+			}
+		}
+		
 		// 1. Count the tuples observed
-		int destVal;
-		for (int r = startObservationTime; r < rows; r++) {
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
+		for (int r = startObservationTime; r < timeSteps; r++) {
+			// First update the embedding values for the current
+			//  phases of the embeddings:
+			if (k > 0) {
+				pastVal[destEmbeddingPhase] += states[r-1][destIndex];
+			}
+			sourcePastVal[sourceEmbeddingPhase] += states[r-delay][sourceIndex];
 			// Add to the count for this particular transition:
 			// (cell's assigned as above)
 			destVal = states[r][destIndex];
-			sourceNextPastCount[sourceVal][destVal][pastVal]++;
-			sourcePastCount[sourceVal][pastVal]++;
-			nextPastCount[destVal][pastVal]++;
-			pastCount[pastVal]++;
+			int thisPastVal = pastVal[destEmbeddingPhase];
+			int thisSourceVal = sourcePastVal[sourceEmbeddingPhase];
+			sourceNextPastCount[thisSourceVal][destVal][thisPastVal]++;
+			sourcePastCount[thisSourceVal][thisPastVal]++;
+			nextPastCount[destVal][thisPastVal]++;
+			pastCount[thisPastVal]++;
 			nextCount[destVal]++;
-			// Update the previous value:
+			// Now, update the combined embedding values and phases,
+			//  for this phase we back out the oldest value which we'll no longer need:
 			if (k > 0) {
-				pastVal -= maxShiftedValue[states[r-k][destIndex]];
-				pastVal *= base;
-				pastVal += states[r][destIndex];
+				pastVal[destEmbeddingPhase] -= maxShiftedValue[states[r-1-(k-1)*destEmbeddingDelay][destIndex]];
+				pastVal[destEmbeddingPhase] *= base; // and shift the others up
 			}
-			sourceVal -= maxShiftedSourceValue[states[r-sourceHistoryEmbedLength][sourceIndex]];
-			sourceVal *= base;
-			sourceVal += states[r][sourceIndex];
+			sourcePastVal[sourceEmbeddingPhase] -=
+					maxShiftedSourceValue[
+					    states[r-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay][sourceIndex]];
+			sourcePastVal[sourceEmbeddingPhase] *= base; // and shift the others up
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
 		}
 	}
 
@@ -681,42 +888,80 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 */
 	public void addObservations(int states[][][], int sourceRowIndex, int sourceColumnIndex,
 												  int destRowIndex, int destColumnIndex) {
+
 		int timeSteps = states.length;
-		// increment the count of observations:
-		observations += (timeSteps - startObservationTime); 
-		
-		// Initialise and store the current previous value for each column
-		int pastVal = 0;
-		for (int p = 0; p < k; p++) {
-			pastVal *= base;
-			pastVal += states[startObservationTime - k + p][destRowIndex][destColumnIndex];
+		if (timeSteps - startObservationTime <= 0) {
+			// No observations to add
+			return;
 		}
-		int sourceVal = 0;
-		for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-			sourceVal *= base;
-			sourceVal += states[startObservationTime - sourceHistoryEmbedLength + p][sourceRowIndex][sourceColumnIndex];
+		// increment the count of observations:
+		observations += timeSteps - startObservationTime; 
+		
+		// Initialise and store the current previous values;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[] pastVal = new int[destEmbeddingDelay];
+		for (int d = 0; d < destEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			pastVal[d] = 0;
+			for (int p = 0; p < k-1; p++) {
+				pastVal[d] += states[startObservationTime + d - 1
+				                   - (k-1)*destEmbeddingDelay
+				                   + p*destEmbeddingDelay][destRowIndex][destColumnIndex];
+				pastVal[d] *= base;
+			}
+		}
+		// Next for the source:
+		int[] sourcePastVal = new int[sourceEmbeddingDelay];
+		for (int d = 0; d < sourceEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			sourcePastVal[d] = 0;
+			for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+				sourcePastVal[d] += states[startObservationTime + d - delay
+				                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+				                    + p*sourceEmbeddingDelay][sourceRowIndex][sourceColumnIndex];
+				sourcePastVal[d] *= base;
+			}
 		}
 		
 		// 1. Count the tuples observed
-		int destVal;
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
 		for (int r = startObservationTime; r < timeSteps; r++) {
+			// First update the embedding values for the current
+			//  phases of the embeddings:
+			if (k > 0) {
+				pastVal[destEmbeddingPhase] += states[r-1][destRowIndex][destColumnIndex];
+			}
+			sourcePastVal[sourceEmbeddingPhase] += states[r-delay][sourceRowIndex][sourceColumnIndex];
 			// Add to the count for this particular transition:
 			// (cell's assigned as above)
 			destVal = states[r][destRowIndex][destColumnIndex];
-			sourceNextPastCount[sourceVal][destVal][pastVal]++;
-			sourcePastCount[sourceVal][pastVal]++;
-			nextPastCount[destVal][pastVal]++;
-			pastCount[pastVal]++;
+			int thisPastVal = pastVal[destEmbeddingPhase];
+			int thisSourceVal = sourcePastVal[sourceEmbeddingPhase];
+			sourceNextPastCount[thisSourceVal][destVal][thisPastVal]++;
+			sourcePastCount[thisSourceVal][thisPastVal]++;
+			nextPastCount[destVal][thisPastVal]++;
+			pastCount[thisPastVal]++;
 			nextCount[destVal]++;
-			// Update the previous value:
+			// Now, update the combined embedding values and phases,
+			//  for this phase we back out the oldest value which we'll no longer need:
 			if (k > 0) {
-				pastVal -= maxShiftedValue[states[r-k][destRowIndex][destColumnIndex]];
-				pastVal *= base;
-				pastVal += states[r][destRowIndex][destColumnIndex];
+				pastVal[destEmbeddingPhase] -= maxShiftedValue[states[r-1-(k-1)*destEmbeddingDelay][destRowIndex][destColumnIndex]];
+				pastVal[destEmbeddingPhase] *= base; // and shift the others up
 			}
-			sourceVal -= maxShiftedSourceValue[states[r-sourceHistoryEmbedLength][sourceRowIndex][sourceColumnIndex]];
-			sourceVal *= base;
-			sourceVal += states[r][sourceRowIndex][sourceColumnIndex];
+			sourcePastVal[sourceEmbeddingPhase] -=
+					maxShiftedSourceValue[
+					    states[r-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay][sourceRowIndex][sourceColumnIndex]];
+			sourcePastVal[sourceEmbeddingPhase] *= base; // and shift the others up
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
 		}
 	}
 
@@ -999,11 +1244,11 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 		// (Not necessary to check for distinct random perturbations)
 		int[][] newOrderings = rg.generateRandomPerturbations(observations, numPermutationsToCheck);
 
-		// TODO The use of base_power_l as the base for all variables is particularly wasteful
-		//  of resources here, but there's not much other choice. A better solution
-		//  will come when we switch to an underlying conditional MI calculator, with separate
-		//  bases for each variable, and just use its computeSignificance() method.
-		TransferEntropyCalculatorDiscrete ate2 = new TransferEntropyCalculatorDiscrete(base_power_l, k, 1);
+		// If we want a calculator just like this one, we should provide all of 
+		//  the same parameters:
+		TransferEntropyCalculatorDiscrete ate2 =
+				new TransferEntropyCalculatorDiscrete(base, k, destEmbeddingDelay,
+						sourceHistoryEmbedLength, sourceEmbeddingDelay, delay);
 		ate2.initialise();
 		ate2.observations = observations;
 		ate2.pastCount = pastCount;
@@ -1028,7 +1273,6 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 			if (newTe >= actualTE) {
 				countWhereTeIsMoreSignificantThanOriginal++;
 			}
-
 		}
 		
 		// And return the significance
@@ -1043,6 +1287,8 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 		if (!estimateComputed) {
 			computeAverageLocalOfObservations();
 		}
+		// We set the "actual value" as 2*N*TE, since this marries up properly
+		//  with the requisite chi^2 distribution
 		return new ChiSquareMeasurementDistribution(2.0*((double)observations)*average,
 				(sourceHistoryEmbedLength*base - 1)*(base - 1)*(k*base));
 	}
@@ -1075,8 +1321,8 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 *  Must be same length as source
 	 * @return time-series of local TE values
 	 */
-	public double[] computeLocalFromPreviousObservations(int sourceStates[], int destStates[]){
-		int timeSteps = destStates.length;
+	public double[] computeLocalFromPreviousObservations(int source[], int dest[]){
+		int timeSteps = dest.length;
 
 		// Allocate for all rows even though we'll leave the first ones as zeros
 		double[] localTE = new double[timeSteps];
@@ -1084,41 +1330,81 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 		max = 0;
 		min = 0;
 
-		// Initialise and store the current previous value for each column
-		int pastVal = 0; 
-		for (int p = 0; p < k; p++) {
-			pastVal *= base;
-			pastVal += destStates[startObservationTime - k + p];
+		if (timeSteps - startObservationTime <= 0) {
+			// No observations to compute locals for
+			return localTE;
 		}
-		int sourceVal = 0;
-		for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-			sourceVal *= base;
-			sourceVal += sourceStates[startObservationTime - sourceHistoryEmbedLength + p];
+		
+		// Initialise and store the current previous values;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[] pastVal = new int[destEmbeddingDelay];
+		for (int d = 0; d < destEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			pastVal[d] = 0;
+			for (int p = 0; p < k-1; p++) {
+				pastVal[d] += dest[startObservationTime + d - 1
+				                   - (k-1)*destEmbeddingDelay
+				                   + p*destEmbeddingDelay];
+				pastVal[d] *= base;
+			}
 		}
-		int destVal;
+		// Next for the source:
+		int[] sourcePastVal = new int[sourceEmbeddingDelay];
+		for (int d = 0; d < sourceEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			sourcePastVal[d] = 0;
+			for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+				sourcePastVal[d] += source[startObservationTime + d - delay
+				                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+				                    + p*sourceEmbeddingDelay];
+				sourcePastVal[d] *= base;
+			}
+		}
+		
+		// now compute the local values
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
 		double logTerm;
 		for (int t = startObservationTime; t < timeSteps; t++) {
-			destVal = destStates[t];
+			// First update the embedding values for the current
+			//  phases of the embeddings:
+			if (k > 0) {
+				pastVal[destEmbeddingPhase] += dest[t-1];
+			}
+			sourcePastVal[sourceEmbeddingPhase] += source[t-delay];
+			destVal = dest[t];
+			int thisPastVal = pastVal[destEmbeddingPhase];
+			int thisSourceVal = sourcePastVal[sourceEmbeddingPhase];
 			// Now compute the local value
-			logTerm = ((double) sourceNextPastCount[sourceVal][destVal][pastVal] / (double) sourcePastCount[sourceVal][pastVal]) /
-		 		((double) nextPastCount[destVal][pastVal] / (double) pastCount[pastVal]);
+			logTerm = ((double) sourceNextPastCount[thisSourceVal][destVal][thisPastVal] /
+							(double) sourcePastCount[thisSourceVal][thisPastVal]) /
+			 		((double) nextPastCount[destVal][thisPastVal] / (double) pastCount[thisPastVal]);
 			localTE[t] = Math.log(logTerm) / log_2;
-			average += localTE[t];
 			if (localTE[t] > max) {
 				max = localTE[t];
 			} else if (localTE[t] < min) {
 				min = localTE[t];
 			}
-			// Update the previous value:
+			// Now, update the combined embedding values and phases,
+			//  for this phase we back out the oldest value which we'll no longer need:
 			if (k > 0) {
-				pastVal -= maxShiftedValue[destStates[t-k]];
-				pastVal *= base;
-				pastVal += destStates[t];
+				pastVal[destEmbeddingPhase] -= maxShiftedValue[dest[t-1-(k-1)*destEmbeddingDelay]];
+				pastVal[destEmbeddingPhase] *= base; // and shift the others up
 			}
-			sourceVal -= maxShiftedSourceValue[sourceStates[t-sourceHistoryEmbedLength]];
-			sourceVal *= base;
-			sourceVal += sourceStates[t];
-		}		
+			sourcePastVal[sourceEmbeddingPhase] -=
+					maxShiftedSourceValue[
+					    source[t-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay]];
+			sourcePastVal[sourceEmbeddingPhase] *= base; // and shift the others up
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
+		}
 
 		average = average/(double) (timeSteps - startObservationTime);
 		
@@ -1144,59 +1430,96 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 */
 	public double[][] computeLocalFromPreviousObservations(int states[][], int j){
 		int timeSteps = states.length;
-		int agents = states[0].length;
-
+		if ((timeSteps == 0) || (states[0] == null)) {
+			// No variables supplied
+			return new double[timeSteps][];
+		}
+		int variables = states[0].length;
 		// Allocate for all rows even though we'll leave the first ones as zeros
-		double[][] localTE = new double[timeSteps][agents];
+		double[][] localTE = new double[timeSteps][variables];
 		average = 0;
 		max = 0;
 		min = 0;
+		if (timeSteps - startObservationTime <= 0) {
+			// No observations to add
+			return localTE;
+		}
 
-		// Initialise and store the current previous value for each column
-		int[] pastVal = new int[agents]; 
-		for (int c = 0; c < agents; c++) {
-			pastVal[c] = 0;
-			for (int p = 0; p < k; p++) {
-				pastVal[c] *= base;
-				pastVal[c] += states[startObservationTime - k + p][c];
+		// Initialise and store the current previous values for each column;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[][] pastVal = new int[variables][destEmbeddingDelay];
+		for (int c = 0; c < variables; c++) {
+			for (int d = 0; d < destEmbeddingDelay; d++) {
+				// Compute the current previous values for
+				//  phase d of the embedding delay, but leave
+				//  out the most recent value (we'll add those in
+				//  in the main loop)
+				pastVal[c][d] = 0;
+				for (int p = 0; p < k-1; p++) {
+					pastVal[c][d] += states[startObservationTime + d - 1
+					                   - (k-1)*destEmbeddingDelay
+					                   + p*destEmbeddingDelay][c];
+					pastVal[c][d] *= base;
+				}
 			}
 		}
-		int[] sourceVal = new int[agents];
-		for (int c = 0; c < agents; c++) {
-			sourceVal[c] = 0;
-			int sourceAgentIndex = c-j;
-			if ((sourceAgentIndex < 0) || (sourceAgentIndex >= agents)) {
-				// Source agent is out of bounds unless we are using periodic boundary conditions
+		// Next for the source:
+		int[][] sourcePastVal = new int[variables][sourceEmbeddingDelay];
+		for (int c = 0; c < variables; c++) {
+			int sourceVariable = c-j;
+			if ((sourceVariable < 0) || (sourceVariable >= variables)) {
+				// Source variable is out of bounds unless we are using periodic boundary conditions
 				if (periodicBoundaryConditions) {
-					sourceAgentIndex = (sourceAgentIndex+agents) % agents;
+					sourceVariable = (sourceVariable+variables) % variables;
 				} else {
 					// Don't add this to our observations
 					continue;
 				}
 			}
-			for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-				sourceVal[c] *= base;
-				sourceVal[c] += states[startObservationTime - sourceHistoryEmbedLength + p][sourceAgentIndex];
+			for (int d = 0; d < sourceEmbeddingDelay; d++) {
+				// Compute the current previous values for
+				//  phase d of the embedding delay, but leave
+				//  out the most recent value (we'll add those in
+				//  in the main loop)
+				sourcePastVal[c][d] = 0;
+				for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+					sourcePastVal[c][d] += states[startObservationTime + d - delay
+					                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+					                    + p*sourceEmbeddingDelay][sourceVariable];
+					sourcePastVal[c][d] *= base;
+				}
 			}
 		}
-		int destVal;
+		
+		// now compute the local values
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
 		double logTerm;
 		for (int t = startObservationTime; t < timeSteps; t++) {
-			for (int c = 0; c < agents; c++) {
-				int sourceAgentIndex = c-j;
-				if ((sourceAgentIndex < 0) || (sourceAgentIndex >= agents)) {
-					// Source agent is out of bounds unless we are using periodic boundary conditions
+			for (int c = 0; c < variables; c++) {
+				int sourceVariable = c-j;
+				if ((sourceVariable < 0) || (sourceVariable >= variables)) {
+					// Source variable is out of bounds unless we are using periodic boundary conditions
 					if (periodicBoundaryConditions) {
-						sourceAgentIndex = (sourceAgentIndex+agents) % agents;
+						sourceVariable = (sourceVariable+variables) % variables;
 					} else {
 						// Don't compute a local value for this one
 						continue;
 					}
 				}
+				// First update the embedding values for the current
+				//  phases of the embeddings:
+				if (k > 0) {
+					pastVal[c][destEmbeddingPhase] += states[t-1][c];
+				}
+				sourcePastVal[c][sourceEmbeddingPhase] += states[t-delay][sourceVariable];
 				destVal = states[t][c];
+				int thisPastVal = pastVal[c][destEmbeddingPhase];
+				int thisSourceVal = sourcePastVal[c][sourceEmbeddingPhase];
 				// Now compute the local value
-				logTerm = ((double) sourceNextPastCount[sourceVal[c]][destVal][pastVal[c]] / (double) sourcePastCount[sourceVal[c]][pastVal[c]]) /
-			 		((double) nextPastCount[destVal][pastVal[c]] / (double) pastCount[pastVal[c]]);
+				logTerm = ((double) sourceNextPastCount[thisSourceVal][destVal][thisPastVal] /
+							(double) sourcePastCount[thisSourceVal][thisPastVal]) /
+			 		((double) nextPastCount[destVal][thisPastVal] / (double) pastCount[thisPastVal]);
 				localTE[t][c] = Math.log(logTerm) / log_2;
 				average += localTE[t][c];
 				if (localTE[t][c] > max) {
@@ -1204,22 +1527,26 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 				} else if (localTE[t][c] < min) {
 					min = localTE[t][c];
 				}
-				// Update the previous value:
+				// Now, update the combined embedding values and phases,
+				//  for this phase we back out the oldest value which we'll no longer need:
 				if (k > 0) {
-					pastVal[c] -= maxShiftedValue[states[t-k][c]];
-					pastVal[c] *= base;
-					pastVal[c] += states[t][c];
+					pastVal[c][destEmbeddingPhase] -= maxShiftedValue[states[t-1-(k-1)*destEmbeddingDelay][c]];
+					pastVal[c][destEmbeddingPhase] *= base; // and shift the others up
 				}
-				sourceVal[c] -= maxShiftedSourceValue[states[t-sourceHistoryEmbedLength][sourceAgentIndex]];
-				sourceVal[c] *= base;
-				sourceVal[c] += states[t][sourceAgentIndex];
+				sourcePastVal[c][sourceEmbeddingPhase] -=
+						maxShiftedSourceValue[
+						    states[t-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay][sourceVariable]];
+				sourcePastVal[c][sourceEmbeddingPhase] *= base; // and shift the others up
 			}
-		}		
-
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
+		}
+		
 		if (periodicBoundaryConditions) {
-			average = average/(double) ((timeSteps - startObservationTime) * agents);
+			average = average/(double) ((timeSteps - startObservationTime) * variables);
 		} else {
-			average = average/(double) ((timeSteps - startObservationTime) * (agents - Math.abs(j)));
+			average = average/(double) ((timeSteps - startObservationTime) * (variables - Math.abs(j)));
 		}
 		
 		return localTE;
@@ -1245,31 +1572,55 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 *  row number, third is destination variable column number)
 	 */
 	public double[][][] computeLocalFromPreviousObservations(int states[][][], int h, int j){
+		
 		int timeSteps = states.length;
+		if ((timeSteps == 0) || (states[0] == null)) {
+			// No variables supplied
+			return new double[timeSteps][][];
+		}
 		int agentRows = states[0].length;
+		if (agentRows == 0) {
+			return new double[timeSteps][agentRows][];
+		}
 		int agentColumns = states[0][0].length;
-
+		if (agentRows == 0) {
+			return new double[timeSteps][agentRows][agentColumns];
+		}
+		if (timeSteps - startObservationTime <= 0) {
+			// No observations to add
+			return new double[timeSteps][][];
+		}
 		// Allocate for all rows even though we'll leave the first ones as zeros
 		double[][][] localTE = new double[timeSteps][agentRows][agentColumns];
 		average = 0;
 		max = 0;
-		min = 0;
+		min = 0;		
 
-		// Initialise and store the current previous value for each column
-		int[][] pastVal = new int[agentRows][agentColumns]; 
-		for (int r = 0; r < agentRows; r++){
+		// Initialise and store the current previous values for each variable;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[][][] pastVal = new int[agentRows][agentColumns][destEmbeddingDelay];
+		for (int r = 0; r < agentRows; r++) {
 			for (int c = 0; c < agentColumns; c++) {
-				pastVal[r][c] = 0;
-				for (int p = 0; p < k; p++) {
-					pastVal[r][c] *= base;
-					pastVal[r][c] += states[startObservationTime - k + p][r][c];
+				for (int d = 0; d < destEmbeddingDelay; d++) {
+					// Compute the current previous values for
+					//  phase d of the embedding delay, but leave
+					//  out the most recent value (we'll add those in
+					//  in the main loop)
+					pastVal[r][c][d] = 0;
+					for (int p = 0; p < k-1; p++) {
+						pastVal[r][c][d] += states[startObservationTime + d - 1
+						                   - (k-1)*destEmbeddingDelay
+						                   + p*destEmbeddingDelay][r][c];
+						pastVal[r][c][d] *= base;
+					}
 				}
 			}
 		}
-		int[][] sourceVal = new int[agentRows][agentColumns];
+		// Next for the source:
+		int[][][] sourcePastVal = new int[agentRows][agentColumns][sourceEmbeddingDelay];
 		for (int r = 0; r < agentRows; r++) {
 			for (int c = 0; c < agentColumns; c++) {
-				sourceVal[r][c] = 0;
 				int sourceAgentRow = r-h;
 				if ((sourceAgentRow < 0) || (sourceAgentRow >= agentRows)) {
 					// Source agent is out of bounds unless we are using periodic boundary conditions
@@ -1290,14 +1641,25 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 						continue;
 					}
 				}
-				for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-					sourceVal[r][c] *= base;
-					sourceVal[r][c] += states[startObservationTime - sourceHistoryEmbedLength + p][sourceAgentRow][sourceAgentColumn];
+				// Now initialise the embedding
+				for (int d = 0; d < sourceEmbeddingDelay; d++) {
+					// Compute the current previous values for
+					//  phase d of the embedding delay, but leave
+					//  out the most recent value (we'll add those in
+					//  in the main loop)
+					sourcePastVal[r][c][d] = 0;
+					for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+						sourcePastVal[r][c][d] += states[startObservationTime + d - delay
+						                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+						                    + p*sourceEmbeddingDelay][sourceAgentRow][sourceAgentColumn];
+						sourcePastVal[r][c][d] *= base;
+					}
 				}
 			}
 		}
-
-		int destVal;
+		
+		// Now compute the local values
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
 		double logTerm;
 		for (int t = startObservationTime; t < timeSteps; t++) {
 			for (int r = 0; r < agentRows; r++) {
@@ -1308,7 +1670,7 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 						if (periodicBoundaryConditions) {
 							sourceAgentRow = (sourceAgentRow+agentRows) % agentRows;
 						} else {
-							// Don't compute a local value for this one
+							// Don't compute a local value here
 							continue;
 						}
 					}
@@ -1318,14 +1680,25 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 						if (periodicBoundaryConditions) {
 							sourceAgentColumn = (sourceAgentColumn+agentColumns) % agentColumns;
 						} else {
-							// Don't compute a local value for this one
+							// Don't compute a local value here
 							continue;
 						}
 					}
+					// First update the embedding values for the current
+					//  phases of the embeddings:
+					if (k > 0) {
+						pastVal[r][c][destEmbeddingPhase] += states[t-1][r][c];
+					}
+					sourcePastVal[r][c][sourceEmbeddingPhase] += states[t-delay][sourceAgentRow][sourceAgentColumn];
+					// Add to the count for this particular transition:
+					// (cell's assigned as above)
 					destVal = states[t][r][c];
+					int thisPastVal = pastVal[r][c][destEmbeddingPhase];
+					int thisSourceVal = sourcePastVal[r][c][sourceEmbeddingPhase];
 					// Now compute the local value
-					logTerm = ((double) sourceNextPastCount[sourceVal[r][c]][destVal][pastVal[r][c]] / (double) sourcePastCount[sourceVal[r][c]][pastVal[r][c]]) /
-				 		((double) nextPastCount[destVal][pastVal[r][c]] / (double) pastCount[pastVal[r][c]]);
+					logTerm = ((double) sourceNextPastCount[thisSourceVal][destVal][thisPastVal] /
+							    (double) sourcePastCount[thisSourceVal][thisPastVal]) /
+				 		((double) nextPastCount[destVal][thisPastVal] / (double) pastCount[thisPastVal]);
 					localTE[t][r][c] = Math.log(logTerm) / log_2;
 					average += localTE[t][r][c];
 					if (localTE[t][r][c] > max) {
@@ -1333,19 +1706,23 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 					} else if (localTE[t][r][c] < min) {
 						min = localTE[t][r][c];
 					}
-					// Update the previous value:
+					// Now, update the combined embedding values and phases,
+					//  for this phase we back out the oldest value which we'll no longer need:
 					if (k > 0) {
-						pastVal[r][c] -= maxShiftedValue[states[t-k][r][c]];
-						pastVal[r][c] *= base;
-						pastVal[r][c] += states[t][r][c];
+						pastVal[r][c][destEmbeddingPhase] -= maxShiftedValue[states[t-1-(k-1)*destEmbeddingDelay][r][c]];
+						pastVal[r][c][destEmbeddingPhase] *= base; // and shift the others up
 					}
-					sourceVal[r][c] -= maxShiftedSourceValue[states[t-sourceHistoryEmbedLength][sourceAgentRow][sourceAgentColumn]];
-					sourceVal[r][c] *= base;
-					sourceVal[r][c] += states[t][sourceAgentRow][sourceAgentColumn];
+					sourcePastVal[r][c][sourceEmbeddingPhase] -=
+							maxShiftedSourceValue[
+							    states[t-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay][sourceAgentRow][sourceAgentColumn]];
+					sourcePastVal[r][c][sourceEmbeddingPhase] *= base; // and shift the others up
 				}
 			}
-		}		
-
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
+		}
+		
 		if (periodicBoundaryConditions) {
 			average = average/(double) ((timeSteps - startObservationTime) * agentRows * agentColumns);
 		} else {
@@ -1370,35 +1747,70 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	 * @param destIndex destination variable index in states
 	 * @return time-series of local TE values between the series
 	 */
-	public double[] computeLocalFromPreviousObservations(int states[][], int sourceCol, int destCol){
-		int rows = states.length;
-		// int columns = states[0].length;
+	public double[] computeLocalFromPreviousObservations(int states[][], int sourceIndex, int destIndex){
 
+		int timeSteps = states.length;
 		// Allocate for all rows even though we'll leave the first ones as zeros
-		double[] localTE = new double[rows];
+		double[] localTE = new double[timeSteps];
 		average = 0;
 		max = 0;
 		min = 0;
 
-		// Initialise and store the current previous value for each column
-		int pastVal = 0; 
-		pastVal = 0;
-		for (int p = 0; p < k; p++) {
-			pastVal *= base;
-			pastVal += states[startObservationTime - k + p][destCol];
+		if (timeSteps - startObservationTime <= 0) {
+			// No observations to add
+			return localTE;
 		}
-		int sourceVal = 0;
-		for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-			sourceVal *= base;
-			sourceVal += states[startObservationTime - sourceHistoryEmbedLength + p][sourceCol];
+		
+		// Initialise and store the current previous values;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[] pastVal = new int[destEmbeddingDelay];
+		for (int d = 0; d < destEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			pastVal[d] = 0;
+			for (int p = 0; p < k-1; p++) {
+				pastVal[d] += states[startObservationTime + d - 1
+				                   - (k-1)*destEmbeddingDelay
+				                   + p*destEmbeddingDelay][destIndex];
+				pastVal[d] *= base;
+			}
 		}
-		int destVal;
+		// Next for the source:
+		int[] sourcePastVal = new int[sourceEmbeddingDelay];
+		for (int d = 0; d < sourceEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			sourcePastVal[d] = 0;
+			for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+				sourcePastVal[d] += states[startObservationTime + d - delay
+				                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+				                    + p*sourceEmbeddingDelay][sourceIndex];
+				sourcePastVal[d] *= base;
+			}
+		}
+		
+		// Now compute the local values
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
 		double logTerm;
-		for (int r = startObservationTime; r < rows; r++) {
-			destVal = states[r][destCol];
+		for (int r = startObservationTime; r < timeSteps; r++) {
+			// First update the embedding values for the current
+			//  phases of the embeddings:
+			if (k > 0) {
+				pastVal[destEmbeddingPhase] += states[r-1][destIndex];
+			}
+			sourcePastVal[sourceEmbeddingPhase] += states[r-delay][sourceIndex];
+			destVal = states[r][destIndex];
+			int thisPastVal = pastVal[destEmbeddingPhase];
+			int thisSourceVal = sourcePastVal[sourceEmbeddingPhase];
 			// Now compute the local value
-			logTerm = ((double) sourceNextPastCount[sourceVal][destVal][pastVal] / (double) sourcePastCount[sourceVal][pastVal]) /
-		 		((double) nextPastCount[destVal][pastVal] / (double) pastCount[pastVal]);
+			logTerm = ((double) sourceNextPastCount[thisSourceVal][destVal][thisPastVal] /
+						(double) sourcePastCount[thisSourceVal][thisPastVal]) /
+		 		((double) nextPastCount[destVal][thisPastVal] / (double) pastCount[thisPastVal]);
 			localTE[r] = Math.log(logTerm) / log_2;
 			average += localTE[r];
 			if (localTE[r] > max) {
@@ -1406,18 +1818,21 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 			} else if (localTE[r] < min) {
 				min = localTE[r];
 			}
-			// Update the previous value:
+			// Now, update the combined embedding values and phases,
+			//  for this phase we back out the oldest value which we'll no longer need:
 			if (k > 0) {
-				pastVal -= maxShiftedValue[states[r-k][destCol]];
-				pastVal *= base;
-				pastVal += states[r][destCol];
+				pastVal[destEmbeddingPhase] -= maxShiftedValue[states[r-1-(k-1)*destEmbeddingDelay][destIndex]];
+				pastVal[destEmbeddingPhase] *= base; // and shift the others up
 			}
-			sourceVal -= maxShiftedSourceValue[states[r-sourceHistoryEmbedLength][sourceCol]];
-			sourceVal *= base;
-			sourceVal += states[r][sourceCol];
+			sourcePastVal[sourceEmbeddingPhase] -=
+					maxShiftedSourceValue[
+					    states[r-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay][sourceIndex]];
+			sourcePastVal[sourceEmbeddingPhase] *= base; // and shift the others up
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
 		}
-
-		average = average/(double) (rows - startObservationTime);
+		average = average/(double) (timeSteps - startObservationTime);
 		
 		return localTE;
 	}
@@ -1442,33 +1857,66 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 	public double[] computeLocalFromPreviousObservations(int states[][][],
 			int sourceRowIndex, int sourceColumnIndex, int destRowIndex, int destColumnIndex){
 		int timeSteps = states.length;
-		// int columns = states[0].length;
-
 		// Allocate for all rows even though we'll leave the first ones as zeros
 		double[] localTE = new double[timeSteps];
 		average = 0;
 		max = 0;
 		min = 0;
-
-		// Initialise and store the current previous value for each column
-		int pastVal = 0; 
-		pastVal = 0;
-		for (int p = 0; p < k; p++) {
-			pastVal *= base;
-			pastVal += states[startObservationTime - k + p][destRowIndex][destColumnIndex];
+		if (timeSteps - startObservationTime <= 0) {
+			// No observations to add
+			return localTE;
 		}
-		int sourceVal = 0;
-		for (int p = 0; p < sourceHistoryEmbedLength; p++) {
-			sourceVal *= base;
-			sourceVal += states[startObservationTime - sourceHistoryEmbedLength + p][sourceRowIndex][sourceColumnIndex];
+		
+		// Initialise and store the current previous values;
+		//  one for each phase of the embedding delay.
+		// First for the destination:
+		int[] pastVal = new int[destEmbeddingDelay];
+		for (int d = 0; d < destEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			pastVal[d] = 0;
+			for (int p = 0; p < k-1; p++) {
+				pastVal[d] += states[startObservationTime + d - 1
+				                   - (k-1)*destEmbeddingDelay
+				                   + p*destEmbeddingDelay][destRowIndex][destColumnIndex];
+				pastVal[d] *= base;
+			}
 		}
-		int destVal;
+		// Next for the source:
+		int[] sourcePastVal = new int[sourceEmbeddingDelay];
+		for (int d = 0; d < sourceEmbeddingDelay; d++) {
+			// Compute the current previous values for
+			//  phase d of the embedding delay, but leave
+			//  out the most recent value (we'll add those in
+			//  in the main loop)
+			sourcePastVal[d] = 0;
+			for (int p = 0; p < sourceHistoryEmbedLength - 1; p++) {
+				sourcePastVal[d] += states[startObservationTime + d - delay
+				                    - (sourceHistoryEmbedLength-1)*sourceEmbeddingDelay
+				                    + p*sourceEmbeddingDelay][sourceRowIndex][sourceColumnIndex];
+				sourcePastVal[d] *= base;
+			}
+		}
+		
+		// Now compute the local values
+		int destVal, destEmbeddingPhase = 0, sourceEmbeddingPhase = 0;
 		double logTerm;
 		for (int r = startObservationTime; r < timeSteps; r++) {
+			// First update the embedding values for the current
+			//  phases of the embeddings:
+			if (k > 0) {
+				pastVal[destEmbeddingPhase] += states[r-1][destRowIndex][destColumnIndex];
+			}
+			sourcePastVal[sourceEmbeddingPhase] += states[r-delay][sourceRowIndex][sourceColumnIndex];
 			destVal = states[r][destRowIndex][destColumnIndex];
+			int thisPastVal = pastVal[destEmbeddingPhase];
+			int thisSourceVal = sourcePastVal[sourceEmbeddingPhase];
 			// Now compute the local value
-			logTerm = ((double) sourceNextPastCount[sourceVal][destVal][pastVal] / (double) sourcePastCount[sourceVal][pastVal]) /
-		 		((double) nextPastCount[destVal][pastVal] / (double) pastCount[pastVal]);
+			logTerm = ((double) sourceNextPastCount[thisSourceVal][destVal][thisPastVal] /
+						(double) sourcePastCount[thisSourceVal][thisPastVal]) /
+		 		((double) nextPastCount[destVal][thisPastVal] / (double) pastCount[thisPastVal]);
 			localTE[r] = Math.log(logTerm) / log_2;
 			average += localTE[r];
 			if (localTE[r] > max) {
@@ -1476,15 +1924,19 @@ public class TransferEntropyCalculatorDiscrete extends ContextOfPastMeasureCalcu
 			} else if (localTE[r] < min) {
 				min = localTE[r];
 			}
-			// Update the previous value:
+			// Now, update the combined embedding values and phases,
+			//  for this phase we back out the oldest value which we'll no longer need:
 			if (k > 0) {
-				pastVal -= maxShiftedValue[states[r-k][destRowIndex][destColumnIndex]];
-				pastVal *= base;
-				pastVal += states[r][destRowIndex][destColumnIndex];
+				pastVal[destEmbeddingPhase] -= maxShiftedValue[states[r-1-(k-1)*destEmbeddingDelay][destRowIndex][destColumnIndex]];
+				pastVal[destEmbeddingPhase] *= base; // and shift the others up
 			}
-			sourceVal -= maxShiftedSourceValue[states[r-sourceHistoryEmbedLength][sourceRowIndex][sourceColumnIndex]];
-			sourceVal *= base;
-			sourceVal += states[r][sourceRowIndex][sourceColumnIndex];
+			sourcePastVal[sourceEmbeddingPhase] -=
+					maxShiftedSourceValue[
+					    states[r-delay-(sourceHistoryEmbedLength-1)*sourceEmbeddingDelay][sourceRowIndex][sourceColumnIndex]];
+			sourcePastVal[sourceEmbeddingPhase] *= base; // and shift the others up
+			// then update the phase
+			destEmbeddingPhase = (destEmbeddingPhase + 1) % destEmbeddingDelay; 
+			sourceEmbeddingPhase = (sourceEmbeddingPhase + 1) % sourceEmbeddingDelay; 
 		}
 
 		average = average/(double) (timeSteps - startObservationTime);
diff --git a/java/source/infodynamics/utils/MatrixUtils.java b/java/source/infodynamics/utils/MatrixUtils.java
index 00f13d0..7203b7a 100755
--- a/java/source/infodynamics/utils/MatrixUtils.java
+++ b/java/source/infodynamics/utils/MatrixUtils.java
@@ -137,6 +137,18 @@ public class MatrixUtils {
 		return total;
 	}
 
+	public static double sum(double[][][] input) {
+		double total = 0;
+		for (int i = 0; i < input.length; i++) {
+			for (int j = 0; j < input[i].length; j++) {
+				for (int k = 0; k < input[i][j].length; k++) {
+					total += input[i][j][k];
+				}
+			}
+		}
+		return total;
+	}
+
 	public static int sum(int[] input) {
 		int total = 0;
 		for (int i = 0; i < input.length; i++) {
@@ -155,6 +167,18 @@ public class MatrixUtils {
 		return total;
 	}
 
+	public static int sum(int[][][] input) {
+		int total = 0;
+		for (int i = 0; i < input.length; i++) {
+			for (int j = 0; j < input[i].length; j++) {
+				for (int k = 0; k < input[i][j].length; k++) {
+					total += input[i][j][k];
+				}
+			}
+		}
+		return total;
+	}
+
 	/**
 	 * Return an array of the sums for each column in the 2D input
 	 * 
@@ -979,6 +1003,23 @@ public class MatrixUtils {
 		}
 	}
 
+	/**
+	 * Copies the given source array into the required column number of the destination
+	 * @param destination
+	 * @param index1
+	 * @param index2
+	 * @param source
+	 */
+	public static void copyIntoColumn3D(int[][][] destination, int index1, int index2, int[] source) throws Exception {
+		if (source.length != destination.length) {
+			throw new Exception("Destination column is not of the same length as the source (" +
+					destination.length + " vs " + source.length + ")");
+		}
+		for (int r = 0; r < destination.length; r++) {
+			destination[r][index1][index2] = source[r];
+		}
+	}
+
 	/**
 	 * Return a new matrix with the columns of matrix1 joined on the back of matrix2
 	 * 
@@ -1654,6 +1695,24 @@ public class MatrixUtils {
 		return matrix;
 	}
 	
+	/**
+	 * Constructs all embedding vectors of size k for the data.
+	 * There will be (data.length - k + 1) of these vectors returned.
+	 * 
+	 * @param data time series data
+	 * @param k embedding length
+	 * @return An array of k-length embedding vectors
+	 */
+	public static int[][] makeDelayEmbeddingVector(int[] data, int k) {
+		try {
+			return makeDelayEmbeddingVector(data, k, k - 1, data.length - k + 1);
+		} catch (Exception e) {
+			// The above call should not throw an Exception, handle here 
+			//  in a RuntimeException so this method doesn't throw one
+			throw new RuntimeException(e);
+		}
+	}
+
 	/**
 	 * Constructs all embedding vectors of size k for the data.
 	 * There will be (data.length - k + 1) of these vectors returned.
@@ -1672,6 +1731,39 @@ public class MatrixUtils {
 		}
 	}
 
+	/**
+	 * Constructs numEmbeddingVectors embedding vectors of size k for the data,
+	 * with the first embedding vector having it's last time point at t=startKthPoint
+	 * 
+	 * @param data time series data
+	 * @param k embedding length
+	 * @param startKthPoint last time point of the first embedding vector
+	 *   (i.e. use k-1 if you want to go from the start)
+	 * @param numEmbeddingVectors the number of embedding vectors to return
+	 *   (i.e. use data.length-k+1 if you go from the start and want all
+	 *   of them extracted)
+	 * @return a 2D array of k-length embedding vectors.
+	 */
+	public static int[][] makeDelayEmbeddingVector(int[] data, int k,
+			int startKthPoint, int numEmbeddingVectors) throws Exception {
+		if (startKthPoint < k - 1) {
+			throw new Exception("Start point t=" + startKthPoint + " is too early for a " +
+					k + " length embedding vector");
+		}
+		if (numEmbeddingVectors + startKthPoint > data.length) {
+			throw new Exception("Too many embedding vectors " + numEmbeddingVectors +
+					" requested for the given startPoint " + startKthPoint +
+					" and time series length " + data.length);
+		}
+		int[][] embeddingVectors = new int[numEmbeddingVectors][k];
+		for (int t = startKthPoint; t < numEmbeddingVectors + startKthPoint; t++) {
+			for (int i = 0; i < k; i++) {
+				embeddingVectors[t - startKthPoint][i] = data[t - i];
+			}
+		}
+		return embeddingVectors;
+	}
+
 	/**
 	 * Constructs numEmbeddingVectors embedding vectors of size k for the data,
 	 * with the first embedding vector having it's last time point at t=startKthPoint
@@ -1705,6 +1797,42 @@ public class MatrixUtils {
 		return embeddingVectors;
 	}
 
+	/**
+	 * Constructs numEmbeddingVectors embedding vectors of size k for the data,
+	 *  with embedding delay tau between each time sample for the vectors,
+	 *  with the first embedding vector having it's last time point at t=startKthPoint
+	 * 
+	 * @param data time series data
+	 * @param k embedding length
+	 * @param tau embedding delay between each point in the original time series
+	 * 		selected into each embedding vector
+	 * @param startKthPoint last time point of the first embedding vector
+	 *   (i.e. use (k-1)*tau if you want to go from the start)
+	 * @param numEmbeddingVectors the number of embedding vectors to return
+	 *   (i.e. use data.length-(k-1)*tau if you go from the start and want all
+	 *   of them extracted)
+	 * @return  a 2D array of k-length embedding vectors.
+	 */
+	public static int[][] makeDelayEmbeddingVector(int[] data, int k, int tau,
+			int startKthPoint, int numEmbeddingVectors) throws Exception {
+		if (startKthPoint < (k - 1)*tau) {
+			throw new Exception("Start point t=" + startKthPoint + " is too early for a " +
+					k + " length embedding vector with delay " + tau);
+		}
+		if (numEmbeddingVectors + startKthPoint > data.length) {
+			throw new Exception("Too many embedding vectors " + numEmbeddingVectors +
+					" requested for the given startPoint " + startKthPoint +
+					" and time series length " + data.length);
+		}
+		int[][] embeddingVectors = new int[numEmbeddingVectors][k];
+		for (int t = startKthPoint; t < numEmbeddingVectors + startKthPoint; t++) {
+			for (int i = 0; i < k; i++) {
+				embeddingVectors[t - startKthPoint][i] = data[t - i*tau];
+			}
+		}
+		return embeddingVectors;
+	}
+
 	/**
 	 * Constructs numEmbeddingVectors embedding vectors of size k for the data,
 	 *  with embedding delay tau between each time sample for the vectors,
@@ -2163,6 +2291,25 @@ public class MatrixUtils {
 		}
 	}
 
+	/**
+	 * Normalises the elements along each column of the matrix
+	 * 
+	 * @param matrix 2D matrix of doubles
+	 * @param means means to normalise to for each column of data
+	 * @param stds std deviations to normalise to for each column of data
+	 */
+	public static void normalise(double[][] matrix, double[] means, double[] stds) {
+		for (int r = 0; r < matrix.length; r++) {
+			for (int c = 0; c < matrix[r].length; c++) {
+				matrix[r][c] = matrix[r][c] - means[c];
+				if (!Double.isInfinite(1.0 /  stds[c])) {
+					matrix[r][c] /= stds[c];
+				} // else we just subtract off the mean
+			}
+		}
+	}
+
+
 	/**
 	 * Normalises the elements along each column of the matrix
 	 * 
@@ -3706,9 +3853,16 @@ public class MatrixUtils {
 		for (int r = 0; r < array.length; r++) {
 				out.print(array[r] + " ");
 		}
-		out.println();
+		// out.println();
 	}
 
+	public static void printArray(PrintStream out, double[] array, int numDp) {
+		for (int r = 0; r < array.length; r++) {
+				out.printf(String.format("%%.%df ", numDp), array[r]);
+		}
+		// out.println();
+	}
+	
 	public static String arrayToString(double[] array) {
 		StringBuffer sb = new StringBuffer();
 		for (int r = 0; r < array.length; r++) {
diff --git a/java/unittests/infodynamics/measures/discrete/TransferEntropyTester.java b/java/unittests/infodynamics/measures/discrete/TransferEntropyTester.java
index b724c63..ce7f800 100755
--- a/java/unittests/infodynamics/measures/discrete/TransferEntropyTester.java
+++ b/java/unittests/infodynamics/measures/discrete/TransferEntropyTester.java
@@ -18,6 +18,12 @@
 
 package infodynamics.measures.discrete;
 
+import java.util.Arrays;
+import java.util.Random;
+
+import infodynamics.utils.AnalyticMeasurementDistribution;
+import infodynamics.utils.EmpiricalMeasurementDistribution;
+import infodynamics.utils.MatrixUtils;
 import infodynamics.utils.RandomGenerator;
 import junit.framework.TestCase;
 
@@ -84,4 +90,477 @@ public class TransferEntropyTester extends TestCase {
 		result = teCalc.computeAverageLocalOfObservations();
 		assertEquals(1, result, 0.0000001);
 	}
+	
+	public void testEmbeddings() throws Exception {
+		// Use a short length so that if anything is mis-embedded we'll 
+		//  definitely see a change in the result
+		int length = 50;
+		for (int type = 0; type < NUM_ORDINARY_TESTS; type++) {
+			System.out.println("Testing operation " + type + " for TE discrete embeddings...");  
+			for (int delay = 1; delay < 4; delay++) {
+				for (int selfLag = 1; selfLag < 4; selfLag++) {
+					for (int k = 1; k < 4; k++) {
+						for (int l = 1; l < 4; l++) {
+							for (int k_tau = 1; k_tau < 4; k_tau++) {
+								for (int l_tau = 1; l_tau < 4; l_tau++) {
+									for (int cDelay = 1; cDelay < 4; cDelay++) {
+										for (int startOffset = 0; startOffset < 10; startOffset += 3) {
+											int[][] data = generateData(length, type, delay, selfLag);
+											int[] source = data[0];
+											int[] dest = data[1];
+											TransferEntropyCalculatorDiscrete teCalc =
+													new TransferEntropyCalculatorDiscrete(2, k, k_tau, l, l_tau, cDelay);
+											teCalc.initialise();
+											teCalc.addObservations(source, dest, startOffset, dest.length - 1);
+											double result = teCalc.computeAverageLocalOfObservations();
+											// System.out.printf("Result = %.4f\n", result);
+											// Now check that against our own embeddings with conditional MI:
+											int startTimeBasedOnDestPast = (k-1)*k_tau + 1;
+											int startTimeBasedOnSourcePast = (l-1)*l_tau + cDelay;
+											int startObservationTime = Math.max(startTimeBasedOnDestPast, startTimeBasedOnSourcePast) + startOffset;
+											int[][] destPastVectors = 
+													MatrixUtils.makeDelayEmbeddingVector(dest, k, k_tau,
+															startObservationTime-1,
+															dest.length - startObservationTime);
+											int[] destPastCombined = MatrixUtils.computeCombinedValues(destPastVectors, 2);
+											int[][] sourcePastVectors = 
+													MatrixUtils.makeDelayEmbeddingVector(source, l, l_tau,
+															startObservationTime - cDelay,
+															source.length - startObservationTime);
+											int[] sourcePastCombined = MatrixUtils.computeCombinedValues(sourcePastVectors, 2);
+											int[] destNext = MatrixUtils.select(dest, startObservationTime, dest.length - startObservationTime);
+											ConditionalMutualInformationCalculatorDiscrete cmiCalc =
+													new ConditionalMutualInformationCalculatorDiscrete((int) Math.pow(2, l), 2, (int) Math.pow(2, k));
+											cmiCalc.initialise();
+											cmiCalc.addObservations(sourcePastCombined, destNext, destPastCombined);
+											double resultCmi = cmiCalc.computeAverageLocalOfObservations();
+											assertEquals(resultCmi, result, 0.000001);
+										}
+									}
+								}
+							}
+						}
+					}
+				}
+			}
+		}
+	}
+	
+	public final static int TYPE_COPY = 0;
+	public final static int TYPE_OR = 1;
+	public final static int TYPE_AND = 2;
+	public final static int TYPE_XOR = 3;
+	public final static int TYPE_NOISY_XOR = 4;
+	public final static int NUM_ORDINARY_TESTS = 5;
+	
+	public int[][] generateData(int length, int type, int delay, int selfLag) {
+		int[] source = rand.generateRandomInts(length, 2);
+		int[] dest = new int[length];
+		int startTime = Math.max(delay,  selfLag);
+		Random rng = new Random();
+		for (int t = 0; t < startTime; t++) {
+			dest[t] = rng.nextInt(2);
+		}
+		for (int t = startTime; t < length; t++) {
+			switch(type){
+			case TYPE_COPY:
+				dest[t] = source[t-delay];
+				break;
+			case TYPE_OR:
+				dest[t] = source[t-delay] | dest[t-selfLag];
+				break;
+			case TYPE_AND:
+				dest[t] = source[t-delay] & dest[t-selfLag];
+				break;
+			case TYPE_XOR:
+				dest[t] = (source[t-delay] ^ dest[t-selfLag]) & 1; // Mask out the upper bits
+				break;
+			case TYPE_NOISY_XOR:
+				dest[t] = (source[t-delay] ^ dest[t-selfLag]) & 1; // Mask out the upper bits
+				if (rng.nextInt(4) == 1) {
+					// 1 in 4 chance we flip the output:
+					dest[t] = (dest[t] ^ 1) & 1;  // Mask out the upper bits
+				}
+				break;
+			}
+		}
+		int[][] retVal = new int[2][];
+		retVal[0] = source;
+		retVal[1] = dest;
+		return retVal;
+	}
+	
+	public void testValidObservations() {
+		int length = 100;
+		int[][] data = generateData(100, 1, 1, 1);
+		int[] source = data[0];
+		int[] dest = data[1];
+		TransferEntropyCalculatorDiscrete teCalc =
+				new TransferEntropyCalculatorDiscrete(2, 1, 1, 1, 1, 1);
+		teCalc.initialise();
+		boolean[] validity = new boolean[length];
+		boolean[] allValid = new boolean[length];
+		
+		// 1. check that all samples are counted if validity is always true
+		Arrays.fill(allValid, true);
+		teCalc.addObservations(source, dest, allValid);
+		assertEquals(length - 1, teCalc.getNumObservations());
+
+		// 2. check that only one samples is left out if first or last entry is invalid:
+		Arrays.fill(validity, true);
+		validity[0] = false;
+		teCalc = new TransferEntropyCalculatorDiscrete(2, 1, 1, 1, 1, 1);
+		teCalc.initialise();
+		teCalc.addObservations(source, dest, validity);
+		assertEquals(length - 2, teCalc.getNumObservations());
+		validity[0] = true;
+		validity[length - 1] = false;
+		teCalc = new TransferEntropyCalculatorDiscrete(2, 1, 1, 1, 1, 1);
+		teCalc.initialise();
+		teCalc.addObservations(source, dest, validity);
+		assertEquals(length - 2, teCalc.getNumObservations());
+		
+		// 3. check that only two samples are left out if an entry in middle invalid:
+		Arrays.fill(validity, true);
+		validity[10] = false;
+		teCalc = new TransferEntropyCalculatorDiscrete(2, 1, 1, 1, 1, 1);
+		teCalc.initialise();
+		teCalc.addObservations(source, dest, validity);
+		assertEquals(length - 3, teCalc.getNumObservations());
+
+		// 4. check that only three samples are left out if two consecutive entries in middle invalid:
+		Arrays.fill(validity, true);
+		validity[10] = false;
+		validity[11] = false;
+		teCalc = new TransferEntropyCalculatorDiscrete(2, 1, 1, 1, 1, 1);
+		teCalc.initialise();
+		teCalc.addObservations(source, dest, validity);
+		assertEquals(length - 4, teCalc.getNumObservations());
+
+		// 5. check that four samples are left out if two non-consecutive entries in middle invalid:
+		Arrays.fill(validity, true);
+		validity[10] = false;
+		validity[12] = false;
+		teCalc = new TransferEntropyCalculatorDiscrete(2, 1, 1, 1, 1, 1);
+		teCalc.initialise();
+		teCalc.addObservations(source, dest, validity);
+		assertEquals(length - 5, teCalc.getNumObservations());
+		
+		// 6. check that only k+1 extra samples are left out if an entry in middle invalid:
+		Arrays.fill(validity, true);
+		validity[50] = false;
+		for (int k = 1; k < 5; k++) {
+			for (int k_tau = 1; k_tau < 5; k_tau++) {
+				int startTimeBasedOnDestPast = (k-1)*k_tau + 1;
+				// First check the number of observations when all valid:
+				System.out.printf("Testing addObservations(valid) for k=%d, k_tau=%d\n", k, k_tau);
+				teCalc = new TransferEntropyCalculatorDiscrete(2, k, k_tau, 1, 1, 1);
+				teCalc.initialise();
+				teCalc.addObservations(source, dest, allValid);
+				assertEquals(length - startTimeBasedOnDestPast, teCalc.getNumObservations());
+				// Now check with an entry left out in the middle:
+				teCalc = new TransferEntropyCalculatorDiscrete(2, k, k_tau, 1, 1, 1);
+				teCalc.initialise();
+				teCalc.addObservations(source, dest, validity);
+				assertEquals(length - startTimeBasedOnDestPast - ((k-1)*k_tau+2), teCalc.getNumObservations());
+			}
+		}
+		// 7. check correct number of extra samples left out 
+		//   for two nearby entries in middle being invalid:
+		Arrays.fill(validity, true);
+		int invalidtime = 50;
+		validity[invalidtime] = false;
+		for (int k = 1; k < 5; k++) {
+			for (int k_tau = 1; k_tau < 5; k_tau++) {
+				int startTimeBasedOnDestPast = (k-1)*k_tau + 1;
+				for (int t = 1; t < 20; t++) {
+					validity[invalidtime+t] = false;
+					teCalc = new TransferEntropyCalculatorDiscrete(2, k, k_tau, 1, 1, 1);
+					teCalc.initialise();
+					teCalc.addObservations(source, dest, validity);
+					int expectedInvalidTimes = 0;
+					if (t > startTimeBasedOnDestPast) {
+						// Both invalid entries cause independent invalid periods
+						expectedInvalidTimes = (startTimeBasedOnDestPast + 1)*2;
+					} else {
+						// Their invalid times overlap
+						expectedInvalidTimes = (startTimeBasedOnDestPast + 1) + t;
+					}
+					assertEquals(length - startTimeBasedOnDestPast - expectedInvalidTimes,
+							teCalc.getNumObservations());
+					validity[invalidtime+t] = true;
+				}
+			}
+		}
+		// 8. check correct number of extra samples left out 
+		//   for two nearby entries in middle being invalid,
+		//   but using a long source embedding
+		Arrays.fill(validity, true);
+		validity[invalidtime] = false;
+		for (int l = 1; l < 5; l++) {
+			for (int l_tau = 1; l_tau < 5; l_tau++) {
+				int startTimeBasedOnDestPast = (l-1)*l_tau + 1;
+				for (int t = 1; t < 20; t++) {
+					validity[invalidtime+t] = false;
+					teCalc = new TransferEntropyCalculatorDiscrete(2, 1, 1, l, l_tau, 1);
+					teCalc.initialise();
+					teCalc.addObservations(source, dest, validity);
+					int expectedInvalidTimes = 0;
+					if (t > startTimeBasedOnDestPast) {
+						// Both invalid entries cause independent invalid periods
+						// Need the +1 here because when the invalid is next state
+						//  it still adds 1 in addition to the source
+						//  invalidities!
+						expectedInvalidTimes = (startTimeBasedOnDestPast + 1)*2;
+					} else {
+						// Their invalid times overlap
+						expectedInvalidTimes = (startTimeBasedOnDestPast + 1) + t;
+					}
+					assertEquals(length - startTimeBasedOnDestPast - expectedInvalidTimes,
+							teCalc.getNumObservations());
+					validity[invalidtime+t] = true;
+				}
+			}
+		}
+		// 9. check correct number of extra samples left out 
+		//   for two nearby entries in middle being invalid,
+		//   but using a long source embedding AND a source-dest delay
+		for (int l = 1; l < 5; l++) {
+			for (int l_tau = 1; l_tau < 5; l_tau++) {
+				for (int k = 1; k < 5; k++) {
+					for (int k_tau = 1; k_tau < 5; k_tau++) {
+						for (int delay = 1; delay < 5; delay++) {
+							int startTimeBasedOnDestPast = (k-1)*k_tau + 1;
+							int startTimeBasedOnSourcePast = (l-1)*l_tau + delay;
+							int startObservationTime = Math.max(startTimeBasedOnDestPast, startTimeBasedOnSourcePast);
+							int numPointsRemoved = 0;
+							Arrays.fill(validity, true);
+							validity[startObservationTime+2] = false;
+							boolean overlap = false;
+							if (startTimeBasedOnDestPast >= delay) {
+								// The embeddings overlap, so number of points removed
+								//  is solely based on startObservationTime
+								numPointsRemoved = (startObservationTime + 1);
+								overlap = true;
+							} else {
+								// The embeddings do not overlap, so will contribute 
+								//  to point removal separately
+								numPointsRemoved = (l-1)*l_tau + 1 + startTimeBasedOnDestPast + 1;
+								overlap = false;
+							}
+							System.out.printf("k=%d, k_tau=%d, l=%d, l_tau=%d, delay=%d, overlap=%b; expecting removal of %d points\n",
+									k, k_tau, l, l_tau, delay, overlap, numPointsRemoved);
+							teCalc = new TransferEntropyCalculatorDiscrete(2, k, k_tau, l, l_tau, delay);
+							teCalc.initialise();
+							teCalc.addObservations(source, dest, validity);
+							assertEquals(length - startObservationTime - numPointsRemoved,
+									teCalc.getNumObservations());
+						}
+					}
+				}
+			}
+		}
+	}
+	
+	public void testSignificance() throws Exception {
+		int length = 1000;
+		int[][] data = generateData(length, 2, 2, 3);
+		int[] source = data[0];
+		int[] dest = data[1];
+		TransferEntropyCalculatorDiscrete teCalc =
+				new TransferEntropyCalculatorDiscrete(2, 2, 2, 2, 2, 2);
+		teCalc.initialise();
+		teCalc.addObservations(source, dest);
+		double originalResult = teCalc.computeAverageLocalOfObservations();
+		// Just make sure the significance check returns the right number of calculations, etc
+		int numSurrogates = 151;
+		EmpiricalMeasurementDistribution emd = teCalc.computeSignificance(numSurrogates);
+		assertEquals(numSurrogates, emd.distribution.length);
+		// And now make an analytic calculation:
+		@SuppressWarnings("unused")
+		AnalyticMeasurementDistribution amd = teCalc.computeSignificance();
+		// Not really anything I can check here, just want to make sure it runs ok
+		double resultAfterSigTest = teCalc.computeAverageLocalOfObservations();
+		assertEquals(originalResult, resultAfterSigTest, 0.000001);
+	}
+	
+	public void testLocals() throws Exception {
+		int length = 500;
+		int[][] data2D = new int[length][2];
+		int[][][] data3D = new int[length][2][2];
+		for (int type = 0; type < NUM_ORDINARY_TESTS; type++) {
+			System.out.println("Testing operation " + type + " for TE discrete embeddings with locals...");  
+			for (int delay = 1; delay < 4; delay++) {
+				for (int selfLag = 1; selfLag < 4; selfLag++) {
+					for (int k = 1; k < 4; k++) {
+						for (int l = 1; l < 4; l++) {
+							for (int k_tau = 1; k_tau < 4; k_tau++) {
+								for (int l_tau = 1; l_tau < 4; l_tau++) {
+									for (int cDelay = 1; cDelay < 4; cDelay++) {
+										int[][] data = generateData(length, type, delay, selfLag);
+										int[] source = data[0];
+										int[] dest = data[1];
+										TransferEntropyCalculatorDiscrete teCalc =
+												new TransferEntropyCalculatorDiscrete(2, k, k_tau, l, l_tau, cDelay);
+										teCalc.initialise();
+										teCalc.addObservations(source, dest);
+										double result = teCalc.computeAverageLocalOfObservations();
+										double[] locals = teCalc.computeLocalFromPreviousObservations(source, dest);
+										// Now check that the average of the locals gives us the correct value
+										int startTimeBasedOnDestPast = (k-1)*k_tau + 1;
+										int startTimeBasedOnSourcePast = (l-1)*l_tau + cDelay;
+										int startObservationTime = Math.max(startTimeBasedOnDestPast, startTimeBasedOnSourcePast);
+										double sumLocals = MatrixUtils.sum(locals);
+										double avLocals = sumLocals / (double) (length - startObservationTime);
+										// System.out.printf("Testing locals for k=%d, k_tau=%d, l=%d, l_tau=%d, delay=%d, expecting no locals for first %d points\n",
+										//		k, k_tau, l, l_tau, delay, startObservationTime);
+										assertEquals(length - startObservationTime, teCalc.getNumObservations());
+										for (int t = 0; t < startObservationTime; t++) {
+											// First startObservationTime time steps should have
+											//  local value of 0
+											assertEquals(0, locals[t], 0.000001);
+										}
+										assertEquals(result, avLocals, 0.000001);
+										
+										// Now test for the 2D methods:
+										teCalc.initialise();
+										MatrixUtils.copyIntoColumn(data2D, 0, source);
+										MatrixUtils.copyIntoColumn(data2D, 1, dest);
+										// Make sure we only calculate source -> dest:
+										teCalc.setPeriodicBoundaryConditions(false);
+										teCalc.addObservations(data2D, 1);
+										double result2D = teCalc.computeAverageLocalOfObservations();
+										assertEquals(result, result2D, 0.00001);
+										int numObs = teCalc.getNumObservations();
+										// Now compute across both columns:
+										teCalc.initialise();
+										teCalc.setPeriodicBoundaryConditions(true);
+										teCalc.addObservations(data2D, 1);
+										assertEquals(numObs*2, teCalc.getNumObservations());
+										double result2DBoth = teCalc.computeAverageLocalOfObservations();
+										double[][] locals2D = teCalc.computeLocalFromPreviousObservations(data2D, 1);
+										sumLocals = MatrixUtils.sum(locals2D);
+										avLocals = sumLocals / (double) (teCalc.getNumObservations());
+										assertEquals(result2DBoth, avLocals, 0.000001);
+										// Now compute for one source and dest only:
+										teCalc.initialise();
+										teCalc.addObservations(data2D, 0, 1);
+										double resultAcrossCols = teCalc.computeAverageLocalOfObservations();
+										assertEquals(result, resultAcrossCols, 0.0000001);
+										
+										// Now test the 3D methods
+										teCalc.initialise();
+										MatrixUtils.copyIntoColumn3D(data3D, 0, 0, source);
+										MatrixUtils.copyIntoColumn3D(data3D, 1, 1, dest);
+										// Make sure we only calculate source -> dest:
+										teCalc.setPeriodicBoundaryConditions(false);
+										teCalc.addObservations(data3D, 1, 1);
+										double result3D = teCalc.computeAverageLocalOfObservations();
+										assertEquals(result, result3D, 0.00001);
+										numObs = teCalc.getNumObservations();
+										// Now compute across all columns:
+										teCalc.initialise();
+										teCalc.setPeriodicBoundaryConditions(true);
+										teCalc.addObservations(data3D, 1, 1);
+										assertEquals(numObs*4, teCalc.getNumObservations());
+										double result3DAll = teCalc.computeAverageLocalOfObservations();
+										double[][][] locals3D = teCalc.computeLocalFromPreviousObservations(data3D, 1, 1);
+										sumLocals = MatrixUtils.sum(locals3D);
+										avLocals = sumLocals / (double) (teCalc.getNumObservations());
+										assertEquals(result3DAll, avLocals, 0.000001);
+										// Now compute for one source and dest only:
+										teCalc.initialise();
+										teCalc.addObservations(data3D, 0, 0, 1, 1);
+										resultAcrossCols = teCalc.computeAverageLocalOfObservations();
+										assertEquals(result, resultAcrossCols, 0.0000001);
+									}
+								}
+							}
+						}
+					}
+				}
+			}
+		}
+	}
+	
+	public int[][] generateParityData(int length, int delay, int k, int l) {
+		int[][] data = new int[length][2];
+		int k_tau = 1;
+		int l_tau = 1;
+		int startTimeBasedOnDestPast = (k-1)*k_tau + 1;
+		int startTimeBasedOnSourcePast = (l-1)*l_tau + delay;
+		int startObservationTime = Math.max(startTimeBasedOnDestPast, startTimeBasedOnSourcePast);
+		Random random = new Random();
+		for (int t = 0; t < startObservationTime; t++) {
+			data[t][0] = random.nextInt(2);
+			data[t][1] = random.nextInt(2);
+		}
+		for (int t = startObservationTime; t < length; t++) {
+			data[t][1] = 0;
+			for (int ki = 0; ki < k; ki++) {
+				data[t][1] ^= data[t-1-ki][1];
+			}
+			for (int li = 0; li < l; li++) {
+				data[t][1] ^= data[t-delay-li][0];
+			}
+			data[t][0] = random.nextInt(2);
+		}
+		
+		return data;
+	}
+
+	public void testComplexParity() throws Exception {
+		int length = 10000;
+		for (int delay = 1; delay < 4; delay++) {
+			for (int k_dest = 1; k_dest < 4; k_dest++) {
+				for (int l_source = 1; l_source < 4; l_source++) {
+					for (int k = 1; k < 4; k++) {
+						for (int l = 1; l < 4; l++) {
+							for (int k_tau = 1; k_tau < 4; k_tau++) {
+								for (int l_tau = 1; l_tau < 4; l_tau++) {
+									for (int cDelay = 1; cDelay < 4; cDelay++) {
+										int[][] data = generateParityData(length, delay, k_dest, l_source);
+										int[] source = MatrixUtils.selectColumn(data, 0);
+										int[] dest = MatrixUtils.selectColumn(data, 1);
+										TransferEntropyCalculatorDiscrete teCalc =
+												new TransferEntropyCalculatorDiscrete(2, k, k_tau, l, l_tau, cDelay);
+										teCalc.initialise();
+										teCalc.addObservations(source, dest);
+										double result = teCalc.computeAverageLocalOfObservations();
+										if ((k >= k_dest) && (cDelay <= delay) &&
+												(l - delay + cDelay >= l_source) &&
+												((k_dest==1) || (k_tau == 1)) &&
+												(((l_source==1) && (cDelay==delay)) || (l_tau == 1))) {
+											// Our embedding parameters will be satisfactory
+											//  to detect the parity operation
+											if (result <= 0.9) {
+												System.out.printf("(k=%d >= k_dest=%d) && (cDelay=%d <= delay=%d) && " +
+													"(l=%d - delay=%d + cDelay=%d >= l_source=%d) && ((k_dest=%d==1) || (k_tau=%d == 1)) && " +
+													"(((l_source=%d==1)&&(cDelay=%d==delay=%d)) || (l_tau=%d == 1)) was true but result=%.3f too low\n",
+													k, k_dest, cDelay, delay, l, delay, cDelay, l_source, k_dest, k_tau, l_source, cDelay, delay, l_tau, result);
+											}
+											assertTrue(result > 0.9);
+										} else {
+											// It's still quite possible that the parity operation is detected, because
+											//  we can have some strange behaviour emerge here, e.g. initial conditions lock in
+											//  dest behaviour as either a copy or inversion of source (in which case you always detect
+											//  the one bit dependence with k=1).
+											// So instead, let's look for conditions where we know it *cannot* be detected!
+											if (cDelay > delay) {
+												if (result > 0.1) {
+													System.out.printf("(cDelay=%d > delay=%d) was false but result=%.3f too high\n",
+															cDelay, delay, result);
+												}
+												assertTrue(result < 0.1);
+											}
+										}
+									}
+								}
+							}
+						}
+					}
+				}
+			}
+		}
+	}
 }

From 08d380398bb67b19128d6895f7da51cde19d6dfe Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Mon, 17 Oct 2016 16:32:18 +1100
Subject: [PATCH 02/34] For MultiInfoCalculatorDiscrete added simple interface
 for adding joint observations

---
 .../MultiInformationCalculatorDiscrete.java   | 25 +++++++++++++++++--
 1 file changed, 23 insertions(+), 2 deletions(-)

diff --git a/java/source/infodynamics/measures/discrete/MultiInformationCalculatorDiscrete.java b/java/source/infodynamics/measures/discrete/MultiInformationCalculatorDiscrete.java
index a2db1e9..279ac75 100755
--- a/java/source/infodynamics/measures/discrete/MultiInformationCalculatorDiscrete.java
+++ b/java/source/infodynamics/measures/discrete/MultiInformationCalculatorDiscrete.java
@@ -91,8 +91,29 @@ public class MultiInformationCalculatorDiscrete extends InfoMeasureCalculatorDis
 		MatrixUtils.fill(marginalCounts, 0);
 	}
 	
-	// TODO Define just a simple addObservations for 
-	//  int[][] states where there are just numVars variables
+	/**
+	 * Given multiple time samples of a homogeneous array of variables (states),
+	 * add the observations of all sets of numVars of these
+	 * Do this for every time point
+	 *  
+	 * @param states 2D array of values of an array of variables
+	 *  at many observations (first index is time, second is variable index)
+	 */
+	public void addObservations(int[][] states) {
+		for (int t = 0; t < states.length; t++) {
+			// Add the marginal observations in, and compute the joint state value
+			//  for this sample at time t
+			int jointValue = 0;
+			for (int i = 0; i < numVars; i++) {
+				int thisValue = states[t][i];
+				marginalCounts[i][thisValue]++;
+				jointValue *= base;
+				jointValue += thisValue;
+			}
+			jointCount[jointValue]++;
+			observations++;
+		}
+	}
 	
 	/**
 	 * Given one time sample of a homogeneous array of variables (states),

From 16239d3c3ecb98a468051f0820e5ebf7a66ee31e Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 00:00:31 +1100
Subject: [PATCH 03/34] Added method getSeparateNumObservations()  to return a
 list of how many samples were pulled from each addObservations call, to make
 reconstructing/separating local values easier subsequently

---
 ...ferEntropyCalculatorViaCondMutualInfo.java | 42 ++++++++++++++++---
 1 file changed, 36 insertions(+), 6 deletions(-)

diff --git a/java/source/infodynamics/measures/continuous/TransferEntropyCalculatorViaCondMutualInfo.java b/java/source/infodynamics/measures/continuous/TransferEntropyCalculatorViaCondMutualInfo.java
index f6da00c..367150d 100755
--- a/java/source/infodynamics/measures/continuous/TransferEntropyCalculatorViaCondMutualInfo.java
+++ b/java/source/infodynamics/measures/continuous/TransferEntropyCalculatorViaCondMutualInfo.java
@@ -125,6 +125,13 @@ public class TransferEntropyCalculatorViaCondMutualInfo implements
 	 */
 	protected Vector<boolean[]> vectorOfValidityOfDestination;
 
+	/**
+	 * Array of the number of observations added by each separate call to
+	 * {@link #addObservations(double[], double[])}, in order of which those calls
+	 * were made. This is returned by {@link #getSeparateNumObservations()}
+	 */
+	protected int[] separateNumObservations;
+	
 	/**
 	 * Construct a transfer entropy calculator using an instance of
 	 * condMiCalculatorClassName as the underlying conditional mutual information calculator.
@@ -228,6 +235,7 @@ public class TransferEntropyCalculatorViaCondMutualInfo implements
 		vectorOfDestinationTimeSeries = null;
 		vectorOfValidityOfSource = null;
 		vectorOfValidityOfDestination = null;
+		separateNumObservations = new int[] {};
 	}
 
 	/**
@@ -342,9 +350,10 @@ public class TransferEntropyCalculatorViaCondMutualInfo implements
 	 * 
 	 * @param source time series of source observations
 	 * @param destination time series of destination observations
+	 * @return the number of observations added
 	 * @throws Exception
 	 */
-	protected void addObservationsAfterParamsDetermined(double[] source, double[] destination) throws Exception {
+	protected int addObservationsAfterParamsDetermined(double[] source, double[] destination) throws Exception {
 		if (source.length != destination.length) {
 			throw new Exception(String.format("Source and destination lengths (%d and %d) must match!",
 					source.length, destination.length));
@@ -353,7 +362,7 @@ public class TransferEntropyCalculatorViaCondMutualInfo implements
 			// There are no observations to add here, the time series is too short
 			// Don't throw an exception, do nothing since more observations
 			//  can be added later.
-			return;
+			return 0;
 		}
 		double[][] currentDestPastVectors = 
 				MatrixUtils.makeDelayEmbeddingVector(destination, k, k_tau,
@@ -368,6 +377,7 @@ public class TransferEntropyCalculatorViaCondMutualInfo implements
 						startTimeForFirstDestEmbedding + 1 - delay,
 						source.length - startTimeForFirstDestEmbedding - 1);
 		condMiCalc.addObservations(currentSourcePastVectors, currentDestNextVectors, currentDestPastVectors);
+		return destination.length - startTimeForFirstDestEmbedding - 1;
 	}
 
 	/**
@@ -384,21 +394,24 @@ public class TransferEntropyCalculatorViaCondMutualInfo implements
 	 * 	the source at that index is valid.
 	 * @param destValid array (with indices the same as destination) indicating whether
 	 * 	the destination at that index is valid.
+	 * @return total number of observations added 
 	 * @throws Exception
 	 */
-	protected void addObservationsAfterParamsDetermined(double[] source, double[] destination,
+	protected int addObservationsAfterParamsDetermined(double[] source, double[] destination,
 			boolean[] sourceValid, boolean[] destValid) throws Exception {
 		
 		// Compute the start and end time pairs using our embedding parameters:
 		Vector<int[]> startAndEndTimePairs = computeStartAndEndTimePairs(sourceValid, destValid);
 		
+		int totalObservationsAdded = 0;
 		for (int[] timePair : startAndEndTimePairs) {
 			int startTime = timePair[0];
 			int endTime = timePair[1];
-			addObservationsAfterParamsDetermined(
+			totalObservationsAdded += addObservationsAfterParamsDetermined(
 					MatrixUtils.select(source, startTime, endTime - startTime + 1),
 					MatrixUtils.select(destination, startTime, endTime - startTime + 1));
 		}
+		return totalObservationsAdded;
 	}
 
 	@Override
@@ -441,17 +454,21 @@ public class TransferEntropyCalculatorViaCondMutualInfo implements
 		Iterator<double[]> destIterator = vectorOfDestinationTimeSeries.iterator();
 		Iterator<boolean[]> sourceValidityIterator = vectorOfValidityOfSource.iterator();
 		Iterator<boolean[]> destValidityIterator = vectorOfValidityOfDestination.iterator();
+		separateNumObservations = new int[vectorOfDestinationTimeSeries.size()];
+		int setNum = 0;
 		for (double[] source : vectorOfSourceTimeSeries) {
 			double[] destination = destIterator.next();
 			boolean[] sourceValidity = sourceValidityIterator.next();
 			boolean[] destValidity = destValidityIterator.next();
+			int observationsAddedThisTime = 0;
 			if (sourceValidity == null) {
 				// Add the whole time-series
-				addObservationsAfterParamsDetermined(source, destination);
+				observationsAddedThisTime = addObservationsAfterParamsDetermined(source, destination);
 			} else {
-				addObservationsAfterParamsDetermined(source, destination,
+				observationsAddedThisTime = addObservationsAfterParamsDetermined(source, destination,
 						sourceValidity, destValidity);
 			}
+			separateNumObservations[setNum++] = observationsAddedThisTime;
 		}
 		vectorOfSourceTimeSeries = null; // No longer required
 		vectorOfDestinationTimeSeries = null; // No longer required
@@ -642,6 +659,19 @@ public class TransferEntropyCalculatorViaCondMutualInfo implements
 		return condMiCalc.getNumObservations();
 	}
 	
+	/**
+	 * Retrieve an array of the number of observations that 
+	 * were added by each call to {@link #addObservations(double[], double[])} etc.,
+	 * in order of them being called.
+	 * The actual number of observations for each call is computed <b>after</b>
+	 * any auto-embedding is performed.
+	 * 
+	 * @return
+	 */
+	public int[] getSeparateNumObservations() {
+		return separateNumObservations;
+	}
+	
 	@Override
 	public boolean getAddedMoreThanOneObservationSet() {
 		return condMiCalc.getAddedMoreThanOneObservationSet();

From 9785e2a71f6412c5bf315aceb0d66e90e7412d65 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 00:11:33 +1100
Subject: [PATCH 04/34] Enabled Active Info Storage calculators (continuous) to
 have addObservations() methods with validity supplied

---
 .../continuous/ActiveInfoStorageCalculator.java | 17 +++++++++++++++++
 ...ctiveInfoStorageCalculatorViaMutualInfo.java | 10 ++++++++++
 2 files changed, 27 insertions(+)
 mode change 100755 => 100644 java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculator.java
 mode change 100755 => 100644 java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculatorViaMutualInfo.java

diff --git a/java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculator.java b/java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculator.java
old mode 100755
new mode 100644
index b7ce628..b04b173
--- a/java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculator.java
+++ b/java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculator.java
@@ -231,6 +231,22 @@ public interface ActiveInfoStorageCalculator {
 	public void setObservations(double[] observations,
 			boolean[] valid) throws Exception;
 
+	/**
+	 * Add more time-series for the computation of the PDF,
+	 *  subject to the validity of each sample in that series.
+	 * The array observations must not be over-written by the user
+	 *  until after finaliseAddObservations() has been called.
+	 *  
+	 * @param observations time-series array of (univariate) samples,
+	 *  where the array index is time.
+	 * @param valid a time series (with indices the same as observations)
+	 *  indicating whether the entry in observations at that index is valid; 
+	 *  we only take vectors as samples to add to the observation set where
+	 *  all points in the time series (even between points in 
+	 *  the embedded k-vector with embedding delays) are valid.
+	 */
+	public void addObservations(double[] observations, boolean[] valid) throws Exception;
+
 	/**
 	 * Compute the AIS from the previously-supplied samples.
 	 * 
@@ -377,4 +393,5 @@ public interface ActiveInfoStorageCalculator {
 	 * @throws Exception
 	 */
 	public int getNumObservations() throws Exception;
+
 }
diff --git a/java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculatorViaMutualInfo.java b/java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculatorViaMutualInfo.java
old mode 100755
new mode 100644
index 5fe813a..0956206
--- a/java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculatorViaMutualInfo.java
+++ b/java/source/infodynamics/measures/continuous/ActiveInfoStorageCalculatorViaMutualInfo.java
@@ -268,6 +268,16 @@ public class ActiveInfoStorageCalculatorViaMutualInfo implements
 		vectorOfObservationTimeSeries.add(observations);
 		vectorOfValidityOfObservations.add(null); // All observations were valid
 	}
+	
+	/* (non-Javadoc)
+	 * @see infodynamics.measures.continuous.ActiveInfoStorageCalculator#addObservations(double[])
+	 */
+	@Override
+	public void addObservations(double[] observations, boolean[] valid) throws Exception {
+		// Store these observations in our vector for now
+		vectorOfObservationTimeSeries.add(observations);
+		vectorOfValidityOfObservations.add(valid); // All observations were valid
+	}
 
 	/**
 	 * Protected method to internally parse and submit observations through

From 7d28e93913a464d162944d41ffd30e3d186c5965 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 00:18:37 +1100
Subject: [PATCH 05/34] Bug fix in mixed Kraskov implementation for
 computeUsingPreviousObservations (picked up by Rose Wang). Also acknowledged
 that this implementation is (mostly) as per Ross 2014.

---
 ...ulatorMultiVariateWithDiscreteKraskov.java | 31 ++++++++++++++-----
 1 file changed, 24 insertions(+), 7 deletions(-)

diff --git a/java/source/infodynamics/measures/mixed/kraskov/MutualInfoCalculatorMultiVariateWithDiscreteKraskov.java b/java/source/infodynamics/measures/mixed/kraskov/MutualInfoCalculatorMultiVariateWithDiscreteKraskov.java
index 102eaee..8260376 100755
--- a/java/source/infodynamics/measures/mixed/kraskov/MutualInfoCalculatorMultiVariateWithDiscreteKraskov.java
+++ b/java/source/infodynamics/measures/mixed/kraskov/MutualInfoCalculatorMultiVariateWithDiscreteKraskov.java
@@ -41,6 +41,20 @@ import infodynamics.utils.RandomGenerator;
  * {@link MutualInfoCalculatorMultiVariate}
  * </p>
  * 
+ * <p>This calculator effectively implements the nearest neighbour method
+ * laid out <a href="http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0087357">here</a>
+ * (see Ross reference below),
+ * but we have subtract out the sample point from the count in the discrete space,
+ * following the original KSG method.
+ * </p>
+ * 
+ * <p><b>References:</b><br/>
+ * <ul>
+ * 	<li> B.C. Ross, "Mutual Information between Discrete and Continuous Data Sets",
+ * 	PLoS ONE 9(2): e87357. doi:
+ * <a href="http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0087357">10.1371/journal.pone.0087357</a></li>
+ * </ul>
+ * 
  * @author Joseph Lizier (<a href="joseph.lizier at gmail.com">email</a>,
  * <a href="http://lizier.me/joseph/">www</a>)
  */
@@ -571,8 +585,11 @@ public class MutualInfoCalculatorMultiVariateWithDiscreteKraskov implements Mutu
 					continuousNewStates, means, stds);
 		}
 		
-		int N = continuousNewStates.length; // number of observations
-		double[] locals = new double[N];
+		// Thanks to Rosalind Wang for picking up the bug in not using two different N's here
+		int N_newObservations = continuousNewStates.length; // number of new observations we're evaluating
+		int N_samplesForPdfs = continuousData.length; // number of observations we're using to compute the PDFs
+		
+		double[] locals = new double[N_newObservations];
 		
 		// Don't need the 1/k correction here because the conditional entropy term
 		//  is taken over the continuous space only. The correction is (m-1)/k
@@ -580,16 +597,16 @@ public class MutualInfoCalculatorMultiVariateWithDiscreteKraskov implements Mutu
 		// double fixedPartOfLocals = MathsUtils.digamma(k) - 1.0/(double)k +
 		//							MathsUtils.digamma(N);
 		// Instead do:
-		double fixedPartOfLocals = MathsUtils.digamma(k) + MathsUtils.digamma(N);
+		double fixedPartOfLocals = MathsUtils.digamma(k) + MathsUtils.digamma(N_samplesForPdfs); // Use N_samplesForPdfs here because that's what would be in denominator of probability functions
 		double testSum = 0.0;
 		if (debug) {
 			System.out.printf("digamma(k)=%.3f + digamma(N)=%.3f\n",
-					MathsUtils.digamma(k), MathsUtils.digamma(N));
+					MathsUtils.digamma(k), MathsUtils.digamma(N_samplesForPdfs));
 		}
 		double avNx = 0;
 		double avNy = 0;
 		
-		for (int t = 0; t < N; t++) {
+		for (int t = 0; t < N_newObservations; t++) {
 			// Compute eps_x and eps_y for this time step:
 			//  First get x norms to all points in the previously
 			//   given observations.
@@ -629,8 +646,8 @@ public class MutualInfoCalculatorMultiVariateWithDiscreteKraskov implements Mutu
 			}
 		}
 		if (debug) {
-			avNx /= (double)N;
-			avNy /= (double)N;
+			avNx /= (double)N_newObservations;
+			avNy /= (double)N_newObservations;
 			System.out.printf("Average n_x=%.3f, Average n_y=%.3f\n", avNx, avNy);
 		}
 		

From 0ed74612a72d6877f5ba60ad3222dc1db76a8850 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 11:56:38 +1100
Subject: [PATCH 06/34] Altering kernel estimator classes so that the return
 values for getProbability are proper probability densities rather than
 probabilities (by now dividing by the kernel diameter/volume). This patches
 the EntropyCalculatorKernel and the EntropyCalculatorMultiVariateKernel to
 properly return differential entropy, as advertised. Makes no difference to
 the MI and TE kernel calculators, as they use counts anyway rather than
 probability densities.

---
 .../kernel/KernelEstimatorMultiVariate.java    | 18 +++++++++++++-----
 .../kernel/KernelEstimatorUniVariate.java      | 10 ++++++++--
 2 files changed, 21 insertions(+), 7 deletions(-)

diff --git a/java/source/infodynamics/measures/continuous/kernel/KernelEstimatorMultiVariate.java b/java/source/infodynamics/measures/continuous/kernel/KernelEstimatorMultiVariate.java
index 9d1c8e4..50a0be4 100755
--- a/java/source/infodynamics/measures/continuous/kernel/KernelEstimatorMultiVariate.java
+++ b/java/source/infodynamics/measures/continuous/kernel/KernelEstimatorMultiVariate.java
@@ -52,6 +52,7 @@ public class KernelEstimatorMultiVariate implements Cloneable {
 
 	protected double[] suppliedKernelWidths = null;
 	protected double[] kernelWidthsInUse = null;
+	protected double kernelVolumeInUse = 0;
 	protected int dimensions = 1;
 	private int[] bins = null;
 	private boolean usingIntegerIndexBins = true;
@@ -196,6 +197,7 @@ public class KernelEstimatorMultiVariate implements Cloneable {
 		//  many bins:
 		usingIntegerIndexBins = !forceCompareToAll;
 		useBins = true;
+		kernelVolumeInUse = 0;
 		// Work out the max and min for each bin
 		for (int d = 0; d < dimensions; d++) {
 			mins[d] = MatrixUtils.min(data, d);
@@ -210,6 +212,11 @@ public class KernelEstimatorMultiVariate implements Cloneable {
 			} else {
 				kernelWidthsInUse[d] = suppliedKernelWidths[d];
 			}
+			if (d == 0) {
+				kernelVolumeInUse = 2.0 * kernelWidthsInUse[d];
+			} else {
+				kernelVolumeInUse *= 2.0 * kernelWidthsInUse[d];
+			}
 			bins[d] = (int) Math.ceil((max - mins[d]) / kernelWidthsInUse[d]);
 			if (bins[d] == 0) {
 				// This means the min and max are exactly the same:
@@ -711,7 +718,7 @@ public class KernelEstimatorMultiVariate implements Cloneable {
 	}
 
 	/**
-	 * Give kernel estimated probability for this observation.
+	 * Give kernel estimated probability density for this observation.
 	 *  Do this using bins, so we only need to compare to neighbouring bins 
 	 *   and of course add in the observations in this bin.
 	 *  Achieves this by trawling through neighbouring bins in a recursive fashion.
@@ -725,8 +732,8 @@ public class KernelEstimatorMultiVariate implements Cloneable {
 			boolean dynCorrExclusion) {
 		
 		KernelCount kernelCount = getCountFromBins(observation, timeStep, dynCorrExclusion);
-		
-		return (double) kernelCount.count / (double) kernelCount.totalObservationsForCount;
+		// Dividing by kernelVolume also to get a density
+		return (double) kernelCount.count / (double) kernelCount.totalObservationsForCount / kernelVolumeInUse;
 	}
 	
 	/**
@@ -792,7 +799,7 @@ public class KernelEstimatorMultiVariate implements Cloneable {
 	}
 
 	/**
-	 * Give kernel estimated probability for this observation, by comparing to all
+	 * Give kernel estimated probability density for this observation, by comparing to all
 	 *  given observations.
 	 * 
 	 * @param observation
@@ -804,7 +811,8 @@ public class KernelEstimatorMultiVariate implements Cloneable {
 			boolean dynCorrExclusion) {
 		
 		KernelCount kernelCount = getCountComparingToAll(observation, timeStep, dynCorrExclusion);
-		return (double) kernelCount.count / (double) kernelCount.totalObservationsForCount;
+		// Dividing by kernelVolume also to get a density
+		return (double) kernelCount.count / (double) kernelCount.totalObservationsForCount / kernelVolumeInUse;
 	}
 	
 	private int getBinIndex(double value, int dimension) {
diff --git a/java/source/infodynamics/measures/continuous/kernel/KernelEstimatorUniVariate.java b/java/source/infodynamics/measures/continuous/kernel/KernelEstimatorUniVariate.java
index c01bd52..a2d7381 100755
--- a/java/source/infodynamics/measures/continuous/kernel/KernelEstimatorUniVariate.java
+++ b/java/source/infodynamics/measures/continuous/kernel/KernelEstimatorUniVariate.java
@@ -284,11 +284,17 @@ public class KernelEstimatorUniVariate {
 			System.out.println("Count after upper bin " + (bin + 1) + " = " + count);
 		}
 
-		// TODO Should we divide this result by the kernel width (in use)?
+		// Should we divide this result by the kernel width (in use)?
 		//  Schreiber doesn't do this in the TE paper, but it is done in 
 		//  the Kaiser and Schreiber paper. It won't matter to TE, but
 		//  will make a difference to individual entropy estimates.
-		return (double) count / (double) totalTimePointsCompared;
+		// Answer: YES we should. this makes it a proper density (for differential entropies)
+		//  so this has been included below.
+		//  (If you want to retain a (discrete) Shannon entropy, based on counts within a defined width then no)
+		// ACTUALLY you divide by twice the kernel width I think (since this is the total range)
+		//  At least, I've validated that this gives the correct diff entropy for
+		//  the uniform distribution
+		return (double) count / (double) totalTimePointsCompared / (double) (2.0 * kernelWidthInUse);
 	}
 	
 	private int getBinIndex(double value) {

From e0fb7de8563c84677df60abe8f9319e2486d85fb Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 12:52:31 +1100
Subject: [PATCH 07/34] Added auto-embedding method for AIS and TE Kraskov
 (KSG) calculators which maximises the bias-corrected AIS. This commit
 includes the AIS and TE calculators themselves, an update to the TE auto
 analyser (with comments on the auto embed method property)

---
 .../demos/autoanalysis/AutoAnalyserTE.java    |   5 +-
 .../ActiveInfoStorageCalculatorKraskov.java   |  81 +++++++++-
 .../TransferEntropyCalculatorKraskov.java     | 145 +++++++++++-------
 3 files changed, 167 insertions(+), 64 deletions(-)

diff --git a/demos/java/infodynamics/demos/autoanalysis/AutoAnalyserTE.java b/demos/java/infodynamics/demos/autoanalysis/AutoAnalyserTE.java
index a91717f..633d4a3 100644
--- a/demos/java/infodynamics/demos/autoanalysis/AutoAnalyserTE.java
+++ b/demos/java/infodynamics/demos/autoanalysis/AutoAnalyserTE.java
@@ -183,7 +183,10 @@ public class AutoAnalyserTE extends AutoAnalyser
 						"\" meaning values are set manually; other values include: <br/>  -- \"" + TransferEntropyCalculatorKraskov.AUTO_EMBED_METHOD_RAGWITZ +
 						"\" for use of the Ragwitz criteria for both source and destination (searching up to \"" + TransferEntropyCalculatorKraskov.PROP_K_SEARCH_MAX +
 						"\" and \"" + TransferEntropyCalculatorKraskov.PROP_TAU_SEARCH_MAX + "\"); <br/>  -- \"" + TransferEntropyCalculatorKraskov.AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY +
-						"\" for use of the Ragwitz criteria for the destination only. <br/>Use of values other than \"" + TransferEntropyCalculatorKraskov.AUTO_EMBED_METHOD_NONE +
+						"\" for use of the Ragwitz criteria for the destination only. <br/>  -- \"" + TransferEntropyCalculatorKraskov.AUTO_EMBED_METHOD_MAX_CORR_AIS +
+						"\" for maximising the (bias corrected) Active Info Storage for both source and destination (searching up to \"" + TransferEntropyCalculatorKraskov.PROP_K_SEARCH_MAX +
+						"\" and \"" + TransferEntropyCalculatorKraskov.PROP_TAU_SEARCH_MAX + "\"); <br/>  -- \"" + TransferEntropyCalculatorKraskov.AUTO_EMBED_METHOD_MAX_CORR_AIS_DEST_ONLY +
+						"\" for maximising the (bias corrected) Active Info Storage for the destination only. <br/>Use of values other than \"" + TransferEntropyCalculatorKraskov.AUTO_EMBED_METHOD_NONE +
 						"\" leads to any previous settings for embedding lengths and delays for the destination and perhaps source to be overwritten after observations are supplied",
 				"Max. embedding length to search to <br/>if auto embedding (as determined by " + TransferEntropyCalculatorKraskov.PROP_AUTO_EMBED_METHOD + ")",
 				"Max. embedding delay to search to <br/>if auto embedding (as determined by " + TransferEntropyCalculatorKraskov.PROP_AUTO_EMBED_METHOD + ")",
diff --git a/java/source/infodynamics/measures/continuous/kraskov/ActiveInfoStorageCalculatorKraskov.java b/java/source/infodynamics/measures/continuous/kraskov/ActiveInfoStorageCalculatorKraskov.java
index 163f845..2db0af8 100755
--- a/java/source/infodynamics/measures/continuous/kraskov/ActiveInfoStorageCalculatorKraskov.java
+++ b/java/source/infodynamics/measures/continuous/kraskov/ActiveInfoStorageCalculatorKraskov.java
@@ -46,8 +46,10 @@ import infodynamics.utils.MatrixUtils;
  *      (except {@link MutualInfoCalculatorMultiVariate#PROP_TIME_DIFF} as outlined
  *      in {@link ActiveInfoStorageCalculatorViaMutualInfo#setProperty(String, String)}).
  *      Embedding parameters may be automatically determined as per the Ragwitz criteria
- *      by setting the property {@link #PROP_AUTO_EMBED_METHOD} to {@link #AUTO_EMBED_METHOD_RAGWITZ}
- *      (plus additional parameter settings for this).</li>
+ *      by setting the property {@link #PROP_AUTO_EMBED_METHOD} to {@link #AUTO_EMBED_METHOD_RAGWITZ},
+ *      or as per the max. bias-corrected AIS criteria by 
+ *      setting the property {@link #PROP_AUTO_EMBED_METHOD} to {@link #AUTO_EMBED_METHOD_MAX_CORR_AIS}
+ *      (plus additional parameter settings for these).</li>
  *  <li>Computed values are in <b>nats</b>, not bits!</li>
  *  </ul>
  * </p>
@@ -60,6 +62,9 @@ import infodynamics.utils.MatrixUtils;
  * 		Information Sciences, vol. 208, pp. 39-54, 2012.</li>
  * 	<li>Ragwitz and Kantz, "Markov models from data by simple nonlinear time series
  *  	predictors in delay embedding spaces", Physical Review E, vol 65, 056201 (2002).</li>
+ *  <li>J. Garland, R. G. James, E. Bradley, <a href="http://dx.doi.org/10.1103/physreve.93.022221">
+ *  	"Leveraging information storage to select forecast-optimal parameters for delay-coordinate reconstructions"</a>,
+ *  	Physical Review E, Vol. 93 (2016), 022221, doi:</li>
  * </ul>
  * 
  * @author Joseph Lizier (<a href="joseph.lizier at gmail.com">email</a>,
@@ -82,7 +87,9 @@ public class ActiveInfoStorageCalculatorKraskov
 	public static final String MI_CALCULATOR_KRASKOV2 = MutualInfoCalculatorMultiVariateKraskov2.class.getName();
 	
 	/**
-	 * Property name for the auto-embedding method. Defaults to {@link #AUTO_EMBED_METHOD_NONE}
+	 * Property name for the auto-embedding method. Defaults to {@link #AUTO_EMBED_METHOD_NONE}.
+	 * Other valid values are {@link #AUTO_EMBED_METHOD_RAGWITZ} or
+	 * {@link #AUTO_EMBED_METHOD_MAX_CORR_AIS}
 	 */
 	public static final String PROP_AUTO_EMBED_METHOD = "AUTO_EMBED_METHOD";
 	/**
@@ -95,6 +102,12 @@ public class ActiveInfoStorageCalculatorKraskov
 	 *  the Ragwitz optimisation technique should be used for automatic embedding
 	 */
 	public static final String AUTO_EMBED_METHOD_RAGWITZ = "RAGWITZ";
+	/**
+	 * Valid value for the property {@link #PROP_AUTO_EMBED_METHOD} indicating that
+	 *  the automatic embedding should be done by maximising the bias corrected
+	 *  AIS (as per Garland et al. in the references above).
+	 */
+	public static final String AUTO_EMBED_METHOD_MAX_CORR_AIS = "MAX_CORR_AIS";
 	/**
 	 * Internal variable tracking what type of auto embedding (if any)
 	 *  we are using
@@ -201,8 +214,10 @@ public class ActiveInfoStorageCalculatorKraskov
 	 * 		automatically determines the embedding history length ({@link #K_PROP_NAME})
 	 * 		and embedding delay ({@link #TAU_PROP_NAME}). Default is {@link #AUTO_EMBED_METHOD_NONE} meaning
 	 * 		values are set manually; other accepted values include: {@link #AUTO_EMBED_METHOD_RAGWITZ} for use
-	 * 		of the Ragwitz criteria (searching up to {@link #PROP_K_SEARCH_MAX} and 
-	 * 		{@link #PROP_TAU_SEARCH_MAX}). Use of any value other than {@link #AUTO_EMBED_METHOD_NONE}
+	 * 		of the Ragwitz criteria and {@link #AUTO_EMBED_METHOD_MAX_CORR_AIS} for using
+	 * 		the maz bias-corrected AIS criteria (both searching up to {@link #PROP_K_SEARCH_MAX} and 
+	 * 		{@link #PROP_TAU_SEARCH_MAX}, as outlined by Garland et al. in the references list above).
+	 * 		Use of any value other than {@link #AUTO_EMBED_METHOD_NONE}
 	 * 		will lead to any previous settings for k and tau (via e.g. {@link #initialise(int, int)} or
 	 * 		auto-embedding during previous calculations) will be overwritten after observations
 	 * 		are supplied.</li>
@@ -297,11 +312,13 @@ public class ActiveInfoStorageCalculatorKraskov
 		}
 		// Else we need to auto embed
 		
-		double bestPredictionError = Double.POSITIVE_INFINITY;
+		// TODO Should make sure the rest of the code could handle k=0
+		//  as default if nothing can improve on this
 		int k_candidate_best = 1;
 		int tau_candidate_best = 1;
 		
 		if (autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_RAGWITZ)) {
+			double bestPredictionError = Double.POSITIVE_INFINITY;
 			if (debug) {
 				System.out.printf("Beginning Ragwitz auto-embedding with k_max=%d, tau_max=%d\n",
 						k_search_max, tau_search_max);
@@ -358,13 +375,61 @@ public class ActiveInfoStorageCalculatorKraskov
 					}
 				}
 			}
+		} else if (autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_MAX_CORR_AIS)) {
+			double bestAIS = Double.NEGATIVE_INFINITY;
+			if (debug) {
+				System.out.printf("Beginning max bias corrected AIS auto-embedding with k_max=%d, tau_max=%d\n",
+						k_search_max, tau_search_max);
+			}
+			
+			for (int k_candidate = 1; k_candidate <= k_search_max; k_candidate++) {
+				for (int tau_candidate = 1; tau_candidate <= tau_search_max; tau_candidate++) {
+					// Use our internal MI calculator in case it has any particular 
+					//  properties we need to have been set already
+					miCalc.initialise(k_candidate, 1);
+					miCalc.startAddObservations();
+					// Send all of the observations through:
+					for (double[] observations : vectorOfObservationTimeSeries) {
+						double[][] currentDestPastVectors = 
+								MatrixUtils.makeDelayEmbeddingVector(observations, k_candidate,
+										tau_candidate, (k_candidate-1)*tau_candidate,
+										observations.length - (k_candidate-1)*tau_candidate - 1);
+						double[][] currentDestNextVectors =
+								MatrixUtils.makeDelayEmbeddingVector(observations, 1,
+										(k_candidate-1)*tau_candidate + 1,
+										observations.length - (k_candidate-1)*tau_candidate - 1);
+						miCalc.addObservations(currentDestPastVectors, currentDestNextVectors);
+					}
+					miCalc.finaliseAddObservations();
+					// Now grab the AIS estimate here -- it's already bias corrected for 
+					double thisAIS = miCalc.computeAverageLocalOfObservations();
+					if (debug) {
+						System.out.printf("AIS for k=%d,tau=%d is %.3f\n",
+								k_candidate, tau_candidate, thisAIS);
+					}
+					if (thisAIS > bestAIS) {
+						// This parameter setting is the best so far:
+						bestAIS = thisAIS;
+						k_candidate_best = k_candidate;
+						tau_candidate_best = tau_candidate;
+					}
+					if (k_candidate == 1) {
+						// tau is irrelevant, so no point testing other values
+						break;
+					}
+				}
+			}
+		} else {
+			throw new RuntimeException("Unexpected value " + autoEmbeddingMethod +
+					" for property " + PROP_AUTO_EMBED_METHOD);
 		}
+
 		// Make sure the embedding length and delay are set here
 		k = k_candidate_best;
 		tau = tau_candidate_best;
 		if (debug) {
-			System.out.printf("Embedding parameters set to k=%d,tau=%d (for prediction error %.3f)\n",
-				k, tau, bestPredictionError);
+			System.out.printf("Embedding parameters set to k=%d,tau=%d\n",
+				k, tau);
 		}
 	}
 	
diff --git a/java/source/infodynamics/measures/continuous/kraskov/TransferEntropyCalculatorKraskov.java b/java/source/infodynamics/measures/continuous/kraskov/TransferEntropyCalculatorKraskov.java
index f1a0c1d..9c9ebc5 100755
--- a/java/source/infodynamics/measures/continuous/kraskov/TransferEntropyCalculatorKraskov.java
+++ b/java/source/infodynamics/measures/continuous/kraskov/TransferEntropyCalculatorKraskov.java
@@ -53,8 +53,11 @@ import infodynamics.measures.continuous.TransferEntropyCalculatorViaCondMutualIn
  *      as well as for {@link #PROP_KRASKOV_ALG_NUM}.
  *      Embedding parameters may be automatically determined as per the Ragwitz criteria
  *      by setting the property {@link #PROP_AUTO_EMBED_METHOD} to {@link #AUTO_EMBED_METHOD_RAGWITZ}
- *      or {@link #AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY}
- *      (plus additional parameter settings for this).</li>
+ *      or {@link #AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY},
+ *      or as per the max. bias-corrected AIS criteria by 
+ *      setting the property {@link #PROP_AUTO_EMBED_METHOD} to {@link #AUTO_EMBED_METHOD_MAX_CORR_AIS}
+ *      (as per Garland et al. in the reference list)
+ *      plus additional parameter settings for these.</li>
  *      </li>
  *  <li>Computed values are in <b>nats</b>, not bits!</li>
  *  </ul>
@@ -81,6 +84,9 @@ import infodynamics.measures.continuous.TransferEntropyCalculatorViaCondMutualIn
  *  Physical Review E 77, 026110, 2008.</li>
  * 	<li>Ragwitz and Kantz, "Markov models from data by simple nonlinear time series
  *  	predictors in delay embedding spaces", Physical Review E, vol 65, 056201 (2002).</li>
+ *  <li>J. Garland, R. G. James, E. Bradley, <a href="http://dx.doi.org/10.1103/physreve.93.022221">
+ *  	"Leveraging information storage to select forecast-optimal parameters for delay-coordinate reconstructions"</a>,
+ *  	Physical Review E, Vol. 93 (2016), 022221, doi:</li>
  * </ul>
  * 
  * @author Joseph Lizier (<a href="joseph.lizier at gmail.com">email</a>,
@@ -118,7 +124,8 @@ public class TransferEntropyCalculatorKraskov
 
 	/**
 	 * Property name for specifying which (if any) auto-embedding method to use.
-	 * Valid values include {@link #AUTO_EMBED_METHOD_RAGWITZ}, {@link #AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY}
+	 * Valid values include {@link #AUTO_EMBED_METHOD_RAGWITZ}, {@link #AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY},
+	 * {@link #AUTO_EMBED_METHOD_MAX_CORR_AIS}, {@link #AUTO_EMBED_METHOD_MAX_CORR_AIS_DEST_ONLY} 
 	 *  and {@link #AUTO_EMBED_METHOD_NONE}.
 	 * Defaults to {@link #AUTO_EMBED_METHOD_NONE}
 	 */
@@ -140,6 +147,18 @@ public class TransferEntropyCalculatorKraskov
 	 *  for the destination time-series only
 	 */
 	public static final String AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY = "RAGWITZ_DEST_ONLY";
+	/**
+	 * Valid value for the property {@link #PROP_AUTO_EMBED_METHOD} indicating that
+	 *  the automatic embedding should be done by maximising the bias corrected
+	 *  AIS, for both source and destination time series
+	 */
+	public static final String AUTO_EMBED_METHOD_MAX_CORR_AIS = "MAX_CORR_AIS";
+	/**
+	 * Valid value for the property {@link #PROP_AUTO_EMBED_METHOD} indicating that
+	 *  the automatic embedding should be done by maximising the bias corrected
+	 *  AIS, for destination time series only
+	 */
+	public static final String AUTO_EMBED_METHOD_MAX_CORR_AIS_DEST_ONLY = "MAX_CORR_AIS_DEST_ONLY";
 	/**
 	 * Internal variable tracking what type of auto embedding (if any)
 	 *  we are using
@@ -268,7 +287,11 @@ public class TransferEntropyCalculatorKraskov
 	 * 		values are set manually; other accepted values include: {@link #AUTO_EMBED_METHOD_RAGWITZ} for use
 	 * 		of the Ragwitz criteria for both source and destination (searching up to {@link #PROP_K_SEARCH_MAX} and 
 	 * 		{@link #PROP_TAU_SEARCH_MAX}), and {@link #AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY} for use
-	 * 		of the Ragwitz criteria for the destination only. 
+	 * 		of the Ragwitz criteria for the destination only;
+	 * 		{@link AUTO_EMBED_METHOD_MAX_CORR_AIS} for use of the max bias corrected AIS criteria
+	 * 		for both source and destination (searching up to {@link #PROP_K_SEARCH_MAX} and 
+	 * 		{@link #PROP_TAU_SEARCH_MAX}) and {@link AUTO_EMBED_METHOD_MAX_CORR_AIS_DEST_ONLY} for use of
+	 * 		this criteria for the destination only. 
 	 * 		Use of any value other than {@link #AUTO_EMBED_METHOD_NONE}
 	 * 		will lead to previous settings for embedding lengths and delays (via e.g. {@link #initialise(int, int)} or
 	 * 		auto-embedding during previous calculations) for the destination and perhaps source to
@@ -366,66 +389,78 @@ public class TransferEntropyCalculatorKraskov
 		// Else we need to auto embed
 		
 		// If we need to check which embedding method later:
-		// if (autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_RAGWITZ) ||
-		//		autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY)) {
+		if (autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_RAGWITZ) ||
+				autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY) ||
+				autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_MAX_CORR_AIS) ||
+				autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_MAX_CORR_AIS_DEST_ONLY)) {
 		
-		// Use a Kraskov AIS calculator to embed both time-series individually:
-		ActiveInfoStorageCalculatorKraskov aisCalc = new ActiveInfoStorageCalculatorKraskov();
-		// Set the properties for the underlying MI Kraskov calculator here to match ours:
-		for (String key : props.keySet()) {
-			aisCalc.setProperty(key, props.get(key));
-		}
-		// Set the auto-embedding properties as we require:
-		aisCalc.setProperty(ActiveInfoStorageCalculatorKraskov.PROP_AUTO_EMBED_METHOD,
-				ActiveInfoStorageCalculatorKraskov.AUTO_EMBED_METHOD_RAGWITZ);
-		aisCalc.setProperty(ActiveInfoStorageCalculatorKraskov.PROP_K_SEARCH_MAX,
-				Integer.toString(k_search_max));
-		aisCalc.setProperty(ActiveInfoStorageCalculatorKraskov.PROP_TAU_SEARCH_MAX,
-				Integer.toString(tau_search_max));
-		// In case !ragwitz_num_nns_set and our condMiCalc has a different default number of
-		//  kNNs for Kraskov search than miCalc, we had best supply the number directly here:
-		aisCalc.setProperty(ActiveInfoStorageCalculatorKraskov.PROP_RAGWITZ_NUM_NNS,
-					getProperty(PROP_RAGWITZ_NUM_NNS));
-		
-		// Embed the destination with the Ragwitz criteria:
-		if (debug) {
-			System.out.println("Starting embedding of destination:");
-		}
-		aisCalc.initialise();
-		aisCalc.startAddObservations();
-		for (double[] destination : vectorOfDestinationTimeSeries) {
-			aisCalc.addObservations(destination);
-		}
-		aisCalc.finaliseAddObservations();
-		// Set the auto-embedding parameters for the destination:
-		k = Integer.parseInt(aisCalc.getProperty(ActiveInfoStorageCalculator.K_PROP_NAME));
-		k_tau = Integer.parseInt(aisCalc.getProperty(ActiveInfoStorageCalculator.TAU_PROP_NAME));
-		if (debug) {
-			System.out.printf("Embedding parameters for destination set to k=%d,k_tau=%d\n",
-				k, k_tau);
-		}
-	
-		if (autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_RAGWITZ)) {
-			// Embed the source also with the Ragwitz criteria:
+			// Use a Kraskov AIS calculator to embed both time-series individually:
+			ActiveInfoStorageCalculatorKraskov aisCalc = new ActiveInfoStorageCalculatorKraskov();
+			// Set the properties for the underlying MI Kraskov calculator here to match ours:
+			for (String key : props.keySet()) {
+				aisCalc.setProperty(key, props.get(key));
+			}
+			// Set the auto-embedding properties as we require:
+			if (autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_RAGWITZ) ||
+					autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY)) {
+				// We're doing Ragwitz auto-embedding
+				aisCalc.setProperty(ActiveInfoStorageCalculatorKraskov.PROP_AUTO_EMBED_METHOD,
+					ActiveInfoStorageCalculatorKraskov.AUTO_EMBED_METHOD_RAGWITZ);
+				// In case !ragwitz_num_nns_set and our condMiCalc has a different default number of
+				//  kNNs for Kraskov search than miCalc, we had best supply the number directly here:
+				aisCalc.setProperty(ActiveInfoStorageCalculatorKraskov.PROP_RAGWITZ_NUM_NNS,
+							getProperty(PROP_RAGWITZ_NUM_NNS));
+			} else {
+				// We're doing max bias-corrected AIS embeding:
+				aisCalc.setProperty(ActiveInfoStorageCalculatorKraskov.PROP_AUTO_EMBED_METHOD,
+						ActiveInfoStorageCalculatorKraskov.AUTO_EMBED_METHOD_MAX_CORR_AIS);
+			}
+			aisCalc.setProperty(ActiveInfoStorageCalculatorKraskov.PROP_K_SEARCH_MAX,
+					Integer.toString(k_search_max));
+			aisCalc.setProperty(ActiveInfoStorageCalculatorKraskov.PROP_TAU_SEARCH_MAX,
+					Integer.toString(tau_search_max));
+			
+			// Embed the destination:
 			if (debug) {
-				System.out.println("Starting embedding of source:");
+				System.out.println("Starting embedding of destination:");
 			}
 			aisCalc.initialise();
 			aisCalc.startAddObservations();
-			for (double[] source : vectorOfSourceTimeSeries) {
-				aisCalc.addObservations(source);
+			for (double[] destination : vectorOfDestinationTimeSeries) {
+				aisCalc.addObservations(destination);
 			}
 			aisCalc.finaliseAddObservations();
-			// Set the auto-embedding parameters for the source:
-			l = Integer.parseInt(aisCalc.getProperty(ActiveInfoStorageCalculator.K_PROP_NAME));
-			l_tau = Integer.parseInt(aisCalc.getProperty(ActiveInfoStorageCalculator.TAU_PROP_NAME));
+			// Set the auto-embedding parameters for the destination:
+			k = Integer.parseInt(aisCalc.getProperty(ActiveInfoStorageCalculator.K_PROP_NAME));
+			k_tau = Integer.parseInt(aisCalc.getProperty(ActiveInfoStorageCalculator.TAU_PROP_NAME));
 			if (debug) {
-				System.out.printf("Embedding parameters for source set to l=%d,l_tau=%d\n",
-					l, l_tau);
+				System.out.printf("Embedding parameters for destination set to k=%d,k_tau=%d\n",
+					k, k_tau);
 			}
+		
+			if (autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_RAGWITZ) ||
+					autoEmbeddingMethod.equalsIgnoreCase(AUTO_EMBED_METHOD_MAX_CORR_AIS)) {
+				// Embed the source also:
+				if (debug) {
+					System.out.println("Starting embedding of source:");
+				}
+				aisCalc.initialise();
+				aisCalc.startAddObservations();
+				for (double[] source : vectorOfSourceTimeSeries) {
+					aisCalc.addObservations(source);
+				}
+				aisCalc.finaliseAddObservations();
+				// Set the auto-embedding parameters for the source:
+				l = Integer.parseInt(aisCalc.getProperty(ActiveInfoStorageCalculator.K_PROP_NAME));
+				l_tau = Integer.parseInt(aisCalc.getProperty(ActiveInfoStorageCalculator.TAU_PROP_NAME));
+				if (debug) {
+					System.out.printf("Embedding parameters for source set to l=%d,l_tau=%d\n",
+						l, l_tau);
+				}
+			}
+	
+			// Now that embedding parameters are finalised:
+			setStartTimeForFirstDestEmbedding();
 		}
-
-		// Now that embedding parameters are finalised:
-		setStartTimeForFirstDestEmbedding();
 	}
 }

From b01c01ca3b40e787b3bce07456b0bc21b513ee45 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 12:53:26 +1100
Subject: [PATCH 08/34] Ant script now builds class files for the auto-analyser
 and includes these in the distribution. Also a patch to stop errors when the
 JIDT-logo file is not found (in zip dists)

---
 build.xml | 23 +++++++++++++++++++++--
 1 file changed, 21 insertions(+), 2 deletions(-)

diff --git a/build.xml b/build.xml
index 49e3283..22db3f1 100755
--- a/build.xml
+++ b/build.xml
@@ -16,6 +16,7 @@
 	<property name="unittestsouttoplevel" location="unittests"/>
 	<property name="unittestssrc" location="java/unittests"/>
 	<property name="unittestsbin" location="${unittestsouttoplevel}/bin"/>
+	<property name="autoanalyserdemo" location="demos/java"/>
 	<property name="reports.tests" location="${unittestsouttoplevel}/reports"/>
 	<property name="javadocsdir" location="javadocs"/>
 	<property name="versionfile" value="version-${version}.txt"/>
@@ -79,6 +80,23 @@
 		</junit>
 	</target>
 
+	<!-- Compile the autoanalyser demo -->
+	<target name="autoanalyser" depends="jar" description="compile the autoanalyser demo">
+		<!-- Compile to Java 6 to provide compatibility for users with older JREs.
+		     Caveat: The flags here only check the language compatibility, but
+		     may still use newer libraries which may cause issues for users with JDK 6.
+		     Indeed, one gets the warning: "bootstrap class path not set in conjunction with -source 1.6"
+		     To fix this, one would use the bootstrap classpath to point our JDK to an rt.jar
+		     for Java 6. 
+		     At this stage, I'm sure I'm not using new library calls from Java 7, so we can
+		     ignore the warning, and I don't want to bother installing Java 6 just to compile
+		     like this. I'll endeavour not to use JDK 7 libraries so as not to cause
+		     any issues here ... -->
+		<javac srcdir="${autoanalyserdemo}" includes="infodynamics/demos/autoanalysis/*.java" excludes="infodynamics/demos/autoanalysis/GeneratedCalculator.java" includeAntRuntime="false" target="1.6" source="1.6">
+			<classpath refid="project.classpath"/>
+		</javac>
+	</target>
+
 	<!-- Make javadocs, excluding the classes we've derived from Apache Commons Math -->
 	<target name="javadocs" depends="compile" description="Make the javadocs for the toolkit">
 		<delete dir="${javadocsdir}"/>
@@ -183,7 +201,7 @@
 	</target>
 	
 	<!-- Developer build - builds everything and makes the full distribution file -->
-	<target name="dist" depends="jar,junit,javadocs,readmefiles" description="developer: generate the full distribution">
+	<target name="dist" depends="jar,junit,autoanalyser,javadocs,readmefiles" description="developer: generate the full distribution">
 		<echo message="${ant.project.name}: ${ant.file}"/>
 		<zip destfile="${distnamezip}">
 			<fileset file="build.xml"/>
@@ -191,13 +209,14 @@
 			<fileset file="license-gplv3.txt"/>
 			<fileset file="readme.txt"/>
 			<fileset file="InfoDynamicsToolkit.pdf"/>
+			<fileset file="JIDT-logo.png" erroronmissingdir="false"/> <!-- This file is missing in full repository versions -->
 			<fileset file="${versionfile}"/>
 			<zipfileset dir="java" includes="**/*.java" prefix="java"/>
 			<zipfileset dir="demos" includes="**/*.*,**/*" excludes="clojure/deploy,clojure/deploy/*.*,python/*.pyc" prefix="demos"/>
 			<zipfileset dir="javadocs" includes="**/*.*,**/*" prefix="javadocs"/>
 			<zipfileset dir="notices" includes="**/*.*,**/*" prefix="notices"/>
 			<zipfileset dir="tutorial" prefix="tutorial"/>
-			<zipfileset dir="web" includes="JIDT-logo.png" prefix=""/>
+			<zipfileset dir="web" includes="JIDT-logo.png" prefix="" erroronmissingdir="false"/> <!-- This file is missing in zip dist versions -->
 		</zip>
 	</target>
 </project>

From 3118e57384f99d503207ebbf91bab0b18fcd5650 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 13:21:29 +1100
Subject: [PATCH 09/34] Making conditional MI calculators (continuous) handle
 empty conditionals, and properly normalise new data according to the old
 (except for linear Gaussian calculator, which explicitly bars normalisation
 now).

---
 ...nditionalMutualInfoMultiVariateCommon.java |  72 ++++-
 ...ualInfoCalculatorMultiVariateGaussian.java |  16 +
 ...tualInfoCalculatorMultiVariateKraskov.java | 141 ++++++--
 ...ualInfoCalculatorMultiVariateKraskov1.java | 305 ++++++++++++++++--
 ...ualInfoCalculatorMultiVariateKraskov2.java | 105 ++++--
 5 files changed, 561 insertions(+), 78 deletions(-)

diff --git a/java/source/infodynamics/measures/continuous/ConditionalMutualInfoMultiVariateCommon.java b/java/source/infodynamics/measures/continuous/ConditionalMutualInfoMultiVariateCommon.java
index 6f11173..3c6fc0e 100755
--- a/java/source/infodynamics/measures/continuous/ConditionalMutualInfoMultiVariateCommon.java
+++ b/java/source/infodynamics/measures/continuous/ConditionalMutualInfoMultiVariateCommon.java
@@ -134,6 +134,39 @@ public abstract class ConditionalMutualInfoMultiVariateCommon implements
 	public static final String PROP_NORMALISE = "NORMALISE";
 	protected boolean normalise = true;
 
+	/**
+	 * Cache for the means of each dimension in variable 1, in case we need to normalise 
+	 *  new observations later
+	 */
+	protected double[] var1Means = null;
+	/**
+	 * Cache for the standard deviations of each dimension in variable 1, in case we need to normalise 
+	 *  new observations later
+	 */
+	protected double[] var1Stds = null;
+	/**
+	 * Cache for the means of each dimension in variable 2, in case we need to normalise 
+	 *  new observations later
+	 */
+	protected double[] var2Means = null;
+	/**
+	 * Cache for the standard deviations of each dimension in variable 2, in case we need to normalise 
+	 *  new observations later
+	 */
+	protected double[] var2Stds = null;
+	/**
+	 * Cache for the means of each dimension in conditional variable, in case we need to normalise 
+	 *  new observations later
+	 */
+	protected double[] condMeans = null;
+	/**
+	 * Cache for the standard deviations of each dimension in conditional variable, in case we need to normalise 
+	 *  new observations later
+	 */
+	protected double[] condStds = null;
+
+	
+	
 	@Override
 	public void initialise(int var1Dimensions, int var2Dimensions, int condDimensions) {
 		dimensionsVar1 = var1Dimensions;
@@ -146,6 +179,12 @@ public abstract class ConditionalMutualInfoMultiVariateCommon implements
 		var2Observations = null;
 		condObservations = null;
 		addedMoreThanOneObservationSet = false;
+		var1Means = null;
+		var1Stds = null;
+		var2Means = null;
+		var2Stds = null;
+		condMeans = null;
+		condStds = null;
 	}
 
 	/**
@@ -159,7 +198,8 @@ public abstract class ConditionalMutualInfoMultiVariateCommon implements
 	 *  	<li>{@link #PROP_NORMALISE} - whether to normalise the individual
 	 *      variables to mean 0, standard deviation 1
 	 *      (true by default, except for child class
-	 *      {@link infodynamics.measures.continuous.gaussian.ConditionalMutualInfoCalculatorMultiVariateGaussian})</li>
+	 *      {@link infodynamics.measures.continuous.gaussian.ConditionalMutualInfoCalculatorMultiVariateGaussian}
+	 *      for which this property is false and cannot be altered)</li>
 	 * </ul>
 	 * 
 	 * <p>Unknown property values are ignored.</p>
@@ -208,7 +248,8 @@ public abstract class ConditionalMutualInfoMultiVariateCommon implements
 			// startAddObservations was not called first
 			throw new RuntimeException("User did not call startAddObservations before addObservations");
 		}
-		if ((var1.length != var2.length) || (var1.length != cond.length)) {
+		if ((var1.length != var2.length) ||
+				((dimensionsCond != 0) && (var1.length != cond.length))) {
 			throw new Exception(String.format("Observation vector lengths (%d, %d and %d) must match!",
 					var1.length, var2.length, cond.length));
 		}
@@ -220,7 +261,7 @@ public abstract class ConditionalMutualInfoMultiVariateCommon implements
 			throw new Exception("Number of joint variables in var2 data " +
 					"does not match the initialised value");
 		}
-		if (cond[0].length != dimensionsCond) {
+		if ((dimensionsCond != 0) && (cond[0].length != dimensionsCond)) {
 			throw new Exception("Number of joint variables in cond data " +
 					"does not match the initialised value");
 		}
@@ -244,8 +285,11 @@ public abstract class ConditionalMutualInfoMultiVariateCommon implements
 		System.arraycopy(var1, startTime, var1ToAdd, 0, numTimeSteps);
 		double[][] var2ToAdd = new double[numTimeSteps][];
 		System.arraycopy(var2, startTime, var2ToAdd, 0, numTimeSteps);
-		double[][] condToAdd = new double[numTimeSteps][];
-		System.arraycopy(cond, startTime, condToAdd, 0, numTimeSteps);
+		double[][] condToAdd = null;
+		if (dimensionsCond != 0) {
+			condToAdd = new double[numTimeSteps][];
+			System.arraycopy(cond, startTime, condToAdd, 0, numTimeSteps);
+		}
 		addObservations(var1ToAdd, var2ToAdd, condToAdd);
 	}
 
@@ -317,17 +361,27 @@ public abstract class ConditionalMutualInfoMultiVariateCommon implements
 			MatrixUtils.arrayCopy(var2, 0, 0,
 					var2Observations, startObservation, 0,
 					var2.length, dimensionsVar2);
-			MatrixUtils.arrayCopy(cond, 0, 0,
+			if (dimensionsCond != 0) {
+				MatrixUtils.arrayCopy(cond, 0, 0,
 					condObservations, startObservation, 0,
 					cond.length, dimensionsCond);
+			} // else we can do nothing there
 			startObservation += var2.length;
 		}
 		
 		// Normalise the data if required
 		if (normalise) {
-			MatrixUtils.normalise(var1Observations);
-			MatrixUtils.normalise(var2Observations);
-			MatrixUtils.normalise(condObservations);
+			var1Means = MatrixUtils.means(var1Observations);
+			var1Stds = MatrixUtils.stdDevs(var1Observations, var1Means);
+			MatrixUtils.normalise(var1Observations, var1Means, var1Stds);
+			var2Means = MatrixUtils.means(var2Observations);
+			var2Stds = MatrixUtils.stdDevs(var2Observations, var2Means);
+			MatrixUtils.normalise(var2Observations, var2Means, var2Stds);
+			if (dimensionsCond != 0) {
+				condMeans = MatrixUtils.means(condObservations);
+				condStds = MatrixUtils.stdDevs(condObservations, condMeans);
+				MatrixUtils.normalise(condObservations, condMeans, condStds);
+			}
 		}
 		
 		// We don't need to keep the vectors of observation sets anymore:
diff --git a/java/source/infodynamics/measures/continuous/gaussian/ConditionalMutualInfoCalculatorMultiVariateGaussian.java b/java/source/infodynamics/measures/continuous/gaussian/ConditionalMutualInfoCalculatorMultiVariateGaussian.java
index c108cb9..8a7aed7 100755
--- a/java/source/infodynamics/measures/continuous/gaussian/ConditionalMutualInfoCalculatorMultiVariateGaussian.java
+++ b/java/source/infodynamics/measures/continuous/gaussian/ConditionalMutualInfoCalculatorMultiVariateGaussian.java
@@ -158,6 +158,22 @@ public class ConditionalMutualInfoCalculatorMultiVariateGaussian
 		var2IndicesInCovariance = null;
 	}
 
+	@Override
+	public void setProperty(String propertyName, String propertyValue) {
+		if (propertyName.equalsIgnoreCase(PROP_NORMALISE)) {
+			// We do not allow the user to alter this property away from false,
+			//  otherwise we would need to alter the functionality of the 
+			//  local calculations, etc.
+			return;
+		}
+		super.setProperty(propertyName, propertyValue);
+	}
+
+	@Override
+	protected Object clone() throws CloneNotSupportedException {
+		return super.clone();
+	}
+
 	/**
 	 * @throws Exception if the observation variables are not linearly independent
 	 *  (leading to a non-positive definite covariance matrix).
diff --git a/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov.java b/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov.java
index 99f48e9..7a1644e 100755
--- a/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov.java
+++ b/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov.java
@@ -46,7 +46,8 @@ import infodynamics.utils.UnivariateNearestNeighbourSearcher;
  *  actually implement the two KSG algorithms.</p>
  * 
  * <p>Crucially, the calculation is performed by examining
- * neighbours in the full joint space (as specified by Frenzel and Pompe)
+ * neighbours in the full joint space (as specified by Frenzel and Pompe,
+ * and later by Vejmelka and Paluš, and Vlachos and Kugiumtzis)
  * rather than two MI calculators.</p>
  *  
  * <p>Usage is as per the paradigm outlined for {@link ConditionalMutualInfoCalculatorMultiVariate},
@@ -69,6 +70,12 @@ import infodynamics.utils.UnivariateNearestNeighbourSearcher;
  * 	<li>Frenzel and Pompe, <a href="http://dx.doi.org/10.1103/physrevlett.99.204101">
  * 	"Partial Mutual Information for Coupling Analysis of Multivariate Time Series"</a>,
  * 	Physical Review Letters, <b>99</b>, p. 204101+ (2007).</li>
+ *  <li>Vejmelka and Paluš, <a href="http://dx.doi.org/10.1103/physreve.77.026214">
+ *  "Inferring the directionality of coupling with conditional mutual information"</a>,
+ *  Physical Review E, <b>77</b>, 026214, (2008)</li>
+ *  <li>I. Vlachos and D. Kugiumtzis, <a href="http://dx.doi.org/10.1103/physreve.82.016207">
+ *  "Nonuniform state-space reconstruction and coupling detection"</a>,
+ *  Physical Review E, <b>82</b>, 016207, (2010)</li>
  * 	<li>Kraskov, A., Stoegbauer, H., Grassberger, P., 
  *   <a href="http://dx.doi.org/10.1103/PhysRevE.69.066138">"Estimating mutual information"</a>,
  *   Physical Review E 69, (2004) 066138.</li>
@@ -331,6 +338,7 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 					var2Observations[r][c] +=
 							random.nextGaussian()*noiseLevel;
 				}
+				// This next loop will only execute if dimensionsCond > 0
 				for (int c = 0; c < dimensionsCond; c++) {
 					condObservations[r][c] +=
 							random.nextGaussian()*noiseLevel;
@@ -351,7 +359,7 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 	public double computeAverageLocalOfObservations() throws Exception {
 		// Compute the conditional MI
 		double startTime = Calendar.getInstance().getTimeInMillis();
-		lastAverage = computeFromObservations(false)[0];
+		lastAverage = computeFromObservations(false, null)[0];
 		condMiComputed = true;
 		if (debug) {
 			Calendar rightNow2 = Calendar.getInstance();
@@ -395,7 +403,7 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 			var2Observations = MatrixUtils.extractSelectedTimePointsReusingArrays(originalData, reordering);
 		}
 		// Compute the conditional MI
-		double newCondMI = computeFromObservations(false)[0];
+		double newCondMI = computeFromObservations(false, null)[0];
 		// restore original data
 		kdTreeJoint = originalKdTreeJoint;
 		if (variableToReorder == 1) {
@@ -412,7 +420,7 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 
 	@Override
 	public double[] computeLocalOfPreviousObservations() throws Exception {
-		double[] localValues = computeFromObservations(true);
+		double[] localValues = computeFromObservations(true, null);
 		lastAverage = MatrixUtils.mean(localValues);
 		condMiComputed = true;
 		return localValues;
@@ -424,10 +432,25 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 	@Override
 	public double[] computeLocalUsingPreviousObservations(double[][] states1,
 			double[][] states2, double[][] condStates) throws Exception {
-		// If implemented, will need to incorporate any normalisation here
-		//  (normalising the incoming data the same way the previously
-		//   supplied observations were normalised).
-		throw new Exception("Local method not implemented yet");
+		// Do normalisation of the incoming data if required:
+		double[][] states1ToUse, states2ToUse, condStatesToUse;
+		if (normalise) {
+			states1ToUse = MatrixUtils.normaliseIntoNewArray(states1, var1Means, var1Stds);
+			states2ToUse = MatrixUtils.normaliseIntoNewArray(states2, var2Means, var2Stds);
+			if (dimensionsCond != 0) {
+				condStatesToUse = MatrixUtils.normaliseIntoNewArray(condStates, condMeans, condStds);
+			} else {
+				condStatesToUse = null;
+			}
+		} else {
+			states1ToUse = states1;
+			states2ToUse = states2;
+			condStatesToUse = condStates;
+		}
+		// And call the algorithm:
+		double[] localValues = computeFromObservations(true,
+				new double[][][]{states1ToUse, states2ToUse, condStatesToUse});
+		return localValues;
 	}
 	
 	/**
@@ -444,10 +467,12 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 	 * 
 	 * @param returnLocals whether to return an array or local values, or else
 	 *  sums of these values
+	 * @param newObservations set to null for computing for the observation set for the PDF, or pass in a new set
+	 *  of observations to compute the average/locals for (using the existing observations to construct the PDF)
 	 * @return either the average conditional MI, or array of local conditional MI value, in nats not bits
 	 * @throws Exception
 	 */
-	protected double[] computeFromObservations(boolean returnLocals) throws Exception {
+	protected double[] computeFromObservations(boolean returnLocals, double[][][] newObservations) throws Exception {
 		int N = var1Observations.length; // number of observations
 		
 		double[] returnValues = null;
@@ -488,28 +513,36 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 				uniNNSearcherVar2 = new UnivariateNearestNeighbourSearcher(var2Observations);
 			}
 		}
-		if (nnSearcherConditional == null) {
+		if ((nnSearcherConditional == null) && (dimensionsCond > 0)) {
 			nnSearcherConditional = NearestNeighbourSearcher.create(condObservations);
 			nnSearcherConditional.setNormType(normType);
 		}
 
+		// How many time points are we averaging over?
+		int numTimePointsToComputeFor = (newObservations == null) ?
+				N : newObservations[0].length;
+		
 		if (numThreads == 1) {
 			// Single-threaded implementation:
-			returnValues = partialComputeFromObservations(0, N, returnLocals);
-			
+			if (newObservations == null) {
+				returnValues = partialComputeFromObservations(0, numTimePointsToComputeFor, returnLocals);
+			} else {
+				returnValues = partialComputeFromNewObservations(0, numTimePointsToComputeFor,
+						newObservations[0], newObservations[1], newObservations[2], returnLocals);
+			}
 		} else {
 			// We're going multithreaded:
 			if (returnLocals) {
 				// We're computing local conditional MI
-				returnValues = new double[N];
+				returnValues = new double[numTimePointsToComputeFor];
 			} else {
 				// We're computing average conditional MI
 				returnValues = new double[CondMiKraskovThreadRunner.RETURN_ARRAY_LENGTH];
 			}
 			
 			// Distribute the observations to the threads for the parallel processing
-			int lTimesteps = N / numThreads; // each thread gets the same amount of data
-			int res = N % numThreads; // the first thread gets the residual data
+			int lTimesteps = numTimePointsToComputeFor / numThreads; // each thread gets the same amount of data
+			int res = numTimePointsToComputeFor % numThreads; // the first thread gets the residual data
 			if (debug) {
 				System.out.printf("Computing Kraskov conditional MI with %d threads (%d timesteps each, plus %d residual)\n",
 						numThreads, lTimesteps, res);
@@ -523,7 +556,7 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 					System.out.println(t + ".Thread: from " + startTime +
 							" to " + (startTime + numTimesteps)); // Trace Message
 				}
-				runners[t] = new CondMiKraskovThreadRunner(this, startTime, numTimesteps, returnLocals);
+				runners[t] = new CondMiKraskovThreadRunner(this, startTime, numTimesteps, newObservations, returnLocals);
 				tCalculators[t] = new Thread(runners[t]);
 				tCalculators[t].start();
 			}
@@ -552,10 +585,10 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 			return returnValues;
 		} else {
 			// Average out the components for the final equation(s) and for debugging:
-			double averageDiGammas = returnValues[CondMiKraskovThreadRunner.INDEX_SUM_DIGAMMAS] / (double) N;
-			double avNxz = returnValues[CondMiKraskovThreadRunner.INDEX_SUM_NXZ] / (double) N;
-			double avNyz = returnValues[CondMiKraskovThreadRunner.INDEX_SUM_NYZ] / (double) N;
-			double avNz = returnValues[CondMiKraskovThreadRunner.INDEX_SUM_NZ] / (double) N;
+			double averageDiGammas = returnValues[CondMiKraskovThreadRunner.INDEX_SUM_DIGAMMAS] / (double) numTimePointsToComputeFor;
+			double avNxz = returnValues[CondMiKraskovThreadRunner.INDEX_SUM_NXZ] / (double) numTimePointsToComputeFor;
+			double avNyz = returnValues[CondMiKraskovThreadRunner.INDEX_SUM_NYZ] / (double) numTimePointsToComputeFor;
+			double avNz = returnValues[CondMiKraskovThreadRunner.INDEX_SUM_NZ] / (double) numTimePointsToComputeFor;
 			if (debug) {
 				System.out.printf("<n_xz>=%.3f, <n_yz>=%.3f, <n_z>=%.3f\n",
 						avNxz, avNyz, avNz);
@@ -573,17 +606,27 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 				// Algorithm 2:
 				// We also retrieve the sums of inverses for debugging purposes:
 				double averageInverseCountInJointXZ =
-						returnValues[CondMiKraskovThreadRunner.INDEX_SUM_INV_NXZ] / (double) N;
+						returnValues[CondMiKraskovThreadRunner.INDEX_SUM_INV_NXZ] / (double) numTimePointsToComputeFor;
 				double averageInverseCountInJointYZ =
-						returnValues[CondMiKraskovThreadRunner.INDEX_SUM_INV_NYZ] / (double) N;
-				double averageMeasure = MathsUtils.digamma(k) - (2.0 / (double)k) + averageDiGammas +
+						returnValues[CondMiKraskovThreadRunner.INDEX_SUM_INV_NYZ] / (double) numTimePointsToComputeFor;
+				double inverseKTerm;
+				if (dimensionsCond > 0) {
+					// We will add in the 2/K term as usual
+					inverseKTerm = 2.0 / (double) k;
+				} else {
+					// We will only add in 1/K term since without a conditional there is
+					//  technically one less variable in the full joint space
+					inverseKTerm = 1.0 / (double) k;
+				}
+				double averageMeasure = MathsUtils.digamma(k) - inverseKTerm + averageDiGammas +
 						averageInverseCountInJointXZ + averageInverseCountInJointYZ;
 				if (debug) {
-					System.out.printf("Av = digamma(k)=%.3f + <digammas>=%.3f +<inverses>=%.3f - 2/k=%.3f  = %.3f" +
+					System.out.printf("Av = digamma(k)=%.3f + <digammas>=%.3f +<inverses>=%.3f - $d/k=%.3f  = %.3f" +
 							" (<1/n_yz>=%.3f, <1/n_xz>=%.3f)\n",
 							MathsUtils.digamma(k), averageDiGammas,
 							averageInverseCountInJointXZ + averageInverseCountInJointYZ,
-							(2.0 / (double)k), averageMeasure,
+							dimensionsCond > 0 ? 2 : 1,
+							inverseKTerm, averageMeasure,
 							averageInverseCountInJointYZ, averageInverseCountInJointXZ);
 				}
 				double[] result = new double[1];
@@ -619,6 +662,40 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 	protected abstract double[] partialComputeFromObservations(
 			int startTimePoint, int numTimePoints, boolean returnLocals) throws Exception;
 
+	/**
+	 * Protected method to be used internally for threaded implementations.
+	 * This method implements the guts of each Kraskov algorithm, computing the number of 
+	 *  nearest neighbours in each dimension for a sub-set of the data points.
+	 *  It is intended to be called by one thread to work on that specific
+	 *  sub-set of the data.
+	 * In particular, this method differs from {@link #partialComputeFromObservations(int, int, boolean)}
+	 *  because it operates on a new set of observations (using the old set of observations for
+	 *  constructing the search spaces and PDFs)
+	 * 
+	 * <p>The method returns:<ol>
+	 *  <li>for average conditional MIs (returnLocals == false), the relevant sums of digamma(n_{xz}), digamma(n_{yz})
+	 *     and digamma(n_z)
+	 *     for a partial set of the observations</li>
+	 *  <li>for local conditional MIs (returnLocals == true), the array of local conditional MI values</li>
+	 *  </ol>
+	 * 
+	 * @param startTimePoint start time for the partial set we examine
+	 * @param numTimePoints number of time points (including startTimePoint to examine)
+	 * @param newVar1Observations new time series of observations for variable 1
+	 * @param newVar2Observations new time series of observations for variable 1
+	 * @param newCondObservations new time series of observations for variable 1
+	 * @param returnLocals whether to return an array or local values, or else
+	 *  sums of these values
+	 * @return an array of the relevant sum of digamma(n_xz+1) and digamma(n_yz+1) and digamma(n_z), then
+	 *  sum of n_xz, n_yz, n_z and for algorithm 2 only, sum of 1/n_xz and 1/n_yz
+	 *  (these latter five are only for debugging purposes).
+	 * @throws Exception
+	 */
+	protected abstract double[] partialComputeFromNewObservations(
+			int startTimePoint, int numTimePoints,
+			double[][] newVar1Observations, double[][] newVar2Observations, double[][] newCondObservations, 
+			boolean returnLocals) throws Exception;
+
 	/**
 	 * Private class to handle multi-threading of the Kraskov algorithms.
 	 * Each instance calls partialComputeFromObservations()
@@ -633,6 +710,7 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 		protected ConditionalMutualInfoCalculatorMultiVariateKraskov condMiCalc;
 		protected int myStartTimePoint;
 		protected int numberOfTimePoints;
+		protected double[][][] newObservations;
 		protected boolean computeLocals;
 		
 		protected double[] returnValues = null;
@@ -649,11 +727,13 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 		public CondMiKraskovThreadRunner(
 				ConditionalMutualInfoCalculatorMultiVariateKraskov condMiCalc,
 				int myStartTimePoint, int numberOfTimePoints,
+				double[][][] newObservations,
 				boolean computeLocals) {
 			this.condMiCalc = condMiCalc;
 			this.myStartTimePoint = myStartTimePoint;
 			this.numberOfTimePoints = numberOfTimePoints;
 			this.computeLocals = computeLocals;
+			this.newObservations = newObservations;
 		}
 		
 		/**
@@ -676,7 +756,16 @@ public abstract class ConditionalMutualInfoCalculatorMultiVariateKraskov
 		 */
 		public void run() {
 			try {
-				returnValues = condMiCalc.partialComputeFromObservations(myStartTimePoint, numberOfTimePoints, computeLocals);
+				if (newObservations == null) {
+					// Computing on existing observations
+					returnValues = condMiCalc.partialComputeFromObservations(myStartTimePoint, numberOfTimePoints, computeLocals);
+				} else {
+					// Computing on new observations
+					returnValues = condMiCalc.partialComputeFromNewObservations(
+							myStartTimePoint, numberOfTimePoints,
+							newObservations[0], newObservations[1],
+							newObservations[2], computeLocals);
+				}
 			} catch (Exception e) {
 				// Store the exception for later retrieval
 				problem = e;
diff --git a/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov1.java b/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov1.java
index bfbfa5a..677bc43 100755
--- a/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov1.java
+++ b/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov1.java
@@ -18,12 +18,18 @@
 
 package infodynamics.measures.continuous.kraskov;
 
+import java.util.Arrays;
 import java.util.Calendar;
 import java.util.PriorityQueue;
 
 import infodynamics.measures.continuous.ConditionalMutualInfoCalculatorMultiVariate;
+import infodynamics.utils.EmpiricalMeasurementDistribution;
+import infodynamics.utils.FirstIndexComparatorDouble;
+import infodynamics.utils.KdTree;
 import infodynamics.utils.MathsUtils;
+import infodynamics.utils.MatrixUtils;
 import infodynamics.utils.NeighbourNodeData;
+import infodynamics.utils.UnivariateNearestNeighbourSearcher;
 
 /**
  * <p>Computes the differential conditional mutual information of two multivariate
@@ -99,7 +105,20 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov1
 			// First element in the PQ is the kth NN,
 			//  and epsilon = kthNnData.distance
 			NeighbourNodeData kthNnData = nnPQ.poll();
-			
+			/*
+			if (debug) {
+				System.out.print("t = " + t + " : for data point: ");
+				MatrixUtils.printArray(System.out, var1Observations[t]);
+				MatrixUtils.printArray(System.out, var2Observations[t]);
+				if (dimensionsCond > 0) {
+					MatrixUtils.printArray(System.out, condObservations[t]);
+				} else {
+					System.out.print("[]");
+				}
+				System.out.printf("t=%d: K=%d NNs found at range %.5f (point %d)\n", t, k, kthNnData.distance, kthNnData.sampleIndex);
+			}
+			*/
+
 			// Now count the points in the conditional space, and 
 			//  the var1-conditional and var2-conditional spaces.
 			// We have 3 coded options for how to do this:
@@ -112,7 +131,7 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov1
 			int n_yz = kdTreeVar2Conditional.countPointsStrictlyWithinR(
 					t, kthNnData.distance, dynCorrExclTime);
 			int n_z = nnSearcherConditional.countPointsStrictlyWithinR(
-			t, kthNnData.distance, dynCorrExclTime);
+					t, kthNnData.distance, dynCorrExclTime);
 			*/ // end option A
 			
 			/* Option B -- 
@@ -151,8 +170,10 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov1
 			if (debug) {
 				methodStartTime = Calendar.getInstance().getTimeInMillis();
 			}
-			nnSearcherConditional.findPointsWithinR(t, kthNnData.distance, dynCorrExclTime,
+			if (dimensionsCond > 0) {
+				nnSearcherConditional.findPointsWithinR(t, kthNnData.distance, dynCorrExclTime,
 					false, isWithinRForConditionals, indicesWithinRForConditionals);
+			}
 			if (debug) {
 				conditionalTime += Calendar.getInstance().getTimeInMillis() -
 						methodStartTime;
@@ -160,15 +181,26 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov1
 			}
 			// 2. Then compute n_xz and n_yz harnessing our knowledge of
 			//  which points qualified for the conditional already:
-			// Don't need to supply dynCorrExclTime in the following, because only 
+			// Don't need to supply dynCorrExclTime in most of the following, because only 
 			//  points outside of it have been included in isWithinRForConditionals
 			int n_xz;
-			if (dimensionsVar1 > 1) {
-				n_xz = kdTreeVar1Conditional.countPointsWithinR(t, kthNnData.distance,
-						false, 1, isWithinRForConditionals);
-			} else { // Generally faster to search only the marginal space if it is univariate 
-				n_xz = uniNNSearcherVar1.countPointsWithinR(t, kthNnData.distance,
-						false, isWithinRForConditionals);
+			if (dimensionsCond == 0) {
+				// We're really only counting whether the x space qualifies
+				if (dimensionsVar1 > 1) {
+					n_xz = kdTreeVar1Conditional.countPointsStrictlyWithinR(
+						t, kthNnData.distance, dynCorrExclTime);
+				} else {
+					n_xz = uniNNSearcherVar1.countPointsWithinR(t, kthNnData.distance,
+							dynCorrExclTime, false);
+				}
+			} else {
+				if (dimensionsVar1 > 1) {
+					n_xz = kdTreeVar1Conditional.countPointsWithinR(t, kthNnData.distance,
+							false, 1, isWithinRForConditionals);
+				} else { // Generally faster to search only the marginal space if it is univariate 
+					n_xz = uniNNSearcherVar1.countPointsWithinR(t, kthNnData.distance,
+							false, isWithinRForConditionals);
+				}
 			}
 			if (debug) {
 				conditionalXTime += Calendar.getInstance().getTimeInMillis() -
@@ -176,12 +208,23 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov1
 				methodStartTime = Calendar.getInstance().getTimeInMillis();
 			}
 			int n_yz;
-			if (dimensionsVar2 > 1) {
-				n_yz = kdTreeVar2Conditional.countPointsWithinR(t, kthNnData.distance,
-						false, 1, isWithinRForConditionals);
-			} else { // Generally faster to search only the marginal space if it is univariate
-				n_yz = uniNNSearcherVar2.countPointsWithinR(t, kthNnData.distance,
-						false, isWithinRForConditionals);
+			if (dimensionsCond == 0) {
+				// We're really only counting whether the y space qualifies
+				if (dimensionsVar2 > 1) {
+					n_yz = kdTreeVar2Conditional.countPointsStrictlyWithinR(
+						t, kthNnData.distance, dynCorrExclTime);
+				} else {
+					n_yz = uniNNSearcherVar2.countPointsWithinR(t, kthNnData.distance,
+							dynCorrExclTime, false);
+				}
+			} else {
+				if (dimensionsVar2 > 1) {
+					n_yz = kdTreeVar2Conditional.countPointsWithinR(t, kthNnData.distance,
+							false, 1, isWithinRForConditionals);
+				} else { // Generally faster to search only the marginal space if it is univariate
+					n_yz = uniNNSearcherVar2.countPointsWithinR(t, kthNnData.distance,
+							false, isWithinRForConditionals);
+				}
 			}
 			if (debug) {
 				conditionalYTime += Calendar.getInstance().getTimeInMillis() -
@@ -189,8 +232,15 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov1
 			}
 			// 3. Finally, reset our boolean array for its next use while we count n_z:
 			int n_z;
-			for (n_z = 0; indicesWithinRForConditionals[n_z] != -1; n_z++) {
-				isWithinRForConditionals[indicesWithinRForConditionals[n_z]] = false;
+			if (dimensionsCond == 0) {
+				n_z = totalObservations - 1; // - 1 to remove the point itself.
+				// Note: This doesn't respect the dynamic correlation exclusion, but 
+				//  does align with a mutual information calculation here (to give the digamma(N) term).
+				// No need to reset the boolean array
+			} else { 
+				for (n_z = 0; indicesWithinRForConditionals[n_z] != -1; n_z++) {
+					isWithinRForConditionals[indicesWithinRForConditionals[n_z]] = false;
+				}
 			}
 			// end option C
 
@@ -206,11 +256,16 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov1
 			if (returnLocals) {
 				localCondMi[t-startTimePoint] = digammaK - digammaNxzPlusOne - digammaNyzPlusOne + digammaNzPlusOne;
 				if (debug) {
-					System.out.printf("t=%d, n_xz=%d, n_yz=%d, n_z=%d, local=%.4f," +
+					System.out.printf("t=%d, r=%.5f, n_xz=%d, n_yz=%d, n_z=%d, local=%.4f," +
 							" digamma(n_xz+1)=%.5f, digamma(n_yz+1)=%.5f, digamma(n_z+1)=%.5f, \n",
-							t, n_xz, n_yz, n_z, localCondMi[t-startTimePoint],
+							t, kthNnData.distance, n_xz, n_yz, n_z, localCondMi[t-startTimePoint],
 							digammaNxzPlusOne, digammaNyzPlusOne, digammaNzPlusOne);
 				}
+			} else if (debug) {
+				System.out.printf("t=%d, n_xz=%d, n_yz=%d, n_z=%d," +
+						" digamma(n_xz+1)=%.5f, digamma(n_yz+1)=%.5f, digamma(n_z+1)=%.5f, \n",
+						t, n_xz, n_yz, n_z,
+						digammaNxzPlusOne, digammaNyzPlusOne, digammaNzPlusOne);
 			}
 		}
 		
@@ -244,4 +299,214 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov1
 			return results;
 		}		
 	}
+	
+	/**
+	 * Compute the local conditional mutual information values for a new set of
+	 *  observations, where the PDFs are constructed from the observations added earlier.
+	 * 
+	 * @param startTimePoint
+	 * @param numTimePoints
+	 * @param newStates1
+	 * @param newStates2
+	 * @param newCondStates
+	 * @return
+	 * @throws Exception
+	 */
+	@Override
+	protected double[] partialComputeFromNewObservations(int startTimePoint,
+			int numTimePoints, double[][] newStates1,
+			double[][] newStates2, double[][] newCondStates, boolean returnLocals) throws Exception {
+		
+		double startTime = Calendar.getInstance().getTimeInMillis();
+
+		double[] localCondMi = null;
+		if (returnLocals) {
+			localCondMi = new double[numTimePoints];
+		}
+		
+		// Count the average number of points within eps_xz and eps_yz and eps_z of each point
+		double sumDiGammas = 0;
+		double sumNxz = 0;
+		double sumNyz = 0;
+		double sumNz = 0;
+		
+		long knnTime = 0, conditionalTime = 0,
+				conditionalXTime = 0, conditionalYTime = 0;
+		
+		// Arrays used for fast searching on conditionals with a marginal:
+		boolean[] isWithinRForConditionals = new boolean[totalObservations];
+		int[] indicesWithinRForConditionals = new int[totalObservations+1];
+
+		for (int t = startTimePoint; t < startTimePoint + numTimePoints; t++) {
+			// Compute eps for this time step by
+			//  finding the kth closest neighbour for point t:
+			long methodStartTime = Calendar.getInstance().getTimeInMillis();
+			PriorityQueue<NeighbourNodeData> nnPQ =
+					kdTreeJoint.findKNearestNeighbours(k,
+							new double[][] {newStates1[t], newStates2[t], newCondStates[t]});
+			knnTime += Calendar.getInstance().getTimeInMillis() -
+					methodStartTime;
+			// First element in the PQ is the kth NN,
+			//  and epsilon = kthNnData.distance
+			NeighbourNodeData kthNnData = nnPQ.poll();
+			if (debug) {
+				System.out.print("t = " + t + " : for data point: ");
+				MatrixUtils.printArray(System.out, newStates1[t]);
+				MatrixUtils.printArray(System.out, newStates2[t]);
+				if (dimensionsCond > 0) {
+					MatrixUtils.printArray(System.out, newCondStates[t]);
+				} else {
+					System.out.print("[]");
+				}
+				System.out.printf("t=%d : K=%d NNs found at range %.5f (point %d)\n", t, k, kthNnData.distance, kthNnData.sampleIndex);
+			}
+			
+			// Now count the points in the conditional space, and 
+			//  the var1-conditional and var2-conditional spaces.
+			// We use Option C determined above to do this --
+			// Identify the points satisfying the conditional criteria, then use
+			//  the knowledge of which points made this cut to speed up the searching
+			//  in the conditional-marginal spaces:
+			// 1. Identify the n_z points within the conditional boundaries:
+			if (debug) {
+				methodStartTime = Calendar.getInstance().getTimeInMillis();
+			}
+			if (dimensionsCond > 0) {
+				nnSearcherConditional.findPointsWithinR(kthNnData.distance,
+					new double[][] {newCondStates[t]},
+					false, isWithinRForConditionals, indicesWithinRForConditionals);
+			}
+			if (debug) {
+				conditionalTime += Calendar.getInstance().getTimeInMillis() -
+						methodStartTime;
+				methodStartTime = Calendar.getInstance().getTimeInMillis();
+			}
+			// 2. Then compute n_xz and n_yz harnessing our knowledge of
+			//  which points qualified for the conditional already:
+			// Don't need to supply dynCorrExclTime in the following, because
+			//  it's not relevant for the new points
+			int n_xz;
+			if (dimensionsCond == 0) {
+				// We're really only counting whether the x space qualifies
+				if (dimensionsVar1 > 1) {
+					n_xz = kdTreeVar1Conditional.countPointsWithinR(
+							new double[][] {newStates1[t], newCondStates[t]},
+							kthNnData.distance, false);
+				} else {
+					n_xz = uniNNSearcherVar1.countPointsWithinR(
+							new double[][] {newStates1[t]}, kthNnData.distance, false);
+				}
+			} else {
+				if (dimensionsVar1 > 1) {
+					n_xz = kdTreeVar1Conditional.countPointsWithinR(kthNnData.distance,
+							new double[][] {newStates1[t], newCondStates[t]},
+							false, 1, isWithinRForConditionals);
+				} else { // Generally faster to search only the marginal space if it is univariate 
+					n_xz = uniNNSearcherVar1.countPointsWithinR(
+							new double[][] {newStates1[t]}, kthNnData.distance,
+							false, isWithinRForConditionals);
+				}
+			}
+			
+			if (debug) {
+				conditionalXTime += Calendar.getInstance().getTimeInMillis() -
+						methodStartTime;
+				methodStartTime = Calendar.getInstance().getTimeInMillis();
+			}
+			int n_yz;
+			if (dimensionsCond == 0) {
+				// We're really only counting whether the y space qualifies
+				if (dimensionsVar2 > 1) {
+					n_yz = kdTreeVar2Conditional.countPointsWithinR(
+						new double[][] {newStates2[t], newCondStates[t]},
+						kthNnData.distance, false);
+				} else {
+					n_yz = uniNNSearcherVar2.countPointsWithinR(
+							new double[][] {newStates2[t]},
+							kthNnData.distance, false);
+				}
+			} else {
+				if (dimensionsVar2 > 1) {
+					n_yz = kdTreeVar2Conditional.countPointsWithinR(kthNnData.distance,
+							new double[][] {newStates2[t], newCondStates[t]},
+							false, 1, isWithinRForConditionals);
+				} else { // Generally faster to search only the marginal space if it is univariate
+					n_yz = uniNNSearcherVar2.countPointsWithinR(
+							new double[][] {newStates2[t]}, kthNnData.distance,
+							false, isWithinRForConditionals);
+				}
+			}
+			if (debug) {
+				conditionalYTime += Calendar.getInstance().getTimeInMillis() -
+					methodStartTime;
+			}
+			// 3. Finally, reset our boolean array for its next use while we count n_z:
+			int n_z;
+			if (dimensionsCond == 0) {
+				n_z = totalObservations - 1; // - 1 to remove the point itself.
+				// no need to reset the boolean array
+			} else { 
+				for (n_z = 0; indicesWithinRForConditionals[n_z] != -1; n_z++) {
+					isWithinRForConditionals[indicesWithinRForConditionals[n_z]] = false;
+				}
+			}
+			// end option C
+
+			sumNxz += n_xz;
+			sumNyz += n_yz;
+			sumNz += n_z;
+			// And take the digammas:
+			double digammaNxzPlusOne = MathsUtils.digamma(n_xz+1);
+			double digammaNyzPlusOne = MathsUtils.digamma(n_yz+1);
+			double digammaNzPlusOne = MathsUtils.digamma(n_z+1);
+			sumDiGammas += digammaNzPlusOne - digammaNxzPlusOne - digammaNyzPlusOne;
+			
+			if (returnLocals) {
+				localCondMi[t-startTimePoint] = digammaK - digammaNxzPlusOne - digammaNyzPlusOne + digammaNzPlusOne;
+				if (debug) {
+					System.out.printf("t=%d, n_xz=%d, n_yz=%d, n_z=%d, local=%.4f," +
+							" digamma(n_xz+1)=%.5f, digamma(n_yz+1)=%.5f, digamma(n_z+1)=%.5f, \n",
+							t, n_xz, n_yz, n_z, localCondMi[t-startTimePoint],
+							digammaNxzPlusOne, digammaNyzPlusOne, digammaNzPlusOne);
+				}
+			} else if (debug) {
+				double localValue = digammaK - digammaNxzPlusOne - digammaNyzPlusOne + digammaNzPlusOne;
+				System.out.printf("t=%d, n_xz=%d, n_yz=%d, n_z=%d, local=%.4f," +
+						" digamma(n_xz+1)=%.5f, digamma(n_yz+1)=%.5f, digamma(n_z+1)=%.5f, \n",
+						t, n_xz, n_yz, n_z, localValue,
+						digammaNxzPlusOne, digammaNyzPlusOne, digammaNzPlusOne);
+			}
+		}
+		
+		if (debug) {
+			Calendar rightNow2 = Calendar.getInstance();
+			long endTime = rightNow2.getTimeInMillis();
+			System.out.println("Subset " + startTimePoint + ":" +
+					(startTimePoint + numTimePoints) + " Calculation time: " +
+					((endTime - startTime)/1000.0) + " sec" );
+			System.out.println("Total exec times for: ");
+			System.out.println("\tknn search: " + (knnTime/1000.0));
+			System.out.println("\tz   search: " + (conditionalTime/1000.0));
+			System.out.println("\tzx  search: " + (conditionalXTime/1000.0));
+			System.out.println("\tzy  search: " + (conditionalYTime/1000.0));
+			System.out.printf("%d:%d -- Returning: %.4f, %.4f, %.4f, %.4f\n",
+					startTimePoint, (startTimePoint + numTimePoints),
+					sumDiGammas, sumNxz, sumNyz, sumNz);
+		}
+
+		// Select what to return:
+		if (returnLocals) {
+			return localCondMi;
+		} else {
+			// Pad return array with two values, to allow compatibility in 
+			//  return length with algorithm 2
+			double[] results = new double[6];
+			results[0] = sumDiGammas;
+			results[1] = sumNxz;
+			results[2] = sumNyz;
+			results[3] = sumNz;
+			return results;
+		}		
+	}
+
 }
diff --git a/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov2.java b/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov2.java
index cc3da9b..e508f37 100755
--- a/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov2.java
+++ b/java/source/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoCalculatorMultiVariateKraskov2.java
@@ -79,7 +79,15 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov2
 		}
 		
 		// Constants:
-		double twoOnK = 2.0 / (double) k;
+		double inverseKTerm;
+		if (dimensionsCond > 0) {
+			// We will add in the 2/K term as usual
+			inverseKTerm = 2.0 / (double) k;
+		} else {
+			// We will only add in 1/K term since without a conditional there is
+			//  technically one less variable in the full joint space
+			inverseKTerm = 1.0 / (double) k;
+		}
 		
 		// Count the average number of points within eps_xz, eps_yz and eps_z
 		double sumDiGammas = 0;
@@ -136,36 +144,68 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov2
 			//  the knowledge of which points made this cut to speed up the searching
 			//  in the conditional-marginal spaces:
 			// 1. Identify the n_z points within the conditional boundaries:
-			nnSearcherConditional.findPointsWithinR(t, eps_z, dynCorrExclTime,
+			if (dimensionsCond > 0) {
+				nnSearcherConditional.findPointsWithinR(t, eps_z, dynCorrExclTime,
 					true, isWithinRForConditionals, indicesWithinRForConditionals);
+			}
 			// 2. Then compute n_xz and n_yz harnessing our knowledge of
 			//  which points qualified for the conditional already:
 			// Don't need to supply dynCorrExclTime in the following, because only 
 			//  points outside of it have been included in isWithinRForConditionals
 			int n_xz;
-			if (dimensionsVar1 > 1) {
-				// Check only the x variable against eps_x, use existing results for z
-				n_xz = kdTreeVar1Conditional.countPointsWithinRs(t, 
-						new double[] {eps_x, eps_z},
-						true, 1, isWithinRForConditionals);
-			} else { // Generally faster to search only the marginal space if it is univariate 
-				n_xz = uniNNSearcherVar1.countPointsWithinR(t, eps_x,
-						true, isWithinRForConditionals);
+			if (dimensionsCond == 0) {
+				// We're really only counting whether the x space qualifies
+				if (dimensionsVar1 > 1) {
+					n_xz = kdTreeVar1Conditional.countPointsWithinOrOnR(
+							t, eps_x, dynCorrExclTime); // No need to pass eps_z in
+				} else { // Generally faster to search only the marginal space if it is univariate 
+					n_xz = uniNNSearcherVar1.countPointsWithinOrOnR(t, eps_x,
+							dynCorrExclTime);
+				}
+			} else {
+				if (dimensionsVar1 > 1) {
+					// Check only the x variable against eps_x, use existing results for z
+					n_xz = kdTreeVar1Conditional.countPointsWithinRs(t, 
+							new double[] {eps_x, eps_z},
+							true, 1, isWithinRForConditionals);
+				} else { // Generally faster to search only the marginal space if it is univariate 
+					n_xz = uniNNSearcherVar1.countPointsWithinR(t, eps_x,
+							true, isWithinRForConditionals);
+				}
 			}
 			int n_yz;
-			if (dimensionsVar2 > 1) {
-				// Check only the y variable against eps_y, use existing results for z
-				n_yz = kdTreeVar2Conditional.countPointsWithinRs(t,
-						new double[] {eps_y, eps_z},
-						true, 1, isWithinRForConditionals);
-			} else { // Generally faster to search only the marginal space if it is univariate
-				n_yz = uniNNSearcherVar2.countPointsWithinR(t, eps_y,
-						true, isWithinRForConditionals);
+			if (dimensionsCond == 0) {
+				if (dimensionsVar2 > 1) {
+					// Check only the y variable against eps_y, use existing results for z
+					n_yz = kdTreeVar2Conditional.countPointsWithinOrOnR(
+							t, eps_y, dynCorrExclTime); // No need to pass eps_z in 
+				} else { // Generally faster to search only the marginal space if it is univariate
+					n_yz = uniNNSearcherVar2.countPointsWithinOrOnR(t, eps_y,
+							dynCorrExclTime);
+				}
+			} else {
+				// We're really only counting whether the y space qualifies
+				if (dimensionsVar2 > 1) {
+					// Check only the y variable against eps_y, use existing results for z
+					n_yz = kdTreeVar2Conditional.countPointsWithinRs(t,
+							new double[] {eps_y, eps_z},
+							true, 1, isWithinRForConditionals);
+				} else { // Generally faster to search only the marginal space if it is univariate
+					n_yz = uniNNSearcherVar2.countPointsWithinR(t, eps_y,
+							true, isWithinRForConditionals);
+				}
 			}
 			// 3. Finally, reset our boolean array for its next use while we count n_z:
 			int n_z;
-			for (n_z = 0; indicesWithinRForConditionals[n_z] != -1; n_z++) {
-				isWithinRForConditionals[indicesWithinRForConditionals[n_z]] = false;
+			if (dimensionsCond == 0) {
+				n_z = totalObservations; // Dropping - 1 to remove the point itself, and
+				// Note: This doesn't respect the dynamic correlation exclusion, but this
+				//  does align with a mutual information calculation here (to give the digamma(N) term).
+				// No need to reset the boolean array
+			} else {
+				for (n_z = 0; indicesWithinRForConditionals[n_z] != -1; n_z++) {
+					isWithinRForConditionals[indicesWithinRForConditionals[n_z]] = false;
+				}
 			}
 			// end option C
 
@@ -177,15 +217,25 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov2
 			double digammaNxz = MathsUtils.digamma(n_xz);
 			double digammaNyz = MathsUtils.digamma(n_yz);
 			double digammaNz = MathsUtils.digamma(n_z);
-			double invN_xz = 1.0/(double) n_xz;
-			double invN_yz = 1.0/(double) n_yz;
+			double invN_xz, invN_yz;
+			if (dimensionsCond > 0) {
+				// We will add in the inverse neighbour counts as usual
+				invN_xz = 1.0/(double) n_xz;
+				invN_yz = 1.0/(double) n_yz;
+			} else {
+				// We do not add in the inverse neighbour counts, because they
+				//  are technically coming from a single variable neighbour search,
+				//  and so there is a 0/n_xz and 0/n_yz contribution 
+				invN_xz = 0.0;
+				invN_yz = 0.0;
+			}
 			sumInverseCountInJointXZ += invN_xz;
 			sumInverseCountInJointYZ += invN_yz;
 			double contributionDigammas = digammaNz - digammaNxz - digammaNyz;
 			sumDiGammas += contributionDigammas;
 
 			if (returnLocals) {
-				localCondMi[t-startTimePoint] = digammaK - twoOnK + contributionDigammas + invN_xz + invN_yz;
+				localCondMi[t-startTimePoint] = digammaK - inverseKTerm + contributionDigammas + invN_xz + invN_yz;
 				if (debug) {
 					// Only tracking this for debugging purposes: 
 					System.out.printf("t=%d, n_xz=%d, n_yz=%d, n_z=%d, 1/n_yz=%.3f, 1/n_xz=%.3f, local=%.4f\n",
@@ -216,4 +266,13 @@ public class ConditionalMutualInfoCalculatorMultiVariateKraskov2
 			return returnValues;
 		}		
 	}
+
+	@Override
+	protected double[] partialComputeFromNewObservations(int startTimePoint,
+			int numTimePoints, double[][] newVar1Observations,
+			double[][] newVar2Observations, double[][] newCondObservations,
+			boolean returnLocals) throws Exception {
+		// TODO implement me
+		throw new RuntimeException("Not implemented yet");
+	}
 }

From e2182c40c2c8f71428adac57610aa4bd5c30f3b1 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 15:04:42 +1100
Subject: [PATCH 10/34] Update to AIS kernel direct class in unit tests to
 align with update to AIS interface definition

---
 .../kernel/ActiveInfoStorageCalculatorKernelDirect.java     | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/java/unittests/infodynamics/measures/continuous/kernel/ActiveInfoStorageCalculatorKernelDirect.java b/java/unittests/infodynamics/measures/continuous/kernel/ActiveInfoStorageCalculatorKernelDirect.java
index 09630bc..0fb246f 100755
--- a/java/unittests/infodynamics/measures/continuous/kernel/ActiveInfoStorageCalculatorKernelDirect.java
+++ b/java/unittests/infodynamics/measures/continuous/kernel/ActiveInfoStorageCalculatorKernelDirect.java
@@ -272,4 +272,10 @@ public class ActiveInfoStorageCalculatorKernelDirect
 			double[] newObservations) throws Exception {
 		throw new Exception("Not yet implemented");
 	}
+
+	public void addObservations(double[] observations, boolean[] valid)
+			throws Exception {
+		// Probably won't need to implement this, as we're only using this class for testing
+		throw new Exception("Not implemented yet");
+	}
 }

From 4cac043affd63fb4e3b1831a51c1feadb523ae05 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 15:05:15 +1100
Subject: [PATCH 11/34] Added unit test for TE continuous
 getSeparateNumObservations (in Kraskov class)

---
 .../kraskov/TransferEntropyTester.java        | 66 +++++++++++++++++++
 1 file changed, 66 insertions(+)

diff --git a/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyTester.java b/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyTester.java
index f227eb8..92bb81c 100755
--- a/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyTester.java
+++ b/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyTester.java
@@ -537,4 +537,70 @@ public class TransferEntropyTester
 		assertEquals(teOptimisedSingleThread, teOptimisedWithValidity, 0.00000001);
 		System.out.println("Answer unchanged by setting validity");
 	}
+	
+	public void testGetSeparateNumObservations() throws Exception {
+		ArrayFileReader afr = new ArrayFileReader("demos/data/SFI-heartRate_breathVol_bloodOx.txt");
+		double[][] data = afr.getDouble2DMatrix();
+		
+		TransferEntropyCalculatorKraskov teCalc = new TransferEntropyCalculatorKraskov();
+		
+		teCalc.initialise();
+		teCalc.startAddObservations();
+		int timeStepsPerCall = 100;
+		int calls = 10;
+		for (int i = 0; i < calls; i++) {
+			// Add more samples
+			teCalc.addObservations(MatrixUtils.selectColumn(data, 0, i*timeStepsPerCall, timeStepsPerCall),
+					MatrixUtils.selectColumn(data, 1, i*timeStepsPerCall, timeStepsPerCall));
+		}
+		teCalc.finaliseAddObservations();
+		@SuppressWarnings("unused")
+		double result = teCalc.computeAverageLocalOfObservations();
+		
+		// Now we want to check how many observations were added at each call:
+		int[] samplesPerCall = teCalc.getSeparateNumObservations();
+		assertEquals(calls, samplesPerCall.length);
+		for (int i = 0; i < calls; i++) {
+			// For k = l = 1, we should have timeStepsPerCall - 1 samples per addObservations() call: 
+			assertEquals(timeStepsPerCall - 1, samplesPerCall[i]);
+		}
+		
+		// =====================
+		// Now run it again with different k and l and embedding lags, etc:
+		teCalc.initialise();
+		teCalc.startAddObservations();
+		// auto embed destination only
+		teCalc.setProperty(TransferEntropyCalculatorKraskov.PROP_AUTO_EMBED_METHOD,
+				TransferEntropyCalculatorKraskov.AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY);
+		teCalc.setProperty(TransferEntropyCalculatorKraskov.PROP_K_SEARCH_MAX, "5");
+		teCalc.setProperty(TransferEntropyCalculatorKraskov.PROP_TAU_SEARCH_MAX, "5");
+		// Explicitly set the source embedding params
+		teCalc.setProperty(TransferEntropyCalculatorKraskov.L_PROP_NAME, "1");
+		teCalc.setProperty(TransferEntropyCalculatorKraskov.L_TAU_PROP_NAME, "1");
+		int[] timeStepsPerCallArray = new int[] {100, 200, 150, 300, 99, 54};
+		int startTime = 0;
+		for (int i = 0; i < timeStepsPerCallArray.length; i++) {
+			// Add more samples
+			teCalc.addObservations(MatrixUtils.selectColumn(data, 0, startTime, timeStepsPerCallArray[i]),
+					MatrixUtils.selectColumn(data, 1, startTime, timeStepsPerCallArray[i]));
+			startTime += timeStepsPerCallArray[i];
+		}
+		teCalc.finaliseAddObservations();
+		result = teCalc.computeAverageLocalOfObservations();
+		int optimisedK = Integer.parseInt(teCalc.getProperty(TransferEntropyCalculatorKraskov.K_PROP_NAME));
+		int optimisedKTau = Integer.parseInt(teCalc.getProperty(TransferEntropyCalculatorKraskov.K_TAU_PROP_NAME));
+		int timeOfFirstObservationPerSet = (optimisedK - 1)*optimisedKTau + 1;
+		System.out.printf("In testing tracking of observations per addObservations() call" +
+				" we have auto-embedding dimension %d and lag %d, timeOfFirstObservationPerSet %d\n",
+				optimisedK, optimisedKTau, timeOfFirstObservationPerSet);
+		
+		// Now we want to check how many observations were added at each call:
+		samplesPerCall = teCalc.getSeparateNumObservations();
+		assertEquals(timeStepsPerCallArray.length, samplesPerCall.length);
+		for (int i = 0; i < timeStepsPerCallArray.length; i++) {
+			// For timeOfFirstObservationPerSet, we should have timeStepsPerCall - timeOfFirstObservationPerSet
+			//  samples per addObservations() call: 
+			assertEquals(timeStepsPerCallArray[i] - timeOfFirstObservationPerSet, samplesPerCall[i]);
+		}
+	}
 }

From 05beb63e58b0e25eaccb447a35995d7c4e95e5ec Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 15:05:28 +1100
Subject: [PATCH 12/34] Added unit test for AND function

---
 .../discrete/MutualInformationTester.java         | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/java/unittests/infodynamics/measures/discrete/MutualInformationTester.java b/java/unittests/infodynamics/measures/discrete/MutualInformationTester.java
index ca69378..7306cb7 100755
--- a/java/unittests/infodynamics/measures/discrete/MutualInformationTester.java
+++ b/java/unittests/infodynamics/measures/discrete/MutualInformationTester.java
@@ -50,6 +50,21 @@ public class MutualInformationTester extends TestCase {
 		assertEquals(0.0, miRand, 0.000001);
 	}
 
+	public void testAnd() throws Exception {
+		MutualInformationCalculatorDiscrete miCalc = new MutualInformationCalculatorDiscrete(2, 0);
+		
+		int[] X1 = new int[] {0, 0, 1, 1};
+		int[] X2 = new int[] {0, 1, 0, 1};
+		int[] Y  = new int[] {0, 0, 0, 1};
+		
+		// Y is dependent on X1 - MI should be 0.311 bits
+		miCalc.initialise();
+		miCalc.addObservations(X1, Y);
+		double miX1Y = miCalc.computeAverageLocalOfObservations();
+		assertEquals(0.311, miX1Y, 0.001);
+		assertEquals(4, miCalc.getNumObservations());
+	}
+
 	public void testXor() throws Exception {
 		MutualInformationCalculatorDiscrete miCalc = new MutualInformationCalculatorDiscrete(2, 0);
 		

From 0386991f003105d74337f0a933080865b0d988a8 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 15:07:15 +1100
Subject: [PATCH 13/34] Altering use of class methods for python demo 6 (I
 think this was required for python 3 compliance?)

---
 demos/python/example6DynamicCallingMutualInfo.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)
 mode change 100755 => 100644 demos/python/example6DynamicCallingMutualInfo.py

diff --git a/demos/python/example6DynamicCallingMutualInfo.py b/demos/python/example6DynamicCallingMutualInfo.py
old mode 100755
new mode 100644
index a0fa1ce..5da8807
--- a/demos/python/example6DynamicCallingMutualInfo.py
+++ b/demos/python/example6DynamicCallingMutualInfo.py
@@ -75,7 +75,7 @@ jointVariable2 = A[:,jointVariable2Columns]
 # (in fact, all java object creation in python is dynamic - it has to be,
 #  since the languages are interpreted. This makes our life slightly easier at this
 #  point than it is in demos/java/example6 where we have to handle this manually)
-indexOfLastDot = string.rfind(implementingClass, ".")
+indexOfLastDot = implementingClass.rfind(".")
 implementingPackage = implementingClass[:indexOfLastDot]
 implementingBaseName = implementingClass[indexOfLastDot+1:]
 miCalcClass = eval('JPackage(\'%s\').%s' % (implementingPackage, implementingBaseName))

From d74749f17dbb208ad3fc7910efd15804b4a87656 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 15:08:15 +1100
Subject: [PATCH 14/34] Showing how to use numpy arrays of ints with JIDT in
 python 3 with jpype1 in python demo 1

---
 demos/python/example1TeBinaryData.py | 25 ++++++++++++++++++++-----
 1 file changed, 20 insertions(+), 5 deletions(-)

diff --git a/demos/python/example1TeBinaryData.py b/demos/python/example1TeBinaryData.py
index 8e4cded..92dfa47 100755
--- a/demos/python/example1TeBinaryData.py
+++ b/demos/python/example1TeBinaryData.py
@@ -20,13 +20,14 @@
 
 # Simple transfer entropy (TE) calculation on binary data using the discrete TE calculator:
 
-from jpype import *
+import jpype
 import random
+import numpy
 
 # Change location of jar to match yours:
 jarLocation = "../../infodynamics.jar"
 # Start the JVM (add the "-Xmx" option with say 1024M if you get crashes due to not enough memory space)
-startJVM(getDefaultJVMPath(), "-ea", "-Djava.class.path=" + jarLocation)
+jpype.startJVM(jpype.getDefaultJVMPath(), "-ea", "-Djava.class.path=" + jarLocation)
 
 # Generate some random binary data.
 sourceArray = [random.randint(0,1) for r in range(100)]
@@ -34,15 +35,29 @@ destArray = [0] + sourceArray[0:99]
 sourceArray2 = [random.randint(0,1) for r in range(100)]
 
 # Create a TE calculator and run it:
-teCalcClass = JPackage("infodynamics.measures.discrete").TransferEntropyCalculatorDiscrete
+teCalcClass = jpype.JPackage("infodynamics.measures.discrete").TransferEntropyCalculatorDiscrete
 teCalc = teCalcClass(2,1)
 teCalc.initialise()
-# Since we have simple arrays of ints, we can directly pass these in:
+
+# First use simple arrays of ints, which we can directly pass in:
 teCalc.addObservations(sourceArray, destArray)
 print("For copied source, result should be close to 1 bit : %.4f" % teCalc.computeAverageLocalOfObservations())
 teCalc.initialise()
 teCalc.addObservations(sourceArray2, destArray)
 print("For random source, result should be close to 0 bits: %.4f" % teCalc.computeAverageLocalOfObservations())
 
-shutdownJVM() 
+# Next, demonstrate how to do this with a numpy array
+teCalc.initialise()
+# Create the numpy arrays:
+sourceNumpy = numpy.array(sourceArray, dtype=numpy.int)
+destNumpy = numpy.array(destArray, dtype=numpy.int)
+# The above can be passed straight through to JIDT in python 2:
+# teCalc.addObservations(sourceNumpy, destNumpy)
+# But you need to do this in python 3:
+sourceNumpyJArray = jpype.JArray(jpype.JInt, 1)(sourceNumpy.tolist())
+destNumpyJArray = jpype.JArray(jpype.JInt, 1)(destNumpy.tolist())
+teCalc.addObservations(sourceNumpyJArray, destNumpyJArray)
+print("Using numpy array for copied source, result confirmed as: %.4f" % teCalc.computeAverageLocalOfObservations())
+
+jpype.shutdownJVM() 
 

From 2d4e30aeb47e18e74de51dd632d01731315e211c Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 18 Oct 2016 15:09:59 +1100
Subject: [PATCH 15/34] Minor bug patch for readFloatsFile for python demos

---
 demos/python/readFloatsFile.py | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)
 mode change 100755 => 100644 demos/python/readFloatsFile.py

diff --git a/demos/python/readFloatsFile.py b/demos/python/readFloatsFile.py
old mode 100755
new mode 100644
index ff37da1..2d0e6b7
--- a/demos/python/readFloatsFile.py
+++ b/demos/python/readFloatsFile.py
@@ -19,15 +19,16 @@
 def readFloatsFile(filename):
 	"Read a 2D array of floats from a given file"
 	with open(filename) as f:
- 	    # Space separate numbers, one time step per line, each column is a variable
- 	    array = []
-	    for line in f: # read all lines
+	    # Space separate numbers, one time step per line, each column is a variable
+	    array = []
+	    for line in f:
+	    	# read all lines
 	    	if (line.startswith("%") or line.startswith("#")):
 	    		# Assume this is a comment line
 	    		continue
 	    	if (len(line.split()) == 0):
 	    		# Line is empty
 	    		continue
-		array.append([float(x) for x in line.split()])
+	    	array.append([float(x) for x in line.split()])
 	    return array
     

From 9a7ff306c834d6eb8ec7f01904827edf38b2e75c Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 20 Oct 2016 09:26:12 +1100
Subject: [PATCH 16/34] Adding utilities for fast nearest neighbour searchers
 to handle calculations on new samples and prepare for conditional MI fast
 surrogates computation

---
 java/source/infodynamics/utils/KdTree.java    | 1321 ++++++++++++++++-
 .../utils/NearestNeighbourSearcher.java       |   93 +-
 .../UnivariateNearestNeighbourSearcher.java   |  480 ++++++
 .../infodynamics/utils/KdTreeTest.java        |  288 ++++
 .../utils/UnivariateNearestNeighbourTest.java |  247 +++
 5 files changed, 2422 insertions(+), 7 deletions(-)

diff --git a/java/source/infodynamics/utils/KdTree.java b/java/source/infodynamics/utils/KdTree.java
index ba2fa53..b049a2d 100755
--- a/java/source/infodynamics/utils/KdTree.java
+++ b/java/source/infodynamics/utils/KdTree.java
@@ -206,10 +206,6 @@ public class KdTree extends NearestNeighbourSearcher {
 		// Precondition: sortedArrayIndices[][] are currently sorted for all
 		//  dimensions 
 		
-		// Point to the correct array for the data
-		double[][] data = dimensionToArray[currentDim];
-		int actualDim = dimensionToArrayIndex[currentDim];
-		
 		// Handle non-recursive solutions:
 		if (numPoints == 0) {
 			return null;
@@ -225,6 +221,10 @@ public class KdTree extends NearestNeighbourSearcher {
 					new KdTreeNode(sortedArrayIndices[currentDim][startPoint+1], null, null));
 		}
 		
+		// Point to the correct array for the data
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		
 		// Identify the point on which to split here
 		int candidateSplitPoint = startPoint + numPoints/2;
 		while ((candidateSplitPoint > startPoint) && 
@@ -776,6 +776,137 @@ public class KdTree extends NearestNeighbourSearcher {
 		}
 	}
 
+	public PriorityQueue<NeighbourNodeData>
+		findKNearestNeighbours(int K, double[][] sampleVectors) throws Exception {
+
+		if (originalDataSets[0].length <= K) {
+			throw new Exception("Not enough data points for a K nearest neighbours search");
+		}
+		
+		PriorityQueue<NeighbourNodeData> pq = new PriorityQueue<NeighbourNodeData>(K);
+		if (rootNode == null) {
+			return pq;
+		}
+		findKNearestNeighbours(K, sampleVectors, rootNode, 0, pq);
+		return pq;
+	}
+
+	/**
+	 * Protected method to Update the k nearest neighbours to a given sample (samplePoint), from the tree
+	 * rooted at node (which is at the specified level in the tree).
+	 * Incorporate neighbours found in this sub-tree into the PriorityQueue
+	 * of the current K closest.
+	 * @param K the number of nearest neighbour
+	 * @param sampleVectors sample vectors (not necessarily in the tree) to find a nearest neighbour
+	 *  for
+	 * @param node node to start searching from in the kd-tree. Cannot be null
+	 * @param level which level we're currently at in the tree
+	 * @param currentKBest a PriorityQueue of NeighbourNodeData objects
+	 *   capturing the current K closest neighbours and their distances.
+	 *   Assumed not to be null, but may be empty or with less than K elements
+	 *   so far. It must be sorted from furthest away first to nearest last.
+	 */
+	protected void findKNearestNeighbours(int K,
+			double[][] sampleVectors,
+			KdTreeNode node, int level,
+			PriorityQueue<NeighbourNodeData> currentKBest) {
+		
+		// Point to the correct array for the data at this level
+		int currentDim = level % totalDimensions;
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		int variableNumber = dimensionToVariableNumber[currentDim];
+		
+		// Check the distance on this particular dimension
+		double distOnThisDim = sampleVectors[variableNumber][actualDim] -
+								data[node.indexOfThisPoint][actualDim];
+		double absDistOnThisDim;
+		if (normTypeToUse == EuclideanUtils.NORM_MAX_NORM) {
+			absDistOnThisDim = (distOnThisDim > 0) ? distOnThisDim : - distOnThisDim;
+		} else {
+			// norm type is EuclideanUtils#NORM_EUCLIDEAN_SQUARED
+			// Track the square distance (this saves taking square roots anywhere)
+			absDistOnThisDim = distOnThisDim * distOnThisDim;
+		}
+		
+		// Grab the current furthest nearest neighbour in our cached list
+		//  (will not throw an Exception if the PQ is empty)
+		NeighbourNodeData furthestCached = currentKBest.peek();
+		
+		if ((currentKBest.size() < K) || (absDistOnThisDim < furthestCached.distance)) {
+			// Preliminary check says we need to compute the full distance
+			//  to use or at least to check if it should be 
+			//  added to our currentKBest properly.
+			double maxNorm = 0;
+			double[] norms = new double[originalDataSets.length];
+			for (int v = 0; v < originalDataSets.length; v++) {
+				// For each of our separate (multivariate) variables,
+				//  compute the (specified) norm in that variable's space:
+				if (currentKBest.size() < K) {
+					norms[v] = norm(
+						sampleVectors[v],
+						originalDataSets[v][node.indexOfThisPoint], normTypeToUse);
+				} else {
+					// Distance calculation terminates early with Double.POSITIVE_INFINITY
+					//  if it is clearly larger than currentBest.distance:
+					norms[v] = normWithAbort(
+							sampleVectors[v],
+							originalDataSets[v][node.indexOfThisPoint],
+							furthestCached.distance, normTypeToUse);
+				}
+				if (norms[v] > maxNorm) {
+					maxNorm = norms[v];
+					if (Double.isInfinite(maxNorm)) {
+						// we've aborted the norm check early;
+						//  no point checking the other variables.
+						break;
+					}
+				}
+			}
+			if ((currentKBest.size() < K) ||
+					(maxNorm < furthestCached.distance)) {
+				// We add this to our cache of K nearest neighbours:
+				if (currentKBest.size() == K) {
+					// Remove the current Kth nearest neighbour
+					//  as it is about to be replaced.
+					currentKBest.poll();
+				}
+				currentKBest.add(new NeighbourNodeData(node.indexOfThisPoint,
+						norms, maxNorm));
+			}
+		}
+		
+		KdTreeNode closestSubTree = null;
+		KdTreeNode furthestSubTree = null;
+		// And translate this to which subtree is closer
+		if (distOnThisDim < 0) {
+			// We need to search the left tree
+			closestSubTree = node.leftTree;
+			furthestSubTree = node.rightTree;
+		} else {
+			// We need to search the right tree
+			closestSubTree = node.rightTree;
+			furthestSubTree = node.leftTree;
+		}
+		// Update the search on that subtree
+		if (closestSubTree != null) {
+			findKNearestNeighbours(K, sampleVectors,
+					closestSubTree, level + 1, currentKBest);
+		}
+		// Grab the current furthest nearest neighbour in our cached list again
+		//  (will not throw an Exception if the PQ is empty)
+		//  as it may have been changed above:
+		furthestCached = currentKBest.peek();
+		if ((currentKBest.size() < K) || (absDistOnThisDim < furthestCached.distance)) {
+			// It's possible we could have a closer node than the current best
+			//  in the other branch as well, so search there too:
+			if (furthestSubTree != null) {
+				findKNearestNeighbours(K, sampleVectors,
+						furthestSubTree, level + 1, currentKBest);
+			}
+		}
+	}
+
 	@Override
 	public int countPointsWithinR(int sampleIndex, double r, boolean allowEqualToR) {
 		if (rootNode == null) {
@@ -1009,6 +1140,122 @@ public class KdTree extends NearestNeighbourSearcher {
 		return count;
 	}
 	
+	@Override
+	public int countPointsWithinR(double[][] sampleVectors, double r, boolean allowEqualToR) {
+		if (rootNode == null) {
+			return 0;
+		}
+		return countPointsWithinR(sampleVectors, rootNode, 0, r, allowEqualToR);
+	}
+	
+	/**
+	 * Count the number of points within radius r of a given sample (sampleVector),
+	 * in the tree rooted at node (which is at the specified level in the tree).
+	 * Nearest neighbour function to compare to r is a max norm between the
+	 * high-level variables, with norm for each variable being the specified norm.
+	 * (If {@link EuclideanUtils#NORM_EUCLIDEAN} was selected, then the supplied
+	 * r should be the required Euclidean norm <b>squared</b>, since we switch it
+	 * to {@link EuclideanUtils#NORM_EUCLIDEAN_SQUARED} internally).
+	 * 
+	 * @param sampleVectors sample vectors to find the neighbours within r
+	 *  for
+	 * @param node node to start searching from in the kd-tree. Cannot be null
+	 * @param level which level we're currently at in the tree
+	 * @param r radius within which to count points
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @return count of points within r
+	 */
+	protected int countPointsWithinR(double[][] sampleVectors,
+			KdTreeNode node, int level, double r, boolean allowEqualToR) {
+		
+		int count = 0;
+		
+		// Point to the correct array for the data at this level
+		int currentDim = level % totalDimensions;
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		int variableNumber = dimensionToVariableNumber[currentDim];
+
+		// Check the distance on this particular dimension
+		double distOnThisDim = sampleVectors[variableNumber][actualDim] -
+								data[node.indexOfThisPoint][actualDim];
+		
+		double absDistOnThisDim;
+		if (normTypeToUse == EuclideanUtils.NORM_MAX_NORM) {
+			absDistOnThisDim = (distOnThisDim > 0) ? distOnThisDim : - distOnThisDim;
+		} else {
+			// norm type is EuclideanUtils#NORM_EUCLIDEAN_SQUARED
+			// Track the square distance
+			absDistOnThisDim = distOnThisDim * distOnThisDim;
+		}
+		
+		if (((absDistOnThisDim <  r) ||
+			 ( allowEqualToR && (absDistOnThisDim == r)))) {
+			// Preliminary check says we need to compute the full distance
+			//  to use or at least to check if it should be counted.
+			boolean withinBounds = true;
+			for (int v = 0; v < originalDataSets.length; v++) {
+				// For each of our separate (multivariate) variables,
+				//  compute the (specified) norm in that variable's space:
+				double distForVariableV;
+				// Distance calculation terminates early with Double.POSITIVE_INFINITY
+				//  if it is clearly larger than r:
+				distForVariableV = normWithAbort(
+						sampleVectors[v],
+						originalDataSets[v][node.indexOfThisPoint],
+						r, normTypeToUse);
+				if ((distForVariableV >= r) && 
+						!(allowEqualToR && (distForVariableV == r))) {
+					// We don't fit on this dimension, no point
+					//  checking the others:
+					withinBounds = false;
+					break;
+				}
+			}
+			if (withinBounds) {
+				// This node gets counted
+				count++;
+			}
+		}
+		
+		KdTreeNode closestSubTree = null;
+		KdTreeNode furthestSubTree = null;
+		// And translate this to which subtree is closer
+		if (distOnThisDim < 0) {
+			// We need to search the left tree
+			closestSubTree = node.leftTree;
+			furthestSubTree = node.rightTree;
+		} else {
+			// We need to search the right tree
+			closestSubTree = node.rightTree;
+			furthestSubTree = node.leftTree;
+		}
+		// Update the search on that subtree
+		if (closestSubTree != null) {
+			count += countPointsWithinR(sampleVectors, closestSubTree,
+					level + 1, r, allowEqualToR);
+		}
+		if ((absDistOnThisDim <  r) ||
+			( allowEqualToR && (distOnThisDim < 0) && (absDistOnThisDim == r))) {
+			// It's possible we could have a node within (or on) r
+			//  in the other branch as well, so search there too.
+			// (Note: we only check furthest subtree in the == case
+			//  when it's allowed
+			//  *if* it's the right subtree, as only the right sub-tree
+			//  can have node with distance in this coordinate *equal* to
+			//  that of the current node -- left subtree must be strictly
+			//  less than the coordinate of the current node, so
+			//  distance to any of those points could not be equal.)
+			if (furthestSubTree != null) {
+				count += countPointsWithinR(sampleVectors, furthestSubTree,
+						level + 1, r, allowEqualToR);
+			}
+		}
+		
+		return count;
+	}
+	
 	@Override
 	public Collection<NeighbourNodeData> findPointsWithinR(int sampleIndex,
 			double r, boolean allowEqualToR) {
@@ -1300,7 +1547,7 @@ public class KdTree extends NearestNeighbourSearcher {
 
 	/**
 	 * As per {@link #findPointsWithinR(int, KdTreeNode, int, double, boolean, boolean[], int[], int)}
-	 *  however with dynamic correaltion time specified
+	 *  however with dynamic correlation time specified
 	 * 
 	 * @param sampleIndex sample index in the data to find a nearest neighbour
 	 *  for
@@ -1420,6 +1667,487 @@ public class KdTree extends NearestNeighbourSearcher {
 		return nextIndexInIndicesWithinR;
 	}
 	
+	@Override
+	public int findPointsWithinR(int sampleIndex, double r,
+			int dynCorrExclTime, boolean allowEqualToR,
+			boolean[] isWithinR,
+			double[] distancesWithinRInOrder,
+			double[][] distancesAndIndicesWithinR) {
+		if (rootNode == null) {
+			distancesAndIndicesWithinR[0][1] = -1;
+			return 0;
+		}
+		int currentIndexInIndicesWithinR =
+				findPointsWithinR(sampleIndex,
+				rootNode, 0, r, dynCorrExclTime, allowEqualToR, isWithinR,
+				distancesWithinRInOrder, distancesAndIndicesWithinR, 0);
+		distancesAndIndicesWithinR[currentIndexInIndicesWithinR][1] = -1;
+		return currentIndexInIndicesWithinR;
+	}
+
+	/**
+	 * As per {@link #findPointsWithinR(int, KdTreeNode, int, double, boolean, boolean[], int[], int)}
+	 *  however with dynamic correlation time specified, and 
+	 *  returning distances to neighbours as well as neighbour indices.
+	 * 
+	 * @param sampleIndex sample index in the data to find a nearest neighbour
+	 *  for
+	 * @param node node to start searching from in the kd-tree. Cannot be null
+	 * @param level which level we're currently at in the tree
+	 * @param r radius within which to count points
+	 * @param dynCorrExclTime time window within which to exclude
+	 *  points to be counted. Is >= 0. 0 means only exclude sampleIndex.
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param isWithinR the array should be passed in with all points set to
+	 *  false initially, and is return indicating whether each sample was
+	 *  found to be within r of that at sampleIndex.
+	 * @param distancesWithinRInOrder the array must be passed in and is
+	 *  returned with distances for each point found to be within r. Values
+	 *  at other indices are not defined.
+	 * @param distancesAndIndicesWithinR a list of distances (in column index 0) 
+	 *  and array indices (in column index 1)
+	 *  for points marked as true in isWithinR, terminated with a -1 value on the index.
+	 * @param nextIndexInIndicesWithinR the next available index in indicesWithinR
+	 *  before the method.
+	 * @return the next available index in distancesAndIndicesWithinR after the method is complete
+	 */
+	protected int findPointsWithinR(int sampleIndex,
+			KdTreeNode node, int level, double r,
+			int dynCorrExclTime, boolean allowEqualToR,
+			boolean[] isWithinR, 
+			double[] distancesWithinRInOrder,
+			double[][] distancesAndIndicesWithinR,
+			int nextIndexInIndicesWithinR) {
+		
+		// Point to the correct array for the data at this level
+		int currentDim = level % totalDimensions;
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		
+		// Check the distance on this particular dimension
+		double distOnThisDim = data[sampleIndex][actualDim] -
+								data[node.indexOfThisPoint][actualDim];
+		
+		double absDistOnThisDim;
+		if (normTypeToUse == EuclideanUtils.NORM_MAX_NORM) {
+			absDistOnThisDim = (distOnThisDim > 0) ? distOnThisDim : - distOnThisDim;
+		} else {
+			// norm type is EuclideanUtils#NORM_EUCLIDEAN_SQUARED
+			// Track the square distance
+			absDistOnThisDim = distOnThisDim * distOnThisDim;
+		}
+		
+		if ((Math.abs(node.indexOfThisPoint - sampleIndex) > dynCorrExclTime) &&
+			((absDistOnThisDim <  r) ||
+			 ( allowEqualToR && (absDistOnThisDim == r)))) {
+			// Preliminary check says we need to compute the full distance
+			//  to use or at least to check if it should be counted.
+			boolean withinBounds = true;
+			double[] norms = new double[originalDataSets.length];
+			double maxNorm = 0;
+			for (int v = 0; v < originalDataSets.length; v++) {
+				// For each of our separate (multivariate) variables,
+				//  compute the (specified) norm in that variable's space:
+				double distForVariableV;
+				// Distance calculation terminates early with Double.POSITIVE_INFINITY
+				//  if it is clearly larger than r:
+				distForVariableV = normWithAbort(
+						originalDataSets[v][sampleIndex],
+						originalDataSets[v][node.indexOfThisPoint],
+						r, normTypeToUse);
+				if ((distForVariableV >= r) && 
+						!(allowEqualToR && (distForVariableV == r))) {
+					// We don't fit on this variable, no point
+					//  checking the others:
+					withinBounds = false;
+					break;
+				}
+				norms[v] = distForVariableV;
+				if (distForVariableV > maxNorm) {
+					maxNorm = distForVariableV;
+				}
+			}
+			if (withinBounds) {
+				// This node gets counted
+				isWithinR[node.indexOfThisPoint] = true;
+				distancesWithinRInOrder[node.indexOfThisPoint] = maxNorm;
+				distancesAndIndicesWithinR[nextIndexInIndicesWithinR][0] =
+						maxNorm;
+				distancesAndIndicesWithinR[nextIndexInIndicesWithinR++][1] =
+						node.indexOfThisPoint;
+			}
+		}
+		
+		KdTreeNode closestSubTree = null;
+		KdTreeNode furthestSubTree = null;
+		// And translate this to which subtree is closer
+		if (distOnThisDim < 0) {
+			// We need to search the left tree
+			closestSubTree = node.leftTree;
+			furthestSubTree = node.rightTree;
+		} else {
+			// We need to search the right tree
+			closestSubTree = node.rightTree;
+			furthestSubTree = node.leftTree;
+		}
+		// Update the search on that subtree
+		if (closestSubTree != null) {
+			nextIndexInIndicesWithinR = findPointsWithinR(sampleIndex, closestSubTree,
+					level + 1, r, dynCorrExclTime, allowEqualToR, isWithinR,
+					distancesWithinRInOrder,
+					distancesAndIndicesWithinR, nextIndexInIndicesWithinR);
+		}
+		if ((absDistOnThisDim <  r) ||
+			( allowEqualToR && (distOnThisDim < 0) && (absDistOnThisDim == r))) {
+			// It's possible we could have a node within (or on) r
+			//  in the other branch as well, so search there too.
+			// (Note: we only check furthest subtree in the == case
+			//  when it's allowed
+			//  *if* it's the right subtree, as only the right sub-tree
+			//  can have node with distance in this coordinate *equal* to
+			//  that of the current node -- left subtree must be strictly
+			//  less than the coordinate of the current node, so
+			//  distance to any of those points could not be equal.)
+			if (furthestSubTree != null) {
+				nextIndexInIndicesWithinR = findPointsWithinR(sampleIndex, furthestSubTree,
+						level + 1, r, dynCorrExclTime, allowEqualToR, isWithinR,
+						distancesWithinRInOrder,
+						distancesAndIndicesWithinR, nextIndexInIndicesWithinR);
+			}
+		}
+		return nextIndexInIndicesWithinR;
+	}
+	
+	/**
+	 * As per {@link #findPointsWithinR(int, double, int, boolean, boolean[], double[], double[][])}
+	 * only we have a sub-variable already tested, and we incorporate its results here. 
+	 * 
+	 * @param sampleIndex sample index in the data to find a nearest neighbour
+	 *  for
+	 * @param r radius within which to count points
+	 * @param dynCorrExclTime time window within which to exclude
+	 *  points to be counted. Is >= 0. 0 means only exclude sampleIndex.
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param variableAlreadyTested
+	 * @param testResultsForGivenVariable an array indicating whether each sample for
+	 *  variableAlreadyTested was within radius for this search point
+	 * @param distancesWithinRForGivenVariable an array of distances for
+	 *  variableAlreadyTested for each sample
+	 *  found to be within r. Values at other indices are not defined.
+	 * @param distancesAndIndicesWithinR a list of distances (in column index 0) 
+	 *  and array indices (in column index 1)
+	 *  for points found to be within r, terminated with a -1 value on the index.
+	 * @return the next available index in distancesAndIndicesWithinR after the method is complete
+	 */
+	public int findPointsWithinRAndTakeRadiusMax(int sampleIndex, double r,
+			int dynCorrExclTime, boolean allowEqualToR,
+			int variableAlreadyTested, boolean[] testResultsForGivenVariable,
+			double[] distancesWithinRForGivenVariable,
+			double[][] distancesAndIndicesWithinR) {
+		if (rootNode == null) {
+			distancesAndIndicesWithinR[0][1] = -1;
+			return 0;
+		}
+		int currentIndexInIndicesWithinR =
+				findPointsWithinRAndTakeRadiusMax(sampleIndex,
+				rootNode, 0, r, dynCorrExclTime, allowEqualToR,
+				variableAlreadyTested, testResultsForGivenVariable,
+				distancesWithinRForGivenVariable, distancesAndIndicesWithinR, 0);
+		distancesAndIndicesWithinR[currentIndexInIndicesWithinR][1] = -1;
+		return currentIndexInIndicesWithinR;
+	}
+
+	/**
+	 * As per {@link #findPointsWithinR(int, KdTreeNode, int, double, int, boolean, boolean[], double[], double[][], int)}
+	 * only we have a sub-variable already tested, and we incorporate its results here. 
+	 * 
+	 * @param sampleIndex sample index in the data to find a nearest neighbour
+	 *  for
+	 * @param node node to start searching from in the kd-tree. Cannot be null
+	 * @param level which level we're currently at in the tree
+	 * @param r radius within which to count points
+	 * @param dynCorrExclTime time window within which to exclude
+	 *  points to be counted. Is >= 0. 0 means only exclude sampleIndex.
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param variableAlreadyTested
+	 * @param testResultsForGivenVariable an array indicating whether each sample for
+	 *  variableAlreadyTested was within radius for this search point
+	 * @param distancesWithinRForGivenVariable an array of distances for
+	 *  variableAlreadyTested for each sample
+	 *  found to be within r. Values at other indices are not defined.
+	 * @param distancesAndIndicesWithinR a list of distances (in column index 0) 
+	 *  and array indices (in column index 1)
+	 *  for points found to be within r, terminated with a -1 value on the index.
+	 * @param nextIndexInIndicesWithinR the next available index in indicesWithinR
+	 *  before the method.
+	 * @return the next available index in distancesAndIndicesWithinR after the method is complete
+	 */
+	protected int findPointsWithinRAndTakeRadiusMax(int sampleIndex,
+			KdTreeNode node, int level, double r,
+			int dynCorrExclTime, boolean allowEqualToR,
+			int variableAlreadyTested, boolean[] testResultsForGivenVariable,
+			double[] distancesWithinRForGivenVariable,
+			double[][] distancesAndIndicesWithinR,
+			int nextIndexInIndicesWithinR) {
+		
+		// Point to the correct array for the data at this level
+		int currentDim = level % totalDimensions;
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		
+		// Check the distance on this particular dimension
+		double distOnThisDim = data[sampleIndex][actualDim] -
+								data[node.indexOfThisPoint][actualDim];
+		
+		double absDistOnThisDim;
+		if (normTypeToUse == EuclideanUtils.NORM_MAX_NORM) {
+			absDistOnThisDim = (distOnThisDim > 0) ? distOnThisDim : - distOnThisDim;
+		} else {
+			// norm type is EuclideanUtils#NORM_EUCLIDEAN_SQUARED
+			// Track the square distance
+			absDistOnThisDim = distOnThisDim * distOnThisDim;
+		}
+		
+		if (testResultsForGivenVariable[node.indexOfThisPoint] &&
+			(Math.abs(node.indexOfThisPoint - sampleIndex) > dynCorrExclTime) &&
+			((absDistOnThisDim <  r) ||
+			 ( allowEqualToR && (absDistOnThisDim == r)))) {
+			// Preliminary check says we need to compute the full distance
+			//  to use or at least to check if it should be counted.
+			boolean withinBounds = true;
+			double[] norms = new double[originalDataSets.length];
+			double maxNorm = 0;
+			for (int v = 0; v < originalDataSets.length; v++) {
+				if (v == variableAlreadyTested) {
+					// This variable has already been checked to be ok above
+					continue;
+				}
+				// For each of our separate (multivariate) variables,
+				//  compute the (specified) norm in that variable's space:
+				double distForVariableV;
+				// Distance calculation terminates early with Double.POSITIVE_INFINITY
+				//  if it is clearly larger than r:
+				distForVariableV = normWithAbort(
+						originalDataSets[v][sampleIndex],
+						originalDataSets[v][node.indexOfThisPoint],
+						r, normTypeToUse);
+				if ((distForVariableV >= r) && 
+						!(allowEqualToR && (distForVariableV == r))) {
+					// We don't fit on this variable, no point
+					//  checking the others:
+					withinBounds = false;
+					break;
+				}
+				norms[v] = distForVariableV;
+				if (distForVariableV > maxNorm) {
+					maxNorm = distForVariableV;
+				}
+			}
+			if (withinBounds) {
+				// This node gets counted
+				if (maxNorm < distancesWithinRForGivenVariable[node.indexOfThisPoint]) {
+					// The max norm actually comes from the pre-tested variable:
+					maxNorm = distancesWithinRForGivenVariable[node.indexOfThisPoint];
+				}
+				distancesAndIndicesWithinR[nextIndexInIndicesWithinR][0] =
+						maxNorm;
+				distancesAndIndicesWithinR[nextIndexInIndicesWithinR++][1] =
+						node.indexOfThisPoint;
+			}
+		}
+		
+		KdTreeNode closestSubTree = null;
+		KdTreeNode furthestSubTree = null;
+		// And translate this to which subtree is closer
+		if (distOnThisDim < 0) {
+			// We need to search the left tree
+			closestSubTree = node.leftTree;
+			furthestSubTree = node.rightTree;
+		} else {
+			// We need to search the right tree
+			closestSubTree = node.rightTree;
+			furthestSubTree = node.leftTree;
+		}
+		// Update the search on that subtree
+		if (closestSubTree != null) {
+			nextIndexInIndicesWithinR = findPointsWithinRAndTakeRadiusMax(sampleIndex, closestSubTree,
+					level + 1, r, dynCorrExclTime, allowEqualToR,
+					variableAlreadyTested, testResultsForGivenVariable,
+					distancesWithinRForGivenVariable,
+					distancesAndIndicesWithinR, nextIndexInIndicesWithinR);
+		}
+		if ((absDistOnThisDim <  r) ||
+			( allowEqualToR && (distOnThisDim < 0) && (absDistOnThisDim == r))) {
+			// It's possible we could have a node within (or on) r
+			//  in the other branch as well, so search there too.
+			// (Note: we only check furthest subtree in the == case
+			//  when it's allowed
+			//  *if* it's the right subtree, as only the right sub-tree
+			//  can have node with distance in this coordinate *equal* to
+			//  that of the current node -- left subtree must be strictly
+			//  less than the coordinate of the current node, so
+			//  distance to any of those points could not be equal.)
+			if (furthestSubTree != null) {
+				nextIndexInIndicesWithinR = findPointsWithinRAndTakeRadiusMax(sampleIndex, furthestSubTree,
+						level + 1, r, dynCorrExclTime, allowEqualToR,
+						variableAlreadyTested, testResultsForGivenVariable,
+						distancesWithinRForGivenVariable,
+						distancesAndIndicesWithinR, nextIndexInIndicesWithinR);
+			}
+		}
+		return nextIndexInIndicesWithinR;
+	}
+	
+	@Override
+	public void findPointsWithinR(
+			double r, double[][] samplePoint,
+			boolean allowEqualToR, boolean[] isWithinR,
+			int[] indicesWithinR) {
+		if (rootNode == null) {
+			indicesWithinR[0] = -1;
+			return;
+		}
+		int currentIndexInIndicesWithinR =
+				findPointsWithinR(samplePoint,
+				rootNode, 0, r, allowEqualToR, isWithinR,
+				indicesWithinR, 0);
+		indicesWithinR[currentIndexInIndicesWithinR] = -1;
+		return;
+	}
+
+	/**
+	 * Record the collection of points within radius r of a given sample (sampleVectors),
+	 * in the tree rooted at node (which is at the specified level in the tree).
+	 * Nearest neighbour function to compare to r is a max norm between the
+	 * high-level variables, with norm for each variable being the specified norm.
+	 * (If {@link EuclideanUtils#NORM_EUCLIDEAN} was selected, then the supplied
+	 * r should be the required Euclidean norm <b>squared</b>, since we switch it
+	 * to {@link EuclideanUtils#NORM_EUCLIDEAN_SQUARED} internally).
+	 * 
+	 * <p>The recording of nearest neighbours is made within the isWithinR
+	 *  and indicesWithinR arrays, which must be constructed before
+	 *  calling this method, with length at or exceeding the total
+	 *  number of data points. indicesWithinR is 
+	 * </p> 
+	 * 
+	 * @param sampleVectors sample vectors to find the neighbours within r
+	 *  for
+	 * @param node node to start searching from in the kd-tree. Cannot be null
+	 * @param level which level we're currently at in the tree
+	 * @param r radius within which to count points
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param isWithinR the array should be passed in with all points set to
+	 *  false initially, and is return indicating whether each sample was
+	 *  found to be within r of that at sampleIndex.
+	 * @param indicesWithinR a list of array indices
+	 *  for points marked as true in isWithinR, terminated with a -1 value.
+	 * @param nextIndexInIndicesWithinR the next available index in indicesWithinR
+	 *  before the method.
+	 * @return the next available index in indicesWithinR after the method is complete
+	 */
+	protected int findPointsWithinR(double[][] sampleVectors,
+			KdTreeNode node, int level, double r, boolean allowEqualToR,
+			boolean[] isWithinR, int[] indicesWithinR,
+			int nextIndexInIndicesWithinR) {
+		
+		// Point to the correct array for the data at this level
+		int currentDim = level % totalDimensions;
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		int variableNumber = dimensionToVariableNumber[currentDim];
+
+		// Check the distance on this particular dimension
+		double distOnThisDim = sampleVectors[variableNumber][actualDim] -
+								data[node.indexOfThisPoint][actualDim];
+		
+		double absDistOnThisDim;
+		if (normTypeToUse == EuclideanUtils.NORM_MAX_NORM) {
+			absDistOnThisDim = (distOnThisDim > 0) ? distOnThisDim : - distOnThisDim;
+		} else {
+			// norm type is EuclideanUtils#NORM_EUCLIDEAN_SQUARED
+			// Track the square distance
+			absDistOnThisDim = distOnThisDim * distOnThisDim;
+		}
+		
+		if ((absDistOnThisDim <  r) ||
+			 ( allowEqualToR && (absDistOnThisDim == r))) {
+			// Preliminary check says we need to compute the full distance
+			//  to use or at least to check if it should be counted.
+			boolean withinBounds = true;
+			double[] norms = new double[originalDataSets.length];
+			double maxNorm = 0;
+			for (int v = 0; v < originalDataSets.length; v++) {
+				// For each of our separate (multivariate) variables,
+				//  compute the (specified) norm in that variable's space:
+				double distForVariableV;
+				// Distance calculation terminates early with Double.POSITIVE_INFINITY
+				//  if it is clearly larger than r:
+				distForVariableV = normWithAbort(
+						sampleVectors[v],
+						originalDataSets[v][node.indexOfThisPoint],
+						r, normTypeToUse);
+				if ((distForVariableV >= r) && 
+						!(allowEqualToR && (distForVariableV == r))) {
+					// We don't fit on this variable, no point
+					//  checking the others:
+					withinBounds = false;
+					break;
+				}
+				norms[v] = distForVariableV;
+				if (distForVariableV > maxNorm) {
+					maxNorm = distForVariableV;
+				}
+			}
+			if (withinBounds) {
+				// This node gets counted
+				isWithinR[node.indexOfThisPoint] = true;
+				indicesWithinR[nextIndexInIndicesWithinR++] =
+						node.indexOfThisPoint;
+			}
+		}
+		
+		KdTreeNode closestSubTree = null;
+		KdTreeNode furthestSubTree = null;
+		// And translate this to which subtree is closer
+		if (distOnThisDim < 0) {
+			// We need to search the left tree
+			closestSubTree = node.leftTree;
+			furthestSubTree = node.rightTree;
+		} else {
+			// We need to search the right tree
+			closestSubTree = node.rightTree;
+			furthestSubTree = node.leftTree;
+		}
+		// Update the search on that subtree
+		if (closestSubTree != null) {
+			nextIndexInIndicesWithinR = findPointsWithinR(sampleVectors, closestSubTree,
+					level + 1, r, allowEqualToR, isWithinR, indicesWithinR,
+					nextIndexInIndicesWithinR);
+		}
+		if ((absDistOnThisDim <  r) ||
+			( allowEqualToR && (distOnThisDim < 0) && (absDistOnThisDim == r))) {
+			// It's possible we could have a node within (or on) r
+			//  in the other branch as well, so search there too.
+			// (Note: we only check furthest subtree in the == case
+			//  when it's allowed
+			//  *if* it's the right subtree, as only the right sub-tree
+			//  can have node with distance in this coordinate *equal* to
+			//  that of the current node -- left subtree must be strictly
+			//  less than the coordinate of the current node, so
+			//  distance to any of those points could not be equal.)
+			if (furthestSubTree != null) {
+				nextIndexInIndicesWithinR = findPointsWithinR(sampleVectors, furthestSubTree,
+						level + 1, r, allowEqualToR, isWithinR, indicesWithinR,
+						nextIndexInIndicesWithinR);
+			}
+		}
+		return nextIndexInIndicesWithinR;
+	}
+	
 	/**
 	 * As per {@link #countPointsWithinR(int, double, boolean)}
 	 * with an additional factor as follows.
@@ -1616,6 +2344,466 @@ public class KdTree extends NearestNeighbourSearcher {
 		return count;
 	}
 	
+	/**
+	 * As per {@link #countPointsWithinR(int, double, boolean)}, except searches for a specified
+	 * sample point rather than a point associated with an index in the existing sample set, and
+	 * with an additional factor as follows.
+	 * 
+	 * <p>For this method, one of the high-level variables has already had their
+	 * norms tested against r; this variable is indicated by variableAlreadyTested
+	 * and the results are contained in the testResultsForGivenVariable array.
+	 * </p>
+	 * 
+	 * @param r radius within which to count points
+	 * @param sampleVectors sample vectors (not necessarily in the tree) to find a nearest neighbour
+	 *  for
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param variableAlreadyTested the variable for which the test results
+	 *   are provided in testResultsForGivenVariable
+	 * @param testResultsForGivenVariable array of booleans indicating whether
+	 *   the variable identified by variableAlreadyTested was within r for each
+	 *   sample index.
+	 * @return the count of points within r.
+	 */
+	public int countPointsWithinR(double r, double[][] sampleVectors, boolean allowEqualToR,
+			int variableAlreadyTested, boolean[] testResultsForGivenVariable) {
+		if (rootNode == null) {
+			return 0;
+		}
+		return countPointsWithinR(sampleVectors, rootNode, 0, r, allowEqualToR,
+				variableAlreadyTested, testResultsForGivenVariable);
+	}
+	
+	/**
+	 * Count the number of points within radius r of a given sample (sampleVectors),
+	 * in the tree rooted at node (which is at the specified level in the tree),
+	 * when one of the variables has already been tested.
+	 * Nearest neighbour function to compare to r is a max norm between the
+	 * high-level variables, with norm for each variable being the specified norm.
+	 * (If {@link EuclideanUtils#NORM_EUCLIDEAN} was selected, then the supplied
+	 * r should be the required Euclidean norm <b>squared</b>, since we switch it
+	 * to {@link EuclideanUtils#NORM_EUCLIDEAN_SQUARED} internally).
+	 * 
+	 * @param sampleVectors sample vectors (not necessarily in the tree) to find a nearest neighbour
+	 *  for
+	 * @param node node to start searching from in the kd-tree. Cannot be null
+	 * @param level which level we're currently at in the tree
+	 * @param r radius within which to count points
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param variableAlreadyTested the variable for which the test results
+	 *   are provided in testResultsForGivenVariable
+	 * @param testResultsForGivenVariable array of booleans indicating whether
+	 *   the variable identified by variableAlreadyTested was within r for each
+	 *   sample index.
+	 * @return count of points within r
+	 */
+	protected int countPointsWithinR(double[][] sampleVectors,
+			KdTreeNode node, int level, double r, boolean allowEqualToR,
+			int variableAlreadyTested, boolean[] testResultsForGivenVariable) {
+		
+		int count = 0;
+		
+		// Point to the correct array for the data at this level
+		int currentDim = level % totalDimensions;
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		int variableNumber = dimensionToVariableNumber[currentDim];
+		
+		// Check the distance on this particular dimension
+		double distOnThisDim = sampleVectors[variableNumber][actualDim] -
+								data[node.indexOfThisPoint][actualDim];
+		
+		double absDistOnThisDim;
+		if (normTypeToUse == EuclideanUtils.NORM_MAX_NORM) {
+			absDistOnThisDim = (distOnThisDim > 0) ? distOnThisDim : - distOnThisDim;
+		} else {
+			// norm type is EuclideanUtils#NORM_EUCLIDEAN_SQUARED
+			// Track the square distance
+			absDistOnThisDim = distOnThisDim * distOnThisDim;
+		}
+		
+		if (testResultsForGivenVariable[node.indexOfThisPoint] &&
+			((variableNumber == variableAlreadyTested) ||
+			 (absDistOnThisDim <  r) ||
+			 (allowEqualToR && (absDistOnThisDim == r)))) {
+			// Preliminary check (including that the dimension already tested was ok)
+			//  says we need to compute the full distance
+			//  to use or at least to check if it should be counted.
+
+			boolean withinBounds = true;
+			for (int v = 0; v < originalDataSets.length; v++) {
+				if (v == variableAlreadyTested) {
+					// This variable has already been checked to be ok above
+					continue;
+				}
+				// For each of our separate (multivariate) variables,
+				//  compute the (specified) norm in that variable's space:
+				double distForVariableV;
+				// Distance calculation terminates early with Double.POSITIVE_INFINITY
+				//  if it is clearly larger than r:
+				distForVariableV = normWithAbort(
+						sampleVectors[v],
+						originalDataSets[v][node.indexOfThisPoint],
+						r, normTypeToUse);
+				if ((distForVariableV >= r) && 
+						!(allowEqualToR && (distForVariableV == r))) {
+					// We don't fit on this dimension, no point
+					//  checking the others:
+					withinBounds = false;
+					break;
+				}
+			}
+			if (withinBounds) {
+				// This node gets counted
+				count++;
+			}
+		}
+		
+		KdTreeNode closestSubTree = null;
+		KdTreeNode furthestSubTree = null;
+		// And translate this to which subtree is closer
+		if (distOnThisDim < 0) {
+			// We need to search the left tree
+			closestSubTree = node.leftTree;
+			furthestSubTree = node.rightTree;
+		} else {
+			// We need to search the right tree
+			closestSubTree = node.rightTree;
+			furthestSubTree = node.leftTree;
+		}
+		// Update the search on that subtree
+		if (closestSubTree != null) {
+			count += countPointsWithinR(sampleVectors, closestSubTree,
+					level + 1, r, allowEqualToR,
+					variableAlreadyTested, testResultsForGivenVariable);
+		}
+		if ((absDistOnThisDim <  r) ||
+			( allowEqualToR && (distOnThisDim < 0) && (absDistOnThisDim == r))) {
+			// It's possible we could have a node within (or on) r
+			//  in the other branch as well, so search there too.
+			// (Note: we only check furthest subtree in the == case
+			//  when it's allowed
+			//  *if* it's the right subtree, as only the right sub-tree
+			//  can have node with distance in this coordinate *equal* to
+			//  that of the current node -- left subtree must be strictly
+			//  less than the coordinate of the current node, so
+			//  distance to any of those points could not be equal.)
+			if (furthestSubTree != null) {
+				count += countPointsWithinR(sampleVectors, furthestSubTree,
+						level + 1, r, allowEqualToR,
+						variableAlreadyTested, testResultsForGivenVariable);
+			}
+		}
+		
+		return count;
+	}
+	
+	/**
+	 * As per {@link #findPointsWithinR(int, double, int, boolean, boolean[], int[])}
+	 *  however using multiple radii for each variable.
+	 *  
+	 * @param sampleIndex sample index in the data to find a nearest neighbour for
+	 * @param rs radii within which to count points (one for each variable)
+	 * @param dynCorrExclTime time window within which to exclude points to be counted. Is >= 0. 0 means only exclude sampleIndex.
+	 * @param allowEqualToR if true, then count points at radius r also, otherwise only those strictly within r
+	 * @param isWithinR the array MUST be passed in with all points set to false initially, and is returned indicating whether each sample was found to be within r of that at sampleIndex.
+	 * @param indicesWithinR a list of array indices for points marked as true in isWithinR, terminated with a -1 value.
+	 */
+	public void findPointsWithinRs(int sampleIndex,
+			double[] rs, int dynCorrExclTime, boolean allowEqualToR,
+			boolean[] isWithinR, int[] indicesWithinR) {
+		if (rootNode == null) {
+			indicesWithinR[0] = -1;
+			return;
+		}
+		int currentIndexInIndicesWithinR =
+				findPointsWithinRs(sampleIndex,
+				rootNode, 0, rs, dynCorrExclTime, allowEqualToR, isWithinR,
+				indicesWithinR, 0);
+		indicesWithinR[currentIndexInIndicesWithinR] = -1;
+		return;
+	}
+
+	/**
+	 * As per {@link #findPointsWithinR(int, KdTreeNode, int, double, int, boolean, boolean[], int[], int)}
+	 *  however with dynamic correlation time specified
+	 * 
+	 * @param sampleIndex sample index in the data to find a nearest neighbour
+	 *  for
+	 * @param node node to start searching from in the kd-tree. Cannot be null
+	 * @param level which level we're currently at in the tree
+	 * @param rs radii within which to count points (one for each variable)
+	 * @param dynCorrExclTime time window within which to exclude
+	 *  points to be counted. Is >= 0. 0 means only exclude sampleIndex.
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param isWithinR the array should be passed in with all points set to
+	 *  false initially, and is return indicating whether each sample was
+	 *  found to be within r of that at sampleIndex.
+	 * @param indicesWithinR a list of array indices
+	 *  for points marked as true in isWithinR, terminated with a -1 value.
+	 * @param nextIndexInIndicesWithinR the next available index in indicesWithinR
+	 *  before the method.
+	 * @return the next available index in indicesWithinR after the method is complete
+	 */
+	protected int findPointsWithinRs(int sampleIndex,
+			KdTreeNode node, int level, double[] rs,
+			int dynCorrExclTime, boolean allowEqualToR,
+			boolean[] isWithinR, int[] indicesWithinR,
+			int nextIndexInIndicesWithinR) {
+		
+		// Point to the correct array for the data at this level
+		int currentDim = level % totalDimensions;
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		int variableNumber = dimensionToVariableNumber[currentDim];
+
+		// Check the distance on this particular dimension
+		double distOnThisDim = data[sampleIndex][actualDim] -
+								data[node.indexOfThisPoint][actualDim];
+		
+		double absDistOnThisDim;
+		if (normTypeToUse == EuclideanUtils.NORM_MAX_NORM) {
+			absDistOnThisDim = (distOnThisDim > 0) ? distOnThisDim : - distOnThisDim;
+		} else {
+			// norm type is EuclideanUtils#NORM_EUCLIDEAN_SQUARED
+			// Track the square distance
+			absDistOnThisDim = distOnThisDim * distOnThisDim;
+		}
+		
+		if ((Math.abs(node.indexOfThisPoint - sampleIndex) > dynCorrExclTime) &&
+			((absDistOnThisDim <  rs[variableNumber]) ||
+			 ( allowEqualToR && (absDistOnThisDim == rs[variableNumber])))) {
+			// Preliminary check says we need to compute the full distance
+			//  to use or at least to check if it should be counted.
+			boolean withinBounds = true;
+			double[] norms = new double[originalDataSets.length];
+			double maxNorm = 0;
+			for (int v = 0; v < originalDataSets.length; v++) {
+				// For each of our separate (multivariate) variables,
+				//  compute the (specified) norm in that variable's space:
+				double distForVariableV;
+				// Distance calculation terminates early with Double.POSITIVE_INFINITY
+				//  if it is clearly larger than r:
+				distForVariableV = normWithAbort(
+						originalDataSets[v][sampleIndex],
+						originalDataSets[v][node.indexOfThisPoint],
+						rs[v], normTypeToUse);
+				if ((distForVariableV >= rs[v]) && 
+						!(allowEqualToR && (distForVariableV == rs[v]))) {
+					// We don't fit on this variable, no point
+					//  checking the others:
+					withinBounds = false;
+					break;
+				}
+				norms[v] = distForVariableV;
+				if (distForVariableV > maxNorm) {
+					maxNorm = distForVariableV;
+				}
+			}
+			if (withinBounds) {
+				// This node gets counted
+				isWithinR[node.indexOfThisPoint] = true;
+				indicesWithinR[nextIndexInIndicesWithinR++] =
+						node.indexOfThisPoint;
+			}
+		}
+		
+		KdTreeNode closestSubTree = null;
+		KdTreeNode furthestSubTree = null;
+		// And translate this to which subtree is closer
+		if (distOnThisDim < 0) {
+			// We need to search the left tree
+			closestSubTree = node.leftTree;
+			furthestSubTree = node.rightTree;
+		} else {
+			// We need to search the right tree
+			closestSubTree = node.rightTree;
+			furthestSubTree = node.leftTree;
+		}
+		// Update the search on that subtree
+		if (closestSubTree != null) {
+			nextIndexInIndicesWithinR = findPointsWithinRs(sampleIndex, closestSubTree,
+					level + 1, rs, dynCorrExclTime, allowEqualToR, isWithinR,
+					indicesWithinR, nextIndexInIndicesWithinR);
+		}
+		if ((absDistOnThisDim < rs[variableNumber]) ||
+			( allowEqualToR && (distOnThisDim < 0) && (absDistOnThisDim == rs[variableNumber]))) {
+			// It's possible we could have a node within (or on) r
+			//  in the other branch as well, so search there too.
+			// (Note: we only check furthest subtree in the == case
+			//  when it's allowed
+			//  *if* it's the right subtree, as only the right sub-tree
+			//  can have node with distance in this coordinate *equal* to
+			//  that of the current node -- left subtree must be strictly
+			//  less than the coordinate of the current node, so
+			//  distance to any of those points could not be equal.)
+			if (furthestSubTree != null) {
+				nextIndexInIndicesWithinR = findPointsWithinRs(sampleIndex, furthestSubTree,
+						level + 1, rs, dynCorrExclTime, allowEqualToR, isWithinR,
+						indicesWithinR, nextIndexInIndicesWithinR);
+			}
+		}
+		return nextIndexInIndicesWithinR;
+	}
+	/**
+	 * As per {@link #findPointsWithinR(double[], double[][], boolean, boolean[], int[]))}
+	 *  however using multiple radii for each variable.
+	 *  
+	 * @param rs radii within which to count points (one for each variable)
+	 * @param samplePoint sample vectors to find the neighbours within rs for
+	 * @param allowEqualToR if true, then count points at radius r also, otherwise only those strictly within r
+	 * @param isWithinR the array MUST be passed in with all points set to false initially, and is returned indicating whether each sample was found to be within r of that at sampleIndex.
+	 * @param indicesWithinR a list of array indices for points marked as true in isWithinR, terminated with a -1 value.
+	 */
+	public void findPointsWithinRs(
+			double[] rs, double[][] samplePoint,
+			boolean allowEqualToR, boolean[] isWithinR,
+			int[] indicesWithinR) {
+		if (rootNode == null) {
+			indicesWithinR[0] = -1;
+			return;
+		}
+		int currentIndexInIndicesWithinR =
+				findPointsWithinRs(samplePoint,
+				rootNode, 0, rs, allowEqualToR, isWithinR,
+				indicesWithinR, 0);
+		indicesWithinR[currentIndexInIndicesWithinR] = -1;
+		return;
+	}
+
+	/**
+	 * Record the collection of points within radii rs of a given sample (sampleVectors),
+	 * in the tree rooted at node (which is at the specified level in the tree).
+	 * Nearest neighbour function to compare to rs is a max norm between the
+	 * high-level variables, with norm for each variable being the specified norm.
+	 * (If {@link EuclideanUtils#NORM_EUCLIDEAN} was selected, then the supplied
+	 * r should be the required Euclidean norm <b>squared</b>, since we switch it
+	 * to {@link EuclideanUtils#NORM_EUCLIDEAN_SQUARED} internally).
+	 * 
+	 * <p>The recording of nearest neighbours is made within the isWithinR
+	 *  and indicesWithinR arrays, which must be constructed before
+	 *  calling this method, with length at or exceeding the total
+	 *  number of data points. indicesWithinR is 
+	 * </p> 
+	 * 
+	 * @param sampleVectors sample vectors to find the neighbours within r
+	 *  for
+	 * @param node node to start searching from in the kd-tree. Cannot be null
+	 * @param level which level we're currently at in the tree
+	 * @param rs radii within which to count points (one for each variable)
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param isWithinR the array should be passed in with all points set to
+	 *  false initially, and is return indicating whether each sample was
+	 *  found to be within r of that at sampleIndex.
+	 * @param indicesWithinR a list of array indices
+	 *  for points marked as true in isWithinR, terminated with a -1 value.
+	 * @param nextIndexInIndicesWithinR the next available index in indicesWithinR
+	 *  before the method.
+	 * @return the next available index in indicesWithinR after the method is complete
+	 */
+	protected int findPointsWithinRs(double[][] sampleVectors,
+			KdTreeNode node, int level, double[] rs, boolean allowEqualToR,
+			boolean[] isWithinR, int[] indicesWithinR,
+			int nextIndexInIndicesWithinR) {
+		
+		// Point to the correct array for the data at this level
+		int currentDim = level % totalDimensions;
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		int variableNumber = dimensionToVariableNumber[currentDim];
+
+		// Check the distance on this particular dimension
+		double distOnThisDim = sampleVectors[variableNumber][actualDim] -
+								data[node.indexOfThisPoint][actualDim];
+		
+		double absDistOnThisDim;
+		if (normTypeToUse == EuclideanUtils.NORM_MAX_NORM) {
+			absDistOnThisDim = (distOnThisDim > 0) ? distOnThisDim : - distOnThisDim;
+		} else {
+			// norm type is EuclideanUtils#NORM_EUCLIDEAN_SQUARED
+			// Track the square distance
+			absDistOnThisDim = distOnThisDim * distOnThisDim;
+		}
+		
+		if ((absDistOnThisDim < rs[variableNumber]) ||
+			 ( allowEqualToR && (absDistOnThisDim == rs[variableNumber]))) {
+			// Preliminary check says we need to compute the full distance
+			//  to use or at least to check if it should be counted.
+			boolean withinBounds = true;
+			double[] norms = new double[originalDataSets.length];
+			double maxNorm = 0;
+			for (int v = 0; v < originalDataSets.length; v++) {
+				// For each of our separate (multivariate) variables,
+				//  compute the (specified) norm in that variable's space:
+				double distForVariableV;
+				// Distance calculation terminates early with Double.POSITIVE_INFINITY
+				//  if it is clearly larger than r:
+				distForVariableV = normWithAbort(
+						sampleVectors[v],
+						originalDataSets[v][node.indexOfThisPoint],
+						rs[v], normTypeToUse);
+				if ((distForVariableV >= rs[v]) && 
+						!(allowEqualToR && (distForVariableV == rs[v]))) {
+					// We don't fit on this variable, no point
+					//  checking the others:
+					withinBounds = false;
+					break;
+				}
+				norms[v] = distForVariableV;
+				if (distForVariableV > maxNorm) {
+					maxNorm = distForVariableV;
+				}
+			}
+			if (withinBounds) {
+				// This node gets counted
+				isWithinR[node.indexOfThisPoint] = true;
+				indicesWithinR[nextIndexInIndicesWithinR++] =
+						node.indexOfThisPoint;
+			}
+		}
+		
+		KdTreeNode closestSubTree = null;
+		KdTreeNode furthestSubTree = null;
+		// And translate this to which subtree is closer
+		if (distOnThisDim < 0) {
+			// We need to search the left tree
+			closestSubTree = node.leftTree;
+			furthestSubTree = node.rightTree;
+		} else {
+			// We need to search the right tree
+			closestSubTree = node.rightTree;
+			furthestSubTree = node.leftTree;
+		}
+		// Update the search on that subtree
+		if (closestSubTree != null) {
+			nextIndexInIndicesWithinR = findPointsWithinRs(sampleVectors, closestSubTree,
+					level + 1, rs, allowEqualToR, isWithinR, indicesWithinR,
+					nextIndexInIndicesWithinR);
+		}
+		if ((absDistOnThisDim <  rs[variableNumber]) ||
+			( allowEqualToR && (distOnThisDim < 0) && (absDistOnThisDim == rs[variableNumber]))) {
+			// It's possible we could have a node within (or on) r
+			//  in the other branch as well, so search there too.
+			// (Note: we only check furthest subtree in the == case
+			//  when it's allowed
+			//  *if* it's the right subtree, as only the right sub-tree
+			//  can have node with distance in this coordinate *equal* to
+			//  that of the current node -- left subtree must be strictly
+			//  less than the coordinate of the current node, so
+			//  distance to any of those points could not be equal.)
+			if (furthestSubTree != null) {
+				nextIndexInIndicesWithinR = findPointsWithinRs(sampleVectors, furthestSubTree,
+						level + 1, rs, allowEqualToR, isWithinR, indicesWithinR,
+						nextIndexInIndicesWithinR);
+			}
+		}
+		return nextIndexInIndicesWithinR;
+	}
+	
 	/**
 	 * As per {@link #countPointsWithinRs(int, double[], boolean)}
 	 * with an additional factor as follows.
@@ -1940,6 +3128,129 @@ public class KdTree extends NearestNeighbourSearcher {
 		return count;
 	}
 	
+	@Override
+	public int countPointsWithinR(double[][] sampleVectors, double r,
+			boolean allowEqualToR, boolean[] additionalCriteria) {
+		if (rootNode == null) {
+			return 0;
+		}
+		return countPointsWithinR(sampleVectors, rootNode, 0, r, allowEqualToR,
+				additionalCriteria);
+	}
+	
+	/**
+	 * Count the number of points within radius r of a given sample (sampleVectors -- from outside the tree),
+	 * in the tree rooted at node (which is at the specified level in the tree),
+	 * subject to an additional criteria.
+	 * Nearest neighbour function to compare to r is a max norm between the
+	 * high-level variables, with norm for each variable being the specified norm.
+	 * (If {@link EuclideanUtils#NORM_EUCLIDEAN} was selected, then the supplied
+	 * r should be the required Euclidean norm <b>squared</b>, since we switch it
+	 * to {@link EuclideanUtils#NORM_EUCLIDEAN_SQUARED} internally).
+	 * 
+	 * @param sampleVectors sample vectors to find the neighbours within r
+	 *  for
+	 * @param node node to start searching from in the kd-tree. Cannot be null
+	 * @param level which level we're currently at in the tree
+	 * @param r radius within which to count points
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param additionalCriteria array of booleans. Only count a point if it
+	 *  is within r and is true in additionalCrtieria.
+	 * @return count of points within r
+	 */
+	protected int countPointsWithinR(double[][] sampleVectors,
+			KdTreeNode node, int level, double r, boolean allowEqualToR,
+			boolean[] additionalCriteria) {
+		
+		int count = 0;
+		
+		// Point to the correct array for the data at this level
+		int currentDim = level % totalDimensions;
+		double[][] data = dimensionToArray[currentDim];
+		int actualDim = dimensionToArrayIndex[currentDim];
+		int variableNumber = dimensionToVariableNumber[currentDim];
+		
+		// Check the distance on this particular dimension
+		double distOnThisDim = sampleVectors[variableNumber][actualDim] -
+								data[node.indexOfThisPoint][actualDim];
+		
+		double absDistOnThisDim;
+		if (normTypeToUse == EuclideanUtils.NORM_MAX_NORM) {
+			absDistOnThisDim = (distOnThisDim > 0) ? distOnThisDim : - distOnThisDim;
+		} else {
+			// norm type is EuclideanUtils#NORM_EUCLIDEAN_SQUARED
+			// Track the square distance
+			absDistOnThisDim = distOnThisDim * distOnThisDim;
+		}
+		
+		if (additionalCriteria[node.indexOfThisPoint] &&
+			((absDistOnThisDim <  r) ||
+			 ( allowEqualToR && (absDistOnThisDim == r)))) {
+			// Preliminary check (including additional criteria) says we need to compute the full distance
+			//  to use or at least to check if it should be counted.
+			boolean withinBounds = true;
+			for (int v = 0; v < originalDataSets.length; v++) {
+				// For each of our separate (multivariate) variables,
+				//  compute the (specified) norm in that variable's space:
+				double distForVariableV;
+				// Distance calculation terminates early with Double.POSITIVE_INFINITY
+				//  if it is clearly larger than r:
+				distForVariableV = normWithAbort(
+						sampleVectors[v],
+						originalDataSets[v][node.indexOfThisPoint],
+						r, normTypeToUse);
+				if ((distForVariableV >= r) && 
+						!(allowEqualToR && (distForVariableV == r))) {
+					// We don't fit on this dimension, no point
+					//  checking the others:
+					withinBounds = false;
+					break;
+				}
+			}
+			if (withinBounds) {
+				// This node gets counted
+				count++;
+			}
+		}
+		
+		KdTreeNode closestSubTree = null;
+		KdTreeNode furthestSubTree = null;
+		// And translate this to which subtree is closer
+		if (distOnThisDim < 0) {
+			// We need to search the left tree
+			closestSubTree = node.leftTree;
+			furthestSubTree = node.rightTree;
+		} else {
+			// We need to search the right tree
+			closestSubTree = node.rightTree;
+			furthestSubTree = node.leftTree;
+		}
+		// Update the search on that subtree
+		if (closestSubTree != null) {
+			count += countPointsWithinR(sampleVectors, closestSubTree,
+					level + 1, r, allowEqualToR, additionalCriteria);
+		}
+		if ((absDistOnThisDim <  r) ||
+			( allowEqualToR && (distOnThisDim < 0) && (absDistOnThisDim == r))) {
+			// It's possible we could have a node within (or on) r
+			//  in the other branch as well, so search there too.
+			// (Note: we only check furthest subtree in the == case
+			//  when it's allowed
+			//  *if* it's the right subtree, as only the right sub-tree
+			//  can have node with distance in this coordinate *equal* to
+			//  that of the current node -- left subtree must be strictly
+			//  less than the coordinate of the current node, so
+			//  distance to any of those points could not be equal.)
+			if (furthestSubTree != null) {
+				count += countPointsWithinR(sampleVectors, furthestSubTree,
+						level + 1, r, allowEqualToR, additionalCriteria);
+			}
+		}
+		
+		return count;
+	}
+	
 	/**
 	 * Count the number of points within norms {r1,r2,etc} for each high-level
 	 *  variable, for a given
diff --git a/java/source/infodynamics/utils/NearestNeighbourSearcher.java b/java/source/infodynamics/utils/NearestNeighbourSearcher.java
index b70a561..9d9f216 100755
--- a/java/source/infodynamics/utils/NearestNeighbourSearcher.java
+++ b/java/source/infodynamics/utils/NearestNeighbourSearcher.java
@@ -49,7 +49,10 @@ public abstract class NearestNeighbourSearcher {
 	public static NearestNeighbourSearcher create(double[][] data)
 			throws Exception {
 		
-		if (data[0].length == 1) {
+		if ((data == null) || (data[0].length == 0)) {
+			// We have null data:
+			return null;
+		} else if (data[0].length == 1) {
 			// We have univariate data:
 			return new UnivariateNearestNeighbourSearcher(MatrixUtils.selectColumn(data, 0));
 		} else {
@@ -271,6 +274,23 @@ public abstract class NearestNeighbourSearcher {
 	public abstract int countPointsWithinR(int sampleIndex, double r,
 			int dynCorrExclTime, boolean allowEqualToR);
 
+	/**
+	 * As per {@link #countPointsWithinR(int, double, boolean)}
+	 * however the search is to match a specified sample point (not a sample
+	 * point within the search space itself).
+	 * 
+	 * @param sampleVectors sample vectors to find the neighbours within r
+	 *  for
+	 * @param r radius within which to count points
+	 * @param dynCorrExclTime time window within which to exclude
+	 *  points to be counted. Is >= 0. 0 means only exclude sampleIndex.
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @return the count of points within r.
+	 */
+	public abstract int countPointsWithinR(double[][] sampleVectors, double r,
+			boolean allowEqualToR);
+
 	/**
 	 * As per {@link #countPointsWithinR(int, double, boolean)}
 	 * however returns a collection rather than a count.
@@ -331,6 +351,60 @@ public abstract class NearestNeighbourSearcher {
 			int sampleIndex, double r, int dynCorrExclTime,
 			boolean allowEqualToR, boolean[] isWithinR, int[] indicesWithinR);
 	
+	/**
+	 * As per {@link #findPointsWithinR(int, double, boolean, boolean[], int[])}
+	 * however incorporates dynamic correlation exclusion.
+	 * </p> 
+	 * 
+	 * @param sampleIndex sample index in the data to find a nearest neighbour
+	 *  for
+	 * @param r radius within which to count points
+	 * @param dynCorrExclTime time window within which to exclude
+	 *  points to be counted. Is >= 0. 0 means only exclude sampleIndex.
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param isWithinR the array MUST be passed in with all points set to
+	 *  false initially, and is returned indicating whether each sample was
+	 *  found to be within r of that at sampleIndex.
+	 * @param distancesWithinRInOrder the array must be passed in and is
+	 *  returned with distances for each point found to be within r. Values
+	 *  at other indices are not defined.
+	 * @param distancesAndIndicesWithinR is returned as 
+	 *  a list of distances (in column index 0) 
+	 *  and array indices (in column index 1)
+	 *  for points marked as true in isWithinR, terminated with a -1 value on the index.
+	 * @return the point count
+	 */
+	public abstract int findPointsWithinR(
+			int sampleIndex, double r, int dynCorrExclTime,
+			boolean allowEqualToR, boolean[] isWithinR,
+			double[] distancesWithinRInOrder,
+			double[][] distancesAndIndicesWithinR);
+	
+	/**
+	 * As per {@link #countPointsWithinR(int, double, boolean)}
+	 * however records the nearest neighbours for a sample data point
+	 *  (which may not be in the search tree), within the isWithinR
+	 *  and indicesWithinR arrays, which must be constructed before
+	 *  calling this method, with length at or exceeding the total
+	 *  number of data points. indicesWithinR is 
+	 * </p> 
+	 * 
+	 * @param r radius within which to count points
+	 * @param sampleVectors sample vectors to find the neighbours within r
+	 *  for
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param isWithinR the array MUST be passed in with all points set to
+	 *  false initially, and is returned indicating whether each sample was
+	 *  found to be within r of that at sampleIndex.
+	 * @param indicesWithinR a list of array indices
+	 *  for points marked as true in isWithinR, terminated with a -1 value.
+	 */
+	public abstract void findPointsWithinR(
+			double r, double[][] sampleVectors,
+			boolean allowEqualToR, boolean[] isWithinR, int[] indicesWithinR);
+
 	/**
 	 * As per {@link #countPointsWithinR(int, double, int, boolean)}
 	 * with allowEqualToR == false
@@ -472,5 +546,20 @@ public abstract class NearestNeighbourSearcher {
 	public abstract int countPointsWithinR(int sampleIndex, double r,
 			boolean allowEqualToR, boolean[] additionalCriteria);
 
-
+	/**
+	 * As per {@link #countPointsWithinR(double[][], double, boolean)}
+	 * however each point is subject to also meeting the additional
+	 * criteria of being true in additionalCriteria.
+	 * 
+	 * @param sampleVectors sample vectors to find the neighbours within r
+	 *  for
+	 * @param r radius within which to count points
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param additionalCriteria array of booleans. Only count a point if it
+	 *  is within r and is true in additionalCrtieria.
+	 * @return the count of points within r.
+	 */
+	public abstract int countPointsWithinR(double[][] sampleVectors, double r,
+			boolean allowEqualToR, boolean[] additionalCriteria);
 }
diff --git a/java/source/infodynamics/utils/UnivariateNearestNeighbourSearcher.java b/java/source/infodynamics/utils/UnivariateNearestNeighbourSearcher.java
index d56d2be..73e7b58 100755
--- a/java/source/infodynamics/utils/UnivariateNearestNeighbourSearcher.java
+++ b/java/source/infodynamics/utils/UnivariateNearestNeighbourSearcher.java
@@ -18,6 +18,7 @@
 
 package infodynamics.utils;
 
+import java.util.Arrays;
 import java.util.Collection;
 import java.util.PriorityQueue;
 import java.util.Vector;
@@ -43,6 +44,7 @@ public class UnivariateNearestNeighbourSearcher extends NearestNeighbourSearcher
 	 * Number of samples in the data
 	 */
 	protected int numObservations = 0;
+
 	/**
 	 * An array of indices to the data in originalDataSet,
 	 *  sorted in order (min to max).
@@ -55,6 +57,11 @@ public class UnivariateNearestNeighbourSearcher extends NearestNeighbourSearcher
 	 */
 	protected int[] indicesInSortedArray = null;
 	
+	/**
+	 * An array of the original values sorted into ascending order.
+	 */
+	protected double[] sortedValues = null;
+	
 	public UnivariateNearestNeighbourSearcher(double[][] data) throws Exception {
 		// Ideally we would not call the constructor until after the following check,
 		//  but the constructor must come first in Java.
@@ -88,6 +95,13 @@ public class UnivariateNearestNeighbourSearcher extends NearestNeighbourSearcher
 			sortedArrayIndices[t] = (int) dataWithIndices[t][1];
 			indicesInSortedArray[(int) dataWithIndices[t][1]] = t;
 		}
+		// Finally, create the sorted array of the values:
+		//  (these are only used by a few methods, but better to create the array now
+		//  rather than hit concurrency issues trying to create it when required
+		sortedValues = new double[numObservations];
+		for (int i = 0; i < numObservations; i++) {
+			sortedValues[i] = originalDataSet[sortedArrayIndices[i]];
+		}
 	}
 
 	/**
@@ -359,6 +373,47 @@ public class UnivariateNearestNeighbourSearcher extends NearestNeighbourSearcher
 		return count;
 	}
 	
+	/**
+	 * Count the number of points within norms r_upper and r_lower for a given
+	 *  sample index in the data set. The node itself is 
+	 *  excluded from the search.
+	 * Nearest neighbour function to compare to radii is the specified norm.
+	 * (If {@link EuclideanUtils#NORM_EUCLIDEAN} was selected, then the supplied
+	 * r should be the required Euclidean norm <b>squared</b>, since we switch it
+	 * to {@link EuclideanUtils#NORM_EUCLIDEAN_SQUARED} internally).
+	 */
+	public int countPointsWithinRs(int sampleIndex, double r_upper,
+			double r_lower, boolean allowEqualToR) {
+		int count = 0;
+		// Find where this node sits in the sorted array:
+		int indexInSortedArray = indicesInSortedArray[sampleIndex];
+		// Check the points with smaller data values first:
+		for (int i = indexInSortedArray - 1; i >= 0; i--) {
+			double theNorm = norm(originalDataSet[sampleIndex],
+					originalDataSet[sortedArrayIndices[i]], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r_lower)) ||
+				(!allowEqualToR && (theNorm < r_lower))) {
+				count++;
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		// Next check the points with larger data values:
+		for (int i = indexInSortedArray + 1; i < numObservations; i++) {
+			double theNorm = norm(originalDataSet[sampleIndex],
+					originalDataSet[sortedArrayIndices[i]], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r_upper)) ||
+				(!allowEqualToR && (theNorm < r_upper))) {
+				count++;
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		return count;
+	}
+
 	/**
 	 * Count the number of points within norm r for a given
 	 *  sample index in the data set. Nodes within dynCorrExclTime
@@ -408,6 +463,124 @@ public class UnivariateNearestNeighbourSearcher extends NearestNeighbourSearcher
 		return count;
 	}
 	
+	/**
+	 * Count the number of points within norm r for a given
+	 *  sample index in the data set, or larger than r. The node itself is 
+	 *  excluded from the search.
+	 * Nearest neighbour function to compare to r is the specified norm.
+	 * (If {@link EuclideanUtils#NORM_EUCLIDEAN} was selected, then the supplied
+	 * r should be the required Euclidean norm <b>squared</b>, since we switch it
+	 * to {@link EuclideanUtils#NORM_EUCLIDEAN_SQUARED} internally).
+	 */
+	public int countPointsWithinROrLarger(int sampleIndex, double r, boolean allowEqualToR) {
+		int count = 0;
+		// Find where this node sits in the sorted array:
+		int indexInSortedArray = indicesInSortedArray[sampleIndex];
+		// Check the points with smaller data values first:
+		for (int i = indexInSortedArray - 1; i >= 0; i--) {
+			double theNorm = norm(originalDataSet[sampleIndex],
+					originalDataSet[sortedArrayIndices[i]], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				count++;
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		count += numObservations - indexInSortedArray - 1;
+		return count;
+	}
+	
+	/**
+	 * Count the number of points less than the sample at the given index,
+	 *  and outside norm r. allowEqualToR means to be considered same as the sample.
+	 *  The node itself is 
+	 *  excluded from the search.
+	 * Nearest neighbour function to compare to r is the specified norm.
+	 * (If {@link EuclideanUtils#NORM_EUCLIDEAN} was selected, then the supplied
+	 * r should be the required Euclidean norm <b>squared</b>, since we switch it
+	 * to {@link EuclideanUtils#NORM_EUCLIDEAN_SQUARED} internally).
+	 */
+	public int countPointsSmallerAndOutsideR(int sampleIndex, double r, boolean allowEqualToR) {
+		// Find where this node sits in the sorted array:
+		int indexInSortedArray = indicesInSortedArray[sampleIndex];
+		// Check the points with smaller data values first:
+		int i;
+		for (i = indexInSortedArray - 1; i >= 0; i--) {
+			double theNorm = norm(originalDataSet[sampleIndex],
+					originalDataSet[sortedArrayIndices[i]], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		return i + 1;
+	}
+	
+	@Override
+	public int countPointsWithinR(double[][] sampleVectors, double r, boolean allowEqualToR) {
+		if (sampleVectors.length > 1) {
+			throw new RuntimeException("sampleVectors[][] argument must have length 1 on each dimension when calling a UnivariateNearstNeighbourSearcher");
+		}
+		if (sampleVectors[0].length > 1) {
+			throw new RuntimeException("sampleVectors[][] argument must have length 1 on each dimension when calling a UnivariateNearstNeighbourSearcher");
+		}
+		
+		return countPointsWithinR(sampleVectors[0][0], r, allowEqualToR);
+	}
+	
+	/**
+	 * As per {@link #countPointsWithinR(double, double, boolean)} however
+	 *  for a specific sample value (not one within the data set itself).
+	 * 
+	 * @param sampleValue the specific value to search for
+	 */
+	public int countPointsWithinR(double sampleValue, double r, boolean allowEqualToR) {
+	
+		int count = 0;
+		
+		// Find where this value would sit in the sorted array.
+		int potentialArrayIndex = Arrays.binarySearch(sortedValues, sampleValue);
+		if (potentialArrayIndex < 0) {
+			// The sampleValue was not found because it wasn't in the original set of values:
+			//  invert the return value of binarySearch to find where the sampleValue would be inserted into the array:
+			potentialArrayIndex = -potentialArrayIndex - 1;
+			// This means at potentialArrayIndex and higher are values >= sampleValue, while
+			//  at potentialArrayIndex-1 and lower are values <= sampleValue.
+			// potentialArrayIndex will be array.length if all values are smaller than it.
+		} // else potentialArrayIndex is pointing to one instance of this value in the sorted array
+		
+		// Check the points with smaller data values first
+		for (int i = potentialArrayIndex - 1; i >= 0; i--) {
+			double theNorm = norm(sampleValue,
+					sortedValues[i], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				count++;
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		// Next check the points with larger data values: (and including potentialArrayIndex, since we're
+		//  not excluding it since it's not nominally part of the underlying data set)
+		for (int i = potentialArrayIndex; i < numObservations; i++) {
+			double theNorm = norm(sampleValue,
+					sortedValues[i], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				count++;
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		return count;
+	}
+	
 	/**
 	 * Find the collection of points within norm r for a given
 	 *  sample index in the data set. The node itself is 
@@ -565,6 +738,214 @@ public class UnivariateNearestNeighbourSearcher extends NearestNeighbourSearcher
 		indicesWithinR[indexInIndicesWithinR++] = -1;
 	}
 	
+	@Override
+	public int findPointsWithinR(int sampleIndex, double r,
+			int dynCorrExclTime, boolean allowEqualToR, boolean[] isWithinR,
+			double[] distancesWithinRInOrder,
+			double[][] distancesAndIndicesWithinR) {
+		int indexInIndicesWithinR = 0;
+		// Find where this node sits in the sorted array:
+		int indexInSortedArray = indicesInSortedArray[sampleIndex];
+		// Check the points with smaller data values first:
+		for (int i = indexInSortedArray - 1; i >= 0; i--) {
+			if (Math.abs(sampleIndex - sortedArrayIndices[i]) <= dynCorrExclTime) {
+				// Can't count this point, but keep checking:
+				continue;
+			}
+			double theNorm = norm(originalDataSet[sampleIndex],
+					originalDataSet[sortedArrayIndices[i]], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				isWithinR[sortedArrayIndices[i]] = true;
+				distancesWithinRInOrder[sortedArrayIndices[i]] = theNorm;
+				distancesAndIndicesWithinR[indexInIndicesWithinR][0] = theNorm;
+				distancesAndIndicesWithinR[indexInIndicesWithinR++][1] = sortedArrayIndices[i];
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		// Next check the points with larger data values:
+		for (int i = indexInSortedArray + 1; i < numObservations; i++) {
+			if (Math.abs(sampleIndex - sortedArrayIndices[i]) <= dynCorrExclTime) {
+				// Can't count this point, but keep checking:
+				continue;
+			}
+			double theNorm = norm(originalDataSet[sampleIndex],
+					originalDataSet[sortedArrayIndices[i]], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				isWithinR[sortedArrayIndices[i]] = true;
+				distancesWithinRInOrder[sortedArrayIndices[i]] = theNorm;
+				distancesAndIndicesWithinR[indexInIndicesWithinR][0] = theNorm;
+				distancesAndIndicesWithinR[indexInIndicesWithinR++][1] = sortedArrayIndices[i];
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		// Write the terminating integer into the indicesWithinR array:
+		distancesAndIndicesWithinR[indexInIndicesWithinR++][1] = -1;
+		return indexInIndicesWithinR - 1;
+	}
+	
+	/**
+	 * As per {@link #findPointsWithinR(int, double, int, boolean, boolean[], double[], double[][])}
+	 * only we have additional criteria, and we report max values taking that additional
+	 * criteria into account. 
+	 * 
+	 * @param sampleIndex sample index in the data to find a nearest neighbour
+	 *  for
+	 * @param r radius within which to count points
+	 * @param dynCorrExclTime time window within which to exclude
+	 *  points to be counted. Is >= 0. 0 means only exclude sampleIndex.
+	 * @param allowEqualToR if true, then count points at radius r also,
+	 *   otherwise only those strictly within r
+	 * @param additionalCriteria an array indicating whether each sample for
+	 *  should be tested for this search point
+	 * @param reportDistancesAsMaxWith an array of distances for
+	 *  points flagged in additionalCriteria: distancesAndIndicesWithinR should
+	 *  return the max of this value or the distances within r computed here.
+	 *  Values at indices where distances are not within r are not defined.
+	 * @param distancesAndIndicesWithinR a list of distances (in column index 0) 
+	 *  and array indices (in column index 1)
+	 *  for points found to be within r, terminated with a -1 value on the index.
+	 * @return the next available index in distancesAndIndicesWithinR after the method is complete
+	 */
+	public int findPointsWithinRAndTakeRadiusMax(int sampleIndex, double r,
+			int dynCorrExclTime, boolean allowEqualToR, 
+			boolean[] additionalCriteria,
+			double[] reportDistancesAsMaxWith,
+			double[][] distancesAndIndicesWithinR) {
+		int indexInIndicesWithinR = 0;
+		// Find where this node sits in the sorted array:
+		int indexInSortedArray = indicesInSortedArray[sampleIndex];
+		// Check the points with smaller data values first:
+		for (int i = indexInSortedArray - 1; i >= 0; i--) {
+			if (!additionalCriteria[sortedArrayIndices[i]] || 
+					(Math.abs(sampleIndex - sortedArrayIndices[i]) <= dynCorrExclTime)) {
+				// Can't count this point, but keep checking:
+				continue;
+			}
+			double theNorm = norm(originalDataSet[sampleIndex],
+					originalDataSet[sortedArrayIndices[i]], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				if (theNorm < reportDistancesAsMaxWith[sortedArrayIndices[i]]) {
+					theNorm = reportDistancesAsMaxWith[sortedArrayIndices[i]];
+				}
+				distancesAndIndicesWithinR[indexInIndicesWithinR][0] = theNorm;
+				distancesAndIndicesWithinR[indexInIndicesWithinR++][1] = sortedArrayIndices[i];
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		// Next check the points with larger data values:
+		for (int i = indexInSortedArray + 1; i < numObservations; i++) {
+			if (!additionalCriteria[sortedArrayIndices[i]] || 
+					(Math.abs(sampleIndex - sortedArrayIndices[i]) <= dynCorrExclTime)) {
+				// Can't count this point, but keep checking:
+				continue;
+			}
+			double theNorm = norm(originalDataSet[sampleIndex],
+					originalDataSet[sortedArrayIndices[i]], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				if (theNorm < reportDistancesAsMaxWith[sortedArrayIndices[i]]) {
+					theNorm = reportDistancesAsMaxWith[sortedArrayIndices[i]];
+				}
+				distancesAndIndicesWithinR[indexInIndicesWithinR][0] = theNorm;
+				distancesAndIndicesWithinR[indexInIndicesWithinR++][1] = sortedArrayIndices[i];
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		// Write the terminating integer into the indicesWithinR array:
+		distancesAndIndicesWithinR[indexInIndicesWithinR++][1] = -1;
+		return indexInIndicesWithinR - 1;
+	}
+	
+	/**
+	 * As per {@link #findPointsWithinR(int, double, int, boolean, boolean[], int[])}
+	 *  only for a specific data point.
+	 * 
+	 * Note that the method signature takes a 2D sample vector, however since this is class
+	 *  only searches univariate spaces, then there must only be one value in #sampleVector
+	 *  (i.e. length one on both array indices). 
+	 *  
+	 * 
+	 * @see super{@link #findPointsWithinR(double, double[][], boolean, boolean[], int[])}
+	 */
+	@Override
+	public void findPointsWithinR(double r, double[][] sampleVectors,
+			boolean allowEqualToR, boolean[] isWithinR, int[] indicesWithinR) {
+		
+		if (sampleVectors.length > 1) {
+			throw new RuntimeException("sampleVectors[][] argument must have length 1 on each dimension when calling a UnivariateNearstNeighbourSearcher");
+		}
+		if (sampleVectors[0].length > 1) {
+			throw new RuntimeException("sampleVectors[][] argument must have length 1 on each dimension when calling a UnivariateNearstNeighbourSearcher");
+		}
+		
+		findPointsWithinR(r, sampleVectors[0][0], allowEqualToR, isWithinR, indicesWithinR);
+	}
+	
+	/**
+	 * As per {@link #findPointsWithinR(int, double, int, boolean, boolean[], int[])}
+	 *  only for a specific data point.
+	 * 
+	 * @see super{@link #findPointsWithinR(double, double[][], boolean, boolean[], int[])}
+	 * 
+	 * @param sampleValue the specific point being searched (not a data point in the search structure)
+	 */
+	public void findPointsWithinR(double r, double sampleValue,
+			boolean allowEqualToR, boolean[] isWithinR, int[] indicesWithinR) {
+		int indexInIndicesWithinR = 0;
+		
+		// Find where this value would sit in the sorted array.
+		int potentialArrayIndex = Arrays.binarySearch(sortedValues, sampleValue);
+		if (potentialArrayIndex < 0) {
+			// The sampleValue was not found because it wasn't in the original set of values:
+			//  invert the return value of binarySearch to find where the sampleValue would be inserted into the array:
+			potentialArrayIndex = -potentialArrayIndex - 1; 
+			// This means at potentialArrayIndex and higher are values >= sampleValue, while
+			//  at potentialArrayIndex-1 and lower are values <= sampleValue.
+			// potentialArrayIndex will be array.length if all values are smaller than it.
+		} // else potentialArrayIndex is pointing to one instance of this value in the sorted array
+		
+		// Check the points with smaller data values first:
+		for (int i = potentialArrayIndex - 1; i >= 0; i--) {
+			double theNorm = norm(sampleValue,
+					sortedValues[i], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				isWithinR[sortedArrayIndices[i]] = true;
+				indicesWithinR[indexInIndicesWithinR++] = sortedArrayIndices[i];
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		// Next check the points with larger data values: (and including potentialArrayIndex, since we're
+		//  not excluding it since it's not nominally part of the underlying data set)
+		for (int i = potentialArrayIndex; i < numObservations; i++) {
+			double theNorm = norm(sampleValue,
+					sortedValues[i], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				isWithinR[sortedArrayIndices[i]] = true;
+				indicesWithinR[indexInIndicesWithinR++] = sortedArrayIndices[i];
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		// Write the terminating integer into the indicesWithinR array:
+		indicesWithinR[indexInIndicesWithinR++] = -1;
+	}
+	
 	@Override
 	public int countPointsWithinR(int sampleIndex, double r, boolean allowEqualToR,
 			boolean[] additionalCriteria) {
@@ -618,4 +999,103 @@ public class UnivariateNearestNeighbourSearcher extends NearestNeighbourSearcher
 		}
 		return count;
 	}
+	
+	/**
+	 * As per {@link #countPointsWithinR(int, double, boolean, boolean[])}
+	 *  only for a specific data point.
+	 * 
+	 * Note that the method signature takes a 2D sample vector, however since this is class
+	 *  only searches univariate spaces, then there must only be one value in #sampleVector
+	 *  (i.e. length one on both array indices). 
+	 *  
+	 * 
+	 * @see super{@link #findPointsWithinR(double, double[][], boolean, boolean[], int[])}
+	 */
+	@Override
+	public int countPointsWithinR(double[][] sampleVectors, double r, boolean allowEqualToR,
+			boolean[] additionalCriteria) {
+		
+		if (sampleVectors.length > 1) {
+			throw new RuntimeException("sampleVectors[][] argument must have length 1 on each dimension when calling a UnivariateNearstNeighbourSearcher");
+		}
+		if (sampleVectors[0].length > 1) {
+			throw new RuntimeException("sampleVectors[][] argument must have length 1 on each dimension when calling a UnivariateNearstNeighbourSearcher");
+		}
+		
+		return countPointsWithinR(sampleVectors[0][0], r, allowEqualToR, additionalCriteria);
+	}
+	
+	/**
+	 * As per {@link #countPointsWithinR(int, double, boolean, boolean[])}
+	 *  only for a specific data point.
+	 * 
+	 * @param sampleValue the specific point being searched (not a data point in the search structure)
+	 */
+	public int countPointsWithinR(double sampleValue, double r, boolean allowEqualToR,
+			boolean[] additionalCriteria) {
+
+		int count = 0;
+		
+		// Find where this value would sit in the sorted array.
+		int potentialArrayIndex = Arrays.binarySearch(sortedValues, sampleValue);
+		if (potentialArrayIndex < 0) {
+			// The sampleValue was not found because it wasn't in the original set of values:
+			//  invert the return value of binarySearch to find where the sampleValue would be inserted into the array:
+			potentialArrayIndex = -potentialArrayIndex - 1;
+			// This means at potentialArrayIndex and higher are values >= sampleValue, while
+			//  at potentialArrayIndex-1 and lower are values <= sampleValue.
+			// potentialArrayIndex will be array.length if all values are smaller than it.
+		} // else potentialArrayIndex is pointing to one instance of this value in the sorted array
+		
+		// Check the points with smaller data values first:
+		for (int i = potentialArrayIndex - 1; i >= 0; i--) {
+			if (!additionalCriteria[sortedArrayIndices[i]]) {
+				// This point failed the additional criteria,
+				//  so skip checking it.
+				// We check this first, even though it's the norm 
+				//  that really determines whether we need to continue
+				//  checking or not. In some circumstances this may be
+				//  slower, but for our main application - KSG conditional MI -
+				//  this should be faster.
+				continue;
+			}
+			double theNorm = norm(sampleValue,
+					sortedValues[i], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				count++;
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		// Next check the points with larger data values: (and including potentialArrayIndex, since we're
+		//  not excluding it since it's not nominally part of the underlying data set)
+		for (int i = potentialArrayIndex; i < numObservations; i++) {
+			if (!additionalCriteria[sortedArrayIndices[i]]) {
+				// This point failed the additional criteria,
+				//  so skip checking it.
+				// We check this first, even though it's the norm 
+				//  that really determines whether we need to continue
+				//  checking or not. In some circumstances this may be
+				//  slower, but for our main application - KSG conditional MI -
+				//  this should be faster.
+				continue;
+			}
+			double theNorm = norm(sampleValue,
+					sortedValues[i], normTypeToUse);
+			if ((allowEqualToR  && (theNorm <= r)) ||
+				(!allowEqualToR && (theNorm < r))) {
+				count++;
+				continue;
+			}
+			// Else no point checking further points
+			break;
+		}
+		return count;
+	}
+
+	public int getNumObservations() {
+		return numObservations;
+	}
 }
diff --git a/java/unittests/infodynamics/utils/KdTreeTest.java b/java/unittests/infodynamics/utils/KdTreeTest.java
index baa3bfb..e4c28f7 100755
--- a/java/unittests/infodynamics/utils/KdTreeTest.java
+++ b/java/unittests/infodynamics/utils/KdTreeTest.java
@@ -502,6 +502,48 @@ public class KdTreeTest extends TestCase {
 		long endTimeValidate = Calendar.getInstance().getTimeInMillis();
 		System.out.printf("All %d nearest neighbours found in: %.3f sec\n",
 				K, ((double) (endTimeValidate - startTime)/1000.0));
+		
+		// And also test the K nearest neighbours for a few points that
+		//  weren't in the original data set:
+		for (int n = 0; n < 100; n++) {
+			// Generate a sample vector
+			double[][] sampleVectors = new double[variables][];
+			for (int v = 0; v < variables; v++) {
+				int vLength = data[v][0].length;
+				sampleVectors[v] = rg.generateNormalData(vLength, 0, 1);
+			}
+			// Now pull the kNNs for it:
+			PriorityQueue<NeighbourNodeData> nnPQ =
+					kdTree.findKNearestNeighbours(K, sampleVectors);
+			assertTrue(nnPQ.size() == K);
+			// Now find the K nearest neighbours with a naive all-pairs comparison
+			double[][] distancesAndIndices = new double[samples][2];
+			for (int t2 = 0; t2 < samples; t2++) {
+				double maxNorm = 0;
+				for (int v = 0; v < variables; v++) {
+					double normForThisVariable = normCalculator.norm(
+							sampleVectors[v], data[v][t2]);
+					if (maxNorm < normForThisVariable) {
+						maxNorm = normForThisVariable;
+					}
+				}
+				distancesAndIndices[t2][0] = maxNorm;
+				distancesAndIndices[t2][1] = t2;
+			}
+			int[] timeStepsOfKthMins =
+					MatrixUtils.kMinIndices(distancesAndIndices, 0, K);
+			for (int i = 0; i < K; i++) {
+				// Check that the ith nearest neighbour matches
+				NeighbourNodeData nnData = nnPQ.poll();
+				if (timeStepsOfKthMins[K - 1 - i] != nnData.sampleIndex) {
+					// We have an error:
+					System.out.printf("Erroneous match between indices %d (expected) " +
+					 " and %d\n", timeStepsOfKthMins[K - 1 - i], nnData.sampleIndex);
+				}
+				assertEquals(timeStepsOfKthMins[K - 1 - i], nnData.sampleIndex);
+			}
+		}		
+
 	}
 
 	public void testCountNeighboursWithinRSeparateArrays() {
@@ -534,6 +576,16 @@ public class KdTreeTest extends TestCase {
 					data, samples, kdTree, rs[i], true);
 			verifyCountNeighboursWithinRForSeparateArraysArrayArgs(EuclideanUtils.NORM_MAX_NORM,
 					data, samples, kdTree, rs[i], false);
+			// And test the array return variant for radii returned:
+			verifyCountNeighboursWithinRForSeparateArraysArrayArgsPlusRadiusOut(EuclideanUtils.NORM_MAX_NORM,
+					data, samples, kdTree, rs[i], true);
+			verifyCountNeighboursWithinRForSeparateArraysArrayArgsPlusRadiusOut(EuclideanUtils.NORM_MAX_NORM,
+					data, samples, kdTree, rs[i], false);
+			// And test the array return variant for new data points too:
+			verifyCountNeighboursWithinRForSeparateArraysArrayArgsNewPoints(EuclideanUtils.NORM_MAX_NORM,
+					data, samples, kdTree, rs[i], true);
+			verifyCountNeighboursWithinRForSeparateArraysArrayArgsNewPoints(EuclideanUtils.NORM_MAX_NORM,
+					data, samples, kdTree, rs[i], false);
 			// Must test with EuclideanUtils.NORM_EUCLIDEAN_SQUARED instead
 			//  of EuclideanUtils.NORM_EUCLIDEAN if we want the min distances
 			//  to match when tested inside verifyNearestNeighbourForSeparateArrays()
@@ -545,6 +597,14 @@ public class KdTreeTest extends TestCase {
 					data, samples, kdTree, rs[i], true);
 			verifyCountNeighboursWithinRForSeparateArraysArrayArgs(EuclideanUtils.NORM_EUCLIDEAN_SQUARED,
 					data, samples, kdTree, rs[i], false);
+			verifyCountNeighboursWithinRForSeparateArraysArrayArgsPlusRadiusOut(EuclideanUtils.NORM_EUCLIDEAN_SQUARED,
+					data, samples, kdTree, rs[i], true);
+			verifyCountNeighboursWithinRForSeparateArraysArrayArgsPlusRadiusOut(EuclideanUtils.NORM_EUCLIDEAN_SQUARED,
+					data, samples, kdTree, rs[i], false);
+			verifyCountNeighboursWithinRForSeparateArraysArrayArgsNewPoints(EuclideanUtils.NORM_EUCLIDEAN_SQUARED,
+					data, samples, kdTree, rs[i], true);
+			verifyCountNeighboursWithinRForSeparateArraysArrayArgsNewPoints(EuclideanUtils.NORM_EUCLIDEAN_SQUARED,
+					data, samples, kdTree, rs[i], false);
 		}
 	}
 
@@ -694,6 +754,198 @@ public class KdTreeTest extends TestCase {
 				((double) (endTimeValidate - endTimeCount)/1000.0));
 	}
 
+	private void verifyCountNeighboursWithinRForSeparateArraysArrayArgsPlusRadiusOut(int normType,
+			double[][][] data, int samples, KdTree kdTree, double r,
+			boolean allowEqualToR) {
+		
+		int variables = data.length;
+		
+		// Set up the given norm type:
+		EuclideanUtils normCalculator = new EuclideanUtils(normType);
+		kdTree.setNormType(normType);
+		
+		long startTime = Calendar.getInstance().getTimeInMillis();
+		int totalCount = 0;
+		int[] counts = new int[samples];
+		boolean[] withinR = new boolean[samples];
+		double[] distancesWithinRInOrder = new double[samples];
+		double[][] distancesAndIndicesWithinR = new double[samples][2];
+		for (int t = 0; t < samples; t++) {
+			// int count = kdTree.countPointsWithinR(t, r, allowEqualToR);
+			kdTree.findPointsWithinR(t, r, 0, allowEqualToR, withinR,
+					distancesWithinRInOrder, distancesAndIndicesWithinR);
+			int count = 0;
+			// Run through the list of points returned as within r and check them
+			for (int t2 = 0; distancesAndIndicesWithinR[t2][1] >= 0; t2++) {
+				count++;
+				assertTrue(withinR[(int) distancesAndIndicesWithinR[t2][1]]);
+				// Reset this marker
+				withinR[(int) distancesAndIndicesWithinR[t2][1]] = false;
+				// Check that it's really within r
+				double maxNorm = 0;
+				for (int v = 0; v < variables; v++) {
+					double normForThisVariable = normCalculator.norm(
+							data[v][t], data[v][(int) distancesAndIndicesWithinR[t2][1]]);
+					if (maxNorm < normForThisVariable) {
+						maxNorm = normForThisVariable;
+					}
+				}
+				
+				assertTrue((!allowEqualToR && (maxNorm < r)) ||
+						( allowEqualToR && (maxNorm <= r)));
+				// Check that its distance was properly returned in the other arrays:
+				assertEquals(maxNorm, distancesAndIndicesWithinR[t2][0], 0.000001);
+				assertEquals(distancesAndIndicesWithinR[t2][0], 
+					distancesWithinRInOrder[(int) distancesAndIndicesWithinR[t2][1]],
+					0.00000001);
+			}
+			// Check that there were no other points marked as within r:
+			int count2 = 0;
+			for (int t2 = 0; t2 < samples; t2++) {
+				if (withinR[t2]) {
+					count2++;
+				}
+			}
+			assertEquals(0, count2); // We set all the ones that should have been true to false already
+			// Now reset the boolean array
+			counts[t] = count;
+			totalCount += count;
+		}
+		long endTimeCount = Calendar.getInstance().getTimeInMillis();
+		System.out.printf("All neighbours within %.3f (average of %.3f) found in: %.3f sec\n",
+				r, (double) totalCount / (double) samples,
+				((double) (endTimeCount - startTime)/1000.0));
+		// Now find the neighbour count with a naive all-pairs comparison
+		for (int t = 0; t < samples; t++) {
+			int naiveCount = 0;
+			for (int t2 = 0; t2 < samples; t2++) {
+				double norm = Double.POSITIVE_INFINITY;
+				if (t2 != t) {
+					double maxNorm = 0;
+					for (int v = 0; v < variables; v++) {
+						double normForThisVariable = normCalculator.norm(
+								data[v][t], data[v][t2]);
+						if (maxNorm < normForThisVariable) {
+							maxNorm = normForThisVariable;
+						}
+					}
+					norm = maxNorm;
+				}
+				if ((!allowEqualToR && (norm < r)) ||
+					( allowEqualToR && (norm <= r))) {
+					naiveCount++;
+				}
+			}
+			if (naiveCount != counts[t]) {
+				System.out.printf("All pairs    : count %d\n", naiveCount);
+				System.out.printf("kdTree search: count %d\n", counts[t]);
+			}
+			assertEquals(naiveCount, counts[t]);
+		}
+		long endTimeValidate = Calendar.getInstance().getTimeInMillis();
+		System.out.printf("All neighbours within %.3f (average of %.3f) validated in: %.3f sec\n",
+				r, (double) totalCount / (double) samples,
+				((double) (endTimeValidate - endTimeCount)/1000.0));
+	}
+
+	private void verifyCountNeighboursWithinRForSeparateArraysArrayArgsNewPoints(int normType,
+			double[][][] data, int samples, KdTree kdTree, double r,
+			boolean allowEqualToR) {
+		
+		int variables = data.length;
+		
+		int numNewSamplesToCheck = 100;
+		double[][][] allSampleVectors = new double[numNewSamplesToCheck][][];
+		
+		// Set up the given norm type:
+		EuclideanUtils normCalculator = new EuclideanUtils(normType);
+		kdTree.setNormType(normType);
+		
+		long startTime = Calendar.getInstance().getTimeInMillis();
+		int totalCount = 0;
+		int[] counts = new int[samples];
+		boolean[] withinR = new boolean[samples];
+		int[] indicesWithinR = new int[samples];
+		
+		// Test the range search for a few points that
+		//  weren't in the original data set:
+		for (int n = 0; n < numNewSamplesToCheck; n++) {
+			// Generate a sample vector
+			double[][] sampleVectors = new double[variables][];
+			for (int v = 0; v < variables; v++) {
+				int vLength = data[v][0].length;
+				sampleVectors[v] = rg.generateNormalData(vLength, 0, 1);
+			}
+			allSampleVectors[n] = sampleVectors;
+			
+			kdTree.findPointsWithinR(r, sampleVectors, allowEqualToR, withinR, indicesWithinR);
+			int count = 0;
+			// Run through the list of points returned as within r and check them
+			for (int t2 = 0; indicesWithinR[t2] != -1; t2++) {
+				count++;
+				assertTrue(withinR[indicesWithinR[t2]]);
+				// Reset this marker
+				withinR[indicesWithinR[t2]] = false;
+				// Check that it's really within r
+				double maxNorm = 0;
+				for (int v = 0; v < variables; v++) {
+					double normForThisVariable = normCalculator.norm(
+							sampleVectors[v], data[v][indicesWithinR[t2]]);
+					if (maxNorm < normForThisVariable) {
+						maxNorm = normForThisVariable;
+					}
+				}
+				
+				assertTrue((!allowEqualToR && (maxNorm < r)) ||
+						( allowEqualToR && (maxNorm <= r)));
+			}
+			// Check that there were no other points marked as within r:
+			int count2 = 0;
+			for (int t2 = 0; t2 < samples; t2++) {
+				if (withinR[t2]) {
+					count2++;
+				}
+			}
+			assertEquals(0, count2); // We set all the ones that should have been true to false already
+			// Now reset the boolean array
+			counts[n] = count;
+			totalCount += count;
+		}
+		long endTimeCount = Calendar.getInstance().getTimeInMillis();
+		System.out.printf("All neighbours within %.3f (average of %.3f) found in: %.3f sec\n",
+				r, (double) totalCount / (double) samples,
+				((double) (endTimeCount - startTime)/1000.0));
+		// Now find the neighbour count with a naive all-pairs comparison
+		for (int n = 0; n < numNewSamplesToCheck; n++) {
+			int naiveCount = 0;
+			for (int t2 = 0; t2 < samples; t2++) {
+				double norm = Double.POSITIVE_INFINITY;
+				double maxNorm = 0;
+				for (int v = 0; v < variables; v++) {
+					double normForThisVariable = normCalculator.norm(
+							allSampleVectors[n][v], data[v][t2]);
+					if (maxNorm < normForThisVariable) {
+						maxNorm = normForThisVariable;
+					}
+				}
+				norm = maxNorm;
+				if ((!allowEqualToR && (norm < r)) ||
+					( allowEqualToR && (norm <= r))) {
+					naiveCount++;
+				}
+			}
+			if (naiveCount != counts[n]) {
+				System.out.printf("All pairs    : count %d\n", naiveCount);
+				System.out.printf("kdTree search: count %d\n", counts[n]);
+			}
+			assertEquals(naiveCount, counts[n]);
+		}
+		long endTimeValidate = Calendar.getInstance().getTimeInMillis();
+		System.out.printf("All neighbours within %.3f (average of %.3f) validated in: %.3f sec\n",
+				r, (double) totalCount / (double) samples,
+				((double) (endTimeValidate - endTimeCount)/1000.0));
+	}
+
 	public void testCountNeighboursWithinRExclusionWindow() {
 		int dimensionsPerVariable = 3;
 		int samples = 1000;
@@ -1106,6 +1358,42 @@ public class KdTreeTest extends TestCase {
 				}
 			}
 		}
+
+		// And now test some fresh samples:
+		int numNewSamples = 1000;
+		for (int i = 0; i < r1.length; i++) {
+			
+			for (int n = 0; n < numNewSamples; n++) {
+				double[][] newSample = rg.generateNormalData(variables, dimensionsPerVariable, 0, 1);
+				double[] variable1 = newSample[0];
+				double[][] newSampleSansVariable1 = new double[variables - 1][];
+				for (int v = 1; v < variables; v++) {
+					newSampleSansVariable1[v-1] = newSample[v];
+				}
+				
+				// Establish our ground truth by searching all variables:
+				int count = kdTree.countPointsWithinR(newSample, r1[i], allowEqualsR);
+				
+				// Now search in variable 1 first, then use that 
+				//  to help the others:
+				nnSearcherVar1.findPointsWithinR(r1[i], new double[][] {variable1}, allowEqualsR,
+						isWithinR, indicesWithinR);
+				int countUsingVar1 = kdTree.countPointsWithinR(r1[i], newSample,
+						allowEqualsR, 0, isWithinR);
+				assertEquals(count, countUsingVar1);
+				
+				// And then search the kdTree which does not have variable 1:
+				int countAdditionalCriteria =
+						nnSearcherExceptVar1.countPointsWithinR(newSampleSansVariable1, r1[i],
+								allowEqualsR, isWithinR);
+				assertEquals(count, countAdditionalCriteria);
+				
+				// Finally, reset our boolean array:
+				for (int t2 = 0; indicesWithinR[t2] != -1; t2++) {
+					isWithinR[indicesWithinR[t2]] = false;
+				}
+			}
+		}
 	}
 	
 	public void testPreviouslyTestedVariableMethodMultipleRs() throws Exception {
diff --git a/java/unittests/infodynamics/utils/UnivariateNearestNeighbourTest.java b/java/unittests/infodynamics/utils/UnivariateNearestNeighbourTest.java
index 03b38a8..bcd1b74 100755
--- a/java/unittests/infodynamics/utils/UnivariateNearestNeighbourTest.java
+++ b/java/unittests/infodynamics/utils/UnivariateNearestNeighbourTest.java
@@ -117,6 +117,21 @@ public class UnivariateNearestNeighbourTest extends TestCase {
 		checkRangeFinderArrayCalls(false, 100);
 	}
 	
+	public void testRangeFinderArrayCallsRaidusOut() throws Exception {
+		checkRangeFinderArrayCallsPlusRadiusOut(true, 100);
+		checkRangeFinderArrayCallsPlusRadiusOut(false, 100);
+	}
+	
+	public void testRangeFinderArrayCallsMaxRadiusOut() throws Exception {
+		checkRangeFinderArrayCallsPlusMaxRadiusOut(true, 100);
+		checkRangeFinderArrayCallsPlusMaxRadiusOut(false, 100);
+	}
+	
+	public void testRangeFinderArrayCallsNewData() throws Exception {
+		checkRangeFinderArrayCallsNewData(true);
+		checkRangeFinderArrayCallsNewData(false);
+	}
+	
 	public void checkRangeFinder(boolean strict, int exclWindow) throws Exception {
 		int numTimeStepsInitial = 10000;
 		int duplicateSteps = 100;
@@ -242,6 +257,238 @@ public class UnivariateNearestNeighbourTest extends TestCase {
 		}
 	}
 	
+	public void checkRangeFinderArrayCallsPlusRadiusOut(boolean strict, int exclWindow) throws Exception {
+		int numTimeStepsInitial = 10000;
+		int duplicateSteps = 100;
+		int numTimeSteps = numTimeStepsInitial+duplicateSteps;
+		double[] dataRaw = rg.generateNormalData(numTimeStepsInitial, 0, 1);
+		double[] data = new double[numTimeSteps];
+		// Now duplicate some of the time steps as a test:
+		System.arraycopy(dataRaw, 0, data, 0, numTimeStepsInitial);
+		System.arraycopy(dataRaw, 0, data, numTimeStepsInitial, duplicateSteps);
+		
+		UnivariateNearestNeighbourSearcher searcher =
+				new UnivariateNearestNeighbourSearcher(data);
+		int[] counts = new int[data.length];
+		boolean[] withinR = new boolean[data.length];
+		double[] distancesWithinRInOrder = new double[data.length];
+		double[][] distancesAndIndicesWithinR = new double[data.length][2];
+		double r = 0.2;
+		long startTime = Calendar.getInstance().getTimeInMillis();
+		for (int t = 0; t < data.length; t++) {
+			searcher.findPointsWithinR(t, r, exclWindow, !strict,
+									withinR, distancesWithinRInOrder, distancesAndIndicesWithinR);
+			int count = 0;
+			// Run through the list of points returned as within r and check them
+			for (int t2 = 0; distancesAndIndicesWithinR[t2][1] >= 0; t2++) {
+				count++;
+				assertTrue(withinR[(int) distancesAndIndicesWithinR[t2][1]]);
+				// Reset this marker
+				withinR[(int) distancesAndIndicesWithinR[t2][1]] = false;
+				// Check that it's really within r
+				double maxNorm = Math.abs(data[t] - data[(int) distancesAndIndicesWithinR[t2][1]]);
+				assertTrue((strict && (maxNorm < r)) ||
+						( !strict && (maxNorm <= r)));
+				// Check that its distance was properly returned in the other arrays:
+				assertEquals(maxNorm, distancesAndIndicesWithinR[t2][0], 0.000001);
+				assertEquals(distancesAndIndicesWithinR[t2][0], 
+					distancesWithinRInOrder[(int) distancesAndIndicesWithinR[t2][1]],
+					0.00000001);
+			}
+			// Check that there were no other points marked as within r in withinR:
+			int count2 = 0;
+			for (int t2 = 0; t2 < data.length; t2++) {
+				if (withinR[t2]) {
+					count2++;
+				}
+			}
+			assertEquals(0, count2); // We set all the ones that should have been true to false already
+			// Now reset the boolean array
+			counts[t] = count;
+		}
+		long endTimeNNs = Calendar.getInstance().getTimeInMillis();
+		System.out.printf("Found all neighbours within %.3f (mean = %.3f) in: %.3f sec\n",
+				r, MatrixUtils.mean(counts),
+				((double) (endTimeNNs - startTime)/1000.0));
+		
+		// Now do brute force:
+		int[] bruteForceCounts = new int[data.length];
+		for (int t = 0; t < data.length; t++) {
+			int count = 0;
+			for (int t2 = 0; t2 < data.length; t2++) {
+				if (Math.abs(t2 - t) <= exclWindow) {
+					continue;
+				}
+				double norm = Math.abs(data[t] - data[t2]);
+				if ((strict  && (norm < r) ) ||
+					(!strict && (norm <= r))) {
+					count++;
+				}
+			}
+			bruteForceCounts[t] = count;
+		}
+		long endTimeBruteForce = Calendar.getInstance().getTimeInMillis();
+		System.out.printf("Found all neighbours within %.3f (mean = %.3f) by brute force in: %.3f sec\n",
+				r, MatrixUtils.mean(bruteForceCounts),
+				((double) (endTimeBruteForce - endTimeNNs)/1000.0));
+		
+		// Now validate the nearest neighbour counts:
+		for (int t = 0; t < data.length; t++) {
+			assertEquals(bruteForceCounts[t], counts[t]);
+		}
+	}
+	
+	public void checkRangeFinderArrayCallsPlusMaxRadiusOut(boolean strict, int exclWindow) throws Exception {
+		int numTimeStepsInitial = 10000;
+		int duplicateSteps = 100;
+		int numTimeSteps = numTimeStepsInitial+duplicateSteps;
+		double[] dataRaw = rg.generateNormalData(numTimeStepsInitial, 0, 1);
+		double[] data2 = new double[numTimeSteps];
+		// Now duplicate some of the time steps as a test:
+		System.arraycopy(dataRaw, 0, data2, 0, numTimeStepsInitial);
+		System.arraycopy(dataRaw, 0, data2, numTimeStepsInitial, duplicateSteps);
+		// And generate a first set of data:
+		dataRaw = rg.generateNormalData(numTimeStepsInitial, 0, 1);
+		double[] data1 = new double[numTimeSteps];
+		// Now duplicate some of the time steps as a test:
+		System.arraycopy(dataRaw, 0, data1, 0, numTimeStepsInitial);
+		System.arraycopy(dataRaw, 0, data1, numTimeStepsInitial, duplicateSteps);
+		
+		UnivariateNearestNeighbourSearcher searcher =
+				new UnivariateNearestNeighbourSearcher(data2);
+		boolean[] withinR = new boolean[data2.length];
+		double[] distancesForFirstVariable = new double[data1.length];
+		double[][] distancesAndIndicesWithinR = new double[data1.length][2];
+		double r = 0.2;
+		for (int t = 0; t < data2.length; t++) {
+			// Compute the distances for the first variable:
+			for (int t2 = 0; t2 < data1.length; t2++) {
+				if (Math.abs(t2 - t) <= exclWindow) {
+					// Within the exclusion window (always includes the point itself for exclWindow==0)
+					withinR[t2] = false;
+					distancesForFirstVariable[t2] = Double.POSITIVE_INFINITY;
+					continue;
+				}
+				distancesForFirstVariable[t2] = Math.abs(data1[t] - data1[t2]);
+				if ((strict && (distancesForFirstVariable[t2] < r)) || 
+				    (!strict && (distancesForFirstVariable[t2] <= r))) {
+					withinR[t2] = true;
+				} else {
+					withinR[t2] = false;
+				}
+			}
+			
+			// Now compute the max distances across both variables: 
+			searcher.findPointsWithinRAndTakeRadiusMax(t, r, exclWindow, !strict,
+									withinR, distancesForFirstVariable, distancesAndIndicesWithinR);
+			
+			// Now check all of the results -- first those said to be within r
+			for (int t2 = 0; distancesAndIndicesWithinR[t2][1] >= 0; t2++) {
+				// Check that the first variable was within r
+				assertTrue(withinR[(int) distancesAndIndicesWithinR[t2][1]]);
+				// Reset this marker
+				withinR[(int) distancesAndIndicesWithinR[t2][1]] = false;
+				// And check that the max norm was reported
+				double maxNorm = (Math.abs(data2[t] - data2[(int) distancesAndIndicesWithinR[t2][1]]));
+				if (maxNorm < distancesForFirstVariable[(int) distancesAndIndicesWithinR[t2][1]]) {
+					maxNorm = distancesForFirstVariable[(int) distancesAndIndicesWithinR[t2][1]];
+				}
+				assertTrue((strict && (maxNorm < r)) ||
+						( !strict && (maxNorm <= r)));
+				// Check that its distance was properly returned in the array:
+				assertEquals(maxNorm, distancesAndIndicesWithinR[t2][0], 0.000001);
+			}
+			
+			// Check that there were no other points that should have been returned:
+			int count2 = 0;
+			for (int t2 = 0; t2 < data2.length; t2++) {
+				if (withinR[t2]) {
+					// This won't count points that came through above
+					//  since we already disabled withinR for them,
+					//  nor the points within the exclusion window
+					double maxNorm = Math.abs(data2[t] - data2[t2]);
+					if ((strict && (maxNorm < r)) ||
+						(!strict && (maxNorm <= r))) {
+						count2++;
+					}
+				}
+			}
+			assertEquals(0, count2); // We set all the ones that should have been true to false already
+		}
+	}
+	
+	public void checkRangeFinderArrayCallsNewData(boolean strict) throws Exception {
+		int numTimeSteps = 10000;
+		double[] data = rg.generateNormalData(numTimeSteps, 0, 1);
+		
+		int newSamplesToCheck = 1000;
+		double[] samplePoints = rg.generateNormalData(newSamplesToCheck, 0, 1);
+		
+		UnivariateNearestNeighbourSearcher searcher =
+				new UnivariateNearestNeighbourSearcher(data);
+		int[] counts = new int[newSamplesToCheck];
+		boolean[] withinR = new boolean[data.length];
+		int[] indicesWithinR = new int[data.length];
+		double r = 0.2;
+		long startTime = Calendar.getInstance().getTimeInMillis();
+		for (int n = 0; n < newSamplesToCheck; n++) {
+			int simpleCount = searcher.countPointsWithinR(samplePoints[n], r, !strict);
+			
+			searcher.findPointsWithinR(r, samplePoints[n], !strict,
+									withinR, indicesWithinR);
+			int count = 0;
+			// Run through the list of points returned as within r and check them
+			for (int t2 = 0; indicesWithinR[t2] != -1; t2++) {
+				count++;
+				assertTrue(withinR[indicesWithinR[t2]]);
+				// Reset this marker
+				withinR[indicesWithinR[t2]] = false;
+				// Check that it's really within r
+				double maxNorm = Math.abs(samplePoints[n] - data[indicesWithinR[t2]]);
+				assertTrue((strict && (maxNorm < r)) ||
+						( !strict && (maxNorm <= r)));
+			}
+			// Check that there were no other points marked as within r:
+			int count2 = 0;
+			for (int t2 = 0; t2 < data.length; t2++) {
+				if (withinR[t2]) {
+					count2++;
+				}
+			}
+			assertEquals(0, count2); // We set all the ones that should have been true to false already
+			assertEquals(simpleCount, count);
+			// Now reset the boolean array
+			counts[n] = count;
+		}
+		long endTimeNNs = Calendar.getInstance().getTimeInMillis();
+		System.out.printf("Found all neighbours within %.3f (mean = %.3f) in: %.3f sec\n",
+				r, MatrixUtils.mean(counts),
+				((double) (endTimeNNs - startTime)/1000.0));
+		
+		// Now do brute force:
+		int[] bruteForceCounts = new int[newSamplesToCheck];
+		for (int n = 0; n < newSamplesToCheck; n++) {
+			int count = 0;
+			for (int t2 = 0; t2 < data.length; t2++) {
+				double norm = Math.abs(samplePoints[n] - data[t2]);
+				if ((strict  && (norm < r) ) ||
+					(!strict && (norm <= r))) {
+					count++;
+				}
+			}
+			bruteForceCounts[n] = count;
+		}
+		long endTimeBruteForce = Calendar.getInstance().getTimeInMillis();
+		System.out.printf("Found all neighbours within %.3f (mean = %.3f) by brute force in: %.3f sec\n",
+				r, MatrixUtils.mean(bruteForceCounts),
+				((double) (endTimeBruteForce - endTimeNNs)/1000.0));
+		
+		// Now validate the nearest neighbour counts:
+		for (int n = 0; n < newSamplesToCheck; n++) {
+			assertEquals(bruteForceCounts[n], counts[n]);
+		}
+	}
+	
 	public void testFindKNearestNeighbours() throws Exception {
 		for (int K = 1; K < 5; K++) {
 			double[] data = rg.generateNormalData(1000, 0, 1);

From b0d48bc96c2a86c723727c3ea5aca57420f6e5a9 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 20 Oct 2016 09:29:56 +1100
Subject: [PATCH 17/34] Unit tests for conditional MI on new observations, and
 for no conditionals

---
 ...nditionalMutualInfoMultiVariateTester.java | 238 +++++++++++++++++-
 1 file changed, 237 insertions(+), 1 deletion(-)

diff --git a/java/unittests/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoMultiVariateTester.java b/java/unittests/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoMultiVariateTester.java
index 00e6c42..8f769b8 100755
--- a/java/unittests/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoMultiVariateTester.java
+++ b/java/unittests/infodynamics/measures/continuous/kraskov/ConditionalMutualInfoMultiVariateTester.java
@@ -18,8 +18,13 @@
 
 package infodynamics.measures.continuous.kraskov;
 
+import java.util.Calendar;
+
 import infodynamics.utils.ArrayFileReader;
+import infodynamics.utils.EmpiricalMeasurementDistribution;
+import infodynamics.utils.MathsUtils;
 import infodynamics.utils.MatrixUtils;
+import infodynamics.utils.RandomGenerator;
 
 public class ConditionalMutualInfoMultiVariateTester
 	extends infodynamics.measures.continuous.ConditionalMutualInfoMultiVariateAbstractTester {
@@ -423,7 +428,109 @@ public class ConditionalMutualInfoMultiVariateTester
 				1, 1,
 				kNNs, expectedFromTRENTOOL);		
 	}
-	
+
+	/**
+	 * Unit test for conditional MI on new observations.
+	 * We can test this against the calculator itself. If we send in the original data set as new observations,
+	 *  we can recreate the neighbour counts (plus one) by setting K to 1 larger (to account for the data point itself), and
+	 *  account for the change in bias. 
+	 * 
+	 * @throws Exception
+	 */
+	public void testMultivariateCondMIForNewObservations() throws Exception {
+		
+		ArrayFileReader afr = new ArrayFileReader("demos/data/4ColsPairedOneStepNoisyDependence-1.txt");
+		double[][] data = afr.getDouble2DMatrix();
+		// RandomGenerator rg = new RandomGenerator();
+		//double[][] data = rg.generateNormalData(50, 4, 0, 1);
+
+		// Use various Kraskov k nearest neighbours parameter
+		int[] kNNs = {4};
+		
+		System.out.println("Kraskov Cond MI testing new Observations:");
+		
+		for (int ki = 0; ki < kNNs.length; ki++) {
+			ConditionalMutualInfoCalculatorMultiVariateKraskov condMiCalc = getNewCalc(1);
+			ConditionalMutualInfoCalculatorMultiVariateKraskov condMiCalcForNew = getNewCalc(1);
+			// Let it normalise by default
+			// And no noise addition to protect the integrity of our neighbour counts under both techniques here:
+			condMiCalc.setProperty(ConditionalMutualInfoCalculatorMultiVariateKraskov.PROP_ADD_NOISE, "0");
+			condMiCalcForNew.setProperty(ConditionalMutualInfoCalculatorMultiVariateKraskov.PROP_ADD_NOISE, "0");
+			double[][] var1 = MatrixUtils.selectColumns(data, new int[] {0});
+			double[][] var2 = MatrixUtils.selectColumns(data, new int[] {1});
+			double[][] condVar = MatrixUtils.selectColumns(data, new int[] {2, 3});
+			
+			// Compute MI(0;1|2,3) :
+			condMiCalc.setProperty(
+					ConditionalMutualInfoCalculatorMultiVariateKraskov.PROP_K,
+					Integer.toString(kNNs[ki]));
+			System.out.println("Main calc normalisation is " + condMiCalc.getProperty(condMiCalc.PROP_NORMALISE));
+			condMiCalc.initialise(var1[0].length, var2[0].length, condVar[0].length);
+			condMiCalc.setObservations(var1, var2, condVar);
+			double miAverage = condMiCalc.computeAverageLocalOfObservations();
+			// Now compute as new observations:
+			condMiCalcForNew.setProperty(
+					ConditionalMutualInfoCalculatorMultiVariateKraskov.PROP_K,
+					Integer.toString(kNNs[ki] + 1)); // Using K = K + 1
+			// condMiCalcForNew.setProperty(
+			//		ConditionalMutualInfoCalculatorMultiVariateKraskov.PROP_NUM_THREADS,
+			//		"1");
+			System.out.println("New obs calc normalisation is " + condMiCalcForNew.getProperty(condMiCalc.PROP_NORMALISE));
+			condMiCalcForNew.initialise(var1[0].length, var2[0].length, condVar[0].length);
+			condMiCalcForNew.setObservations(var1, var2, condVar);
+			// condMiCalc.setDebug(true);
+			//condMiCalcForNew.setDebug(true);
+			double[] newLocals = condMiCalcForNew.computeLocalUsingPreviousObservations(var1, var2, condVar);
+			//condMiCalcForNew.setDebug(false);
+			double averageFromNewObservations = MatrixUtils.mean(newLocals);
+			// We can't check this directly, so test each point individually:
+			for (int t = 0; t < data.length; t++) {
+				double[] originalNeighbourCounts = condMiCalc.partialComputeFromObservations(t, 1, false);
+				// Need to normalise the data before passing it in here -- this is
+				//  what is happening inside computeLocalUsingPreviousObservations above
+				double[] newObsNeighbourCounts = condMiCalcForNew.partialComputeFromNewObservations(
+						t, 1,
+						MatrixUtils.normaliseIntoNewArray(var1),
+						MatrixUtils.normaliseIntoNewArray(var2),
+						MatrixUtils.normaliseIntoNewArray(condVar), false);
+				// Now check each return count in the array:
+				if (originalNeighbourCounts[1] != newObsNeighbourCounts[1] - 1) {
+					System.out.println("Assertion failure for t=" + t + ": expected " + originalNeighbourCounts[1] +
+							" from original, plus 1, but got " + newObsNeighbourCounts[1]);
+					System.out.print("Actual raw data was: ");
+					MatrixUtils.printArray(System.out, data[0]);
+				}
+				assertEquals(originalNeighbourCounts[1], newObsNeighbourCounts[1] - 1); // Nxz should be 1 higher
+				assertEquals(originalNeighbourCounts[2], newObsNeighbourCounts[2] - 1); // Nyz should be 1 higher
+				assertEquals(originalNeighbourCounts[3], newObsNeighbourCounts[3] - 1); // Nz should be 1 higher
+				// Now check the local value at each point using these verified counts:
+				double newLocalValue = condMiCalcForNew.digammaK -
+						MathsUtils.digamma((int) newObsNeighbourCounts[1] + 1) -
+						MathsUtils.digamma((int) newObsNeighbourCounts[2] + 1) +
+						MathsUtils.digamma((int) newObsNeighbourCounts[3] + 1);
+				/* System.out.printf("n=%d, n_xz=%d, n_yz=%d, n_z=%d, local=%.4f," +
+						" digamma(n_xz+1)=%.5f, digamma(n_yz+1)=%.5f, digamma(n_z+1)=%.5f, \n",
+						t, (int) newObsNeighbourCounts[1], (int) newObsNeighbourCounts[2],
+						(int) newObsNeighbourCounts[3], newLocalValue,
+						MathsUtils.digamma((int) newObsNeighbourCounts[1] + 1), 
+						MathsUtils.digamma((int) newObsNeighbourCounts[2] + 1),
+						MathsUtils.digamma((int) newObsNeighbourCounts[3] + 1)); */
+				if (Math.abs(newLocalValue - newLocals[t]) > 0.00000001) {
+					System.out.printf("t=%d: Assertion failed: computed local was %.5f, local from nn counts was %.5f\n",
+							t, newLocals[t], newLocalValue);
+				}
+				assertEquals(newLocalValue, newLocals[t], 0.00000001);
+			}
+			
+			// And check that the two methods are equivalent, after correcting for the different K biases:
+			// CAN'T EXPECT THIS TO WORK though, because different neighbour counts (by one in each case) puts
+			//  different inputs to the digamma functions, and we have no way to check that for the average here;
+			//  Our above checks on the counts for each point suffice though.
+			// assertEquals(miAverage, averageFromNewObservations - MathsUtils.digamma(kNNs[ki]+1) + MathsUtils.digamma(kNNs[ki]),
+			//		0.00000001);
+		}
+	}
+
 	/**
 	 * Test the computed univariate TE as a conditional MI
 	 * using various numbers of threads.
@@ -502,4 +609,133 @@ public class ConditionalMutualInfoMultiVariateTester
 				kNNs, expectedValue);
 		NUM_THREADS_TO_USE = NUM_THREADS_TO_USE_DEFAULT;
 	}
+	
+	/**
+	 * Test the conditional MI without any conditionals
+	 * against the MI calculated by Kraskov's own MILCA
+	 * tool on the same data.
+	 * 
+	 * To run Kraskov's tool (http://www.klab.caltech.edu/~kraskov/MILCA/) for this 
+	 * data, run:
+	 * ./MIxnyn <dataFile> 1 1 3000 <kNearestNeighbours> 0
+	 * 
+	 * @throws Exception if file not found 
+	 * 
+	 */
+	public void testNoConditionalsIsMIforRandomVariablesFromFile() throws Exception {
+		
+		// Test set 1:
+		
+		ArrayFileReader afr = new ArrayFileReader("demos/data/2randomCols-1.txt");
+		double[][] data = afr.getDouble2DMatrix();
+		
+		// Use various Kraskov k nearest neighbours parameter
+		int[] kNNs = {1, 2, 3, 4, 5, 6, 10, 15};
+		// Expected values from Kraskov's MILCA toolkit:
+		double[] expectedFromMILCA = {-0.05294175, -0.03944338, -0.02190217,
+				0.00120807, -0.00924771, -0.00316402, -0.00778205, -0.00565778};
+		
+		System.out.println("Kraskov comparison 1 - univariate random data 1 --");
+		// Check for algorithm 1 first (no expected results from MILCA included):
+		System.out.println("Algorithm 1:");
+		checkMIForGivenData(MatrixUtils.selectColumns(data, new int[] {0}),
+				MatrixUtils.selectColumns(data, new int[] {1}),
+				kNNs, null);
+		// then check for algorithm 2 with expected results from MILCA
+		System.out.println("Algorithm 2:");
+		checkMIForGivenData(MatrixUtils.selectColumns(data, new int[] {0}),
+				MatrixUtils.selectColumns(data, new int[] {1}),
+				kNNs, expectedFromMILCA);
+		
+		//------------------
+		// Test set 2:
+		
+		// We'll just take the first two columns from this data set
+		afr = new ArrayFileReader("demos/data/4randomCols-1.txt");
+		data = afr.getDouble2DMatrix();
+		
+		// Expected values from Kraskov's MILCA toolkit:
+		double[] expectedFromMILCA_2 = {-0.04614525, -0.00861460, -0.00164540,
+				-0.01130354, -0.01339670, -0.00964035, -0.00237072, -0.00096891};
+		
+		System.out.println("Kraskov comparison 2 - univariate random data 2 --");
+		// Check for algorithm 1 first (no expected results from MILCA included):
+		System.out.println("Algorithm 1:");
+		checkMIForGivenData(MatrixUtils.selectColumns(data, new int[] {0}),
+				MatrixUtils.selectColumns(data, new int[] {1}),
+				kNNs, null);
+		// then check for algorithm 2 with expected results from MILCA
+		System.out.println("Algorithm 2:");
+		checkMIForGivenData(MatrixUtils.selectColumns(data, new int[] {0}),
+				MatrixUtils.selectColumns(data, new int[] {1}),
+				kNNs, expectedFromMILCA_2);
+
+	}
+
+	/**
+	 * Utility function to run Kraskov MI for data with known results
+	 * 
+	 * @param var1
+	 * @param var2
+	 * @param kNNs array of Kraskov k nearest neighbours parameter to check
+	 * @param expectedResults array of expected results for each k
+	 */
+	protected void checkMIForGivenData(double[][] var1, double[][] var2,
+			int[] kNNs, double[] expectedResults) throws Exception {
+				
+		// The Kraskov MILCA toolkit MIhigherdim executable 
+		//  uses algorithm 2 by default (this is what it means by rectangular);
+		// These are the only ones we have expected results for
+		ConditionalMutualInfoCalculatorMultiVariateKraskov condMiCalc = getNewCalc(expectedResults == null ? 1 : 2);
+		
+		for (int kIndex = 0; kIndex < kNNs.length; kIndex++) {
+			int k = kNNs[kIndex];
+			condMiCalc.setProperty(
+					MutualInfoCalculatorMultiVariateKraskov.PROP_K,
+					Integer.toString(k));
+			condMiCalc.setProperty(
+					MutualInfoCalculatorMultiVariateKraskov.PROP_NUM_THREADS,
+					NUM_THREADS_TO_USE);
+			// No longer need to set this property as it's set by default:
+			//miCalc.setProperty(MutualInfoCalculatorMultiVariateKraskov.PROP_NORM_TYPE,
+			//		EuclideanUtils.NORM_MAX_NORM_STRING);
+			condMiCalc.setProperty(MutualInfoCalculatorMultiVariateKraskov.PROP_ADD_NOISE, "0"); // Need consistency for unit tests
+			condMiCalc.initialise(var1[0].length, var2[0].length, 0);
+			condMiCalc.setObservations(var1, var2, null);
+			// condMiCalc.setDebug(true);
+			double mi = condMiCalc.computeAverageLocalOfObservations();
+			// condMiCalc.setDebug(false);
+			
+			// And compute also passing in an array of vectors of length 0
+			condMiCalc.initialise(var1[0].length, var2[0].length, 0);
+			condMiCalc.setObservations(var1, var2, new double[var1.length][]);
+			// condMiCalc.setDebug(true);
+			double miFromEmptyVectors = condMiCalc.computeAverageLocalOfObservations();
+			
+			double expectedMi = 0.0;
+			if (expectedResults == null) {
+				// We don't have expected results from MILCA toolkit for algorithm 1.
+				// In this case, we'll generate our own expectations:
+				MutualInfoCalculatorMultiVariateKraskov1 miCalc = new MutualInfoCalculatorMultiVariateKraskov1();
+				miCalc.setProperty(
+						MutualInfoCalculatorMultiVariateKraskov.PROP_K,
+						Integer.toString(k));
+				miCalc.setProperty(
+						MutualInfoCalculatorMultiVariateKraskov.PROP_NUM_THREADS,
+						NUM_THREADS_TO_USE);
+				miCalc.setProperty(MutualInfoCalculatorMultiVariateKraskov.PROP_ADD_NOISE, "0"); // Need consistency for unit tests
+				miCalc.initialise(var1[0].length, var2[0].length);
+				miCalc.setObservations(var1, var2);
+				expectedMi = miCalc.computeAverageLocalOfObservations();
+			} else {
+				expectedMi = expectedResults[kIndex];
+			}
+			System.out.printf("k=%d: Average MI %.8f (expected %.8f)\n",
+					k, mi, expectedMi);
+			// Dropping required accuracy by one order of magnitude, due
+			//  to faster but slightly less accurate digamma estimator change
+			assertEquals(expectedMi, mi, 0.0000001);
+			assertEquals(expectedMi, miFromEmptyVectors, 0.0000001);
+		}
+	}
 }

From f761a291e8e7a81ae24b94515dce8ad914139a32 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 20 Oct 2016 10:14:44 +1100
Subject: [PATCH 18/34] Adding Matlab/Octave example 10 for conditional TE via
 Kraskov (KSG) algorithm

---
 demos/octave/example10ConditionalTeKraskov.m | 76 ++++++++++++++++++++
 1 file changed, 76 insertions(+)
 create mode 100644 demos/octave/example10ConditionalTeKraskov.m

diff --git a/demos/octave/example10ConditionalTeKraskov.m b/demos/octave/example10ConditionalTeKraskov.m
new file mode 100644
index 0000000..dd6640c
--- /dev/null
+++ b/demos/octave/example10ConditionalTeKraskov.m
@@ -0,0 +1,76 @@
+%%
+%%  Java Information Dynamics Toolkit (JIDT)
+%%  Copyright (C) 2016 Joseph T. Lizier
+%%  
+%%  This program is free software: you can redistribute it and/or modify
+%%  it under the terms of the GNU General Public License as published by
+%%  the Free Software Foundation, either version 3 of the License, or
+%%  (at your option) any later version.
+%%  
+%%  This program is distributed in the hope that it will be useful,
+%%  but WITHOUT ANY WARRANTY; without even the implied warranty of
+%%  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+%%  GNU General Public License for more details.
+%%  
+%%  You should have received a copy of the GNU General Public License
+%%  along with this program.  If not, see <http://www.gnu.org/licenses/>.
+%%
+
+% = Example 10 - Conditional Transfer entropy on continuous multivariate data using Kraskov estimators =
+
+% Conditional Transfer entropy (TE) calculation on multivariate continuous-valued data using the Kraskov-estimator TE calculator.
+
+% Change location of jar to match yours:
+javaaddpath('../../infodynamics.jar')
+
+% Generate some random normalised data.
+numObservations = 100000;
+% Keep the sum of squares of these covariances below 1 to allow proper calculation of noise term.
+covarianceToSource = 0.4;
+covarianceToConds = [0.3,0.3];
+if (sumsq([covarianceToSource, covarianceToConds]) >= 1)
+	error('Sum of squares of the covariances must be < 1 here');
+end
+noiseCovar = sqrt(1 - sumsq([covarianceToSource, covarianceToConds]));
+
+% Generate the random variables
+sourceArray = randn(numObservations, 1);
+condArray = randn(numObservations, length(covarianceToConds));
+destArray = [0; covarianceToSource*sourceArray(1:numObservations-1,:) + covarianceToConds(1)*condArray(1:numObservations-1,1) + covarianceToConds(2)*condArray(1:numObservations-1,2) + noiseCovar*randn(numObservations-1, 1)];
+
+% Expected results:
+expectedConditional = -0.5 * log(noiseCovar .* noiseCovar ./ (1 - sumsq(covarianceToConds)));
+expectedPairwise = -0.5 * log(1-covarianceToSource.^2);
+
+% Create a conditional TE calculator and run it:
+teCalc=javaObject('infodynamics.measures.continuous.kraskov.ConditionalTransferEntropyCalculatorKraskov');
+teCalc.initialise(1,1, ... % Destination embedding length (Schreiber k=1) and delays
+		1,1, ...   % Source embedding length (Schreiber l=1) and delays
+		1, ...     % Source-destination delay of 1 (default)
+		octaveToJavaDoubleArray([1,1]), ... % Embedding lengths for each conditional variable
+		octaveToJavaDoubleArray([1,1]), ... % Embedding delays for each conditional variable
+		octaveToJavaDoubleArray([1,1]) ... % conditional-destination delays for each conditional variable
+);
+teCalc.setObservations(octaveToJavaDoubleArray(sourceArray), ...
+	octaveToJavaDoubleArray(destArray), ...
+	octaveToJavaDoubleMatrix(condArray));
+% Perform calculation with correlated source, but no conditioning on other sources:
+conditionalResult = teCalc.computeAverageLocalOfObservations();
+
+% Create a pairwise TE calculator and run it:
+teCalc=javaObject('infodynamics.measures.continuous.kraskov.TransferEntropyCalculatorKraskov');
+teCalc.initialise(); % Use default embeddings of 1 (e.g. Schreiber k=1 and l=1)
+teCalc.setObservations(octaveToJavaDoubleArray(sourceArray), octaveToJavaDoubleArray(destArray));
+% Perform calculation with correlated source, but no conditioning on other sources:
+pairwiseResult = teCalc.computeAverageLocalOfObservations();
+
+% Note that the calculation is a random variable (because the generated
+%  data is a set of random variables) - the result will be of the order
+%  of what we expect, but not exactly equal to it; in fact, there will
+%  be some variance around it. It will probably be biased down here
+%  due to small correlations between the supposedly uncorrelated variables.
+fprintf('From %d samples:\nTE result conditional result = %.4f nats, pairwise = %.4f nats;\nexpected around %.4f nats (conditional) and %.4f nats (pairwise) for the correlated Gaussians\n', ...
+	numObservations, conditionalResult, pairwiseResult, expectedConditional, expectedPairwise);
+
+clear teCalc
+

From bea2c77aa35dd912927f81188f5c04a733767f35 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 20 Oct 2016 10:20:20 +1100
Subject: [PATCH 19/34] Added python examples 7 (ensemble method with TE
 Kraskov) and 9 (TE Kraskov with auto-embedding Ragwitz)

---
 ...e7EnsembleMethodTeContinuousDataKraskov.py | 83 +++++++++++++++++
 .../python/example9TeKraskovAutoEmbedding.py  | 93 +++++++++++++++++++
 2 files changed, 176 insertions(+)
 create mode 100644 demos/python/example7EnsembleMethodTeContinuousDataKraskov.py
 create mode 100644 demos/python/example9TeKraskovAutoEmbedding.py

diff --git a/demos/python/example7EnsembleMethodTeContinuousDataKraskov.py b/demos/python/example7EnsembleMethodTeContinuousDataKraskov.py
new file mode 100644
index 0000000..f2f457d
--- /dev/null
+++ b/demos/python/example7EnsembleMethodTeContinuousDataKraskov.py
@@ -0,0 +1,83 @@
+##
+##  Java Information Dynamics Toolkit (JIDT)
+##  Copyright (C) 2012, Joseph T. Lizier
+##  
+##  This program is free software: you can redistribute it and/or modify
+##  it under the terms of the GNU General Public License as published by
+##  the Free Software Foundation, either version 3 of the License, or
+##  (at your option) any later version.
+##  
+##  This program is distributed in the hope that it will be useful,
+##  but WITHOUT ANY WARRANTY; without even the implied warranty of
+##  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+##  GNU General Public License for more details.
+##  
+##  You should have received a copy of the GNU General Public License
+##  along with this program.  If not, see <http://www.gnu.org/licenses/>.
+##
+
+# = Example 7 - Ensemble method with transfer entropy on continuous data using Kraskov estimators =
+
+#  Calculation of transfer entropy (TE) by supplying an ensemble of samples from multiple time series.
+# We use continuous-valued data using the Kraskov-estimator TE calculator here.
+
+from jpype import *
+import random
+import math
+
+# Change location of jar to match yours:
+jarLocation = "../../infodynamics.jar"
+# Start the JVM (add the "-Xmx" option with say 1024M if you get crashes due to not enough memory space)
+startJVM(getDefaultJVMPath(), "-ea", "-Djava.class.path=" + jarLocation)
+
+# Generate some random normalised data.
+numObservations = 1000
+covariance=0.4
+numTrials=10
+kHistoryLength=1
+
+# Create a TE calculator and run it:
+teCalcClass = JPackage("infodynamics.measures.continuous.kraskov").TransferEntropyCalculatorKraskov
+teCalc = teCalcClass()
+teCalc.setProperty("k", "4") # Use Kraskov parameter K=4 for 4 nearest points
+teCalc.initialise(kHistoryLength) # Use target history length of kHistoryLength (Schreiber k)
+teCalc.startAddObservations()
+
+for trial in range(0,numTrials):
+	# Create a new trial, with destArray correlated to
+	#  previous value of sourceArray:
+	sourceArray = [random.normalvariate(0,1) for r in range(numObservations)]
+	destArray = [0] + [sum(pair) for pair in zip([covariance*y for y in sourceArray[0:numObservations-1]], \
+		[(1-covariance)*y for y in [random.normalvariate(0,1) for r in range(numObservations-1)]] ) ]
+	
+	# Add observations for this trial:
+	print("Adding samples from trial %d ..." % trial)
+	teCalc.addObservations(JArray(JDouble, 1)(sourceArray), JArray(JDouble, 1)(destArray))
+
+# We've finished adding trials:
+print("Finished adding trials")
+teCalc.finaliseAddObservations()
+
+# Compute the result:
+print("Computing TE ...")
+result = teCalc.computeAverageLocalOfObservations()
+# Note that the calculation is a random variable (because the generated
+#  data is a set of random variables) - the result will be of the order
+#  of what we expect, but not exactly equal to it; in fact, there will
+#  be some variance around it (smaller than example 4 since we have more samples).
+print("TE result %.4f nats; expected to be close to %.4f nats for these correlated Gaussians " % \
+	(result, math.log(1.0/(1-math.pow(covariance,2)))))
+
+# And here's how to pull the local TEs out corresponding to each input time series.
+# Normally you would need to track how to split these up yourself -- here
+# it's easy because our input time series are all of the same length
+localTEs=teCalc.computeLocalOfPreviousObservations()
+localValuesPerTrial = int(len(localTEs)/numTrials)  # Need to convert to int for indices later
+for trial in range(0,numTrials):
+	startIndex = localValuesPerTrial*trial
+	endIndex = localValuesPerTrial*(trial+1)-1
+	print("Local TEs for trial %d go from array index %d to %d" % (trial, startIndex, endIndex))
+	print("  corresponding to time points %d:%d (indexed from 0) of that trial" % (kHistoryLength, numObservations-1))
+	# Access the local TEs for this trial as:
+	localTEForThisTrial = localTEs[startIndex:endIndex]
+
diff --git a/demos/python/example9TeKraskovAutoEmbedding.py b/demos/python/example9TeKraskovAutoEmbedding.py
new file mode 100644
index 0000000..050aa06
--- /dev/null
+++ b/demos/python/example9TeKraskovAutoEmbedding.py
@@ -0,0 +1,93 @@
+##
+##  Java Information Dynamics Toolkit (JIDT)
+##  Copyright (C) 2012, Joseph T. Lizier
+##  
+##  This program is free software: you can redistribute it and/or modify
+##  it under the terms of the GNU General Public License as published by
+##  the Free Software Foundation, either version 3 of the License, or
+##  (at your option) any later version.
+##  
+##  This program is distributed in the hope that it will be useful,
+##  but WITHOUT ANY WARRANTY; without even the implied warranty of
+##  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+##  GNU General Public License for more details.
+##  
+##  You should have received a copy of the GNU General Public License
+##  along with this program.  If not, see <http://www.gnu.org/licenses/>.
+##
+
+# = Example 9 - Transfer entropy on continuous data using Kraskov estimators with auto-embedding =
+
+# Transfer entropy (TE) calculation on continuous-valued data using the Kraskov-estimator TE calculator,
+# with automatic selection of embedding parameters 
+
+
+from jpype import *
+import random
+import math
+import numpy
+import readFloatsFile
+
+# Change location of jar to match yours:
+jarLocation = "../../infodynamics.jar"
+# Start the JVM (add the "-Xmx" option with say 1024M if you get crashes due to not enough memory space)
+startJVM(getDefaultJVMPath(), "-ea", "-Djava.class.path=" + jarLocation)
+
+# Examine the heart-breath interaction that Schreiber originally looked at:
+datafile = '../data/SFI-heartRate_breathVol_bloodOx.txt'
+data = readFloatsFile.readFloatsFile(datafile)
+# As numpy array:
+A = numpy.array(data)
+# Select data points 2350:3550, pulling out the relevant columns:
+breathRate = A[2350:3551,1]; 
+heartRate = A[2350:3551,0];
+
+# Create a Kraskov TE calculator:
+teCalcClass = JPackage("infodynamics.measures.continuous.kraskov").TransferEntropyCalculatorKraskov
+teCalc = teCalcClass()
+
+# Set properties for auto-embedding of both source and destination
+#  using the Ragwitz criteria:
+#  a. Auto-embedding method
+teCalc.setProperty(teCalcClass.PROP_AUTO_EMBED_METHOD,
+		teCalcClass.AUTO_EMBED_METHOD_RAGWITZ)
+#  b. Search range for embedding dimension (k) and delay (tau)
+teCalc.setProperty(teCalcClass.PROP_K_SEARCH_MAX, "6")
+teCalc.setProperty(teCalcClass.PROP_TAU_SEARCH_MAX, "6")
+# Since we're auto-embedding, no need to supply k, l, k_tau, l_tau here:
+teCalc.initialise()
+# Compute TE from breath (column 1) to heart (column 0) 
+teCalc.setObservations(breathRate, heartRate)
+teBreathToHeart = teCalc.computeAverageLocalOfObservations()
+
+# Check the auto-selected parameters and print out the result:
+optimisedK = int(teCalc.getProperty(teCalcClass.K_PROP_NAME))
+optimisedKTau = int(teCalc.getProperty(teCalcClass.K_TAU_PROP_NAME))
+optimisedL = int(teCalc.getProperty(teCalcClass.L_PROP_NAME))
+optimisedLTau = int(teCalc.getProperty(teCalcClass.L_TAU_PROP_NAME))
+print(("TE(breath->heart) was %.3f nats for (heart embedding:) k=%d," + \
+		"k_tau=%d, (breath embedding:) l=%d,l_tau=%d optimised via Ragwitz criteria") % \
+		(teBreathToHeart, optimisedK, optimisedKTau, optimisedL, optimisedLTau))
+
+# Next, embed the destination only using the Ragwitz criteria:
+teCalc.setProperty(teCalcClass.PROP_AUTO_EMBED_METHOD,
+		teCalcClass.AUTO_EMBED_METHOD_RAGWITZ_DEST_ONLY)
+teCalc.setProperty(teCalcClass.PROP_K_SEARCH_MAX, "6")
+teCalc.setProperty(teCalcClass.PROP_TAU_SEARCH_MAX, "6")
+# Since we're only auto-embedding the destination, we supply
+#  source embedding here (to overwrite the auto embeddings from above):
+teCalc.setProperty(teCalcClass.L_PROP_NAME, "1")
+teCalc.setProperty(teCalcClass.L_TAU_PROP_NAME, "1")
+# Since we're auto-embedding, no need to supply k and k_tau here:
+teCalc.initialise()
+# Compute TE from breath (column 1) to heart (column 0) 
+teCalc.setObservations(breathRate, heartRate)
+teBreathToHeartDestEmbedding = teCalc.computeAverageLocalOfObservations()
+
+# Check the auto-selected parameters and print out the result:
+optimisedK = int(teCalc.getProperty(teCalcClass.K_PROP_NAME))
+optimisedKTau = int(teCalc.getProperty(teCalcClass.K_TAU_PROP_NAME))
+print(("TE(breath->heart) was %.3f nats for (heart embedding:) k=%d," + \
+		"k_tau=%d, optimised via Ragwitz criteria, plus (breath embedding:) l=1,l_tau=1") % \
+		(teBreathToHeartDestEmbedding, optimisedK, optimisedKTau))
+

From fbe95040f6a153a62d625d462a5df4e43d07dda9 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Fri, 21 Oct 2016 00:13:26 +1100
Subject: [PATCH 20/34] Updating PDFs of all demos before making new release

---
 .../AutoAnalyser/README-AutoAnalyserDemo.pdf  | Bin 237741 -> 231451 bytes
 demos/java/README-SimpleJavaDemos.pdf         | Bin 181776 -> 158817 bytes
 demos/octave/README-OctaveMatlabDemos.pdf     | Bin 151287 -> 141877 bytes
 demos/python/README-PythonDemos.pdf           | Bin 156017 -> 155811 bytes
 demos/python/README-UseInPython.pdf           | Bin 83238 -> 94314 bytes
 5 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/demos/AutoAnalyser/README-AutoAnalyserDemo.pdf b/demos/AutoAnalyser/README-AutoAnalyserDemo.pdf
index 7032b39714e76ac049f7a61a97c85b89b7aaaa0e..a80ab622085e448479968ce869ef4aa8a258665b 100644
GIT binary patch
literal 231451
zcmc$`1z1(v_C5?qw{(bXknV1zySuxkySuwXQc94N4(aahP60u>%Riu=<GuHs`<>sd
z&u2Zb*4%ULHAlST9doQ9gwp(il(bZg(1cZAOKza)0W<(h-8ax28~|!@0}CTNV*ta$
zkSsI+0H78$F|#wUdH8LnV`so`pl7LX0R8$kw5^?ufsQ$}Q|edF`49?Ln}aLVE3@qv
z8gfW4u3NQXVZi6vR{{-ihd%5t>3pbgqFz~cT*w_LDkv#93ez$S;LFR(k>)3{sLwer
z9rqmYOw(1?Ewr^a@1+`Gt?#U1YL0u62+ei-)&0KoiaIvq=v(uh$^B|!%C}QT^Xlr_
zOKF!1#soqjpk()j4urE~;+`rA728rz?A?erfnezKZf=*uo|8+rw_LF)o)F*eIqp^?
zrP~KBV;xVL2Xo`=;y&hF-MsMSNZ(q1wuE-ne02%rBnEf#1)EV!;ANQ#m5wCkHo|QX
z7eI^<N=(PPMV7?E1F8w;Ls5V7^#QjGbSN&s$cw*a6%HwO4fI$wnHVf?Dj}xbt(=UT
zo@eM8D4XM8RKgeGso3*EuW^bT(iM)x27(%_cV@Jr)?=@w6nT2sh7H7OSLB);vXUfE
zq=b&tWsB74Jmkw1FG~ly12b#vp)jSda!0M4wIxH0uo|a);&`?@%*+|y5I~K%VBw;m
zD64!f!y{!<f&+%GBXyt}2?C`YwPFzh>9*Nn*^ai#*naCOaD>e`me8wTiHt7&r7P~$
z%XqzArY$0Y4`6VIqnEy0LoaE8n4(jv33<b@_a~LV`iOhk>jLE$;;kC3Mnd-i(BfVQ
zwAfjw)VHkjx!45C1V*@wk2?#^By6x02ruOK^l-hB?uE5sH}`v^N65PX+wl(HSvuO9
zquW{$Rp!WCg<$>dk!Lxwlmn6oH-$IFu#pQ@F0J$EOKa|W1sS#F-HA+-M(J<s8APTa
zGM(USr6&mA?$2<)IenYg`aHh8g?rCF?8$W}0EgK-NJ%|Hqr-QO*1Xd?JmH(Pfb**C
zo(ZY>QW)htwgw{WmI<*rM8xei(pgRPWv7rX^$Am7gE2446ky$tZn?%=q+<rMv+Q`}
z+NmlWcRuR%!YIjJz8=n;?1i+8tEtDyPD5{={m$4%OvLIzo-9E}De5VOYDO~Z?Mb9u
zwh;y;f^&0rTyt9kT@^UP{iXZ$>Uw7*i||*^+obzLFfyki&~Ny+?P!?y#idKDmSFe5
zlqHSV)W^1N?wMPqvi_dQ?|Q|QpC5ibi{!euxK6|sF@B9YG9t(qQR$R)S`FRN-cd5F
z^8uthe#C9eyBN0#JPyky5K9tv%@<;ncmwuxvb{#1J&{z~K#Fv8li}@2L__515^E2w
z=@MA7vk5>y6#=DN9Y`uW7!wu-$qePDza1ZC{;;75afjUI^g5;q5vC0lK9Qp)7&`JK
z!G}x*8sR7*%P7(|wzTwF_!;*N@<vGk$7;ERI$=$RL8Az@Nd*alT5F`IM_fJR`;gZ?
zMqJG~Vg<z$-b=4w@81o6+$mwDeC;Jrf?jp)YmTU3@KGpX3!>#Hkogi@6IqQ&NkkWR
zmwpXApj;_{x2ZMC5hgU{CHVU_%J&>(F4*}+x{z-%Pxkz_X+t$oMsX?7M_ilx5CCx$
z9%0(EspxeDjq`>0rT9+o?$?oy8AF5KxC!$%RfBbrc{6{a#7990FAf3SK9_L9u=BZ`
znLN_=yq`xl1M30O-{|Kv^Jk=jhx>~BK5k?@)&{}!IS8#C7q9k_SU4ibm{GwMQ$C`f
z@U@z9=k2Etgn_*}Nn^1NpRLf+Id6Lk+oo%w2E;JTD42y8`&xu+G1Xlb5ccpu(;={n
zK#g3--f=<dDQvwAsQ$u<dhU>$K`KULxIVPEa9Lx?clZ24bhTl=CZ(4CK+9cjcM3ii
z&$+KmCo2M91(x+~Fejq(+wxdm!$jY7Pze}`J_6~Ejfp$_tfBY#buF@3YwYX>*0x1r
z2je3V0X(OakUU>5o*@Cw+7ub)rYqx@4F}T4q$lWtK2dRIXA&-qNy~u88r5cI;&vUw
z^b0a*<F_^kd+BbmYmF$_gw5#b+iQD&5pKHBc`xIXC{r|)h44XKmeW=C9XT{Zd^ktq
z3ic&P5+Q-R^2P4vv|p+NuLGaOI#-et3Xaf1_eshZe?#2%MNw&bD-i3FrFRDibQG<T
z&)i9uF~bgh$3e`GnPm1WG>6=;ds1F7*n8L<f)Ki(IxbA9`Q%dsvB9GZL{8Bjn#F#u
zvDnylUDU?gSbGh=9!UnOXggRnE#jBd;an7B+Q`*yzLuMSnDOzh(g(cd<FmsrVRl?!
zqhT%RCDF77-zg2*S#Nyc2+$dgX({np2=Yu+KI*b>><Hr?&fXPJ5Fa9nFbC){>kz$I
zSErXK=|%uR2hR3K@{B2JRcGhf#pAiS$x$x_Xeacdl#_L1loP=5u#LZi(taLO+hB!=
z+mR>o@$+&B{+sb3k*E#`f!>PH-ku|m)L{L=d;!6^(Gkmxgl5q5g_MCi5jZeP-))pd
zdaRI0B}N96yc3vMH#Ev}QbDBz=5e`~Cmqp_bL{xKQ^<3JWCFHm=cL=l<)`mOuc>;4
zF!-HEJVp;&GqSEAQqkQS-iw2Jk6W<_uD%6*A@EXUWB*>6CTL+9>8gt~pSHMhfX6J#
z0B57SYlAc~WHCC)pb<_mBH=E6vrUkz<E;)f>j%~tuSJ$awKIfa@oGRdabVWKMV?|O
z+O2LQX)nVyDc-gFN3p3jVxlINRPn0jls5;{okw5#z4s&pg^?F@16GA_1@%ujd~N59
zI07J4=&$ZQ&d%!EV2|rtWPl|j^AwnG{HSm!l^6Gw_~60_FAzjgO?mIf4BbjhM(gj*
zC~fBRi#(zR$sBR>@1@$pmanB4cgeDEzN&x`MrVTB)VcckhSrnWM)f%K`NXg^y67rw
zJ#$y=K1wAfkfN|4z~K<4JRrhR;+yh<!JdYQWvGnA?0b3ph5CJ2&2|ga8IPWlIQ@a#
zj2(Gl4p62_Vvgqv;dBi6HBhLNlBEN3?pQKQnHR!~Z^pW{<t(#K69DBY>zqIuXtP~3
zj>%o38aSjPm!fa3!_MS&*y?ZY*f&7LkZ>AUUw3P>(=cqPSo%iFyfr2wJxU9lGv5l@
zHC-JLtarh+$-GFHQy(rjknyJv4!^f*oIKO-UmLUYb{gejtfzH#WIjpW`Jle0+26p%
zrscGGqW#t>$l|<nQ7;*95&G-$!XmjR8KYX`*co1$`-=oHS3Zn`{_`v`P6nYRD!4Jb
z4z7yVXuJxToGSz%+K#o+DiOS&w5bCDnDQDz#n|sb*&;p08O{rL%aYMK16Ahe)v|dM
zUe(?xmFW3N`-}0OA#30vi=m?cKD0r`@+2IMy%SeS3|2_-F$+nuToB)hBo7bw-yE;4
zXE&1!?t<Ix-EWiqj4V4yGzqch37#pqVAoV2+-!5$EYjT#hK_99OxoqD4$D7{P1QAU
zdyaI~I=lyNIab$ng`^N!)3{W(C=>Lly-2BP_t{BQLL%0T`5u_H7503U9CMK-+zqVz
zSDyCgbv+k4wEb=a0H0Fdg{2P2rB4fu0zAQ!SadoG6N40UA&bcOMiThVNe7NxrW#mp
z`y?pmD9Rd}L%uotbbYo9Yk$UHons`lkFhSe6Gy?rqIOVMdHjJ2$dibxcfGHEsoGR<
zkBDK@*}~-62TR*VE;c)Igfm5W%sZyJ@cuel?XjAa{C$7#lzXXS_r+b{(ukBC9&Ci9
zwHMHY3-dUc<S@o~%W)EJ#d=v*j+(oZGKV%Sl;>TiSf@a!cw^?M8U?tpU{y4ysGmh-
z_7#0Ewv>+HD~gq%Ron+<<CM0;>)4<3y?%L&k<eMe!frJewmYAWvFWbt<Yt>-)<LZF
zo-eCT&)M*R!0%gkBQpCc&3=g4G&^bJG3OicYOGT;K}>a-;IBix91ZkX4O+ZlJH;72
zqouwe>_+VP+XC8(BNJYN0<-D0NdDJcEH<c($65y&j(Sc!FJEukVOuTY<(n3D6KuQZ
z!7-G2oTtkB0Rha4xh&=NLNAW67={rzIcs{ERQh)fCGom@jG3bZ=VQ>$!liJO)fLik
zXNjzxs*l-RwMeWuZC^isZ(_HEnJRNy6BPYQZe8ZJ)@~a}W2L#o2?G<xQo3X9@oCoZ
zYs)kd<O;PkYy=DO8plQjSNl)%XPf$xt<E_ismfUIL-|=;zU4)v2_7!*>ajEUE&vEg
zR^Q}Peb%;6-4u3!(FXByG8gmCEYiLM8|Xt<m-uKPCJeAGJ;hOmgvqbr8N!H50KzIj
z)EWa3fsFHBOWpeLtS`nrRjN@`GK!y>Hw%$QJShfa3|8J}R%)sgNU|b^$m>L$X%Y6_
zEtDXs<lI&-8KlY<ymlLE#$gpQSR;fh;&ASTHW%tCA2lmei~L@Zajm<d3<?zP9JFjE
z@*%rGNKFN>vtlt88rDs#HPob(gk~sm#o_)vC7NQQA9Bikfc3&V9K&=ML77Nrb@t*i
zwHQuiS)fJ!gaHsY4Ox~MS(3M!oBMM}N4He++g&I}DDMxtP*SvXg%^|9xWjt^hT=GF
z1(w2-Nkv-pMA?Hy!JnU(Fw+r%nQYC$7WDH_7Vssx@f8SGCPHCN%19;_eSy#9(pU15
zf`wVT<x4=7b~hEN@-S4-!;^EG@1lj4V>4aCt;C_vH)+&&uh+klS5)W#nZ9|3T!=yI
z5(o^R!Vo76_o2MFsVTJG+4UaCPwHw`0R)%Z0H&BoOLwiyne+%!&qw(1qE$uEqvE}k
z2{Sc^LD`gY;-qiPGhcLk+BprX#yQ6kc8^>UAZ>G}b)YT?Z@-XXuq>&Zt=?|?;6fp}
z&J134XxMudQJr2=M}kXPU5cqt6e-(0er}`V=d|ZcT`?<r2K&)bB-7$!bxKGfa3A^%
zh=J@-g)-G`P#uLY@szx&%emi+!VKQyDXr4u=y%R;@T^yttj!|^UI9$CeCwD6rS1$G
zn$og&ij`d53_Uaou;%ZOkrc~Q3=^)3as`%{Rp_q`!^{=a^ftjTC3em(K49+zup)YB
ze&Q{*&UD`?P8+>(cnwPy&ygdEI8>jx+FFtPX@@X~6ICxNe}4k_jTJa;_AVk55+9i$
zgG#fZi(rb1<^Vb51W;Gj${t6`rafu?sy(D!DT{xdFaLIOgl`-b=F%3DXU{&qXy9H1
z{^Xq@x~<w2|L#i7V1(udBs%`7$kuyZ&a2+4y^UC9$p%k@07gP-AL~i4ro&O~`P6k}
z*yf3@1qn8)v{!s!9n(|?Gl?hgsRWe}k?x)p@G<OBk*>>Z!!vg7SBS21%A!Sf?`eW%
zCbFdtNk`dxRN?e2Rd~(8Tjgtfpj>>l7Y3f20x>7mIRXu6xV>{z0XW6s=CdFm_RP$`
z5mr;fKjkv1kqvlTDNO_vlm!LLSqx1B4yLoEe9du2#yjooMY9tkr^4Rj%X`Elh|YJk
z1>#A8lE?j)D`4$fnMAU1-}5EP{xm|T2geLf26V5A`QH6);$%2l4Hqq2_<%{x7XGYj
z+@z;wmt*xM8Z<U}x(DFk6lOn8V{4_~-`9t9%|@ynInvQAZq$a)L;r>!;r66qMWOup
z?5Iclp5Uo4bFG8LZX0XqJ0pjHlh5v?e8X;O;7F(bn~pWC4r>P4321CfnqMzt_B&R?
z3^-1ltVIKqPU{9+cv8tSG#K)Wx3gN8)>^SwJ*MI@ohAXA?@5&4j$bWe)`F;Lmc|=j
znA5x);&<o7z&$);n#A_p#D^2tYX0zXaliAlyPZiBv({x1&$ve1i0@55%xtGoP5`lR
z0k3Qe49Q}93L`dKBMeMN4=WPeQWLk)y;Q0XhwV+<+-Iaqi?qNcNNSnk6;$-nW^PQW
zk^|Ma?%sAsBLAlI83|xSBaK|<DN7__Nr9#HEFdAZ(`T8r3uro1vK+dt@!4S1{bjYg
zVoSI8?%>m6ColZDJ!Hn$bneYrzK}6;qmu1okhGu{Sbb4YSAC)XEuhVr2QN(+Qwbvu
z2{_I90OYojQC1V>LwqP6t;1UeKAk<w*<A5$fKTY#5jdXL2_Tt6HqaBVKMnbD+eK&}
z)xtiHoLh0+61zpF&i3*TO)iQ2VB!TU=rCVeNNVoHx|rx*WmWB3Xj8$~^2Q9tD&+<h
zL=#kA4LA6s!VXYy+a<gHH%eKoB?UHyB>L=bWMQw{6w@G4>=wI1KII!&f8#v+F@-r2
z+V}uyF|u6dr<F<MvVRg!&ZHTu*&B<w<pD)c+^~c^E~~n%FA&XRfB2@n4}0eE9@rDC
zJcD7jQqt^M5Q3n2&xIAIRoyxZiyEgcSc^AKa@_*T1EFL~f$6d9l_>qdI7?9SkPho#
zrBXqGA|t#M%H4n*6~v*#)Wq1}IIYh{hS(Rr$@RWbhmTyE#@2-o=WXcbK(L_>KH}tr
zQ5vt<fbK0R%inxk>eCc~IkVa)gMEy_|0a|#&L*0!50~{-z_jRQ>XE7%5KA{7XkBP2
z!M7N@C_GAT?r{IUOzE<-rAwm5VA3Nu;AN?C;hFB@(DLA5lA#m!i|E`Sf{(99>|GV}
z(}O$752BQ(KYoKdBVL!r%sCh9B#+>!uM85o^HJB$-4b!ZXT&nD7vX}Xe!n;|-vX8(
zU1g5KwVJW(k+`KjKo0+2*woz%ByXwftO?^~<)HK~JylONc&f=x`ynX=mHm<iR=_|m
zl`i*=byMbAAl;JdG-FiQ^dwC_0EB<bDk)k)4%ofx`Kt;gAL31SdLQPmJ*aX@9%vGh
z5v4(}njJ8U{EWaPE75ROk(^g~&q4_hlfS*i;f)QORw$3Ru|!UsNwaSYg3-qx?1s?B
z4-~EZ9AB{B$HbL!^;VOEOO25nt==c4pS5U&b7RQKlNn94$nA&_)n?6lllMJ&103)f
z;S4bq9*h$T=q|p5pzcA+{_4<zV<vHfRBQ$^0u>q&-o^k|Coi)tmJiG6p#QiyPPc-Y
z4uNl)tLj;@g!=QNX~QGZ*ut6{v0}Oip`<fh_?G&*9h4dSxD^s^npS<cV7*bXQ=}F@
zbjGQ$i@=dt;D&%ofhZ`+x{Y+#Ih<BssEC6maj51PZt_rN3a7{q@tKarr9eHbWx~BM
zn&!|kI3cx`K$DzlqVHT4=ue+5tVsBP8RC=s`G<9Xje7CX$7{C$=+JJQET2JH^-Vt(
z)*@RlA0rRu9sPT8_&|u-b~sefcjY|MG0o6zCYN}=ou%=XFYWZj;CgsB`Go<ax?}Q3
zx*lX8%kp8-Ce-=F+~msm9|Kl#NZUUd3DX6KG$g@n26)4(x{g4PuyaU@)wWu_OY$G7
zXBrbq3IQYP6v_!}(=R44qGU>C0ehbc4A?@G5T}e*OMRz)Q~~BxS-_v5$Kz_wP1(=d
z6~AxNIr)Z!DML7TDz%mkgvcMTODPLBiiKq-UTqSmeTtMw&d?55m~@3U6O^U0BORQO
z`8rJKqfLO!G2d=iES~^8&&()l{S52UF!*QG!snmJdEJ9zn@+0x@^Jl5p!y<8t`tVK
z(RM0&EjovNonp*d0Qmy(4M0R#SWe2;oBpM!{?^Ylb@SJ26<dZx<3=HXZOfvQ-}y)?
zN{YcSNJ9hNK&o>c4z}mF^2rQD0>@&J5T(fj4=~HxF4%5=Zfpx9`gpcZ%%ymaW=sXp
zp-euZ0b)mwlD8UFA0A@N)OzhieiX9pMC)ywq7cz2N6}CjoB)<(;Xd`OuMj5g2Er~n
zVtzHZk)y)+)*1mgmHk~0MN2ZtN?tE_{OfI6?GMNPk-#n9j>c_X5&kb`g9Lz{B@lIB
zqJhCG-$tMTrwX+spgo(>ez&1Q1ue|Bi3J3ob`ioX$Q#XN17g?^Q!05qip(u}9d+7I
z4t}Wd5iAz7Uc1PSH&3$@^qnxbn+FU@Wn(VTXsAf9Jf{d7AAKhj+Y-)*6O7Mcu&%^h
zW}H;t2aq8mC}7waemB|FO1?2Sp6GJpChK@c2|4Zs(_9cDUxHk|O;?~9#LqY}k|E*j
zf}O=~pi$)!dU;J7<jON~*6^QA!WY7;-R5~aTUyhiY@CF&w0-Pkuf0Cd^cxr3dDU?b
z^?lJ}%tAC2Zs{xnE=1|JsbY#s6mW>0l0j>AXpn9H=%si1DWU}?0FF{M_iZo^n=YQS
z4<{)h2P*d{Mq&b8$(>-gEeQA}<nv;D94Gyc@SBrp>Tq!+f|%f^{WgbQ^-;%AT0wp}
z%*Y+<tJn+Rxk(Wu9JrjydYCRdh?%c?Agq!GIB_fUO#xE6-z39d2%37Yyv2sj18hj&
zO79O~LTY^}!~xq_OqV9HRe$~bCJr77bmJM18^4Z$-VlH{Fbk0lp@_zHGAPl&HGdPL
z$JtANv|&jUZ#)QkJdTnqAS~ZZszsG_1D{M$wy#cDWWJpZ%Pm_@VMgZJtY-#$4m3I>
zk3Bb3y<jJafjoK(p4@YWm#Y1p?cKHYe$c+e)SN_aMba$xt>qT4<W&OV$2FkaG*Ppj
zlU(W#y3I^j3#i)jGf7X)gU9rSVBuW1*+8kkVu%z*#H|Q2B1<9^-8z)iNdnTDT|b5H
zLzUGfLy%=JQ@#bL?l993B*ynKoB^p7Gs>_AGX`Q{i0I6^ngFvDCiCZ%TbzCj9?|YJ
zWPFdvtxD^FA|0X6HwVQlE0Gq~0`pe%GmnTdoZEJtAAiU*(i2r!-s~oqbN-f1Wv1t(
zkVbFQWmZ5S&%;VhRfyGJ2Oop^BAQp`n37Z$HHIO+=aZpHgHTLrEG}_hHrDDl26sB<
zN?G<I4KbU)8q!=DEhkF{N4{VARH!Vzrc{9uf$neY6<Rw!Gnpeo!&pcw6Kgd>*F0MO
zK~I74gq=~YO}xKNu%Bq%T)LuGhCXgcuwPmgoAOn(#RO~$>>ELlMPrpfni?a)HIfFN
zJ&UGDXsWhEtHb9U3D((2%UjRaUZDzwW6T=(1E4+{zCmr4vuKvvhu7(RA)Rj%=xfs*
zZsSM?C$K<zA=N&!5*7_d8-z!fBR94kl@c!@I1Z^BNm&W95MC+j{7wOo#>6+;uVIwr
zlFK)1@Zc8ehEmL0F@}cstNDTGAMCygga^^ip5u3;`34=O8<`p)LiW)b!owy&Vd`_|
zBEIvd+7)RC^6f^%!<T4uBsLMt8xa}dg)|?7Bmh^5LC%qb$dAU-*XF^iby{PWg(}ye
z17U%)8DTNofXNB<ihiljE0mL+*J+)n_MQe`yHzj57x6PI^pa*5<K2g6F*f;#Vo-vR
zC7F?%edP%rlvmPY6ldIC7D`I^If>7=7(n6>E$632gLsp!%P4%Cq9LK6=o*j$L8*DG
z`*=kKQ|K{i%vHNK#gJqnig;7lA$!02ZJhJkxZ**XXb5Lo_%p<*2tVUKlK~_EA`x?%
z5@Qj|;~`;4#c=Gmz;|Hb5p}IdV3s(_eJkVPx{Z9ocrp9iv}b$HCJJZF?EGkaJ2@f|
z@$aBl7|2aPFp{44kN~|rPUEK%+bK(g$x4JPzn$sko;g2YsmL;-&R##suyGY^kM$}&
zm!;HTpl`UT;iOe7@Js3!QaEfIK5}&HL~-0?1NBoQZ=}yfbc?4p#wa`vAqCzW5Dq;2
zfW(KFCs`EhA>T<-mQ5CYZg9Pdx-Jl{IvY`7_n44o<{ZorGO`4%tf@?3`?!glTfuyJ
zm{_((=lM<|?k2LJNAy|7;fw6%{dr9nEX90lHX%;MvIvx0aGRF^wz|Dyv-+!XuQ#Yr
z7XkGv3|YDmj9JI4UZQuNmihP1d=r7^itXim(1qLDMl=?HEnr<()xzjj;BCkJFdSdI
zglQaoUozbMK8S)b?*ax{1*RRsEV2Yja=6a1O>oaL@f)QzWGJXmNgN|+7FJSU2q`<>
zOxSyjK!C*;@ylve45SnKMj|EKKyB6=Z#444GD+}q8YW(=`R*uD;c|-`-jL@;)&m&Z
z#__$G5s+<wSSYa@EKteHJ#a60f|XhD-a~_CJ%Et&7ls3Xds*Qt*^!5AF+0L(E8Dh9
zcCxh2vByhY=nm~T@KzJr1wV*t&~>HIf}%5Y$&w?Oqe&5ITMs*%IqvP8oGsohJd}G^
z=?!&5Y<pQ=kWQ|7QWuPqw9q*>P#ZFYW<Pfs8plDB5Uz9tA^jKGgsLhyKXgwbGaot5
zeg8-jh#f+OdqGoTP)F`@aD<n%+!SgpwZ&E&S7oCm$uDvtnpcVA+?YljQm1#)%H2QO
zgS)`GJHk42>0#SQr@k71)WP<FFX1tR4w9#!3<LNkW!##y4I@{zuJSteTB;v9du?By
zD)MdjTqbYBE3my2{ao&6V{U-RtALQ-2OQ7KfOM|NXU37`A{<S(pBIaN)h!utl0OQQ
zcVRG_d4{6490h%oy^M*FHFAEhS;a*BRz5K%`{aeYExQoZ1PHL(p1gshht})NmtPAZ
zp%?3?B(JCJV-yIyfpB)wI!oNxxMBTAoVESWy`Kw)$D{)FlpW7yaRZ=5;XZyz4mfT}
z_t}>73*jC@R7RJ59ZkEU0ow@f&H-FA0OgG$G_{rhF7S?Fzcwj}ahO(S<f96mz6MQA
zm!Tb&;(0WCG6e`e!pe;#{c&}xw!y1OKvZc=Eo5uX7M%<3WPs|25iE~To<6yQ4J2EH
zWP%8xR$tGHA#MJ~+HtE*bBepqfzy`oo(;!F)LLJQVcn3w@GS+*&E&=o7jA*~f^jU_
zA+He}o)}NA&q@;!Xk2-0eg<cCm6{IED5)Mk-rj8{u7lYRU#6<q{dPtE#z6t6d4l}n
z_RLj}>y(qL#5s#vu<4p?umS0W2fsz2JmhUail^JIl8l(%)!g*l&S^Wd^j`WR8On~4
zB{8v5qU}{-1^MY+uLaSBTF9MMcUM5?j^@koh#Jn&OYE$&!U#=f%b~f(*3xsABd5;O
z^Y>-w$dfQjT7J*gWDK=7*fL|SE?b9Nb!5FE$Z<4-W;U@onitLFn@v^HvjK-TcpFxO
zc?Y=dDfj5(*Jhy51{V51Uh+SjJ+=ot_5?ise&`Bdp=D%vobY%__gnYCQ@?<Klbw*9
z-9xVcfP>?4;Nc&&4$Z>_fSQj7KntMO(|P#$&_VF?Guoe@(NNJaGceMyvOLZC{py#w
zbidDKq-UmMWc)Gp$Hn)V-+xj|>)1UsE?7L>VZ{hweC%idP+Ktpn0}lw1DJoDu>e?p
zoUsB}f1J_M03MF-_t4S;9*!U9bO72%k!63#KrLu#VfXNmpYj+|(ojC!`q)$P)Ijkl
zzab^<<JfOa72n6`9><=R_4~c_k7G{@{C$k!aqMZSk7EzgJsdxDPy4v;pRF76&Q=D1
z2eFL|9_Kxr*cd#l>}lOk0}=-MCOW*9P5`xsn`i)xtc+Cj02T&XDpr8T(*(W;Ngi&o
z1^l*nY9Sj-d#hih`~Hll(Z^dJpCbpLmbcNdu(f)8o}Tm1VZMiPegg*+Jp)-G-p9co
zW|1|pwY0a<Gq43bY4I0f=pI+~Q<xupD0IIs|Bo6`9-sexNy<{XZw&P8p5&0T*R^}n
zg^2l2Whj~GKXkRwKYc80U}9u!2Vi)*;IlNdw2`yY(R)zc_vH%N=sXEQ&1+(3D{WxI
zXK8L_Y4NB^mcMCyS>M{+{H(pMZK$iK3j_pm1El<qka=4Eqeu@6rK9=HYL7nl_kw=c
z#-l+0D?xwQg<9mn>NZxEkNrIWI~)7&-tz~-KdwzqLdVwhL6ippWdBARdfEV3ARq!D
z;6G5p&j|7G1+=t3mGJ2Jf3Jhz{q6^NpKMF}WGLPz&wYF_J%Hi6zbebw8CX5Qih=QI
zhRWYw%A1&(SQ!2C4bnO$7Iwc}OX%3ym^`B4(Z?Pj24H3cFtalK28Z80^)Yz;aImLv
z;zY{|csRZXfggzc5i0@KPw1g}>Y$<l=$QkkA7}Gh0%QQtf1sP6y;qM8!unG;bbq9r
z-=f0*%t8J#5;ixD)>jO5KWl62J_7=o{6i!>F8?2pK=+eVerY|U`z_S{&jkH9knlZz
zKg71*8sh#L5*|hSp@iR&@KZCt>fniwp1k`17bMU#(EL>>JecswijREw{|$wQsecNE
zpIr7gP@w+<QlS6ukpkV5&i{2%(9_dh(KZAD0+I(p`$x1tE&Qkbe@~$PfDY*Ydvx$;
zBL3?jc(T#o(*ZXG5D?NI(ZQ2wKb7zs9sESbFCd`*t8_s3cXaTb=6|Du@0b4?9kBeK
z9sLtJpksXq-v68q9_{&q4j!id83vw2{uw2IqXYUspac5<9v%FdgZx!G(9?d%h&}@W
z0df2x27ZRS$86v?4AB1p5zznlh~Upe{5LT0M?~=F82IV#f0GjZ41m94;I9(Fe+dIm
zMDW)@@L<9xEB+HA_yq(HQ~wkMKlSi8MDPbe@`0p&Y_fiC_I}Cke$N+a0gQhWAbv>}
zzbB6WLTF(5tMo|E3V1mFBvbsJcs_d0kI?Wi_0P2OB<w$ghNms+<LECw!|*$I{IleN
z5kUK^TK*=7ep1oDpceWEwJ`pb1e$>s@NoQzTD~jfyK<fq=!dC)s+LD#|4}WEH~+m_
ze%pTkQ*Ze%sO5V$_1E<Bu(^4ny+6vP{!uUVf3BCG0rhV{^i;X{d%gV5B>&7^{!1ug
zX8B9*!U$k^3b22qmVZFe!_+@@mtWZD_x%>b&v5)Jihhs0|A7tp_dV>7%ENc4{p(34
z@`k}<$pI(_i1;6KOom^gCoTQY9pzID`g_Aa#ib{x|F0zc*ZK9yME{Uu0s{dd{85g{
z@RKe6hF=-~U@yV=6ovj%O89QsA7=h;^Z$~WpVs{&?)`4&r<nS8W@h}I4*mmX{!0@6
z>t=p3(O)+6lW0Gc@Y_~`@n=ot7c?{e9{m4TO87sd%j>A1KtQ5@gyyGp|CI1IG(S<q
z-<$a<KK@S~`QI?}_pROEmQA?-49yQ^{@*zM_p%A&&rtrWng63(hW}{Le%KZL6EpuL
zpvQRiyP1E={i}rkds_N8%=|sI_^W3AmAQUHGt(agZKi)7w10hG)r<a!joPmzrH2TW
zN|v)N@8E%LdP#x7d+>TPyA>K+vkar%Z@G9ybNH`hG&Z#jX_A;I$5A?&ckU(b^e!b>
z+3TILh&Us8=J8lKlbv5K$y%+0GJ7<`eS6`dVA#^!{Eg%Gv?MU&o71H-C=kba^wG@(
zHA5yvC2hpe%&XhoZnN!|S5E%t%K;hp_xD>FHOrnj30w~s*k2F3k9SWjWtV_0=!bkS
zpe%?4iy&_2gYNs4z!30Y@1Hejw&N~TU=POmM6^#Ie94Psz5^!@D8>DvrB&&mq#Q@Z
zv@(3z!Ol^kz67hj3-ql?qo^yxs2C0(b~C-*H1r#l(+3RA>BjMs19bjk%0)>qGhL73
z-hAtw_<eST!#7%Js-Co9)RaNw4VY4|(5*Xd#9F7qGF_YAg=lrS2*!7?9dYdOOQ9nl
zpEr%pVULLtELjz9*15UoZsC-*GB}td&UTc_q)=AocF4R(%J=BclVfFLbim9G@(As&
zcFuqc|B6<3_4W9m)Kkv$?m7ghn*lWZ7~-8#Cp9J-7Z)cIS0lqUJ+eiE%$z&ffcBAf
zWd{;<QpUdGlt1zfJ>D32`w2EE@JqSllf4@D%0>9-iA`M&k<_Eg@HoQ30fIEEoYGhe
zd%&2)nAErhuqm%~P)3?$v}`*#z_i2yt8>n*aRiI4){J~2Gt2PV2$zq~*JDa1LV+`L
zSzexJP%z~qTIH{sGgcP(!2L}otSS#@Xg#HGmO>T1C*1GAmJyQIh~e_0i#Wnw4F;Wm
z8wm^7F)T@w1<ngT)=pOf-s)bVyGtpyBhxlCvFlA2Q&H|In5EAl7RzBD>C7{cvOaa{
z*ooEqsDDX`?UJ@BiKV}*_<FnE!_OUy6~Z<<`%{RX?H;$HWJnqoTUU|1-807AFYowc
z?CjI83<5sr`W3i_p0%B<^Pca`8c|fn^Y{4EK{yx$lQf?(Cp#G3==3UX80_INr!O;P
zNw94d9&+$l+s0j#R~+9*i(Z$@am;Xo7Z&89OYV{w^6)8MkS{1BLmmM^fr=*XgyoG<
zPOwCLBq+m4^^009;N+HVL~8jE%mc&T<8{$iN3?>dMVwNji&CkaeSF^#2iCes5!$&}
zTHOR+fYQ3w>3E+*aWv_Ym<Pw@AiK})(1I}UB)D(p25>~7xG1+bKhK{-I}fKXi|^dg
z*in!doi-yj)LA&L6GcmcTF87BZ(~w9g<$=XbAK#HhFI(CVUZAfmBKOvcAIhdhbVUL
zmM`E+cud?0NY(;=@z&CCKn<V^Vrsfym8B1>FyT5(QFHx$p@O_MRZ9{x#}t4rTE*#|
zE;_vG*?DKGQ<iHh!T85DxS?lJUzwY>hZ<ZC!+V}14G%lt$?ijK15JiKhYAQhk5&e8
z7N9wTp!b#YQ@4ASWPzOB5F2F>Z!V&Z)*>)h@dZt?qt2;Kr8(7OsRUi6?4{mmAaqx-
zVR)WdsU5d%Umx+JPGU^H;XsNnGU=uQ28Uw(UW1s23Jy1;*9Hgcq&nv5(hb8dv3t#V
z2;7TXE}1wF6i&KS{17zz1mo3Ifl6S`qf<9wQi?3_;J_6mFINbMD0w%A=@tJJb6R55
z7c7NFN&-Tg7Hg27D6|YO@p0E`#foDAtMHMbs2cEo5PiKA%gC9r6hv13?{c^`%)Kh8
zhfAo>O#RlE=fjMemC3nxVM~TPY`8<{oOAgVL2={aieB7=U^7O{BKOD2Ld4J`IJh(^
zPUQ?`5^^QfOS1a8(O#6gmBh5e?Hg7p%r1^34`pcB;o@(8LxrJ5+HlbAF>7ad{z8dY
z2`aXmw-s1esjELYGKhRMIZ3{q$eH8i3sg4j;#Qf?R^8FjTKlLKAIw<O{wBTx&Tyh@
z=(=a1(mIkNQ9u#n*a$l~sS=<Ni$Er+Ev!`Ly`V!}%KWl;9)4*GIq=8M9LAjo1}$_n
z=CBVpMGbt#TOxR+04KflsgjU?{=u$SVR1Dzt5D!DYOlX4wknB7>e%hOeFWMDig)K!
zw(=tOvSeh3KGj<T3xsO62N-(5juWA!*<7Wf^AJF1^0Cf=c+-senj$&5`H9s^B9d=%
zSAx8!B?|N=;nRJ=XmvmZ@JQt?V0mSQs{G-L8q`Nvesqmx2!eV|kU3-Wa+};sbC_i!
zm;JMPM0J``i|eo19L1RB#1h(Igr*YErc+G>63=&dbm+!S#|VmO`J2b%q&qJBpm6Bx
z#Mk|3W)(Vj8llh>_Xe0(E#(Qsx`WWXNup&Mph*dL7_T<lFh740plnZtvgUk=SWjh?
zQL2ZE3A$*jW^ra;G-LGXoM_B4S_2n6pn8JpSmKZo+p+logY_cub<i$40taDt*TTy$
zY_fYK3a{RQ8dcI02lZ~&Iixywi-Znb%7X9|I)X4-2Nk_|zGvf82`L+G4xPGy;jVV-
zPNSWE_?i!3&!C;nqlKv}{^F<sry7~tKpqSf5j_Q2IbcNwA~u?aAPnkOS|9{m2%Dex
zfbhXYCZIs$dZAndKnIaDW4UXNRQABp_N74hsYjztibc}KeoTAL`u-39V=v~pC{c>i
zq3IDLHcCqwS}}-YntIy{n{Mz;zjckIP)D7}A!Xp$yY^GvEHM!8$vwEndH(5OqM=Xw
zHb7MH*3znM4GPSnEg#0d2;x>A7;)z03C49ir;4vg5HUr{u5+74k1@R}nTrWYl(B-h
zz!tfzr~2kVm$(Y8VzG1E;xVREu_|Uwvg;u`)q;0Pd@V90xl+bsaz5~_Lt$Rwm3_^o
zm7*1W@i>fxe3V*_lbG8wZ(4ur#?(%+l#^wfmefXnt{1h@IUV*K41f8srC|WUJ39s3
zG|)WNDXytFjo}^vEGp)~VkSIW4hL_Dafsb#-EYR#&bP+ji%g@6hv1?+)rl{kzhgqi
zY#QzLzr?cLGc64kUCEbNS}Zm*qyk0f$m^@1q1v_Rt;2toe#kL1n@&pS70MbH(S8*Z
zT6AsMEv}lCZp14}osAGQ)tU5$Lcl$UEv6*3e(VM(X<an&EqO}kgx4PYk#}*u|Eym1
zVL7=$+{{@w=H@GV0of9EB3ASyamy|Ep*h~yZgx|WFigio!Rti>W^hcMX<1+z2vXwW
z=Fo9PCXHOn*j%y_;%~S!iUr`VOY0dehf|?9C_37=HS;(1R6_(R8Kqp6j-ub{zwtX9
zjp5bTT*Z%Eor#49kqmOsUO)NzI`1y&)A>=RvfF2X{_=ipePQ*cMkDh1UJ$Sv2-C|d
zL+2T)uco0QK`RQXG`WTI3CM_ag4u9sbiF-tdrYYxZd5OiXzY$niJ(<4KEEVtRGZx5
zfnyhQ?6UP&GRc6NYOpqXH4za_v$*r7ghVWH7B#@!p}@T82s6_dykU@Fn@u;#v}Z_z
zXvrxNdT%;GjE%~%)jYIrCfQ!A=y=$sN%~wRJ63|A?G=WHZH5HzS)K-2yK|q2inz0;
zqswa-l=7g-iB~EchQMm2;e`gyW`P0~3?2HT$aV*f;M2WcaLAArH4t*S^=YS)!TCeY
zK^WYU4}a=nwqQ`yl+K=3ti^_(vUkJ+zF${5TZ-puqIni9B%6%1tu4MftVmHVbyE>`
zIf6SKIp0eGmSQa(kpw*=Eu2BI&ExsBM%pl%Ljl6{q{r?D43ay)Dq?~_olw&+CeAeK
zGq6Y$SlZOK)nBYccV*m8gBLZAve>&fPIz<~ncA-Snc2*l21`+Ffy0#CaXC`ME^Pf5
zPJ~7LPGj*{Adt3LFVM2yLQDc3_QeI{Qd%2|b9ZQP14bds@Tvet++GEbXqKOYwCSE;
zRyxIyy$}|jf4|cxrp8;j2$mD26+L#&#L+ug3YX!KqLp!cTlE>8LywclezbY&Rup*(
zx@@mWwz5PvDO4keg``XUvJbT*67B0I=^gzmx+T_fq^_pJw~#^5eKl7d;yoj})S(tr
znTn^M73ikJfyC?M-!1tIC`&+O4Bd|CuQj0Y`x|{eDhht}u`BP+(lG2}LgBlwm+c7&
z9f_;3t1#2vS{a-68e=w}Y|9EH(N!9uhh6CFSvl+YIfq*NIiS;$QtgY0>e$!lMdB~)
z3~j%Wwi^$=IAhQj%J2xfB*r09eb+r6mogHGKu3;iE}9U`tOaUbC{Bzr0Y0bY)YQDy
zdM&6|Veedviaos~0ZJ@oSACd*h`=;L5cIme%TeYaKuJez5e=6Q(JavS=;%G~2+Y8?
zJ_AM%h8R}^kP}%9p5eJ3EGERW7x`=Q)@v+TLa>{;o8=BweFk4m;>G6B_0}TL8Vi^z
zlagGYq1ZrS9vF54&5pbgcODsWX<1fcSDlJO@X$PwE6z3e`~jVyhO(MD+hCU0jXcD{
zFcW>5pBXp>eL+A87c>W~e9NM&I=b+x?OFYKj0dG)fYEE!3QeQ%R^G*vlRyH`8R2;=
zlX>An9SYXsc)3&o)g}v*UX(L33=hLgM2Q-;4*XJ++Pm&}@knUp+U`h&-U;6x2_3y@
zgx5-p&rxjHUbND?Pk2)mW5d^4U(2Wy=NKz*f1Ji?%CpC?+=~lLhx4-=>cUHsv6R4b
z>V1C0+wjHpJ_+*E1Z>?_hIlGjM~<_f!l5Tt8V|iZaCATu87RnXRQE7eM+DOVoC$;T
zocQDg5>OP4IVdo}3OB4@0PF`>f*kYl)1_QWyt#c4*`88i6Ibl?4eyHw&x2Uv+PpG-
zcHq$F{mQQVyvp0r$(zwx(e0JDd%u<>q=rA|#@yap9TQ)-KDM>b=&xJ)L1IkTGK>e2
z&A+jcYRc!x@A7*k`6@DL3E_N`l~s#>*k&9T*m0?A^+VT}B7Jqkn^Rz|Q*?TbPRf|`
zHOLljsB?Nn9B<2{DV)h(Z^eEfNaFh3)W*FlGZQtuj@Uf?AQ`d(nzqb3a9oGIs(gx{
zC_}z^FPGKY;aqh(qFnU?4Iz}09ciM8E}I(IK<sAQZz?0!WtC>xfbiqs=jhV+$Y{uK
z${i^JdyEhHC#5hhj`Q|~TSErHDMYxz>>(mLz%qoQoF^|hdQ!q3vtl4QE7X`R+gByr
zT0jXk!1xlbijayr$4Mr>wWHe;QM@eS?YRX_i9jr{5|z(E12chxt5E+K$)xQgrmw$F
z`M!S8=NaHMe)JH1v=o-FySV($2_eQd%?$VU#8yv$CS=^z7&qM(KwO**^R|C@+Qd(R
z-r#m}U-DC3WGIYTrYcwsGl5LbU8k@;ACe*^LR`}e?GnRaBJWGyDolC8Pc(&7O188q
znrH~+lbTv5F7DGpQ&IW{`gi`}sp;{>8|_7Wsh4loa>8-VUQbeX<|HF{sJpFf-;I#x
zOD*^mY2(<(2*(5N*h#~{KV3&%q#+6lV?-K6zcF<;wln|K-ws%Ip<Rzi(AnP`5ZzSG
zVR@zUtf={p5OKFSwQw%Jr0dH*y}&BiPK`BWu&RVUr_GdINU%w?$-#tWRHLQgzMvtf
z?3X(dvwIXq)oxOE0<}#Og{r-NSeGQX>U&#^rIqf$^Nb=czr%L@kDywhEtd4teI;Lj
zl(Xu}SgL#<oQPMqY@}3$*IUaDJM*R|Bqq__n5xfi%Q{<OZBdNsTyuaw(wbDzQy)#6
z&!{a&96_s8z=h8>DS{mu7!_`VECX4FzyDb{g-=EQ^erBEm+7swU~cUVnD8RnWQA*y
zo%*!e#)Nl9JgywHRjqt<d~=<42`C_MiL7vm27NdUWdk!LHZ%5EeoeJp*yB#XJFg0h
zEAh>3XQ#4Asr>R~vWJ6TOB@!GEypm!a=}8uH(-9^)%$;ZS@2Xy`B7eEpl4$G`MQAd
zXZ`$pUn}+hrK$I!`tnf4`uUFSd;2XD9pK^k{<`mbiSn;B&He`(WSM@g1wXwVepuMQ
z-yr)`l#+dt<iFV=`(%cvYWR<SU#6dL^?s=cGW|yjzqB+g-<u<TzN=!Qc@py<Ut|1V
z%YwgF<@OqbUB^E+9o!@?*dDMBH{L94?X6mv&qr@L^{jLZ@$>R}eN0j%v6T(r6@h`X
zi?6KAjmsR!H1JOVGFL$n?MDG10?Yv;BZx*3zBr+b2aQvjrWy8HA`!3V%P9g0sy7d|
zu3iThIbMsD=UnV6@d<UeM??f7ysZ3o$TvSrpEp&k!CIJw=mUU!I!IQ(c&T~+ydd5D
z3~(@Lzn+Y*fZiHRE3>*6|2_@U=bc|+sNQ5BVTBRuaE20-ql1Wnz;jR@#HT~L&3>%{
zJgX1dLEb>o8Sl5@7~`WhR(@NuP%=X_?(b6(K?x)K3^$M!6j2fq>wY{K(kDhJm(ZD?
zUMvlXjJ&shu*@*|4BS0HGm+<Bb-+caB)5`)YZjXK$5-TF43an?9=)Q->Km@WKC{zM
zIGUWxy*rq?bSNhD>^)Ue5Fp}A%P@*1F&-IjPGY_Zp9?=|z8Kn%Tzd8JF?9i1xSSlK
zkE{m0D73B3SEj-b<v`1}Pm;d7jmc8S_wXZ>Wu1MS>u};rDRzIjf4tm$H+E1%3BCO_
zu_yJMQcSdBppGC?xpj|XzPg^7>-OFK;`LYdr4Q=@?|W0t?Jf0<RETS|=L%}`M`BE}
zCdqu*_|$gFB^`k}uOyWmoMj~2lmrSOv}Dz_hbhx)uB#lEmYd2Z<Y~XAAbmH>th{=X
z7(+G-wd_@0^;?H=tHrftix1c4=D9)D^3fBrDWuCf2;{;XU|Wn!F0MBz(fB7KZxR;S
zRKN^+-kLDQ-n#`zYRT-8kdZMNeZ0GQky28bWOo@V;es>0yd_;|?^4`uk*cx*Fc1q-
zf9s-32wqHB1(qE3*4#!xUS5BQLiJPW&VF`aqZF>gviX9lZt7;GWPU*l8<YThp7a}q
zE%X7J?c$QLaxkisfwt5S%7Slg&;~|qS5w66=`7kiC-lL%yx$8bD9gX08RS|NVcHyg
z79XJE{2sJK>bsuxrDb^FWkjN1i3@<$ftw57)c0+r^rc&p1Q$rqdnz;c=jVysYx6Wx
zt%uJ|S5Gz`O-)T_o7_}0FXb<4Cx!XY#aYrBDeQj|xjt!JZu&yAEgleap*pkg-hb}H
zQMhDA<#JM}wkS2rTIBJj&V6;J8+$9t%aFB#9&UDWt2?I6&Kj;)PIH5V%C4`Mh+SKS
zjEbN?p40LhTvPnM(8VWqETy^13YfhkMFn|f{g-OQnb*e(pFFDjiB!p!8QYE3oV^Fn
z7uf}_`)&t%HMp;I-G$D-XmRQ2c}&o7b>~x3h8>+H6|E4D*fG>W8$m9L3Z&D@>>__R
zu8910AJLkSvR_|sUs0OQNwXrIYMKzkN4kqCU3M-B{`b8vJd!tN<#h*phhWi)NT><Z
z*9Mt2W6^r$Xe$U*d19j@;*5DP`(mxg;rlOz@Gpkf-Ou*LER|H?z}?TklzJjo;Vo_{
z#>^R_eMUpwNP&}`Ew5ro%Ulg4r!zJe;3=7X@uE+9_pDwP;uDKMm_O0l9fNmja#)!9
zrzVDvDDbA$e7Ln6ViKlR23OAD>qYHcQABe?MIUVp7;H}{1pKewD#8>i+A@wft9WBU
z!$8vw5)}i&RKQd^y>oc2YsRc?sx-9r`%uHlmQ{2=me!+eAC9Z1>6>o^G4W@WD^sY3
zCx6lnA1cEXg|P(*HKQBxw&#&G7E17jnK2kEvrn$Q=b8<Ai-xV1l3<Q+c9TqBA-4SK
zMNr*t|1{2=Xr8|mA<vgu62nb{a#jhV<5ukvRDP&*lwh=iZ6&cRli*?%`6%=&Fe}u!
z2faI&uwG;Jz}?WvvzWVW&@ngexkG%nLNu9`;q!+e!W-=|)|qJ2NM6y<U(C;pmQ=Cr
z*{E(nFup<kwy6#fD~0bYEE&V4Y&H1Bz;dEw`Sx1XB$|W3sM4n+WzT7gGPCE!s1Mx+
zq&>M^zS<}>R}B2Su9c+b+|0CH&!um*Z8}+3lG&mLZaWi^McJ$sJsnzWx#RKSRkGWC
zp$QVj)XJZ3E-xr+u2xerN<3($jWs{s^xq)N)oJc8PTArXXXsE3R$)<YTDo5w^xwI1
zst=V+l}0pbey$v$hqj?NAG%d?aC2U#Qrp;a<?^^V3Q<p+Vrc##r%g3?F~~Rq&bPl-
z6RCa^U3|O6o`+DJvD%XpnkE@rML`kf{B{mHF%48}<>7A(LAAoPPMnGxNmk~kUUll>
z+|z0-ZI77@CX59I(7^_z`p?5_G%XKJTAgoyR(SwyaK8xIvdis2v8!X<z}LuRseKLR
zSKT@EST@u5*TB8EwK^6FGAVE0%GIAhGfOMP=1nJ{>O<5}AHC`txFUWTwN_JF{qb!1
z<{d+~cp}OMOV=xX2x(Xs)5+C&0=}(avJ@V2v<8a+`ehQdf{y~M5}(w;MyJ$*`*r&4
zD8ep5;x-I-z$^sv`Xj2rZK|#tf~fgaJR)Sy-zPR6d}kU$*%CMQ=Ui?0ahiEoSEx5V
zV)fCTs#!+lUyHFnZy0~GuMrctuP(_rG4l_9Ffp4}*^WJCt4|73$>OEzpec4iuE4R`
zoHBAT;D|`)%Gb6Hx=*@fR3F!o++~i$j{GxXO^i{dMh=XG(Ga_pY0<aRw6~Vz1f1e&
zl*W8}E@R_p=Hwh|-W5(oFn#bo9C*mn%M=q>pK+RY?mwKZ-py;cDP0Y@q6(%_C7o>D
zq<PDv&%?nCP<`r*l5_V?8F&A7laP>5Qtb;PjyYF$yN_#GxoF<xxSEJ6ctU-yxe0wg
zGU^bSQtRj<k<f1#0-HVaj@s5R`lE(qV!m2gaut=%ZKe#Wp^7igeF<)|2v7}|mWKA&
z7yLw}#5(P7Rb{|IUhKvt)PwY2c*#85h^sucl#HjakD1c+xT<3qvl+jfEMKNeG%BWS
zm5&LmlXG;N_4j{Z?L2R9o>y+V<c9b(2~X8Gp}<mH=Zt3|P+AjIAFqArPgFdb`U<OH
zJWl3CQ*mzcP-N4RXvG;(w#G3`OFe4nES5RkHh&Xr<!BtC=Xn2;<9GT;A~i}655m=X
zE}Az9+hm53eo@L3-k|%sdL;M0#*?*rgtfebL>!;Bs**_g@Jyn#MD0^d;x?E@>%?Gb
zGnotx3l6K0vUGq=m|&(_FQhGbTcq<_O#dMYTSf1yO~L)Z?b4~)DpYt|Z~AGHk9bTt
z8Wc;4PE1N3(JK(PX`;nbSmA_M9TOwTu#JT5(<)_GuGN_^YH4h$NwGto>uUQJLD{xN
zY-wd~Tkcfp(<dfXs>P#NhAhWmX=-Uie0-+#b`fW8=FO>@a)orq%&FF~k;|4=Un=W^
zXbd+Xm>TJqO^`kz6`4D#ND8B~5s-cIo`Ruzj}N>JhgovlcDTv7eHH<yE?=DY#-{3x
zx%F2QhsAq4-8zLrRDDHLI?tn3#|2blA#|fRl|vHKwSA5#J5|-2TeJ69HJ0ex<Tl~0
zsFL{1yBhXNDv`ELUFkX`%dU~)-!9LvT%+TMtWgB)$=S^H53ij4NBJf(?dDeA#cF2A
zkj&a?&N!eK)tEiIQrzgi2Ej;WO3`$K+lGCv70~t~k2YO`+I9JRUMQM#jKhSl<e`{!
zS|8SZvXfchiJ5#e+%S}QYg>J;)vT;4e(xc7JluLkFr0l=shJ0bR-{?c@ZQDwEZKnH
zvZ;<%)(t7q$oVl|9wPIAZTX?bWxnvGwKEgovXHU~R(tL?KyQSyVT5U3GN2?`|E%Wi
zuHolojjOr<X>3`7M_U<bMjt|)l$&XIc$AE8t5@F)v?H2YT{R-P2LSR~qg3uk?U{CV
z6TjBOW;+kvv%3wkD@iqIaJHvf(g#eMRih`N;T(iCIDWntvK8mmYVnUYLI_C9*n%zb
zTgo#}!*OJ-a%<KTjF^2FiWNUnylwOuLs%gqXp?b1?Y%%oxs3e_P3;M^jauRE8+^4d
zT}{wwR?%q=pN5XGrn#DrmtY$uQ<QFSu*bsL62ES)bH!c_s)?P}V_vOC&zJu{>fSOc
z%D3wq9#lXY5hRpO8M+&kMp_w=p&RM$5&;PbDQQWmp<!qcq)VEiyStnBME}=yU-$Jq
zYrP-dPcLifS`5dW$3FJn$KJnPGZ-h?g1cX{I?`C+xoV778y?dus_{J4j<ufBemZeb
zv`1+PYPiDhz)kPnoKmg>B;UN@(vDOo@@g<&@kBB)O88RiS;{T;oT?F%r`*jTiR`cM
zN{EfOptWB`v>I`I80dS4(|`NpXZM|?W970Bg7bFeu-jmuo9QrKUKe~JEfTzZ;hr;T
z^cw|(MU&6wBtN?V!V>kYOWa-xEK@J5aXX(}@)57Qzptm182yEF!%u-VJq(vVAE(rC
zo=?@WkrCMCbi5tu<C?l6-a&nHRUTC;&`pX02KtdeBm59vl2qooCqov@l@<zBo?GCw
zGT{OGCXtHl%h4}_#V)~)kS{22zMpyQ#xjwnq$~{~Os%GG3a0$txU+a^Soc1LC7eH4
zT6{Vk`Fk|FZp+0B_jiyJYpf=wzW(FZeurfY=I4F0wF+5PNgRi-mvBPmY;-S}#}|rO
z$6{BB4qsGFcdk^{Js{l(Z#@b|?sP_H66>TQoPgDClUV!CcL#AEC(uE6FUz+T$j7~F
zE+oL_$783j%lx#KqD;52PHWPp(f2Y?+o>G`PMI34+S*Fd1FYK^pVb@XR<Xeiy4hs8
zw3DqOs%9;@n3piVvsP|lJ_}kWDKRCK@FYHdI(7UvAn9U~4iC6DVBIF{)}5+Yy%!yR
zA$PLJ6`OO`g^XmHxs=1pdtcNfwbk&`Bn}IER1t;kdau;I`@0EPSv`!SDrCsMa%#RB
zeA6j`A=kO?p0}Fa(u?U7Xf;b#1in4$x;O=hLBEhG;L`Ny>Q4C~Sd+T8lfwBzsxlPD
zJoUXC-AcyKHFE)RXpiywGK42(Hs)>h4s=)gyt0NQc2fDIAbi5QEm1o$DNn5&2Z>>7
zu(#bg=s5UGOJe1iW&G@k6sJpT%XpIMH}1l<-<qTWkQC0TCnSLoqAF@$R!7>fIg`B-
zl8lquok`3T^FiWMljy1(<1x%iMsW*<-aZ_Q&yKJYzt9*>CAFh?^%VW9(Ud05R|30!
zz0A_9BqNNlBko<ENMMdzW4(nbXtwIOSIP37mgx2MvmaGVQ@EId^yB88*KNT;IQ}lX
zCABU`Xz-ogJ;pwc4^Hj*QqCtL)fIzL=|dRpkoC^_V6O<Wd`K~=F1vuXR9Ftyq}f(q
zVtVKyGDYm|VrYk@jH$Xtxxyw>*(TLkbC~5RzfqJf%F-tu;lF_@2bf+kx--h+OJrN_
z+qrKCN;jN$=}p^ryR3I<{%UvKinb($mv@~noZVMNwbBlhP`sq9`(0l(D3<HpCTG8S
z#^mPa%@s9*d}O+H;#l!<YrHu4UCc)nZkM~h-{cK8<hn8MJ4Iq#>rGP)vrgOx)xQXN
zdO9D;Kh;h)T>a296flYV<6cts4q7c+wjov(gK;*gO-=q58B3SygsfVdFY0h*sOz0&
zSdWoOmI}2+MZ6|PowHY@ILGa74z@;5F%4z<YHAPy4Tf&wJrh(FPNgma(|4ZfUB=u2
z0h9nMJM?jN(O|m86_TNhZ{pL3SDKt}k>ZbjD&b7l?s+PkXKm~UmN~U22c&VKZocr4
za_qU{EdS!T{|c!=X-ZJ=fj^-rS#CGG*`dR>K!exp&*pQ<feZDc6Jq3=IK2sXi$<pn
zyD^IE>EjP^nwf(}MrK?eW(p&c9umGHHcO$rT3Ld5Vkrrp(?^tAw-t?lMk(es4h>AS
zP+eR3HR^~$YTSTW4>QyC#q|0)HGVDyB_T9@Hdzs6(QM!l;!RvJS%_xo{!f4iagIx1
z;O)SBnKY_l@SQC7w#h5|F4LynhfrnXjv`O;(ubPA6+Ka*RuZG&8Ec~StyD;w4bLWh
zfgV?%*4a<>ap<%sYURqvt$HYMQ>X>i$rmA90*3lKh}9oISuQi5_vw<m7T5OX^f7ev
zd>J(vHxJ<Xbet{u9BUvhdI@s_tQqXnHAL*NX3g)qayt<#8DTvua5k9e3A447EXLTF
z(_FnioQ6TX-`7qxUM!{{vxw)i>RD77t?*R@*2nv}Enn4H)g!N0yL}k<4CNet@ub~#
z0`buaFUMwFBOq0VNG(p$u&0}InR({uq>`l(_GWLOr}uMMNP+0tiVI0%P0*I}oah;1
ztfuBNtbY6YJJii{jSkusy&8I@9{a5#0FjfNEME>2Q?Fj3gI?UcE!IGXeRwtTD{-Yz
zpr>)E{pLh2h^4iyk5^MW@bGMs&tY;O<E?kjpdQS1X?<MuFg15e$Kwbwpu^hFS-^}~
z_<2Xg*&1t1h&38(6%IF7h=Fz0)-&jW>S)0ZtCxX$)=r`gr*<_(ovBZ1P{OK&EPlnO
z`(7C+=?#njv4gbbW!rRrawiE1wN%1R+4JP?Z*G+!ZFkHRr%QKEHS^>lm@#dIgv@3f
zn~bJ?$#<dr5<q$;iSVw}9ztwK8x2){SKHfLI*y&sMVweD|Ao3oe$~`?WwYAl4iR=2
zmz0u_l9D|-w0TgFHliuenwr;zQT#h+v`i_0%7^M}RvDuFsA4(^CA2V6kF4RP!?v;4
zG{)_E*n>J2t{>d3kzI|W0gyH0gf9?Om<sA_dajBo3Aa&>MxW6}*)a+=jM(GkyHtuz
z*JnJbobT`SQa(kc<$e7eGGlc50>)#wUFo0LV(D)tjzBo440giBUYC92x<F`Mx0rsk
z3#MymkG1NhE08IsC*LW4VH8BU>&-XyP34<0Ce~EZN>P7?`4`Tq7s)myt49S@%`GT;
zJ>6rQPMh<WoxdmK^R;fTo;~rbP^KQ!*v_FHPdX>`9nmW@c3{O*BScgTj`^;~>$m*N
z`<olX6F!%fb7XcUnzOBQZE@Tk#4O#JJKVxkGw%GaX@@O1@1lC)8kl&<C$(Y8Oconq
zuNOI1)zrQ=83_pXyk1q3e8sS0)YJVG^VfPP6N$HX+)U1>F|$qWkprrzyzO0YVxdqp
zBmE$fQc?-ZUy%OU5<;yKH^W3}V9L?w?oTQHW7N!?`@-V)uu=F7of;!0a{9>E(Ouly
z*cN$i(K+jZ3@k|-@4ne5b64l~!&Tju4FVCQsPdk@!_<XHf0K$-1#M!#B1--vG02qQ
z4(Jc^AB+R6VQ`BvAG;6H|CKs?)kR${`{sYYM_!6qCFecPKbc6}n0M~jz<|Ji{@|hC
zk?okXTv2@irc-59a@OY~9MFLo0`#yock!8!ZY>Ph*n848jC^=I69<+xEeEtV<^7PA
z8xn{Wd&x$$++(SSv%Ie&gy%hJKy0Xm0r}7mzfafgv5_Buwq1Fausc<51(lJZr!Ldf
z-h1<ztL?QJ-?H%*AwyV&NFXsSHu)Y1m_IdsukrV+Ajjs>u~5C8`#^zPaCj)PH8Kd)
z{A(R571dgK#6z9ft@ZosJ2}au7X&?3ydp*q5G~k;q(A10^XwBUKfnz2XY%?xF<T<^
zWiu3VUk5XFvNgtuSB8c#RfJUGGfjBz$FXwpkjZ6N#;fnufy*2z5soz&oBh~qONcB&
zAtpBdgwcvoZkx6j@v)GCitvl6rn3m<&h?o<cwEeTrw^0cnk4|rV7(;y9QU3}blBbY
zXwjffF>}aRy=c<z+C5^O4h6&z`154@VER@&W~rwBq0EFnXHjeakt_BF9yh1_T|zA~
zHYve-#<0%vh+l|T8JfX*fGB9<PVhaZ8=tI{cs82swVfgr`z&vqj88oMeaPb7xKFWX
z!)O|vKTw5pE)_(kJ*oZE^gDx737P(F$x(PR9o5=-`07{l;e}KErXM$vQSxgqPSDCX
zoO$XRZhu0G6!S&w2hT0rg{{0A^&3%kSc-dd!|JT78^U^f1J<S+8zU~v2@`gOn*%BW
z1~}bY+UQ2Kw+^sHt&M(Yf4McYpfEAf*GsBqt~-jG+IsFj<h~ny(%%^i0x9DaJ9ykw
zGISh$L&Y6zHPH%6Svz<!MEl`%cL*hXKhtliJQw;z_(~?3lqNs+F$y5c3cG`jh3_9Z
znWqs}G-DAmm`h9jx^FHbTKqkQ)mzunxos1iS|SFgL+(#Cf~MGw=@0<cpzj@fAw#nK
zl`E?608#X5WIwPsS2LrKWw6%@vo+{db&ulJC_X`jy^RBgJqK>PVbOW`KV%bFg2z~k
zE2~`GS{CuWpHe)QBaoa5_2-18cQ}j^ao|v71oc&83$jN9ap0I$K9P1EEDu~qNH1<v
zsK6xH_)LI|x<cirj;YSf8-ZP1ueaNdtrcW5WfejL@)o(x)o%OOv_hRnYtj*)q3q!)
z<<|h^y#VF=bUn}c%3W(dLiBljD7whsN3cQ7uvXC|2sq1iZ7Dz5YF3|qdZevm1hq3J
z<Exs?MqlQQDavj7IERKLqt7B$9os4NyjonMeBSKE_@LBr3Gui-eUbkUiN4j()b(=P
zY%K1lQG9|j@4!!hkJj)t7eC$}yFz!FlPmZPT~PA8+C6pc;t#XKz}apwAJm0cFZeer
zd15+nYQ9fUkmyId3Es|UG_aJccxPm#F8(1mMeH31r*zWnlfk;k&q77L+x8dkWR)|Q
zMH>nWLr5UiC;ZmgHpm{IZKrWvz=t>#Per8Koc3dK`41nnx)TxpZwXVnI~!il6&a+V
zRb`Zp?wsHVd)bzk7JXCFY$a{LamI`YueNz%D<!yhu5_S|?Sl|me@=S4(S3^;=uo73
zzK3<;CCuwWoDmyqmJ#yia*W!0@?_Tl_$+U7^Rsi|ogf9HN$*a=1m;7-3D2e3s>VSv
ztYg&K>SqAiD&w<j#+Ji^ETRYJ2-I^f-kqYZ&?*!f4rvrf$;CuA54?kSbHnl-+HMRI
zD2vK|x_g3?jF8-7_r>8w+DTQn(4@=@o+W|pUrsXdxfcjUf$jhM@u=Cv)g!F5AyHNa
z<O4PiebA@tW0y8Nc`Wdu^ra<F)rp$S%#DW48pW!5!$F?gJf^c#wfHGBwXiZg1>l3v
zRSX6tz@2R3@gkZ%aC7^<xr!#l^A$JaK}Cm_XD<azXUB%U47odXZ7&isSwA=3gkEy{
z(b_@O#(j8B_lr8YDWdo}N>ahnaAq*vT<rr4=4!Vy$a8J-SPY%I114lTmp1C@c@=`d
zK6L_10so3EuU9(!Xb`B8Xynd|0$FcHdf6HjplfSp#zIe-4!57){MB~A4&{6?Gld^Z
zEFJ?B`dxwYaKImcvRL@)(EOkP$8c@I!0-4t{noGNAt2DpN7I0p0JZs-KL=JZ{QHj}
zP-I3k4ET$(5MLc&;6onVKS%6fejBg=FVX)$y$PCMo_G87@ke~t!5Q*<=is~e6Tv)6
zIYU(Tgz~YRcT_{A&vC?4-1|*@D`+nUtQo^MSd$p{tyhLa&wv#s2i9#z*K_m~)dT>A
z=5Mr2dDZYGq9rW!gvOt5Lf)-vnpO61GUzBbsF`FQ`X`Gax;VJ;woLD<fZt<q_aIU}
zXKQGW@3$74<R~qN8qsSh!jlhl^K)K?Xu2<kd;HoX^&FYjQ0MZi(xK^>wJ~sKi~(6A
ze^h;4553q)yX8RodCwdfXwER~m^o91Y|ToFE4Jo4ZC*?W4?km^m5pa7TL!mFvUgKX
zxA9nhWq5$o4*_b<$D)C>!90`#*e(ATr$)A67af^@-SIwDN=<n2gWk7j#?z(Q&PfLC
z-H)~94-K){d;i;uDOsj8!^D*3KD&T@E{}Bo#gQJz+Sn8PEr>PSqV<Yr-)!j4L!G<M
z;jQ9Q?Xwl_DDJDIZba5*`Od?}!F1_(XZ3wz203ODS&eu0iSq}feY6hpK~q6Dsi)#n
z94QVX^u3nTPOUoxx{;med$A=L)<Qisu}TQ@e34%+L}wKz7l9Xn6?OHVL+faSNe~xU
zhv0QJkUHYNq~1zXgtx#2H%7_46k3a-L*Bl9;^2i`*E0GXiZ}Es;QM!1_+gsQO);9;
z<xF=5yok=fB}48!8j-VjV2u`GYEKBLFkMQQ6L`oU`&mCMOu`QQim1JVI5IoRYSe+-
zlT7nr{Cj#5XoU<-;(Xo`N$oQtteO_%qNgU-QCcA-=n3h4T39yN?7jL$tIW5!aC_RU
zbl&qUcug|>L)nO$EYc_|E4=DhHeS1WbDQiqD)0}3t8Cc~YlQ$PzxP6crE^JF)k=%-
zh9sYNquojiM<^t7$gDDFdV1)B^2GD#Wc8#c^stad8^)Pb{sw(*)b@m&z4U~zeqa>m
zRWRNj<W__-;{@$TCk!`<t(1>Go(-N67H&78nsxa)+x;5k8>1)C0U5KK*-J9G@yt0{
zkIP<hGtq2aS#V!X>`a7d<xBs95j{L%yEU_xG<hmiUwVj={4u`AGPWrz$}Q2+G9dfx
z%s~x?QI`X*pe(o54|uHbKGMuOdtriA+mf}x4AD3hJvx(!2QLeKuJN)7&*8~tIfCG@
zyL1a{uEKNZxAKwdt}88}A~RbVf4q<DZgb68U~!S>an~%tQQ5_aQg_WlthOy!nJSji
z5L~ZTvvlj#LhA?)*&x6mlt9AB_LT%+kLd6Q#9en`7ivym2Yz0ideK-XtRvdWwrdtH
z4x~T(oXsAJ^Zett_D2H4U|MRDVX$9y-rrEmC*<Bu8|#7V_4$hfx!(2A@5~#Rg>&Q6
zZbHJhXT>lHjWwz^jyzhjD6V^#$cMDvk-#c*9ovG)zkCsSA$r|E&G91&QeakK*xz1x
z)dKr<;DF^&IXzY=Jm6jbTT{2LmaQWfV(y3_aNzYBv|S*x!$ooK*+w66TNp1)``&w!
zZusJaq>5}@{mg*nV*-?Ns_6+kY0xv<@yVTMXVe`{i!2l)T(tE~=-K6}i;c0%rHrrP
z8CfiLw(ny~mAf_2L1JGy8wMU-ITLuaUWBwm;Nzml$3OepYYjxqvBsYWPp}IKEH>IT
z6Zgphj`9rV`JaxGskhxj+*@~`Pdm`em^LwY@oVEr*wuqQmeXf=M^VlZbHm;f5;;3T
zo>5NSx}um%2oWAgnb|kA9`os`F<uh0&$krw#@A`_rQ|MJ-irrULc%ynNzUWTl4Il>
zkkcFc;K0Jw7MNgv#M$fxjr&fQlDDwPQJ<R=G=i7>D#v)P(Re!qb{(E38ie80<p=KQ
zpPP0#Z_Y<Xw8#N3mNqw=FihiBHy18oJ-^6>3A>ypLCME9J1aK6KsbC{Sa?ZVE<%^m
z%G`3NG4!>oUl+k#Sf@j49usIOb}Nfmw8bTocFft3C?)pLHju7p7B3Md@;&DhT)0tV
zNFlh8XN#p7zLPJ>Dr0;F=NP@w=MOrT{iK_0zPsF`)s9w(4w&|4F1D02z!&b#SG!wo
zm4#S7g=Hx4jMsBR&o6GF9{D{m$Ms633@azD26f@_t~eK_$#&tVVKwmL+G(i*gBSpO
z>@|nrg-Y=S=?AiSRm9nJEGIUZ`;_x`b9NgQkyrH}Ju4c}LJWMWBOnXuPk^5|&Yg4q
zyx!3rDMov=0DPI@-L|`u(M^=KWE=C+v_GsR6)#Pdyi#<oJGNj^bhXT%B4@Hef!y00
zT=unX+lwN9(P|ELjdfY`npXYd0E50df2?d+Vfyn>k4xvVHQ3ZPvE|`BYp>w5O^5_x
zy8c=F>!tJ6Oa_MwL6>tH()hdefPKHL(rk-`!(p_&;@2BYgJ&=aGJdz5J1;Oh44r&}
ztBzo!zhvI*``G)QxREcS@~X9;kCR_Y_NQ$41!#`aCL=0Cz7lVKinn`E@BnacY*_Qb
z@xv%b+gPWM-Yq`s_dIxNoCQVPof_<J@=aw#bnIz7Ih}PQ71a_g&iHNlJGaATS>;F;
zbxy;G*ukg5@aG%yIRc1*A=oER$5t{<ah@++x4KWwcrgdci0D1S(XKW#q1WLj(T_hb
zjlERPq^y0c6~OC4E_8bNyfSuLm<hi!GEKKj?XW*!zci~<l?dvGS8TRd7E!@Ce8=L!
zpUH@32OiQ#jYtdgSw}jXm)Ok4PLQNom49hpduE7g)U$CwUaXk(5>N)Q#0PK=;V|q<
zua<BPGq_WLD3#vO40;0J_0JEaQ&YUXUUyO&s>+@?J}Xh+j>a07>z3FO%#HzFgx7Xx
zt;?7#ecxz{90_)jDcEIXkK6%OO{E?3nPjX)HvHlC)AYQ}u}+q0?EYu`)Vt7Ntw-tM
zx_sT0c-0a+&6ZVoNAxPw-Rhi(-p!Y8uQ?ud;qO5%rSFJdrmH>ai~MB0a{BW2L`_q?
zzc7C?TG#1r*VzSpmHBDYh(i2~`gDx5dv@YRaPT^M9g<ppbCFhU_`2p7xTr-dz2vL!
zD`oSYmC>tR6ycABgf;=OU!@wMZYdJlGkpUaMRepkID)#JKK|d5KQ3SpT;3KFzJCD%
zxxSi*<RAqeMEW;P3KX2m`)H_6$QnJ6@S>Zz9j__+m~$PkE<)e{=Hw48T`h-Vtrcxg
z0G|`9=aqL0GgJ>xwh<mWryNJh#V)v8M}0H#B*9Jk;vmM*0^y-nQMnfGIb2o{*WlEt
z@tlpWgLQkEb&JYpELc0p`Fdu3;1P!Qqv36ZE$5VrbNM%|yl_!|jh;ArE@Z}wob+VU
zumtV$y~Twimk6GeCu2`t=_Wi}>4;)v0K|5)jgzt1R63{{{Tuc|qx4SsXuq#$&}P8O
z$fZ4g#%Q(XwX<%4S2rU1`LqpwfD+B2QUKJAWr;vNDt7&!FnCu@>z!~K{!tq=BReZ<
z5AuyQ_@dmq3%9XCHD=`v9h2*Y4Q^<`_w}nL9V0ssXdc-QD(gfu3m>wz^dLKHu4v(9
zm8gvkd}tH9mN1&md$=!)dOE^d$i#*FJe_^22QvBsgZy0YXhf}Ktx|o!t6Tf~$yhC|
z8;`$c_TVJrs^teEIyO3J%@1#t#LNusYQUsz56;1<v_2tYtO=4j`};xOl1!>9Uw7B-
zp%+OB-a0K!5@5W5oYojs3|cdP<Mmj96y3H?UqO=h7QDd9uiNTk(}H|>k!aJQ#N<XB
zCe@9X9L|>=lH14bfle&^+u@>H9sBI~`nO$mc$VjsKC}}Cr*b9VimO8kv-sI?Idk!Z
zrbSjm;Sz6Tp9VqoQ<*4(iYl$oG!Jbyp3+Uj9tB^ZlvbmMG~R7VJ_DeX4sLbqJJVsV
z#vbnwN28mOrXKHBSYGankISJh;0RP7K_uEFXw8jR>!#$2b2P+uJSotDN~FqP0aiUW
z)7EfuQfYF_QNnOR-v+a-%rmpt=&`xk{5cW(X6T-xU*zi<LG`8Jzw}Vg!6JhPskzJt
z<y4Lb2TSIc-2FAQkR|8tPN+g3f<UZ~r{(f9LGTB!HYjFcLfal9_nW`(c5;O4kW~+!
z)J@HJwPeK!@Z>EUAWe<Kt`vH&qn&6qh=9Gm=1QEa+=jw)I$><`P=1Tc?x{y-S^I8_
z|CcQu0z15<oP}NgZj~47T7{ek#o07%SZ!?Ijk5e;+i*S$o`-$d3!jl=jq=H#mWxr>
zl5Es|)8f+Ub1;TqLlAsn*YHZ-<dwJP@r^EP86OC=|FIdCC14B2jlo-->7My<i^i~E
zz2bbv+3&0I;2{IyDKlfK`RhG*3=@&8mFbXERoigK+dNzFKxX|S<Kd1bUZeOu>2t7O
zCn)R*$N>&5v;WDGf6-fUy`AKX2S9jH(wiJ}v?>2e?GSTzIu-Vr5Uz~kYB@gity!=o
zpyXX>03-kPuIckGK!{^7<rq!FmkB4Eeu4cHtg^CraJ(G?bu?-H8IJ&FY!C(i{k?Dn
zIHP<Rx(!n&{~|Aj)`Z7InOFjia&1#<QPDWl(Fdd?qe$oJ{807*|9dgqEZ5-OTU+o;
z=?aB}42FMpzRxf+u<k-WQ$J>0IHeha-RC*Yb4zsp1eX+&3Hb2CGj=>{rIurt`%n$-
zKBi;vm$d_<xzOGxJZbR%yz;P`07!+(xP1gdRFE;-du!T-0bJkvq^v#U&ug^o!Pdry
zA0HgB3kY0pBRC^EIJvmE`1ttP*nW?Xk55fa4G%9l*8x9i4?uJ{WlB-Pq1(DftkhQ|
zh^0<%=~Iz1oUg)B+Y!McG+C_6^2cYTf(#2l04zofi1S4jD;Ea`hmer`rA$`&BhCk6
zWv@=<7L7Z}<WAp~!7n`<CCGV(9^Z$X%0vJU{O0!Py~u_x?CNHMcRwS676Z3yjP7VX
z*b(thz4%l(i0+TEf&~9s!G?LXjVMn~Pftxvm2jy9fud0mnW(6!U9$?O2NL8aF(`k|
zk5e5>^U2Zh^6Kj8O!fniJin0=IWe)HRRYs}kS^xd45Pux%*+%Q7q1?}@O8|rtMjn6
z#f8J``R*h3??UqsJnU9BYHI3+hKAr>b|erUCO@{T5ZUw;hyK5xfIdV?yx1(>Ko=;N
zE$8@nNoX=JJ5Ed95x=WHApYe}e@AdQ74m$L=Hn9PgFoSZH}&WYdh5B1$|vnx!n*w=
zN3T{o2~kD#dL@-q*#wg-w$jxWIR&|1ZEZpfhP8NYZB`w%5Gn_5XQ!0@?2tyKB?1E0
zdMiKED4aisjEHdoH}byxFeeh?KFrGx&r=K#M$34Y))F0JZLGR}DX+ln!?!V-gL^ps
z;R;XA0neJ&dj7r9ze(xd{~&k6-<tgHZNbARA2AiIX+DfrE!DT1dk=;?7&aer928!4
z({q=<K+%+hnigHJ2a3+yxkhK;Q6vv2U5}iPExzW2jji@0jyHzIUIp6ulp5=VE5gbL
zbX;<^N46sqA`~sPmGy>lD-i_TfJb(>(AJI^XgrcjP%9XkG#TA)XuDahPsup7f2ysm
zKyy3nw-NF3gNFuc;Jc~o!F>CIxDf%<;nJ$ov_hZSv(c-b9(zX;0xK4s!~Tn+B5Ulg
zckQW_<qls+La4|EWvd8&S_<~N2xFPl)jF6*$%;>zjC-FPUly%MntW;J@z`1sLm6s`
z7i@3wcCx`Z!zi&Gl{E^*6qgxS7mSNH-WvIk>EOK+CCI)N)xUpi-a$AOAEQz6!EmrU
z!sau|%iQIlz)3en>Z#NE$w2Z)u!<M1Ua6sT&c(Y;XBC1UZAL~~`VTI)oe`wdER<?!
zghHAV8Q@orIgy<Ku{sPJ3QVPsTcj=`4ta%>M))I!Jf9Q$d|>xtp~ZKN`_>F&ASy$q
ze5_iZv2%+@z7i=0Z((aVdbvXzxDSg<oa-Tu9(2O@ig#dO*6fzt*tH#obB|oAaOfx3
zROX$my(%8qbArFHS3UAxEeLU=B}(`XPrWJ~-#Wt*5fV<yP&zsi7Bu^?Qxi^^X0yI9
zUaUGejoy%V@Bz9upfs8Ey!)lX!?`op!}J7A_ic`ZyM4uB2x;Z2G{@1JTFk0of4bIh
zRcyH{W?nB91=uBj;nwT?>^L$T@BQVqpgww?bS|4ZVX}eF&d;UCeFISM&7-h$p&4dW
z@i>+8l_Y6#zcp;xLiDNG=etpZe$U^$%pYmIi<?^7YLLr`I3)H&Egad*;VEMb^lp4-
z^Id1_skRdy;*<X4_fjf#nzh22w@=P)ShsqNcnF#O&#0+Sy4TJ;>b;fLR)ov5;KggC
ziJERXUcc9#TZ)!{%$Pfnv2mdceYx2<|60Piu2AI47q<BmF^Ye)`+5DNGzQd>_H#cz
zRc#3#25mzy?Xy>oJ6+Sq0|>8E7D?vtFwqqXR8oT%Qqt01B5C7Wv{$5vtItX6TU$x0
zg5r$yShVgN(S+3m$l_J=b4Z{NsRZln^02b1{b6QEeql5xU8>u=L5c)3xaymrc;&Gm
zquK$<zOzrdjO}dN_?2O4aZ8Y0j-LlHA|Yk_!^Lk$@(wO^KM~NU5D$4!ayD(DhyS>i
zQ8Dp$=aeKRPP-$OWHzQJ>&wyFF<MMa(3~jsE#r#bASWG3mR=eksGhMNVx=1OKHVn1
zgMwSRR7Xsr)bMM=;xngbp2qFy>xtzn@hPa#iL~;BTpD;r$*wt6uIER0K4T8U!mqq3
zc#bnenNs?#PqIh(jS4*#Nl29!uj;!cSK6kGT!o*Q8B^My<1*^gttFL5&z;er`)2x~
zMUMs(UP}-{4AQfBOMg*4-ioLimw<BZE^&qoNkY-v#7^aATOw~98E1DVr=~(XNJAgM
zGxPv+sVo%Y2)4rRKCvx)d)zF^Kbh(fZ&H(sg?aQ#w#NM%8R5#N$@OSVPoGQIWVqFP
z%{asF7Z~acA*-Q1cHoR71^gA_y>D(GkB9?_$;ejgo(=A9^Sq5o48jQTT(s=D5&Gby
zKAxh*SPUy*j_9r%KRM#y5I&{iU-bRR{y2$_j)9HTi#T9_>T?Zah60p9PMin_N?jX5
zQzq#_^I&*Zqsdvttx6MGZ?Hz2*1MWv%!a}9WgSmAqLI`e%&F;puTIvv&|pZc?a#~r
z=2|=nQ}id=8vGcv0?eh4Gc3ecb9{=vm&R68TrnXWP*G6m&aC7B&*BO*0(=`f3J^E8
zWeNc|x-Tn;uHGc|I4`lr!KE(vQf*FNt|Kv?hm_l6|FN<4+8e8!+_PfgP2$7wui?~3
z3}tna9}a>}g<9!aM65G%b3T_66pw?iUvVcw5i;E&!sHwIQ3Cto?AZ-1id(twwbPVW
zt2(*GHu?EykGtk^=Go&_ym<yUVE9h5g%S8wn;9mdCodib67QJbe9O>@daqQ0xo8Mh
zsj^vTlc1Kg!v6x{I){GPq_vSr$(W)ow5%xUKo2Z@6r3Q$(GK}V$e0LyqW!3><K)YL
z&6lci877h?ui&8yiTCRj&1*+)LaANuO?aiE1F6DqjyY(b*n(vP_O7cWSxyy&W9R#o
zMP&Jyp8_5qUrDYy_FD=AWv^SJ<}`gWXLU@*fWt!u^$|x}$(zI^5or|%uEYYr#$mjW
z$>GBh&dsyaYujBbLnA^jO34&blBNjm9OywkEPX6xi-?4jbdwJrCrpQfjU9NxkWmxc
zKZ6(vX`QQb7TVafw7I=(rXv(>+5%Ua(AjZ3{B`oFjr`d|wWAa9s*NDsapmLiCkZ_a
zqDku&donC1n`<t$fnMHwVjU;CR?K+XPJ?B#$>|}pA1rUpKQHe!+{x~DSA08>=$W4}
z{vPKwIJR}<AyB-XhmXaf(Y4QmRk^wS(Aijoul(bXCHb>2kn4hTZUq=I{_2w%7JcLY
zr91?Eu+J<l=81`3fxUEg*ZU{W1SWN!S`9w-w_vy&XBV>U_0lEAoq8Qk5N#igk%#Kf
zBxDQ5d*nU#*21j3p~QY;%cK8#KK`UK!MA+=ea}Tq^v%-v!}}5gjdCiKKRshCa5khx
z2&$B)D75A+MJMTuTGT$re4RewlILw6mEeU5`T22jiRvM`FnPoBNS<W7R>rX=aZX*S
zvo#NFXp&J^__v%&TxX*M7kp@R^rElG$svUf>!o(1{aOMKM|pAaz|sYm=CwY%5MO=K
zP>!0p!>ZLq3$q9Dis{o76C&N7^vM8Zld|8Z2#YhHy=VXMvbKLu^Q|?d1$AA9`x$pr
zuX~2E-nXAed(5omzdsE3o?t~t_~XA@yv+!|Ay77SWX=~P&`KzqMjzIcBhY$=|DSve
z9HT2Mv48egEpx8Q$JbUjN0tT4T`iWB22T^$q09D2YLg@uznB%K(Q)jE0W@b+?DML1
zXlm+ty%bl9A2f=>4A-+&+iFdOA)BGQs!}p=Af*JVVrMORJfwS{BcXY@08u3=9-o?N
z2+EjEw)HX8)1xR7G$ojedP6C6<usB%bzSkGst2FBWhXYq`mXccNFnI+IEAz?Av@E|
z%uF>SrnTfpHvjp%v3~5zLej_m`YdJ$e#Xh=T#c%RD4*Lv;M+=iqx#S=q@F|dzYW%5
z*)YE>FKhZ#{mfEiX!GfH1zs--{DJSHA2dP0WT)o3WPHtT?#}ULwtK@<YuY}QW@nXV
zs;n2b;OGa_A&(ZE{cGAMzm!fP9<N!P>R6KRUrMLy_<T{&oTb%N7AThp9h~k4iV9ch
zyP6R$=XTVBJ0FgvP5hxqVh7DIdC~~c8NLo<<t=;g_^!p1It!g}rG#d+7wf8Y^ym{T
z=o+8!SK5Soe*ad^Af$?FhRNVAK!lQ^rBbU#MC9=m?<&4Kngl<~tcitROhF$Iii)m&
zn0oU5Ie=9|P_2za^oVkrntTjyLXfbvtgu12ufx&&Upy5oIX*eb-U06|KxjVOg4I76
zg5|dcncwsr^;Vc{>nF8zv;_fSV=o@FlmmF|cZY|4WpI5g+PzVI2<IS(RBZdDb0dX`
zEe|A*N$g|3O+-*y!v%$P$<g3cufDnL>sI7HI)hoxGqv8Q(N7ajcg^~#Oz!C%t?@5_
z@sHgAK^TaEtU6XU$PtBZzlc}W$mkI-$wSccArNVxz4%aDS2z5-<o>u^k42PRrfP6{
z7(&V-M4wt>nG$3Ft9FY%BS8><44bD+#!HZdhFvoxpZe%X<!q3~r@3B>C=Il(=FD)r
zMIrvULqJ{_8z}Pgl4!2X4?ubkBA42K|Ni|5Gjx1Q!Et*S9gw9V;rl%E%s#b)!}ggU
zKKS)EZ9W!CPBpRE4Gf`5n}Q`7zcSDc2nRW(s~9d-`1;sxPgys|dz})^2(0Yy%c9N=
z^c??UJ>CKt<VBj=#>R#$-1;F%&;H=T69{Y$Na8Bom5HW9J_41@KN|3Cd4#-JjhKX_
zB@!K^r%FUd7QS^ZE|XTEv;e`!{6~<g6!bUM0%*U+vy?=UKy1SD^Sseq{J1{>5PNUl
zai+UN#oZs<IpMgwyYJ7lf|}ong)<-M5X4~z0>c+S0TcDzbsnM<>1tCzPDIo^stfYX
z^M9eg=tUp8xR>e=Rbey2cnyTdl2bRdBHfgvfXc3$X({2JxC#Yh6N4h3{c>{4UnIA{
z1i(cnN&tn-0p85b0>ohP>}ts!*+@Xk8VMvrw#dO`4Tt`;shxWS&(P{b*&)B7e)J0c
z*>v|WKoN_JmAsWGU}VqGK{9xY?uG6)HpQyNZv*Z(_jgad6Z~f>5fM=&0!gNouoMaO
zHK-c%jjpb4#!?F2Jirdb_spg%&c6#EMcy5nwdrDEgJirrRb*~~+?Bt7aJb8%-=8Pm
zo+|nHQONxK2n{AI9>*wn0Fq%|bf@`zSfurL%iE0sAK)awf+(C;%A>FdjAjr>HsHDg
z7H#PrE)gVT{wGFwb$3*Jhx{t?BQl&S%^N#GRB;ha59Dhkep_I9#fL|_mxTl{<@^iA
z5E6lOMkWXiWGzW&Cyar=r-lTgq2F+0xMwdBR95n4MRYRUGIft*ka1G4izV@9h=f1e
z70yxmOgD=u#`Y(y6ZkrycemnBfq{W|q^uy2gt4ouMx(w;d!Nfas5ygWW$Y5D{1V*u
z?!CU9yW^X7J1S=mu$MasH#A^wlzGpv02~&rmF;lu0b*`0ZQT_KM1gXc_ERz38{HKR
z15mo3oIh1n+<>ZT(e1%Nlx)+*QWKoJvD_#};YUtiK&VB8=zfIp5~*~rr9?#2?9FEV
z>vBa{pNIKW{7t?xUgNoPJ+MRY^%?>AeC7iP6hL`*Q-$uD!+!thD~PH}vAuNw2dmcA
z=`FRXO~vV*G~32|L&`0Ns=1BRyVZrR2OJwh7ki#~d)x*lN2x_d;NpuMtM!NhscFK~
zcY(11s*1MYp|J4qZlQD+7nkVX;BZ0^$mq#9a#5bQ@cpg%S-1UG#ec4;>9-s*svtvm
zWB!JV=MXeG>LTXiX#$x^ZOurECte!ANfo>%YoI#o`zPb{n5WYrT&|CaKw^2FO-mx9
zX*ei<)c9UKW9&DNE;OM<$$W<@3P`;DuVD*o&|Eu0&Q)VaPrN&J6CRPgo-<T^hn6zs
zZZvDj2Nz0LzjhcwzV9S%v6x=o_+tV@Q9d6562r=y`5wz2{T6%|5m3J3gRQ7J>DA?X
zRzhpCsMBTt^?(H4@wypn+6E~sP^3twPsn5b-`TrfZh(LTEq?=<RMhOaGF>;DJ#{Ny
zpHnC7%RQZ`w%XXQ5Rts2VUEM7S?|j1HD1w^W8JIWUcrK+bDCMZU%g{)8Obo)(Q);<
zZ;EHpoONrF3FUkkM>SV)G+k%22Y}E5JC>p@qL<1|2k=OlfNnV4v;q1fjriIK)1bfC
z1;C*UmB*TWA@AF;LuCtc%(PE?k&~YHpWOs1xeM(l?L{=zWeu5+<Z?-wwspIRHcoWV
zA6V0x@MM7Lof}(d2Wvuky(cACr)L_<nhT$dfwCj#Arc2yHynGSYR$v;K;|s`nw~so
zy<Fn&O(wl*`g=d0NUl~+{~DYpVFQWfx3Yyz?Zi3!elzHC{CAz`DI4yimm0R<s7{{`
zr5#JMjwK)v8(OE2hz6rb9}!^QBC*_?rf~jTQM|7C`R~bZot2c7GN_S3zOtEcxO#uO
z4S*pAquR0l2<upJoZ*iNks~_X(>QQ%2*!Q})abD;;8Q=Q2}=G-0;=TscUOH(9Go8h
z_dnL#ra&MHzh3C6>h6Nx-$kn(0~C){OXeY;*f6P0^#Yb<2T_-RhL1-asPVF?BkpH_
zR{^x+SgzyopAAEB?-7mwkm*##E_-#Ke2{RtJ9Y$f%smcvDFlIHLV8__F>!vV()&F9
zlWq$C^G7~kKLU`iD!@y7Z2x7mgx9U$zbUh!->^>488JqYhNmFVGWF5R-Q{ly>oO}q
zy2+PH#ZF%PrtxU%Sxp#8$RhL!5AUdgk}0@r*t$L|9lEi%7w_;<v5hwq3FPZ()JO?0
zE@mB!>IOO;eLuCj_`V#Ly_+c64s{7O9%EYw9J3c$F}gD|67JfA;Hf!p=7-SC0L^h%
zTlXgLC7@6IH!s++-sIQ2{&_$qiQ#+G?rH*pHORGrdP56L-bXDeD+wCqKs>=2E+GwM
zP~V0}P_L>CE*;PasJ;grRHW^>jzwld2Id#fJKc#0<3DItQt}y)2SW#tnQIUI>Jy@z
zJNcOhLE)-sL`n_cje~67RdlJ8T6!#rzXAh|V<=2aL{^po`civ5^_5w@`EQ3!#y|E+
zYqt5@2v@t=m1_S`*(d|6@9=py(3{v@z#RW~Yl~#OW(LXzL66Bk`Hz>cN2!Y*19`eq
z@-w;d7gj4u&o)*emzS4WO5MW3!olHBfF`Bb*;$>9htyq>>qN##@CRZo3s(ib!|Gjg
z*`fh;1apI0999C;BHL#b<Q!i&k~66YXFXiZA0niJE-YI__Ae3}2&Yi%Z=-&U>l&tX
z9<t~U>#IrjydW-LmtHvjFUW{b>@xf7%gA>9%IRfbYDMamQ3I!mT>|VJ=z@{V6`2y5
ze@^P|XzmiQuKH$#qQSszH@4*9`GCFk%3J5eeA7kEPqOqdKwzfxS=~yXf&25m(=FFS
zPKf%+y}X}pSKbN)WjLmN;Rq`shjyGS7bAPan_5mk<<)k|eV{H2KK(@8-Z5IjRcNjP
zw2-vFxKQD{;qmc!Ly_O1WhF>uQJ{xPU8t*LVYP?8p(=+TkB}3NKXzO9Rb0NO$Fz+@
zJgJ82PZtZz-80dr<5cnj<|~lp<fykRhn67FH>Tz5uhDp{Ishu7Sa{?ClfQ#-91LaR
z!VMN`>t@AV#(SJxU{SH(sLPNo^fV)^-)p9t=3Gd-+Hsq;Bw|xVz2{o(jA$_j6WAjW
zs3)<MRrwhfXy=P5if@Emf^WaI8CSK?yBPqWmV^dU7)iIQS~_%fRa3V0k??Dm)*s%;
z^%juYItYU(goE9Rz2vlLG43V$<W#em@NG=hD?a*T_)P)hdqc2#0Jr7**VCDugG=H-
zJ86e!?3~h}7jBO5G637YZwKcR=?-L8LFc#|x|sE>dKWpMQT$a@D*nGhu!8S?GV$2=
zJE(x`?LP!U6Y!UX3OECF?z`EdKPS^i(%d=B0115=z7`$u(uK0{sfCbeM_p)xdW&b)
z%o3nSJW=LXlu-|R%2OOQs`Rids?q=5$cP@DU!7$myyRsb+&gICO*R8N7iFa$J`V3u
z67o*_v8L}Zyqj3xIf>3gUN^FOdM+iL@+BFHz$>rrg<StQzk)Pck{^G;zH>CbvmDHh
z%Y9|ghOSREa9WB5H`9RhMd^2HwMLOs%aX&X*0hpe7h9qL)>Wc^cqaO;N(3-#c#0YW
zN3+woK+@&Dqfl_%JVULbi`!@T)}$EdNN`W8>K_;k5vuL}i>Y%YzFuM%GL)JbnZ$kO
zPlW0d`CJj6SUeaMEXdyytz+R>pLSSTuQFcYfyu!t30RASC)<B9u{6bo=bYtV&~#*2
z{Sf$bVS@>tH=^}J`3lq!tP^5*+|q%R4p`FOVKiRT-ObIu$HCQ2O`?PB4?toq%FVCv
z?i=RlkXI4U3!yLV=ml`&j_tqzXuXsO>jB{3MlawXvv9rwab$2fJIcM4-Cw*f*nfSa
z65|Y2SJiTip|h6kR{*~}@Kgl!mWn7a*ezN95ULIY89=dCpD02uTNP?LnkpN2aLi=~
zX1CF_tBW?s#Q?r)NTwH+p6&wnFXR0S_N$&O$w<aA4CqwU13+IEPOPl=)}O{ih6v!j
z)#d=P246SfMfW)d-$NNx_{XICS_*dFzn3}Mg4unTe<=WzHV+REQ+qYbuSS^x@&GB5
zZOlW2$Rdur2zi0Gg9ZT4c#Py=X2vkcF7>COJw{ppNDI-=8QtdL0_H6Go078pYMRUa
zNyOZ;{Gl6LThSsH?hUgN9ghKM>^HC$EuwdNdP*nIp8Ic#@Q(cSs@uqbioU_DSz2!d
zG7#DVg`;#=_}3v*9e_pN2DdFsXID>2Gyf^{0G$U0I-|dbhojet0E8MWGgDxCAL}5#
z10EMT=<EZOl)t%z(OncIAc6D}WoPK4Ek8n4SgzZVK@0?CNk=}^D)mqxEg2`WLw7XH
z2Q0djooS^5eC>Tuh1kEUUf(SS_OBJi1H}INGe3<&ctLQu$_pTk4ESE(GFekN2OAqu
zxCMa@0slV~)R*P8f<E0{k-qq?{~2%tm3cO{AwVT7TdD3oxAsRu62Cn8WQS&V<9n?G
z4!HNG*v8GX)GGQd9n_dKQYTz>B0tr}HdT`5CYWcML*4rPs+wqv9FRfZB!&>Mtld^C
z06kCw&{mF|r^}9ekUb>2*LnqlBw2e#UUhPHO)V^{BT$8iy?+o;-ybu`zdjzGyW6p8
z@^P<CW^71m-X#F(4f#T&K*fQ;N3m0SH|buMBvcfaE1AH*N|#!%gro(_8~h($v*S@&
zK*ECsX*GuH-tghQ@pm=7nw4XvCA;tF)i3_571N^RknLA@H@dt@<cG=4M7TkCk6eM8
zX2<o;+!ghaG9#>^-hECx3i8o<r7A@8Y_0URFKt|9bL^KRpkL8)0(AuTkXS$_I~M)-
zhyCT5XFb%I!<aDBt=SJ#UUl25+7odGxGKC9_tS+do+besj&lXHQimA{tmQ^18H6ft
z>h;S|>)m&1V!c}dW(|(i)2zt%zhDd3R@8m$eIdMHa5VZqGXYel!h>Z)erVKD*k$|4
zQ{!jsqB~T>4XD*r&`)lTf=M$vcY0eETB=?~YOmmBz8RMtf_z^1m26K)!JuXuKojm2
zfCI?$pi4Cs>sn^FqdsAPI=!72SQhB-)LIH;CR#<0*X*FT8?M!(jgtB<$)>D2FnZ*+
z{<~{xx;NUdo7{n5_cNwaMWLe}khN#*<T;ErK)Kkc+pf@6P<iFwI$(oc!O=OI6CB32
z4#C7fNn0XKzRO}Tq!NGt#*;2(2A#h^F3mZC!Eg~U0aY^OJTulV84vO40hT#bfklqb
z`?H5TL?)VNT3@RaoL@Za$9H`=<HQ<ov=UuyzNBI2ll265%w}ct;8W_zc><+66fHTx
z@%={g>zR;uk={jtog1A(`fUMvmdGIE=zi;fWHmsegRz0z{xy7e*E+bBPFBIucaf$B
ziq^tLSVPtreW&r9<CC2l->08nUgb(Xkmb#u30Xhy#I`nZD4bi7=#hIwXQ^!xX`dq*
zA4<RJ1<n@?-q1t>(ZxDCgI~J$1CaaC*NmnknsR8Dw#wZ`+gSf?luFaM*OhqHnyzz_
z(&4Uw4I2A@^w2ZddOWtF;+cJZc;#-r%OO)oaQE_dHkx$`)hn}AR2w0hlyc!loFKbb
zef?|c%*~yQ=TAHRJ=Z1lTE>h~_>tgL$z(os6Dh!*=^Ylm-m&p<b<as={HbsXVt7zZ
zaBmDFffPyB(OBThksK*cIYfLgFgf83oXmpMLxiXmQ~T0vN9#v0WRPzBTHz|G!O-wU
zZ-dw93Xdj%JvU(*jR4Bv;IR(3Zj|9*RkK6G-|o7R-9O!RwdYpS2F95vf7lYe3c0<7
zU!i{JW+M5LjkyPyBlc$4A6w};4-qT#b3r`(ZaEM6V`4>Y!4wGJdyDm-O8_A0TjmG7
zZ*&J;G{bz2{O7(evp#wyM=<@zGju+(My8<*zF8myTH`+NUfF{G$`iYqAkvcNT3z??
z#~e+-h*rl+px#?;)M<1X9-f6pAWhWgV1510@hk``>*x!x#PR;=4*`d0T#k13mq>s#
zv9kZ7K%OOIFGZ<EAiBm0;A9NeKV$%K5`FF<XM|+ZlC@Cl@-mfE^gMwOjk=8fZqe&1
zFW13-DdEFMYe{Y?sw*{+Zx>LLx%a)x(Sg<h^5=ndll@-Gaw;)a78sm%tr_)EF*0}}
zRri5Q3((>I=kQrSpbG~+7N$X(W7zxT#3skqt<X2!g#z4G&dd{@S);rrM&HK#lL!f?
zoJe9>>g-3um&QFlRw4&mzWyecS8;l{>E+Uq^2Fg)Pu~xP@DSsv=j8TQZH3YLp3FfX
z2npT;X}gyiB^UEBy~v?Hv<<!+Z-v;NLNyCgj4ef{?mUPivJ_N<+sdgA%HCm|J<13(
zygl8!VW-B2ApfU~vdV!pvV|o)VY1Wb-a<uh6`i;Sk@J=f7qyG=dOVekiV(D^X=qHR
zhpmac-@}LP*Jz;Xz{?T9NJ>>>d!-tAuiO6&TRE|qyTvC9cu6~SRczQ^l>i;IoiaHN
z;g`!?gumwA_0y^Sk41c~SozaDMD-1m<pMvvc+U_BzjHirY$dCHh2a9Q{ut?BET6S*
zYjyetyY7JVzp?-N{H@-%4y_?<k-U#o8cp?Mld~&Px%Wgh@+&V;sHf9$Fa{pj$-Y?`
zdEbHT#;m+XP^71=)%T}a-TemI`@w%0KRa4uf+uhxiEi5X$IS=l(Y&P)U`vqkKSuRX
z)&}0<((}*|3@Pehp_$+$|1(^aMIxs@qI(buIoB$DxQFA|f73$q@0M}SF|(367VRGa
zJ$qOq8w9n?!K<J4LpRWz!0ZKBif?1=EO#zizkY;CD|Qf20?~2zzcs4gy3J=WA8#5!
z;9I4<(lr~Y2PZ-w>Q1zWle8ilAQdfZ1}P4MSy)=o`++3cxfHuMG3ZHepL0C6S0gaS
zm8c*i8!RPA7`1;$n;#`sl{DBA$I1NUfA5iM-L|%2EqJC+yx~68k%qQ<S09!&^k>A!
zD>XH!Pod7@@I32dUk6KNjc}uil4+)#EwvQEc-P%ns|3%1R+&R%AlS9U(ADvm*OKqs
zZ#3FJTnIhh24Be3b?ljoT2c+4ic|4^lkmn|6m6S>9~xhMw{blG0lqTrDUNdy`1d>#
z-5~7ok3R^-_79GvNaJz@<7el5;ZbkvdG3;StFqrn5O@IhQE4(M8kQ(9i!RTvz2)3R
z=zjX|QJpHWyvB!MIi^H3KoIcLck$4T-xdSQBVB(0{PWL)f5H1iYaNv+`i7Z%abj^x
zsTp)WL9Z;|cz36O1wP0aRq~?+mit=PXb&C4=Jqc;Hq;ICjREbIq5i*^wm-(_Un&D!
z`Yx2FS6zSsi(&l7Y6HDiGOzKjT3JDQB)BtY3lKa~3ZU9XdJoJ&UmyL4jRWv84U#qO
zAQFK1h5!o&01#Q<|1osHav30l{Qt+dXGK6M5kMQ+cO&HrL&0gejE9dvzFE|;>29DO
z!W<L(K^JHb()nrKkK|v+kFvHl*35VaqM_z{O!M%sp5PJ!JoDv3LiIBOhJfxZ@#1}V
zbtK(9MI`25xru4rJF1~aFCHy_U;I{kx$wtLQLxNIn%{jV@y{3$ut0pRZ4bhX-gm_#
z0?D8(3O~+T8z-_hmb*9DzOKOkZ(o(Pww?!(an(-T&b}e-!o`s>rCWuh{y_ZKIzM0?
zo2XrrVmwClM_c0mGRe$y6RZ<0$uTT0uVxT_r8I%W4O9DLUpWdC6_T_ufDt?bW&*S&
zQN_2P@};%B1Nrj|M0dYb;rorLX?nPwG}bMN!Z-;lrak`@{k*Q#UG!i6pN8BY^=-$e
zneL;JYZ6ZR&@a7jxx>9I;pJ|Y%$`rWSZ$Xbf1xMLyAb^kx8#x8>)hJ4d8cQ^=Gp-O
z+sjUBO@8Vzi9_7w*sr21v-)SURYbO~r-%Mas-Djl<S$rV^*#e8i88sLjBV7azb+;2
zxA&^LpFPsa%4~}t+Oc%@xbcS-+r3dCmlxJ8KQp-U1&02Q1>!5}-)Q9jFJQX}H9*11
z372&NcinM&|5`z;tQ`vV>L0}jtwv`xHQ#%K(4t5*pP>Jg9q#rh+wDToH7!@D;3rw;
zk7@cqLSEd7dH?AFL6QGE`d&|3nhh+G4XdJ&F0mm)7IWzex|UkE-rpuHcS+)y4&Mq)
zLq+qU=Ga{9odkmtCWe11j~e-3^v|h2-DBOp+d^14vCuaGoq4&EcQ+)Q4HyWa%0hnk
zWxXS&%`ctQr^wiV0axVm{V&P@tvWXQrw7+>!ii4kS<%!ImZL|#*2@Am2eYpUO29W7
ze0o%;76nX;nh%w>z1iDaLoa&T@Hv2W1*c+{5YqDRDcJUw$0Wr1d7T^Ie){JvA^$(L
zePvu!UHk4Bgs3zE0wOI8-Hj3w5>lfwbT<;xA>HlJp-3u2J9J1l(hbtx-Dd;p<NLhl
zf6niGIN$iNnZ5SC*In0j-D|HG$o1#4)Y%UdaylGg_Acqta0YE^)gRwP$)IiJhA1~P
zGEZ$VU)M7ANMmR*XyoO}*plDKgrqc-#ZI5Na8PDN$&Gx68HcR1rY<mJ=;wdSDp@gr
z*w1;<otC(pxJ-^eV#+5E;>-5Lw^kvyXMR`F4AW$Zi~vBJW5#&ia&ICcM~e^1v^#g(
z@1uUXiR@d-1DpkU9oYQtmf$ht)%SPotZV1aa{XNn?|NKRnz?*-r#$w28r^>3KzL%=
zG)MEOx~q35uhhs+M!ksoOG#3H@uTko+d&2=L!otnJ`GN)*yeioU+rr)Z7%wqG~O_%
zFc-UAl5`eSas)5~@heM*=4831cJFqkw*t{-GnHi3xeN1*b*aw(xm8|qg<j2>*k0!j
zlk@bm4)tzd+HRg5MAABuTTI0D9H@5Zm*wNGoC8sl>-iLFQ$g#A+ILfQC!bFR>8Bv4
zzw$|-7I~pqd=%;<X%fX{2w)rOlFUm*vG&`Lb|z+P3ypWB!4QAl_|3oljFJs|yaC_W
zVIO(a8*C{jfA)A-qVE|<Lx=32SoRn=y25;7@#QE@DXy4N@w=({aGPfi=2UpqjsI~`
ziut2Ddx>wxE7>D#XOZeW5-Pa!5QSZU$-L_REH6`q1kPJb3FPal{4pbty!c7^<b^Rm
zB-K89EP4A^n<xn`-nIkyZcoprtN?OwnPL9==R=D9$!ni``p9SzqC}@mF4qtALV$ku
z9?*ULinmk`!-qYr8zavP*LvYh(L*-IBao_;^V#tQXJbm|{pzAe4sg1rOwM_wO5376
zrrJ0MLmhR!jvNcOy3PtU2{<tpyHG&{T?NjoTp+)R+GAp_$7u3iHw*7e-UBQTaj_Lc
zblhm)`ca+6#ev2Jdyhlf)ZWdkhpy$5!tmoSkw<NAXLAk<uS}k_olp8KoQ}F3CMRe}
zcN+|2xQ)PBHBh6@8&gNlXn5Rjf$HxN0j2oS#jq1;E_Kf7#f8Rkg>3B|o|`CjTZ8T|
zor($|Ygo{4Dp~K-MhdD9%+?0r<>O{AMsw5D%72)DQ~vrID{Wk5t$ay4&|+kIy8Ova
z;P8hYI*;(MBXw*E>X!CI(pXB7`6F&?n-c4V&cyhZ%7gG&J}!zHh$fKWKi+vU+WJ&c
zCdayK=~)Z4axfeh>u8o}t^~KjoNfvC%;lSxRHXuoi)hZK${_Lx+XEG%Q4u+t7E(0O
z$9tv?_kRCM+ekq5St3W#m-Q1AE1543p+@hzeJGOFr%u@D6f((=S@fMy<lm{b|EPq~
z&~EIiepsR?eZiQ2!SsM9RN8vP4fLKh504E5bqBKJd+KZ>a9zhYhmd6)mkMea+bQKp
z%a$Fnli487`c0?vR`|(7Cb@=;$LEFbpFo1s{m`&O#fk<g9H&h_MyOYPOQu6%-vh=N
z{A(cXAX6j+u#4jI(%}_lG20<yQ(ReJo)357By1ww%92zytQ3Z5EiKaMIQ4&iHyq5D
zQF2mF*mXecIfo^``L9LQ*0s4YrkEw)w~kYiL15R4E7ePW%Jmv!nSqSWu1EV3Rup+9
zVNFUsOGX2Uyobl!7(xS30T8>EJXA}%_~IR*84tBUz4}W7@Oou1ewh#TBjj6=6p0zF
zv={VDNE&K_Yo^N&lU-<rzNOQ(y0y`eSZ~@X^?h%<1A2<`w|Pv!K~KfiSj>2rVWtZG
zL#>B%a_Eq3OCHmZn+J{f6P4Vb!fHP(RF1C%BybvZmyK^YrR(ZUz^TRAXh=Zs(Xkhx
z-?PC>D2SVvJ)q3%9{?CRa2xiX@IAcd5|_lu1E?^ur&OBAnqc5h(2v`uVquPNERR*p
zK~Ky6elA+*cMqhy59sw@UtjssKh2b?u=>eO5bIsK8-L#C<xUHHFIDqryWAZ?^GO3~
z%4mZ1LBCc}1EG{8wqqIrzm^L+)-*k>$Bi)WzX5u_tzGL3j_nBLaR0M7LG17h3``Do
zOp=&+F%fZ8P$8C`1(HTj(C__2Zw9_4!%^BPkb%N;-$dI@zrbg;!{cqEEJtL5;Uek{
zP0qh={CWU#y0(%1N%`HR&`+-HJ7<KG`c{tmulQw0RwILbLNGz;w-DNZDeg8v00pi1
z^XERkz83MIs9-+3^`PM3H>H@f%}P^w6a_N{pE0}%*geQ->kV23(f2>4Ug+MZQLtIf
z2Go-k>K1O0I@z#9{X+_Ljr_QPwm1aqm}>k&reJr*SYG3Sflq65KcV`Xjr?$!G`o!#
zh?(^2owLB<L0+0?XbmCHkhR46dVA}R`LkAX<Ek-dQSm$B(Bju_f@0n{KK^wb@my@K
z1*>e@!;5Qc_w9U!{R@-w2F%|cvxqFk-mrxibiL5~^rjc0t|sjuzMg6HdghpIFffaK
zn!7Sh$yuNx?!|2AaF^Vybcz59hydfty}9q3r<(#AiI{gs_tyMVi6M||Ph->K1enNx
z4aFN2LA=gd$C2#F*riCt_i98gE-upQugw)1%vH3`cBJt`O9_aHl@!efitwhU=7jLO
z5nVobL<2+T(&A*{hYVVx-Xx#ypZJF~t=a_{R<p?PfodLKy_#C1w`|(rY`&&0Sge+n
zR-a51U~Kv^t1vGk?|hd%Bo)zY;+S$48G^f7n(m7=r#aF3F+Q2JT!ABKI%Q|MZH8?u
z6PQk9IYQRm&qiHwED|#xH#H2yvWoHL=a#<KMY?NhS{*JgNvZ61ez5ESZVUSBws+Ta
zq=;|by5;jhWME7gtIl!B2UnI84+|VQT5Lh|ntqv(kg#QUI6i!8N~<BIFbB?jljL1P
z(Nbn~Z(hI&TZX9;5fGdzb@}jA$`8z3%u35^o`u}Bb1<tksLf0#0cm3T@4z(&V7s@V
zQ|u*6#V~q%MsGZoZJ`)I?Wupvui!0T{Hh?^@AU>(+UI0SE&aqL;5;1Tgb@!QmgP}r
z-Uh;&ckj>iNyuxV?>}6{^$7?GpYb$n^|^Ru(~}RNpbL@dOJLFV3=T#wv2jvxSxhL=
z^A4ebYRErgGvCU?ll6>ug|>tkIQ3P(c~ai?3>)@22Cga!aIVIWo(mJEqe9LD#89AE
z*pKdhk0b->QeExC>!o^g8}f!ji`g}3-n>DNu&-2Cr8AZ|r&G8svPvbdxbdbHlBWs8
zgh0XvLjmiM(WijN++VZN4Wev{m@KuX=`{!wc64&G%*vdd?}(>O%%NHdmg5Q#GoXdG
ztTF|F-nV;Pg$ZEW#hK}unzsLVB;F{|11Ts6PXLc|nierGM(N{%66u!rGDJE#!9m^`
z|27a~HL+gaxeT`%-(@Z$HSbzB?u%|x5}<sZ*i2{;`yfH*MP=ejEP)hITtsgOrY4T6
zjeAA^`f{aICQ-XKR<)EDBVXwsotr8(@dXA-VApv!@E&B?d^}VU8VZQ1mkAGBO!r+Q
zT_4@fY%{Ve8Cd1E-`y^G%pog;JvnJ>-{q6$uwRizwD0_59zTP)F}&DA88{97>IO)_
zIeA71*lg27-MJNqI)XjKS9(Tro*>6Wm6+8>k6@H}uoAV1Vpwi;_wfvg=Rvw>?}2Yw
zm2u{~9fiZamt+E?eH`=2TcLIw$_i7TG-h;=)1PaBf3MwU1Z|~}ax$yg;|(hni|%qe
zbGsv}3nyVs4Zinx2=^0S4pXtOS2=xOPU8DYdW3BE<f|8%eencriijTPlKt=obRzl2
zctjCH_E0YZ{{j7SG<`{91V2*gcrZh(QgmVKu3YtWs*FYk&5JDcWv=j<r*f*Ayk-rV
zPAGuZ&Zy0Lgn8eR`YyoIbDBGLgolSqCkHsl)9VfeK>nv9pu`CrfdNa)gbhpWp4_dB
zv+a&6W@oQYc2h03>|o6hFbH>A=@cQ!YL<H_tC%3%mPQeu@HJUzY3@Vycxi?1PV)Ko
z+EZ2g5bLD?8K!DSqsJ<O7pJ2>$~mf|DW}R^>qiSR4XKnEQb?qUm8_2wN5K;hwNI%S
zJyr~*Js32UMfZCw@jB+o4CE&wIP|*C*M2(qM|5xTET8uUNr}slpVrItcguW(rxqmy
zOTCmiW_VSl{(QYS=U(Qd7^{kQOOdnNc|!nA)a=5D6<T!eWck6&MZye%HUQ>XBIsaE
z3v(enQz&*Wjg3mWlh{d!FL3-F7PH|rV%kuXTm>YMLes|%5xG)@!dO}Ei3Mc29EkZ2
zT38Ka+EyO;#^dzC_P<M=Ez`93i_hBkX;VDvbtEUCk|IKszL`e>rliVxfkvjz@E2`q
zLOe@L(XyvQyCQDA)r?gtCx&#}k+M)DBf+8($hpQsnozVv(fo$1<3{ke52FO6=Np~X
z)s;zB=v`_19pA-@^e$Sy0-q)2cm1NpFt>3`T@{KO{bBamq;2n)URK0*-G={!v-{!_
zsWy3bicnHgby-aJDeVQ;_;}~r)2RKb-sq}ap&~b0xc!t{ky`O{7wN|INawhy0z5Wd
z1(s*Zh;4Orv!#JJDh|Z<h&J8PO0+n?i-B8->+I|nev<lk$!E%QkH5&NR5>*u7H68*
zQ4$cX8}rl2W1{<RsiP1;av4MdVScnMr{6^KVBq_{W94&!Thu;#qbJA5tS+ugK5C{d
z_|&G}p3^c<htQfhZnwzq@7$)TSWC{K8H`TAwUru!W(5Qj+B1)&HA04xNh=Wsb3Ob{
zi{Ig0ObJewD{&2-#8BC(0GZs%(MM)_f;lI-{ow62#8_>A`GH!@T?@hO5g+mB`H{8G
zxp>=(aZAR1l;Yv2MX4_6iR}m6`4M8VP^F5C{6#yVElVDOfchEg^AGsZDs8ZwS9Z}%
zZ$9W~C>1y!gwLdSy4vS`Df(g5rgpq&T{s2oE;U*3MCiV2u8<Vc-YaB5Rbeq1Y?4>9
zN9`Fu&W_#8G~~lfpu3BW)y`cT_M&b9AEY?9*m)MH1kdVq5_yhWBN7tb%IeEIu+~gf
zm&jG<anuRaFAQl*W&K>y&rEq3&fJrMHwmqB;~L!Gmdw)dj87sT9lgb1F}##TG_BTI
z@w9D0C@#v)EMu*j(g++rXR3q6P|2Tcy|e<^@(4X~rmE(k6Ef#WF4sK{n0#zGZQLob
zRa<ygeL-_1fW6?Qh{s-0pyQw}D?4>eB98nJL$Dl>RH&C!6-e%zw8@3d?aOt+ncBbc
zp}D<s&69C{5HS^y{HhIhQK3-DSTXawJ0xNddx5>5hS7oLiR-|gE!~NF?HN?%BA=1Q
zPGtPz%h7{+JPCWM(8ZEdjF*<QhFQe(%aPT&DfjUW?2Jke>EUI#!Pcb-R#gvZ(4j5#
zd3ZYR@YIJxQe%wBBT}fO@>n$9RoGTdK~T%cav_#<DQNzy<m2XE(sQ<An~h}IbNl6!
z^TOy0MYp#|urmVxsGYGbpBI$|ZijQ9MXEn1P)u!p6Xl@cjUTB@);Qk(d3qmpi!4rq
zAvGi9)N^g|XscsHY`2}GWyZ=>Y`f&N(9n_0my^V7cbCg)M15S8hiS}D^mB&b5i_pq
zCT+om>;9)jpuBg`sap7fh*eG6bm)KatutZ!PHw_*v^bH_>3hABHMdDehhSCn83=Bq
zGC$MSQWMFFy^D<b`Nrg-ETWK1@W<GFEZ^Bm*t=O%Kj-z0fYyw;)@aeuL&+AB-AFV#
z`$3{&rj-_csZxv1<=G|Tk;m(gidA{ybaG9S#%Eph<U2`6P;kw}^z7SUJEG8|LHINh
z>A{hddL^CEdUJ9@mm2F?iRj_vV-ADV`P#_SNB;P-%3&8xZX^~fLJp>PyIW6hX#juo
zxq86|#mOmM&3Nv(s>kE_cUckf;FrE_=vvtg<k{Wb3e~r(IE~Jb+_nl(-`~#2qTQ+w
ze704nF0=cr)*5CIQdO291rDvp08KgbVef1j3zlNIo`>e<B*VVo%_zK7=BXc`VGufX
z<ME~$Zq>MJb#VT8;(#c{%5s{v0B=C2)M1Bug(1WIylU%ZZUl+8yWn<xz~TTL8eqLf
z)v`8P96OMf;+NyAY0!=10gsvWlsM1lg&4*P-r2bc^&h2jfLd;tRs7&!-(n_+AztEF
zmOV0XpgmmPHZo8gJY41bo|A7bd=3@#kD)W0V~8c~P{}#PU8=}8^!+TPrcObJnrlHm
zvNcgHSY|J>j@gA-i9H_9A;3o&YVzW}o9g)+ez78<vOys~Tk(`LmWLBhi)f0hD5H}s
z(7cl!BBBtTIo$q&uN-3-a-3_y*`a$1wIKnBl$h*khZYyV!ZXPfgDQFMXo>vM#20~F
zl~ylzXP@6rS>{@R(d0O*<m_V3ZAC_u<GwLS_u}MGCB#g&Xp0V2I3MdjQ5R&muzFhY
zLWBiwN@#erZKUEzmcu`nLoSOfYG6rW<=&!J9Dwhv>Pnfb4kNXjmFrx{iK&|AlIS4J
zD&3^47N7Q3#B;_)GYDuM5K7R%*O2$ufXaHr``2$#ERf^p96IEaV2IWUO^>22uyar)
z*<U&?kEnq*xc{@otGRj8lZ^-78g#hT+ze(Kr&<U5J!uY{1}$F#%8EyjJ0%lOc=}-?
zsxGxrp<F#t0|G_)Y6(hhuy|2fOFwg{7D*qULTcFwL(9+*0Uvv0G#SG^bo6CDJ4-S{
zUh);>(4ZjQRKKBTb#pU&j*<K;=Ic)=Z6EKy$?MgnX_Jas(mkf(l<5iItF#MA%%0^E
z4xeokpR|0JOkKUJ305)FJKd&10S}ZAbBen=&D`BkPk1Sz)w(mW{!UCbzR+-d{Xjr5
zf<<{G;BcWJs%s^AV$<*wn?cpHmhe#%MptW{x!yVOgHh{%Vr91{mY;R8!pD<ziihi3
z{Bb@Isdse2;|eu9(hLo6t$56fr%3v^6~#qyVHBw@F=Z6!d_t{`EG<rXEx76&Uo;xf
zs=bg9J!_FPC6inUHR>8Z`f{qH88Fu+HNTU~bT-8@ayYC?ULAROv}@$5kl@LA!7zy^
zh7xawl3R7y<*TSbUWU_93rz~X2&p?sEZSEHn#mL@(me%07PIg!`Ry|0il013-N%;V
z=d;f10i-G0-!i6yl+^A0Cn>gSv(PB5!JS`byXUZj+Tf}zQX>Iz+Y8Z!alJ~B+!uAQ
z_B!K~x_sC&!nsx8&{|s>SOHVt8@Urcw>Kh3$yN$4vx%`+B8O}CDNI+suCYW1yB|Qz
zCn{p2WJS?RBX<Lhot&K5T(IL<X7PTgOvYla6S2ulg_h=hrrhC=sUq(=dtNZxCOT=k
zC$NbO_+mpsW)a?2a=ibS(DS#a<rDL^11pBFhHVN477nwjCC^1Gf){1*Ffa@ec;q3g
z{DeD-Z*O()gd3)iz9OO!>OmA$N|%a5M>JBK-0t`~7kNcFGlrWrY=>7A*YYwai-kJT
zS~3mm>c~Y}t4E~a5BKdJ#Ho(XN1vzdw^+AqM(sx)?dl%#oMJ@R3&d4<L`h-vOwo6v
z@4&vw^%e}~+-tYfuhOK_$NA2i=_|^mp^{^-p{s=`n+HE1X<aRW=~)Y{wW<~G5QbF#
z)XRBZ`t{XZ6Um)dN2M!;ct8wgy>)5wlythVLcEq-xT;6X7&N?nNKw>H!No$%B$y_e
zyBZKHiBtwZDkm;{(RN^vO#87v_acTMHWK&ZZok!>kfmq$bV^n>as8hE*pv#R1-X+n
z7#S*wJQPrMZ+CZ>G8sh>XjzRIQ;-b6$Lf9Ahuw9M_V?(}H+5w<X<W^X50Xk}kJ{Gx
z8*H78Wa>T*tk3UH%w()knx!3ey;xepm^@iV4z%7@T{&Nn>gTFTF#PI=?pR^f9hcPg
ziDrS+#-L-|yt@PjZxTAqsXi)ia~qc8VS1iC=Sq=`5RzND5STP8v8gd~(!VeeN;KcF
zI9^tmO$0Wx^?WsccVp<eW!8o%v<b=-?R`t5<5Q0vQ(<M?uzEj_zf%hpkzHKEP6W89
z`FN>uM6782z(CL9d*&S>1u2InVT@%}N2+MVy3k%S+v;Zv<JT`7U^@rqHbbqZ9yE_K
zf}<C7XWya=xXKXk^dT3JJ_>uG+6_6JDy-gBH_jE>ZPF{67V8>&)2vn;fnPD!|Ky-F
z^R$FwidWFCw5Glyi-!V6$Q`{YfX!t5<t7g_{B)$1iklBxSMdCMM|b#RtIJxYcb#~|
z_Vn{GNwu4d<yb)DLperES3H_Etc`^q^BU9BMW=6Fo3vH-;&w5eT2is^)_<#9{}xFi
zGwBpxeUfz^+|+U;CyTZW_LXoUkB(G~r(M`!8N@cFBGd$zX}LJr-l0my;fZjF&#w}{
z{Z5YN1EA2eI|Cbk)H7>{dg>#s_kaY^Gj`ZiFg(~fORsWXA60$!aVW&i>X2!Lls0eF
z>Mlg^<h1)Rzo(F45LR{U$&{@kctRI{s;ta(z9VFHr}4Yc`j$()YN>6hA;T+PjVxL_
z9_!Ukysswbgbq&{9ypeUIqkm_cmaX9QM$Itv{kph!B;q)p6j|ens021njf)#05csw
zGWTuWHY(k2(>M^U1S&j)q4JT&!h~0^)zs#EQxvcM!AKE&U20n0s--cJdZA)gP;u)x
zHuQoo88Xn^UK~O2L_TlQ{BuHR?Meob#%P|EWe5Y8g<iu>ut0$17LGw{o{(GTjCw(L
z;}FUWbmU9RzPsx5^tO^UUW3{@-8MC)-J!VQBS?K{u7t+l?=tdeZ0;rw&MWKZbZl>B
zmz`2yry2v5m<c#q^N<0GRA`|Z=-?f#S~9)RAbSxC3-z_7AGO~kY8f2!C;tlHI`rT9
z%54NKwKC#?QFa#hY}ZBe1uljQ71OMf$0|)f3w2YicByNvAdYwG-tK{;Tr3m*%=lPf
zg*ixr4b4qZ69!+H|8NH9!OVxGdYBC)#|yOp80^?8tqbz}`SV>8bO1cu9S$&xmhRBA
z81e26H$O7u>0eGD#sq-VDXNufafVmR{_31&(}mW<LPzgdX=4l=EO2<#Sxgz7hNQSm
z8&CldMbR!&Z1N1<)|NNq+fP$(SVf4AL*)deoVbR$VlZCP?ZRzx12Dr{baJ|OCpQv+
zZ9HLob1FdRaI`8OeH>qH#&<|LZ0v~ta{3LT1`=@tp^d7eqjPq4*0Ml{<x>0#85!Az
z_{D*zL2LmYWR*80?a;$;C;$M2>lv&<TQPZF4YqWOhv@~5%_t1py`*1KEjV%7-CF6&
zRjq2CSFN&Im<%O=>(I*Zud}HvYKRO;vDQHDQ6Aw-y-1mH>CVGLzeG81uM-8aA$=Xn
zzeI@cMrFUT*$dSK7uG<6#FD8Al9XK(dlr+P(<mZpe^}Btj4J2BQ2m7r{I!u+3^bZG
zNP~itV?6R7+yXIUT2f)2AfYT#@V^d)OF;T8@k&%(I^FjoaYm7LYLa8(%{pw5_jH<-
z#;@KA8ng4gyDR)A9iCN9JvLpN1$m}oTXDW{N^&f%W01Vat!{TCb#@z95Hp)U6LPzf
zZ1%lNe61E>NPr)}W#;8=y;xp)y3)5lkdH?qb|1)AVn6i2ksP`f54_lHzr@apiY%aj
z*ls~tuF$o+0F7Z&2T|}O8_XbplPYRxB!_%n6rA+d0|#h04@r^V!E%moS&CKL;x;Oj
z<9x^~1d4fhW$m{QRRPK%jR+CJdMrYj+{L^)`emsR<>d7{V&Q`p{T~n;;<AhknilqV
z3!G`G{gD5JjDZK>`VH0P;azSWD!m{t3BhEnA&%VhMPTvik5od_xY1D&5fZ9iD-B8`
zTo>XNw0IgAx%1dZI{P~~Jdx%tH$Yi8uK@1^WPAXeU-E&c5|9i$_MN`Bs%;arJIE3x
zbQ8daQ@bI&X#VvUcPQvqQO$<rZ20x7bwp3@n{)%H{l84{Kp0Z@M6jBY8qdWZov;Xx
zL_PiW-ggMLzyI6+J3bp8%nPb{d4<nLNJpCKYl5|axG5P54<hQ04E^XTh)aS<Y4N!y
zBtGstV0S>*(%YRl`XPc7%A@yrgd1sVgK9ME$4I5cib>lz61o*`Nt?-v08S&vA_!C`
znP7obn3GC+i5z+Z1Vfn?IIF4V&U$}!(`#Qr%AI!r+u^Qz2{6k11{nXjEPsF5H)pY=
zxZtUoSW|i27Uk<PMi8j&8o`V(D(JXpN_EdvjLWDHW~pZFAyMl%PZydw6H<5c8y-on
ze<M-QjIF=si^psXT%gBlS8UZk+pb8nFaCQU1_Pj-R>3hCcO9pRc?RvaOpj?(uK)rE
z006So-GqkU{`H2u-QC@1fv=#<5r?m?_Plv~Y2-SOn4gpmyk*w$3hMQdnjlc{Z~XVy
z4(;(Ei#CY~569vV?~@l@_T8k30Pev;?{`NwBI7e(G3_OJ_5<yT$pPTsUweuHP*_tZ
zPcbhi3im#Bf)Hi830RR67Qrlo>pWiTHk>H_MIW6)_<9NZFs|*e1Y9$NJOZA;_xqUj
zA)+*&HOUCttwfZ0G{#^EwpQ%n+g7Do0ju+lE#H40Ctv#MfK_MHbFV%#boD}wR{5Sk
z0z>)bQgyKT@(mEL1B+G_tbM*It_H$=pAn$>dhSCd@p;v0>HUwR2|~XnEeISj3G18b
zsqQsDj*{cJ<p!{dg%?N}8O~=yiB2wfr9|s!Eb-W3=*fal`+hvN(R37?bxnkSq$)Tw
zt%9#tVZi}f099Suo<%d=N*g$R^dEP)3!DDvH;uZ*jq5vF=vvhpenQM@4xah+)gw9h
z{M;30V5|m>HE1jh8gq$=CztS%8wjg>gV{NhrO%2z^v!)g$a|o1{|AnmB-bji2d@dW
zKl^W~HZz)F#lCB^xf#`(ILcjuCc))kxS=aTfk$5hi){$avjz3!HC5M#egfpA5VBGZ
z;#+27m?QqSt)|$sbuNDb3llcK3#DBP)&4~T`9k=TS0V@$drf5h^&ljQIWJONJtQOn
z5-GNO*D9tSQXk~~qnOE53^U#DfjDOtNinO^^PJ92<BY&o(K=;hx}`bjNtRX35cMNa
z80EjhjoM;N{Yz|XS9R(lnC^SH*E(FO4OmqzFyCV|c}jXkGnFyeCp8F>;sVnU{}E<5
zO*W#tgp2S#Q~R+mh}{KZDRL;(p&ndHD=ch(Nf$l1C$ELVBnW!E^N*{v4{!AX>?D^F
z0*@rJ?L`kT@X%@c^)?W`g7RQBw~`Msb}Vwzdm5dDSJUmM>zH^AM=hq``=eQ@eh9??
zG2i(2`hQNKB}*qiyEjk-8!jiaHPG5BBVi&ruO%{j&NBn4PbiRIQ!>4^I{5;jIBlaa
zGIk4O6UIG>rmrR`bjhm#t2Sto1NhT%&9MOY%Vo|NpnwdKuDI1-!F@ElQbRBgukglI
zwgA0{{6}Ev7&)0M#579-25OG@?P$)BXK?@P!hT&aki4@4n|bZC3jsn9N7fylSH*Z&
z&Xv&=h+(xg5SzlM3xFf@={~&NTrP+!lJ<3b9ze3nTY#nSA9ir{J{T~QT`Hy2mz0Zs
z^5802sO1GR9PzUOOeJq292-bT_E-l1AN=sy6%(9*{3;Eexk^~DFMwyQ+jawb=N7bE
zCeDn?N}N>^s2_S_%>WSll5q!p#8bKn5W4`02awZ16EB3tva~Ax{c2^A`cTO#q2%!E
zw{*!2!+%GmuZ<976qNo0t{xs!QUo?KA|;;P?j*A7Ex|ra+5n+^6R=pzQ0uBLSgeCB
zWk8XC%A<O1GwJ?|omGbyT&qVPJD5Un0P;oKY>#NcrTeX&lc^4W0iP|huciRYvL~x}
z5Qf9h`BW7{Xjy`-uSrLUr#Mq+lO8Bi6!a0pk}7OC;Wgo9B2cElS0U8^NIuCrhu}KM
zygPi6IuTJ@h2LVpeXo4GH_B`ec+jU2h;0!<vm>ez$LHmY)sN^>4dTlhPub45a?+*f
z_;*d56KeVvzs+YfTe4zT!Inj>#gMxgT<O!9*j?Udegas_qCPAfVSrm$3AMX75sxlA
zNxFRe<<kH|@!cy99-z;GpbG#(p934p!k2hBhNK9F0?d1iz&^U%(!AonSt!6hkGP~(
zyZJ|n>=vM15`ztw9FKgV<E3uH(o*=)Pc{7Q#fp-xnQPl7;|L#F2>%<Aef?+LIvH^-
z5|5i80e;RNw-+^Tgi%gOJ>Ej5f-VUmE@<uCJtZU#bNtVpfe*_q3^G}cB($|2kdR6k
z3>2bXnWzYFAhCC3PGa<K;IDj~0Vm)9%G?DB0BCd91wzvE{qBN+kKA7JV!Jxh<s;9O
zNbqTFEaoIz`54eF-p#XnttZ@$ziSnO(lAc+hjJ(G#teZMl^NDy$sKH-5yk@YdY9&L
zsFvIO=@QX~=u>kOd#X)2{QiWMeSw5ng8ja^Znv|jV|oL!JeaPdAg}(UEOc-%?3~V&
z3Q)ed({n>vmc2F8&+>r!;jsf$i@G2LG3j>)3(fCQebHA%QKaxna?G{8G5q?h@z*kP
zdv|JI;+66>+(8r3n~f`n_AaFqe2S^87Zo`rX;L5E^D3`Ns<v9GYHU;NMkN5I7g^t$
z&RMM{d-Nr{kr{^|Uy#bnNLj_MT_&ZR6!_xdvzTw&z^jv~yO?_qw}~&g)vl#A4EV(B
z?b7=?oh^_?E%1B|DirG`4cgj<w4cZ|Q85nQ)GS&VqW)4zSMN1BF47q(bELEu$Wy<k
zO}7>=mtFiJAh&6bOjujuZSCm!lB1OiE&dHa%o75CtL}kyWX&RvUT0qH>sqMkmd0K@
zjCNVh(g9RqQygOO(+ur5(W}a~Pp4TiP^<k&IL~q@fQPvra$9Q^gr|Y&y$kc&2yVCT
zmsvmes*I6PRT1vGSMSxuUa%erC&R=Ul5einHgCnXrA(*Bxl+Ld1EX*+im)F?IDsE~
zx|oS|*}oG*R7uTBTB5_RxN5qQfU4o*rpCsex5m6l3NLP7rE7ub_f;-uzcXmMRNR3;
z<q2dR-nOg)riasC+cFYm)Mg4dZkG=zi5*$^101&bTNF2OF%s-4mT(}DL)#<QaPVeJ
zo>ab~tgkHI5+3|fUkA|osXIzMbIGuFK*$0Pm(m1x<KuLX(pqZd?4UcQe6t|ObY3jq
z>Q5#PhxdxV`VrW1K^S}Q_L<#DE<1@T43S^}L~mKouZG}b$H&<h2|kK!sVJydMQ}`a
zxBTAD*KL+H%#$mFwL`p~Mz)cm$8J{?JE?{D&eN+DpSZ~FcGPbbye*C+?!cZ(X$I5)
ze0b&GtD{Xbyu6-0nYL+Ua<j_QzTfuYb4}%zw;hwLXm33*^btX(aOZGhbX{FH)Y*T!
zTIMs22AxKJ^ZFCj(lyOqhVFr-P6{RqwKt1-Jkf&kqeGlYS8Ijo@(LY0zF9gtdNrwN
zY<X3|(l&;PKd8Gre}=5?_%Z>s>tXy=#?cnQcBM;GHfX<bUpF|B&Rl}RBh+j?H?AZf
zAdt%Mh|eX40EYO&03*!8@~(O*IyR%9sbS;#iTJG7`mg`IIwENzmrUoz18s2ubRbqK
zn1Q*j`WR|16Cj`bFt{eJ8}8jT6^p<fmU3*oxzhZa{BHi|M<_rRr~L-IEMu)>5M$Jr
z@{<ZbCm=uksaoU7p-Zx76ky=Qqhr<wO~R|0O*eoPw0wNgC<uB$Es#6Xd;h<l;2py1
zWPj~LQZyOPuwDEK)eE}Ia4v?Z6~y|i{)YJbDLx(WKa@IP`vWFG1@)`(;d+ONSSBof
zvmm3<IL+)v^AhXwX|yi$E^>&nzvhS}8K9uMPIj={(AXnms!zfaY**R}-pj%NuAdIE
zG|5IFL<&)znYYV>te1F^p}82>eG!oKr_ItT6Qtth$x^RUj!Ysvj|6ZJ1serqbTo;s
zwkSn3z#xqyt(%*9QyA~PS$5dLSU?P`A%GGZerb8P&La@>={XT745Do|cg#q4HWr%9
z)N}tz7t#qSQygw!-CS5f>c*G_vUIRJLc8zj7tz<n!<o|QxWJo`nD|HZ)U5gSK1hN_
z8(Qj8GcUM?|F)3hDt?(unNf*_=8jdlK<%QiCHF=_Js@CBK10Bon87u(Y!pqxSjLw>
z)&ud0H`yWXr#WUF*1ZMlk?w=64=j|$pMFvvl8SSOzkN9NVMNLfjaLP*pO3T_sg|y8
z{Sa|FDPU9}e?|E!1u0+^K7O9<1w;XNO0&8Ch7WeLveZPTz=t>dm2NhvQd#HRgi7*V
z+1D7VRZhgcg{FvC=T<MfSHXN`Wfw$k4xz1$4*X3Bl5Q_h*M+S{YGN>5l=>lDI1^ep
z0aK~h!=4hycEqH;zg&^hD4OTH<)FC!&dlNm;xGBnkZu4^M`z}3#9HX{{rmUx^Yhu0
z+2uE{bKhV3(5>gga@P_*AF_SWYowMV$VWOO<jW$b7jUCbTD1U1&Ck!D5RhEZ!8we!
zg2%R}NyC@wJ=<hgSkP}%4`_!9G1w`J(|$7-)u5Pk7A-BLCxUzrYT4b>x)?DYkO>^T
z#MWw(8Het1H?#@9**|*T`b?l@5HAkBsUW)NMRysZ7S*N?uQ&bk#66A?;JYW6MbVX6
z9zpNa9lP=-c(3(LPFg5Enr3b})Ek)5uAIiLJmu`qlO<W<O&?LMr4W5!h_yt~(fiDY
zsa86<$aQE=Yn6x%(8Yj2CV$j7yk=C=a&n=AD|(4tn@lP9wlJDkyP7+YsA;p-6ZM^c
zNR9XirQX<gNSjs%mCGs!M2vd@B+Wzhhy?7;xWKSPKY0q5zhr+`*)VmD_H6gUG->Pm
z!)z!_kLzws9syKTTCFhKudl{tVn}<o<~Ca*g=NosdAT3ofy(p2jo*c{7_?<N`CISN
z&O36S>VRQNf|Ix79<H2{q()JTeFFNi&+c^#yckCNyDyHQ)dU;Aza)YKh@%Q%?dK_|
zpl15t;wicjsRwrWY<z}u09zQ#2z+AW=ZjDG9mKb4$vZY~5IuU-xl5Q4Fe{#Wsfhe%
z9Sv1!Q;G>OUN-3W^OU}`2F0n<fZg^NYRa0P<0VQ(xE*{ml01Jz`X7oU<sw-2DocT@
z#IZqv9|f57)?J;xK;6Pa+IrEUmh=n#WHRf4n8;b0fufJ_AyZB|<0PzaNz-@mPtAM}
zOkc+tbV19sx=_qq{kbtlg~p2K<fD7n-@=D2Hy7u&ByPhBb!f~Zh7P1yU@xR^&oE?6
zgA1Az5_rfho0=J|Xc$HEk_h&`d)2puFVMZw*y@>rSiJ0@2KD%qV83MXcKKLYb<7g&
z>C*jmW%Sn0r!Q4Yc1#s#V<U5ctNUVYgMtSGuk3>P1HI9&O9&~*`LXe8#l7QZ8^Tn~
z&&apmESPBma3^8+0=;V|+mXKp+z2f6p*u<=1#VDOy|wa5*b$Ls(k?VZx?%h!wN|9M
zvFXT>5H2*qVsF9A?c$cX^3_Mh&Y4_FVnj-qe$rZLQ`z}vHBd4opXTo_JUg#Xi~ZG}
z^OAM^-2ISykzt*iOKw-EHYWp04F;q{Xp_+hSkb)b!T8gk<_G>9Mau<cmBI-&3J$&B
z@=@GtJo9tXt*nyzl9#e?U3x2?*<5ELpN}m$Yv`24aR0M?*cSqkqyi!ml8#-6RR7tH
zn~T(K6KeG70MOR&t<x;7$t^h&u(@fNv=%Jk#?y1QS(cTm*q5!&@JYc!HG!NwSqaCq
z2#(5@Jo_U#qn=C=g?1s5uruFg!QFZ~Li$hZufW(r*u`pfKx=;Uv6*23Y{OJ(NAo-s
zWi`M;vG7$)8p}7YP{UY6kUqy%0irK$!zoax>tj&USXc=*mpF)bk&YD%{ZLos(pV)d
z10LQ5W-$Q`o#cZMvHyLsozX8w6k=cIyU|r&&prXU{b@yBWsvBs@W9fsDA0+1+~H?J
z32s%#>~4FGeL@jW5BLSQBVV^{17O$tG6)4(O4eod6dB`vw4EJJ$ATmLWH<drq4Ty_
ztC9V}q*Z;|t7SGq3YONC_3e@Ar5^~*>ndUJ2L@*H?WRw&hi1u925RhuoiZr30i|bH
z?&mcwZDFsQDJU#!%eeB-R@FUzZgB69<j{;E?VrM+2OR22)hC~pjrL1YMad#gCQfcK
z7{`X%3`n|_G==7lLbz!dzrQ3bonNoFDa$mKSg&|Z9*D<vBaD-MxRpG`x4Zfg_MF(h
z!g)H%=srXGCPbwo_x?<g=v68H5K2fy1YMj-%=Kjs{Ssubhq(=iH*v9igC-UHnSl~#
zsa6871tX~-502`N<GpW3T~EeGWzM41u!cv*J!N)bBT!oPA@H&9vJ*InP1f<~e6{uL
zY?l8su7=$sZknWKpfC?UT^xf-H4N&7OeEPG&{^Vuj409$AobhZ9a3}_%K;(KH%CH}
z^ZfCb=|>gtTL4F691|ZK=0W$BcqeZ{4%R?CXw0;O>gi$SN4Bnt3TYSEKaZbvi_0s3
zqt*`HpsRX}wge`#Yu~)jReFN6k3B;{H~l>9X&@Yxi!_5{+~Y^3&!g%rg6kzcy~Ip>
z^-^llv)Bz#GWfBDmT9imlw}D<xP2W42Z3G3q{9DfI9JB%OO0*)!t+ZOcWc3nvSlD7
z#a%JqKoKjSDGoTo&$U%pM{D8(EOeBRmA_*IL5`X@r!<Uzf2)74w=+FwYxtFpn#q@x
z)8hFP;&AT&lDKD!7O1ih2Qcp$Sg~{PXd{minS&E>LKjjz5ogrsF@Qo>%red$MQ}rI
zVNz8lE%;y>ohJXz`=U>VU>33qbx9M!l`4GHv6XYv`vN1><*&$PN{g1-nPv)SAdNYR
zj2UCSe~b%f3!SWTak>%Q-tluZsxJ?7Efk|XA*j+a??>RGK5Dv}zJ0ML<#4JO);)*$
z-em;&?Ko9*%jW;o%%}KZ`m?znMS9|y49Wgh)?)>KJY_Fel5TKe!o|i@|Cx&EpUZmd
zj&}{;7PsthCa3vlH>P1(u@Kom*paZ!j#nY@7~$NLQe#|HIaY_CsvO^G0ct7Zjve^v
z$g!i|aD-|+gPr7?{uTJ?fjjixWry8w4AugK<|ij7GACb65A95?Cx9C1V{&d}{pJ)w
zc4ReXpr4xi>RoLFAFY+{Fpk~x%9OGH6bLUD!kDvZc(}O@zd#vQZOq5Z^pY%Z1Td$y
zhEz=hVsXV?Y)>S4(bd|OwKWm~0?jIYSD6rsQ!#Zv2muNok}di3@kS3|AcOwqZv?ny
zNXiR<iwES|vJrWoiH77Q*|ObM_8f<4WA<%fl=Q{)UD?q|K3uA?pZtbCy}^ibAmr1d
zen~GR9gLrnB!O-Fz}EP#EVPz1U`oSnNJ>in!ajy4G->$smL?$Ex&}OafO`O))_{W!
zN$IYQ{p)!^;`chV+jQeZ3i+~}nbfkbJ7xFe%2QAgr66B#uamWP56CkgqAkRhkS8M&
z{=y{uAC<t$X2xPkHq-ZZJx$H`cf8$;)m|&8=W?02{y+xB;Jg@?(sz@;4bpvZ1zAO4
zLH#LCoelx%5ODf_Y^}Y>uCFF<@93!0&b*91`Krdg!66ILgJ7{oXy0vhk9EFH7T*BH
z-n`Uhqh6I34flY*L3aU=<d57M_!DGU>w#e9I`F0FQZA^PPOF1YXmX#HD|{iq{+1<z
zr*ypW*7-8;n@wSG9%z^!o<%kw@q{#(*bXFCliau9t1zeo#EKI=_nia{cLEjf&NM^w
z5y!zhg5H~=lufl46`p8BG~|}l5ASA88_1%wcs$Y-Acx*58hj-*Z^f-@Qg5C0p8fZ9
z#DC-9KAdB@g?L4xaeakHh_VywEw?A18LCC0Q1zyX1KS(QiL1m(Xt$|-%R2{Q9o`p?
znPEw0%Mard>8rkGMWA7H$PwU6GB9&E!jEXJ5@vmA$Rm^Y8I*R7?5Ufw<N_9#Y|YWN
zz>in_N2ErjRIF1@%pbokKB<4G@{Z^8Z~*~8D_mKq48htJWI$MYQoEu?WZ3oE(99G=
zpc^mv;wtr)@07pg-FKndZN8B7avE3ap*=n^z5{biQ`o^OJ)H7yo}*bDmH^8hAzif0
zDNUq@i437NJCeg{>^Q$TFq0mC^jS5tDhJj5Ge+{vkY<FZnD;M`+~^sxn=UDX$^F(;
z%(RG1MY@WB#ip3|=qbx3eZmJXlTs^sPd7zpci5~g8A>Oud&?|5q<FmG@3UzX?tH-6
z6Z3TP=hUMXiMk|ZE+=bh07NCg&~i4^UCQxj!1W8UpI1BZEhX_$3yBO&K-25~<*n@x
z4~b(ezkSE`yTDJ|TXP?q3?+Aoi?=k-V<K)ABuP-^`7LU(ACk$d>$B=g{u#)jvav|x
zJ$|*xANW>~;J)9)47a?Yn}IN$_Y*$7b=B1mCB+JO@veVnntuAy)Rq=o88N_(RmJr1
z$t~`LwUL=3=?at-Uyio?n)1=J9c!gfx0F!5-JPt1l6mOSQv!pH_e`zF00%f(9lRiB
zv^TmVz*ci#P87J(jwq|hK_y0TCY^@=nd{XX4kszrKCw$L(0%snH@&>gs5WaB&X!K&
zzh)I}sY~n7S%5u$ype^ujM;fqDr-9BEG;)HJ!a+@>woA#6O+rBY|HsBxT^|hRYehR
zuA0hGF`wK0`=q=)3KKupk(~z~mv{0Fr?=XKW=U=|F*eux3b=X_Y}8>eesI&>X*?PJ
zNt~rwF!=XunhBuLk-#i3%(EX4iAHyu3bv4TxQ_U)P3O;`B4$Scr^HRuO>`?NpLgKW
z4ilr5In74a58$I`RR&V)Z)?Ymt=O$=al(@<(mbLb1wPW-_6xK<ZEyLs+Kdk>K-zK!
z3-!IqWo&PuRSiCZ^xXSBbM_I4o!NK(PjgT}|7*W-UzU)N=Lu-|8hyEJnt-Xizj~Rg
znK&tWJ#g%q7#1k(%{5;Dv=|`v8^AVuefuhM{oZkZx|Qout_J{-(E<sGGZ2Mm*k_mh
z&v?0*HDB4N4$(~bxRvK5PE#{m6*w(`Og{A!8r_*)JJ!yN0fCGCS9W?h-4hz1ngBoW
zjkH{|tKQ<M+HK;QcQ8(P2TriJ(pKTDJnQQ^deq-LfWvIgmvv<OMbTam=h<(VT;Cw!
zPd{)+I#}JrHGr6gVhWnY$b0uQCV%lEOGA~YwAaZyghy1fhQW^6y91q2d$*FE+2<-Y
z&$WTGb&cy`?`sEbfARNA5-(34&>gc^boJ4Q?b;-Wh%$@Z*8!;FtDWt|VJ2p8&)&7)
zc-j$QD0DRk@jqkapE`hA+2qz5;azy}+9#Sa-H_LmrA(lwRMS%LFTN#alQ|VWPRLj6
z(4}PlJK|6~;j;BH>m&d2{nvef^Irv%01*OZQK817uOy=V03=`SEGX%aAvOi?Oz`<3
zm-l_%BVp#5-Y36M=D#A*(jm8dOZe9e&WIiBC6^nZWk2|BZVl)kn0z&mn)#m~<Uy~W
zsnz~x-(|z|Tx)qpTq&qUpFDQN?9GwI!V}#Ocv>`Qt$~?gtHUACPlGC=JiCsoges=(
z^*cCWHr<JgES}y{d#7>wfHcGs3^F9o!45kcL5GE#tUr(d2*CQf)>97pksViePeNk?
zK=5!quSstT7XB&v=`8V%WwWfmhTvE212leuHC}|jaV{Fml-)ttj;^Ah@`*M&nXjnV
zPlpHgg3ZBo_fbHb{<*hxs}R5tT9Jio@`M6imEc8Fd)l|6FP3;PHB5|@(7JmZL9xGM
zHUxq9jDYWH1HLGk3)Pec<3i~&wVhk7dOJNM!zTk|?OKC}W}*n6r`o!-loa(ywGa?<
zl$X@gZIjVU#CqKZ*Vc>kcJ-)4T1Ri~E+Ln|RJhB7_P=j10Nh}aKBKkD(C<$q%3t^u
zi9$0=zLT7i;JuUZdhr}Wcmr|ssZ@B*?fKZd6^kFus{QL|=$b9%Q7dt>OK4B;4SC|U
z8L}-TYIX~;D%HgRDBqRGYP|!nei=qzZr%TsoOU1hG}>XTLn1%FAy;KBC_`N~Lz;nr
zez-rpk}+fr-M<_t+p|Vu5O^@o>`*Vpr@H{fI)lYNY;6A>=zyt8P)*!5n|75_|Ef!_
z$6x_C1f9PC>3tS+1$K>{Dlk-foq84iVhFDS5ca?7qW>Yf{KfQNI~tOio~_k#$~>X`
z3Lzm;Jhud-qJ@NuXsp?MPcg+yXS)~UPw6t8D(Zx?;xA7cB=dIvHi<({#2y|KiTPdt
zr=aP@+sP<#HQDmIZ~9H&KSwuFv0*$#L}-H9G~kr?g5?05^?KcLe<-*wMKHJ$O&kZK
zz4?}oih=uV2C4d=z%pm+&-#mVvk~_AzC^2WA-ABeA-3*QZXN&M1YAcKKj_W#3V2bp
zq7j=ZRmX4pn*4?Vj?^nupj*|ldV}*^_cl^0akBDYn1bZdV~kkTCe0J{s0OP_Y_xWM
zSN*>CV4$D#P0#?<03>H4rKjucu9NzqH|p;skqNYR&4MZe4{?1_TRFRz+l^4in@~CN
zXNfWB4y<=4pbin+vTbXup%!dB0)^m5G-e@&62hmpDT!0xAoyn7(@T%4geX9oV)X#f
z{l3FxglW@4!vptsu}5zLq}%)}&PyKQPxN&uOYj-N7jnA{UFXtq3b)o^5iH+J{wsQ1
z&%6%ku6gUeCNk0yMF^%mmd0X8g6{o$80ik^bwDP34BqvQ>qz8l9*q5e69gm}!-dk-
z_HcM~_RGqB6KLYMvqtbEKM;>>z;8bavLzW6{q{=F?v8b3jMT~e#Uex6^a|_NsQ;Il
z{rj@^qe5zOIZQ{fD39CxuApC;9gTNaF!FUq`zr`sPL39RZSvc1TIc9Bq$uFHJslbG
ze4zyPGmUDu9khW-;w_qAtb@jvI^7j=sU?7Ugl76BJAexASyDZAX~Rx^^xG}Xpjcj=
zR$o>Fy`(EE{pjR0NRsZ|z7<*bO72xpid{P8ejJV7=T+~^O2qe+jPV~G0d5lp|E7Z*
z@5Q_^ommAJe$y{1O2pRu*JQWQ4oH_UVh8?I`Jd9D41gJ^qeXD7Hb##}tN^-|7-@Zb
z#IdXX)Q5dE;EFu*Xb-Kq93|yiuD>LY$hTV7>FL#rXVU64{MNq)X`Ih$HaxT~TOH%9
z+FWnAa|86^S}1Vs8Gm(xzg_=NBX=FNHNh>OSmmJ0MEz$7`}JSrn^*BlN&8=enb+kB
zaF5@^q*u55uRxRc1%CU|w{ejqLqiUd+zjj-TBcRYd-sMAXZJ7I=mu|hby_L(@l(Ja
zyT#$zIjthX#|bhpp3>RNvoB$*`-KDG?R7*EGt>K>;|*g(2lbW<If@YHD=T)?83v~Z
z78l!V-DjcA9N$e3NLvltn6U3`o9Ti3{q-I1B|%RKc;!K<9so#qn4)+4_p6qH#{Qkd
z^H;1+EL8^55qFY+^Y*WpbR6v2(SVD0bmg4YTK4#BiBD<J-YbEwfc9(aMj)m~rDeNT
z1DYh`U3NbCt3^Ld0e^}Axw%epV)({{nekZ_998%$TLzg;B+Za&m^HtjEG~!^kX`;R
zw!QGo^fH4~6Q}xR@nQEnkZ5ex(EQ1}3~2=y1*@}kNX)9S;y*?Jzz(EW(S=?INY)>M
zFo5&_0lMY)ls-_}T}k*R-|j~#Z0&6tYY*z-cV9I6Wai<Ky-oRX-s#0n8Qn~ZGblG3
zG`zC@$STRSHN!Z$RvrW@yQEux8$<xQ^n|j&|M8`cPhz#~Ud|`He5O?e9k2(p?fU>G
zKjD2Gl2CuAAVarRb+%x73WU%5o`3%a547|u3C4F`ifa<o!WYZN0R1-6#g>r3jH0{d
z&+|kR`0{Ul7n^l&pZp8I%RBpsG*%wxJsT<pM*}Hsrj}F?2>I`AY>cpKef~``-z?)2
zR=JZBPCLCt`<+O}?W?1+k!y%ccSL~!`sof|@?#OxE}9>+R(`_kE>I2VI^)~0&oyf5
z(2dxzi9mc*kVHiN5rla~>iADBQ3xDzpm$AlUhTBM$B2Iw*WK<6H$E#MgHi!5^N-nq
znZ~QpVQnA4u`b&@7~nOmCxPUk$A$mr-1{#F%r*vpchv4f5qswEIaf#Kud__Sa`rFG
zU-lM5^i8N`ano~>VTK7_@%3rtQ4G#WdD-A+A^fjejsv36iyb{Z_>D0bc)e8RoAF4h
zKd{d|ct7hP&pwHU$I<1-nN^`Zw;ypL<pGfX|Lsx))olz|Q-dPjyQYeRF>Z}Q6a7k(
z-oCCdvyXF*O!UrxE6snsbfuV*ySVDHTNfic4YsXEuUWpmeAug4b)MW=SrssL-_GHU
zg0&$>Mje><NTKHg6cizD`ilpMS5nWna(X7$_d8Jl_`^Ta*`V9T-|%wdrFg~MGyp(7
zSM^rM*4-<?%K65WT9KV_`dypo=Cqi&!>+4rYFUta`~wYT8kZ#F`a!Wqe_``}q+ctw
z_4YmBnSTzp=z;vBv$YUZ`U+RVIwQcT^vqPrai2dH``bUCbR(h3UJN*Cq2PV{A|WFU
z0O96QA28taPZLsRK18IC-3;Sr0T9nC|9(kKo>`(zb@2DSx-Z4J90xN-K$+|_@9}L!
z>PEL`%p#yLvASP0rn5E$yGp)M`E*uxX!&X%QAJIJN^<GG4bd~q>q^djYVZvM6P6w(
zTw9N(6B6T}eTA6!spexlZB;Wp{Zrq6gsU>8_cY%U|9xx&E}!g#+$`<|$>6PF+AShe
znCdO~TdvvP9<L!iyQuDdXCsYH#p;=|vHS?k;^4_6l?He2lqOm#nNp<34%nt*s0mMs
zs@cd4E3|PAJd*w~V%Me2S9{~lW%0a9!~3W=^AW`e(>Y&`NY5+mDiW41WdMwxduT{i
z9b=?Rn9p%ro1$s`om^K5OdQv@CzGeB)}0$s`};lsRndt4ato>BmFcN^9v&d1y3QzV
z!>wW{W+yUZHnK`#Gt;ZBeWQVy+q?Z!El-)5|3nC4wknZ-q#@{KSJIH9+dN8>_x<nS
zjzdd@7PF|KpUe7gVmMDEcUG6iNfB)rwM9(*SwQNq5G2=z2hPVg6%+VfO8#f0@gDeh
z81V~^86x|a(nGau>qJU$ASd&lHP?Hq?J>D38|Rli--et2fWID28Nzd)X3)t>nYtje
zFC-PsZ%8~cx^4kl!4Pw%^8+Nm|Cf-&LX0Dbqg_jXBh2;xZ{BW^c^JVhDuCVluk#HS
z*ncDtDvYh=%ZuB-ke&`Jx9{Kg?6CWw7@zpP{x6O(jAq{11@5#na9(NhoP45gALGEx
zp>M8;Pu0YhnBUPMA=wwRr-A6VTu+S6=$MJ?^t@%-1HfW9_*Ob6qneYX{p@iv2&f8o
zchKofgE}+Wx?fA+3ALqR6nNr`?ZAJ&!@0y>uTQb*gQWjD6eh%n);4s8;`9$rxl?w9
zQ=ZX{K5g3ze0>P{g3|#eyhIuDUA$iDpH}ZX=O<bTLZlf!H2zI7;=Nhs*)DP!&0vjW
zbFB;-Al)FS;37$=66)Ji7J<hn`@Sh@Ac}cdIdF>0Bim`VS*i9^nTF3d<EDGdRL;&j
zJ*%Z1GjGKp);GqJ!eal6ySEIgqv_g4iQs{R1PPL0!QI^@xU+G0cMlLW0TO&eaCbH&
zxVyW%1$Tlwd;=u6ywCG~Rj2BlKPQ=D&-C=PP4`;e*SdO5lK*MUMf&H&;Ndr+?k%&x
z(pmq1nUculL7e{rIJ>0U`~D>n2?jy@GeovznZ!4C_Y~tR%Jb<h&}yA^9|?vyDM9#5
z$HqnusixMl`i0nf*sVO6dmhBvN*bM!Y(xlQUBS2_iI#VXQ=h_fyW=$kO?N%EumgOA
z`~31;qqFFZiHDpqM+`GmFWL;PiYTf7H=%h1xZkM6TXU8XDFH7WS=C}V%E;ygj<l4#
z+F91`JZ;52(D1x)l%wvVgiudew+wTA;MpakJ5NmH-}m2za02j0vnS}K194``?0w0I
zR_!px!!Nm5Aea89JvbfccSM)PGJwt7Y-I<qV(1gz1D{jCxH26samt7&0;ka1_Bw=e
zXecl<V&sp4?znt{Nd)AfX31=Xk`wiR&zVqhMR1agcVJHyGtlEQTH`6%KHnU~&78RW
zPd49Sh+5~0mwZjC-Q-pbPqeRYq@-3SNIyuHT0EsVPiHW34T<gX<P(4?q&#!C%dykS
z5%A=|a9=JIfYfqjS`3(rhg~9xG1V$HB{IU=(_F=K&Rm_DqDjk!H%V**Z-cj{?_pV@
zabAiUq{_e6MX%VZl(d`Nass2&Wx%SDjyF4r)estX9GduO&u0=6e+Yh^{XXjZeZXSl
zH?GnrG-)zXi#Dkn*&UA8qpm8RhovMt37vC__|g1<=6$E^WkQH7GSWgxPn>R=f(QJs
z1>5zoMuA-#t)A`278hboJU{#IXnr1*Fshw2hFB`X=15)>9Y5S=hZ!taQ2bIDUt!#Y
z8s)LNs8NG(xKjx%-|7dk5PSR@dg*G2SJD+|V^Drj*?}utBU<#@pcwVak`T-+jW}#H
zbL0!#?`;5(q8YSp)HZf@R#>W?c4s>6-#&tB5CjaL2YG-2%F2*EWN5t{9E3cDe)wxx
z5Sop;ui(F~zgp;)E}849K1@xHFmYc>eK(U-jJ%Dyl0+DF63~4tbPC#i?wZ><mQ7vy
zPttdnO6)<6oJbt^E;x8~ZrVA;%y<!>A~LK`ekIZ~DjN2D@oNyz83#E6htD45@wA<!
z()-NEUO7JtK(%{MBak9{<p5C85@BBI9&m2sXe@e|fB%Y`{rU5!#2WB{5{Z@s4yUtG
z;yfjwGnm*<cadR_O0||H{CD?11kAd+^M?OMerz_{_9)n%3Jii)En%0JE0aEKoF&_u
z7KiQhH7z=DXtH1VZM%cd1TJZA4d5Xz(x!Fb{q7{3eB~wE3FQ>?4?kyvUJcH^I&2`D
zJ7cI-lMG({wdqslKXrh14w#Ta6vs+8<E@0KWvIn@lm>?M29YA(tCu`Egy^#YUWh)|
zbK`LVT^ji6%31F&VD<Xlr2&fFm1)FiUQAya<G1d&4~*`+Avr(aZ{_&O-~VAqqBJ)*
z{}m7DZx3Ylpy|NzEx$WYZm!CZjzVUY+Sm<FF+D@IFksKBPj*i@yj^04cgH(gl85e5
z>9B=fKM7bMJ07|RKqR6bFqKb&-0u@ZXP}HKMQg={m%M~x2EJ6~>*pqZA@ph<kow<V
z0nj&4s#I3>k&;({%Qs$O<%&W%Um)v}J0=rQG1M%!YL9Ez%tL@kOuX3k75h$zL~H`k
z-~-E%64<waSh)iDRA($s_WUV21@Z<qoM7~8QL{9@U;Mr+BH=mxlM6d)b@DLEa^jFL
zE@_yzJEH+KV^jPxc)N_Kr(CyNqsH{Iah0Phhpyu<1z5O!wH+TZq`*4F`5$Q3`Q$1N
z;}=4!)~QXFz98cHqkmic#@U1rvzGrTJ*lR9rS~n>0Du2)S7?+oSy+I3!d_BtF0-kC
z?e>Ur@WvBCBqTxD%ru=q_t`VJzmWE|qTfh+7xRGaH39k^6}=eaj*2c}j{6ggd0WV(
zWu6ruf+mlcLC3YSb-OXMmDe$At;8%|B)UP4L#IWPcHGVZvnL6gwfEe?eN<)(G~?$v
z@Q2)PYw5GM^Ej7%l8qA$P6F8}p^#!YOw^;ZTR+Dg5zQTI&S*1&z?EIf>0@U=b@^kp
zPPp%2KMq}B|Hsgm#W+z3j>#_Pp)&e^(9)AZYWsH_o1@dwm*n6C&cr2*oAI3OsjK<s
zYU4e@RETed__CaY<ki}}xp2AYU36q!6N<dxas<NKcIsksUB|{Lc!2OWi`=~qVlAdg
zEzZ|3tZLImb0$rlb--L%;w5^&{taB5X6>Ch1Kb(2%U-#(mlV>xl^*+h&0v?V1sMh9
ze)jkhFvq7rHO^~yojMvb{Nm!8`+iMN`ff_h`l5Ueks~`>QOH#HZV!%us3AszA7SQS
z+?(uKp`XbqZWPjTa~r>sz=8<@CdTDxQk~rf0b~oUrOO`ul3R6Q?mfug(C!zR0NpZf
z{%o$ohH%&g_y&c%HDGx5@H1JB8x)=Fx}(3iR^I`1v4~@)6wrdtbyKBL&^nj~Yz3H`
zDE?Q)XR8uECuH@r<v$2FfxsSDi#|S~tom^V&kJ}Wnz*`fNJmtSdKABrQgbR-KX%4b
z350u6?e0uvv(*PoN~z3Zcqk}LVVlofdiwhBh9@J5{)^6o{ePtM`gY!SYS?20ziWiI
zy3E?@JSO6qwuMay!3F&FIGDd0)l3K~8vgD^QA9)&O~m)DvLp(`RFGPPXyX+8@%;W(
zc2xw9d&iuQ^8-$(p9ean_FnOS-%mHc*M09V|Eun+Z~wpPzR46ux$1Qq9G4G*LNn&w
zZyEpAdSV_1<%^Zp!K8EVR1S(%5IoAm#Nx92HW(~jn|zEK(E*D#KxNQ5Iz2s%(|)D_
zxNY|GdgP%vdFPLf^I*V=0^?1|4vWn&n=D^&P%(wP6-{c_u+k@zCyfouzeb0_CF==f
zHa%x`U;nZ}{IQ0zm8simSyqhHf-ij%O^cXv#i{;bT}?EPdKWI1YTZ(C%B;DL73<uQ
z8f>3Po^@4RW8RI+NPV-gmrc6;tgalvyq`(qO$@@*O#f=t<GNQ8%rea4J8Ib#WFI0n
z8UqYUF!!FSDc|#(4b)rJENSflV<Rdo1Q5)C#^!v`a&5;&*KVDT<Ry;(1H%+FZ)vIP
z{Wq6J-)+y^Ka7~pYjFO=?!PUR_<z=keSirk!=YP>=3!I*(YEsaM>e*W^XcLTg-&xj
zWGpRKr@YQV98LFuF&VWw0-p9CXFs~CKnaJC4(Kj}jWq;SSIR1#d&?|kG&e2&ALZ5n
zYNNX=ex&lc4{#dI1;xv8&(t7#=3fA~EdS)kZES#Zx6cvz-ck#n#%kZX+^_cpidU@D
zTWqMOjNtSe2u4&RO2WA)fbz41H$bESD7RqRKmn!Kz|=3Mj~LKOP@qeVdXEGxf!GfN
zT@{-D@QZ2cU$CG<3-ysn_RuZ36BhC%?s5)*Pvh^gA~0NFVKp#4>b=u^cuxS%{(fG2
zVq&7ink-;30(LMw6txNXuFzu0r?j-R``pseKzn3kU&}2`EZ+=02f(V|8?IjRNd}qU
zz!n2@Eaj1_@M65V{lt=cAeJWai@If5a0}g3*teUqW;bTa-r_Z?+3#yU%sg3MQQ}^Z
zilxlgIFlCQ->h1r{#w)Nh5kiY(VWxY3UhzsLNNxax8XK46%ROwX?43vm|Y<XvfGgw
z*PA|Jx$4h;5j%QQ=q2*SEkgk-A&mZ)QtDD5QOs+RmN*hWzzVG^un2m`V$-FvCA-WF
z{~vr-o5~|TVUh3Pm_pFYxvEgWeya<33p}Sf@OGX8khW)n`(!HU_`@y=LPceNS#%h`
z43C3@fBmMKnmbZoK5W3sGk-!gPN)kQm8BTbbbie&w!f^NXSmUFtDBHw!==bX7t?d?
z8owQ`99Igf{#jrf^;kY_JT{4-y>p#8=Kv*>TTQ@htG>>|$kw&Z^Y(;h{_X5-hq-g{
zS77H+$Pt403HY4n?G4MM>O1<LJ>1~8?)fD@nMtPa*{|>9mZlN1;!EEOSq_hP8(;4S
zH@XcsZd?jzXfcgc8A!j>_jXn@p~)IDytiz8mSqS(a{Mf@253dOJ`uQ9Rhtw52^j+Y
zZBD|3A2FrSWC7a;-qfk`XB0)W+g&x?vV%3^Zr$!M>d+03`G2koH;a~o-cff%_V2Wt
zsKn`uX{`*{+3i!KP!U}iQpad4pQ)1T#oy>GRI9Gdbw8@?{ppVTwzs&}MhS-?A|F_F
z$1~vy8Oo!CNkgsvWw}DwefA8tj6k?ozqb~jK0zLkwQSe;sAjEx^vN`AYWo%dChyp~
zl-?V*n*mbG0o?u)yTZzr0+`-$5XeYMV4Ya_VcnQ|`6m7ba@vGUZmJj-`wcK=1*#y-
z-kZAmt-`3205qLm)WvpVLuTIH9Nyv=B#S78Bzf18$S6*~P5<&!IWk7Hd)MBtPp5At
z-*>C}*yQX33++DkV1mk=zcg=47OaHV1jrKid!=+gcP+e{D8qL!E2@_JtG27XO~Apw
zzRaQK=`QqfQA@h{9T;!NBE<e*)|5o;W`aXCKVlO%^)T}Q%h`)*I&`EJ<;zBQ#hg|{
zlOM5^C_BeJB-BdWeuDDwmwngnL?L4#^oSDz=hyt6+_eo&!sD`y(nCTdvpgSujrIw7
zUc|7B2-jG(-`VJynTXWFsEjn;hfTaY;|Q)T+k$uU;__S>bN?Eh^;DZY72Gg;q3$H_
zoQ`>Kid>XAq<x(RY!4k~117Dgi^r~`3jT=31iAX=E3R~4;kO~1clNZOqw1*>HU}OA
zS!a6{n!Qp1ZWM|D5ZN>vTJ6^1Qbd-N>rNMz<_1k%6P;_^39XnTWTIqKP4Z{k89N40
zo$AjwN+;I0HiNlp{0xKU$n^y56f>@ofj82`dUEIWnrp5HJ-+IOL?=iO&>`~A58hX{
zWA><hnQ(s;dB(x{N5+>qPlGGPVpj_Rrv$)ukaxCAZAeTON8Zk`$WT!0+Q1iiZ4O*v
z@~G~Y`YNUGbSUl(cW4M4{MaX-w6xGxUJrWg&)d|-)`kC~IXYB#h^W>o@B$qK#k5VH
zYX1{*96`!}*Sy=W)>F_K)xUtHI!GPYbPV`_iTmKnb<{pjdK<T*Fhddj!}m&>k!K@!
zE2=wZhOhk&l9Yv8d$k;0oSA0L+`33eF6SVIry*!Aw7dIG1Q7RvBQ*sPKaX7*?z=ra
z;A_V;w-K7ISM2F^neDw31D1rl?P#pkf7v$ZUp$jQ*1Eo(t{$If&E@#A<T-3?F&VZ4
zN8<f5BN&UxZ{P^}QEs;P=Z^^4d?*(0@St-8gAmfui1-vgtK#!Nk~J2GZ+t4)LWS>D
z+dpS$<tVbP{*n3Gr9I!VcB^-CvO9+D@Os_l$H}%U33ft^i{aWq7q!{qbIDH!`7`M;
zp0-_8haDT08D`!IY_`!%$0M6Y>ZG37Lr2~Idm!|~VkfmQA5+hrYVpIE{+s<4bhF{c
z!`$M?c~i)3`tX{a!Ttd8*6Laa(JFNpNr^J|q2aLBccbNYwVCVDXsfXHxWl}<@jzVZ
z8%N!>`q+?MHH~32Y0GlQjIH{OUpy1%cDtJz>=Ln)cE5Ip{rs$!cf?7w<}4*^3(i8C
ztV?R=5flwNj42?wqq$vDLM~D=eN@m;4x8N#Q0_nI#|6|}*mP&>7tOu9-SRuSOW&`}
zPXj_Yrc`fiVk&0mbT3K6MqO?T)Z04AGgoeL9orFmJiU84Y@St&3Yv~~8!aokf^J`5
z?t!@7M%7<vskt6>#F{Z%R_pEASwSvp#j4A>oywU`RNMR4x^5TWdw7mZ7sg?|iK#eg
zo5sEAzWjRJGpQ@-$>VcwvXyDuT+(Neah#MkMOg5`Nq<(k*$Q-xyPX4JtQY?zYKQyQ
zLw^nF0MX?#&hvPi0|B;7=bJHw2d|omklLdch9zJ$nny2GDW6__EE@t*M^|sgvUgRU
zKuM%Kd$=zI`)5F)*3l6k@gze^GMxQ$NYR6;jL@MjgjXCx3mP;`TKX+oKau>pu#QrA
zW>og%;%CE?sX*KT5Gbv}i7rNBGf^IDJx+l<qi7v*k)?ZX3IX5u1&?ppkl22o@gVQ4
zB@`69OwCUP#&1p?vpYGEo<S8j{1(_0NQuF8S(hq@vJ(!}$1;7kOy}|(dv=JMVeQ1M
zyBZ36hzCG0Gp>$Ac2Se%aU+WB-Aq)0S`Szp6-s@?sn@y!0an>pl*<+dQs+`(vQp)+
zFZ4G_#$lb-o>@Rc^$4itfbs$a`3;cz_O+oNlfOe`2iPg!K9v#Rw9C${ydKc2eB>Ly
zNc1A@QGGVt!xJ{5Nbt?MIJ|H<TCkMs80J|JsE;nj6x7FgnC-ehJ|=o1;Q8viWH?iW
z8PgW3&U^+YZL2Ae5rblt<Jpi#t^#b{Y|=SIIemJ}S%ztfhwS9CJkU)eUnxU9^;)FL
z@TI(dHUTdHKnI5dAS?%m4nb?019-e=BYOoek#6X;sUIFH^1j%}CP?bvO4NcfPRkRD
zIl`JfoW?CdgQ9(Ik)c>6Y(urj8oYZB{gJp;SJnnTDtC~p-u-v7s*0wI`xRYP+~`3u
zHcz3U7&=~x?tcck#8y`fb9MiT1xl;4lXFEHXM|aREuxg08GgyMzbpGYhbPBoSlz3S
z=D$M?<mKh+HXH}44T7K=I7`5NBhuOdt-3(2r&o{R$c~>hq?QgV+V}7A0#4lTBjk>n
z(#I&!P{!Lo*FFnuO?6eITN)#`0NU|@ksl79TXY&4VC3bJg99%#2-Aq)A|N;P1Fxiz
zeBXH{eRxx80_Y;?-H5&~_)9*O4FwhKVqvauQ$qP?<Xz^z_Cyk}vLNDd@_NDl`D6g(
zIx<T4v#HENKBN>1sD^K+KK&*lk<L}6!`zhE`Ih+aL^#@Qs-|c~-n~?xeBFT8Q6zL7
z$*%MoS?+iY)JLsJ?E4~>s{~xPzL^|kyi*ZGYmN`~I<r7Z0bW`$=5PvxPU9{PhcD=6
zOmV%a!-0R-56z(bJ63Eps63nG6<2G@z*cqFG(e}{Nr4>6Dq$cx5WR$73V97nE0ZCY
zGo4o7<f!6cWw8QGx?zDtMt4L{3nYk}b55bEh`PU;Gf(e4Ch;xLU#Ui0yjAD+T>M4o
zbZy>zbk@;Qg{0=;vB&+D;Z@GyP0Wi$|FR(`IpxKD=kn?22jRbPz>kuhf|s0?M_zmW
zSS(|;@;l>1#0b8&ohiys_{2ljr=?8U#&fY%*Ne5*Zb31{gU&xQ0D?(Tr*?8!>Znp6
zZ(V7EvIpfT3~iKrBKlGi_W}fFD}WdNfa{h;w4=QgAP$LG#Xz6q`F>i4D;e^>t#HzQ
zI&n=}0X-@S-Gr9D&T@5CW13kqBt)={W#(dFFbLBBgSeo6<>z>DFHK>+>~*_H@t)CA
zQ-Hvw<CXqwY}k)ddTdx8NIwj|53+>;FCco$djpJj8ff_}9u0_y1y)=CvaT>GDPw3^
zs2+7{y9Rykw+ks90nM?w{cs4kTX2nGJYJ*OIX{2ZFWI@Yg-lryF~j_0qm&=Nc;5X=
zz{MO_nVfjc=WBn=hYN+8s;h&2lKxQ=l`)a)uQNtv+?t7B1>&MSju-Zo4Q`4tjH0SW
zgD^@wE#JLMfjo=+ly{V$O=XV`WhuR3p!4#8;)N}Z+u~t9q!g_0@WWx~NvWvS81YK(
z-Y9un^X|KH`5q94-DuI}*~HM2ABy-FM((w*nbCU?>7x9A3+&2%bN6jSD+^{#<r|J4
zQ)Zr7*LH;X@D>IGoa&R#(9>lbl)S8+6MH|htevvh3N45<H1YIVCs#n>L+4|nmSF+o
z#2I3TrLnX-QnnmIxy(7oHcNJ~T6JaIokhg6?Kwl0V@gbYZA_(;#_R<>s%d{x2ewgi
zra_MU%FA9l^}V8x|4^fsgLt(tQ8^}hI%e85k0>6Y>*r*~^b_A{$o7@2^Oe|eH?B3w
zXq|UJyk?^Phtm3m)$!6v=h6W~WOz(_V+sMhY3$iKq!dMRaJVEgwf!?+uP^qPdx`z-
zdE)P0Zf|`9#z<X{yJUy8E%D)4@F1Y>cX(piW5{rBwH<Gt#LbG5;KoJ9(jITGB^d@<
z@f6!Hb{-8YI)zV@DZG{DyxE6$J73WYQJ4|kr8BG!Mw7}KF63q(Jj;cYihf!$+Ol)L
z@S_qhbpN$8*>Z&uaO64XYBHaI{pYoPGIu+w@EJi1YF*y*-O+^Sb&eDx>R%fy)ShO(
zWKo}+>cWUA_I*Z`Rp+|4&sA=v$-{(&85f^8>Dq1;<!QC{oXfEvX?)zHUgxraWbS$-
z(TSw;ntx^g;D?&txW(+@5bS*Y)ySZc$NtiBT3Dt)&5S56ccq=-j`5O})a2nU=h=F2
z9J5rgurLYBT*cvF)|`mR?SO~~zZxcSyG@P8WCi#tL7lo?Q@-IDebnLkhx(}J`_7yS
z<+=6bfKWI*;>70*nPx2k#zd`e8NL48F4wF}aZA|_f69v~vxvu!i1a|hmc$YJ))DQ<
z`tZ$4<P^?k6u2b0zE8O<)dsn-eUDyF1){ImvVp~pZ7y5DBJcFO-<NrcWxR}|_&DE@
z9r=TdPys=xzE0RA5)eBshwXU>V<7H8ML2lZnX*)OX1EQa611=SX&E%{vkHmdhKQ4d
z--P$Ct<(b2+q_dmHdle%9#i{;zJBLfxGb@rq;UKf4or7?7=w2wr-+eg`l19@>6co2
zT0m3p7j`|!+*GAK7WXY1#P=<aj@sUcRlyWd3b4K?VE}4e%RmI^fhhsC{U@~v(7e2z
zwm#w(*}uj>!HKqT_`b%^En0bI`ciG4Q+-TM&a!V+Q#(IhgZ}*pc6qUk8dQlb2J%s)
zrHdH_klTmwGDOp<Ku0;XgYyscF(b9^PkD<43Gl_ANJ;IRJDmc$eZj5-?UocQHfhex
z-GPYk=vRs|WmKnr1*y#*FkH0XP6a+^3yzS=a<Jlk^qLiO!;jyK;_E5m!>nMRYVxDa
zo+sDm>h4Da86Hkb!DpKs4|@6~T#+K-G;^7SUHt18g7mfqS6!s5E$3dT4-*G3LN$(}
z-iYoM{UwqZ30qOR1}l99;+OE4DfChXCAR!s0}o0Q?TLt|4Gu|Czftj|1To>XNREP7
z;1_e6N~ig;+8vnJLT!;>C^5C@yY%xrKS$V*q)E3We-W(X8oZx@Y*?ucdVmdq2GT(W
zO8jiNu#Dh2fGj0r16LA5g=N4U-!qas)&9i74^W&gDM0ZsU9BjlLgWDD$FDlPG=&7{
z&)RapVD}-o6dUR(D)6W_=a?nb3mM?KkNe8ik9c{3DF9TP-VO}ZBVbku^*ZGL^@!4A
zmOybHV@0h2KVQBS*aG<TKmM&p-#$_I`RavWV5x6sZ)>1qad&2=Yl^_kghz{acY=q9
z$H+#@O8eIh`rkJ=Iq_&D3@nZ8jq#Y7fiStds5CM<_Vxz0mI^M`26%M$A^iMS&Uk9H
zKnyxsR(d=pW?GH=aAkRW18Y1+W+uk_OO=0LDwvp?SQ`B!85tcDOZ$IZOX}F$ng9vo
z(NZ(Au+XzG02u)P?=P4cfOM(Z=;>ML+3=Vc>8V-hXz78|hm7S6?5rGY^$hIr?y8_H
zt!rwaXMcb0%*==f96(+0xVeD?0XTj)3!cqG@$WJLs&Jo~o&_Gw-6Milc(Qm1|D_G@
zn&o#JGBEztfULhm|Ji_SK-fbA3Y(Y%4Twi0Y_4N(AZVaxrEl<$VmQa|a7u=3vsyY`
zBP78Z^SF1zz_`POi%Y@(`p5;4W|W+EbY-o=V<rVWJVXK`Nv9QO731)5Cr$^9<Dy8z
z3CP03FO&}ZhYN|%*z&teCLE;3q{${GAzMdsa^En{eoeO@ecHfSBEGtv#?7)K;ke#E
zt)8WaN}l%n)lScBpTm5_*57!pc2++70jo;=ZOZld#xzgD%|Ud?yhlu5z4ZJ|?Zn3E
zA&nMpXA4xtY|Z0i#1E9-6H;gOudbcuk?i?jUp=lFY~opF>#-#3T-~^Qez<d>tCie(
zbgg@{Vq|RXg=-$Ou(mU*<_j5Pzr0xVFg%03s(I4$lcV{EbR+H)pZL*F!)9$-iCRA-
zJsd#5r<piBu@{8#H7Xi8n8Xg8T^&T1*p3ak;c!2;8{FVEKx-$$ocJz4JOupJCuswF
zjNS>mTW17s&NPgo=ulIr_$pl)sFt^A2tlzX8nJ%a(%akO&%l6Q=62S7=9K@q@Ct<?
zODxFf;#hFM#Y^Jm_>w2q^X%sHZtAAjMZWw8;lst)U1Lpau@@vU$?Or_T<^^(5npWS
zC2D$CzqiO8A(pftKV1BfHD+R}p}((bEY@k>C&9^Ct<V_8M?t|~fUs^&Zw-UQM|}mI
z%xXajS3QRL^gD-5miXukS0h0YFC_m*-4SwunCYnKr#<l(2Ejka;xCSa6But7Y>UB=
z9n7e>qT268mZ&Q^k+3;Sq=I|?94+i9KHXEQs80EyAoLDu6EsZmwMLd*i4Whc4Zf_u
zi4(faCCsD0InBM)@7RKow1Y#+z^pM{yji5gFl;n~e6~ywSI&Gr#umlO279>H$gLhj
zRTBhqR@RQ1+lF12j#a|IUPcI|ua3li=V#!EsRq>*Pcr<-;DlRhZLX!Ajid?xBNSGt
zef(TM3f-^dBiBSMl_L+oc}Hs5SeCihF*Vq4cW2aSg_NLk1X;fHM1C=TYMppvkC)J#
z{L@aB2bC3yn^sZ%j4!TH;hIanlmVN9JDC^#m;P>pX7l%pq@C}9rnf>DWEbnA!_}A@
z&~5r01ygza7bm_!V)%g}2U?D@ip3u&&lzw_8ID)Q6Av@%7Er;zzOX<ay#<Lty@iC9
zgPeA@r#9!_WWH*b(-FoAdHOsB_Qm5oR&ojcdYD&hv3U&gatD3A0p_G1Q!nF#KLmY(
zOFaVdeDtL4566C*Uz9vcgY>wVweSpEf}FLa4MrKtL3kMbvm~Q{5_CYZwAp*pCpB(@
zO-u9(obV>kDjqjHDVzI*ssH7;w<FZ(yhl)D+AX6B|JC^yZ`yTL$0oJ|%A~+^{QAce
z9bS)l7NBtVDc%lcl|)vw)vj_cE7kZ)C2QW)^2k>l5_>>@JrZ!>rofG;@LAu(7Vg1b
zBl3y=68QQZ>6uJgS1$R6H?sJ04Co-E8W9I2G07UUwYVRO&STaf+48-r@9xEy!Q!tq
zIGL!6s4qD}epQXg2%METMm*)-Ag1zLU5OEV%-=BS_tNW<FzRr<*pY4``heArCCn_~
z=V$5g4hvl)dqa|dug?MnLlx!~PgL|bvH0j8wM`>QS9Q~3Quo8_z1}iZ53y`<U5LeF
zU+-<eZ)Oa~&WEzjcobeY$|CaY42}2^A+a+v?M8CQqifn4f1-Z;f)SK?yq)3<e0cGA
zDpKeWg2J^NS%Ty()Q=-2N8C-}3)_1Rg8WT*#2f4mYzl$UIo1Hp_u^-*4Dyy#lK2_E
z(z7$;9IvxR$n(lYs35++NXTyf(k<_241BJ_w~dpqLoy=;mv!1pHv=bauQS^vL5gbM
zL!|niIhey^|2)i?!p;2I|0|x)9r5D&mqWdl`k@zmy5jg;S2=FitGyON#d7U8&*G=K
zrQS_Zpll3{=cpf=|LC*hU3u+V|Kn(!#>H&EDv>(?A<n%;{4Ge`Mt0C**X;Fpi~TQz
zO0-;AQb+$|D_ffcV590UCK$1;^vUPe+=%%NW<DR=Rd{oghaU40Nj_55=iNZK5PuX|
zi7Fw9{VrqD2T2|6DGt9X$I#OsSOW%A70*7N$s6mz2_~b^FEO!*=!J(l7P!pVSv8et
zprwb;htj)o#K^p>ju_S<y{sI-MKmN7n~iAVj(T_bZ6LbPY|?CJflt=%N+>=-^`mSv
zb*{qhNs4}`)#`{sE#Z)X>6Hh_5TAH4iB?zn&1B%x_}7YDT!Y?INCkR~!a5v<7*$^R
zP@-d*08>{MCS!502eRFFj-clC*G@K7#6s%3<3cLx>dBJZ=&<b2dm09ku%BC*M2ahr
zbJ_+&16xaN;#!%eVp|(8o^v|nnR5oVI($@C_hAg$3KjDZAV)6;i&BYOtk^3@T_~)E
zC}s@QhBdC7Y0H{s<n|bip^I#s?susK{xW~PG0F9nsEgga{;f-BW<JHhhiO&?n*jO3
zJx}ySZT!MO{k05KYqvyGH0)j)uVY|4H6PK_E9y`RG!$BM)Xz>f$gc%_2sP;0&tRa!
zy=v{OUTP=6906nYP}lA~0>0ZLdP(f)M{A-YdJPVb-+V4}LV>{~tjEGUoWY`18As0c
zMdV&JBSavN+HSE+-%Ap|z;~zFMur;HyU=_|X}=(aKM&V{Z+au^T&E_ZFjcE2v&k?D
zEzQo!^M;DF%kqfZD3kTprn*wgT|+ynk#p>F)k{sKbf_WIi;iyWie#o}tIU}K#-FX{
zWA$?L>oXt1#-8p_5xgO+Yu5HY;mqAI?Fl|rLYvm8x!c}BT52V2nnoJCN8<~43EYAH
z@`<&3z1kKqmsH;r8J?mSFKeT8BfV_&$ZtpgKJ#eCo_Cci3MOTCHP7|bPD=d!2F~vG
zH)dmZSX>f&MW~7jRKDkFP*`qXz8{JcCb~Vz+{ncPZ~KQ$PIY>xE+l+FPFv{ryH-Yx
zmyxG3-K^q7hfZ5DR39#{VlU{*6T3M^=*5n-w3c+Gi9~ps8~EKua%#S^*j7gf&EDX&
zypknt(VL|VYO>A6Q2r{fZYPtA5VqUPif~1B2;)PX)+@hxNIu6!SvPUM=0w?#!ZgWw
z&Ft;CMea@4k1oW~4F-ipKXJ3wSd}xKaNfApE7#6;Zfaa()FXsCmMCye1P3lO5{`u~
zxa2LQ>DcBK*mirku+HSNjGadAIKp=Zb3Ca^7uUhX#e8ix=+lA!QH6H2NLjci!e_yF
za*ZcNzoc_)yFF4{5}u8*0}YR&<tB&krLvvl#ADyY#(D?dbd5ASvqdEqjH#W?7b4f&
zQ=u0bo4#Q-(AJ5*%wFn`9;0Z%!i9Jb+w;CT;dG!AoVx{jHP;gAs^iO)z#S>EPiWKq
zLO05-=oksA70*IkRD0N>z;d4x418zH_7(&jIvY;NA>^1N>`$u(BwHPiQrMr4P#?ue
zx_%k$q)9*CiaScTev8O^TI(|x$UYbF65Fld#n!k8pOI_o%PqeBCfnl2RBA%oSWT+X
znoc(Qt8EP7wg~HUqDjirr5(}>7tah7`e57BzV<U#F{`poA-{4HJ^7N#(ADkr$pM_q
zQXL{yi6kA$BU?K|qehY=8{119t(#+!I$6i%wq*ZK+!{3^{w??rWKk@gchi_6d8kkH
z=os$QV1ME#gX>eT);C;Ot2qoKn8vn2?w6p&kJ?)9XfLcZpK-+XoyZ&MiZ~QL@hE*#
zl<z?Q%p!EmBJ6^Wy-ZZoUhU1%SPC;+;&fRe_iL}Q@*xND!jTc`qC|GRcDrh|g#4sb
z&#x_)m76P7gT)=0Z6)D;x$=RoJR&Dw<5lNJ>6XcLi{FMGrfU*SQAtamXBqEpjJlNz
zk3Y8MQtRqELJ`bB7^`t&daYoixUnKCefc@Rm-0<9>Rt(W4HTa?k-&b__?|QO&6$z;
zc@Sp9j^fr@6+DYR6bb<eE|L8%Nw`%!?+G(+_||31SCUXf4(P5}(?<$Y#p}gw;g+&)
zY+_&RioV6Bk4P1wYI}ZZkMdc88!MYdigjX2SSRf$J~JwU5B;pRFQTX3{R);32Lxqh
zb)(5#mpalL5TzB^b|7r>xky%wn>3tP1Yav|F<8@ZpgVWHE1Z=tn>9|jE`;Rk9y^<j
z_TDU6c=1*=T9u7%%FI%$f4AAY%K`s9R*|&#X0UGWUQcLzdEKwnP0nR&hDxY&<Xlb#
zVw>Hx`BI>7@$}htI~AhmiXzO&+Zv&Wq`{iVU6VPFA5qUVOa!C%PL9Bb{-aS#-^vp0
zaF$C$P`~IoR_DQORu<N_vCZY!NvpLZ(pr!!WY+b%L%1l_2(Z`?O4%MW#jo+mysjk>
z6p~_i*?IiD`I$;zClp!NO7WRn8&6Jo*}!p322Lrp4m8_2EOT7dn4him7V6JUf?npu
zdN-HOiQW{JvGPpMxHA{R!d@cs;(FoC5}AU5>@9<rj++NeY&Ga*^fb8GOg#418dxAA
zp6<SA#c57*=30vmszpX=vAQWtTy+sl1Sv5(uW_vKJifa4G*S+ECdxxC6wB0Ln5pN-
zTF+U)!BxkJ!Mph#mQfAZ-mfxqSCkMf^M=c=U-z{QM9yqvjF+^mHIhbLmJ8_Gb`?XT
zc^6YZv5{eLvxCo;=yb>!yyjsDF-gsB3n4@Es2S2DugM~i_N2E-&?!>Vid#c_Za9Q}
z^4;D%LQ~!g7B=nd!g$LPkvk5@@V%4k0+E2kr*W4Gt2PLnuz3GkPOu1#^DkYPjS-et
zLH6w={DJM4F5fA*Krbt>Wiwe>tuQZ|rQackV*#SclvpWufIsm~iD1li3x9JqRO;Z+
z$7+gdDXmE%M3GQfUz3z+whxl0Rt(4U-12N5?D99jDG#@NwJ5x+TzDaR^v6v0i0CA3
zImd)WYe{ZN@q!2~@!fX!AwxX5Z@s*m{g0vED7RX9qCrLSpYa+hv0F5K^%xMWKyDCi
zN+T{vAydra)ut|Cc|xESl_5pTr_KHW*&&<)>a<EjAlfF6qvYq==z#qiax!N7D~78+
zPC9y*JiUY!jqFN<<d@yw0KellW4?T-PB(_$a8L9CsQW*iD1U5GHdoEM_QBe{jVpzJ
z9?ZHJA_XJf@PR6x@{B|9y>ySHI`Pj|!67e^cFY_#M+;h4PL?|LS4v+B>bzfitDAa$
zK)3v*GLf<-=5s_e#0cvaOik>CBCiq=eATWI5C4eRp+U)2B-t^*TjG0UhNdU`XS!2x
zXrkoP3)#umRpgNu{j%CsN53xC3Bc)KDnhts$Zl+{2yd4s<$@%UR+TDwz}I&uyAGoj
zU(9(fou;=+0#jsyzJ`1Xe9IV~=}irF67#KAjbWWcB9~MDN~w)eJDw;B=Phx|6X_(W
zSEBT}FWhAD%h}%(jBgTwcT}2QWu;KjPWQR_b8Pf>C?%^!t3~<iVe(c*@JtUJ2pe`k
z|FkXVjpw^-`vm3sdH;)VeLJj3{(d{B;a<5L)1Hy^*Vpxu4zoo#9lSCOwGB(Ny+(7c
zi8!A>Gn-O8vC(c&sXS*u^<E)W1r5LRgUHL9&MD_8t@V`|Z5%6bGF6LAG2A5hKDW$h
z<JKd1+K=dDR%MOP2g8DKb&1n3a(bF8ljCIQ-r4msLvvXHp^jE4RWq|_Z|owtTG?t8
zPlMwN4Qf3*SR9!$w(wwL-Fd!<G%;<q&DG*9foTY+@j`gG38V<mD_YAaTf1=bPU^Ej
z%ykbot<m&tT}RB!;3-dY5uKab%M$Yg2y77QDDFXDzZXhHpz^!mD{m{b9hO`8Fdb^1
z|ALg<;U9m{CVDo8zpxUPzp#>fkVwec{=K|C0E_@|&0WA9;-o`+kKG9H;nCsI=;;7|
z0o3OAJv$a=JmC0^tvrPPfvE1EvSy*h1CBeyhsK(P4i7kfpVQ;9+#y}};S6~9@Y4M`
zBOc2GLIlKT!UK-GIKNZ=7na1rf(IP`xGQXBc?UE7DVre`Efs)?-QiaE$j@C}45{eu
z!tOKpJ08Pb*k84Hh(~`HcAxp*@fh#I?z6lL1Ih#(zu`QVe}Yc;C>qcVMh18BfD>B-
zpk((ozYmZ!&^OV!N9};J0dN-^6Ey=KD<d8C9|TPRs0r|h9Uk*tvJbe`ds{09>wi@5
zA(Q*iKP8mMqfxNcv9z<k%TUkdPp|+GE@<FrqGurYp8qcJcWeHQ(=k6(>L1nl(_ii|
zw1=F2xBYzue#4TC^!Hc)4N<$Rx4eU{{T)n6BWz`BaUb&ms{CIn{r_PF5gvL4&Huf7
z(^AvlcksL4hb994J{-S6O6Pb68Cs~ORD0-a!6$x4y3{ZFM}`#ol^dH{WcuY&NEPwF
zB0@z8!e0O92)ysAcO&rs+M>+=|7y{H3yg<0{kM2vrNsk|--Gynv^9moz;h8wGEu57
zc@b*R0L^z=8B(b}`2lH084;RQdKp?7+ET_*2GDm}x{+c9QZYr5C4}Y2P~Sq33jVYG
zS?`A5zuR9@$Ik4&TLR;Q&)nKr=l<e79?Jt*43y^2;QoU%|NZX%>PZg?+$Du~pT)yq
zy%Ur7ckZO-{Ry9_Jf5MBx!pb3{5xF$t^d1BzsD5oU-F9Pe;Zf-IUfHSX`&W?gpQJl
zK43Vwvk2U0FJfR~WNd$jtUnaX%G}CU-daZw7@hwT4K$*F<gvB3x&z1Y>}?$$BpAPm
zy`7AKEkI<jwz9mFWvu^#%(rU;)Lu>2onA)IoX%ZxpC+Di@3HN<^s|d*_k{X}@-`*o
z^_jy~C0I8&8l#z8lsJh?tL-$F!M0jrPgfpS$WEc42|>r8B0YV<k0)UAeAi;yVoO62
zEnLi01llX~?2>aHmRvD!>;j?)&OPqUP09Myv|-PV6Fkh6HK$&!J2isy0`BQ!FJ3(0
zC$QSJ0rK(w6bMO%CnJ$G6Yrj4>dunxCW~cqnTsd8i}ny3)rrkGib{i4PjxOn)mw#u
zSTZRV@pnSNkIndvRo?eZ=?r1TOtjU%62%*MD!X43qs)-CCY2D5^mqJM@1Y}#f%v^-
zl;3^+6ajCbMfN6LBA@J>83j$Et3>~`+_C9bb|HvZqv!CEX&w=kr`(vJ8p@vvJSO@|
zyr%Nw8w$FnfkAAEX{xT{oZo@p^EtJR**b*V)?usuzR{e3e2KJ<KrE*H=u}MX?s50C
zn`#cHnvmPYjryL%f;Vw!e9402%c5+U=n;d-afwKmY!7vo8B143L}zGfQuJqInoqZy
zELj*ojk-GMGpjd`!5!cz{K?iEhrXP(Ma7CVAGm726ct#0b0WLq239MtRcnNkUSd-t
zXO104N~>O^$g7!&FHv}dAFZ=Y*0tf-><k+kZBQJCXveTPhZ^wqD!s-$f~em3JZ{gU
z!a<|Xa<jrp?4j+G12SuH5XY8lBnpZs+sKG#d4=|+;|y;VxD(#T87^g<3u{D;qW&N_
zK`j|~zD$5v+4!w3Wo!^P8$(F>$`oqfp03F&Z05L(&CGDRBaGJf)8-x=T7Tk^&H@cy
zyJJ<VXMj{Cr^qTnHM{BRZn?3c`+TG}mR<z!h_N+RR#!LW?UdXd&xGB~q>aqRzi#$M
zlnk5uqZptWM_5NP*tNv6Q@9lgTYO)`=qcUGTGsy}^oFP_ic3ZEQ{iw9!a5R$Vj9{N
zT;Qsrlx3YT%bE!6T%?kt^teR#Nb3(SzK8xr>}^}j@SS)?l`t~SVvtlmR!Q2kqHf{m
zl&H5VPlm}cBP6zA!-pbQkqo<gen#%c{!TBpZ;3;9+t(E{rnDcaPYpJXHimhsy)O^B
zjOM<ZDzNvapKj&sx?hiNOZcc3_PcL=%F{>~!4Y%XDjeOucAk~M8DNZKQ`Dp8VyYqK
z&r(`o^s5{LzQGo$AO0jNy#_~}#%{2nTY^kur@U$^HyR7fP$c=o5F8hghie&O{l>F7
zJyD0{pa5);l+Q#BNeRC`vn+6R1#PZ_WU5H#bu@3ZPP4yF=dJ1+gU{Jy9YY2YJe~?6
zb|x~!?0_;2O_xR!e~+wJf^3cqcbyC*>}q<hpLW|TS~nz-UzZV;*Gg=Ng$Q(_9!9BR
zk8u3vcr0}rQyuOTR4a=Q^6IR;BV-Z2pb-=J0%xVjWC@gVT}edu7TdY!$D`Gz^D!0!
z#v`jMB(csGBIBJItmR~EQ8U|=wZfD!DxxpQ5DY5_{A8qh%hrz@Q=V0-Lb}T3MmszE
z26gtb;L;V+)0HJQuXw5QVTu*sR4j{2k%FOBVz72f3S+HNzP=ZKcEld25@S-yrjp~&
z$WNVRhetpBgl$>hC~MO}4D@=qX!!7PknP#5*tFLQu|vvi6SiWMMR;3DKJ&m&l66iS
zGyPxazG-6O;_~FnM`&h({<0BC5h&S3QUXt>9@F6GZ(y-&S4#=4<fL8RIumAQV&=?5
zDxjcDD<zrsdETny8Mf~ufmZC*u!>P(b5hg3Ma76^jBNaZ{VEKmdcmnFM5-{SA)am=
z28oGF=$w7DJsB}!nK6)xVfjeBrH^*hP@f>WVuQ%j>9^on%rRGEzk3PjyCex7y^AWb
zyDGX3Rh&vmQdjMjld7Cw0bv1rK`KUw6-g>!7*<LB$A|s4111A(Pyk|9BbgtlWln#(
z+N#)Z?N<RQ-<Wkdzi%}f(Iw$76glG<TU>7J#?2ZeBumxd>99#;XG!6kDoM83v_pp;
zB299|Mr$&*6NwakTZfa}gv-7$Ej@p$UClG&C=id++P)f9uRYDFaC7GyGvcj7Di{mZ
zpVRX=h4l`_aZ($`XF7ZSkJYf~*rvlxOAM%h&qy91nSw7_tZvV20)#R~df8?g=`nhf
zdWT+Mea$#aD5ROoq_6k9?ua%cR+A6ljFU7X{S22zs>n8K+0<w>UEGX??~MN~{+n+1
zi@>fZFw4wO+_6drN3dK{R6iN1P+I4=@|AA8^4JZW;2p9!!$DG#NekA)-pgRkS{EOw
znHf!|h2hZ%277WyThV5{s`Vm=V)0OE*T~41tLJ^gPZTK_M!USt?W`|#c~T`4itC{Z
zJ$CrHz_-022Mk9o>D$lDNcl~ngwmLMZZ@%`27Y*!$)+tMYBEhmWvn2AHBuu}cTUVx
z9OLxMH{~FQtQ-yR#H(UgKnmo=GKk8Nn-YC}GNIrUaLqs8E}2^td=RFNjyObaMoS;-
zgCvu3KHwhI)Kr;+LEs#hV~75#T&K4u<t1S;T-JuNzCxayH${O~x#?^i#k{&2Id#0@
zbrqPOLf7hL7&j}4t`K~Yu|sC4n(QmpGPS`^mEa!6rr_!ULDRwAyyk1ql}JiG<XxTI
zFMQa#a!ZNKRw`kgMHVj28ZxFYmft2;9D#!6<c~(t)@J?3)W&fnl+G_M<x9yGX;-e*
z-gwC-nkm{HJIcorr<M384m)g_ySvw>?FUs>p{`iFuI+SxW!bbGyK=|{-9}5(3{Wta
zGR>uvSiV&Wvt-$<&{;MafiAPhDVsH1bD)5!9qJ3_;mnP<7x>=1XPn#oNd3~orA#Vk
zaZCx!?lj)|^U>#z9NBq2{Uf<e^!4qOrrc^_X-a1F<4Nh<%nMPnrlTs@{c_?oQASfp
zf|l8h3`cD}U%;QTJ<dY55Q3b_Wz}|q&U12en0<&CdLY@OCN-8suRjD!<%}Br@;4pM
zSQfH0`;l7gJ54p8KV~AC$^o?k8ajeWL6_Oze&!2`rgk3|zuEmgTWFOplOVhsg;8QT
z>z*16GDo<4NYq1n2}aSkYxTenwtBJwO%oZ|m!M)1uw><HmPVrNL2EQ-7+}x6P@!Y(
zO=#AX^`<WY-il~|HN|#FOb!`anZ3Jf+0C)(#iw;#P+X)u<ib2osJjSX7%i+_3#3o)
z2BO}AwF65~E18x?6n)RZM<v^2EN*2k-KJEO={1ZC)XsWW#GIJ2=Rd(PoGfR8$WtNI
zUW^|U+P#91VOYczG+L=hCWq=vFJz$6ynHg=NnS}wWVRzqa^vg>k<3uAY5EqAHgQx&
z85g`K_Ps3u8dFDO{d=|q7JqNmHw4(^vGj>zTY{}T**u8ZMm82Qq=a;(tLA`EVR~-1
zz9m_q=w&xrj_3Jw$Pt>cTcA9e*z`q^{pz&ssMu1tyu$5O569$Y4!XtnMw?~V(%Qwx
zD>hOP#tdTwp4xyct0ZNeE~XclW9oe6sdBbH{armM$ch=VWIjGprVe7k#)B~^(+Q)N
zhDdW1MX5VbSaE~dt5%P|{>2Q-`V%ET%w0R@-~671IFomqwiFp<ycdCpRWf|C?!9pu
z&%bS5A4$J80Nu1V`njC#&68XgE_{g3bVp7Bk$F=@6(|=K*^6!jwkliImIhN8q9hmw
z3<OTZ(Z1q?UK7kG<-^3XIGYG$*O#W8fPCjR+>|c@goUu%X6lo^28-2PGW1%m?o{}4
z{K_i>A>v|#)gn(?8rr;~B1%<=#eQEJL}zSa<}zZ0EI$%U()4Gr_(<xj!Z-yo)$1OO
z@tDYQnr+W4`y%e{?5`avR$XJg^J@!p9Cl{y5^tt426Xgey@3_Ll=s(x;mL_XM<3Aj
zq(ub75f)fm!Mr>*F+8PFMTPBnG|s&0d|pPj)SXEwucz<(Qt+vXDWp3|Qt?NgIYW%X
z7|X`Z`S~eHo?=(e0d7txwbI1b!oBK{wQ-BYbdY2pf{-QSTJ~Z2Y(voQhvIjV)DdKd
z^I0^}xf*6lIYs%CrlOWaFFu&MmRV=R7#7pp;+%=chQA<V=U{kWF&io8__1@t6+#|V
z2n~m1WJJ4pOgMe?XX>C5gZ?CnY8Vwi0pwyESmW7Ne=L2Qq>Mp)EiK<wpQIMMrWqRy
zXs)1$8?cJ+aQrudag)eKw6%T;)jIQ^MHz@Kz;~M>{~^~<VyI#;g(b^I)5l&LddNy^
z9csnq5HRXk5^bj`7Jk=P9u;fex-5|2z;@~zAU}ju1kg8Gh=?J3rT`KyU#E8LLxh}B
z4?X3D|E9~_Wg!g<xbDZUk2rE-UoI#Def>I7J+gqH2h$O3GF6o@uYssOB!5}XZz1N~
zH-TXsbUG}+kAb|MKXW6?>zU_F#UuF&1%_i=!VG=72xSB^t!x`XO~k-?^ErDYGs9>d
z+0!7AoJSzSgh{pHm}&CKn~k!<Rc%D=vLBSZ%HU#27_bWw7q9h=Rm5lxdzwKn-DYM;
zkSEpj{71yvDkfMfJU3F?VpYA^<MYuDYFBMeez2aH61KS1bE6JN3YfYDAps`g3N(#C
zsq}TuV$tl`FHiAxU}e_g6k-`EtPsETOvWehaTQ5Ee^}Enh8gsVH0ug0Pta$YjAwRV
z7~Yu8kKB5VvR(4f&~)4N$}gB)ogNgax0|<6Hkp93y1&3!SPQv<+J?f%F=%3GsN-R>
zP*uZDU((N^38k0TmmQSGkD$5){#buiMd5MVfFtj#Ht6U6P9Gt|WN7Glu>Am6zZtGX
zndyonIZLsyf%bH$`3*l|gn?>N^F^RAST#DVc;(qO;T3rhKk<0aO#xMv8r`=;svI%4
z;};*jEgTfg$8D07yZcm3Xs1U{zB(KsA(C_vZ=pr5$zbKP!GL?sk)8{5B2SxkKC|*2
zus8wv2xpI5$Yo~RABM=W#4*0rG#3f$mWzzV5eEtKRhU7L)ze3;vm+~OHc3Ydch3r*
zI?X%@*s4#=2<wh4W7(MI-F-tUN@zO-F<oj(bIQqH_c+UuWH#_pdG(B=S$8=7#=z6e
z>{s6#F_yxawDMWV&iRIFh8Rb6tm$0Tl*1TmOe|9wzqL>Mi3Y1ehAQA77EDegHi(rW
zQ;jL7@R$Rt?}!F=PX_-D1>HA?1N#~Kc=T`PnTY~zvzR4>Q-2Q{%vA--yw(QUSP)S?
z=lT3wiSuY!=-YmurrSZDOP*|a)$8J0mP7$b>GNpuh+D}tsUP~jAcZ_syR{zm3hiC*
z@ijPjngk9be^p61NQGf9LcvoI>PWtZQj_OVU73}KDe|$*qD()hfOz(3O(B*^tzEu(
zU~otGz;I<oUX#V=uk`~R`ccm~F4^Nb2~(I1H`caI(}IkvkD51Pr-FYXdZBKceHt;>
zN*<7!_NXo%9dxd{v3)aZQ|qo<NhX9HRotoz%7KXIZhp!eSWn)yuQ<NuOqfj$g7bOf
zDD1D;JP(IN5{2cLDyEc?t)OC+XqqBlHe+G3U3D{PPsJyQt`9O{SasLL=&(D(96ZLA
zqB9Fv@OkXY9>+2D*axHBslRW4w1{4UyfkM$sNqcLG>4^VglsaZM0>(iAWG*acNg9a
z&y{eMdWuYXIw`8{Xi3P{V+=kMIB?t5MI8+Br#|M@PQ6Gqx*W8c#ykhZIT<Q;7eiqQ
zp{y5=cMRXj`8s|?bvWU`h~eML3zE0{B4&x0j%iWD;UgEr?fs9@1Z??Lp&zQC$0~_n
z%;vhi-RiyFtBts|db@J#RKuuroy2O;66l&>dQ&smdKmOetKi$YE5x+~ggO*CihFIH
zGuLS^v-Nz(m2f;4tk#R}@J&rNyM%3}eUsfs<LIQ@fyA+1OI2GTb2-+bxiUsUtPH8q
z-DK`=0O?OOT?E2xYYi!?cIQiK#n&@^Fp#|j=aD$&cgPjBgGO?{-&job)F;+VHH>8B
z?eD?PCzy@<UOpyYD>-_WCl_&kp;gcAmKOE{%0da*A}PX9eAKQ9&d<WIRMfXGpY}T!
z3P-LzxanJBPN(`=XFw2gX8zRkAUXL8*}-!)P0#Y&V2=vRaY)3xWuk#>mVRupx8+LT
zF@*y0>88}4Dzj)-58W0$z1(q|xnf@?g~Dn%GL=|2U5AQ}o>|n7?bpY_*lPh9AjQCh
z#6qSCCcizFq1BR2nyP#SNE@xgQsS#}OzGu{Np+{~X(X2zSC?2e`m_4<%!y&inv|*D
z3*{gXoVjGz3j8)yX35bAnOUw!&D5yN{t~}p0h!<QV^zIOuVM!MVU80xX08XMWIzy9
zCHkrL%Xe#VY;Kog+TrBw5W~i8dgST+<5cb&t+k?CA|;=pBhxuF2i4Id6ZzFE1L85Q
zKtozxZmA^DM~%+)f({Br)6HLIum*vsLaw<@u?6ji!^2eM7qgziJD#dNIfiysa-tmq
zN<5ul!9X&_FwB?~*_`x51ixEr^Z+7;7zXfB9E=@Opf*-1wZoZ#`w`;J=ScGia?T8V
zp$M_sQNK{5%&k%wij+{;xs>eCEK@XRVy(Uk#|_i3Q8Lf!U1jk5#l%tI2*IVGWJ!V!
zF>rvOkOjTGzg!Ic)fAsluu8L9=%l%vNvQ-pYdT{BLAOMEzX$Q_TA3`+M6W7?B|#~c
zCnME`H<o|JemUk;WW2qF^8_)Gy8}8Oskx!MbzNI%E2D)Y7TQO;*?fh(<;D{c+1C#A
zh{g3b-WUkrVco$XbPJZ7H&AQI46z#+0sn`!w*ZQ(TiQkm!IPlD-2;Pra7b{600|zP
z05kXu9^55Ja0pHyg9O6h5-dQl;9+ogce^`z&pF@!ow~Pf-KtB~6jL*^_TH<P^wUrG
z>h5!mQO+e<m?f8Q+Wa?7@<mmi`r~s6UB%E>G4h44v#u(_zT89dcU#@p?`SW$vrUq(
zDqwyF>GGCx-`JTMXXB-wV>U+TO^+U$iaV-nbR74X%V~b^P0jA52-jLKVoSZ;WXab~
zZdo}vy>|S`(+<xE{o;538V$n~2M3a%{KFD{2bSRLO_t{H$}FYvGQsqx$=bP0D;E{=
zY75U<@}~@(-w-6d=1cwJfJjJWw^_?j-3(?qhZBuaA4)(6spt4+zkIaOUVeWV=jnsS
ziSm!O47O4nHREOE_!p7^{s}lIeJt$;^yh!LKz!S!XSx;N|LY^g3LW$RYFIGJUIp-k
z|6wZ8(lxz+bUgq4*Gar4@q4*xum34f4g!VgnT6Xym@DvBI#0TRTUR$p6;VLolH8sy
zjBs-u)9r4DJ0&*1v-zkGZ$Uw65-(`I+!%DP(BRz$;`{kuyB3jFMEfbyVlEv~>KlCp
z5<sBHlm0R_RHh3i*=yaSI`O`m*)9dS<d+kZB92NQa02&HjkmnDekhquy7$FykNm`Q
zb{3uz=L7g*o0juX5I|WEl<4TWE-cz|$4SMxLdzIJZaF?#o2&+yy*r3pk;FM3B6hUc
zH|^1^U0yR-CNkEp)^<l$6^_7qBZ4GW`ek@;b$Npnkd-g68sfZODiszN!eG)#$5D}L
zY}aY5v}Er`Mq2n<K1+jjF`_0WyjCaMkz?lH#gOIFF<5ty*rqKH-<Kbsd4%(r{dq0|
zxI{xc2#G2i;W?W4#59R`J?#}vTA#S@bggengQqYr3X0N;dx|X>_)2R5#<hz==sXp@
zS$WL!@kN8;Ak*c7ZI@9Qj`L*Xd+#%X=VIZOAi~E$5AjVW=(g&7-z-%6yjv|U&bSu8
zYadjBXtRD|#<iBbrrVb?QsiWpm_V+d*8jGLs#_7#G2yLssM9*neb7dO#zN!JHMU#c
z(Ht~pw2m!pMoXA@@Qq`-tH-sr1`HDEx|DS@jr#qX+NL&h(FC6>Mk_boejR<GteWZi
zYjgKDHLZ4eGkexeF(Xx=<<{e!Ojj3ps4eT=yWb|er0)VsBBlf2#fTkD{VbY_ZIh1P
zp~<Pb7+~c1ssipNOrMHmD@eRQpb@eV-4Tyojps_JwrS*Z3O+}V9cluHobNEYc;NTy
zF_8iNG((E`defCG{1mv_5hB}FU`jaowO$eOQ{haeC1G&!`haSqll@GA9>GwEwU>!A
zp_IlnGz!wIOdLliIUS99id;&yT<>t1dd6Go6|lCXhEz;YB}=6ot1*q$9PVp=p}!(c
z7cF+OH4|(=_s-nIOy{%q;~s7y0Wl<j^Vf4Ue5|BrgjXb(HWc6E*1x`GqLGH-W$;pa
z<k8?U(+u}LSAfk`W9&~WtnAPwz!iC%exd>Ve-+6!tY6}HMG@YJ{)M`*Wk<H!qeuLw
z!Kmon13~NDXENE(r5ZeukscSBtE4U<!l;G8x2hjmovaUsK@?NHHvw{fV96cJ#pfFe
z__|}AeiI@1J9Zx1RoD&U;5WR?doztlu15uvD=DwC!{)Ic&;>jna0Vd->^EP$q~5lr
z8XXBeuOuIR%UTpvtT^a3NMO<pC0m!c4$q{1`IQ(O1CT12Fl-1c5w&rxM*&0PxGr7q
z$RjXwIuu#2+Xl1OZr!73B(ZKf6%zD=Cz4;ILDerbEJ-ahtBB{m)zuqg_2>GaX(_34
z2sFoxHsVK!7j?dBZkpYV(f1d>A!+mg_5=oPq%s8CJ-pIn4GQ{&N5?2B-{p4jv^UK=
zcwHj;INSH-ATGmnB-+D2Yn8IeM);S%HTkJ(Wx^IlanJsiL%p`~haL_C8QSJnTgrnc
zqTKtn*jdn<uvAc3obb7~??dR&e)^%)1=H8PqW=BemaoQ)HRXx~)thoQ$eUv0A&;#D
zi`&ToaBJfwh&o%ycXO3x*)KY^;<l!0lJrNw#SbE#E(>LjDX)1_O*x1dbZEDjW<duE
zTkliNCBawv`Glj<0pgfHx_eqLR%-P{%nHb$@v@*UdC^9kWFNlm<azr-;t64#5JT8N
zDy|qW^)ERWnydHWBHxc`x;=*^8Eh~=ILHM8nNU!=pUhQLhPoL~HF_Sts*d#%ZyhnI
zVHk#=n%)-F3`+;c#qmcm3{pFW&2wj2<xe06=f8_5uddk?hRDm3SQ&p{@PekOD(hgu
z6%)#TQ<tUkxt~4XhK_rpW$UxJrCX$gheziPD0qdr#+x{AMudQtAd;`^88nGzc7F9i
z!f5BZ93On>M7A{y?N5KL8!k!eP3~@5I+BPv$e>4I;?YL-z1X^a<9=QH@n@xWh2aSB
zdQ-DkL5oSEB>6u2qLOHo-k8ZIVdr_1r+TRNcmDP|8`{O{AjMjScA#@8%b~;5yW=lc
zPJo<lJR|WNz{w{d+nIAfH6^7JP#=W}f8oz3?+Y*o!47S}IrMnx_kWUrq9o9WGy?yb
zp8e1Fz^B+aKz&`H{U*>J*en83!GF|&qSwL>FlXaG{r}RGS#%pDg&82N#64Fb^`F}r
z<^?tK!WaXkKSglgIQlMli=zhoeNdA(EO*mt^89z(EI84I5l|rS%gX>~&|cU*RluJP
zp`cW7@Mg_gq8@N94FtHEmX<zC11mAEum=f3z?;?)A<B3zXxp(LKNHyHR6RuEpfI6D
z8y?=?%wVDY?HtUCe0n-&20P^!C+qFELNr<1#k=i6nbzXg=JEyxD4JEXYG%Gk=Y{1n
zRN!G1fl}5-qf*(i(*MX!|Kp(>s5y#2-J((ch>O`i3C5N{Ai6!)WmsmYlpwrb%Sc<E
z={N~mRo-rjd_j#w+leEHf<-M*W6~=@Zc|o|T}QFVKYWxx>_nB#9l$z!)V_Z`+Rx{p
zNS{?-mrlU69P81jucuG80(VulECwq6g641SqN8IZXAaM-fApPQShXht#yK9J2fRw#
zddvGCp>>bKzsMvR)~g;hChLHtBxaH8hj<<)UWr=`+|Ev}XS7@eB*`@Pd&gHsyWhl$
z`LOX5j^zmnl9L$7n!Gt+v3q4}4}i6+!kIldwQR*Y0dCznInWQzSR7D#)%C5%7IE}M
zFowOuC+sY-+hiX_C*Gwo?9Ivyr1+z*(azap<maNI-Elwg-SVbhx9v~c1D(Kki6N)?
z+5AO*^y3SiHbE92o}(y+IfGj757)5-?!Z=eGo&nm40(~)iPPOnhhXP88@DoGcjDQK
zE;l5gbyLir?E@wtwrqmQ@An)lA9a=14}4*`Zsx=g2iXtdPun$RNZojOC|t7DjoQ_X
zxDBGhA1mpTXLT5ICEP>~dL~N!glFP`Y#FOJs6|%;+VaFs@*I(0C#sRkmi2>-_5xV+
zyQL4Q8Ag<CIFL9>LL{0&Y9CvxLmOmO-ssXbyXU~OtVRj>WDA9V7Y`Z}evJDMiaK=3
zYES2HhOJtQ-nZIlUXlvP&m5wdslG+_MG?@Cu~IQ20v*5qSfVm!Kq|YqMKiwpu#v2M
za`6C|P2H{zR)Vv)E#D{Ym?+O23|^;xW_{{L(O^@)u;%ayKqtsZp?JK_zdFjyEIOHW
z;i<TrdC*C^%P5te7WvxzZ#kQ9qD$%J2Z1L$eP7>Ze5I2Gcg@#%<BqH3G&Bz~(!kxi
zJK>o{n0h2`u2JD7-^U$FW$q>}+O}zTT8tYJKWX}czsyI^JR<%tD92J=<NZLQ$%O)m
zgReno<q%TEKAF|pX$)Xvfo5|Lxr9&JN}9m#z#<6@u@}k6Ib7htjbieb#PJZ=&HIK)
zNi>8CbAKu_b88qQ)Isqma=3vo%Ip~)rC~kYax}d2x1?pi06P)6FZt^TR)*D(%D}!f
zxtR^Jt-Khlg9hUBX{ckJ?g@m(BYYOj=vIM0eIWP7Ia{eP{`1e#6vr7T+b`w#7vHQX
z*qibyW@vGcYeCe(AAa+V2Z;At6MZX;Cg{+f#1^H6u5dm_vRnRo;xachN_T5tB3DF<
z4vugk)f#6ik3uk^M6+Q#&-Zm!u>&1bHC{3^PRQ5p)p`VUOl0|5wUWQTgmO@&lrod1
zwXAwo*<FsN+7^A5;5N^(O?acJX@<p;8BmJXda?h9Qk?q!rE&AfyRpJy5(^H}?sV`P
zA%~V!Y)`At%I4iSOz%R4{R{KGzMFd0dn!X{6Wk!wG@vvoY59UNzu!~akDk8td3wNi
zxBsXlZf0=S_4;#rU_*zPzO~EodPDNy3&=BP{vo7iS3ldc8xP7{O3#VWTtBDr&BKO0
z!OR<<n3yc=O^Md$G0K`o#C2_|8$vlASD{(EHLY}p{3Q%5vk|sslN(<tzGG&<$|@t(
zBTnSX5PL}Pl^yuraNZLRXm1D;r7h(J#lAKQ8ExGVT4Ds>-4I%arXKT#UU!2O$7;M}
zB+oecx_V2eXzVApKbtTQZuGh@2=B9)2-nVR6Rh-&!mOcL4Jmx8^XK`$)U4@sr=i}=
z;<<{=bjd0F7%@DA#t8A#Gq7c{)S4h>%Y#CD3k1-;ag`e0LBE*yjZCk9nb%z>fXSzI
zp5-2iC(ECw6-&`Es-Zn(;ENQZ-FzZJ^mE>)(nXFA>#wGLZb5~2iHwXcx0n{B6=uqv
zaby6mq$xiMB#Sk5u=S{`Pis=aOXK*m_jr)BVIXWLO+hV1=dNs4xiD>>i2Qwm`$!gy
z*vAGG^(1#7EWYZ*scoA4J0v1<s)gzK%VPbb32KyX%(-*8Q(Wfb<@=W861@;?hs@bX
zm`$p?Kz!L_^hfNn4?CC2!iUIp3Xo|uC1ZS;-bEJV31nO0+aiHQf6Ssb5fqIkD&Zfw
zF=N=a35gQNs~Sm0h$V5w)(H%&n^T_^W}CN%So1$d5zu<ysav}v751Spi71YgzNVUN
zce#(lj*?89CNG#xmKelJ`WuD~_V`KGMz>AygejVIKk>WG)|+@+?km`DdcVdu=>BQi
zU;mB^2{$SxBJDxeq40QNHTMH9x$b-8Gi`a@r6s-24qU$hrPi_#KPLt+xY`msgKPIw
zw%O~&hc3TA49Dp!oL~V86Qu$G3Eh}EWrwbh_WVEyk?#%L7K?fZ!P{f<TScw~AhA_K
zcEuHWn#Y^FU`W%|@*=|Wi=kbrz};1=b{gr9J8q7W9QgRKS%EWMO9RR@heru|TgR~8
z3JEbp7h>{E=VEq>Fo0kuN1T3rZ}@i4P%FBZDB*!LL$smig7;72nbHH6)c4@k-}Gzc
z!i6jrzjuxvO1a(oz{_MbVj5|%m^R*N<hOh;+A7cS9F5B}^i-rK+WXZLEc-#<NUl!S
zgXKXG-9N@7!3kD^NfU9^N0DE%eHdFdxm?!j`fPWV^heJ)FQ1re>qUQgb#dKlQX~q%
z3U2JWWasxxvlk28!m1#tD>`$6$(Nmx!~E?{?)%f9T?Mqfe)Jl~|A-Nvw(_>8%mP;o
z&1$JZQH11Hq)yIt>!j#RJ=4iG2<ivIn9g}q+!v+h4<vE-Fxzbc<zBUGYhMm*hQ?wB
zNw)TQ?n1^4&?iyTF6=kkQ<s|EsktirONs-sG#1j#SQpdGq{ZJNBV9N2O?bV(4FAI3
z(DO*yx%vuTi0pu_t%z>*Uo;R6iKo5ro$M2{^L9yV$a=DhBvO(h0k7r;>l-=qYx!!f
zpIls1ZiroIGFLy_ibB992^AU)>EpIPgIqqdexwqnOY+E!#xl90>@)|M`&(0P9clnJ
zrl28}^B9j>i2aw>t2Z!<i1lX|vs+(+S2iVEZTgpF^R-#@DUKui&jpS$H@r*NwaZuX
z*TV7;muBjq&AGrM0mu!Lr$n6Jd>>oOIlQv$;OsZE+@)T=$!F<c7K^^`1KyOc_47aM
zHTW8;Sik-}3AY7a90uo;aho?9Bm0JFWB9uYvM6LaWC$1kg>?d3)Q03?Iu%l-^Knw0
zQN+5=sJ&uey``q<jU9rqM{{aZ0dPzP=&dPNnr|srmQ>U&S!<J$g>R-*l}E%}Epg6$
z>x^iJ$DfldyqIJ!b|t<;9MF(&>IJ^^4SKB#I%>J!wkicM$3en-LnXI~xaG#39<1}h
zD*u$*p1lpF2WA|APS3i_k^dC2rdOT?H;`-{F3{<F18p8r?^JQG)avcx3QJ3eRmavp
zR;9ZwsUsE@CV%_G|8{rZAk;qz-@l7kn8^QA6wO(8c?tL2lCcWaCKz4gqJ_mN0wXwF
zq9uI6!t1}Dgvm>RR1p=}JStG54efS)MNriQ5MSf>Ho%gT(CNeDZ{;Ruc~>~^MhZr!
zUzsA7w8l>I-I-sbEmhPJ_6FZ-T}2_ff577{E$FSTa44U@7~*Y~;V2^ZoWDQi8wV@^
zn9`^Gj12(UzYl)z3{sn2!4eoj_K7$2G@eElw=B0qXB>CrCL7K$A-dj>3q7w7Cl;%E
zXeQ2GzKtKl_v7!D;Jhv%hGXElQ#*;%?B>q>n^oO`<zqs)vB4q=pkz9FGh|<k`aRZD
zD8dCE<!Ps7V1`n-R(+Wm9eL0=7Z}m{7+I=EnaP;##{n2a0l<WvFK1p7D`<t;-^?nj
zLhuvo7`)Xx|7Tsgxe-zS3-lJ=wLsA#D-7!=Hm|Q2(O=<ByrvvCkIu_$Aa;hCIuk<^
zzIf+Y0{t{IN2Q*9iTN-5U+*)?kJ>c}r(@DDP)k4S-YbpW;8seb1Iuj?>pQddHk>Qz
z0rQ`QWq3r*jSPW`8o<(WfH;-CUch>K4r*V@BWNTBc9*U!rtLY_H$Zn&Q=>0-FjVmm
zdQs6(nVVs)cME!ixVdU+pP2sn`mgDvsA)0>H&eiWh1|uS{2Q*gLHw$doBppYL71fF
z4B`%rXq1Q;2H*$ELNeN)%~#rmhaJqkSB~~KQn2=~$-{)Xp!bJdO!E0NF;L>EqCXl&
zT=S#-B^<xoF#oaqP<lI`H6)Kb!U=zpGbAh^u;S5Z%%$(|?{8{q3V}d0G&G=4#OUVE
z))tW9(d?vcp6zDf`#kpzXUDwYO-#qU*v)Royv&VS=X?*0mM{Uw$0cIZB$>1Wsu}pl
zE>py9gELXpaSMoui16^dzgDcPMzcmkVWGG%jA(v*7rM01c311wJO`r{A|&g6uc(3d
z$J(OnML{IsU)=g3*W0sbi$}@#V*!eZH>kD#;yS9e>!Oirze6dIAki?O3a~@puRKKd
z1&1*8=H}9;^pDTZQty|OprGVq+{vGxpD#m%?_ztdc@k0n$`;o30Kxa5eKr*nkEXLx
z1s$a=HK=tnC@9Fx@a11h@*wgd*lKCv_|k}r)My(WrGmoP*!cGL*2()3cN17no-v8+
zue|vl0OF2k0*XOTjgAuS(-5JcIAhRaBEiDQneU<7dX^k8qM*MbU}0%7T)ch2$#tRb
zm}$jgiKS#J#{@&tJCCUT4D(w2u}u9P4c!2P%sw@j<nh$UFe(JYa+})Yzk*0ZK`=Cb
ziox<7+4Q^=C(q&AVzF}b9>E@CrCryw;N%K0AWXI8sa+*L=WsxL|He)bivIWMjvj#J
zMA2kh$RMFHSbotyeXrxCeRr_;^iUR7J(DFKA+7L${VS5c2#kKdZO~#M(NU66#^EYN
zyGOpah3B4i@3SgU78*|w%BBJ}I>TH`EGS#cFATvbG}5npr(wvG*!D|oo|84HaGW~t
zxd<MZy{`>D-TKSj*XK1{&tc%6NIUsLRlDqOEnB!bn^-K}M9{K%uE7x^mqM$xD~M=s
zSSF}Y>Ff26i6w_D+1!4vIj@3@#~8z|FxL+uxMl<ToFcq{ZAIrT;fpD8#)hjfqgrs^
z*bzW#Jlovzqe$mR^4e#RRO6yq12YtIcd(cc_&8Zse&d*=$-9prHEz`O!t8Cix(u03
z()~hRov%{4NiNUel#fu-`!pvJ13a)X51Sg><QmuPn@Od6+3kzBGYP2G%3PDb*OL5w
zo1<RX*yxO3ky{rU*>M=PRO7A-iQn%XI!56<uG@?rox7;X9(+PXqp@CSCcZBEg8U=t
zbj_;|a;v&(9U%Fbf`<rcrAqYLESF$qOI8cXuZSpEJ;U_G{+y<zjZi0LBUoNze%ezK
z?~T1!kf396EgRUgr4;>Plz}sy78$gfaAEv}16b-9P3SUon!i*wwz-eAaF)R6oKh3N
z_D|0cREDwP=NM_1zu7YIgpvE_uv;3N+Z3T!ZaHcD)46g{Ev@6bhmB%`zI>di*xxpm
zFfX4Wj(n1+kTX~{Tb3F9+wR}8VGq%tghLSzIHizN%ZH77lX~xlGn$)5Fj&I}SRu=u
zb9WPr{P@mH3=edN8_^8BYSKy#jz<VzHf>w4;pq`}=oYQ<m${|TcdZB9h35Ox@MY~6
z44_xtH9m@=KHnFd)Foz+BTke~MEGg!p034u$HsQ2?~({Ci}KSJ3pYWxCbF&viq{yE
z>~9wKV|J-yq!u=_>aNE|M}vs!X7}3L+wbCPY~Q-SNSRq~aNS#$=I4^P_4ZAfS*LZI
z6E%6$2A71aFsOwQkx4c0P@S9_n}ln&*iGsd&&;?!(AXz{<duBDazus)u%Dfo50SF#
zGa1eeaMFa@GcvSL*Ou&sJj>TAdDni>nSvUDu9Pq(a^WLcF}ZyRJ2=Pnzpl*K0P45v
zhz0TYpm#N%Edy-V`v;JAQh)~&Jahq#=gNe=3+}74Q~VV$Y;N5^m3y11g_qfT8&oFn
zvbRO=uB>wExr6kEW=UsId-(!MFmCADytM6eNKJbLWo~CPR-qhI+m{#Ny5IKk4Te-x
zLIx_j%NFLMI<yL9K{Fd#39;xu{Knhs;%LKq)Tm--ur})@h{Ez8<Su<O{G2~3Mx_R8
z2=L=R8`fl%Z3sVrWjJ%n8v55Ex1R2-J28?%L^D4nXUAoPOHfBEltkpoe-CYTW^N$P
zb&>nJI*VL-8^5CU#9%#7|Aga3Jya>T6upDU6o-ju>IV-A#&t>+tkGUWW2o%7&H~U6
z5C4!^UQ4Tb$Xvfql+Yg!M`OH&IXQj|<Nrh#$0GRYBOwcxM0|bz#I9w>a_DKFOi$l~
z6tW$hBKm?hAfuqD;9V!BV`uP>oAAIu-A9A0O21ZJFe(O1Ga_ApiY&3-{liHau>hKf
zO36+-XWd^6c-FHdo7cUIG(%mJbCJx6qsA5%pR;DlC<Eyaa0~PU5iYc2M<=f4j-qp9
zQ=_tKPX!5cV?ZNttdEoywOXTyftTn5Ffs4RPn+u2`Nz7PNpEW+ANJzh4K6{zrl#{7
zEo!~1F3mU<$!G{vo<DG=fYk)NDqS)UqZ6ss4jm37ooO_t$)U}0nCZeqFENx7UuS<@
za*=V}o+kVJi^2xa{8XQH@Vor12@4m{qSS&uV@+(@+<W};uRY6~dwU)t9%14?W)bmU
z`<(p++26%hvJ%kh)7Pwq^~X2@E5icniatb3Mt0!UtTh_|<Hrr#+6G^c<;o%DR9D(5
z<QyAH4zUEa#uS5vxIErA=RT&CC06(`6scKal<N>81RXnB85SxKRle%ea?Vj4XE-AL
zEONm9zO^5W@UEGw2;LnU9@cEy7N`Y~sZmpL?N5X~@iQko-s66}>Tn580w)lGY9>aS
z$cHATDm}|DAj!KYl;>*Xh-*E)Y+LtBpYjPJ5J45E(_}Adu;k}`x9gkiy`sc@+n_Lx
zA&(~pK9yBH+fZocy`>iq(M`&UiBC`T+TJeyQ2T8xDqM0}K6%Q+g?M`{s)BPPX1_uV
zqsdRhbf$1$X#Gf@l9!&(-z*B1Q*1((c+8~+jja~r_dxTLA*olB9`}BRv%*pMGYM3`
z@}F4QYI(1y9TL#4GrW4^nm@bfRBI}sm%GYojD#NuS?tY>yF-oZt|SnW>&>;1kv=dB
zYEy#d&Ae{Lv6otm1i$MPumqN$;o<|?9nFadGNtfxEy{=CJ+iAfR-l^t!U8ErX=1}+
z9AUP?cUmCaCT+7BpbCo=yKw!2PXa6+J;%J@5i$}h;H`Om;BbaZ5jXOncZ8+2VAdLK
zFz_w$t`4sFf%CDa5`u3@lGv3JGO!y!J0m{X=)dRBCu+>GSr}*AtRSc+6=MSC?!aP<
zU>=huXuZ8rX|&jIs4lCu+AtX6#>?p;+4w<LWr#h?G`CakD!z3uA$fRkv{RfzDTe$8
z%YmHF9p3XAFk_V6@YOpLb@sz+e7<>!o-&n3=c!?4b*$?EndiP6Nt}Ku+^Ju^mTfgi
zw7ma(p7IoM>CPqz>h89yqN+5zC+i7ZZ+nbTHI(*$))!%q8P)f7en{VO;PaPN{(1_F
zu<I^0w#jN5kyj1>Sxh6TCv$6CF#LO6pUS*+?fkkC@H!fZ4Je{();TCp&m@SH56Ro=
zhA~DOI@6TFBoun!>28ScGtsd+Gx|@9*esQg$9`pz-Zlwd-NC1=8v^u3HTa1jz@$D9
z`jDiECJdfLP+Grv<s#k+b3L71xY?twn0|Fs^6!yh-5*dW`3Zvm9hX3}6kY&b&CFaU
zgccST_pBdxH40gvN_Hvwr#`MDCJ4l67hA9uztobH{ZUtM5;#O%W%ywP+{Mi!N}E!Z
zyr`Njb$ttM-5=><K`<(xJEHQelx{AjQDY+bekqz`xz~js8%v$u9$k;xaA)5hUJtjK
zsa;E1gu50rMH{|l$(Hgy`?3AG{?^`TX>svf;hS1Zw&^|W?B<eIBj@b=NennbX<5&F
z!0{=4Z!?x7B|y;7#9hd3#xj!BY_=!{wzRYWM}wzV-rtObvYT#2eEp--cLWaz7OWnt
z=<Dlin-F)`5w8zdyokHI+$P#$?KjQ2;XT>F&K_O7s{eMbm7mz;F|QAubS-zs2j(LI
zM!SFa%O~Hy;28f<o_O~8`M+G{g2y{g--s+l)OS_sKcz6FSDKG0MUXxvE1}KbaqVvb
zW8I;3s<ZIa9(`$@^v<1jZ}2=Y*k7K1jZNcCV`2}@sh4nS>6kxGYK5NMd}u6svj0kB
zI~{{I#QOft{0d75zvtOWM1H?(i|41JY2(Su#2noXZt#5JS^z&hyEe!4X6bD5o8~B#
z##QCswQ@czB^ylhjtb`n|Ndq@2R!ROIp;B6>pkN`PqYel5xgP)!ofAEJF{g+b(57m
z;~LlRUmp^=u6)kjQ79LuP;x3yg$?Pi^w+?Lv>h-^iI>^AL<wa50JjZ>ICA-s7Z~ig
zRX4VrAL?YE+^Dg?Iy?xJ9f{mwZ)*H_z(Vrn(*?`jw*mJ6VhJ(DLlUCjm<;%bj07{Y
zqkHdgNRCh54$QJ5sh7LTR`iN|UCO`pZ137j);{iKH}^ih>8IP%ql#@1)>>O!3?Oy_
zDWPmaW`lRM_QOz7*xmyL29bTX1a`tdqLOCKX0>4d%a<SZQ3R&{RD(l1FW&HQ7okJT
z&gJ2avG+=6^z5CKFnNWc=b723qT@sEp=>Gtvzqxu(c6U~vq1jl`-|1{byz#MpT@v$
z4{BB!tDu_6&3+usq@6}3?K<4fmpwsgH!I9H?jClveoX2w=`FHRzInlzdO01ys*&9c
z1I+d!yN%3i1S@dqTXKziLh@SsPu+(XteMBvQsNH-0x8ptsDaq5Gb*TaPQz7DYk<`A
z(UrHNt3y{EAhFDu9I$Zq(27v-s7Q_y02cuHM=17JQW`%aZwx<xuT<Fiar|;)XnY_>
zSzAx0e&1L&>Rxp3`4Tmkg}4;9GNpW6p+y-Coh0ltEeKr7AcH6;%w!W9sG8A+Glf<q
z+eqcu-9^mR`HQB{HV<9u`?~|g2xNlT%6=vNXWmy|>gDl7Dl#(sO}SwkG^-I(=u02v
zuO?j|z6{U2(lwGG+n0V{u(T=>)xR1EWtJy*0_CIk!0R@bQv)&*n3_-WLYhF4tR!q&
zKj2Lr$T>n-<{GuAaP~F>Y*tw(u}pYu^zvI#FRf}D1ql0gVqlZ{_IcBWvty#vF!8>d
zu@A#XB@tK)cj_f~2mj$oMJ91jp>S9T^{1-dae2whRlAGf?^3gZyF(WfSAwaAhKXg|
z0{5R!V8I5E&JV#v6MR0{42e}yX1W`b_G&MTJ7_`?n=d^cdhpfOV`*r}GvU9}&W)@N
z!*<$yk*WN0?3L}mrBqkj+eN7|MzTDQDbnf2JhiMo`FuWV-S2$!&ZY_5q_Y>^gcA=0
zl(YwZI0aqVwiTnGv|-Q^UD?Tdm;t3t)Qa@yf(*$yMZl}#-VPxSQ`L5F-xg(?(Jabw
zYXhfovR@axq(_*O4KiWLvV+0E0fi?1v*LIVL7n+Jx<oDEhV;_yXJDo;d0Hf{N7%A(
z-yNz%S!@`&Rzmv{pYPX5Pj%cJPl~B)7?+jR&O*<%7AEglcgtzR_NT&29C#448AipB
z(RVK6!wF<@n%glVglwFQ3DL%AK(v*VsUwBU4WmF9VpG17GQ61duMD_cytj6o1Ti3n
zA13Hz4Vj8=Goc2y4$NMmKG!JwA%;HFk2r2EN{TkuCs<N+VD3&JiwAqJqIbq2Qw#5v
z9-v55`6Q7|$I+`7^V@NO&=GtFFJYMXc0tkZ^L+-t`FuR`XI@BD&$6v><goy=;n|R*
z8`yoMJS5!RAp|k`lsBgVQs{f3e=S9;l|m`O3b-@x5BdQ{@8a@&K3l?H-F@i-VuB9^
zH9bU=@$<gnclD)+-E<k1KClj(Q7gy%(ud({Z|8Do@|j4GCU=6;nMsy2$oqQ7#tWP2
z5h&2$U}N!;rGo#a-jO#3z98wj5gSjcF-;jrd~dNg6{(qsqbu&Cf7vt5vTsq9j<aVV
zd#N%#<XP-bPzRA)B3+l8l57jAGmMzpdjT(xl4^$S(SC8hYtL9fuS@1dfnvxXlnXcY
zEzlWB0wp$Hg@%U8JC$s1Z7Jh+pn|Pxuqe<f8p{q>=5g?4ivZSHZ}{V4RPBTLPsc~V
z0a~@6MWk8IVaQ-b^EtwL+UZfiU34H&wTqNM%x~|3;bKj$RxHBg5SyJi6H?zxiPL!Q
zt)uI?4PlPq`%Rm`OIl+G3QH*>hsv(;iS33<4i|WM++>E)d78?VzyFpWPumPSF%;CE
z!EGXb-67_4+|@N_daH4FbKG@Y{OUfQ=J0Y<fAlGZK5SyWbn~jG!p+J!>&vws#;l-m
z9IX~qLEQgpMG3P1sq>#zh4oF<H!<o~N7Dc60RxS<k4^e5QsKd|P?o0L6{L~t+W$U_
z%l4D7g9`dG?S@O%-ZB!wFkB!@9M`n68N0p1ZT^Iz#vXf>+e&IZrzi(|LZ$2AhI~8C
zOpAYI8uMa-nhIMz%<)|6NBWG^NY34k1I@-wVxk$$eXfJFF8M=1;{!&RmaI!F2~c5*
z7nN4nh-(t-aa0e#p9TdvV;el0q=WQLFE)Hc^7PbQEDmYi4C(SeP5dSMkibuiq`Ks<
zZ%Qt;6<_@)=ZAAf?{ucy0Zfqo&##+U<hj)YT=1JSZDHXw>7Jc8rWIkHHCn#=%dFzq
z-zBqY{N|N8Z(E4<JFoTpj>iN(_{;aNT;?l0+1(ped-!cP+j>Z`Td!oM?%LOV;4NOQ
z*U>?72DHRsX!dmeIxTyAxfFZuT0{R#CT^W-p1=Kv%-5D#UyO>GMd(c@ztB^iKZ`W?
z<K@7r#QaWV0!LH$Xy$q%o)~#{5mD)nsN&YSB2&S@NAI4@YyaeLf0sV1e+i|$19o_k
z^#oR0*X5=pV`lRxEQh5HAiJHwwl7F>;#x1y@<%mZFj18|EXo>ko~x(td%)LPjA#El
zr)gn_j2jRad)-6)GF`wbQV#?Jbh&fq_UYNlN$0!Qgtszp|Dd5mdv*CRg&;xS5uF%H
zYPIsl!`OhgR1D-peX%_)Xwg`I_It_Go_D$c7x(xx;6G#!mkNka32wQ1io|K-Ig|J~
zZ<vme-z1Kwh|>mFeGS|b=c0gChxNgAdhi}A(BJ`iJA@^|n+_mAd7|y`js<R;itOjs
zM-ovZ@amGWAJrwNV4mZfZ_&6xp&dc3K)}_bgDU2UvhRdrm4J0f_9+Y-MG5$23e&{Q
z*7eoZ!WK6WDunA39C4b(5dk}=0;qui?-@ZXG-XL_-&;9J<wad5kYo;b5o>tE>>e!a
zF-jXqMm43FWyvC@9ggxC76inu6p-#u(jt{#-T3*dR=igo?&k!UQcZI{4q$_;nsWm<
zP_s75lYo6*;IifchUDZ-N@r(h%KO+%R~@oIJitqHuP<HzHH&IojPv)mW48x6bokFA
z(7{%gK*=km9TcXXsHuNlw7I$YFjk-aFQp{oD|L^78j$dMK~MhuNs0pN()a>EYmi?&
zW4gs{yt})D^?<Pd*!^>#q;8kl{<(hyaa_+sJ)k&FCqt1!AX8^@*+191Kb)cc=dN<1
zOfjAOl13;PC~d*ASIZO5d{SynFGzqunzr}C8~gq@*#F$L;P}1#Qe5Hz8V^95Q~WZu
zno%LzhjjtWD-RDPDU3LNq*Dxs4i~^%-=Xi8Ir!;cgkL^eee>x;rBjt@-dopce2F@c
zX^Ge-uLcjL^W^n%gwL~wK;yP4WrnTI#O{jzwJG=D=;4AiSDU6<**=44L-IEf+|^vq
z_9CMU$r0sQiZWUjQ{ls;Sph2bK9V^}pl4)=C6{{nYFyN4ElPPy${R8rXQs{hSe}_%
zivxjIZ$zrP$&Ee?zs6CirQW2;!U9GSyR)tBy;}$0TS&{_oBM(yN;2xPa)hCC^!}IY
z%K@>Vd2ru{uOzNlH2=E0@?KSP%H|6~EFh>>NGXAE9yKD$`(UAcBZL++*nmR_vE=(G
zcS!QZ2IqciT`~c;73)DmBSj0hY$swFpBP0|pg<~!n)a4uO$C_cD31?RD__21$wT&q
z^t3vYN_gE2b#FmQRe4KSf+dUVd`zSKMaY*$@>n_=T+P=h<(_*b8v%sj$7MVQzx8PE
zQ<*CE77Gw;>8yP9(kqaM*s)n!$RBXHd@2G#657!?P2t%AQ2Au5!L<&F4pub>x>yI!
z!3nmf4LeJ4g@#_utJ-EOIU#Bpe*y--0Mf`s@aas~b1&KQnx97ZYOI$$H<&&t{i{v_
zddUDa>QX<U_sV2^!-;3zS=@jB-@IyVJ}&FoHH4VX`^7W$Nvb4|WF}9Q_Q(ItJ%_Oq
zezOXc8}q5D8UB>Cjia|~XJLKCweu{?dgR$k!_H(a%?|!&$?N<i-l&r278oBHFVC4g
zrDH#ac~G7eE&8q0K2#FI`Brc-L8UJBznN+BX|P*5P4MHT%@84clk<Z$hDUR}YWx#E
z;|zsH9=;Fg_7weFcRPKGc>fT9bBKg+ub{mG`r9Vm{hh0;snt+SjlihTQr8lb9~0Zg
zcM5RKuZIP@ZBl7+s`pIq_=Y}gzFGs_&uw^#3v7J3wDjt1_!O*zoQ*sj?H`meonH;X
zTFvk<c5i5wAU!zAHbbqsd9BhqIWzC#@SI`p5wc;=FGX4<PDtlCBkm*Jk};I0*?e?<
z#&|9~u+xH0D5q(5`Oy2?Fz%;xCxHiQ&QO@f#4aVVt;~4gNAGh3F5TwXr<5~ki5FP|
zI5keDvj;xb#FO$beZ-K(?%XfQV;Bl;iyb79PObCHr{0;TroS~ud^b5eRAC;rBYFD}
zcki3MSl1j?3+w+)z0zs>g6+eH;?nu|x`$-?47LvKY?5r%@yZ%$s_dp{J!fP}nB_`|
zC`6|nrTg)OmoT8S74Wf7!rqL87pYamYTsa9xlaUMD?Q#%8>4wvXcXbif)b5K$n9j6
z`hGG92<9VOFg}YYxvQof<PY}KmH$z*b1?KX4`Ii6{Nxf(TteDoL`BMsgf}9e#XHR8
zgtPhCv$KEXs%*dTuFT|2K(@gwaBH|?dmJm7cXS)yeBd58_q6?F{WU44q8mt9_RV76
z=oEHp*n9X(Td1wLm9Q)*ZBrM^msfm#cdqA)Y=VNIZC2FaX!YaOIc7QKw=WWKgGp2%
z<koqAnBHxH35J@}uzt9DyO^cIj$YoHs>f5h7ZUu&5NUL3dIVvW-5|D+384dK?#CoP
zj2iUZpj?dBfZ-!E)QLrBHF(rhjUh_1A`S<<FCVqbJ0*yK$kR<IQloACZ|4s%fS|_5
z$|9#;%}-9(0WYbAm5{_>pdQch==X}4T++{}azA@YdQ;_a_bYamrnUnK)t#XrWEufB
zGPfm%l3s!z{vsSIslFdK3&$G3libyb()9iTud(RI=cUb{ppti*txYTWl*XjAPa!a?
zl)z9J|8GVY@aV~U_45#U>FJ=+|8K(e=9#EDf>3Z>9`qG~3rQyt`znOt8a^ek6DPZi
z|BX3hsS^`~F3*)RI=!f|gT}N;=_a(36{Ba&*fshHoump=nGMR3{Tv9Eh&Z8q&GK7k
z`X5!e6oad5<o+bPP$N}nZJFh_{mtY8H!|sGgvh(E11EVE9i&y0=**db|Li&b77-0T
znc-)7TWVpVEk;>c<Cko=#|s0eg{T%F2;E6x$D*6)t)J92riY6yr8YIQ?`lb%MpF`B
zuw>KJ-0smuiJ0JTi+AMKflvplIxC;qC$x+;;f+|{nRA*Cg@V66f$-+)5%#4qZJ#Vk
zLCqN7ux?Fu&d|S8!Rd;?)BEN#@ZBWqB!@3=GR;sW_}3%!+6TE0eJnuQedzBaf=-IV
z7aq<AH_X!fqwj75a%3WykMqu@ZgUU&d?5<0_uXB)uOM%=A6AzvXQ1AEnDWYPxgMF_
z!zA?=zuG%ewI&#?2v7fF;ZL8u_?3v1$};SDZX}EU@TZ;I`il3uhI56OEn4~o7#%J?
zvUPN61ZUM_FgIN2X%67Tso8n`NU(L)7F*kadcis{Eo_*V^nN?Fur7JQt^uwZOR`gD
z-|XM|t$fR!i5p_EhJYmGGhb7BV>rQj^yxhGil3C2KQdTctFO<vb$%e5GX`z&_0xck
z_CjkIoj}>U6g3xS7IBmNdm{I}Zr0ZS(61(~#p@I6J7xWWmsIq_(fM`8&XGk#8Q}|g
z;Uvo>tl9jYk<wjn^`lR?Uv_@p0Lzt7=hYTyX3qVa7<MZ0bxdiQ$?R|R>UnBe!YBvG
zbZxE(YcFj_jl0T-hr6w_efw0I%7i?pr&<MYasR;)vv)bt5rx9~A65ISi#C&7UY7jS
zS^KD)wdLE%(J*?xvD0!+qKdF1<_nn+a^Li(&Dpae;RQ3l<NI=aE%o{(Hv>o4c8l}E
zb72pzfeFym^Y?^`MDzb5R)Y)w605nU)mfOJwV7`?Arq3VOPWr8FIg+Sd+ddhjm+;q
z-j3{_SI<UvI3I66sfGiYWGu3p7q>IM*aYs*@N}sDNGc*PdxIC6$Iv89o6A=rZI(Oe
z_=l#wxurjucI`ipv2+Mwy4GlJEuf2u-!A&{`JIimsJf%6R%%f^+klP=)a1nVn7*-P
zmZx7<;+(tjFG>1GqUz!6O{SrG^&Nh`%wZFB(|#XF@F8I(oNP#rxhwAeb*t^onCf?v
zZ&>%YEKRW)a3c#yaUSmn%(n_=G;T6~d;~^M)ik4I7^%GQX@Ox<qWqPo?M#ruAN(fR
zK93-*P|xbLuWxK<sH|8V2>8QUUXniG{gA|o{ikjGl%H6ZHm(=Zdb0LE;12>#{0IAm
zJUSjTXRDjNiR)&#g=fTPo!_C;v3z2FVCEBl=TnJ&B=FafH1`S7aPzMgD*pbhNje@-
zsPO*Q34FD5X)EINCi5kl0U=6vVs<tSTNpr|w!jpWAN+%a8#*xmz(*n^JX*@H)pUt+
zRGdbmDF}!ZAQLQ@2Xnij@4$c<^gp0^OM?4fpw-OGOuDbvYsskT31A2qC^lI^7{sX_
z|I_o?EP5a=q7xPIJ(Q_;p{?(BOK>zg_%Z!n8b$G<FONFmyl9rHu1Zk@O4|m5vlDr7
z#C4<oAK(QG%7#z^XGfI2Tu8RVz7Vj5LkVVp7;4+=7~EWbcjRmzSu*p{8Tsb(DXvhd
z&M7URDB2+!ucHDR<QD-R2Ff4bB?>m?+$TU3n_btZ8nIQ$udfTi2r-zb9-W*2MKe1A
zQ0F*K*_jAGm%VdEZ!K3Dx-lSf*I}1v@(bQsWBy7%0WAX?FhU~sO~}c@U0G@Wc>LQy
zgLTc+NB?(#F4P2l>S%n6Tt3;zDy{m`NuvZ0>1%24T&tctY()x@_%-0=ZZ<Rbl_4Wm
zTCrPJJhX8fLb|?zUH?n`G-e2_i5t=kX1yi(QF_FXp$GWLBm2r4LTMM25+uTeN#8iR
z6_ML-=%XcAT0HnF9K7T<AY-SmlwchB*U|qFJG5cYzr`h8_r(vaj-)~{uIm@X5x@D`
z8Qw`67}#p|xuchz)$sEBl6oYmSKB^yF+Q_5#PbM$m2>-H#vF;w_S}0;4*f|7r;|UM
z!6>a!7NVtT6$4>WdE)A6Yuw{hYYgcxGG5WMblV0(pXh+e0eB`vvks|E9{dS;0U{j0
z;I4~JtMyM6`$w|DM{14bqO)_^k6>OJJP!=~z7)=H??Rr}QUO^tXsoyYU-1^Xll%Bz
z*S0Iy$ErE2`4+7Jl2^v>>Y){@zo3s^bUguF<BM8vc|0407?x%h)xUYu_t{#eES;Yr
zXwm}08C6ktlLo>l_s+eW{Nk$bR4CaSxSOp~v4?Ou4Nh+1;JEo&=e<O`pFg{>94q!+
zu5W?{4SPV3UX~6yJ~_P9c46twSMK8C-s_9M+joy-mm)VZE@&Z0b3!mazaW>{anqW{
z^(p7m^H$o6<TfQG^L&63q2WwR6}>*%1!!EN#BkHzm-3f|nP4E*74Mvm;h%jjcuMLd
z#%^S3I@aAcG2zgmCZaZ=djMYZt99^$CAT*Py)loByKQD3MJ}JU7q#q{%X#`5$<#Zl
z?RCir@G3@gUl1nVKVE9E6|-z(SOv~8tOc7ypM*r-{gaLw&G;vGF0U3F^1f!3uPWr_
zW)#9q32t;Xum3=eRjl3hoA31`xo{~Xu=`PKQ^E}2FYgONS8(48IgyQ6<{x@P10NAU
z7Z1QaVk%nQZ*%q)Sq|Sy?F0Qw!9Ep4dtXO)_@o{%ah)F%B5`<%UX4&+<joDIh3|0Y
z`N_!XE`hqc;L&w>^^xUk0hp3t$>jyTI=RkQrgNRMJs_1LvR5w2Z<Uo+53@^-6H#*I
zw_Dv^&J7<u8ZZcvwfm9QeATghZsH|<lkEN%WW9z;*HtB(6}e*_4)$!`Ry8JveYxHa
zVhP#RtHJsvM%669@D}aZAtM4O-TC93plw6q3OOp49~0#{*x+@1E`2IB3jM!8)?=9;
zYg>J~$BzbFtW0__zln2a(*O>vRQ_rG$fS8ado3l6*QbSJ=eY+SOx}+Ou5KKI&v3b!
z@hQv;nR@Ailk#;*QD9b{(nRBxorhhZ1-<vYA>yhz1vrg?t_?Vwpr3dOoBLf|p+M)^
z@@FG+Du~2zZ+`(1X}O&%S;DJz7KfX=59Zr;HJmYJT4L|IUfcS)(2d!COgL}7t{Pc9
zx(LfW^>+Du>)F1`%MLP8r9!ySSz_X1MZ;eKKJSd)7gzQ_uBlhLc|=6W-f9Ecrjlq3
z$@AWlA^>CroIrc$^&c1(Csnx^XNBbpt7@KEJzSLTJxetRO<SNgB**QYoIT)`jjD^P
z?Ad%GH;3OR)YKJh6s<Veu{YEjC5p9o6p|s>eua}nd3YF&zM9Q?+v8|E-fR}C`xa~k
zaboqn1a@dpR0>O}p>rd8*qa^-Cs13eY{Gqr*f*?IceHZHjUR=Qg!jba?tsf|FDH8V
zO)=M;!E9fH|3}{jZ1=}MFcm;+2D)0{Qeus6!x9dv!%l}f5Dw;kqt@wJAZn1Z`o``b
zFWP~NKg%g3FY-n4#>u(EE7$2%+GCB8Y+Isjb=};`Y1epFJ9duSozPG4h1$g!fznS9
z)C>pOWToF~A1;^RG6{dR^m-8i9|Na1c$!o{%|PV~+kYQc_?&?tSrQ|J=qMsnzAMvb
zx&8Fm%loghK@7zH&ziyxxXj~;Fub*TRT~51`;#V~8xCFN>uVZ}N@ObjH%R2${C@(8
z8vX>lCue7ob;-4S&kZg(5hCY8ay(7TApFLYQH)nr=x`^6xu>*;|Ah*9zdhz(oGzD%
z!V@}!-R{L6=cw9PueBH(Lnl{Hy}iJ`gWli92~Y<_A|Lj!rK>wI1V%9cM2yi`re`ak
z);8!B*EQp`VeHeH*)d<x-jHD5EKRB7?0(ts(w2SfgNk{vg*v@vvd@xEaeBrm3&h36
z#R^FH0@`8Z6JUi;Wa?@cyBmULj~xaIM49@k+Y5{J{Ja|Khn8t~nod~0*+vAVagSvk
zI~0o+HdLfz`aB#keHY@Dy3||nltPd<ql8-B`Zr=;-M6G}YL~oDM@?;}j8RPg<dlg_
z%sqW?uxAi=ra2J2mE>5wR&kh6ph&RuycBOMlg8iwA+=EHN+@TI7q25p<^%ojCqt%0
zX+r~Qe~#P|ZPa_7zeb(;zHePC*G*G#l3rf?=ysuWblH8@UgYwUf)c{niD3I@Y-?kW
zIYq-9365{W9(}$n>`A|FlGOL!9sCT8?vH67tX@xHO#ZC@^91h+dq$p~rupCTEnF=d
zAB|B?<IA@lm9eoEY4fZMY~WYT{Weq~vchz!CUYJ;>A+qOyC>JE%n4vzb_L<~4BSEn
zR!PD-F8=uCQN6#DmjU!X`tiRU?)a|{@)5NzZ_7>S8UH^6)my~`<EHv6u#?uyC}-BZ
zHIBL8vZuuCDYw9i9f06U5;;_J+>7hnj?U;0<Ym*y15prqj#8si$TdJmp}@M{N{ty~
z&829>JOuWzs?esqd@oIwEv@H>=vU`T(2#Yg9}-$9X7DI2PPX~brQx9m@9<km?y-)f
zRMmoE-~=;}R_W=D*w0<gfRep~GjCp+E9VzEOGL*UNINMPvir1MhF*=&C(Ja53{$RK
zsOYDo=xo7TUB<>LJ>+B$u*VEQd^s70681k!0;@UkOXE#OKPS2JQngME@5BpW3^b~F
zX2>q76ZX|_JFy9BKQr}YbHOYxsJ@c)DNrp~BFMm_*M0f$Ycb{LoRsUdP0EwRl$BQ*
zKl1f7y++mI&*9M;lUjY`&nNn;dubg@_`v#Z4;e84#D@0aNMIS(3<Kgdc_!jlo;)14
z|23I->eX=l)XPBq-zSmHFWj-)V?Sy_j5LZ*(5|d$a%qYb`65E()qcw78S)0V5;Npw
zP_VmwBI9NdMLu$}cVz5^9=3+OpdLG=?0PuD&5Sd6h*`Q%x*z76(sDC}<E>6%W4Pce
z?WJ~o#)ard-7V_n{wzK;${OA9x1%kc3$2Hj4p$7_h2!db+SdK@$U6@0!|(x80bc@w
zuR-hT3h+-!MHa9^r1Dr9wYl%flfQoQZ-;)9`~VD9Av`s?-UGLTB72?!Td~NnLt%qz
zsWE%0g|#E@ps5OUU9xdxH+Qey4d=9NdUUZh%oKm?Z6s6TYum9-2ZpsrtMxI1a4v(2
zP^N3^CBH*Tkn_@{lg;D{_f38H_iF1irMg2I@$8az3-HEgkup>`LZ74wB4^eD10x*?
zsLbQFb=cDojm?K!abam?m3{TP@hxf!mE3QQY}h%HbbDcq-CY^)p$>8dOFLgT0tlzg
z=%$I;05+C5>6hE%ide%BM_&e0O+eDZUrOslvmp#Xh%^~-pava5`*utR<0*jNmr<ra
zFjBG<GmhmO%0Sm!{(bOSX*2GLuk`If`M=L@5&h{H5u2M(^G39xcCf=sujn1S`*U<y
z`jp3B_RPLJ6fr?PSI?J-=*qkd-$S?3u83pK(i450M0=%cD(-Md^96Q5_SKhjPZlKE
z5@Wc3)`PP(Z3<NcR7$;PtvzFH$Y%d=71ukp>i)9{A<<croW^{E?grDKm`>`=#qcwr
z(wfytB7?R69G!^JqEsgm;nGw;zfD=^?Kk=OFtWPeJae!igR2#B-RBXL1PSQGQMMBe
z#a`0ue!#ZAbkXva9Eim>LCe|Wk~PYHi~&X`!&LlQeQ<BHuiBJecXfX+?5m!@-y7ic
z8rK}}(^+^)2^HxVgF=pRJpuz~`@)%^vC=woLuVQ1&&Ia1mD(~o9eDxLsOk7WnO@|~
zAB#KYNbVx;z<fO9*8NOOmUKCjiyH%3V&{H)Sz`P-=g4~KYwo8wn4a11@9%OWzdwGr
zb*;6-QqR-z7%^6!ZS%O1CDnm1L{@<U(UcC>OiPUm>=7A<wVuivdz!_T#PY3|mzG@1
zf<wyg+NgX!`I-CQy+nWfV>@Mn(Y%^?haiLVjo|uf!vH#Y=g;WC0eARd<spt0Z*=4C
z!bF7fI=o!;*WPMeMsV5Z<B8AB6{OY_?p_vac?sz{B-k3-RtgkxrQ8vQN_=l1{b9ro
z%<C01VpYHsbrq)`9yrOpWhsnW;Lv;{BdFGsApUOk@_4;Zc*$lcoB6jqnoN9f?m!e%
zDKYSliPdu~vSU%Rg+Sqif-I2k2i0;{6lotR5YC=^P~S=M3WOC%r=*@xLM)i5NBB*W
zHIOcx#Egt($K7SExcrlW3_hBYOTtTda8}KdlOo4OC>>V9t6*ah=l}h!FKq^sVoeNi
zE$r@H50ELljo%i|zaBto3`hOXb+Dr_{^yD^@Pz{4`S1m8o&NJf@-gM9;t&x#bQ%2M
z|BJA<42x^oqD65Ct^tCC;Lx}Rhu}_-#@&LuI|-2B9xS*+<L(wb5ZobnAOv^43$ph)
zXP@)lz2C<VpnLVIRW++>j4{Wo{<`B#ug_xcPWfUAIgm^$HV)PD>-rJxinqf!@HZ0R
z*-&mX0CHf-HHiOu1J&L)d>RNDQeedgT@i=imj{10Ujz~!9u8dFs%MvNBZdh#2FD=}
z(q{<?2{9ih{i_Gq3KJ?&0#|XpfJP-&;QTgs*JSzg(ny**NUQmT94YW!T7{zft?xrP
z;d@J<k(2|;Cze!u+Gs#xZH(*jbtL&#fiO#W!&iv74~G~JTjv>zJ3`x2GP8s^><<=Z
zz(+IY6eUP2LC6^PI>j+f%HAkAo$IqY=|RFHBk5OM&D}W_fHy_t6b(@q<9&b!9&OlW
z)=B61Gy}NPZ9Qz6YWZ-!Gt}<M<c{+ZI|0y!$`2&5)H73r><ClHU4cNewzxhigV?vG
zK)7ODbSthU(2-~o=ji8h#dxX`m2bYsYFTMO=H64X>y@itRq@1S=!n#2%R7shRfz$Q
z%T}L!Vhlo_83sZLxEKveF!+<2!$-5Ry|;Xo#rGowqQl1gZoBGV<Z5`3uzek3lhgLO
z%_osX>tFhMncC9l<;Ynid&tgME0hXMP-a<fGRqoo#>#~bGL%}^+$ONBAd5t6#2!}S
zVY_?hT06WDH^n<>{-zP7hHC=X<$^)TBy#b|Mm(9imCoG7X6P{2+kjv@&xh*D?0sjN
ze$_#2+_Ss`0bSiRt9&SDeo7kyyK+kV_R7#bqwhr3pTVU2Rn;-KKAWM&NvnzTYs5yn
z;4y8QCfG<SV><tq5ha)lOR4rzIPZ~yZ_TpLbKiOzkAxPFBGO>D5Hz{eIL_VTI%W)N
zD0?2J3#rCbFm~e|eWS?>B9v%tH277d$2IPDWAL>q4fp+WTD$KGe5%P=!ijlOWh&y(
zXVVuhy?Y62@`_0;2(pQ^+}52!a>%AZkRX#KyzAgg%#VD}gvdPlH|X<}%1o{gYl&LD
za`)t8@4r>${7&!xz#iBGn=x8Y3YL(NFdI(d$pP<gBkqGAD)@8mj7R!x3QA6}twuSd
zbG3GK;DSCQJe<wwKfGvBMG9-i-qwAEgw0oz31$;&-X=H^Xs^dIaF~v{LB|mAPW_<h
z@GP^mc0qiiY=4?9Q!q)xzV}2BKJPOm!2Q=Iqj2lN>Nt_B&(d~2JiPRLM-g7}?w(DU
zP3Fq{vMN$AHB-7QgZiQd38#e~S^Cn~J9H&|x$E2X2$s>V=aN%;e*Al96J_bL;=;N{
zIJrzkHao=j9v1C0V-EcIp@@_9s6>aPazXOjFL_#hqkeB?nOblBf;uA+CC%^~KKd!6
z8}QhJ1w`zbrC;Bmx?<E!<#n86nZBozRaFArc2lZ@XSJlJb+hcGNMYb9C}heX`>vwa
znE$ur(0j|gTci>&2OsJO%4dKuqX`+_*xuU?*YcpcwEmr_zxD~P`#VXW)ik4AfwQXT
zeaf!!g~hTl<~_W~VZZn-asI`4UqZ?8c(~{KZLJs6d|>iTQ;Mq{Z9mISQB4cy6b+w6
z^31c`b2ZZ>8HzJi3B994JP*QnJ@d47&lL<`hZo-otC2zIZqo5xMF|<s6~Ei#?!Wof
z2eh%jO2-Q%s}x7E%%gGtWSoTMOVBY)^$tBkg#%W#dX)sK<+2(|P3Jnb<rhSz_PBLv
zB>4AvAC!erExEeRS^VYJKtR$ET}3xZ_(dBuN`}H^vTjy<Zs3kl96>MoVbgV@AuK19
zeyA<09qeASXL;Z1+rl=-doO6F52*Vvv?^R0Rbue3I)vmL{}p{3uasEWvQLpWW%4n!
zn{hzD4%}zCJ8i4&0<*M4uw`eXc1JeMi?_nH=78NG8r))|-@PL%#P1kfW^r0XTs7d`
z#k+f<5mgX-*rJkU?f~V<l&67|JH6uMPE&PUkBcy_UZa&UA?T*B-K~thbHm0QZ97U*
z;C3qQM3y$gaO9vk;FEy1uAObY5%>$;b3=tIO|q*yqEpxPXd+3_(#`#@Y~**RyvthY
z>)I-WADaE0uke4@K07SIg!{y)r36}&5`j_dhdsrl>kR$|6?;V4D&$z()xL1N-q_>#
z_1T)JVkKBOAYpNKr{19PeT+N($ejs8ftw9O(&snw{DLqtK0_4&9O-Dp;kAvnznZ$N
zTOGy{qvqcY?1Dljpi$vk^<Hv>-75d9<El)9O8!jSG*;G6Q8kMdwQ-9iBG^d93GP2`
zvdSnaPIuXa&BTX#V3@rE-)xQaOyp{JLcC_>J1ag7i7~+Oy3h1B83=9{=rLX(QjE%*
z+*2m4LRWgk-p~_qsX=H7Enew{I#jNf3D1^eEW(`La{R{0YY1#4?0N2JNd^DI?-k;<
zA5_s_Jy87yl7`~pzirYBPJwp)$o}jW?l7!HlPS*=2$)3$sC18SuOv^uLbK?ad2=cq
z>&#aSWK2Q5T-kAIY85o1oxp!PQ~^D36eJzzJu;#Q%_R-i=g~p=PMrWr>x`ws=48dT
z%uwJ7(Jw2ls8wREBVXZuZJh5KTTv`lrtG*mn1`Xw2RBAGX!&*3emIHBNdgj%Snxx@
z<Gbt5DUBWCb_G;RXKw+bcz|1%?gaw3X+>(_>g2%Eozbg~Q6Y+?s2_6*y_0iaU`(@G
z%Bu`jrb1(5?gt7y0xMoe7`O?(t_vh{O4ZB)XC7-sEo?ho=#;?icJ#C)jI|=T=hX6H
zuK0MM5S&MZvcD>Yf9E2LY6G}<!5g6`#4Pq(x^#&5Oe<y`>8(nFJUm(>XG>7_g~s34
zPrSYe>91tG2+}&5F6j7$&(K}7V%+TVj)$nx-p%Poh5Ppfx)AT6U$Y#KqHmI5GOS&?
zpTSG2Wd4IzuR7PPDxh2RvNM0OS&(AioYd;Zr(s5eK-P?uzsjoY?1kXJP?l=Nl*H>a
zI_`8&D}*0|;gX>N+Z^sB@*J;m;xJWhS0~E~g21iLx%s#FSK$l1%a{`OsBgHrDt9DJ
zYsq;89mxphNNsmy2Ym2Q*FTqyOK}<wcvkk0Xpad<eKZduld?|6v&_5csoM;g%HF~|
zX!?O9kmIT|Tg}8gWgzuUyMCJ-pSdBP2cvA1bBC(jZqPDl(do)-08eslw7r==b)2v|
zv<`j-4(0cFJ9=hHA}a$W^879rlN|fc!kSx7PV;O+Z9{^Y2n=rgTouog*!q;~S*e?d
z>*Frx_ajNIHQB3?`ljhB)o60rI;k1YOBbgpgkHy^B{IYiUK?!>rgh+s+{Vst6*#^T
zehixE(&oXo&O2P^*a}PWGUci-V$?pf^Pfa&11X6^y0iFO*nnOktc|VC+dr}6vl;F6
z_AOs8@Pp%j2+Ww3U%u|Z$*PG1N39qO7*em6uH)E6RFNC?iPmSh-fLuJmx6Ec=Nf6$
zOPS`muTQ6AvV}LUV6df08s-j;CP>W{y<|l<K}IK(7iuiw`b{zvIl#_g|4zOFF)Z`&
z_(%K0^{<uppHWuT(oCYroM3+Y*-`oKYqn%yvaM{t`Epu;9w>%bj7Pbesr8Acd1YCr
z#ogB|WeiGnu!V}qO404Q5z%PB?!C79Rtg=7>4>(jOYYK;0D^~mLpDp?xOC|hGY`Vp
z!m%NI>e#J|7tQq9u{QH$g5pMcb8+^5So8QqWbSza=TpOs^TB%eXN8qjWJ?B8%pC_1
zvi>yaDVelM<n@C&cn@SJR!le%Gm1hmCL~~`N;0|;4Onjq@pSFWjHFLAP$A*~Y=wDx
z^$Fw6tAmb2`JBYDfQwN6{qI6BfGv>%3jt7^%{dDzbN^N7w!6LYI>b_30di^EQq7h+
z4qZ5kLnA`LO1ZW4?1qNT2e{$|WlWS07F;qG<>+0qX6Nf=THM^!Ci_YaNDHjJ^>?C@
zH6wJ-^vXB3d21hXd}_15)V(o7RRw*Vmbz5YzwH*f4ZC<my4<~B+?JvWV-T)CbC-DQ
zcaPMFcjtu`nmTD3YJTS7uL#-F`OZoddg-;rZUAgvBY`)fEfUT1&E5W16@a*v<)VUu
z%5|?Jva3Qbmdr}~=#klAR+~by5*C^jtwDnvJMugwR@%X$8K%y9^Xjp7Tm-{cR5wgK
z9-!8X^fIOqP8G7sj^+-8^JN*B3!;*KCWKa2FN@7pCO)Ep74@>$!GyL&j3ck6P4Qas
zZh0xYHIT{5+2cD}UyL8HL$~i+ob1QKTf{FXRcG&>bbf+k4z?wM=x_-IjlU(7mBCm(
z0o+1$rVZq6SGhGT-G$uv)&f&Q64$mbOEnVXjJ~Iy%p5cu#FYZuF)F+3iNRG>hZ|3|
zI+#<yu#12}GkdWD{(*%q9<T0stc&_jqBT*nD?F&6Q{)6?T6MP86l0E<lelWr_{!`#
zYTKrt=!in1m2=_k(3z3wXNFDanVmx7jqEvYQSq(PY~Iy-@0t<ScNNHi!PA0$q6x(u
zhm1GFqx(F)-lGRLa2jbY8*Sa97%SAPDmpN<R=-`xYD$`GQ42As6XDNW6h(GSt;m)=
zJy4Vmyc$k}b@eYAEks0Ox$G^2ig~>jjEH{L*Ky+oW?3kmGI}+x_3jo*pTHdLG3~qg
zUmJ~2oLGPGcwYCq`22d^usp-{Ootw37dw^AMcPJo+kZ&*rZqBhy-|rjv(0qY|H6RY
zn)ji9=giBR8-vl9LLag4fZ+J@);Lm9eHWRsq&!V%DGAz?@wrijS0;oBzAlQE2<Wds
zt<{&*ja6OKZ>si@eMFBjX$c75dImXCO_cCR1n@3jy<=r4ZRVt&bAC&VE)pDTR!@+*
zC@>eYWNPpZYqr;YJ}MD$O6Cd+40-4J5&0A2zh?=6Dg-(u8&KK1Fkq7!;l5>=w|s+|
zvUW#=V!me(#`}CveQ?H@V7ckl`~_{{cNFw^53sT|?9v^5i-TqTtYQ$tM{wW+`&{tL
z;bzktI%)WcuhgvJBtKlv7`qWHq1td;E6=$)+Da}wiAjTYLEG*4Ki>5JVDe{sg0`42
z|3A>yle6#LkFIH4%c10SI^FC1VU$oy^pMx0($&ceW*WS#<i^^_7WF|?=^C1Tecf%(
zTvL5;P^V;K{Vl2L`XlbG7!?^mM?NhM|3Xa($Nz<zrmBSCfoFLw!e1|YfJ|G#hAP?)
zKSUDV6Sw`Hk0)`Wnd|wmY}PD@A1V(RIpG(h2<W}@I`uBPhIPvg?}j98Y5>UIy#s|1
zs8^1WBJNA~G*Fm7UQ*9hbxr*lsF9?k9!agT6l2v?bh<u7_?X-Luv7bw?C~6_hNRnX
zToHG=<RqVOXqld3(Z^F#7EKQJSmbdlS!kjp+AVtgJRbGkaT1|2QuMuU^Wi@ZhX@=6
ztALuMv44UAqT^&1q{V~pm^U&I4&i{^!!*afeD>qBTg_w%UgMf8%;B&VI!`t;y8jN_
zdPzX+_IR-TeJR4_r9uX9h#!_{a@$9(U^J;nX1SCNCs$wO3hAor!Bs7Pt|IGARA7TE
z{1l^f<2=Z7`-GlDEAg({Itkfp<36ZSIVQw{)R};t4R9j0a9@}R4{XC4v1^d?62}q_
zCJQuR7lKeHWIAPT&oQydpG_e@`<~-Ebf)+mR@lr&@<U0vlo^32c8Posr4pn9So@-R
zdP|i+N*<8D-zSY;Woj@k25Y7_|KG6ZhU#0G6r>+-o5$eCaI-S{t!~>le*v#7Z%3G_
zv|r88Ka~11`?fE5{o2}uIFW1DAc_Gq%o@QK?R~DlzB_U`uI_K07ue1pkoY>sKe#44
zrr)youput<KXeGnuz4(dU0DBq^B9^fVj^Rv<NTE8+g8oAJg><9;$NmKKYWpSr8NM&
zN!RGOIbOmqf$C%K$5qP1*lI5#79z?f%2Q3~#v?2WD;%WVgn{xszWqZ_)P^dE;r^fs
zral*fGnz@zJ2O?|B`Ojut(dn7DH5C`)Jn}h(Qp~aW{49pAJn_=4PbZsqGL<EMt-R+
zVm?e?`g-vzk<?u;L3qLN$>+AV@<wyVNj)CL;4Hq#nNsZ}g`L9FTh6JzeJ2Te{Jw(!
zqH~ibpgDiXgeet5kFVO`4O1o0FAn#+K0=q>TK%KQPwOQRNIQa+HXa7Gg&tp<nO?ua
z2q3{fFCCKQBv3w?{@wV~AeV%GyYsA(x;6J@UYHm#0Dl22^3P-0Hl3WEZ<<fbVGHw3
zQP+LPZCr@(^9h|*weC|=*vG;lEaAU;LsC)3=~_JowB>!QbMGX4JPezFC)3j!v+pZs
z8!ehcu$8bnnFvf+@Z3NQd4!#8qWXI}$v6!O+n*=7gc3@>ywNnYdZp=>;Pd{5?kA<A
zM6i}b{u9D#y*BRo{@dlmaB4uXQVoj)eE@ayhO1TR5WMW$D99k}0b(<kGOO)kaf7iv
z*|^L(7;5R*5^zgf9;5jdV6S)5(+I}Xi9gP{L1+HGf6(H43eg!rg=e*%J$>8U{mae8
z79&xuFR$h8)m;7bw%)_+kEI{^-&{F8#tR&!X8$6Dh@|g^`NT`;BD+_V31(HtEPWJi
z7JY2cWT#Aqf}nwYP1k-&B+7d*_(aORfwf_%tm1h#5cnIf-dc(a961Ga`P!MLT(SQR
z#D)cwAe7GrAYgux5T5sUjY722Bk~Myk0~2=pqec#gm=t!8Ye7jQPi6N-ak*n<_yoy
z@eyJ~z}sMvlfr)i7tz8VvkmzX=|xUo#+1~3RdmoE^eqtuHVK#B>X}@m(_e&(<BK3U
z%3A<^Eh79c`U38*QSWVJO=Y~R-g=pSbuwY<(ew#I7gj&HbS!K3nrXA+h9=EP$PZ`2
z!*Zs#OMRTS+axP(r7X?dlcm*-T#;Gdh7Pwc1d?wc5LYqhXy`vVFnxl;<&YQFjiveV
zX>l$DuVsN}y}<uQbprs%T`~LVegZ~^6F7Hm6jyj>p0Rm<!FYghfW#R~7%9uM9h<t0
zp6Jprw1ZY!u&OjGi>bnHin&pzV1_Bi_VW2aC0@cD0-}twG0uQ*JiE5MM(3L+HE*m<
z>(k34UmR2sOq2bXG|QlKRL!!79RG%8%`DE&+ijG7@NUO9->8i9*Ix75FX;6Rxi{4_
zY^z`M*NhrlO&?Jkl_K+At#}YPV66k^7kb$D8Mo%NvG%q0>fBRr^0%G^NK;wRKuFvB
zJiFw&H2bKilRo-6UNTpmfXg&=YwS*UAQa-e)uss}ks-E1zi%rAse&zoUP{ygypKo~
z1Z>H0B9n0+Ea8O}^USsweQYGV^ZHs2fa$a1nN{X(T9!Qic56`$&qW_@=AQhu-Iw_r
zPs9AT1>9y#^hG?T$+K3u4nrk7!L(^k4|k$?L4=c&ZljYM11yiIoyL0j39*A}-9KN_
zWGp9QfMyxC{s`&C*2y6uAY^vBFCXTPlt4{Il;0cQU{VGHOEb_mr0n!uWl(=9RJ$oa
z8~)W$K=mDa0kqk~7WnN^cK+!3Z~UbMd6JvoVie<vSydp$--h{JhWI(1VN5*<;g|`)
z%N$bVFK@_^*eImZZwkTKHe|p@YzaT!Fz_9mD(DjzrU<5()6?gOaKIENh!K4R+QRdM
z>B(LIbRiq<QNAXA>Nm^?VCNr0c+{QIpOos462i5y?_dE+zyXjNKt~p%$kdXq2>?|2
zlt+vRd=wTi$L58Bm%ar6!3ca5(*Ls=f%%i63I$=bdT8FYZ;nN3$<27b5gjO-^>V?9
z!2Q+Ku03VY+siWc9B@*b>`S#$Z>lfjMC^KuMS{ojMq=NcaRU^P2LO9KK6jKgDBX@r
zX(x<(N_RIZ!-jPf9BbZ3pSYQ;%==L-7>Uj6ss97teVEGwXB!{@^ytc)6?fXtl#n>@
zPS5Qj$4(KvEibe{`|%UG()~c^Yax#AEoNQ>ehvZN?;b^E1_;(+YIU)t@UP8?&RFG2
z*~FsfQ2y$T9yJK2Vimxwv*qHJ<ExwMOx?#Z;!i@l^S5D8*YCID#=B5+mUSx5RLdKF
zDg{mk<)QtCsXabjor>bdA7%%Z_xafI_ZPP~@K^r?{VE?fCiIc!gru4QQ27M?<#GTj
zT~)mEtXx7d)$KEbRL*H{8lGAP2Ako;Ut9&#{rJJ?=k(a1>4^$0NkZowGwFTwP=sNy
zwq=-;6uUWIt4lT?Z|(RA@`j7_q}F)dk$s;+mMpCaNX_&gqPR*vG}RdN<=bL1Da^kD
z;bXm4K-IJ@zI=0&_K^RzL3kKGrAjj3OvA|U%0G!p(*v-<$#*t~F&&tjxD2gd$Z(ca
zrf;W;>JY)&?Mr4muhUV!!tUvn!%n)PdU)Tn_T_-$-owYncn?DD54txx8zaQmY6Q3X
zUI=UJB3r*)rGEpc!E$RB>Z5t&nM^_QcC%+L8L4J|`TrJ$JL~noS2#9COudc!ZQa@e
zpREGQ)#S~!B$?(KFvbT%3QMcDeUN3CwP{KuS`T8Zg;`NWVU--Uu_)*Mnjs(DOA@xe
zpWK@HTQccI%b9vIDZw7*tr^=hi2#D;qddynJhK3GQ?~re!TnNGTH;t5_V6%$_2lK*
z0ek~y@mqXh!q253Tp^ffQm#As<m=<#_#CA=wo_2IuIMFT%56vzbZ=LLnAAMA$6i-)
zLd9IwUXpU{qg>0@h=7`VIzbV24!fsZh8{?XF^~h6Vtb^%z|TZi#$p87vgKDCM-l-j
z3!N6S<iS%Ne`ZX|RcxtZyc>vOeYtLuDO<%p_l44zO0F3jUG*dgH`Dy_TOtVNKml&1
zPcduSm%m{3b5UQqdjB_`_p&nKo2O+F@F&W&0e6Acn~v-!T2VDl&c>irKn?8r(@MMq
zwdbl4D?zx+$H-=d`b%q{W&OzpB$SI1J|hKEvbtk^hbh&11wDY`(lRyJ82!sVk_hzb
zepiaNE$$#iCO_(Gb`b2}s(zs9Y2$iB)_wYnUoZHGhffH87MCmbYaM~(zEnv9fRO3<
zHq)FEc1oZH+a|W1y?lD$x96CXJYIcXQ1Ew(35R@iBET5Y9;lZxVX{hHt5o@kjiu(X
zJ1fK9fxf9FmwW0J!gm3+_g3mXnY4ISQ37ERupVi_F~ew)Ra(N+m!CEG2)d2d%4DL;
z4U0BD0#R&v@1BhE-`V-Y+A%WBtaf>V@OteAg!y-*3lPzvui{S6_7q8VinPg<Kvqz@
zZ9BU}1QmDQH`n*7ObbEHsS6oR7Dh8UIg8B_K-dyoeB#$Qn&SqCgq%<8ca99{1fLEN
zyPw>`dKpw!Y`40NPBY=EiXEz$UZX*U@FEE0LVpoD`K^!geHR@Kvww37fZp?0G9K|K
zV1jK#vn8T$LURIw^Tr1){5(05BV3!t1>dR2i;sWm!M2RelN4%QY%&_mau@4_DY@7$
zBL^NnhOktuKRz^Lv_|c?kI}+$M~do6sGF|6Jw|It+iW9SUv9zpv8-ik#<8x-z$x|t
zJZl-zOIs$Xg3~Q3JI*uUYfY%6bWeM;ykKg_SE{UZ(>2T4lbqD2)1C<w)~^&YGs|)R
z44;z)z1Y9RBZt5Av-P!eG6WZk*bOqc|6c0l+Ri0(?mJ4Uy|RcONm8ph>&HMB5f?jC
zPDr;cS!iHktjN~9f6;a~^8S~T{B=bmYxw$Yb4k_v$_3TZXVg4)K`iIps}PWrGMegj
zN%@TKzIvVf)hwO!C!~_Sh6;0Cz2eU3lzQ7yaR+>5s2Mm>%%?qx^4Vhmeo_O)Y(00n
zv<v*yX*WkfYz3`=>aJ8l*8lo(VU9&;K`InEY~kGkc9Yt`Lc<LyO~bkYvImjpaMGl}
z-go3rl!N#^l?|C|&thNtCv3JmpFw{q*?5?+qpPth$l+-#mdXXLUW48~Wbt)#bJFWr
z(PlpK*-oxUlr{ransw>vi0ulkCj|{ogdDg68{-lkqnjU1@C(z1-I`*wNr7J3f3S*)
zY{gV~N0!afxruB3nisj{B^DRKf#Dru{ZGjustfGy%Tc9(ynFRC_zCvm#vg+Z83R*B
z+0I{BODfjv@egodR|wu8#e3Y3&s+qhH=SIJ|1TGL5!Dk_I5l{=x7Uk05hD$_o8yEa
zngJZid**cUd=;-5ETd^}Sb)UsW0D>V*s(t$8ZNa=UVEV*e6SPE7<|RLg){vYz+U_n
zxEn1hr|~@@3>2rd%>x<-rrcL;sQkYG9<zQLDfmqAV#Mlv2=A4B6KUHE4NCS}&Y#sj
zq)4J)PPyTc@}uTS^x8|Dyegi%EKU<8WcXP5?4L!UEu-1aTW=rK{%CqndKHhh9dl@J
zY=5C^7$LbPIXo45-t3^yBHt>Mly9y__N_#5R(_Bq2?h2i6%pmGVE7+^BqjD|RHj(&
z$4JldQeyS)sqZC2E`&R>n%Iv%UV^`i%y%n#TMg#B&C1`r_xh4LdkO%4e;q6s?kER!
z#EJG_W=S}m-mX`sQ!+PVSY<z$5FFTov)-q29bZ(jpf;mqfiTa1!A8}dJvOV4V;L?L
zvXn%qM<k_!gDL5A0&6ji7B(*BV!(uI5X(XKUkwYe#a<gzA`H`C@Tt?@6~IY6&0JXj
zV(-<`*~)hLslZmonA;TYVy(MTZH>H#l`+3#KkOyRv;7A7W2)z_%nxEazP{9Q+eNxW
zDEiVlsBvcYZ-U!Dzb2k`r}ULGPQ0`J-HW>J0V0dzZYI>WB|AJPu##v%9}a?6rm0SG
zL>5~LdHV-6enL_ON%3Pgt0AXa=JUt5L2v}(+XPHi(3*FI?aN&~60(T9otaTK@=@A^
zs=t=>s@{**zt4NQ@96mn*N_+nk=a_K^YNbB@)Z@S919UXFX8H*yTJ7Y3!YZS(DT{b
z3oCKIvQK(xJpRu+e(e8tGL5*rp~z=(b}2B8V}?D#D|i<4Fv>vD_DOz{28Sv6!CU0V
zc0lSKsnBnS^O|}N)i!eVp5jdNvo9gslIcf#sot+!Y*pvim6br7ojy@#k=MP%7cZPB
z)Ii9+6h{<gmg3b*Nrodo11<W6G898m5=a`DlC1yM_p#&t87U%Swxrz+3+T4G$yWK!
z@jP}eQ!%dP8%8pdEo<|#6j@*6Z>LdQHgTFaAKf==Wh!MKV|p3O^NHY&h9gchQR;7#
zhffUQYuDQS3bR?>r(CmzzfRV9>Kp+4y{jX_Y2!qg3O&+hk}yRyBPA`P9nN*e9?0JB
z{!2L*g9G6E5N$))M2N?cLPwC-6js4479^%H49eA5@E>pL8U1$B$SCOq)zL5$87CPV
z)K~yEGv)@k%_Fp?e3E9V6@ce)m#VuCH|6}C@s;06ta_NWmQA*q^*?4c;L?ExHbSUB
zL?Qa46n!n5phr&6qjbM<+a2aFasM~Dkp9no{Xbd*tfFu&NbjJ}L+`Nv;u|iMSz2Q|
z&d*v@D3D@ll_2k+iM5}wH8vKILc^q4H+qwLZ+_KsUaQV7?@3>6FT2!O=HOaFz;*TV
z3r&4_%I9LmFZGr;MI%C&Jk?4?<qYMe5Br~mHxyAaox{~{HRu@JF+ZvJll9{^gmo|{
zCMwc@HYYsGAErt@*Z+9~s&u8o|Bn{(Oco~a@l;fO-MzZV@O!xWmGm1tG2)#^eD6U?
zvfN;4e1F+4)N7+Y^y;o(D2VRidTGTk2d;3sBTAph*<!`s%g<(-^R~Fx9!?~8l?kTN
z?&VGI^<GB%!&zVZB1r*$M_^>ni$v97=vwl6(%KZ4;_YCqPb)JDn}@`#B0GxgI)%@F
z&cftV7+Wfj+=_@q6H*jSh2HFP<yhQsMr|;vMQ9DcT#Dc4GxT>RV0ientSBBE1jy2F
zGD9U>_tzoUv3FutlZ4tFivuDgX)<@GH`Iywd^{yJ;bdswN}&X#(3uZ@U~RQjLGrVF
zJ1%<gl?4_<!&f<Pn1rKc9<5q4k>IzArVPtUUdQ>O@`4kU$qxg$mp*%H*uhtV_{gMe
z*cpCb0?;$Dk8UWBm=spGIXqlTjWiYL^WGC|eFBX4Y9K!iLC}Y<Xc!M5H(9kD@I0HL
znp0oq#ms|Bj3~VDMf`8Dzl_M>kJ&+9saCF-jZrgWSH7zU+r*+P#j6FOKr;GhFlcl+
zxaOtVV&VoB&~BI`6%hLXD*iVePT`=`n=3Ug1}n?@#&<%$>s<8ssyMlq!Bk*;erEXH
z;OVKsG&)<x4%UT2MHy1^XOuisp%=X)s>R3S?0MS7U8ix;s8`*dM>*VKCljYz;zX9C
z&UZ}10T1kG2E`oLBxLeB&xPd?4<eY|c=kw^U^n-r7NOxpD5I4?%O$A>(kDWB$`nT;
z?=6FL-2aj5p&`NJv176JWa?nqw-cme9A?@52CuDn78y1<*fDj%jc<~AdOf+gmJ%lv
z16f0y{GXf+`?^YoSqNkN`y+0s$+1N;c+nYXj!VK|hks;{#5s-rSca6>OS9`0oMoHB
zD36a~s=iv_CaAR>a2X4L-$r90%?Oy_(v!cd|8M`$B6o*`UBA~blznKL^Z>%nUlygw
z_%4=6l;+TF_+Jgb8xr&-6Pkpx0=;E7kdK!HH7XfszGiZ7m#?^W_L>g4%lc!t!P98!
z4|sl(`TTl11BwG47Ih*Y@$Ld=bpk4bmLPwTj2pibeZgb_{r5CuGdt4+524xKR_C#4
zvcwlwFH^M%9K8#ijCY{|`gKIIb>Wmf&rWhw$4Cc?!00Bzmeq<^iN$8tLF)$(4Gj3;
zH(MC7JDP)(y<qzM{M%pcz6)P#D^8vX{W|EMKDY;SJr{{SM4B9Ym>Vq(+AIjcHdTnt
zmal~|g)A|pxVqFQLZ5XK;4@3*vjOGh|1|lmlh-Q494>QX+#n#NYuNhgH7hw<Q~gh7
z$U412NstkN)=lv`dY_G@CfffG{e$JK(p!d^ydf1yH+GpcNq~K}F)6cUenD*9wtc|`
z!!W|@xU!lRVi$Kvmw@*Q`kxsnB1NqotkHm$H0YtIdd)rC0ChTB%<i)Co5h+zWqw53
zS<luP`HB5>D?5dv9GTi|C6P8NNBCBBr4`nVqpLpRsIo~s`#Cl_eBn<f?@@eZre!sn
zCM(ZvV2eS8O1$CGi1~<}hl&X9Lj?v&j_+BFL+FY-<#SosJtyPm<PeYJ_tO4Q<ByyB
z0d-Bdvw~fwL}Q<dzDH1LOLUn9BV=yWJx!j$p$8YAX!uknFFe~KtfB<6b|@3NjY9^E
z<AP!Bfsos6Y`O>A(co{lS-8n-fDs0@P3x+5{k^(#DignACXaL|*OZLYyM`>n%#^>F
z{Unq(&s5Iy!UQ(|6lU8Rp<R_LYJ%=rXgzf<MV+7V#I~u1J3Z?T3(8W>BvOsA{^~gZ
zuMOlcDWH6pr~(qe8QqY)G=!=i42>36FT|}f<|X2SarfXf(yPf>R@aKRng;3>AiSOv
z6nxKJ<LcFCm0e+UP`~Pbd;_6Xjkf!wBl5Q&3Cr{hrh}5{jdg-aD_ou|sa3BEDvB<p
z!8iYi93rxukPni_1}+sgo2cvfjQ$aR%E%{L-fgnwN-vvd2?j<QA9H1t<lhDxtSNX|
z@tP`4hL8+yPy2K3pqe*|KT$?gs)0TTF}~dHu)@zPm~B@r03Tb8EY?NbZTtB>oDnU#
znW81Ng9leXBe2Ko)<z&s!~JU4g5FZ}i&5CoM9>6N$pYO8vrqn`@tQh8Ya+iw0s))5
zrU=ac%Dfjgy7wzeY?0h3{5TYUsO4AR8x5PCVs-Yj-rJe;np4?gyk1AonchGTI^17~
zj-$St!#Mc7RNPw*OeSt{>F#bOB4wOO<HHN$RT6=4j+Wv)#C7D3ob=E?V~b-}rrfqq
z+4>vE>znl@AX16hN|Fhd;(t~Hqtb6K+B0}&zaqlwyeB0>s?-GP$gflyozFGc!znP9
z&64hQ`kmND`1^^BZt<eG4X6sj4OfXwaxs7WwDq5eqmpqQafX5wDW5^qj<{W`iul=s
zx)6~7L3>{IC<rWuQYLNy-PT@;)>v_#CVQM%4A^+wzLbL)0rUf;EOtpG5AJE?(A(XJ
zy}ZN|rOgMmj?RxFS4@HLrob*FLcStH!iK*M^Y>@n6o{G4lCO1S+So{2CtbxJwWP#d
z8E|``oRDO#W6RRqgH5dC^>@LsG~G=-`P+un)&UpSrbMR_S46D+3bhPw7rDDexx&$?
zbE60&FBRGq>3H#3M@iM*Y^b9~9r>zrkB>m<h0M%H!!#&DoE_5_Vy1LzP>d5q+RwB*
zE8yXc{}`Eqj9Pwmet*Tp)O0;aVpT#o63GA^7xaOVn%42l2ab{|Lq~BZ@6WI(cC7cH
z#){gEh?u>!S|}T~uypB+cWihVj~!%sySzFg0OdtlPyUGtNZJLG4Ls9>tMTWWLRQuL
z<#6K-tP}~tBuVZ9_t@~_pQSk*jC|Yb!q%GoVt2mYXVw2hlIRn+q$)2yy1q;IZT{wX
zV(gC%hCI5KLP!s7p<Yk2{(NQj`Y}b9Fr*VLm!$+9-b|dC1)XW+2s8AzZ1DDvY(U>X
z;ndNgb|ure*MhfMp(Eb4i?sCuev^qw@ZvYc44;i{c?M~%n|C9&GBZ8*M_^^UL96)f
zX_pz<I#VyfZbxMepMav((A;=eluEtyd+hB#BU@kzabY=S+SSipkXvc8wx=bJa0S^G
zZwK=GRjwTC$Hk0-)1dGIPU47PQYAb>q?K-tXD5#5aO(>3{H=1&$#S!~6~5z~O!_;=
z$G*cW{Zc`=4SDy(P5-d`c~#I7O&uc!gEU9E`wTqdg}dv|urDAdIZt}V_T0KFx|O>)
zIp%W=!d{p4?r-or@yjh6ko-1>7_A*^U%QDC3(qgC)dnX4C9tJh4x~C6R^v{|-~Z&*
zV2m%VEJr@1&!WWA;nMpznB2e~EbMJFqHq0EdWet;JUJ*E%y;fB&9*tV3Zx6!q{r5S
zuzU%7m67Vb+TdY%(fgG!{?WW&c-x1DpR-6-EK6uvrb$?6ymbueYif8!6r>CH0g~w`
za!z!%8MK1{?5q~z-6RhtYpGWi4JwvDUp>W}Yk#SsQQccuKONC=77<OD-uJMeU!{vh
zswLXqRyz4kvFLLSEoL^pS`~ga0>`31VR>U|QoKhoCL*Z(kbebQ1zKRMf|&F4P?9T&
zxC6=95sL8`Gv#ZsE$H5|bGMlaoxru3KJ*Uz3<);4A3*P$i|y|_BV(Va6wTYsjS83@
z_iSjO*c)}c4-~heOwj6lk|Dc=7;gbfXKl7fB1zL6yWGSm1Y+lJ8}&JCyB7s+H3|R2
zq4Y;BLLOysk_{V_?~tB0aH;ghi5Q#+HX0E2P>-A>WpiMgFZ4v^l&&0CJ)`pL$<B2+
z9!Cjqp-9cMC%NW{XaMe{WVpu(Bb5vAj7|$Wq}a5~Cw=89S@B4tq<c>GJ-qIg2sGsL
zjt+`;zVgUj<VTW8$rWMy*iluUQ_}ngJus!jez+nPR>A4;@}s8`l|&M$2{y2XR~-M~
z|F@DrS*zuszhuT?)4uh#p)&L?d8IDkzIW)e{*K{-9rD0;tT%vl%2FKVNksxyEG+2~
z@O_0h7%7a1^j`g{m;Tt?R}&*YQaH04?w4PTd~hV@Q|1I9UW3+eLB8!7`4;6fH*a7u
z*}Vl{vab)BTNGn$NU5$zV@o&Yo>r2jYp_tmx94xzN55w~Nr>RlnTXM9Ub6i>bmpxf
zN-tGBKx$OiCo!o50In8p*L>xK&*?$!mB@F=m3h%~eF!&fhC4}eY|bAr#k~G>6-Np9
zCs|K9(k}u^%yBV=g1AfmqZ9So6(q-s2zFjxncJ(^oaiW6=-u7j&&nBiBznSQVz8zO
zsqtvi?Q?AphjW6aCtz~RW7qSl#$r_<#Qpx0W*I3&B^?=rgF*0Vy@Z-jjiT1ykq-Of
z@9v>k#QpdrF)7ji+#A=n0jLwuEC1Z!&3Y!bhHe2`%j}(Ir1{Naz9_ZU(I;AsshIjY
z`BRw=fz*oo`5qw_bI-gxO1;#pdyni?No{w2QqJFrX_lLt4^4vof%2bQ4ed%*?g*`T
zq5Kk9{GF}ryGi{M>27r4W^v;9_y9{Z%v9)e;o5BbZuyT|ulCcb)U<*>hH0Qx0f$D+
zEuhC@YGP^Y`y_H<Ss-RFeUvi@?5PmR7QWH43x35WCf{tK0*S6z)E_pRd$72Aji}dL
z$no_)uOp*Twln{sZ{<2eIddNYrv0T%z_FELOZ(l~g?_t7h7Kqse$+Q=={Jc;G=cw9
zaJ+3;r51w>H@(G!2F^vG2A)?!?Glq&fI5QxbIQk>fiQe#qgjUCEDPST+8J`aa&GGh
z;NF0#&9TQ?zT)paG>f54$VnWL4<36X>cw~6XTkSA?GD>1w;afi9!owVzI&Wi5@L~P
zcZ&OEWM3E4Enr&OcYpDy1&kN6uOhha5VuI9XvWSy;#a=VOE#7lYguU+@s0gJ`%7#_
zJFIYQ5?D<gNVEYRfu}Rf|4+XGSHHRakaSJ*DInj%8j;6{Gm?cS_2Xs79+45NMRo<h
z*Ez!&=QKGGE{3TJsg_h_#(;20N%JVd7J`8RXD<hD^)?Iasy|Oz_)Yd{P;+=-5ePe#
zZ$nbE!482nezW-#`C7@Vm3Uu1CO11#AhD_ZD_DSQ&DL`*SaWi)F5-CR&|@2PnD*!`
zlYE(xQ4}gai+yuZ1n#I{3<8p#k3R)LLaLy*E49WSR}P|zCSq9fc|I?0pHMX+IGC82
zz%_@;1c!vIUpFT5lwW331AVLs>9K$}280ZpM<GKMgv`B22nL~c_e`!!5lpCpoEGr>
z&iCd{n+F$d$ptrv)9%B994VU|=c)FzFdq}5(%6UOnea*w+C_Wwd-;mF%df7im()ox
zm0GJF=-e?$?nsF|C-!8dA4tY!-qZ$8C<A>9jLM%Y0N?0FBo~Pn$8jZ|a@fw^i2gZ!
z6GC$LM27LE`{*ilEag@pl}B$uHrZa4Zz1^dBew%<mi$Atx8BWsNiwxSf@VYBzRt|0
zY>~&c&b1J)qOCqBvswnP-PF0t7r#R%vn*wOO+C$rCFX$sjOW5T1m%~N${L4cS_M!d
z(R8Yx+UjF9ykg^kq$k0asK2K}(r5oR-S*8X)X+hVmc08&=0)YgLE9^isnFb@!3LeO
zBwi9rteS3)DddMvYrvY5Y@on2I)q&^Rkmf1Gk{gHIjOOAep+Y|Xc<HSw%k-eFSV}p
zyuaIC@w?|WYo4lM*QX2dBb5%}E}Kshx<80=SeSB@5;|5i9BlW!xLBcuF6KO3pFz-_
z=U!aaPjx|SFLs5&gnKK-QWt1R^=g={b{tM=9X~|$nQwo{S969@i|fYCVIvK9_AE>B
z!8fMZXD<B&#dvGI{hU&>&t={DdQy|TdE<f#)5T_}p?mDJfZ8hL4^xvsPZqufX+pL4
zuY82(X*hmW9(8deP0C;|op%dQ7Kb(m?sTOlFsc)+ly9R2gnL+E4N20q+ys$WpR=v8
zNT#9>_EM84SF(M7$V|(cWvpLdl;`}~SmfzrY3m>#=QLjL&FcK?-DcGlU3}!9(jLDm
zT(gF}y4QWV+<*_%B|G)N%jtP+|31z_D4TS4+EguLcbrG;<?_VT*G4mBvZSfmZ|^sO
zBA_p<PMVwM7r$MnDPv3Teh^XW*$wNxb(v=)eE81<aW>k)%8!BvXREgg#n5CLIW&+1
zJ9<php-#VN0bz|R8sezz(d191N{U<xNu>y|<pFb4L}FFYSK?u@@<o%2WOe22RI7)B
z277|#(i6_vCE2=NTx`X7f|ipq+SH|%`vj-=*M9Vlg-}1!tCo<J=%fgVwKWloW~gIt
z=d6cqX&zR-v2i{W*^dH?JsY6=1!(31K}8BLzMok#igBX(?0dI8Z#I!Zf@8W-?f69`
zG#AGbU;;X5TR458bfDPc9ov*!m*>>63FO-)`;K&INe$Nfc4_}uNQVH&sJ$Nd${TE+
z<oqW)X>Y?gT65dJlVXdr2)CKA=8$M#Qfqm2-Zb21lx7@EvmO5gDNE7aumsDVZ&z;t
zLox5vd57h%`UQrS$!*~=Sf*Crn=3DYyS>qSzueB=32w%^fON!L>#L7_;KJhS`T?f9
z>GS+IEF49{md?(qWg;6dlvwJzsB#2ES4h*8=}Zr#ZseSbI9Pq#g^IT3tE1`rOf=Vl
z^+6ecE9d~nvb~mmS1weFFXUPMT1ehbuO{nUZswqi_)=&B>YmT^<^alKtqRJL*WJ#$
zameuCCn>F)<SqhWmH_Y&BTMRJC@1W3aF3xNHI$tc#2s2W{si}?BLONRYx^n!N)0=a
z#npdi&Yn})sjz1&T5DBPiu}p~s<`nomA|tVV6%rb@)O<N_0U{Z6454ody792SS?Cs
zxhod<pk*3PAuX?-8LbX{-(PW>JH{$WI1p{-r{*54(B%1|;Hnj%^S+-mv#Z1iH~|;l
zU4Fc44&I>x_y(oYW$1O$+w;eI&n91Xv>odSJGsXRMFJ;Q+a>vJ7P)Wb!9kO$^uzE=
zTu0hC;AFF;l;iS;Ya9HTt`VBs(sl~%_8aXHIXIDQ=*Jl)ZfQ!3!B!gndf5Eh7*qu1
z^Gdxv>h&&8qo%^ayao$%P>Oe<c;%59lwzS6#<tf9BW27jhfX@>@~BhO_@5dY1}Ndt
z7b3oAK^!ow1N>NRXFKP$DAjVo(s8Ido_vas+?a5Ue6t}*k7eWwl~*7INI&OC9a!Ya
zP}*dXIl2@)z=01qbl1>|@gkE-{%?B7X$~eOkSQF4sTK!pLM2FrFKP5(QG(!+wjn>;
z)JMRjVEPZnAiml7zv-tSIZKk@NZ;}^dj*bovWjT2<MFihD9B+%5&XM#wNUiq+bgHo
zJ$ESx@pdn`4rZ^_b9CH_h=6Q&L-M{9$2Y<is^&xLorr2D6mvwH7M6)Pf8y$@;Tq$K
z577X^+jqjs9QswC;;_nNaam>cJ;>!bczIu(YkN&>0EM;`6ck7Ava`r?pO27HX2!s>
z-p%Yv<xn+Y&jTq)$<j#~-*3qab(Igd2M6uGIX7jc&?hr8Jh$Tp!Br)7M;$2!cj};y
z+a2a{I)Ndwp<<I~fn*bKk0Zuu`L&tQS^raam&wX@_u439fHY3xD1LX~%Qv1PY^@rQ
zQ}8dt?&S0IfPnOK_VNJ36|n?vDB@j$)5}}E?a`Tw0!Knmbb^1?-Oyzu<-e+6VUb`-
z-qNB{LVR-qzU=)@<MiX(3C3Pd&B{&7#s1uUP|H%eRz~|_xCT?gd&7r*jp#Ed!~;P>
zhbX~=gO(OP18kyE1mH`mv?;VjxvY7Pbj|GmH;GOAv_=ArD<c>tZ6`(v)FX0s<-JkB
z+&_CnTxh*tA>b$Cb@}`_#u_sS0jNycMdvwj9FX!a#5aP)Vm6NXapa!uHcw6TDjWL~
zk(`NH3tlK?u2P+kQ59}o7mQ9WnInS~r?jaw3Jwp?$xE&;Te0wC5I#xzUtys;^@`4$
z61wu6)1tt%h|nTD;MG^xN+Q${r1U$B%yE0bp$=K$i)?KrAIfDng}C3i_Z?KxJ&5nq
za^oHYj=7YN?e$$5slmgjK&)L_L8TBlXh3y;uivd_kYOhne{NIM{@b{#1W)jNKxbG8
zjayktM)pj>uzu}HyfGVM6U27CtES^v`|6Rq1|tykI@~X*%{^t`Z5*F51OzqxNHG{<
zkKkQzS<}TQW&>lbKYClgDWaIwJ*MY3mp0{$U>9?Yo0raA?&=a6&4BtGO^xd@)3Djv
ziWdDe<H;~da{xwNxejW+u6>S;mTdqz`EjiiCuq&qNI{Ue!>r23#)hps_KcERR#>u0
zhvgR$P8J9IU{E~Umy6D9tL#E`%2eM}F?CyK=9Vn2)s9gO3aQxlfJ=czds0TABP1^U
znGnCc(LJM=G)m5SO+mGnoSw7c)L<!Ko}851UZ?JXDwyE$A&PfsUSeMqt5$%B)hjv8
zibeq`us>NXgSx_m*H|>Q<WN&GFe0_soD&bY6gwYsQRG*!dGf1M9GuIMg72)ei2*h;
zcJ@%g#$quQsv!2pb`dFXn4l2+$V!8Vm>#L=`$BL&+D_<^7x&&=wfUGP-WM$Zr8li9
zL3%zBD*Xd^#`efSC;>+uLm@bu8f<CG{~9FZ`<`Je!Yz7U{Oxop;62*Rp&i<El&|I;
z(<Fkwqy}o^9pIm`aG_mj_&^RVK|~eA8fcibJ({7oLeDyeR&F1*B`!9}oK7VJi8hPM
zF0DWj%K-}8DWyC9M(Dt|Tu*pc%Ti4+P$Acn>y3Jh6yiBdO|tvcvayo{N4==Uu9G(^
z0c+&9XVy@@EyWionF_ror78f&NBNdc4x*lVGnN{J14a5kj`DF;4*Kuhk=eTd{h-$P
z`d(>BVT&Y+nHBPRM4XmkD{fo4QT+k5yW)7jrwlE_Bn;@?zV(CA4{D&>T|_|}W0t&4
z+)|(FvYq7~#CIIo;MwPVXca4cKHd`vh#pM)+G%ZfQ1aI9yp};LWE0%ls5CgvY%gC$
z;8s!SYZP&4-_clHqG6wzJNNA0O-x5EYX~x{*-2?P*s4#wuP{4wQc;oI$Bnb%2&(Er
zR~Ih^H<S=3Tn~;PW0VU-S-+JGx~A5FeB53-QNCY7`q0~6kdMEOIh4v9NXD8cbK08F
zGar{WOkR8Z-wCMC5gCz+3HG&YcXAsag(1W+vu2;24b}?5DNvSXYd4=(rv@i?7k<|X
z%HBjw9Bhb;NKOm4fG1@tz9yaU7N#WScd{Hrr>!Kbf|f}#t&))xWg&+zOs>sjyG9I?
zNBlo$lJ|H-P9mI@=N$o_1?Co{MXzR4Mfy^q<8SZV?(dfoZRDGu2Xns9NCh&o9-#xA
zDS#pS#v9i%2<^MAS06s8!<lIuA)aE@GDwuXGvff7BWC?@IYVaP`xQ{>uR^6o!16Yc
zlD%3AVgmJAyex2IR_tJBcTI;Ko<;D?^{U3hZ6J_C#%@^i?b($987NzF&vj_v_fU1X
zr?J^8(V5#7w}S$NW!PTU#vxMLZjjzH?BZ)TzG!_Um?<^m%}!xBRUYEO6`^z-Wn9Ei
z1M%7oUw8NtzeXFwp-cZ$HTvY0?Cz9IHTv`dbz0?3gj((ns;BY!_+YoLD;U^3PsZC~
zy{kJ7MwsW^1_o}LHrFXk!zO6yOWap%dOb_C$tW<(y!r)hKiA$q0dAENI^EEN^UhFH
z9y)|p9>2Rb6t2xQmriDj=cciu36F-#B*WLW<b^3FXIE&P_N+LL^O~db--~cxh$%HW
zwwMV1NnizLEj5|CT{8Bv%%C3jzGI<sf+a)w@yj5IkP&_t#Fg%lzR=3WtyZr1jj_z4
zYWDYHmfc@~+FxJ)=B_s)-oeQ@q(S8M4g5Cxx*b$ujwoK%FQ^x{;foGf#A59$qeAj<
z_tlGZSAQdO_%@QJcilJKdpHuI<xqnHp^%XjenWGDhU@#SKx>=@YZ|}Uy;r4LSQ%rE
zXkD^|RmtDeVavT=?tUQ7-3J)Onz7^>6|;z?0_)8b?3(Am7pxYE=X#}=1s&g`A!m2;
z@PxUG!=?!tOWSiEO~teev^8;l5Q;u{GEp||AW>>{ea4c6|B|a7L*zZ6NC1KF$OD`B
z(yn@T>Aq;csbiZ)=m}6y1VSi<|50TB0;4#gO&5VyU}1S;Wo6=i^Lex?$k+upzSgz*
z-Mnclv0Qg=!M`1sf6DMF<&~4=tXYUM|J2ztxINX`yQ)Q9tBq(^F4z%dR+x_;<rI%B
z*UchaLw?H#8N4%^3jN!QsR$eqz%YEfmu@_Kal0(x|5a0RpO63a&<0yD&zh%uF(<SC
zo7`KFV_wTYl4!Ksa*nC|%1aPaVIP*>B0P~P$`YYk(=wP+qBK>|twP>+vcU0#b*dA?
zUUU^zSPNou;m8!WR11mkMmD&mUeA$Uvl(6;vh|~)f>=hU1CK(K>Qb2(|E4Jf%RB4D
zs(0rn7oOKwyB)4Bqi_04T93u5fROmQtq=x1xD+?i*o=zGh}<XcjVb*wIneTq+D#_^
zf7r);<f6UsEa_M9c3;~o5p!B-_k+|BA6QsL25zBp-NNr=vF0@<@9pUjZG=v2s7--m
zWtBia2LuM9ahJ0KMVwN4fs<)Qzw&me+$1U@7R_H`>jOdI-ztd4mEI=pdf@S0*(&h3
z?-d_+y2Zgh{_Fs}cg}f6n+|lZ*?=`3da{lWXDRrfs^kbp;5(oYU(4Wm5#E;g&5lo=
zc%zw*<^6nd4!6KK1@6YSe9=LFoUr=Ofo&w=Yj-6`%QJhnQ-j0YT&*I6cj&(t7>d}Q
z&I-ttMjpUTM|BElg~ET6=LQ}Bsd{RFEK4!ps67?o<fS9}@I_X>J8E=qaRP}-vETE|
zP*9Een&CZ?5UK&VF0Il`csV*V1sGYhii6!&(vT2+{l+wD+gl2FrEh<YXrAewk2M<@
za>$qP<~@>(dgSM!ZE3n;tD`HX);B(T*!2WX-0+ELtl{l2%3jIKs)dv>qOzU06y2r^
z96ZTOwsvrZ8}ze-C(#4IF&wh;!87RfA>{CAU31KWZb?s7Z<D5vRd0kr>*OAo(sj2p
zl?~_Wuc<sF3ve<&v{UeCCl_6-ud>AKMt9TyL^Xxt)L(q(H(6jG7#{Xx<lO+ms{LzX
z?^G4&bg7~Q8UJ3TCDA_Hl3^;TZ**WLHReY4K;WR6$S@}GtxBfnAnP@$0fqT?r9n%F
z!hWcU)Bqg=#EQg_vRdu6iR0N+nHHfoa<Y$g1v5@!<N&4UHlj!kz*iVq!X}YJ{?6}p
z-Q$+vwTEkAQ4#@_0Bc;QLAK34v6f#^e>__v7tjI!%hG!;fhsJWn8%i!*7=w5cVEu8
z$bu@t7=*DcI=}Qi^$m<)uo@_E7pG6cy4^%$<T#7JzXJJdz7E}g9c8eYHoz=G9eV<9
z$UvULh=jCoy)FV@ev!!%ArJiw`9EZRbzGF+_BEX<4Fb|73?V7qNJ|f$(%s#Hv~;I*
z4e8J=AdN_ONOwrr`=H-@@9*CC|M|=_v(I_<Icu-A*FKe^=onjsDWa=C)s8eIHSXvt
z8bb8nTi@dJj~E(9jOj#0i#w2#f?y7tY%-W<mx5jM14`OtzX*k5Fki<1Y1xxBcveh>
z?g;7px$!w-U4&ZNJPn@=w^8M%@80-<6@h8$v-qu8kt(X4GfPk0bbsL1v3O7)J(*PD
z$*E#D<Y%KG+b;T1Dr+q6Ii(Db;TdmgHJ->~<A-DhCsbvpaGp7Z&^_P<3MJxku3pQA
zvw-nT3UfS%yG3-B(c9~u{nR=Ux>u$NWlKOu&ys(5`QKG-`O9|zsjvW4mJv<!v<L}W
zuAh<9D<BAMOvuo5l-L7M5OzdbVCLUlfQU;oN9c*1lhm`uyAv`@!rBdu47`NhhnQr|
zt<9Lv-tHSt3``(r4a4wtU&wx<VKRHEj-@CRz9f|lGGXi8+P}j!h<8knS#X!!edT8@
zv7b(_?w3P@qj&9KuM9bsRWipE*%>%-y#7DjqyB;sf-Kj%cP82q^8M;1`T3s5o8^JG
z3bxh~KTuq?_ePvw3*HG=2%&tAUD;ZZ$*FiF2SNlY*U><%jTLaJEo1m->i+{wOZOz1
zv)0)$<wku21gxWtaP0NVa7!j&Wwl9ev2%cuLFU*R(yH>@ftYvtyc79lVUSiy457A%
z$|iRHCax22X5iBSrb8ukSWB;8E;U~#Rl;Pn<p3;7Kl7J|p}4Y2@ML%*3h1HWCHW%J
zLRARIV!}N$+<w^PbD)f#^3S0acY6`Lm&sK>tq?uO*QSG7LNI#;g@GLY*j0`NjwvF6
z7Kgf4H-nt|d+U<lEqJ4_@c*JzK^tF^tN#a#p1{Sg$Capp{!wM$zCO4V{OiY%wyDfs
zXH*YC)~%iSu<Bc5Y2sW7yJUXwLbd(&6#vaWG2T22Vba%(6I-N3^|fxt0>*{Kg@*}w
z$Cp66qZf-rg*=>I=Xz`t7<D3ml?F<w=F{Bz7`E}9SibqxP_UjhWkrgfBQ(c(!@b`-
zC6?&Tgcn@&w!jkyss|iK0UWK3)T3&hJQG6^YSb+qy>hH}XFY#mb>XzI{&?9+&YX?9
z6`NsC5ecxp1sm?N|4r<+eOhpc<qzGr=wj0EO{H^_semoMEiAJ$=rC<`siO^!&_}f|
zq_fYTxlHc5c+Ca7_w8(OxXiM}x1H_{Xmj)XK1kc~Ii=gX2;v}F3oq|<yV}JXKDGKU
zC-Wn10S|2>Khg|ZCp~BE-+AxfxbFP9pH$!N{sNZQ<&z@S{J{W0S->aj8OOEe5xqDF
z^j_<OnqJ??uzuVJx+;|dEmW@(tZDT;%ME74^anD(JwKU%CSsI3-`9u(l>#RZ7t_mr
z_nSVBkXOorw*sFooe@NgfKHmHbQk_>vt*H&z)X>MAfq|=6qsccukhlJAH_FMu%l&<
zt)IK~{7*R<vmp&-tw#Z2UN__|2<j&H<6)_F9Br97vE3Kqf8a5;#2<K^C59#!CtIit
zdGl=XAL8^5BI&CL)hJ_t);wRSrLROneU;MB+4<_fnlv$=NAv~LFkMc=a7af6_a_>)
zE9vW{*aGf6$zYC!6Ht8^bHmNlX-AyMAF=)M6ao(5{I`p29K2+nrCzl;+{6yFo1uJ8
z_~-Z<+G>8K@xApo=M#}D`@^V{<d#6B$;K!*hKU3)i^Ir}t}}Ckr2Y%%uZvw**M`~t
zc$}>8s48ETbodyGQL%D$h|v;No869|wEndI3l?3>A;dM3n+f}Nvry*I@@c|8M1%QN
zFCEXp+a8{G0=MzHHjMj*M9Ipa%;6&&Pfqztc2j(7L3<bBA7cBi=pFoA$c^k;3*<U7
zPKPpW!$EY(LX5g;nYnNCnO?89)r;=>I&LwXR8tkm{<)7Np}Pcn(mNwn#3r(U#l+zC
zr|q;;t!Te<)K>k@8^j+O!Lef*#GNfsh6Mddt$?88|D&>qlo3&WXJ<x{JciBQ14P!$
z6Okor1d-t~jnxW64m^U)9Av|_4BjW)E)A3mM`?Lr7(`F(y?S+Wwe(aupxC-VyfpHb
z!{n1F*9xn+Vcc!6r`(E@$MKCQ5g)z;cX3Jax0$enbs--j78z?u^{C;OZvHye`8ab>
zR{`qD5h8XW`EbkRWr9HR$!nVVQ%}j=l8l^Uo6Jzk6XyPh6%(~BM|6Q4Bt7`<WwH|s
z*N^uu+HbXJp~~L1z35-_bCr1`WRfPH4_1w{hhig+mEgg$7lN;x4m8)__g7V^s84i6
zL5g8JV(QGDe2Un2c}McKu#SQ1g47_I*G{@LG}k-vPv?ftUlI;@+$DxO^XPN$M!V~&
zZzL^dgFwv^0`7=ueaNTt=AF#ZGECLAG|}N0pm&q`6zsmqARB4aZOB_B1~-Z3muj9^
z#qM9Il35JF%kxf5F@)yg#K!!a{|ETV)lU(YG)tByNGZUxNlY`f!VYa{SPd7gUnCFW
zS!{M6L^lPZ0=(J;hjn%~@R6Zs#d!a2LLvh=_a~t+p*WO{3K(>~Lp;<~oc>G9@@@R{
zIN*GI!zA^B(!Nj=czhJDH_#Ir(+~)hdj33iP#qNJ*-y9Yh&M4He5M_s<^|Km%LH_$
zHmJp!YCyytx&<WV6mM{Z-nB5=;}*M(e4AUSMwF9G*lhnUu2cJi1Jb+s8X@zB{>})y
z7~DM`*d>ZE!cm3;g~mR~q5nSVP4fiWx2rvP^q{F*DjiDc7j0TtEm8b0RY8X8E9)z+
z`O1!H^{*P%Bcp<Wo=m$~{C#CkC!SSHlN(7L5nwjl75Qi@Mj4pHv72zSNTO<GYT`nv
z5{!#|JQ<z?K`8tLO*L#A4Gs)BMFu7*l<mY=Dpt}{rkN{LAazS6@<d1jp~1M+c&9U7
z^-JYHjG<|&)|X{OZf{^T3@@{#g!lBOa;Xx?+W+F2OBM^#ZbXX4OAM${%H4&V26iPd
z+p{}yGF)_VvKWsGcqvAnw6pdU<?h9a7ISwkxW&XW$gGsnS^-tR;MTy(-<*-ay*Lms
zB~g<ydtp+LW$@&VFwp4=VO;d789smOMx2=L$-<8Oc+}g0lk(2?@eem>cl$?N{fkc^
zkbF#;=4MI8=s^0tX|fg}6a2l$C!V5^8hT&Ve@Y4D57+;vi?BNX_lkhfw>L>}eS6OY
z`Jefc)VLw$``FY2;<c0U51$B|J*vDlS7iNWL1k%KQa%i^hM!>B62>E*|GKaN%u!f(
z<TWMi<gcG)SU29?IAT7o?|dsGvtv#%L-X#j9s6`?hkzGuz!7ja|FAQao1yw~BEpbi
z60LvzzsyraDwwgk{IIVaNp3a2aS3d<XQN~zT~U)t-c=;m&D${tUE6%YIOr!m5h(#i
z=^8dCMPK>ATmL>4dQRA9lO=68#OVFYfKMHrGgBnS`ecvH;hoGb*14IaL3}+zadvmA
zy*S6uFa9?Yk*N70W&KV!H3HSZOLsm*Zd8;OCIsj&;2!Vqw~pHRkFGDsA}HE-^jV6m
zu_;I%x4hP|XApoIO+0Hm*Y?l0)w(~ja-xsvfI@-wi_F(I2DyyVra+3Lu${4dQx~gE
zf0l^_#yHD(`&UJ}J~}}IWy*wSW;wXz<^8-RdIA&X+zvlM5N}yv$7H-nlt8GBb^GCe
z8zix)kE<2tRMHa1Wr^OsEX(`r$;S*>@Z}Wh`1<gKYDsIVx|ALSOitO=Yqph)2IPhv
znVeb4bln_m9i9J{ZF;pkiKgat&srVz*K8#&aJbDz*aZ<!CIsuW<2U)shkh8l>ouot
z_@kEdHpEX<@s<(~p%^kHc#>jiNzv}89aLFf{hJqktA~G>K6_xSE+Im{EtzjHyK;e6
zY%PyFM>C8JuA>V5t1fKUPYwQ6;|F2cm5!TjaH#5_U!B#|ChWj~*@~LN{xUG_b^GU6
zeSWl!VPb3#^)@-}C#M_go--H31Qyze^Qi`*v+tQT$6G6@0Bgc03UW3dY>gN**7=E#
zEvEzjRM+nGuqrTH#nE6NrV<$*uv9^I5D6u%w()Pd?b;gRz4ib-Iob*Kynj{2#te(x
zp>1RPj;A%>Fv!w>Q}M=>b3<lI{rE6saY@=+f{RfR1YxraM%A}X5!b;F+ee$_f{Upz
zVE;w`DHzu8XBsTA<Xho)7^u<fotDv6_^iBZ>4B4WY$7IhRfTAh-ik7i3G>@fV%V0J
zY-`(nzW1(PdHIy_d(Yq&4oOF(`UP_y_FraSQ8r4)WGR&6vwk+pG)#LfksR@|gJ*Sp
zfo?a<xWIA5R|BwM?1h&MpxBkGDO?Z7`nKEMt;I<#18MQLpjgy49hben(x3WRLWQ~g
zrt?O>VOuCYYW86Lv01ZlQ%Hi30ws?7AF`J5jH1%)C)V!B$7_5pInU32rAGsg{TlzG
z;(jyGbG5l4;%cOJb_TpP=>OJVZ-nqxM;aRU!hn4H{Kmj_oj?fo+g0zY%p&#9sqB{<
zza2lN!tzu2jph~V^b>A(Usf&OIN#0%Ytnu*#zLyogM%6+XMfA}wU#(7${&9AtM6ky
zVWAMgX+|VF#_6Y*eu(Ql;?U4ZEVI3zZMgVL6fOtq+-o0|EotQEC0h`3A}-^HZImIu
z9iFySew<QVhz2I%)aFUa2T+{&Nk7oM>_@JQy*8>~#?|_YND1VfLOym70VszCmtol&
z<l&56J+2+C>5VU{JKN+m2GT3mm_u6gymA&u#`*XG!VB@K7|vuFY&aJ-&V6p-s^xVI
z25m9as=|AF7me;*+`zGeZyF#&5%300{N{e>;gJ0UwE``G-ivSQIU6*&d&{=Uc~Rig
z2*lw4ft&6;Ust}-J5*~Ht?F`DK(^Axz~6mGDE!{OU+e6xH1^b|DlY9|dsk!B6u8}Q
zMuC*m(o(f(Kf8}ZYbUFPd<Y`tF9K}-?wkFI3#|6akn<J~khSevHQwyV8<&1WU$**r
z%EQOFq#!7dBIl9k8)qq7qp&rqPjTjFx7<K&XB_C{x3?}(2KGeb)fXL&W9!rJeQ<pw
zXg0UEd~pxW?fR4`x%7W_Lmt>xQIV|&)xjo1!$@k@?Y}+l29|GZkoL<T9``dN)Nv$l
zzdsgkQS->Ypbi-n*$oIK#lnkK!P~==V3;EI>5+wgy<k$-E|?0hTMLdTo{)(kD1SZm
zRVO#VKC#<C6ug`bRbz--4x&jPUcyE}MfDJ*lXNpPGs{ZVbj>~*8F^ODF4th`3-mMh
z<6a%#`HZVHf8&~QxV3g@GH>gZi1{Ht*qzKabW?(c#$2!cDTL`D`P8uHx&{+k1DCTt
z2QQ|ctmOC0T4~>SQpT;r2c*n3{x)Gk*}v=;6}SS1QKiHdO%Oi44c{!nNog;yr@3cB
zW^`=b-qzuU4e>fFmPpR>Mo?B=ay-=~%K@ZJAjZ|P;~K5C`mT)OGmhS4F6Ys>sruOl
zyo;Lc(1SA*CeJUN*)Tw?A~m$$kmy{yO@S}sZpHujT+X{p#~W}>1B`!Hh4YIO$?&Qs
zy>#I3t%+azdLItDLEk2n%TG6%a{q+9=CxTNE#Om!wdPEtEdra*EqUjf7rd9HH;SvN
zBfW*HbLe~8Qz;S{ugMa=8*klutmXIMcl|Q`Ov!g+P;^4ZY%)vDf~Y{WKw1}kHJtgQ
z439oNl{Ba(Y_?;d?}Dcj{o2CXp^m%oc5p+xMOzL6jOGb)iWqku6#c>J>1no5;xUR!
z>%zK?v60{XS|ab@?r_z3GTb@h?XH1g#Ei2gql$)(UP4=&py3+(i_%1LEJrBY&1P`p
z{Y~t%6t^3eqDu<FyW@G>@>?O>jxzonTiNe`Cghng6#IpExE3l>1>#=#MiR+tMLo8I
z+~C^E>UEl@vi-C+t6EV<Rz*Kp)ZJIJy9b(dPkRF0hwprZ?)x~hj9M{y?Q5sPvFpOI
z<f=d#JjD`ruO>{0FSG7?_B|pQ5JErcD|b{(FJY|2QYz}K72*sP0rwackp_VIAAN=T
zT&WCfE_q8TRTk&7lB<QP@ZC<i%Cg7Ua_)sw*_}3iyzEsO9>r=Q_zw0vq>p`^=9u!y
zu!npMbqS#>U|SXRi|kpM6DVXodGsBW&1z!6J>vVi_pLcvB4*Z7C4Vuv>$xgO1h{So
zl8YeP!L15Am*U~8f=-73_6=oq=Y9Yu%+kc({*8TlGkjJjw^WW6DsW>3?5P>taZr#I
zA$|PzbOqq;6N?XFA0;yifaua9)`)oPVv}BJ&BOz=J$z{*J&qBSO?M9>XXw(03Ak`b
z1qnk|F#N8*kv(*+5`<YwSTdJOXZERqa-9ONQ)y$7PNVH8wL|CmTM<tzekR;gimGqa
z(S#+yk-w}%gfFp7$o@S<)+GXI=pEaVkIb`M+U7LUO^{Lri4!5)vUgf@-HtG>KmE{|
zdO&fj*qJWO?Qa?E({ckCZiJD$&zGC^1)<av_MPcEM_FehrfNyUtAgfXWXN6?wc1H=
zUsqX)qvEB%aqFMc)t`J>*!JlvVKTh!a4#1FzguPC<v~k^jlS;Q>5$!ijeNmp1<mf-
zsGy>y(=6TDuQVO52|P06mz&>Oh_iUY{iK5<mrcC(D3u^p0&%cL)f%D}b=m(L!>VX?
zp-D8m<U$KBEIqU?1d03NV^vV;3C)OD4mhiM)2vqeme;q8H{nIe_bj=S_(uA&M4mki
zAHRYf46)?ubK6O?qfRfig-!O<NL`y@{`tNyiHb(&z&I7PyFhYi9_XGI&-$dv5$TK;
ze;|Ppds1fQ;Vv@e08kVM0?K0qkwCPk&4Qu~;#kyI%ZSefm&VuBc`)TptNW0v7b%r+
zG%dhS`e1{8INXZQwSk6Ys8I_T=QY0&l;fGR36u(aWu~HdhZUdFTDyj|MN{`izHD+p
z5O8V0d-ouPx2`!F^$SsUDWU*ZwJW!U%Iy`-UR`aUIL=y;mdBmfA^|bmX0dJr{)oO)
zv2P2Pdup5?-}{3R=}E;vjBn;mmt9#IJikon`Nsw<62A0OUCRP~mbA4luNl!R1xcpk
zDWC$!ratWrrP(<8Gv%^qZEYZ~#OnUvFyvv=-b2X-I`e%L^AvsN4rPfI{4=Im)_kXy
ziKuoN7<`e3#$Fc;Neh(3ZfaFin~RAb1`!9W0`N#<i@|VjQv&X!KmD{80!Vmj(Z(e-
z>dE$B`~r>W%#mL+7TUbuXRz6hoE|LKN80~-qv+t2jGv(Aw~9Kw(@NHR5sj+{;*Ly&
z|Kcr2De2qSe#72F#z_8Fn1R*lLw_Uks0UJ&T$hkAX17;sVk(q6EsPw>rYhRGImcDI
zXlo0ZMJb;)6A%~ClP}}T;N@5?>uZ1>I?s)iBTg=bY1(KWeLa(9Di@e6ew)UtMI>Wn
zc<cWL%QgA-I$QxNS~Y*5j2Nb^sx$f1q;8g^ZfO&zBxal@twfcB)VDNo=9;hFu3_17
zpM&sxT1JI@PjK43&@R}z?BdS2Y9_c*L#V)DFY!ghqOC>y-IpT9i&KOdor0r!9!A{-
z-ULfrq_j4~D&}KT$l|jJGcjxKO3miEBXztoibn-Qo0POEu?0fCGgixBt9kcqE&0gZ
zluTOg5i3=^7oIf-ePxqjwuN8pUY8E7$z1F>xEK{I(kMH^l6v}GN{oxEZG_VfVmep`
z-{~UQzJYH%6*H}Se0o>DsDdyEz9G|&j*tIpx;xU~w=QM>Np<uti+Jyp;$i0T%Hf?p
zAMc)1K&i>MX<<S$NMCg}4!*~=s2v8Jsw&JYZ%|Sm`8pWQSRJbM=*f3+aYXSeDqNSh
zL<JKe6&FZ>Pg}nkmO)^7Nwwzv+>6TNS{S}m8^ZdesO80brVjAt$$)1Obzb~0mL)Gw
z&)&tZ;V$tR-9z{}GN|Z+R7s%y7Ym#Y&oQ}z+>>WG5=)(LQnf-chB&j-KvCFv)UL2P
zzY{j#tag3<(X;FoNN$utV1IX0z8F&)C|Xte^DWLjcWFOZjX@S)S&tV(p!<)@)0<!r
z>3oXZV+sb(0f)^3Ov$k5w}m9BI;u+WY+m%K!TZT$`*WS$h_JCWRv4}}Ef1s|eEB4b
zwTXeRFNer^d98c@?AsD>#$#55N<y2nkbvfNPx(g<_^s-j*UvXoJsf&HU}O3|MSG)0
z@GVMOlZlRjY}ftJL^O|__0&XHg{*TTwWQ(PS8-wQK?taro3!NnIn=}-2`)EwzvB9<
z9M|{G`kbxI+syV`2J@OoI3&^}6pm6-N<qwFxTz4!%j0{|k$<qwv)Mu>^T5wwi2lS-
z3x?+7o{xYCja<;;hG5RU63Dbxvy}Yn!$cO8(8-8?a}?Gedsvl$2t()=Ecdo;u8mDV
z8sb<~xJEQuiWd^370V#YFC9u=ET(U{LEG_eEP-yayyXgexO9C=Y`QWexg&7Y)?E+-
zrx-8V2Irpqqc-_w$N=}ujDi!>NiB&7beG469B1W9&tK&*uMq|#{}wDB#tj@!5s;t*
zB55EWic3v~k6W;OO8CTTi(-f_oIdRY#mn(0Fl(_h!RyxD40>CvhWAT=?!&p3+T_dW
zR*!0;iQ$SUQ_gZzlh8;l3#p)u#Noxd_GM{tVN7F7sdGq-?&KG~P4zrw$<(MZGMq2R
zTZaUXZC)l;%n=`>A6c$wM@50C?Za_zHQN<n8z9%pw~WIoxT8-)1h$kw%c!?tsX(>E
zHoUCo0cCh=H!^s}Z#xL;pZVa=zd13o`1subra~Kp7iE@`?E}(=y_jAcb9>p`Bu6`L
zXZ<QmE7me0Grywy1{@Ac)Q#|>lCdR$<avLLsX-mQ1vpKRZeQClT}|qHk8Xc>Mh$Ic
z9zV1TY9k8y@%ckOfB1)QUz4?fxD^;rpW{lki|{cQbWOddU9Z3fpM8gvBdOI^d1_L=
zhsaF_8LYlp{QCMSfT5FUN|b{JK9%aB@e2t{?gHxi@aD6%8ZhB$kFJg?d&B+<bnmx*
z;Qt_OK;;d=7h4mzi=x27$MDGP>A_+9>3MP-!ov$uX7`gn*+H%pz;c%xRuhgXmUsu@
zKVEVPKk$8_c!Ua=w?7L{tjz>o+$jY$Mf=7@Hhyc1_Jkus$`j{yG_J|I#;$owuE5=n
zpx8-V<H?xq7ut_x$(M>c^-1zujA88|Lbg2`NzaJeo0oo$nXtWZT@cjH7@5Ot(4tWA
zC<!cw<(^xxp+UO5ci4#M=JKWyhV+~{M5uE3x;T7#9IX1UD|)$*WpK0Ay*Og9I<Jn&
zPD4#1yX}TCnz#Ey+fK=%;jbx*N=DoIWx)x%E6C0Gb&Ttf9P(0mGP?gwf{<;n&D8t&
zYUqyR^#})TOQUy`OlyhgC;?k|7*8j!{K2J1oiu&7G&Ii~@)KSnhXLBu3(<)F-V3l@
zxKB5IJ*&`^vw$WBGdbfDJmt9#hzZJQ4>&7N3zdjM9W*kw>%K8v*+7vlaRaV%&*r@8
zHEe0Xb`@~+3~pa|u{+269Jl3oAeRnrQ^0|a>kWpompfM#ide5+>N!CT#ff?e3QC|H
z8X=UD9TllLo&0Kox_D{?4D8n*&PUgej0%OgtkRmndQO4odNcJ5Oz#WAWwoJ4Ml831
zty>|wv-FlU1(O^2>Vlh1P@82uW*2#NPP3hhcq6AkLO%wkq4$%;I+`{D7gj7*Vk?%x
z<Z75+V*PW@5GzOK#qiwmEVol1NpMkVqF~+$c}1ZRv*Q0?g#J>zw8Ij{0oOzthn*=q
zG8pQHZwJG4;o#k`32r2(18gS)N`!enb|-1TO^(R?{eX(yRE7Y-%vJ7iT1u*0!@JR>
zgzo|)-R9j~!x_)AY)&nEMqP0slY8`4rHM=y)kdpPC#B|^C{6DaMwRkj;MYmX#r0xp
zTGDjP)-?ug1sRMgK@g$<q*4?wh*I*FheF|JN*mVOXy+Va+zg2zaTPY}D)-=azJuLt
z$jfsy>nP-vrC69X?cfsWpvW^ga%nEOK=OyRMpPK7VKganzq$;&mdO1v1=zHY)`lFI
zB9=5S0f2#p9m&$!1Qg1{Wy9srYG?Peaj3uNPicSIQGv-usuWlG;O@@dA%hYU9id}2
zYnPT%bETIxt#wf=47`~+c!9&F=uyMKU0fz61r@sHOavBwz)|RnV0&&|!7k`Fj5?)R
zkI13#V9Ky5Xb+JkFHxgj0G-;PO?mjtJ}_Vu&##$PQ#9p{zl{>Bd>|pd|8Cpx6^=tF
zj0iBZFgCP<vx4#U*w}f$dheiHL|(MoUp7|lr~iA2TfACwIV&BVZ;x#Lk&uMggXc<8
zx4$b!Q!rf^N_p0CZU#)>^R^8=evN*TEvER@;sgdb4`e@c)m_dXe1t&Lg{xWiy?bWA
zfN5nBO7KFyQ9PP$3mNitKk$?$=CHC`_V8#WOF4+?z4f~ttD%O9W`5nz!x_#>4ZAj4
zHGx$;r(DhGOUA9*gI)$aK`Tczq%Zd49uF(t(t5P4;XikmmL2XcKniJHwU`JeWEZr@
zYxCz#8Z@_(-H%p|6NkF2Z^6<%qx$N~mkCb4AzvIH)2>evL<Q)~rgxIIC~CdA0xW4T
zx6CZ{z~*|7*koR4btlJ?5PsfTst^E-jSSEF%)N}W&65tWG#Lnb2f4cL&lTeLIHg8F
zQuu?prfUFrS-c`o{_0OWp2ulXWErD`zYFTcwf@Cg!qVA=qY6@?<*=l&f15?a;istr
z4=mvyg5@7fBe5AkObvZP6+rk>vGFHm-j*gB5b;Dsh`NUCHN`yp?+gAD!ul9N=S8V*
zixQHGAPouXz0FLjhFRS#R`@ao1YemdGEfUurOp4|Fh}mWm2Z})VWV87mIVN?cskBb
z4%;nuV2x3nOrrh=!-ZHD%nLy&g$9-sMA`A((LTkl<xhAp@%^k^Ua8I6pz3>tM;e#C
zIBlkvi=Y5OiSn3oFMqQo5EUM--%yd?q_R}CQi7M(mi(eg7F*Wvrp0^~MMVV!v@U8k
zIf%eX&@e7&cv{V{pPaIk#GEvHO&e8TStm<l4L})-U;rQ=-~%*nA>g&32EiADXTFzZ
zTL#zjaek+o$u6HcxS-dN2#<g6^~{!K+L$eKtPr^vOzV=XpoTqS8GLxF15fO0epoYi
zpwO&UD$BP196eX7M5WVI+Kg@6azmYjksm_#bsqV=h(Odc&ulHYlRsxyw|V>)_NAD4
z;aob~e@FO#Ar$1r?0-Y3vP}np)w(0JT5M@i`axH4DCEU;@x_m($e@=Jaz+;;;gVn1
zYy6cz>#Hw*c~01GS-{53S+u<_;8t@Jo|`ejt-d|bx^-V&`)lGbL-jf08$G!}=;Njd
zZTD+VLhbe=`(&Tu6R8L6>A28-9hG~XzAWVau`Aa6w+)j6_ncKdeRF5!TfHZNG)Fzk
zXbgr*OR;<}ZW^0EhD~pDbEf}AMf<rSUU;&$sOTe~LJRxnU$%J|55^^EBr4}=`>X^i
zxkK$K*B#S3#%umyt@+>92)W>(L>7)3ALe`k%v9{*t#f)O*gFsFGf^f9nvGWt()GU0
zG*q2X-P2~e;O~iEPFoiACeIoZMx7Ocmeo2fYq#LY36@GSHTziyQo4uaCDUfQ1Rq)t
zBc2mFO;orrZdLNAj%wn>2PlDZ517S1!f|0V&U>1(zxF#<4Q3)J_7VrnO(*m)uJRMV
z1gZ_>tYYjhfl4|P03DEllj>QbVpU_^uyuX9wiOrL-h?KGQjGfe?u()q@{FcTzYv<n
zE%<8jRlUeqqt&M(_U@F?trR$SqY6JKeTvhV5hMq$s(3!iTX3&hE}FlT?Zvj8$T{%h
zm|tliS~1wxySUaZ3f7OX@TqzEvT5uORUAmYD(8Ew8r`fSB93M@gge+kt!k86wsX>G
zYAD3svOzn<>>o2O4OJrLO4IQsDB>4<(=mrrU))eyFlb%NXWcqXr%X{KJK$R}JEY{f
zO&rcp`y;66`(#+6tCstk)8i|5(+>i|7EaMFGprN0$8j1gNW`5#7rVG%=WBEiF3Z9v
zV;+lC$DOD!p_E$J{8ZAPhmCN!fti*jXz5qynM+?*JNc|&@o7n#=dGZZ%hdDBwOGY#
zAiub&`t<p-TK`hhuKtbbq1dwMaJ8xn=kcpx^%K~t;Hb>@v)fO%kly$4N`4Ry#G1o1
z%a1_DIAE6G5^mnwtK{<E*r!PIg^3xAR7-Vi&wp*${F)m5>Fs<XG;;vo!6Vxt<Q9sc
zlz+gMo+8cO#KAF|5PDVoY?1@q?A7ApGMu#uX=VAXI2$j|Lsnx^k=a7~9OK^=utR!%
z^QCR)O8~J3jN+kh>f?I9wBNq<x_i3>j1XGJ>OBkrzsY6Fz-^a2?w47)mFFbJoT+k`
zV6g#cXQ#-Q!k43i2vvFm5AUj%iX}bX6j{1Acru>{YyR%uidO=W!M-YP9$&J;o9m6}
zxW|sPnYC4q{>B1hRgjiN98iomHn2rl0{aqM1teIhklMv&D<qF$Uk}S+9fX{fAnndy
zO9KC<PYJkyx1Hmb>U`aiFT~HKa)(mfVMop%Di_0Ala^V-RPR$X-_!f2CCjb^U0-=3
z{k!rOTnYXSGSCxP!W5MQ&bqbdS^|18i7vbDt1w!o+P$b>Jtx8gu6&1nCAwsPg^@v0
zfBWnYh5|Nbx~;EvM!mO4F5A1y&bHF`v~ON?tPoyVAAf(3{QY*)F}xpJA(F~Hop(b7
zR?a~VLQKA?;lb#g^H!4)e~MJg&vJAwlBXJ%$`$4{{Vj=+WiV+U0(Tq1O2X}H#N$Yu
z_`+=1?yK_nus%p4jkdZ8E$G9h9sh!XAG1G>A^bc-V3OL6rKdWO1H?huX6w9RZFt$!
zMWbCZHnN#1==RBZ;0A)Meq#f4tEQ95i^Lsi%fx08wU#-9iE!0sS&GSequSY~W<SKf
z)VUsdF>aPxU@99>g!b2}p1|uZuGg;{8Db|EiTMG@20R6WJk;MEpGy=2^^zL&m5ie{
zK%_`A#C7rpnSYf@hwLar65<UY8VXc!<1N^o>#79&Qm&BMM+~)t!PE`C$ganj0r{%0
zD087jT>ppwo&yEWqqggPon3H>Ps&w(_%~fzoD+CWc2{_Bhru6a)z5J_MTz-c;X(&+
zmJa_90OIOIV}UxN8Pt2HwRBr}HdJna{9Q(A$gw=r24`puw839jl(DF9!7V^_5uLYn
zv<+|cyg#WY8{I(Jas$9l&pjswLSX0sPzLl*RW|1xy>X3A;=1qs6z}K~_1)}GWID;}
zbFVfUy~q>$Q{V@z*!<X3{2PW(FM?42VyuDChdntBjf>m#R4;QN+bK6#Zp?}VAD)Kd
z@M(*^2R6}O5yR_-1zSSWy07{Jmyy~YP5OxGmh(ERHk`yFE(TqFmS{DWQqCce$LK+?
z*A>y<3!Rd>m%owK8!^g$idxpS+u3F#MCP;2W_oXCbF2c%KVWQktY73L%{f88fKUIt
zD5K%jRMJ{j)>^U#uZU0RGuJ;n2qr?`W7)nvcu{uJJ60f<bN?S0^g+%CXh=?2q%d@l
zvMeXGg89tlrX7~)<EL{?{rR~*s-hK;SZQ}f$Gex+6SZ`Ify=*t_%L9@Y&Uh&NHnFs
z<V0xaXW69QNIDS$Ikl)E-thvZlWI$q+>((J+|x!y{g^*}K968M7*}Xv)1=eJE?>IS
zh^6xj+|7_}M!k5M`mQ=G;XAK&eVUf#LY_r_g~F5;u!*Hh@BkR)L2CB1N)naW*Lrt*
zch{V^c7)y51W~vjiu|d9Iq#u&Hdlj-pLoT&SrQ@zZBDTM;y2dW#qK%HO>&<aoYVXe
zsY)L2IM1u7c523j5)-<u;qlp$#ym(FGPCQ}ql7rAV0s)DMJ`o*Qk<B)!P?Xmdm^t2
zqM!|&K$E}BdK^79mcfcoP}}CD(>MzDDf_vmTH5ec?UwnXrn1D#cP2427p$zMYwNJ_
zp(1(mLU&bpnqSK)$ySJ-i!SA)=x5iyYScjD<kW|DPrap^60jBnMum2c8iNrwJD0cC
z^v3&(%lPJ`c7ih1-nM%0>Hg*KUd-zUznR+_AI_c=o+K#OnrjDll9<~GDt%QhDp)8)
zstIbX;&yG$<ovdzSi_~emnJMzpS%5ai^OX=cCy5>patDW01*tWIZ!UwaQ{d@Hd>%v
zt6LkQls2&sDVQEUtc#b4Uwku}ylK`Ok0hhlQm~&SmcmIVDp-Wd&y@ZLd9jTDwhlVs
z=@frj9>eWvyE@aN?vmmw#64L{-i=CyQN;c4h;MkHqV<gaU$qqc!XKKWlc<%^mNE=7
z)x5w3771vHv@V*fZ{23>@4sXuyi{*|38kDojI#``TYkOBtzV{W@pC#s=ioF&DSbE1
z-j;V#Mm$o(5TJ9YMN7bf^8O72tAyTqz`Nr)litzO{S_4gq@H#07=Y?IWiLUpYsKTb
zx6pA9F0{Cyxp2nXcQF+87utjL;p9X2KZXx!T|7{=FNG&)QA|IJT@{_YJ0l9^xeHy)
z#D|JbINR^q-TW!R-O$XmV+hIyx^UJJdK&{zGirDXOUiDgp$fQf0QYy`%Nj9@Y@5K)
z^ttjLHk1gmF!3U-)T9l9dmWOvKI2@Xa`4{DiouFt<D&*+l7ad!j;9P6<e6}<eNRAt
z+$r(OD4KjMaN85~T21s>DPAgag@T)p7Jehu=sk=+*1UC{upmr4<pOwtN{=;`G`~tL
z-p~@=#F4^<ujEy>fY&=B=XXs7QiXE&DZ`r`EHISgp#~IqeM}^%6l?+c3d|VT6fX&~
zgkrocstIQTbzAdIq;G4^SA+tVL9~e^tSrUJM!!q(y3DOK8Or$q`qPXnko*e(HUZA%
z>HiTyyM(>l>CN#S2Ub>AoM$_z<a$|fq9fdU#@lW@%*o%AIFNjV=t#+)UtUU@<H<*1
zvLN^C1hMOGmxwWAC<j@T$Gm=WbQP!jH{m1(<n^1In;}zn2f@_0xd?~o#x;Yk%$Tv*
z)<@30$dJ$%exZs|UWj=t{yKCmsAYMuWonLUKMW?0%NtRoMGCF*0j)XE%!}}Z7-Gx7
z-W9hiqhT$a%N`gy*+2!rZVaAm3HxSxlY+RMV)Ao01TBAJoKxhG!&C-AmK@JSpzu?R
z*8(P`ZYo1sY!`Ng&kCo#AO|K7nH1-HG|D$(JlJ#ya?=FPPdr%|_AxCcU?O5jR{2nz
zSQ1r}oyN|?#Qa*Cx?serQA}mfGn+mhg{`vE#8S__Z_Bwkw*)JMp@U#<Tx~1b3d2r|
zm+pPZ&%(+%6$haXxuQD<68YtHj5AyJ+tmGf=?9KtZ-nfk2)zSZ6&JMpM~1o;(-@SK
zNaW7jAxETC{6+#bOT<4!+cCilz+qz1w+wHoLg=t_s5H@f=EHHhhaqo4CP5BR<g@jl
zP(HvLvFyoTCO|HW)@`=i-rsLnR;;EI0G?X`-c_v%7D5E~O@zx)Lac;cUQEhR16R9S
z;6I*_Jp~dgA8g*#Udl};0a2whu{qNssj0jXu6UoPY~kF9TzZR8c68#3_p40IlqN1n
zIq9GrQ=8;e>EMeCAu4NlO80&yUNkq$*LzhEZT!Q;Ncs9p8an|&+kq#Pu{Y9GcKG8{
zq%l;PFgZ=d`Bd-imW}I*T~8EQ^VE9!o0SKmnTg)Q>#NHq7B1r<rRJoE^!81~`v!r9
z@>wI-jJeETTD@2^GUiXL&wgO^AAGYH@*GP(zMj?ltS^a%zM7%nUA^Zh2BfP7#Y(zR
z#%HRrf5LaQBMtF{b)eyQOAYN9uboUlV|!@BTD}h`+)?@0OBHcu3cWIiZ;$+S9$%7j
z;~ZZs<O6>2aj`3N%-4%fV}cb6>3j;Z^dI^rJqo=j?<&xy=J=;6uC<Hr+#8SK&SrDi
z#_k%E#7nzU;7f%GTu<ULN8wFtXGK*ie&Aef|1paaM}6A%|38e`(E1OIaYpMa#&hGf
zF`EjsJn9a)EN7p(F2JA4vYa56Ct-R{Q(fgFoPyE}y2<xdmCG0$m$%8xw5bOP!Wa(x
z3o+2)WTD$1&mDcLsF1wrW$)SH_ks(cHeyrjevLsa&)gQFLduyslkj2d=&o(mx2$^H
zctRf}A5ea~ui0W$`iDDeOcciO5mPe3UlaVP5M71?I`~@Un<aY*LHRZfpTKpg5kex?
ziUGPDB}kI^nv`EUVU|gZ(bH9Wq_g^Ib1v@L7%v^q1NCM<u^_lJEqwm)Le0l|C6hT1
zjNRU}$j8C&ZpPHnmH)xb3v%(0ZhY%i$MpnTF6LjkI(fO^D^ALBSFcliS8}^&DzC)V
zGhll@0F`7&<6pDv`He38SuSWNu;KeSlr1(JLGaRL2K&m{??3M+ko0GtEAF_?m^a0p
zJG!|CXCuz^TMssTx4t_(w1cf<1EAqFC1K{POC^8+GQWZCFg2vyuh@?F1a;JBxm|5^
zB{b75v_OY0O#O4ocGF3T8p8Une9=(FKg9XjZIhSv8#mPxDOX4rShGQ4)?K5UgS(8l
z!d>1741DBK`}S?psf1-H_x#M8&2odvAKt}n&P&%w<v07AF|D{#<!l!{6nmW<ad%D}
z<YOs02rf*5(;PvLzgttJ)>t%OIER36-TZf}L~D5SnK}2B#+1K!#NZc4K$+qp!<wFf
z&I}UX92K5CX_yWveD~E5jquIwt(cJ5;@5IboGgU4DpTB2ylJb7{2RB7qN2dsl`g5L
z*2=AJ`d^!j%MU(-p;8%s=VswT8ZpIS<*-y@*%1Nvk#{Q;=T-Qm*gTifsu~nEn2{cc
z`41GS$#R9tgw;h-cshZsj?L8dqpTup!aX#FCR+yrvj(JRTbO~s^i_G`hiK;vB_EH@
zT=DR`F9ZpDl8aw_?+e;nJe>D_UK%A1%v>hf-tYDf?l4N^<A_*Fz#E)%JA$VMH-h2K
z0e0?kW>*P>wD$VX+WdrjO{nu$CQ#<@KBv`VHY*Ml;WgP1&q!a!-(u2_DUKZTsj4iE
zH&Y;g6PBX&R(PoTRO3q6ZmrPzU&v&#TMSl}`WWbz?lR)-o<I|bk=A)=g(+H)r1v-D
zxcpdP)}44h`wAyk8zfs-F(3!-9a`=K!x8+mNENGJu_~K1z|y}V$8+lLsPy@hXnf?M
z+7w-LD+il!{41)AtXY}i5ncgdT*W^~OUzG0^<oy<63I{2`{RGGAY5m#Gn!vuU3FEC
zm4Hc^KVisa6%~D7zFMw!pHVf-mt2bCe>=4yc31s)@@qjRV80Z+r*HRt=|RA_MX6f$
zyFxcXSBlYA+YH(q@m<He=hi+HnbQ+CG0Y9z|K>rZoc0g)2tFPN`88rX<FWXViN?fq
z?rEQ#T>fMuV=HUc|NOaazhWdP7~_u5DnpC2ym&8vIr4McmnavIur8lVo*4;{=3QYk
z&KB#HQL8=zv-fuW=~{yKFtg5z6OV#?K-8TKZp&z+NJ5kUK%AKb3D(r6-_L1a%4qii
zZ^ux^n?l(Mpb%}e%PSYB^6HSyqa+ambGvuA%@?V=?!WUEdt|6ab}jsWKo_m?TMt~|
zqbe}XbR%(6@yXos7?&K$)rl*$f0IeXCB%K&Lj^6LD?FpQM|~Mh3CGWqlEWTYgkF!o
zz{{x@vY*h<5%iovi}@-1Wq2Q6yso@<x|u*}Aut#is%ea9{C$3o*z8zXfO<!fZ#Dbq
z#r$4r;AXJ=)^JKBE#OSUCjsefsD)b^hNYXda~uNBI2tKishwVknWo9%eSA+_Nk31n
zVz2Z-k6_X|?xBVn{3um$UBQFstl&)w1e=u}>Zkx4Y`4H?*N3;fHmdo|spSxx1xA_H
zY`Yx51L5Z?c(^*Y_0KT0=U6tpdLjIam4Wh5n~LMQw5S~3H-^TXh?<<#P2Z*-zi$ZO
zPE#0<^T@6ptww9JCeeKBJ*ud8c214_NK!wFUsTJ5k|{lAm-Nglp=$Me;pd8q&xP!J
z!YPhL{WEjUjoxNNI9YYIcLR&A)2{=2S!PBZYhd5kBlFJ3MFvrn!@O?1==d>dGO^69
zjVs%gnmhx7wPbpcsx0K@QjQx?I<ZSsZzMoUtRi?Qt1YDd?PkEMu*fy!zGO#l!&8wg
zYg;A;zyMOq+OxlBjNE2C$-Jp<P~**+q}57BdEb(%iXBQ%Z&QD3m8FRg-&@FECN9!Y
zd2ovOQa1i$EfuHyLp}CXhOOn%uBBb+6-<HzNsAmvHAYk9Gmf_1U4w3q8mRnMfF3HU
zUr4^po*2JpC$bNR!&PkFn4jA}h(DHRvnQ<9pKWZQwY{^0>g_H;K9nXw5e!JikTrOe
zO2HZLy;$=(A|1p~v|;92vdSPZh%MaD!>U?p8s{%A`6^S!D}m4ag45tynI-89M0_{f
zQfU2AuCvGeKYVX1o5-Q3|F9qig;ZY(00W}cKj)IdXzT!sO0s95*1FTv*X#yNG*(yd
zX!=}|!Y2!qEkyt7-cpsjsZH=a0qVueaJlp=cOnC`&173dtF@oZC`NOQ%7lze*&tJe
z_mB(9d>cq7?PXqQYOV9FbTv<Bq);NhX_2LBMfsDaE*UDaEhp%6qk5IkmHK<x=PPw=
z%0M>GP`sm&>C!5Z0M3%Khy5ZPBo4vU`s!;%1nLCYfOMD=(l+csS>i~kK-o_YnP8dt
zrt;%-KI@&E&*kscKpVQ-fA}xRu2D}H@h=<0hel_sI;)E}GVy7x(BDn7i?5Uc{9SnS
z^KQspnY}-v-rG~N8x|izQ^Ihrxkam@z0o$gqm{^J`%swYmcM(aG`!^z5&t2P;h;sw
zwG}UZ=LwFolO;1RyPUeM()_-y#z?0A{#v?cbDyz&FcH2SS?~|;L(t7Ds;pA~{jY_U
z*0omFb*ELaDYfcq+))R?!^2aMs;~grlWtrs!=9=mSSDMtT8rYvHJirr9^TpnT+4}P
zMH|u&&+HB7&tLWU?+ib`FPj+BSMk0HXucGq5Z*OpDg}#=-tP%vdJU88&~e^vv0PuN
zfI)1C1cv6U)bD?Hzr;2?iBWBoqD1}ILWdz<P1jzs2*2`5I%@x2owSBv@L5#U0sZs%
z+8@TQuQKUyG}(Yd{_^rtp$vp&>DlXXv9E~&T0)N1D`1<kt}B@gvtqiH&jN6yl0<wW
zu~6lS)}XJ}#6YB5NfiL{IwEkg<ZL);n3c-G8F`Z@1C{y?Vq6i<tk$cUJ!}^P<?S)g
z!`fveVnkITQr)ekpYHvdxc~!(-Lkedg;}K3K=d8yV2^#-tpJahIjY!Zy%}~I{vdJ+
zs$w6I&WWR$V0kgSXD?*vkx6*a45t`uOxo~JZlb{T>V@RG@7ntTb7Hy)HI~70oy2Iv
zrp>yvL^W|Vyqm`MeDYk2!aXVtga=E?G(aaIO%^nfo)JT5k#k1W_62@1XN8fO1t!jz
zD)bE@bZvh$aLBf(mJg@q#-}&C<~b14A4C`(KGn}Kml=`@t?XrZ{U)N1f!jc&e=p?q
z;jI(C7^UBW%+K{_nLuk$tj7x4WH>Hh&lh{OC<WLRNBY@O4OqM27CF#g%&JPPV+>n!
zA-5T?{uXtPzq_Xpr4Xe$=9$XXhHz(o!i#zA#yQQEgHPX!9Mx6%;4)<cJFIS-{V^&J
z#OpK8{d;%0ddzSClPpO1EMBUnMotF8t?!4Vs!OuLx#BxF87|j(y-;Yd_~-zyw*l*t
zp1!%APOy2gC&^~8wA1cB8}<rF=Bp|Y_uz$Wj8x7=zo^d-le+P!=vvgH*vbU(pvttY
z=3dB;%w%=pp$!<OZ23Qb=%y0<GE2Y<UxdoZ%)XAsFI4=T4x=%nu>KeM&$42_SCq}B
z#(_qDDe`eKCR%ORk*?6SR}k6!28zn`_Iq>9IIS=5wJyfOOru2&e)0R+w^6giXNX(4
z9364{-X_uo9#ziv7~Sw+n(_<Z$*1DZT=^1_7b7$Vo;BqA>$ZHPlE`W3-h3hB;=NlF
z<)!e@wZk9F18fU1Kx=x$671&WuAvu$RjJ%#Cg<6j_{iy<+Rn}Mj#be2auDhIx+4#m
zVa$fH0C4U|>BC&y+%N0wOj0jrR%Z*kXmZ;taZKhyK48)bVV8yK1gv9FFL)~Fr<mw3
zAPTl+QT#`f3V0O)Us6(nhcw;Y2DZ|0fyS)y``mDN_aa^eNtMp7f-Zn0ZGrtUw3yOy
z_4%`B8jSe4(_Q+sX9f>3R7!ZK<PzkFsTH=2e~JQs(9s_iD!dYi5vW*QS+Ik&r4Glp
zi-TUSEvF5eDhE{^RA2{d$Xe6td7_v$poK6{YT{rdZL=vGQ|5#Uh!aWX@?!;$G3J|N
z(P^i=OT7^C1M2cUkE7qZ*e_F|WFmzGfc6>i)k#G@{925MAM#Bk<Lz2saPKNbuaL)S
zkbC4R*Rnb}CQ#C7uRH#<Jx;jafo6#}%k!+6A~;Hsg5N|cR{A+YNnBB|fqsxu0r)sX
z=x!CmZ}nIVO1W{2Os~Hti@5=ixS=^Iy|x5#3A5H&oGf3l5Kt9zWgtWAw}9cSDbZhY
z(^MRCY_Jp}<aIG*3B^YJKx$_HiqZ@T2?@B)hhbAZ#_4Xd6Jtk-lM;nwNUbY;ZC!qc
zX<Yb+GEVS+8(<H(3UL<$rH>etKZ;)^I6(IaEXWfO5}}pAElmuA3KchWf8B3sr6V5t
zAa~X35%ad&qwvK>XUnaew^XU$cOFWi8SizGo<p?~Exg2-#>V{{b_MtUMhhr!IguD_
z4}S*!++*<$LdPOOU#`YlQ)oB()xt}H;X%TNzlP#zJoQZply`F)C=rI6n9{E+i--#Q
zkHxKAI3QfEc<fzj^JSfRI7>zsQ9p6K>sU5HJK(&Cy@`LPba5$u7ZR}wAHQV*+L~$S
zE)8aaBF*oOjrm#k?wLf;bv?Q<l5$NFT1*?A^fq~i3T^7W`7Ceq8=6-uNKmYGZBK!H
zu`T4Ek3J;xxpI`QQ>(Q+xELIx87&F<IutUrdzhS;$I@KJZn*l9kP|cjMDS@!iLtVH
zrIy3lpX*$T%`eB9_tAD^^Az8=!yb<sxg~aFFX`Dn-^X)E9bu!s-6J3FnDu+QE*h1z
z!bl}x5Kx+oYMkA^x%?UGlz$<hF}C&%7(3Zl9@2`spd!3V?6#dQs#qtL87Rm1uQ;Ho
zg5DRA8k}`+&JU!l)1E#aP`hks)4gqLeW^^;ORanygJFP)z6|$c6YmF_Vu!3v3&xX5
zEeUv*&1mzytjHzgMbaYSnF&QH9uV&(1TYN$2?7R8c?RLfT)<NK@4_RN;uW273d1#j
z=nuJ9xD;s%e(vzyP8Vs<t4HNH2hshPI(NV7VBsj7;>2COil9#D0?}uxU}Lv*vxLa}
zKVif0!U+XVMVvbp;f0}>xQYLm3bO%S8IhL|T=$FKig=Xi@BFY?f}j5=lDd_Tt2A@B
zjB2Hp2k?)6OD=Oq5~z1oNWKSFhRp{gFKf8E6I^vg%O~rf@b?K9kSBKkk6p4H5S9uD
z(2l7s3JaWB@{{t$CrUeYnTfRGjHo^rIESQMKgjo2by5;Di#sk1v|bwO-D_{nm+|&l
zkjB?zPNK2x#lEV~Z4gqSm7w_7mxjLvgYxY3Qsyhk`u#nM9#1_}WB_5$cop1fcHao<
zMIyKwdKi0uzP)XgULBB$voDc~#5GNr-MopgS3VDyR>{qd=Y&(m9FPxgw5Ry#6j(6D
zy6oRt@;+elkf*boNgNtD<jL<8xcJ`(hJB0=3NUEqpY2to<q(CSRQgLL*=E7(lz{!w
zkf8{;0=R@Fw0w9hEHIi5ZzRG?ta{yE-dVdeu(xR^q?MEpE{;#~an8Mls=AIOBMMIr
z0<WCD9Sz2&&hPb81rti^{g`S+$943;A^e6t2tOlBU#NP?8oPaKBIZX+lcW;7(-xGi
zNKsSLK=Mwi|77ZbK0pwD&m&x7pC0V<?Uz}gcr<^7K#Rpr26ur>dYh#}&%FiEowJ=f
zNZrGSyJLyC@hmV%=>HT|QnX57UOS@Hdt3pPzsG8p7htkx*X19xvkvWFj1+iF@c?mk
zAh{Ai64O(?wX^?`5-W#g><Tmpyb5K6I;z1ETYt4r4|ycDQ$ZWL@1gddNR#`kf+&#5
z8x&AnlpMDnhz4D5j*Kf0q$HT|JqZdhmicQ;q-DxwO2#09_MKN5<AdLb#JG6>D#~F*
zsb+Q4>U3`H^h`w~mE)_=Z(oe%H<+P1VL@XGLx`f+S)?PCx~a{M%H72yR5RaLb=77O
ze@9PhA&{jn4wCSYJmltAqi{-6-I;klW*pq}Wv6WyzL7UdW(IR%Kpc}gK^(9bCwq8G
z@xk9%C;@(F`3w0V+hL_+eehK!7z}@BjI9Lv6s=ZOm|N01_($wLK><o<Q}f;!^-cd~
zYg;)2SDJ>ZkD)lX@PWkj*|}hgY8-_n(yZFSb-zKiEQtx1wd9(?;&q4*SIFdyyK~qm
zHtIMQ^oL#+OnTXG>V=<^irDD$$U)L!rX>HXDzHLBLZ1vDH6|<%dEHlL!8srNoI)iP
z(9R?lD}&gt1+he8QjwmTK&VR+rx2v}ux!y!mffP@-Kh(~XfOlvw41VT(gXp%Uj7<(
z_ySP%cC*j_i#ShY{kYHNxSp6Gq>pf%Cmbv<0}0h?AX^EfyL+mZDd%cBJ*lK`=wAXS
zw_v=<46Nb~>wFo7F#`@D5BSsd{2KP@*$5?xSsYU41;O*8cbB?OG&kVTa8~z;a6Dm9
zTFutSf~kQxNEusvBJ0^(Qrnn)0f(zEfbHE>$3*zHEx&(wjw*vRCZ=jvzIbindC^7r
za0-qrE15a0qRJbMVz4*uV9qM_h!sjmc@;3g)*VPxnA9>IK!*q>y=8FWu%_@m*9l>Y
znRbG7l(w`D?*F6gFXO7*)-Pa~Mv#z3y1S%Ay1Qf1DItx3bcdvLcc%*h>28sfM!LJZ
zd2ev<bM`ss|GdBF;e+3VwdTC<Imb1wF~$XS^qX!#bdXNL1p~AB+siEp-ykOC2w<b4
zsk?p>A6+do@;A^m#m2m&Ffn{1=+Atq$G$rcp+CoZrfJnlfj>hsPMBjR6(2DlB|F*3
zwctq~gX~KpNfRPmz2a6Jqxu+edbSp!Mr{7B-t#(*%VaKXeYVy1^>UA4*2)GGBTe&=
z=B!fTr5En3fU+c#mwNC=TcS1Ok7USC_p#nPi_rvY9=FweW3pH$oL3Zd%L_0b_rD|J
z8yDabBkM1DIEC-F)%TXw3s*_MiLfWWZt4_;LCXbM;R}9Lt78oP6(4VJ)A%_3f0o`m
zEXdk3&k9<V5y$CyAa_nKlF<q17B7Fi$SsJ6sKyRrVHJ5|BlZ&v?T4PUwR=k1<_uq3
zvkq%{zV_ftB!*ITi}B+)O?k1x^7DExp2gw5`(uD(p&j`;1wmkaP=n5M`%rfxm8R$%
zoI$C^?Ic2{srNDCK)t<ShO@ss^J%eO1j|>S*uC*EIN{~vi+p$_3=5L`BtBEU(p14j
zyb^gINo@A_wa)2*9Onu$bd0!9EAK62UdCEJWDUH)YrK3y47JV?-m^&6ha!7w(GF-Z
z$M^?wZ9g*iXZ<0tupr<UD}`=QNw%RJhIUV-$`cAnH9D42Fopo**GJ4~86Rw$)1_vf
zmCs>4huhn(s;90CD{C70(mc$Gx`3+S=6<bg{V@91pQf#SLC%WF538gdnNv0(F*Rwe
zTf5Ijj%)UhlvP+F-S^<yP~9n1OUnFHeRq81?_754vPTaQao+rKh8d9IE4k1x52iHZ
zzlE%1RJ4}675eUhz$<NSOQV@urbZi_P9G{Cb_RZ4wMe%Z$pm$Rl!NASTQ#k;zTwY;
zuP9)EF5<_BC;DpV;Oo&9f+=C%Yp%!%33Ha=fiSkAmp-DL9&0ihbKCqzx35C=<m7>}
zsb{@BooF$qRwP1+><7ij(<)&+5w*h?nZk;bJn8E3idU%kT$6YF1I_F!1jU}Hpeo4?
zbQI?#J1XUIY1+0;8-@5rLXz*cjP3x)G{DHW=-#fv5s~i1eH%~?n>DywKLfy&Ft&#c
zhkuLdzZv}4sV*sbv*_nXylibEYmagL=oHg%!YDAbC2%2;xB!2Sb^P>MP!Cgm1~T`<
zCbDdttl3Kq&tED)9ojI%&ew8lIGGL5N^#8@b|gzG{pDxtH4f2wihwsMZ<(U+Dh6=O
zxsE4tmdUUYB#p(x>`yuHTWI@Cu5=M?K{LA>QknoXhU@ajZT{X`z|vE+vSI3}anb*H
z+^KnYiuQ_PW_ccl;?e3^u#OW92-Y2f;=f?Ve3%taV-4seq)PkuC0?QRF#`01zSXN6
z`8UJKhC|q;X09zkPZ+)76nUZgRsVig8F);v{pB}?yjLMCPU$du#Iaw<@gqordGAtv
zx-zX5=my+Z_{|K6@-FI}7dRLL0}F9FR#NAL&Ul}n%74MD98F-?&V(eJe<HZX^fc8w
zo=U<u2(@d9YO+&y!iA|{HI5-dh;<jSRO05Kx%dKiv#}f69E|9rmG-JslDdL~$L^JH
zh5KP=(@pJAt@@{^F@|eKji+UN{WmxibNm|wxd`jUnHxByAJ<#<WDGShW?hG}MbcdQ
zTIxbcfytJ0qVL0j=@UYJp;vNkgQ81-fcT#H?VTEtVr}~BKhY4YgP*ID=@#&IWoe=D
zn>EtaGD_tI6MZ47&Pf_g(^BD~CkWQ*N24GJ{(mZehnuoJE|>mje1Sh3w$!TC{*nF#
zE9{*T{XZ1HJH7tzaQNUKie&@7#O#9YE=)K6ywYe3=7rtMm}-Aaf7BDTteUgJON;`R
zyr87h3~{k;W*v3q`PWG9!iutwDlddw(O?XNfe?HWNk>1RiXu@SN9;elNzSnlgZ*W~
zDhC3~(k&Xe_d70b;!PikI3!Nkc+X5I>&BoVxpzo_0}7g6__6%srrEX#+<R(D#+GD5
z^d9^#zz9S5SLYDulk$%7q1lw&I*N!_Y88je4AOGDM)Dfh-;;}if1N3=M&D6}0R7Xo
z=l*FahW%;$iI><ZmQ(wYa_-;YB!6U`sOVtTc;-Ua5CrI3<z1ira#UMvB;amB-vY)%
zkvrWKo6MKysG<pZ(Z$4^ftHVh{j$MI7OXX1i==9sP0wH_juxl(YAzgxHu&w2vjiNW
zSFVa+7}PuCmqHz(=B)@zi&vOQuohy~o7Dc@Lwh}pbY&LXth0M4+P0@5s=eDrxk}yY
z4|}!m_BJkd7_v%|k0v1Czuntx?YQOH@~Wf_@tR2)oB9`Fxw}GHm5s(?FzWv4U9#%~
z285Jv9<+bMmi>*%lrMsWm6am~4%VskO<*TB#Z2UA!TukD_e&u9$!Zn}1<pxm_AtgQ
zS`~qT&;O~(jIK<mU1rnFTwlS~XJ>{h-gsdFZ16JLKU(Fj!63l8wL3Fbg<!ykzwcWJ
zZ3ID*@p}mVFA3sp+ImU+li-k=A7Yvz<(ndH|0cbDC?Q0A#`htpJ>%Su9rTb+k+$Pq
z9Vq=Sb=DYp0#4Q+AU;!+h?RIHeIfH9hNZrFf<fn+OvU1B`6LqrLX6CQB)tDs@dFBe
zF0KVCut2q$bx)c`XfzT;+_>g|_$3&l+qEBug6_Q|@m}c;P`JB5U<nngMo>#!h@Qr8
zYopD_Gs7M?gNZWd5VK5jLq0n*_=kg13if9W%nw}xKB0Re^Y2RZ|D1VLzS7)hUAMm~
z1m&f?ck2%W4xxWT_yMTuj`?}yqi#l#%x+HEIsF-uT$Cha)41lJ<N3BUkQ$V#^xY81
zMhjn?Ui0UowQ7p*xm*gVLhTvkrk@66zP|zK%ntLzenRHcfvNYGmAuvYwJkPqp(&8#
ziQJV>e6%)8#w)|Bd1%xZC-b4?1ETWao91<~SE7L198i2blRH4(j3%^QRsAgYUita6
z8z<9((pvpGzHvXDD!1kMrH@XwRz;?)FY55(TfS-@t3S<;+xMRpEY+dLwFs0){>BqW
z<@sP!@*)&olU$+pbtiR~+jXccenKOK>vxbB`#~P1+Aq&M3zV!%n#?LuX2Assc$Wm4
z{JTH?OVnoY+=9{mOE|Zzsr>UKlvaglWCo)E*vBz#y*qRyp|vN7*Kkku>>9;7sHi|}
zC(%40CA8(>x|Qg-vN9&+A2a(4<UI(p(hmK8zg`xxee&iIMi(}31%0gY^diHG#R27^
zR6ymf-A}YSMtWdQ!~US%L1`7uxaKcCZE>p+g(NUv!ssttKm)cB8!=z>q(`Mg1^+_>
z2J92N^<Vm~C(Dj@<oyhNJPGQx$L%xcpPw`0_@B}<w_${uaSrmyG{7(8R-f7SsSIk`
zdNTm&{$_A;FOCZftJT0$O0F>TTx4wHX85gfmx}aYjy2ZjkhTnBCzHY`vv^RVw$8PN
zOM+@;6R^L#^)P;zU8zrx7;s6fh5Q@T0g?~Ptnlv^bJN2JVIDW{5cOa3BYr3H+~4{-
z3|j))!9@Lc|I+S1`j^xw^Z(NarMBhu8(_V%5Nn0nm;h{0Z_o-s1vn$;AdL=dM)%ju
zDG!ub(gey9(SR@G&*xaVyVOa`8Q<@|Ed`0U1azk#K-ZvVZ>h12_i-^ppy$gQUKhTK
zJD1;7qr`k5kMC~W!2HE$SQ87O$Aw1Wb_}BDBkpLTCy#Ds@}TguFu^Xuni*+<9~Fgn
zBmvA*Jpb%ArL|0m`fI7ZS%`cC`lhD#<@&;*V5YVbafL}HePyHDLh)@QXUar*N<69G
z70_B50Ev(>e6u>JxxXI@AsKn04(8=4`lU<svCmnbOb8(J@=CF$e)MDwfeFxwgaK1N
z9FP`}HZ=JM@zkbl{o89Nx+;@CbRhjjWcf1$CdVVAYhRadc6ZbV15Tjp<s!)|@x%ai
zbZtoPc6SnQY*k4Q-f?sn5;r-KNvbX@(KGkIcl<=Ynpy+`Bxdn|f*TmIy(|c1cW!?8
z)O50|J_pPTLi@J4^TKCl_iN&;kgj&2uOE({l+>H+miUpkD68G^<-5^qv`Bo#EQcZP
z&(KD)YYH0kXo%3=WKzHPbC>@57l|lMICqS?q$JShgNj5oy3t>Qe3LOpfJTV?4N2a@
zTEHH3(TQ7`9?bNn=j0!FLnA=@v4G3Q<SXrKPK~w74`1Mq4kAKqvBD1VYGZ7$WtL$D
zW15a%u=X!4z;rb-L@xoEjLR92NE3+tcK1Ji|HO2S8LT4B7O{|3WEn!_^PM$+R(K6K
zor)_GcQT{qrfh)#9?lSUO~6n@kN8XAU4Nw2V|c`uhxhJ|?}&|By%_BiQVog$vZw(j
zMl1h&om_jv<0@QJAM_6A+lPO44yabPLgg3PQJQZO;|BlusD9!{l6*%39#F-SXKnn0
zyUs9PB-Tb#p_0<^%c*!(=f19Rl4`P>ZTqN`8{DN?8*QJB>u_QpU$5my6BZM9KULWS
zO-KDfiHc+sMo76UYy<1Dv*v4-!_Q_W!}`jktIlZ?q@f{yfhjIh?|H_>YT?5CHV)03
zvXc$<187nZ{WEdIL#YP^q){*}6vaL{ri@nol?gK&tX3CdTkUStG6cBvV-lr8W%@22
zB35hl-=R^IJcVNn@K+08dY1Vj3$QzD?q3w@GEN)>LWu$0&JJ`aflMgej67y;%~C(z
zP$^wFl^W`4i$I%un|Rhscaf|H62)reLO(`qn_dH=;}Au#D6`V@^&|fzn**vZw3e#E
z?PuG+jtnK$6ECxNQ8v3NJOhm;u=7930%cq})kdt<`dsCvLLT9)Onl$I(!Qz|9`(?v
zf9sr)pxl$kFzZ^7>PgFJbm|RB*Yoy6gAhWWK2?nZ<efU*#|4`o#q;lq@ht8-8Apuz
zlGy*D4ZCTB%`Gp<-$_pV7AF8)`Q;q0#UqaT=e|1W;`yUn_Nc0tuHPb)<BLEgDhteI
zJB0{0NRpPvO&7IIsK?IcZpw*}Q(iG0|8(m_l{hSX{!nRz12(P?h&OLk%gIG7x#?P!
z#1fs((#v;ubYjE$o<B-sfwWHpO;h1cH>L-rxRG^OVgMd2Wi{7kQoIz^CJ2FhB1O?D
zpNwR|nAImbbyl9w0P1p<AffEp!_pS;4gLf6E>7@&#{!(sX@hZ}MOb*}Jxn4F)>7g?
zQU+bi33bKbA1X?#XJc77tLNUL;T_zlpr^OTZ3bcu@~sLgV5Wb<c}yy@uVW=Y#s97E
zVy@>Qsne94U}OG&1={Mx6*TzacHnFMt#w~IoDEaEzP8)1APn*Uv`KvNn*j8Fb%auR
z@`TfaYWKTNQ{P_cJX&J;=4N3A+12k~tjHFPpIk`u66bJZ-V{i~USm6(XmR?Ngj%gZ
z@t&2*KDklowZtj#fTxrzhu9LBMQ!tJ3Q`B}!PhOhBFK6a4i4178T3x6%d%TTX*>eU
zfeA(MHrcoZ27_Ox?%Sa28)6qLe2C!0isYIN!G>h3Dyp`bLQ9hDbSu=n_FK@g@(aFA
z@sN|s?zlJGe<`=X%74Cpu|;&BdJ85G1RbAQI-n;LUky-)+9O&l3JD}kIJTRmlJwr2
zNg6k4t1f)8B+(wi|3uAsCWNUcW41j&GPB)TeJF<8Zz$(Tm~m;Cm!KSb%Tex<Bhgcb
zTlH2K%?QHEqxu9%kWmGpcaN%M9PycSTxKTl0^%!HAXQ=VmABoN<rUv7?^5WMjNPcX
zPnr&d<m2k&`M4c`LBZaZQEK!mobmHm)yW0!V@u>I2eN@x{0+>=qi!F5U`y`C+sOrn
z@Nm5m3!{CHKCh)&`AN;RlGXH~rxTfskW%@4pkKYfR?HFjhIx!%i6mzJ8)wq0*v2*>
z)m?mer+KT7C{U_f0BoR#@+qkp7VxUT-i-ZHM%E%gt)Oo5kW_mA;bvG>(#FZtXete+
z7`%!Gq(T5Wg@v}TA;SNKiKFvC5OoV$0Na+tGsBPL=oWqSZ^jL4rmZd-P&5Jfx3XRh
z+6*4scjg=+Ru5ToBR0!A{wsV)mr3aMDMJd;f#o%#LHbcq+~5hqO?Z!`+;9G1z)fOR
z<&bgYAiEf9dHcICt1LSxjKnz#AsN^u4#6thK*=OXg%-w+?-a4;Oa-#_0oBI!mE@p`
ziy--jUc769`H)lmxEhWF8J{^eUH&iILvTCja#PAtd>`)@)jBL5>f$G|EW9E_pBpcK
zq``pnQ1i+AFtBPNkPJnf(Q4~v;XDoZ$9K`O-7?G`Di?n#J89TBF|NG&;OLFqHnL%}
zTi!W&`6FIoCBUNFMG?848vk58c6lK`My!2HJG$!nbBq?E-6xN(J}e&-x(T_T-;&l$
z{64%f8Ipb$<OuI=d%NhI-BQw~0?{{3lWSt`f7~Gqot+8KN~5E=FL1Dlv%1UsPd@eW
z?>j$+5z1`^)*1yeQ=b;2?f(YF%5vU13nB=^G13X@vdQ)#lQHKvKeRL+tmzrU$>Vcn
z{YNjfGbuVlRm5H2e~{r9)O_8B?F7+pf_O4GH#c}KsEd`TB+33nBSig+4Q?SXRhf_;
zu6<k8d@VX6ou2R{o_RKn<2(GPZ-5GWru;dNszk@3=Nk<-<7h2#8>k&<%jM9lZrF0W
zQR4#h)=X2%C_eU4nL^XAUXWa6*2x0P!usr0D8+mOs9ECX?O%|~{AQ3<tm>Dd)7P^^
zY=CoP-qVi9E>!N$2hTW1-_yvy;isNfo`NxPu)ok*@?wy1{sWJ%ykGNPT97;3Z{oAA
z(B_+t)F5_>8vLc{u?Ia_IGzdyL?*4Dz~Z2{Pu2;bVH25u1WvOPWa-&d=>`9FYGl@)
zDD20s^Ph{<X+PVwu>HzLzRwo<2Qs4fkdFvfmBd%rPi2Z<<5EkKa&s?u-0wz$@+iA#
zCPKm{_e-w^NzY$6HTz1HcvB~2v6vi?rZ3zk-IIR=COIR7r>BV};+jroY*F})OS6!;
zi2@4!j9suO8*4;`Wp_u6PlBSTu^rf?)!e9W#oblU@^`Kl@CK@aoA_QRDnZ&EfvIJ?
zKDh!)2bq4`bEL=9i}~KgVOi(leVIfznAkDmC)pwy0w6BpQ0&p%{<yapAhsn+D#@~R
z4qhUjc_N4=q+v+camOMq_@bz|Ti}GE%&EC2`UC>AzB+S%qsu-b=2YBj;O+N|!}ca_
zFB^O0!zrZkq?J_E1BX9nmB2q|l{n_SqQHGR%%31)2#M%K=&lN);wA_M0Tnprk#dy5
zO&Z8Mrc>hI@j$J1L5RAEfO+H23x=(5HjFgiFg!7<N$Vpw{&-2~v3y2_8@R**DV+ue
z0TD=p`FBH{y(IqM82JO4##TcYbot_k>$_j`o<*Nte?2^x|COlq@xoN_0K;e+NVE`L
z1q>cs|M5G3+B`!w>9Xs7i69BSm~Wuq*Qe`OOA3dt1ja)hs<`#8&*^O>k=laQ=g=Uk
zr!<*s{TpiJp<$Ul*8E6%;{Xc@U>*Set-c~4;@5fn=){^2@j`rsEeX#LM)C}3)3`t!
zqy<47gID1L%ECA>Hry1Z*CT<iw(TF~7K>4dn$<^tAm-z_VAjkdhoqz$e$xlMTeSXv
znry;jnb2{FwVF3JY6Nph$%4R1kG<yQQQ|uNqkPw9b)6Y8A>ZPC9G&$|Xu3(Yn`<>X
zrF`xk#ZO;qT&k<8o%cSrjn<G<{EQ~3!-%3e2}LUOwX_<S-g6S0Px)z$oT563t@NAi
zw}oE2?hkH`R%eIHLvWAdK*EX!<h8<d)Re?~(#I3>SpkZ8Z>vbAO_9B+Z(>8}a)`iF
z0R?CkUKv{CLuK`n&Y8N}_D7c#TtM!Y@BhsG{B4W`EX3d5C)&&9R$V{wfz@fw^6J=5
z512!=DMVxHGMTDSO5?L!JjC|d0yeo@G*zn}P{4d^&P;#Oz^tu>%PvPKyxs-h9wvN!
zhZoPv>3aOxUtqy~Ij(K?^fjQk`3Fj_{yO@El2^=r!jio}C+Ro`*-ga%!qBu>FM;Bm
z{;*s_!#<D9BEjG80@3{Qxk(vmfeP-I4F0>1sK7uqL?-*cU^S!qlt}$xFugE8?hW7t
z&)6<7*UE%6XUwR+V0dEWY`<x|X+bjjH(~c3UH@-<dP<RUP|6=wI##5Lr+eVL!+)rT
z8CW>>7ayp%zCuaQP|)$cF8gY`^KGP+W(<0%vV~(Qst(JEg?Lg{-0!CEF6UI<WvU)b
ze=@&>EhuR%XPvE2)>o1l$69#5*W)WsJ>$-0hSm?vkTedz_#LAAY%JvbNmR&Z#(}&z
zrI&xFhIt10G4yx&9cEbnyxP|mbdcg7L}X;316x>aZ=Fmsr0ZK4?ib^G;}ZUjN4pYT
zyZ@&<8OHa7Jk44M4d2$Pn?b6{K`|0TpZm|MRF?(5bJMdZJIr}IRg=8$<e<H8n#GTA
z)cLpP`ur8FD+jpj1DFHfm)kgAVE#`tv<p|LzV4@VeV20KH+UNBg9;R$&u+webU$B#
zP?&{izq=N`*p+MP%{i_IJmLoyAJYMhsq@`rM!hPJ{}xoD8fE)YA39+$tK@__(cBzw
zuUH7`d5H6~Y{pkonI4P~HAy~)9cfiE5C}^R=MkY@f1@^%G7!gQVrAjfj#K>^VXzW^
zDeq^O2ZHz*Dg-Cn@x9~ehZ&gi48C>WO{^OT!MiJQIfgxh@q{OiaAQ_#sN^h74FO1n
zvR(U7MF^4h!3@%=FSF&Tk2+VXGiRKyV^lmQ0L7)~T-dBG>KIH#W5RieY1sS|N0XgD
zab9l|bi<IS>Tvq}B_<F(RiMMDxp~6Fgxq7jk%Ko_8Rh&fU=dyc!4iU`1`W#M&pps*
zpZr;#kT5;t9QMl9{j`1Woz|gy7bFjLQt^Im!#7qz_s_p4o;3E&m@rrv`aOfW|LUzq
zl0rzIVLH{me{Ebf%5J>~C*uyAE=rLyvFf1(S!Gq{kD&=of+fe!n-Ld40%8gxwh-HK
zY^bg@-Ypq0HW|445`@3k(YH)VV^T9fyH_R~Ew<_)(6#ck8FTE^vn?$Xi1%i66mMf?
zd~D?X#z6&Rztow=7T5v0A3%ox&Jle0kN$1&`b`U_*uf>C7jneLkbxEJHsnh3J|V<Y
zk`hxFs-xsuBmPpD_GkVu>!hwM<Q8~5-doIZjx#&7H55b@@{u9eyB&wQ7Aza~!-&rS
zE<7m&{KAq*=+U%P?y5VE&f=Y(jQWsYF{BoGfG25P*8Z>$Q**=dvo6FY;Oo6B#xA~~
z>~Ly}H4O{aif%D&`0m>vI#!KoeA&CX!q!Op7THhM_rIF%T}4>4aEdxuHm5A04W)`%
ziyP4fI?>g_HSdo#%X*C?<G)Aj_pi`{`F`?Rd@=c1e%!c=isTezUA}tpd&QCJLE1;_
zr8gPtXATI7)JAY8iuNM0I)BJ%G3bQ=bz94Qlr7d}Z1$3UqlwG(s8>BikwQ>FA;w?a
zsCv~O)TjF3_^-TDy?Pgb+1!3jK>E?`W}&a(2R8cj;}O^Gag3~=vZ;(3rn7oMFKZ#2
zhJaedggq^>M?zR?u<9*HB}z>sh9dBB^@K=z`hax`$@(We4L$Vq3Q^n2DP2sTjk27-
zz8@(hI>@5?5lCSNq-W133DCHUAoD@gsv8u!GAtkAYmNQjai3qAPCr&n7f8osa{O6=
zZdUfd3wu=|Kk#=k-jipx`h5CZv+Ug;h&VF7hfHayOIu%%!oa=XXd5W_jLH&SN*A9^
zvzQ7`Xw5(XYc(IpAH}%<ONXfxuZ)8B8+*S{xpB+QrYc~9$IV@V)3cwxpin?^#Zkr6
z+{?5H_)ASLGQSzohSL&(vr`#s-P+$c+C<)LnC~%j{pac=4j|>;Xw=G^N&LID+u;yK
zPyCWzZX<>C+H2*;Vi)5A@5mKP%H(Zv0njOgk-RFxI<X@~r4o3yAtf_B+q}fUaZnxy
z7h83+kgVS=e~-2135Q&1UqakVIZ6P6K%%Fd&&WL_NpN_4qaJfy<VQbDzxET^;G>Dx
z_zrpNYZvQ}iwntI93LON@APjxseW4F#vu6$Ig%8S`(3&ih`~aZp66kKCq`AkV69Rk
zR9?aEgvpgJ9N4V|WPUGV>?mOD8LIT+LXT#RMJj*Or$YRM<NtPzbh`F?^NLrY<KT3`
zEYs8ULtM&hnc9r6#OU>cFXIJakqVabh8PEO`NwZucl#`KvSm(Xe_*7ng;T;dDvWDM
zhzCY%apWRqm%ZBIKGs9**M@m5F#GxzEGRvw-9sAEs*$ZD{222h(M5?qRuo|6wr%EM
zUkh6z1JQi1V4~^A0QC7AUQrLF{7{ZW-lKOgcIl8@syw?Pkid;+d{J2!MoQuVyGiin
z7rmk@4!htA{q<g~dykD*!6;3HH?#Ji2#dTBHB)NC-}*z(e^GBqga3T8X~ZN|tR?Nx
z)gWJ&*l~g_)Pt%5=I!-$o`DLYcrXgI&*qH=GGdc}9J$HQ0dt{x(J-qF-n_rjV1z`I
zGA!25O%*4@BOY=B2EW}$FPC7ILb9gdW~Q={jL|vzVvpd6=nD^xRSZWsXRqbAz1n&w
zXx}@UM7)SM*7l2XC1$NeM3rLn6InB6LhTDyuOthTvsN~|Zpc>tgqtv|-ard6?jn#8
z2asO+0=-aHrkb@J4?R4?=M5wXHN5+CDUjtx1WRcPF--&ftqGiJgcAEhiebqw@@nro
z*kJHnPZc%?J%9;Lig*|pg4snf*`*1}(UMakXUZB2WW84i%JjLpL&}n+goZug(pTLl
z8^YCOgn#vW0q0Xm`~rdG#XPUI^yf4^eaAWrG58}}#S<Zj^k1-ATNO^+219;xOnntb
zEbL$4P<`(p7<jLxmCf6kw#9T}G&sH^W@n&DGmpv`x`vUg2IYfjC@XO%ll_hI?u=aR
zLmpd6WEH`R0;sC=m>1*-igwI>@eLLW`Z3aqIO8-^_#&8Se0eyUOfbn51=(8W3PG}u
z&=Tp%Q48|$6A<mYYe5j`Ntv4DQNkJS<=w(KTd%&84%Z5IbXzc55xkHl=;gQ@)lx?)
zeoGmT-G=GbKy5sMPKS=>_V-$I0RwUB=%lXC`$t&3E9P`)6!I`6EW~bnz=t={gZ-u!
zYNDe})h22RV#@LvT1s|$MKU5EOxH0z-Rj+q7R<4e*>ogN76^Kq-dxm}F~zP;-$E?%
zI|Rg2>MZ843?)9ehfQbFu*Ygbnb((7zPVN88-BSP;Pun@3J}%aMV8{a6P@ecmbe&7
z=divpF+5(j^dt>i0b`zRx;QhOyT~-4x-5)4`oxpmgA{#@wJZFN#kaQZItuB=6u|5h
zkSyLT5K_ns(C!d){!AsCkQXch-{B~9U!OU4;SR#FIKI@)64?%`Eu@veT<>fT@potr
zHlFX>i;^+VQzgtHL#rnHds~23hs00MC@;1>eFh$!60B`mzG`7D{)vto;&8B2;rGJo
zmJ$XTijTm^bV9qCnQ#Gy&jD;`iM(EBbx{*^G&O;#mUpip%2@Qp3Cq-D=R?cAY|(Bp
z<f?@^J!++s-79IkW_L7N*94oIn;-UANxY8YC$9rhPP|IqUe@0ZoMY_@UW!q>howb5
zVygDxYnHG0`e=Rhf;bv{3qj1~kN!1))!m?w)Y)WIr$7r~f;bp=OddQ(Ww0+WAhX#I
zMPlO)<sXERy=DJ>_57&!$Wr2TolNr1Eh;&NkK{F1USP*gg4b}Pe+CH0|Dx1aiIigJ
zCCGSb>xjPbBRP${488T$BBbT&A^dle)3dN6ofNx&uZ#jXJc1MKlT&8rRl!@Y2$rPQ
z8%MkZ9NQOq0vc6q-yw~5V)oYu-*?9JXhwa^G|QTp@><>Mfn~!$fX&X-w>yfMjs08<
znwh~H-q&S&D+L}OVB%8!p+;Yp3Ll1(M_Cf5)w$EWsU<qM<c9A-KMj?2`9pxe+Cj4+
z;fNnujId-T)$&(~s+P#X0-el}O=MUMMjV29zYIMO)O(f(c?0Zz$IldUno&x`y*An?
zQqEE*Wr!yPd-AJ@Oa-M)_fpjE$`w3sRU~L8%)@E{*97JcABb7X{N)sVf%}}BYin>X
zw@%S+$4&E_`$Flf{V+ePX077E8OM_f#mw(eP2DH=&M#`hetX#HMrfPB8NJUJvr6eC
zHocE|eN6apRp6Lpf)ppdkb6@q)kL!(E%hTrwEM@rN2>1yrr!yJRECnUAu3zgdjaE#
zNKbt*>`?~RM4#xJ`SCtV*gagN7AKT=pOu)mXDbI4g!D+<P`s%P2VABeuhXJ<NM5sh
zHJW^s_9G)TIZjv=2i5O2F$DAxASWQPXN}^5_RFe*m<D4tlB42UxV$ezN^{t-&`V9#
z+EWv?G1<h6{yN87wO$jJ$x}U_;?JkeiWvCJ0S<TQy&KI}_D@`MHIp-yqSG@{KfXb;
zoXnR^4KRbh+E#O?*#!M|;U!F{zJM={Pq+^$-)Y<}NSLHr?XF}f)5@0SH?XR0oNL~I
zPwcVDepye-zUO#eHGli@O%eUwafxm#=kK&LiCZryL?(8Pba~6pKo63O+54YaM=RtC
zce!DKf*zyzl}@G=vSwC?(8rzAuZA+<*<@8oaF!qo$Liz^5`NBRI<n@RZ3e~3$XmXj
zAR{Reb&J##gRwTO|DpZOg}!6QZlUbu?q$!}kB^Gbmc#tzTyqx*yFoZFT>B9N7&wg^
zlLpNuOzP|8au+}4OIX#&tR?P+6>fsiJ&$)G4_I!3D0U%Ey2H>*s;qhP^z6Q$DEEDM
zS7ga&f8xx+aA?r`I;JTLMEKDSrGD5#ZQTa_&&C0j-WWD7La*<Y8a**o+RM4E7F0#a
zplXQbY$7JIpPW9Q?%OR)*xE*FIHRfCYasT(En^>QWIp=y?Byu|u3wxuU1MG(hxFxr
zPM=Uga{)-JOX~Ms>JWQKnzx_YgYK9qIyh4=i{3*Ic&#85K@y;k_kHq>IKQM$-}7qA
zm-nII9+-6>pv$Wb40LH;0lz5ibZun%x`;oPiS9#8dG^k>NwR`;mhz0!ZH=fcD4leM
z>_p}Q`bZBvh%>xH98(4Tp&K}1$5U&W;6VZesV!$%(=o7a<b<3%q@|P}PS(G@EB_iz
zp*<<mP$5t!;OZ?FEc(<?VU=r(^&tq>ua1Gq%2A|?Usy&v4~fvHxBHgLo<0+w$Uz>B
zi?4_VeD^>+5JyM}R%LdM)mX`%YQCHNgITrw$F~8W)91wBB*Llivt(2i_I%>@W?gWJ
zo(W8#P~p`>(nO|^;$HL*G_|eN@wr789~xkFy;aFuZfgD^OQ5MO+7v$;YR8i{`^oTr
zA?aZYS53w?u*(L=JW*Q%?5OLKNWuw15P<6e2V*J3l<7I#7w4C6XMBsQ=5?Uo1@^dj
z+*PaaZlEXp&0s)yPelTMpHFfDiFZSo(7i|?+zF2#J4#>dN1$EZu}rtMHIA>(L@IeE
zR80oIA_azEf!E51sP<Sb>(Mk|Iqo`yxw-?zc5m1z<wwb#*-?J2$HKGVH7$NbGyvD(
zGuTo_RQTJ5s6$wtQuAO03#?{pqkT>1*g|&tymyO>&J<OK-n(D${(#P~I^YxiKxEVX
zYgU}n%Or{X8cH3YuPGKVyFB;&U_1Ia+XTk2r2D$<*4M*?A=?y4HrAD~qW<<;NGR&P
zT`tc1L@#`t*GTnxAzPhD={}aI%7&6~^crV7_|+@Ryld#BYc{EfkX&xUTRFJ~?w+-m
zQVo$V3p$QnVmVsLk_GWvLL$IVtbcbPK)TzFV7ug(oQmQ#xnB&|5Eagj++STN<bU6G
z89fOBRb;Q|rOvNc)lTT+YLivKEtMZ9&#yaaJltH9Bddd}_5h9_V@i(ETJDl5ez0%?
z(Lt5X-C1lN17A(|hkxz^wOzoRfh+yT@cGkhL{1$KV~2Wx;ac;zu#FUWZPhfl6=K`e
zgccn6V-oyge26Y#9jP0OZ}0k5=-zwinSK~d&2G>4o@@IG(K=601VaTQfHIGn$>vZF
zH=T63THh8xM?i;^AEXs`Zr9Y#aWzFnd?hm&fi2N0NquN&3R~Jhr%RZSjdnu#lp<jD
zc<)Kba9=~(#naxks=eXg5^;8+kPJ8Zpla(>N4RkldY*Ni=WmwZ#3iKMTL&}AanmJ<
z3|XH(5I4z7V$tj6+aUss6n}%B46>lCamGZ031M_WkAnV~2V#I%FQle<?W~#Jvr0*i
z%q^TPuUWO-%kf>n<gnV7lTm7{C^)Zvw~y)SqSbCPVSRA27&Bw4CN6CwS=-#wUA4lD
zBVM#P`TOz_VVRbB={rRru2{K9#UT`R-af3c{RFhK6-+U>dGWRHSCMK;xSIP=s=vNc
z^{>;Gudn-^(%Il`QctIzmM@%obxaL{Cp~=j>a?v*YlMUe!{t_m0>}0cww?maI2VM`
zwTtyg*0FDAGj$$x>i(WvFlI7EVakjWO?v<Cvd{C|PqJC>=?V%)A*uB~MzBlAAf+n9
zW~)fKZc}p?B2Srj64EIO;$CgXm$mKb0}qm+5kvR=_7wuYiFmi2(r?u-P0)PLd5VAC
zI?hERP8*}%jKp{z`mRW1cO>7_uB!*Ucn-odhsuCi6C@~(|LHSIPKKj%y=Nk@>`!xI
z!5s(tMU2n=w{7r+-bJNYUT3{-knC#!emql7V=%x83=q>}ir}b&9^I(+MoE}#v>m%W
zZkX-N77LTLq)k|oAL6)5h`w?nb*Ih`aU$o`HB9N*N*1OJ^KO-1l50?ms!&)gNq({1
zwKR39Tt(-nlkpRE!inOL0aWkaOSK<hR8K}L8T!reC~D_uUg`F0XE;74w=jE}+1UHV
zNDcuRhYqd!bMVY}^G}eNan5DQxko-l<g(wnOnR#Lg{RYU_TsI}97eDq5&E{cULw(^
z$mn)k1UIt+wNU%}?33u?cBdXM`ZQujbV^0A?Az*<dO9It8!_9hyfNJD&ENvHDFi+y
zj&nM(4wICU__wzZef^LZ%?MqA1VrC4?mQ_FI8|$-GWfn}mxPgQ_b&S3e8~QYhSds(
z^5!C*pgt#aSe4juY5&(^Lg}vHxk~S7lS$KSf-Re-lXYH}IDy2an0zvY`ir!-jquu0
z11S^#`|i}}x8K~fZQ>4Df^V0Es@#L%=M^mNee1S(SnM?5yKzzp{5w0p5i+(C_o310
z15?=@bA4nAoJrOR(#?*n5Z5Z!P*~3m2A^6GKrY*gFmP}9^#*MhgY<0SOa`~Mn5C!h
zW{6*xX;t8n<c1vAzk_Clt$mO4AN3)nI@rY(C5oVued9-M4?BxvNF%#3H@ighexHwG
z$p|LIf<GBKAHqD(lC6w7+<;BIYD=9K+O{}pqIh_};beaHNOl;Tp;)ux@7{69iBN*1
z4GS^;DIGw6?ILu?KMbf`p-V~Iw-9hK4640ph|08R;ao7|njj5wfpSh&f1IkQuetV4
z!osnnFIov0+WTMSW3UXgy1*~0!`53ZnvkFwV+}1sj}4b@H)&ayJe(Z&W(WFGL5JiA
z4VYhDjN~2wjQ%3bq~vyRA<W`o>C^4pm60q`0CZK>+St|UvBLsCMc?leDtb@uJxZ=1
z!aj+_yYi*k&GK^#L2eEtzuyYl{9je)hj@5G7Be9moOO*ixG70kZ^oeiQFM|)@ZU>p
zUEzu#Zwk0OCkqvh4{55n-8@XMf`s{l9hq|(DSIkv>>8BH?-VV>%JBnrPHJq};`jI}
zC?)<{vkpKJ<hi1|?A^T!KJmQ%?Iv72IXvk37&o#WO-e{eh<Jz}j^%ratDfJ!XZe0s
zv|;}0f*Sbr5EN3OrC4Fz=p1G_1)!NR(y>PuRWqu*+A$#x!K18CFGzf^lR0W=*OIkq
zu^R+~l8{|nu+W)6mWHc>iYtO;%ZZZ>Mv~36#Z?eg$J-g3)w2jjvxgm#zHeT;nscOU
zL;alU@_e<kP;u7z*q}Z1Er4*ag(47xvzBZcSm!ShEnw{zr}D%8X{jEEID!RuPYZpf
zM9&t63Yz3_n$e9Y+nD*rMv_~TsQ^}F{|Y$)=(+*v7B4_5j7Gt{^2ih@Zg)386*T!J
zcFx;Iv|%<mT|n>O5-1@49TI6CD6bW7R`$*N(8R9o>{ga^n8`G2S$VpYQxe|_{Gvf*
zx<JS`dIJ$fw&QPb371b?EE9OnX&bfE^KMwUR;*5ZgLJ_L)6slw!M^vaE8EQm4m1PX
z%69`5VpV#3gPS5Os_|}Y12`-oXlkt_z9zvWt3fzOmr1?qUL4?k-q_S?>wp~{9YqI|
zX^P`#VZI`}U2U5{zN+Q(ZSM?Gbgch<?B-&8Rh@fnk4E9e*DL#zXcmcJRM_y7OzUR4
zfkJ7R&~5w?Mc~@+s4U5zxxW9i_WQ+zj3*%N7ccPXgqkfbt>yRV?TJ8%N}60E$mc@+
z4RJtYV*El2gz|?$mZNz2isFXf@3?q*w>}hqIZHS2i}qtmUhqA$aO2)zEMeF9atM=p
z0vNraRW!iCf}F~U!7}%H)g8^_HPyPX8sb5&-6%j)uc~|9KBN?DrwI>uXmUYJv<5#6
zj;bAsU@#M#vT>Xv_caWEp$Tpw(K`{awIIp&63!ywwa!;^Q3^#zRl4+lBrnx*(p#X!
zC7lSh<rd6;^L0ko991`kx`LII*7M`T0fsv4rrNX`>ii=+R%Pq@tZn||!|zJJJ!4^^
zPkkrW61J^K#+x@Jqs@B>{EII{kqPf=TReV*YHDEt<*Q>6XU9D#fGkkQO$UN)2p*-W
zO!BkGoUKV{=e%v;^`XCLka-cPw<c64$-QapyG?#+X_x|-7g8}7a8ki6uQ+mdPauBM
z`;x*|mk7);ibVvjyEaD^`h!P8O~l{&sUEgBI|m2YncCa?=}g*?WH0<A+n4QtB$nsp
zcn03ZOHzU;vh>wPx1I_qWS48JZ89NX5PhVUxh7oS;<E$PE_*0+1(-YWO?)t!HWw5?
zG!{yVt{aoRsk71{C7SWH1!I7dR~7SB$f0gI%zozR*jQ)tIKS4*62wKG_9H147@=2G
zPK~-cU?7g6=p6=ZwclsphYCIw#Ujw%GCz=_{w>1n3{yep-VEoTSLR4wiY;U#?(CwN
z6(Ht<dE0^VAc@~15a+;tgx=EcqEZ4d2)yVBxKs<31%edDp9~=+y?K7rkndOqC!~9=
zhh}DH-|v$H|2Lc^b#SF{@PkdslNL5g3RVHi-XNtk-YZ!bP@)U1h0h%viK>Ic37|vY
z58U?$a$YU*yYDHyQ}s659es_LZ`v~orrr$_W%?ydsR#*esV=;U4Qtkl6{sa(tE>5i
z-q9RW@Iwq+0_GmSk|ow$rf!~+;U^S<|Km2dj+QomG59qQAN6i%+QVVX>v~9Sn;R>8
zn2GnyJwUrE_>A|POynu)wxa<?Mq*)X7DVlb5b7F-3+)iFz!;EEUg=f>DfCKoC}7Tt
zG6nzlrG(}`$Xcc~jl}f7$=b6$lYerxVSl(<_vI(9w%{fU+BWE+Mn@OEBvUwHgK>3m
zNzi#Uo_W(Z`>sAq#!pOa{GF^#etS$G+-=xfa$CLgnmL+9!xzb7O{2>~mt!e9BuqCb
zNCcBY$K6yvmW}{MsQ)m?p3F|UX%kk5wHcarbBovCOob$p()m?#XNoq^QpW&t11!2}
zfc;2AxV~BWU{f<ntXqBJ#ztc)F5#`zu`%_~Yc~-(0r6Tce0cD66m6YrQ*aCJ4Z3|s
zgr`%}OG@T?i|&30pS7s`Hv%mj1-{uby_DHGWV-}Zv=Go9$7Grms@zMqUjMkXUH|ve
z4wikYx)i|y9{6U)IQrdrjKi5tG1PfEG<BOLuHI5~*$}~XFt^b#G<7&1o!;|P5C|cM
z$w~+>EQD<AhTZ0tfZ#wPej^wxRBaZIb=*4D%1B2vG_KHX;@K~&idu@~6yx0w7bC~F
zRO88Wb*foUHZq4&ucMUdv)QSre1u68VE{7ZovcNyp?TnO^6G?kv8J%<PP(=xY)b#x
z4>BJro7c;wSkW0c_8~DowK#su+RzLw<X1_AWa_~B`Ccj0Q(V)wLE215u5bM0bJcvl
zIW?<Kry1dY(vrW}QJ<QcqPAbpM^75u@ERiFT}ztFG`P#Xv@6Y^p^^fJFFsyEws>M+
zuewsW+M*aQkcixIiptcbplCkgOCSLJH*f<4m&Vg5h)XDd&o%@rZL4PEklr=7Yyo?N
zvb31B<`2OQeAQnu$p0Xw-_RQsz-zdi#OICr>5jgv@5-bc9YQcFTD~(oWMbQjn|Ws`
zt*}UpWW4-IJ5O2sR3`lW;O1GA!FBd{sKM~d`Zeo$Q@Y>oMx}ADlKm{iP`Z+}XbXq<
zY;2|#v>rCGrev-8<ZE*~RqLV7)K*}XTe%baDZP&Kvql4WdNKs%d@TZDA(!wXCyPKr
z$1b*yPB;)sK;Jc4FF?mgVcC&8cUyUUT-u%6_=Y%gXCUCriMt5y1(7cbBn3d|_HYIQ
zMLfW51MoJQ`QaKQS*HOG`~oc$0$u-EUu!p%^t>Q%6e>xyz}@A$=-j)e@TRJiAx7Ud
z%N3iKYTOB4SNhKV*YV}KzZ3K9IyOKs?s~oXBO|q+UK%cJyGA+0aySI^K3%~iE#rO6
zh#CT%x*bTT!ZGO(v@5Wq<YwQ0%fcQI&9*S;mMWL1IB<G72$b_s+)tshk&Efye#ynh
z8IYyG4Dj-5Z|AXziEkseo9ESNB4Jd@AIAe7@=dXB7$2Vdi@l5iE`n#OG);)hc0z&9
zY14G)MLxIn@x@_gG<w)cLB;)rm{5%#c-+*Q`&z>Y!^Hu?oaQ)VnKOujQO(@}Su0-J
zvUgtFgcQ0OAV_0x#DkZpTQn#GQqxxe$`iMh03=O2za_QN3%ioxqAq&zg*?~_Ei=Rm
zJ50SrLgtAthgqyrus9-`hE{y-sKkd_9`pppw)?UUe?*R0L5S4;g5{2DadA(v7ggdX
zNaNy~3X_}!4`Ay^cP3Jv4569&G<bwHFlv}9-b6R3YS^B_6=!6gG8k)%S{M_p?7Ipj
ziXSir4Wzuywe@<_#!Alr65H(Q?g8pz$rBXFFsp?TLbidh+28Yu&3M>zub5+rG@P8B
zRUnOS72e7*f)((0`o0UP4XM&QLfMET4&IIS-GE9vx1Ex{{1`LTq^I{4C`VcHshB^o
zzf2+4q3h2fPycbIsA0ZiS7!~bHVG-OR_T@6ka!{uRj~`JD=g4nsf~u&6O6abd`D$K
zscl}rS%yVVZA+!k(?ZZ>_~I!535$dGRlcx#S(yLT?f!%DGjZv1FvcnqOybVe2F)r7
zW>Jye?(rICKH?WFb5RdC|3aU`Ve**-?fv)PT@%vk>gsX2p)p$Za&0r-Nr_Lo@wp2a
zI8<ukk#*A_yUWqbQxO~eVo_J;By5!KR%~{XF9RnS?=zhJ_`pnX`|3@W{jR5>JwROC
zvbxi%xMErYXy&LDda`E`)l_I>8^@377?UGn$k2%9o#*%b%XM#6WwWt-tgL&r0qbRH
z&F%e{B!QDi(E8h$sU@lDKzZgLkuW2<h(Lu)yA`udDEX~`I{5)C?LToPUw#Dz)I-74
z)uUNK;Z8P5VTU!JEj;tt&Klyq4z+EH+9o&`J*2f~MIZ=Oz`tUd=fbT}pZLtLFb{3m
zKFt%(c!N%+38;`m(GNe-EFg4f)+kO_?*$V8PI6l;9^#J1jV-elp{ZWDBtEKp)C#)j
zMcq9{o0E6tE>zjmdN$&<p?w7<(dIkmUMdm`LfM9q-S#MfNlvKOa<Cfbi5lV%D7h`x
zW1yVM#ea)X0>UKZ<~nz)ABg@D5W;2}6{|_dCU(LH)26?!_7l2k5kdpvy0s(lVI>Z8
z4ZpG@gd)w&s+%K~I;qcyByLE3m6ep%PiwvHns{|eX9eFg_D=TZFq4tKSDp$}b##3;
zVu47eZ?{G=e{aaO1uYnl`^whyIs)r^6`im^>z1N*z%BTN7-Icd9fWBbDuIh`G}3is
zV4sBX3+Gm>jaF22!WBtym6=bA@7ibAk30;hLySRdFIP-PMMT{+5l>TgAA6DP*p#CR
zR2okzO)1b@F!*16h4GC;#xh9-nH17ZIGhNSp3nbOfKpVViI=uD-HDBgB^8jSm4-Li
z3||)E^nI%?S&d$)fybC@7gMFeJ(4-VC<GRb;=@_;D%UbBz}yjkM6mc;_RE1D&3p9)
znTT=ShkW8oV2Fxw%o7$1#;F#LnG_SeTXsicc!fP^1SyHF&`Iz<NRb}mV2PB8a2nz0
z8cY>7xSWF$D>o;^V@V?u!z6RB4q>?+3DBL{cx0*^ySZ^WE@o1~z^B2XG~|Y6&CW=b
zDW6{2fKiB0g|J$+rm~GC@ApziC?)i}r_IOb`}7Xv-zOOq*kHs!wP#BpWE_ly13r5K
z!+(7${OT1ARAA1DA@=D-X5($wj$Pvocd8B1u%Bk@$g%Ky^=%82*KJ~{si_~4+YDFP
z8vFOl@6Jyp@X)GRpZUbpO=}a>h#TTC`wU5c=i!HK&oIr))mee~p$+bO<t&Ry30kpt
zC=?wH4h1NMvkUgCN5Ua;OM_}+Z8<N$aMG#&&`)$mo6`~Qu1p#GZz>Yimd!PlK-1}j
z6;ceeFiPP>9$5V%SYPtE?8PoV&PQCKH9=?R+B&U}hn)Ba+B}d;rgJD`>}CuSem^Bs
znrIG?iuCRkvqiTql%l+SC&P^Qy~XJYCRA`&)wQLJ0v^C^hU<fqE|_H$6zzYk4b4<G
z{pOC}l$yn&EbQI@%~+sdnot*G?u@6ch}8Bhbjosn`5^<sa|{qpulz6;ZE0E-o8VvS
zT59SUr;I73Wy!Cb881pxeY!|*8#4{FpksWC%9D^sNmHy-pO2-GcZpQ`j>4S3)=cd)
zV97B4I^(b)`}wL*BZ#b5KIZ(i%}$pjzsjb`#>e&i;TqHT={o|L9cX({%+AhsPe`8u
zJ0~Fq&dLUUezvcD1ED~8aC34Qf2KyHZ7dUYonkXSIodO6B|T~0JH%SjyXZah<Gu~#
z6%qFyk$%JkK;<jZjHlwID@-c{id5fu?Dx+{R&9VLC<a0R6R);Mj4Hai-aM5PvUE@U
zX%XlS7*G@S7IogndCL#TU@CYu?#jGYUr|WCSK1lyEQ5Y74j?8%iD}i>l6aH80FnTa
zyt$tr>vi57Gd4Ukf8f<0NvY8eIQnC6<~U~lAF03c8eB&kCA$l4rT>fj162%8-n%0F
zsRf9tswov7UCJLG&J(a+yH&H2x<1VCt$Wu=G&jz8^Y1AflVPwz^C+WuqbR<vq^^&K
zFuKhH<Q%h0xFDa)C`o}J?XX|jBagC+i7jkz-w8=km~AGe*Do@w@}pyLS*-7Wc}H@>
zCP)Q{&t<uJc)Gv!R=CXobp!<{z(YDg`W5|RP6=pX51NJ<e)^K?6*cSRy28<AG{v;y
zys+CvrEM{jUmm&lOTDZ>aZ%MfJg%<kP`kBIFMj8%d#5ei{)tanH?+p)3#<!BD2{LS
zuI-6%`!a)^%w2xnS5e^vhxxwuxM$;bA;rfgYMeN5yWiOVRoYV1Xm&Ah(KSVrb=F!T
zO03lF#eT8es+)E7<%i+%arW)N-M|SyS}pNf8;><_K2X3%d!f`~XN&wVm-vDcJp|UO
z+DHpBnWG4l17xzpuIkDvgJLdRlX;2BI=@>rwbfe9B}H1cp}{0Wr0EG~V7=$sCXoC8
zRD8gGUL1yu5lQH|yP8ab`^;p{gnadq7;7uDMJx(5tUZd1Wp$EY3Y`RL_d|W4QE+a>
zLDtxV%fnVe_~*T0cBkXQ<Io38_zbr9Frg*@VY^vwiN+NN#ljNWn`lry`oLuTz>6u&
zLyjR&P>i)La?`Ra!O5IjtcE6aI+>ux7q9pA%5)I%a5kK$IT$DZmCH{%Nn)~C#y=qb
zg_WWU2VvzykoGIG7p(jZ%>k<PZ*+d)i2Xy#avPMmToP~OBO&w?AA%E6H%shX%-XMH
zjwj@ea;}P6#1T@f#KPT}D;qH|Iz6tZ3q}!ll=5({kM5Ta5l_dWKq}+|I!#~EXWql<
zblJdsXc>};TbS`vjwr?9-K3?f@=Z~<p?AlS0_jtli00MgUq`zpLL~(x6ki@@|IK2a
zC+HH9y-c#mx6SOZ`+a&wRT59bc0P`1ey#d)*PEqgCVePl@}{KnYk4U0^$tGXvGb?T
z^xQq~YK1|iS<^k?+e{ESa8IL?qsiBs4~C8IE4#LepVc#Rq3o0*^52+&dMpR}>MhMR
ziI4mi)SzxkJHuESY`t#W`)-2|c*sP!Yzg-NVlwmVU=)oA=yi&`V<6z(xq4<kj<%t{
z&4;S-t8uT=emPsjb!qgA<HVWp@#<(1KQQE$IE=B{aKl;yX?LJKKTw(8@18)3kvB*@
z2ye*y;(*m(zBv7R!P(h;yOJmfMjmQ7vKV>dOqxxVUWp3OG@K$y{fPQ6sQz9B;mdcD
zRsLbY=5O~sBVS&cQlTRP_+V*?@U6RpU`*8$WKRGf`;(@Dn!Q#S{=vDD;@@fmh9a7>
z(g#6F;ycKxLI3WTqv&eVV8inT2gVh-mQp`n3B_0`2_UKekQ(4hjH<Qri{htkM6o!k
zM>9~8AAaO=vynEZqm)4UP5nfDE{4Q8{wjw4{|bF53>(b;RrTO7j|&_^@nU{GkYXL!
zeGP^@a&duPni|Qdj~b<0!p(f#4~kL0KT+=0%xLOVlLEpuS>KDc2pxN&lwwDVc!}$2
z$!#VGo>c$Z7s?5Kq_E?Em+Q7y3k+T81J3pBO<6&%$nEU%(eY)wSuM+cbi>lahXrm3
z@<kEFl<WNXb1*1qY@Y=`vaquf1gePe$J21X@a-PCSQ`#A(F91V>4!1s@ALaroFGQ1
zoKUqm;U%f^DE=$pC`7@X-Dh(CcHN#|u}zvywF$-h!iH690ls(r6C7|hQrOh;tZkfQ
znto3X-xetxQKm<hf@mK@d=><4O{v3j{V8xto(h~_|54z~oDzLKSzhXDuh$c;v@xlv
z%4aA4R9wEWfq-xk$%k*63?uVF!C%w4>L~xR6DO;g4P%rikYM%dvC>rSB->0l15r)-
z!2c{Y95>olu_?2&L~Kow1sZ}jCM7`hWh)?)3I@L)3;jzV@OAwE$J|>$#hI+@!ng*v
z;10pvCBa>SJHg%E-3br~8r<DoLvVL@2yVeGz~7L`OlJ1%bLX71?_Gb>i`89S-Cw;=
z)$4E7mkzNVV6Or@ioLfd7Ht8vuhJC<^nGXO)p?_Iu3E$Vv|)`}i;#m{o`KR^K;3yZ
z!tdrbpP6z%QZa;e`II>R8(+~wK&YB%)|{0Bg{orSuuJCSWWNQ-^g~CpeJeH4dM!D<
zGdof!EgP2>Lgb4!M`mqW-_9~WyiFYh69{;djPk~ul{4w`ys57AdvWKk|1u5?TR=O9
z@kZQF<uSaqu-AVx@1gu0L5}CV|Du{T-`^7S!iLnN&DEF`E!7O8IP9WgccasHzg=bu
z8s%f12{@|5%`Yn`FnWSb-BtTRMDf_Xu^ObhP23z68Q1wrov#4dU|qR{1UUcINAa91
zUijyN0{S}sB<aKcfus+j;Y&A!DqVX(2g~6kVyDXr`h{qFbg_Y2>itt#&p`dfoOTFh
z<G@&L{k8}YL82;9DWIydCc0b|<M=c+wqn3sDn-zN;%{vFuw8AgW+TubaDn}Y%XNDg
zi1!;vj`IKFRdgv)KrIcx6)3sKzl`lJH+9P4u{TNW?Dx+;@49J{(LhU9UMsr25hgGd
zyfd=z)VLQq$;1R4^2@+tbl-}9%&@7djlR=^Q@yW~5oRN)QDXgxSWzS#UYQ&v{AIh9
zwT3BaJ%GFJuSVj~^yQHhE(YpwTWHqWSxJ(fJmwR?roP2+Dm{ufG%Ep>Hs~)Uxlg!&
zdE2J+D>yV1DD+X339h%5$ljEIHSI+r?1D;cMP(1jJ)(V9J0W}8S$Ek8*jdMDD-Vb#
z`vVfDRIopbR@mjJsDNqbL5}<Ef0)m6(;N0&jrc1M1@^4CGHSeIl&lJiW>rnem$kRB
zdSSfNKsc<tRZWZV1KO{>ve#h1dVB;`oQ5aY>=)EM?-+w}Wa~`>GMk#3(qzoaH7<IB
z&fD=5TADJCLf)IIJth7jyTLxWCwdc6Rh1P3ypb<jUm^*hh`>Yk_jmJj^kARsozb4^
zX#hh5Sho`>AAO8+MDtFZ`^5bsWb@_GEjVq54rJ!s4nIjrj5AXbnH)7%!nWQkCD$0Z
zR5?(NXzYhZPjH`Mk(iX+*n21;XG{*SxbGo(n7!2~k!8n$w|q;jeDCulQY=^?Ln~tx
zU>r=PPcqakPsn2Q@44wU5U5QWo{V6Ur?Gqy?str0rj4hX9+t+fA-d1V%_kIy&ql<p
z+o-mSf&$!{5)$C}31WsgVQ_JB>K+zAj%ZzCyO&Y7DkE0M^E~}T_Qc#A#pa~Q2z5{L
zt9&%(rw7N&LNr=rCt)}A{X>YS(?wzS%*jrg$y)_1CuezYOmpyAV6m{Ul3oDned(5#
zmgGw38CGn70B+NF*=+_u-_7iqsVOuwBM<X5{ThCxfjoS`uOLD+8||8uDv=yT3hPwO
z=^j!8LhSW`BfdY_HoB2TqERuwm3_)@1t%wNndWFa=ZVt72N6#X1D1tg@OjroWg`b5
z3<tPKlAmb+iC9<{(I(9B9k+@;)#7FwttU5Lf13jo<I>CR5Zb_}1AD*{w|b>YqQ2$<
zLDuU?Gdk4(XNQN1^^{~SDC_S{iSxg<lG+W~H?&M@ZRHKA!)X|?mB2}?ith8`eqCTH
z^e`k6MG@GkOu!qnA|dpgxRA8d&r|9L7GGSX=b9@ajj~bdPrr&+P?6P|(RFA{sg1iG
z5Mj+ZBg@hk)sMGTphEf@>ve{tPf2*s^N!I)hYJvK2aq>`(@+qrjat6UXWJnuI<5eO
zi3Ts%pRSDXZq2RGhYEiuj0G*9tDaE346qp;!|Jtxso6$1-HJo0Uj-BKrVP6NBxJ2+
zHBC@<Q@D8Ig2atps=~qW&?J($!~FW;%ImZ3!xqnSW4=njal@LGEzOA|c7IXk_WFMf
z1Ri<2Aw;4MPap~QSGKVA1zLqwou^vQJ%T{vdDOYQwe@8rv~V#ofHdk6qoDnuFJiD;
z$y^xzQRvv?sy8iuhRV_kiX)Ps_Zr~WAg_>~O0rtf82&gEGl`fA;MhAsspy|Y1SRUA
z%e<D&R(3{jmUv5rabEt-xujrd3!XN#NXeWPyF{Ge*nTN1PX>P~Wf*ko$goZAr0207
zJy_;o(Du3PE@8cVyZr^q0Gy?R;O+<l7mnp`VKe*YvjjXCDk+8LlA2m-q*_N?_3FRG
z-dN5gsP@%M0A98ZE1pb{LCHgCbX%+5k%PlZA810n?bp(|ql0>}0GV5qH)~yh8y8R9
z?&uOum1@Ox$Z71+5O>3v)JNev^UHKn89Ija0d5Wi6ynAwr&2Pl!ZiT;#7R*m5zUk0
zet3-Y4QuJlnvhW9MNzFy=NSVBMO-y?@7^{l6)+SpdY(6?@HnkLik9)`fUHCe<yF_<
zg3f+brfNS?PuPt58X!0;Y(~`sk#JAasq4PCasOFElKc%a?gQeg2EhaG8^Ssvb)ZY7
z6%*zK@K2Jpz{O|ElRNTWDTDOh(`kS^HR^$XmVO%YJoIO3|0_2g7t%4841GYRj&D6q
z4s~))Mk#Fn{wI5g{|pKxCXbI4?rbRItk;)F)k)I;-IFdipNqr~2!SVo6lRBDP2B+m
zbE;=wUR!cc7-5l5<2)Cj{%uRP3?Ah+;YX2ODhC1#S{<RjfY4m7;#`6FMe_F%Q;$fC
z-=j+BC`v$JbwtbbXyuUpfw*rld?eI>3<-VmdP$r~qhIhvoe+39#Tr$*LxevY=Do}!
zfD|1`NtpL_htt_>M8k|#L}@g1ARgRlV0#FN*^9xkyAy9pj^SkWweE$(@DDC4JyF&^
z_OWj)*&-JJaidu3V&O3#Id3(SIySL!gQuD|ntL1a&)aoL)T}{ag@NX}tU+~hhQ3Tb
zp6ned>L1p};k}vM?WlaUz^?*j8Nv97gm3#@VZ>)T=e7BM%7APooPE9%ST<_kQQ2g%
z+c@IaGj+2#mPRt4PI^ewIb?d2k;-@YvxYVu?Y}#?V6@}3bOcsirK+jn&)nDJDKx#@
zSDJoQxvG!FJ}%o2#k+Ke5^_wfxEJ>htNna8<UbkuuT^agLPN`%Z?8IqNq3yBCm%;A
zvAjFFjT{R(;@UhPL{Z|@eBQ?wL|D&Z(OH45>kT)eLDSB?R=R<0P(W3wBl?O~#Fot-
zNf2z010N)qGQLYX{Sf+8&;$^r#P~Jqw7{>(8+4Ge^U=;OVw%pjb^*1}QrgWY16cdB
zsBeA?(?F*X)>W@V+xahkJIoD8ReqO4z3A$DAzgmsn(F+Bg8KEjfXkf;>4#e6->~k6
ztxx_@SLR!2IF?I1<Lnsp=OVGw_ctj&^dk6FG9awf@k!m~e96$t&4_xzVR#T=|Bcdq
z$i6v%l#p+sU}ai{Ci|Tf!F;CZ&Uo*)eT!PUhm|j%Hk<I}a-6=Uf&}8l#inHHc-#G&
z-*72eA-rWhA#Bdvu|Y!t{i#r^@3wIS91Yl4k~H5A$w4@py@IIjJ%P(pz88vd=tHF1
z2k5~uu6yZ?DANFRYWSWG%_u^fsSx+4bGYRL%d<ndSCj|ApZvyNX2>ZR*y)|6ww{)H
zwUgF9@s?A_)Qby7K(ntTT=r|A%fTiM0M_EacMoMJ5p%S+7sUaR6$of;ZB=Os2b2_a
ztXYf3Q&uji1;qC$Q7JG!>)^zf#{jMq7hSYubFhhLf8mTy9_dRA#b~gzzaK-ZIA~Zk
z7(Z2&PDeXlW{;E~OFJX+^tI}Q1$!l`4X@e0O<OVi7u;t@9gG$5y_i2zkY;pW^!Qtm
zp7W3fp`8ikmx>v~dX-Dya!_jCq9lNmsE)nfKc&*q?ZRMdh&*1*Io<be88FoV?3m^G
z%ECMp#bT&Mqc06qs;L^U)L*~m;7g3+_PXDGT^EyF2iyaeQAa8R^&^T9oR%kUOtcTC
zL_2;4Utj##rM~ci0@NX}Lak&x2PU9nEx2YzM*ude966{+N#pT**pKUe5;qN~b}tOL
zc>PlSP})ew%tKLi+8-4=8la?+YQ`^Tv}lSsmF`x>_EF>yD>O!r+`hV1RTNM5cRsuI
ztS*}}$S9dguNq;!^8s_(3ADFJ<ROMDmCT!s1zvM{RYb^K-B){D#vSYw=7OIo<q`w%
zfaufpL@Tdu+cUva-^0qso6}k0HH9p(!!jP7y+FE~x58Pfe`iRPL2!Ns3%_h*$Hw{W
zN&ifKC8+!EZ?&(3n}ks2OqaVJH=vhdht+yI%{0-GOsKn(Sd+tzdz!%p$5WZmpGmv9
zak22HJH6BRn&=>=uBA4|FdY>&#h@;Qc6vQIY_O{~^>~l}CeaH)JlZ}E7{@lI8Bjn;
znZ-u^Yf?=|;XGT{$uc)Wwr~R7>hU2lq0UJ$Y8%QO1B3>-IQRneUCl=z#M^0qS23vQ
zgM4buIAIS^im+w918oWg_&UPH)N_5OuOLW9GVO%&-sR|poiz%(k)diX7suEDd{|AZ
z@$K+)s~(MQbWWA2?vvMwe&|<R__`ko_ExK*0seC@8|Tzt3-BvL9sZobT13u|M)<=y
zrogVn{**Sh0XDtZZ|a@I8mMM+2fm8SdEnA!^M~F=Ogj&JyQET7z^~BcX;JBt%2B4k
z_rXH4WEO@`ks{}&IP&ry3{}JUoAZ=4A%5_^qZi0?@jd9z;``<yaOcn0w9XU33Z45e
zt8(~Pl4R+i$JB+xJ;3qszdM9{@2-bi8wQw%9)L6GvY;3-&(F{ObL7|63ZKHr-><f4
zu;%r#S>_`f5GLlls_V<06`m{T2MJ_5zVLGvgYUq3(6zw5!!4Qxl(GvkSpv_hd*qGb
zR12r>L)=%&#;J_~F+&!_k^#NfE^*(U;~ih4$pCq0q%w7*ZnK2%B@fHdniv*`GrFYD
z7Fq`&XaR^41nnNId?{_!lb{uaK&(@p#oKQzr`bf1a@`?(ZrszyN-96ze-`trKtLO9
zhOIO9mpr9gAY}gtqTWtG?M{cstr<+S5)TYuM--(eSjbDjESh0-3pL+Gc7mVeD@6k-
zpo-^=H{B5Z)pZ?>+y_D|)^z}Kd<)nEr0~%~EjFc4VWjV|c$#7zg2nt@L98Mmt6g+&
zn$zdjYg*H|!~@i5U6iH11|MF8pDRE)1x;ci>2nTY<=(qh#cPV$!WZq>rp&+V(lP{I
zKe8jY%)F-5X>QW?xsGg7g1_AT+YG4!yp=%bHsDOt)AWZa3s!X%&VV?|lltORaQTu~
zVDCt~8_<|Ble{c-cLH|JRZpT-0fB4=7p3XFtIM8Is@vDEs2|5h$wt-%02S{+1y2?4
z>zRM!dOGC@_W~;3qwQ7q+CWsOjvzKIus6m|IFA}*t2x`$IC#nQ=NH;QXVJwR+66X^
zB)sbdqcNaW#_=+5+FK~;>*Ut1#6<<axw<`NjTRGA(wX_u-ZEx0A!?7@w;DUQv1Di=
z>q36UY;8b0u~mW7xyUB>(PPOEA76SC1qBe*OrM63L}TmSR2k?1mG?*m<B|JHqx$CO
zjgj$XkF(hj-o90E5k50zI9rh0S0nE;l+Ry(uz#X#3Q&+*3|4OpYp%Y<{Q=@Q^}ed4
zXV=mGb?d$St~qCFwR@(bd4Bzjp%cfU#RW!p99l6jyScleQv>d^QP6>V&-v%X()8QV
zxhAT;)Y<$!PCT58*J7k!0ca@3ceL5)e=1-eJCmlDmoN(}xSTZ=U9>PgD?(Fw)LYt^
zp6+pYT?#o>x-~p39Y27k<X}GajtYd`9xC1095_t&Otob%^7uv;9GjN6vO%L(1ml#i
zrY@+C=ut$=s_(fNo=Y}AlM)17)42LAywj6SL<q=6wXuY>eC>ItfMM0LJii`wE(or$
z6iUZg4lH+#{-OrfNmuDC!@@{v)3l_iskyfI(P){5ATLm1ciRnFQnc`VgRA`sN3NPi
zSZ<7T`-!$iFi<+}WvZ1FE|D_8q56z=64Hr_bRK;PZ7w;SbLGv(Ho00Q3i(DQxA~S)
zpCFKpN*Aw+XxN+D00WKthHtk~Q=t2ZHRAZfKf-q7oOmA2o&2R5DmCq7=;rF)Iatmk
zh+wqz#z}N61a5|G9`(Ha*QB|$%By*{PjT5M3WDQ{4h9(RcO~p*1E+@j3NU~i@LSs?
zBTIn&%92((B2M&i{^mHAts+9MdJ5-NzqB01WC2H4kYz*H(l@t#d}(IIBklOuuN))#
zC3p3eeXniP$0u<Y=~wI^#8vAr{7uYLb23h2zPoUSOxbL)C*!-MYTWid+R|riRk_BF
zVQ<;FDH#|mP)c<d@@x-fXibrhasaYstJ;P{QGsnlmG?oo664(40s@vMT_}V#U+zl8
z4oHOwx2o`|r7m)pan7abAD$%2jfWQ7=Vn)zgF-(^(pMjJFOZMI+Kd5do(;1)R~zS<
zl5gU%o{LuCQr*JuFALf}wPz_=KJxTRjVklTaAxz&&GXQ|<IKqU!ql%l9<+n+ZYX6{
zcJUH-IQ`4gCY}z6TcQc`3iBs1ZO4m@?FRuMaW5fzam(3lVWC`d)8n+mBcE<2h{#&b
zv-#uKSo7Ix8u_u;q`r0M^cjJq=fl(|!A5j<aJDXCR)8atTYS@74geYXji70Y4UWWF
z^OL&A5A1JM4DinmKaJ)3z0LC2D;q9S;_Ovk1jBbmm~ut9h;nK{*2DJ*o<<cuRYcg$
z?C^5_LKmC*DNfuliHdK|=?)OMzNN~Px9zAtylgyaDNA;=S|0iSkd+}-n4y+vPBaVb
zBjn`d^xYI4jISH?qV2VG3jgsD>b|2SHz0bUSsHI_9AhzQoOY`&D1p2UYYC#(o6r)(
znF6Ynn4X6)mXtZ+7L09}3q4$Vh7U42x+cACXGxojEvChm07P<qFCy?sL7;|l?)kuB
zzzK>_NZ>WPM{YiWtaHzJBg{BgznRA$X@Fin>-SG{;|ZE~J9aksB63cchWr7s73bqU
z=xvk}jPTex*Lj{SboJqB<B0^_g222NbF~-?AbH@8W#!+54H6GvX4782z_Tw@V0`PS
zd#_V&y&}yicu>N+7!{8l1o=v;FTeZ!ysS)#@=QMWF&LN9%$)w=ebut_fnS5YZ>|ha
zS<e`r$M@d7dY8_sZ-S3-V)&UX0Uxc`eS&f=wH-4DrSLP;7^rTu>T-(q<7JQ&8_=B*
zQdk}juc|ihsAZO0*xtwakjIs(E7Kj&C2wBg!&%6|O^Ms5cjIj|^NCL^FH6TVfnSQh
zLG;JSo4`EbbVUcmo8+$_AUtd`9>lAmCi_wLSAN4Bp1E#`SGLmAGE^ytfZ4Uf_q&|7
zdtJ-=#Lyg5%Sn|IDsJ;xzMD6%;65yc&PtVfXE-=1#$Hb)+YGKM7oAWJlxt@gul=K}
z4_}^cH?tFh2G@OGQot@&EPsyJ2*vf+BB~V0XQh*wuJnbG5(5is{;O*JW3;jHX?1z2
z$O5q(Rb&&y=qTAj{@6oyoD5aO^#wlMd&UgA2e87}G3#{Ow+?{pv{c~QBSw<>`$kjI
zHaUMco>0jW?&_!?G<eAk<V}fxzl{tOR<)lLS82#^)CKH$hqDmJx_?AFdSvt!^eLxB
zA4^ns89fpf_+*|Xd>5m}TcWf+<HgL}|FuBr7D6ivaE<y5H9q~Y7gPOd7PP-vbjRpt
zyn>%j(FJNUR~J|!@uXT_en*hn684ZUZZke*Q=keqUu#kMrbTv}m7{dT>yY`BO7B|K
z%~9GZ5L?zz(A1%E;L`=Ukg9kfItBPRMC$&NFvqb(oTfRY4G3_62hA2bO3k|0TRbaT
zK&}s)IT2gAq;rw9Itp-*&j%VEO=>{Jv?ceE(9=Gyum&OR5_;|Zp-%%%mIjDYTiuFO
z3{KEA+0O&7SJTm?1N0t!dg$vmlkd#}HuSe~0zS8y5+Bs$hXoWeBhGzkQ918Xc-pu@
zz(`&z<6ATPz!%f-YY*h<uIIZYK_M?FUcOHOHD+WhRSRj5FeZe1qCjvG#%di3Ce77U
zDBr7F?05!Dk@_npd9yx@9-eFf%F4O4!uyy>=omh*(o;taUjpU|55I~&$;`gRdQ;LZ
z+Kd3^C)kkWsQ5#OUvX2{WFi7G=&~)vS=kMHErLL!=A0AAagWFYX^5iZABAq9OxmJJ
z>R=2}M2(i%)Z?<vpuj(*OAPm_R`BNIICTUFEG#Fc6=p@4T`)0WY*|uY#69l6khxJM
zv$|Qt>LAr8SD}sF9GM}1g>rs&HbCnjDBC4SxH<FX$XeP-DEy;mIq&t&ETjwIe2rM~
zk`ax@n==WSmW$}@l1qT86kjr)O-soss|TlAeCPE#Zfj_Y-2WOMI-VUlPZTxy@F?m^
zP4h4Kd}&k>w6hH0;*93i(#^I16hU+Kg3AtmlH<z>5BEwpf=d_IP(}Bb65lERCWsM>
zM>;7@X{WMHz==UAm_GcXdIhQCi5@$3fe~8q6P6~;@($Nas^@P9u#Vl^(W2|Rt&xtw
zDqV_@y{~U|B8#@yX285{7h+D}?}&x_uezi<_DXxBW)Vzo(jM%mCJpWC?*_YLs#;bC
z1Snh0(vo0C$}D&7u4)uU^28}k2!%pP56LGAj$dCD7ff*A)inTwXhNq_$s~_Wdf!UE
zRon%J)YkJ#lvgjAEjzq=v23qSwII4hINf4@$~KaKi0bcXINaER_Wofm=+??<YgkN7
zmI81`ILqtnbBo%K1b3!RWUk%S1JcYcywA3PVpR-a2K7}c&K8=aqrW6b-lXS$ixp$d
zcFq>5WVp_~PxG(C;p!{&UGP_36?5qrV%n)`-RAgc8|&pQH6QPiB=)^eow#eGaD<I^
zXtW@9FOljh*$T<@!^g4>&*;2w#~vtPc{~?n_cE^--h1}tR?4$@)rw&m%A^<Zo2V?I
zVIrM_iY4*%eJ18VYhH0EqH`-^b88W;u;56&wi4X-OK9@~Bqb`t+8XdhNAB7_KWY<y
zTk(;E)GbmfWxE70_zyWTfT~0_GTc^_+kF#;aKA>P8pI5Flz{8goAh2=+hoVF-Ysou
zc@ML&#Omzk7?;Y^apu5!K6U!h{k+BAkTCm9xWH*NLH)?>^Pmgk``i5c(u^JpEB4Zi
zFHF*|-OEyTJbm!a7vOX39r9g^hH)cBEe=zV2<0xH%KJVc+YhiF^Vk>e&4Ws;j=~>j
zsDt<^Mi*bf`zfDI@01Q+;?T6tjvm_2C7B{@23NoOI`d(lX7K=9`cvWsjLo}kE=<b8
zn*MN>V=sp-HG#U-C^ubAH1Vf}6P%7OdIq_yk1xL_S*qrPM$|Rl_P)gB%+NSia6Ea+
zjWUV-HAG_$blOxRuBBPa6(oYeLl*xd?BWB`?eUvjP{6GfZ%?`|jGrD1HPFgbi*C*Q
zE@;bRlf!PbM}%3c&da+)@giP>Cz8H9bW4R+##MH(bH^!+eMQb&kt-dDup}-W>XUdf
z^?Etv8tX0*MJBoALxu3Qpr%$@BIRmp7QXvxs-<|}Q-Gp0G<My3rH-Xm1}Hndn3509
zaskw<Y~4Gv)*Jb&P2!7#7&l|4w1(T4nffE&5o&JTwJGDga_M>FjJ`|#YWY#~LesJ`
z#6j^DTv1bfNX~bHjzh@Gmde=)$Ib4ARBAXXp1FG&Uze(V!O$sSat|%yvNMO)W+f{v
zv`F%H0Lc(A_f7;8J|S{c3hz(>nG-%;sp2iA!R_V^-h_(dKtG4z#DwD44ODb)aS^h>
z;qM<k{OXS612AE<_1BxfS7KWl5?1j9U|?g)=#w&ZKa%WzL(jPiJUn(mF01=MliJhx
zPJ&K^w&Zl{o=L^{8*96Iddbbme4)Iy`AMk`@a&r&s}pp&o>$x|CEs_Yk_Xg@OY9HY
zBcN-7>&O#D6Xg*xw_}DO(T+#Z3w3`^FO->Om&fCd+{la+szO4KyYaQo45gn^j_9aS
z>D<;(t627|0k<84os0V3WsVKxJ-`1WM*ThU`P1?z6aP^smeJRf3GfxXOSU{lGVMl>
ziYuVe_#?lyHCO@m=(8Vxj!g8nS4)y~DpMLq*#1ZlYlD5|0yDyCfQQW*54N=2R`70d
z*~w#_qq;X?E#y11ajE|n0_kHTnk7m?)K@esn${p|&NH5X!DixgrJaD6l*Cr=n^Dk-
zXpkQ{kM_AS2RtxkD6Xf?0CzdwWqd5FU4Pe?Bze3jE<M(|G38|qo2H^1Fkap$(Q9W(
z_2m!}YvI^!yt&{0%8FaNn(a<U=JJ5`gYJ8*QZ-fLWw|Yp50Bu>5T_4-i3IF5eO|Wm
zBf5Z4Sh7Q!zVop%MjG20y4+XX43E3|o+-0dJL;6g&*f(dC4J^jjR!Pn%O|t6N;e*D
zmZ!~;CL3tCajhHPMh*T)f__UDR@c%J0rC-danjCl{1f|9pX=C@z*T9krRkMW#!m-Y
z+vHZpr}k~R2CrJrzxFq7Q*~<Yr-b+MD9-5GHQsUVC2n48*<LX9sb}4Bx4ir+=Qp*x
z=VH6jOLT%B;)Sa}fllhZR}`es9i&~rO;=(He_~q#N^153Q0wa?4zH-;HcQ%UX~6#*
zV<YZCDml=gVK>JZOGHkejmWY$Np9N~fbEjIihj`T6PDpV6QkFa$#a%S#20$Nh;v1_
zA9g198}))@#C_SO7IGus|BQ~Y2JHSGS+-KAmBHDT!>0(^lNaD<4Vy!Y;YUqDVO1BM
zvsrX}9e3E|uQlRRij`hX_1W1<NGCZjGfcg$_`*d0keQLTjJvU#OS-EzqC}24P={Y&
zNAKT<R-;^!U-s=*GTLkS<j7O5qizMJ3c9JTSew<#uu{4Ngvh4*d-J&bMR?wrsN2$R
z%T1V}Ypwd2bFI2+lf{bi@~K%fcJSZ@U6Ik0=t=$Qgzo%ZViE6oi?Kwx5Fx4eCjZ<m
zHBao@w3^lf-5m_!T?{KquA6}tB@@67Hg;tfFXhFf(3i`etFbSdUt6s})_4vljpH9R
zb%o{Z<UbS>aB=Vzh$lB(FM%pIf-B9Pd7|EE?{LSxW)mabYy(Y%2ULAN8C1c8?M2ua
zcNu*v0}n;%;A1grdKw)Inoz!@&)FlsTyAFv0YDl|{y8r~AfFo2*eK@3{UVWMeTOQT
zSQ$wWaEq8HS@PG8c+HK3P`;fM&oTQb3IwesK&N%o=j3SbN60cuz{PD~o-%5P`u%>&
zY=F!f`*Q>xig6P#BtW%9@^f+#Eb(-83Jy?PBmEq__my<{wiozx=+eKr?B3o}h&d2F
zFL2xLIaW?#Qh_W2xY)mY_6nXn@}Rp&!5CQT+u7S1=vX|xveGq$VP_(sCwO{6KtRCG
z%0bWe^8+^e-#*~xCZLlvur#taCSYd<w8=enrIXdMw>Pl0RB*92AYgcI;pew<CQyI+
z76UyyBLNF5z2<YfioCsnH32g#3-j|^)jz*gFfli=H2URdWOYm|?SFYMrDJbv0{CG9
zdRk^SHb%Cm@dEyy->@<PewUVmk&%s&gMfvZk(P~to)Pf!$A#q#?5rGY^$hF?o=8xU
z(KR*Dvwwc=3>Y8a38005mlyDa0X%<$g}~;=@SiRMAmRC9dKLt9PhSzVB6v#x^EVhi
z!SWl1Ow2z4WM}=Y^;ZDd0Bt`26gDvj07yV5Y_4N(AZVaxrEl<z&ok*iNBi6&@1Se{
z1T&qOg^tmWPRb_wfazd+{#ew&#K_qGw>JV-=2o`y);fBC?t%u6CVB=UwmL4){rFAn
z?PLvX1*|Nrtt<^J?Fra_A=^1wsH*}Fh#m^G91ICM-}|x6qRy28h&R1~B!Q@C$Hq0V
ze_69|%L(|U2(Z!LAn-)jZwN56{Eh(2-yp#L{~Q515&mZY#4G`TTU$NhO<-^9@B_)e
zLFH+A%S-9lnE@E$d9Z)14(DXOcQ5UMfPi9vfd2-CC)$2Pfr0TS3TzC2g969zDEwE9
z#74mOD-SU+voJnW@`HzdfBVmQ=xHbb{v=>#0nkSKPZ$Nz@o5(SmQkK2ou1&w{~tWU
z^6z=%iQ?a|VdVIU4aeVL!|}|R&vgF(jYn9z_~3yE06g-(9E{=fqgN5$L5{-Z;J3QH
z&59!IT$Mxsy8t!AQ_1`tk37@$FFeBW1mRQbFH(ZzNyh!Zl@kAR9(kTZxj%`L|B6SR
zY5P|md7AUTqVUg@&HqgvVPX3xJOY@)=UMz`JOb$Y@AL@AFM8w;9(mSyf5qm9VER8Q
z;=jm`UxddG-SOX-94r9M`Hv(A2MYn<`EMl04>|OU<N$R2x2XKoqX24uLFFe_zw*r=
zy5+x?stmtM)gMUwCQ_df`tPIiBu`oX(OO|6;CLeYzgR0juz8lJfUf@*m0xttFR1*D
z#$}*?5;6b4YWu&kSpFdkaS(7ktHi&x#{k3slbQi^{dchZAoe%;@&_*Le<Ni9rs6-t
z1)wnhv|s>wm*W>s`u**Hf7!6GFcGkF{F8OVK+gcMOP`j;->e)u=ckVZtziDnIQ>E9
zzerpL`k#jXFAT&$|A)-|59r<>e!+jpKGoCTT;JH<h6Doo1|<2fw%3oL|0MHw6ZBaG
z{Y7{(&_Bzi|CELCkEr~g>(?I>^;ZS^83YIj?eA>RAH@B{f#Ij2#X$d4ivDT3pGDDs
z3Wz_sBR^32pSvUf$LW3=`cE?dnC_pgf1>gaweTNU)c=Ue|IKv&ozL-KO!qH(fZ><v
z{%LOi3IxL+ir_y0#6Md1|J3^gaQ60wt^pVju;bry_w&&Ib-MqS%4aG0pIX%ah|2%X
zbU&-TznIVee!3Z+i2I4dFVp?A`A^gRzj7mlt!yoxLHrTd0bKSeumezqzeQI>Y^@xu
z0nwDFK7a?^kGREi>(3^6K&!2erJc2ot%0T9a}?sKrvRY+M{MFZ+yMUdQ~MwB8U}_R
zs`*#P+aR(Xu7lu((6Qtiw1(v8Sv`AyO1T(Nj_f6EO7^JyerUYek(DO5FGt+M@Em0I
z+PtvbT6l3*G)W2s=@5Z%@Ta|r8I#Hp7$Hbbx<#n_ROO9Xar8++QPPwt{AHx5EhvdK
zW)P(jrkTlm$*dNjHB3%ctYxV;uSoLYhDPb>*#<LL!SwpylgKZS1OVF!HOP+jm{e0l
zcV;B(WWS9;yIV!~W{1zWB)tyfS-Em<%DV%mXq5l@H;Rhkr{V?B%)tJ8xabGXPgDB?
zQ#v7Mdl7m2r(ne&AnVXS$FBtV06sjOo(|yu59|Q{0ngt;dJGJIX9Y6+;WGRk^8>#A
zTLjEGxkP!uQiJWq(mvHWXjWA8tGC_^VIV?2K$_LK>0tz6`rI)@`LHCK=T`$kM;)bW
zv(gqC8XuG+?XHoxC9X+5p-J-?*%`wHqlnQ&*@e07DML0pW+cAzJfP9<J<iCS3_%8`
zJ$Txxq6APkL5ODUXn#Lmok`Pg@&f6sJ9URYULGJ1t^+1~z%i?PZ`K@^a)$GW=>;oT
zoWxAjBR~twE{Z7v8ppH8XnZ?^c7l*cPt^MuJXt9@^wI2~Bu}dc5jn5v+m@?0C{*?Y
zOLG(OD<hznK*1uYNW8svR3ioveUqw&Z#eMWLkmnDklH(=22SpGEv`?_k@aR6Rh61W
zCREIMXOW6{6x#{hc!!F{1^2<CHs2<pxL489K`xqr(B3C{--*hCk-r9Zt|`ZEQDQ0D
z=|4HY2>?Puk1_Nl<M)5C2sWK4uHZj4tfO#E{yOs#Swf3iH4T3)(wmOv?Jn3M_9}2>
z)?SlaI$LC9al3-Hz#Bv<5IWH@5h#1fUMyvq?Sgf4JYr{#_4+x|y&mP&5mSbdmhU{*
zO#DQH4(C=JtIe2?>%d3;N3pRpHU%4A(7DtLU(V`r_TkS;whyTT%3$&a9r_j?G*J`e
zW9^+8@hzLX-(U<T0W}vfDJqMPMfZNJ7hd+>8GA4%S1#_(tXeeXKc-b8<g`_1LF+ZL
z7tfkW3BSC@=_o}0?5&ym3KDR8$qEt)dUArHsASU#(n7-gTngQW^w8-lia64+!9lwa
zGx2dE6I-SaHXrz{Sl$+~;t$#s@-eD~bEY9nH^f@nqBx~U2?W?9WOR^q$cEFf@bIfR
z2*$X)gdO`B;3PkB&P?*rkJ8jgI}==UlVK#^m@(0!Yr3~J$NTNz=OKMl9KVTGzCb2W
z%(wciiS?fr+g-}*hv23X%~3FmEJ&#;@iT)$6Xy7OYYeF9H;*`C`YimgM&4TptDvo)
z&F_<}W7$xwnKmyQ*kM6n>m(d>!w5_BjPCCNGev-*E1Z)G#53~=Oa!>Sw_wOm@GUoI
zAXG<XB!_8W9Ay@yF?A<qiTQM{kN%B#TQNgIzq8qtGIS~bpmqoP7?<c%IhT-)zC$RO
z{3hCtfGT_+f6lr%>kjI0v#P*XEoUQoO*wiivY~gtD?A~&FCBRkQ6|lj0zjgJS<7I`
zgtWfXB8|~#eNw=3EX4D~>?VUb*@91mX)i`pP)JIO&U#fKRAF$Kd(wPV;H(y}C0YGh
z9Y!Eub?4(=jliDskU<H}t6N2_fsx!3kj>n~dc|@`mLr@;=j<cR5?B7Op>kYe&2CX^
zD2Eu0(pu5&)HZB}iKSNy=-<e4sGY)A;&w_BmeMsP>T6FBEajT=iaF}A_qdzDQ#_X}
zi}nxBUk~S6TG}R7IU1$;^)hZXyuhGWZu$lzz7(~B!@p;5w)&yA>)}i7S|{&HJ#LXl
zBVp161-l0h?LJLWbF~03-2g_Xr>ypy!&iaZwi-5zyxI9HzBM08djZF3s7^6A4d5bP
zYOA1ltL>F1?Ga$|P7>y`s^5;C={sN8K(wS$NyzmLMSSwex$;eR%BKtC?lG`TKif03
z;So&g&5?k91Q83tVEQ`=`_tBalCTUMzegJx82$(vJZqf)rigt~Qo>e%$oU@v*^q{w
z2A~vw*R)Sv3~893+J3jK|00}!HBo;kP1&Deec2~PX%CR<KmBzn1AP;n=e)|Z{$=4{
zp=APOVHkdQ83h2t0er;{K<6J$&Hr81{KG~3Ro(nFLH}fY{IF}DA^SI(j^Fbd0%C$s
zus(r7FYqT*D5nupWpWmajkhBT%#MH_<;z~U7@`{}xPmO7!bc+3&IoYe3ST1M{C7(Z
zLKTPe4noxFW?i&O)UPtLX5ZinA_^(b)HYeoGA-XrTRR=Mj65#iJ*IBEK}0i&k#TI(
zv|U}bT2*7IW4~7_+H@6`l9b#@K}?&h)m(7IDk%}p8jF5R4HYw~AJmc)d{1P8HYaQ|
zMR8$K()2AOP(f5+p+O;}<x~DxFkp{t)RJ<jhrGj8-v{%3v-5<y8584EFu0O6=H~7~
zhjG>eycl{~RuVE+UK3rp!aTPo$7LRr+#E9L@J~@+_vT79dsz3TXB^!5GtC4K=x5R=
zJ5^?8RmCb!n8?UFN33z<_vSm6SePkYZTb7d`%pBq*7Y<5mhKvxE+s?>A;}wSMT4Di
zF}Mg#`<-X}PaNtJIEYzo0?jmZzYLl%sWmnUOD3>)u#ghkR8q~6cT0!7PeQ`p;AG+@
zV;y5L;V(8DUFAb6Eu_}yAQO)1>29pG*x%zMW}SB6mm9Ah#={e1+E_$E-r(+zF*9_Q
zys;g7fpFnu;dXV5F~&-rZB*vz=h{F%Bwna4B55u+*-62)*rz|a3D!eKHfW5Ehs|au
zuCU&QH!)dQDL#!u7`>N%Sn_@>*DT(os`}VM!+g;^X(4-oy0$^bu4jupCEKh3J4-#w
zt>n&pVVt%9(rkgH*2u!@ZLn=lYmTEVoiXmAI6`{NF6lX=D}qPJLkeJTM*@{3(wWcA
z(D0mP#u96jpQDgt-Tp-(hLV+JOW(!x<U;S>EX9FbZPNYwt^<5y>LkCdtiv55N&%U}
zPqTH^SLIi=X(nx5o{{%DcN>>^heZcw2P^FM_E5Gv$Mn5A`5o**7VsiCr?|9SKt=;M
zw$O{_mV|Zw>O&T5wRTMnRErKr=vUr%L0KhPtH$;RyR!=n%Qh7oWIgyeRk*OYRvgQA
z?q9DF$RWvFVuB_J@^qvNq<5tUQl>d9?B;hr?%U7rHcz1CVM~)rmnC~T-U=P(Z(rcu
z(%u4jlzV#f^5Ykz<;qNtjEzjtjT`MK@3c)=O&^bL?~Ux^@8Ivh-r;+kd#9Ig1SkhE
z`o?O{0)`ccMTTkkato`Km71-X^?)9SL4#qDd6DTOW<T8Vi!^7Nk#ExO9?P*-U2bQZ
zH%IPJD`}CdL1%i`&b%Soy>uIG+iYhGH%s4nALzXz=vK>4g}#G6Fle{8t)V^O4_7m7
zAFNYzu-RE|EG{?1*kNn~ZEFpKCW~<Pu*=v-D0>c~h9=~|##7&QqrNtppv9DCWZ^Ta
z@OEiKnq9-*rSQ-jT3ckC@Y93t*i0Ps|JpzpMlv`orOC*#RI0uHv6r`-l@0RVwTOLt
zkb>g&&hJD-N}W}|bdF}j5RnAT9(#_1nf1=LJp*@yO;mBeu5@tjU6B9T+dIETArVN?
znVo|{xT4k=#smj5){<e?!=<=XPAk6K!MRggGDFw-#lCK_nJfBzrIPs=8r)&kwhIyB
zyyAd>FCArP+goBIWR4sw<Nlv&y0CD(LA96zw%%z!d^k)&O+++5g>M17lrUg-(^jc9
z7weXTPRli$)}V1UtwaUC={JUj)vSOUoh=LR;(fOdlhTe*{l=&1Ym>%jc+IAD*ZR~I
zVr!7RN~3p>mpQofbc6<Q#V7=wces|g<l+{BsG>czA*mRqFrn&hU(Gn8E{EOO*IJ<M
zg?jM3$n9$22;RynHL5G~B2`R3elL?-inm81rA>NGH}x^K-cU0$oUF=*y1KI@znivU
zJx$=qb+UZ%9g5{B-h!^zf%*na1e?s}B6Sowy$U@3IHmq<1U77Tgniht1f+KswENMb
zABU~T4(+@9)l{uRq9b60K#8j~W$m3@Y0Y}}%j+mYz3vy-wz`7>XXFuS@xqNH!^s>T
z^Mi*?PL?aJZca+JzMatZgzqsIy&ENnk2jBq<htM3WtdB9ZKTM><L9Rjoh%?=o<$zB
ztZ=@>|3INQhR@_%`VJCht1+<Vlm{JDT7I)qbuza4V6LJYiFn-&OwhuETl+M#qC@=b
z9io)%<8I9r<0&$Em|*hEyEgB52)@t!^F<<UTeAfs9M-EUYQPt%TKFiHKC=X~gQv`T
zG0>2#JrVUhmk@B%{7sNEj>&DWte~@K$9vQ5Ek=ko)vLVIkfhL)YzXT+G^=U~SR_s|
z-(IADqH&a{AHnRWa<e@m-MC-(t$XKWCyLGJWxSY)<J7fG(`@ZAGU4Yb{*geRB*1r;
z^F*^%+b=y)mU~Mw-U8WiLFQsEx&9*R<RH=Ss&F_0L5nhWtj+KiZ7q;&(CKi3^ZZ-=
zxB{jIxtyq2IMTvIeL)QzE2YIN87x=TD)KwojS0iNuEebzgHp*@(1ZZ>TIxB=#-z4m
zzKC#dDX!AbHWqP>Q&SOs;=n}KZpM+sy?MB$3j$n=@I<|NJW(yo)8KbHNNgnPuNM)q
zkeM!t)hjINqM1Ae&mQbQ!Iz}I1!kt76$F;DyRlCj8;jWzd$(<=`5=hHZP+mkEvGSj
zAOJ3Gz`^m6_6yh6*ZIl`{P+3O7@mk~6Dmm@<p_?<Yq@yoezH5-;P9hRJ708E;%Q`z
zP6TbQ;OU`V+uXp{7W!<Ds00FF$e1inPH%GCH^}bZf7EuWGK}qzhL~+GBG8X6s0l<@
zNa?CeXII&<4Z3mkbnV8GU-YdB(!btKYyf3GX_o@=6EBt?jPjEYtFsu;h!ya>`mlz<
zW+i>b3La+cX~U(I2;a_6-Y7pm8{$J28H~JMudUhqxIP?W!!zCA8Jvt^Px0kKvi<`k
za5&y<StE44&%+pKxi%FsVT6U0Mrl;wr_sHEc;id1le+78fuZr3LYtuPTypWZPIC+0
zU~07{(m{3}UrTW#BD~&ZKw$7D-p&i6(;#_BMlUge<Ln53@8Kz5i9pdK=~CSlJjAYL
z>0OycLWfmq-xHAPOVhL;fr6;brnfnVhE`1gU8u#=s?t^MMi{p++$_EsF#7ae<UMp0
z&j+B=BRZRowXt3K9x;y5Am8ueMQ}Ww{jxGUOd?lS6!a~$2iw#3pFdAOd~k`3F<3Wz
zZ;Our;s=e@<_1}!FP*P3fB1$8Wja8}L6szaG)NgwRok2qUjwm4ZL9RFK7OOQ``i_d
zAxZO8l7Y`IB0t8K^l=(t)(Y38G#b{#tg%M~7u86?7W0v4AQ2{OZpPzw!6YOWC&g<%
z<$W3b;E!{(p;Yo{N~6_xJK4O%B(oc5E~XqfdY(=8+jCP)C~gwh2oP&?{Bzc1I>Wh(
zxJ8~Sb*jSmLZFSDjH_?dCmta~%d*ox*=Pu3W-*d^vY9LmLY$#->8xgV;vrx9(XNVQ
zsUZkay<w~chrWva_Anx^^BPX)YaMcS?-3>l{QfjD+XriJTioCaHkVnLtC$bbxWtY%
zjT6_w>(UP8hOrbhChX=GVmx^vy*;b#t3earSd;xxPK1-8vTUqWJRVPSmz;9^)fJ+x
zuD`UCaRWOM5gH+elb0fb*yv9JH?7mwry}HXN=wYw3JhO+PE8+I7U^hv;JX?^IdCwT
z%J@TLLkCawNMWz+s@bhwUsmOP)mgz$)zT*#Hit|}&k5J2L#MxzLXf;mB<fCXgRad1
ze8`Q=q_Fi74pwlns%e&LXIKc`6$JS$W3@ORzff<9bZa|bD{q}|e_FzjOg8X90MbS`
z96rO*&K#3SWGaUfiED!YY1O#u$0jPS<H`!O<qLe@WdC$?OA4@r_9g|l?8@mjwW~Yj
zvN^hpTDy0W-`H=Y?Z5HKpja+tV8VX^9!cWgFT}pH!jBP%Sj5xT0a1V-HkZ>+#`1w}
zcPv=cY4YBOJHN6<paXXU$;)9WqrK7NlY5azIXgcmOZ7eZ+IbMp<Z+m%$Li%u6Wg#+
zH<?V*2O`4t)glGRIz?P}G@EZdwCHB9vcRYUCgt}XwYyR(0@cdoTVKr6t-m%#WvzSR
zxEO?Kpw?BwS<PNO-$1wq`{7I04#*1k?s5n&q!lLLwq_ul%JF8910mP?QA8YPkD$mk
zX2rk){3=YTRhkch4urUW6p~(}6TZ!Q+|6Lf9l~kPd7R^V6Mx==z=G3`S4MO5H+MzF
zHCg-+zpbfbLLiD8TCN0tnicb5dLxx_TZrRwflqU6g|<pz?pz8BgW%e-AZyggIpsX>
zAIs%F@;7*;s)4RBc=sBW#O6d*jMRwD1gFNSzRLmMQhO0;y82eC4eLR_1YXy_a0m7X
zGUt;Uf=08|_o-u~I1=|jmF9r0nAM^@#dmaiJlv>_k?)Dn@n6^xCTvN(#*5seeGHZe
z(9$DrCP@aNA`F14*>e_5AEXhl_>2TANyW5C5!4ZzMR}ttjzj{5wuazdD-qBsXZf-n
zUEZkzv~;E(c3Ny2bh970+kO9Q%N^;4uPdZ5xM(X_2yh}wdAHr075I<|CS{U--oZK!
z4onU*L@I55JKcs2QRC9=41NYVwh~<5^n~`2VlqkvXuZ)#LkC+jTpmJ~@A(+(C&WgM
zy#X997_7^+`+|=vNIV7+FygTp@kuvuY4duh72nz^{3rCGMaO26s9TQCD~%&(Ucs3r
zQ+eWl)om|(N5NgON?wkbs$RU*#1QZn)Ye_99-+2l=!Bme;}x~Q3VFO;m`tB0=8n|@
zN28Y{`TDfa@jLn#EoabJye(K0H&Ci)uj1Y6!+o$rK^<01_xNU6T1{&5Kweg>;LsAS
zwX!U$uVF4iU0FtC1#Jj6Dcj>^w-S$Klb%;@;5AU_31EKzj3wRB;c}o2{t!Mx3`{;A
z1to+UMBXk#c`aMY3|uHEzAFrL^)XmWbI(WfA!Xh5VIATSUE-}x--bvlq6`j4n;3-a
zV+z}<@%J?QIt3HCQ0nq^P95cA^@<&0hM}6e)%_+S_?U0N-^-o8S$s!^&rdhI1Gm?-
zZnG@0)`NBm0vyDKegvT{;Pj;u>im+F|AyR4i&}iYEuS@dXvN{QQ>o!}v|*dzC3KO}
zC8DN^nN+9HOXfEUoCYrtk^BeWD#rVoGHIIT>H4&z@N%tF)I^}7^U9RSc?TL($y%8N
z%XwFV_-RxMLcG_l*?Ht?QBC<KFkX7&DB6&HfVgK(NogR5+)jZ(I?$8UmA>Cj^u>cW
zgCD8UXNby}j8NNEf9u;+R<<Q<UO-?1CpE}I8da;8W4R=J)<z@QwKI0bg3BUmvLz0e
zQoY1p-TpOu6?F2jfV?%akGcVS5@%>u!3H~)ug?eHxu&LIWI?FF{SqNsuQ(N|##ILx
zSj;z)@**3+><Cvu+_4HCe!ykKpFvRJK3HQ4uMc#ZCb_Y8_^_83Vpa=^g90Bcd6DoH
znB+0AuVTj{WU(04DkkA!7~03Q6l;U8aR?iTlX?nR6?linr?c7CBz7j!Mbo!TggYUp
zdUTpg<(;^jp^H6+Ww3x}S(^pqm2fB0YI%buAe4La(;9xyLf$P3?JrF1Zq?`@dQf8?
zGd0VU#8(`-o?^bV;P9dWobVY~-uumxBdqxSN2_QZ%g~JLuRB=F(A=@RU&sTUaK+B*
z+Atb&ihY2*7#gk-2Qb)-kY3!g1y(p#HQTsN$KjeC?oC$5VPf&nxc0t6`Y?M|<V|bU
z%TX@QIe7kPD5tNi#{}Ua>G4Jq7bQoRMyG08c2NvEr(B5?+QQga&q5$}VpQBjN>!c7
zm~a3NyM@9i`bE#$s~V3lfny!ve5>TE8`rN`>{h;K-E_AR6<MdY$6AM)j(mnl4()r5
zNtBV)j!l5p`&uY4_8OJtBOk>=uj_PW@2u50ePpSeCsfVZxAqH2NmZ^m>fz{{o0H9^
zR$hJ1v^vtr&o7*Fe6>hHT3}z~J5rv!{MbawVd6SoOfg|pHjGC~r;&&wCDqibXOp_S
zw(A$~gS1J41*f0;&Z1vq(YjXiWwl74UT2M`QXDM9-R)H#yvXIy9^bXf>ZNB8;0~R4
zn^L)>_ndo{I(X<BOxmvzv8mTa9JJ{)nY6hOQTSUKjnl6=F@Z^w@qofIF>%5t3Nl9L
z_I1&iuB*LGlAMhtLe1bxUVW*uKT_#A=oY4owC<@k@<rZTdC#Xv$nve0G9ThlFO4MY
z<roI^rexNs_CSFxL|r@1X2HD7%diN=FM+o9^}=%se$lZf$`H!}1WN(8PBqq0TCh$h
zUs7LCcj{HCx*vmtQJSLGLXb+Sj8_1ga|MZvnO#}TCtV5fS>F35^90FYH)QA<=~K7Z
zmu8+$mXlE_h<y7#z0J#tY;1K9feTfIIl%4mqU9SQjK`oWL8e>i*b6B+M7)pR-L6n+
zC`p07NrN?UjfA{)JJgFrs(C3r`DU<bjGS=NSGXKOJlLXzfIdmFi->8h#c#I9X(Ttj
z_^#9PqB9zEaa|c<C&IL?EQPGusMkV{rnlI`)Mo-cB^vS**v{7*CQGt4Oejw!T9{28
zAzoe`9bR4`oy|=lp-p5)DinFy#5LWaKp4-~(+yt2J+fHjwDNb2&|P7BV3#43{<-=s
zMsHuHYC;fUp+9br?s{91Ostu91|bM3Yl$Zd-8BoFsASz?_`a_^6;#NrkL7cQsi=j4
zO@KZdl<JR&lo1b==}rCc=~Iiq&>(#Gc6V1-PfyooH$Hd5CpTGsgYrY(K}wb=K4(k~
z>Z$1VEJo{+NupeXcU~F@vE?(-9~d%kneE({l<Yp7e{MeeDn$&l(1WgKDn$|4!-6Il
zD##lcXF2PSd&Cw15oTaU-!HCI>1{AZd6G@pcQ^Xko42Bws?xZ~%)Y-vE#_TCE>dOy
z(Hv|reG>$#rKkX+<r^Cpq6{7=tcpNAgL`UGG~ugO>dIGEH1Q$nFJ!3Av_Ce_>hcAy
zpQ7oX!!^{?()NQD27~KXAEbU+5+FG&rOOl=^;Tpfny2v%3GNQ>AmoM$+W1BQC9*Ng
zZz}_f2QsF`j)ia;(BAvWU#rJwiAOf^(wPOPa5|%vdQg%fJxDQBA>hk+CpJ`*US#)<
z^Y;&HP-UMh5Z3B~zU>RpBvJRjQsEAyt$YDJI!2+EAfF>YO%xS^JEVJDp5H}ezR>Q0
zDMqbOSw)4pK8PrCFbNViT-ke03QvIZN#hQV<5o=lMhwy~3Vk}!p&z2MezJ1@l46IC
zky(^);B#-L0s3YmIBC=!z8^Zosl<UW7~oE@j=(Org!;VJ5=G(7>GDd1`}j5F5-KIw
z;$%3mQ<F(Avy~FucJ~VJk_e=tZl{zwOeB*olPr_)l4Pa)4gCz84BNJXb4Bfx<x5>k
zU5ajkrls#<YeQ;dYnxa#uyaxhHM2EKmdbeYJc{r8gpIQ5c6BCt46~(@hYUX*vbtGB
zEF{-aRNUlG>>fCfrR1CC>=(mMlI|Ps*6!Ilw9Pfn)m9%`E{r%PSbVgoJak>)UT|Lk
zS<vl|D~!~(#TTM6FCKeu*icTD8Ard4w%NE$WMuJCu@~LbRDuYlIz?dTJJn_iM%Y`_
zA|6d>SSkk#A^5g+rAnuMhZG@8oFc_W-kF9F4LEgFCBs**g6v|OV=CdMVGw86l&K*D
zWsb0kPpt49?zpj;59mgPE{9R+_qJDt%~mz7!Fs47i?q;h^;$Y}%I9l}OG9q`yKXXT
zGc{%uzg||(!;@U*wd(ArN8>9Mk-9|W^&Y=?*Pxhr8I^BG+9qpMUnjRsXA3H1ffBbc
zXo^tLxTWu+`mX1craQ#lgk2)qwz5+-vq2-C&~}x`)GOa-x6|o6WHeQL!BL)vMwSF>
z!&RnZb8o;<3!SNx;+GrSluA*!C1=Qq$W6nlz(sL(`F^%Js#6)Y=>0fF${z8WP^%j0
z8%ua>)~i%oNOM7hO%PUUss=~)io^>=PUmeoE^hT|L&mS&kwQ7J4X!kU`-I43ydcR!
zDkp56okrwH!F|KAy|D(FM9NpCTX_^z?=*}u!()pXxrEInHqez`9~54{wSXoq(IZ*x
z;cU7`8NH1nm2M=*67SbZy4_xkI(7};OglhsfF_PHgQHL*1&L-2UBo<DM!`+~i~>ey
z%nj1$TZhy<?5&MfFNS1q_g(QNeAnUo*(#`@)(&kk4O-X+|L)><Cq?qb@Y6K16ZX-W
zC_^;Fur@c7^$Y?>Fg$%0ZOUThMlbzYgUWiB3avMoOrghvTZG@eraK@*8$DhvBH}+<
zz;1}7n&YK*ikfOI8WRdzM991pd>?H&R-@lglX;ntZ>Dq=E@ORH*5fYc9_$k>5ZJFR
zoc6VfKo>sa|D)`kqceM!w&9uBwv9<LNhY>!+qN;WZQHhO+qP{xZ)SeyJm;)$J!`%1
z_s3rM-c{Ar)!lWk<nCS9)xV)UyUS_EjgSjw+`7aFYH5(o>y(0U=+sGq)k#V@C{Hko
z53Ym!2Z1CSygF%Q#PxJ$D6e_qYYIdY#rsG@>gD{wFsPr}ynbXUKtL3l*?&+f75W$d
zWCn8N#{2pQ8?V@rnUR}Wph!-t4dt<awP=x^-b>~R8Arh8^u$m_EZ=xD;S`Ub7W}FQ
zv{Sob7u^rpd{Dz*Dm`e9)6hb<o`Ipo@GO&4!N|i6(EvUI)zrx8vj0j7LKo!h*rG?)
zwXC0`>a*4mZ=J36)HWmR7R{iAssVRtd^A^!+<MEp{A~YrRD*^z8Xd6Lr}AVq@}rnm
z*(e;TqsnFH1Yk2y(m|S0?2OoUa5<9;{eu^<3|i;e@zj*CeJQfobZzQj@yJc!f-pL`
zyy&#sR-_CgkX^-6Mp0u-yc8uHU_<T7RaoysewEY$*?R-5U#LhfgCU7*wA@DLNA8c~
zMbG;DmSlIG(ULXX`6B{>3c}{R%%OCWBZJWskXm&i_|<T@m#OtxQVA&fXQ<|zm-FVF
z!Nv!v(@xC}p3WpXvdp|CXdkucxXFtKRIn`awyRYT6$gr@tN`Ql>qTp2hrWt4F4vj|
zf@OQ9)CyE6k!8^ZM(fdyhHyqiMFppTK%<EfT%Wjo%=bX|c7unbg`2UleTu}&wS?r?
zo{f*agmL{gcDvsPDe(_5TC5RN^fD>>5*Y`<3yN&QY+|jNYWeO~x%gEd@!{sP%Opbu
zl@ev+`l-u|CX9s+?e=o^tqvg;q^raYnC4Ql^z%NdyasZI#ies%E6FIw*>~bDfbP*9
zyjq1^bmvKy;!v?;V>%v<bW03%X1a$~sK%(eObeDZ8b0f8txEUir_1wpMTM12O&g8(
zjPtMAIEL`0M!<|28Y2~ki`8mNzGss~z^0)j+0DkBFCgVYY||93<?d3ioDXv6k4s7`
zp4P_4Q`0&%y-YBp*orJ=cFg<M-P<*M(Y;nMopy|Apojh82RY5mmaK^b?t|ysFm{7Y
zZWTSzj{4XvgMtxMSR7cr*n@089n`m<a(8J5?IM69{3GTgF0nlw${cKMZX9nMAgnR=
z={Lx`O^RnR3d1E=(;ZpP9a_%p*N+osISPLj+7_A?DoNrBAAG1-<yvJW-i6<9xOlo}
zb!2j?bIIeDXO?AVXXa}aXytDfO)gw6TrM6SQ-8gd&^p>Y;W|e49pFX>;?v_(^G)oY
zgfl)eL(@ky31SpyB*Kt|hJ+G>N)8wg;0Wjq*bSfy0N~5cUb^bK>XX(fVsxW%J2<@t
zu-ZwzDR-9YK-}D))ZEwh0OAUW+(vwo_n`fx${em-MyMyF>!&vyd5U_zL1uNme+f?&
zKV|%>(!?j((d01<TR`Uuv!+Rrd&!>^XmHgN%RRcIvK64#^VDg2HlxMhm?fYsjAO3d
zeGABwLL;*8L=v)xu54i!H&dC}e#~uCnDYSQ5E=oQP%*vwYq3(5(16D5)0}xCmCm!f
zE!l29U^lGp&Utt4v^BZDRPlV71bd_2!>$5;p3$~@b5XLKV#VT#J^m&6r#}$H!z`>d
zz&z9hg!5162Wg&SWJq?^VcF6>8KMjM8UHOw9xQj@R=JKSJZ-HO0AUP;)qdjC<SM=C
ziZCXzZq9q{#dpU9!q<s-%<ifC235x26^g)C-MT9=sOy}36JX<L@9#;_a+qUs4G`D^
zeRWY+;>zH3$5Oxb=3W$QR6V-}(H42y+xT)KkVLKmBj@9<f8yL_-;G_Y8s$wu$u__u
z^MMGtI^j5H`K3J)<8R)Z&;(6Y-8@hulwe=vfIZbv6BW=b<=2y1dbz8`D%=NT!EW&*
zxUKJ2HLMZ=tWg!{t)e!Cf=_m_!*pFUgY&Op1bn_7b>$+kv@(dCa@LuRbeW<$1d`NR
z7}r<Y`g+{WBHn*(Q<|MlaLMT0N$nk(rO;g=ODs{ZC!$Q3(IiD=Akw*)nV64N5Zdi^
z*J+77#gY;yjuO$kDe|TvjjD6G-DHn(9A>sgo7XS&>z;q7h!aFHBNUcfQ7KC{Mb3ud
zXW8B?;xz5IZG8QGpaU&UY3Xk?kFG$0rgd-pxLkUZt5(PZd4wH$E}vUND2V(Pe72_0
zTO$Wu`mk))psSk*SuW1OR|pjvOD%~WH9PH>-csUE^el#7JSXpBze4ky1d)z{>c|W{
zGM$4A!Ys_fD!`MB;-&h`yY4pz!(G=nc|M7DrVkz4uGYw&N4r05dQZ!J_&AG}HBGCF
z@10w3LOjdqInsllm(;A)$&VCdCBD@m<570g{($+>#nca@gh<oXA8eg-#V-N^Qlhb5
zit`_v<==9W<xVd%J*@b9YQc@z4n&!p&e;@nfhuk}Vyqc14g%FY#bS1}enn<hFvh3j
zAWvD$Agu{sWK3RdcCfIOlp6KHMJ_}?<8~^#N@tvo0Av?~r?i&<<&KdDYBx;<TQV4(
z9W{`c&$h-X$6MFFHIBq0wpc2r+8G;05>O^t!%FEYS=g+i^22*fJxya<uTv5xk#N61
zOww*r=&npDgSSw3-p#ts-tW@#U>d{}td3teVw#CBEh3IOqi1};E&4`iyWAoU*}nGs
z7=3!AyT5KY%P2TE*X;1}V-{D`Je+Tq`&+G6*HeM#%9t6^qJbTJ^GC;cP<xeQt^~OW
z65+|=TH20Snk!-WE%<IKW!>RmDAY|3?lg%u*OFX(xx{Xl(qi381?%cN0F<7|N2vUx
z@k8M1f~ksc5Ffa*6ta?|TK#et--g-<3lrD!Y=$dFI|0f5HFgCP_8S{6m{-STN!R{l
zA{5Se2km~HeTnwlMiKm6cM`rDUpL;1)p0A6EDo}b@klk@oL?Jctz}X`=r7~`qTp0V
zQc)UAM;T1g%HUx72rn3bjBqCz6Iay3bovE{n#gl0u_ckPWntsi#QK2hlX#4hWL4Jk
z9Ar>4WS;6av})jK+=;GqJYQ4MUMRQ39vPG%0^KHGr$=4p+caFGJ`6%ZDT`HO<&Ssq
z;mCmrF|7ySVW4qb<jxow3zx8^2un)~?|V_m62x#8v(N(lJ)UoQFc{u)Yu=45a+Ah)
z#DI>lLaBi?d^3g-QmM73?je4s>jeuF8TG95NEmEo=S(-iE!y)9XIQf<X98N4@tXlM
zc8(VsRkQZHN6WJ4;Po(^3ru5I%XER|QL+hg-eWWMrN0=HG}Bqs33A<9E|-o(j{ClU
zK#C)HL&?bn4lFQA#4+lRkC$7h4|nlVJsQYV9zBK(Rw}~!D3O&?hsGF%9QF9|u(XRe
zWfx*z__!*x@Z`1{IiY68y(jxu@pQp>+DTlf9*3ItFklDCewMrGjr*X})0cmsvkrHl
z12Fo5>XrMY$G>ce`##vxI3~!5*jr}=l1s989x1EhT>F0b#C*Nl>eqg?*#&UzPpgQE
zXol6Mapn5vyoJjF;OkfNHvem#_Mnl%>4zmwD9O@1lNnhk%I7>5T~aAuDZa1y6XVGA
z=jH>N)=ejdK0@cEmaG1a7RRq(*w01A<gxh$Qj)`naYdkmmIft%A8TOWETb@CXGfOs
znC^D8iab0oL|wO@C>`+6GLiPmQju&kwMru`p^s6LYT@Cp4RiiBTm<*|0teQ!!DAGR
zaD>SO=)(CC>Jd>qC51%=Ps`Vyok<d7A_8`T;WFiM)hcRFy#?|DSKc`i)0H(p7CDJs
z5?p2yUuwDMvNINDG_k<-i)lM!D^GAOodWTUU&K1H8+k9Oo=Z2q3+0ZS;)|vD`HMes
zI%*_L3(MeH!%jJhB7wlgHwxO`UzrB_gwwY9n{{iR=C3S^DYdW&ZUnXotX^w}*s`1D
z1dte+G6dxD$KQo=2n}X-NelYIBlIUThuAs=0tyOCyMWe(onNHV4j-ivKry=@p89<}
z@ol22-5PYRe)B4FA`H+5`<y!?KpUA~^QOQRNzJigkR$5xpI+e|8HLx8MNcIPCgs4>
z69nJ5hc+}7<bj+G2`XV;>UI-a(OOY&yn#Ik9z|eAlRw~P3NArA4L&fXwqa8O??!i6
zBM8!#JAt-8h2xE<ZgRuEFjXvVVa!$B(}PFqHo>j@@SMo9oEaf9=H%lyJW}T-@T~X|
zCTnaI&?S2weQ0{oso>@1h-+<Ueu+3ors5*HIl-B3H!82f4z_AEqKMkEdJ>(gn+NlX
z3+rAgh&ILTb%svfM2!QtFuaFp*g&Z!cmtK(+J94VTUp~q7|tf*x;X}G@H_Q+nDR1@
zCm+r@z%ie!+0hh2#CH=YG^h&m(mAqlY1I#WxV!zDpZCM3FRi?__96L$0#rPmfs~l4
zn8)R2C(k68|1A6LiIgy{WejTlr>|3VkP$RYXAo*J&gR+g^ubo`4CXe$9sqk^kVG56
zD-drG=xbNagPX+uQYxDJV-^*zln=~G@wC_&cGBz1K(-&gpN7c}b5a*?+|>q><*wE*
zzVQA6)nw~sbxef7pZ!oIdBk}I!emf`o8BP#qOqs$V$n77=U@u+4t_14wS@MH=V1O$
znDi$4%4uh`NR3DIjLz_ui`>bwCgnn&p8JD*@rN54WuLeHc8?U{Y0_)2SPxw|?ScNH
zu*Za`iR~^9HY#;}`>{k%Ex;X(##(b-w@j@2wKbaGs_lwjA_fGIQ7ia<z;Dh%SVyUq
zBeg)GACqt6UvWTv9R!TFEN~EmpDhk9&eP)>fLnUvz|A?%r8VT!2+4v_h67F{)S*GG
z=^s_PI0wBc1GpIH`gu+q4Bz{CPYnLc8wS8f2|)kpd*HgwYQ+*bbzdlso{%wMIpr3Z
ziR|ko5WA`TYr;izr8XE8%lpp#=`0Sj`VPoMD#{}?eu;nSL%NH&pJq~7UY>D077b*v
z($!KFR8HE5JxE5_;D$Ihm>ypc?Bh@*;ng~z^DovQ=qcZwZ`E(N=ei35A&)#&vgu>V
zEzMA+sUuA-$yo2M1ffIx3yTu^6v;!B4g{k9(kRZ&c86WoT*n0N`gR)?y9K+yXLFfG
z*M21=!eqyZ!>jNgSqq+5S(KbstrwxY$KZZDH#`4Gs6dQ1Sa6Xk|K4aIGcF6Sfg0b4
za<}z;_HxMo$(1Ck#2dhK`4#hfZb$m+Z)i8Dq6)8O{u1)Du+w36v{C`TBPQaEz&PhB
z#47j`PQu&Zc=UNILLr~)QD)D*M7t&7?3?{Q$QKAwS=(Gj5iZNM7PHQ3<{M+L%O$eR
zeA(~rENrJ^(;6bXgX3wac;O_~d!?ZStj@jyRZSJ3b<C;6VflL02LdBCs3b5YK>pa1
zW8uP5uxc?GGM?(h8{Ev}o}%a?G%fiZKHfbw!brt_3;+m7OjaOlyGBnG&Vs+y)<d#_
zKtR>`@u0D?f_emqj-3~uMQ#t$*_f<8@@`w5q%zuK4O^UnL0o<VC&(+r7kzqbB8XC>
zOs|Pivhw4uGvS+_?Jbe91QnB!d;GA|YEewn>BQiSvLzF=&$ofm<m*mp;YJ;i=k(cj
zCcIA=xZP$QF3O-=!p0)Q1)=9u-sJ;1IzcvlJ3bxeXY%Y2yw^SmPjX{He|)W-rp{LD
z{;Ci>c9(Ij#+pz%iL;0z_VNsTR6b!bU-3c%H^@uvo`rfJ2P4F?Dz=FBfeI7`;s6pE
z!pO=a>77Bc_@KaUBCiCVs(-JIck(;%^R9DPI^;ir2>wwiSY5Q#lhcs@QK^{_-x251
z3WdYKsykH_n+PG9PTAyUTW4Cr^--(mO7b{&>~OOXKc{s`j95+*HE1dS(x@wQZi_0Q
zuL;euS)(L>;{`vHPcFmeBi=430gFk6NH-8GX1bc6RpWu8tb}67QxC%{vL{m3zcMuK
z4HWoru44CameC(eRKX22%VD9wB8s@_En|@($;5|B_X~?e^7||0(MGqwuaHzaqpt8y
zgipRL&^ocFy}+}-oYQ=woh5u}o0OqmIHeMS2%a5NuItDX61{Yp*@6E$;o)X6+-O#Z
zX*JyTvQTCw!J|ZNR97!*?=0q)V#&G|&rxPgf$XCzt~@yEk6{VbxSYrmzf5yoXa)vt
zX*JCNKJzYLtes@AwgV6CXva@J=3D7PqTC&Ahn)hXys`72@^`<Sq6T8|Hf$>L8|F#t
z30<Tt=2T2q3-DIc^02S3Md%Pder6LI8@<Z*aVF)lHX$~Le-av)hoI~u`hy#q@x%F!
z=oql1ESp<>{n)U7xkGDy5tt~x71XCR#vKkz&%{6?0R|$DfWd#>=_D;$gRzNZU7uNd
z0!tnvoC%w=^sW5`s-u-7R=x}XNIA8cQ+f`}0&tR^fzTYseUJ`Fnh9Uk)f=lLp1f1w
zBL~O}I_p2^U<DFQqfz3R-qnY3Q_5=^bt4D<9c3#v+eduuDgOt*A}<tEbeY<3%j8G!
zWY6&!w&|g(hP2Lfq8y&HQv{TB-E1S46&T{xdP9d&IhUyU3nP$BX1ZQ;fLS{rXo0hE
zqim`jw3{r_64g;NBza%)J*XCUx_&Q+KA}v(4LUf?5_km>;80|;{X;Ai0oS+mY{d9t
z34vTybP{zvjS!TLWQThC96cMX`=|+DW{CVb1`z5rcGvBm;cY%5fW%8qy!sFAZ%#lK
zJ<4~{=YgV2gj3(PgYI+<L?K+R9iA7d;Vu%~9)6AhDDf7?y%^RUz#4!hm`*OPl}z)<
z-Q3Y%tFG5_8JAOO#<fjtr;^>1!fVL4<{9?4qP^o{Drc|!Z#CWjhI;+2>Hfv=KRh+G
zzy3FD@2~&VQ2*c1E*fzXk*PFr0hezOxQ&6xOM2Q$Ap{DmVleO0vmf8ONJ8hn5$r{I
zYF*K-hzf}2B`)es(&>?SvbnQ__nO||j?Sg;n!e~jiM2^Q=7$!9C+duq(dis1DjavV
zGTJ3rbsr8|gfGr6NiA<{-(;r#R!a>0{eo4%=rIyT`}|1UXMje1aQwKMtaSLw{u#W;
zTv0F-A%v*gY4KQ}+{v(Le1r7n29e5D7I{c@wi%)o$%2tsN1Sg7am~o2p`LP$P|H`%
zA!K*dc$m~r`*yeptYfj+&LpO4*|;wt^P(sFv-kv<xJW5Zssu$oIgUaaIfHM$FTMzs
zUE?`qF&BfKqg~+mH+J&zZ*S(%5VHH1JoXH#CI49}HwAujtw5hiCbFkCm#g`cZl&l#
zg$@kh%r47qL}MzqoaAoO6m+-p3xG^+{q0hUxEq@m-%1FwCm>GH%v?{&S0O`~ju4LY
z2dUjHJNb=nrPyTO$x_fvCD;xGf<m{svF^j7!r6~{vM2V&u5QvRa5rLPq$l>e9Jju&
z+vMO4sU?ADddcS_-!3It)alpajfurZ{~!Clid&^yh)?X;U)Md-e(ukl_uLyC&TNDY
zTbyR+uULJAh}$-#p4i=>&u}`R?LLq0PdB(e-4)%(5-vI@SCvHosm5d7W1#fjl78RP
zU&<UmqVib(`utx~?r#qL3v0*li{^jeRlok5tm2;v{y*jG{04S<wkFp0R<?h!1%E`6
zIu>6%JPJZ8N+Jpr@&?L6zikbK4Q#FKsALU{9L#n8V=1U(VPgIpkL=3`?~fJUUo-N5
zJelhl+2Q@ep7h7-zW{ku3|~w~RKLDBnP}<0aO7X$2IhZ3^F-`*%uV!oERD<!@M!+J
z;IY&D3oQ7u`TP7Q)<1$j&HoDcbgch{)BfY<ujq@X$wCp2`5y;=9)$n>@F$3`Z<WEH
zPXEEy{udhH*T3Oyf6xH`nVo-J{+r3@zbpR#YIt?*4F0(Nzt7fJQ@P)EU*U*Y8h#<(
z@%{qhzNXXU3%>R>fjnQVRtA6P?GN-o%2waN_KRN%k4!}WYrH1*zyC)i=U{DZZea0e
z7XA+LYY2bA3SU9|XC?7y|1S1F<OxcD*sZ>JsPGuSK#&X!jCjAklnh_&3cr|`@#yI2
z{>uKy|LVSEe{_tDO#jIL`~JV${<Z(o{kz@&_w$eMf7>v9^~e0DpRYClcYlBM|L*^f
z{?9$rpX*=uf7^fg|0Db3=TAI;eEgCBjqOYK$JgI>f5!7C{x2B|J^kPD{qghX`eXZN
z-2e9Xw=Et0UmX+OKV#I;_-_>A|4SbHg?#+~OaKAPFRrXVYfAm^HKh{%>*AlJ*4Oz;
z&aXwZ`&ug6zsV^358H>lm4c<oADXQ%@jpQ5|IXU~AcOvg?Tq%<e;_sg+aHlX>GJ=8
zVF`Bul}A!({3#))APpLFQSno-wfqDHIPSZ>c#w92eizpF@4(-AxOr$swNVHU!b0F>
zq~VYp#)`gPVkPy4p*y54_oroicE~Z`20CrFpO$NCu$<NQHg>u@7MGcqmCOG?UZnfs
zA#2NRE1Pl%n^9ga&#0)V_~Yg=G2AxR+*JgnTwjDZwalPabzxQcVJn10{*&vZ*!N)~
zCq7=s-`%dp)bC6q4*9%@@;6mOqtfEis`B(6wqhN!QNNmsJWR>JdT#7sACS->QGS1+
zgvIWBi$iP1Fu5FQ|KLD=@@k#sdN-fSOVS{*)GydzbRC#9R`LNXI$|mkat2No@_BZ{
zlIFm~W~aF&zrC<IKW966*}CRNB`#_^VOtOuG%L&KG<_UIMAUfZi8S_#ZTMI@J(Bzs
zJyK#RNfC?VuOnemGfgLiGvc&KPDN;gX=RFOrw@ijrfFlxOl)Wmy0U!(laMWvUI!wH
zE5m7BT~fx2X=x9d>gwVo%T@CwBJM>qkXB8xnn~&vb{a!v)yN-zgWSQQ?<_Ml6?zV7
zdsfzwn?UadMTmrkNQvJQ^pN#}ha|_Poh%cw(7tTK7GY3?gjA=PICPza&C8WW{t$|<
zHO(?@`XP^;%UZyi?V_{3z}n~1<`Ci#d=Gv~u`pStReV^iR2*4)xl&hiY)m&pGHqBn
zZY7V!5U47Co;x91X>8Vlx*nJzTA9r>!*tYor)CIK8#QbonxuL_<!b@Fn$V!xU}5oY
z{<@k`-LCK2`_Q3b)#}`e?#Q)5RW({)TGguK6nH-HQro^v_CV<x-X5w-AT@{MAZRuP
zQ->L!^~)ZYgNJ&`^$y%!poT;5Qk!dzbBuF?v!AoKqwhm05EqM;?d}WMg0=;BLbIV0
z*o!@pF>4dff_OOKK3RXjYMtK1vnKr0N393hT3}7&0!pcS-lo&elX)gW0!xk6g|)%%
z?2viLCS+H35NpsO;uRZ~HN&CIy3DrB#%-UB?W0)6ge*LLKyx?yxE#F%JwJFRY&OsI
z7Xu{yC_PJxM2h<OcZuYKx&mH12|J-%;oI7S+JPK{x-`W?i!$W;3RNcyGm9)nc{Uj~
zxzzmeg^Fp*g^Q^K)6zPodZ{|<y2^UoIxYLSis*{s34z0Gv(nqe`$g#K@EL(4UHjt}
z;FkCnhZd?9_H_@9><WG-Stmg!5vB6h^3wVC`9Ex(43pOqPX%pkmtV-2^`~zg)LcQh
z6M@%yPx_qknFEsthqs~6@o%agke!j#+mW}Z&ln##pK+e!o;wB~xGwb@l9h|8cNZ^?
zFB2~~wiUC6hBFb(n2%^%^neTN6FN#~EA_Ywh9cT|llx~&vU=>buBK;MMe!fC626{!
zV{!q3jr7c$IL{?JXBBd!d3y%Mr-fp(+AUKi=FXK>c~n9njaF?{ia)e8l4@;_3lze?
zw#N>}!6A*Lq?jhgzd$Dy#Y#B+X6pRg@=MuS8`~o5d8RGeqX+B1)eQ3{)0ns{T98sx
zScn&_lPA<V*sXl!V;VhfJpcn4wDYPm1|*k+-^D%KKDsk^{50)ve5z|*F#+`!FVc-p
z1RB*`m@Z=B=afWEm6Dn1MpF;>EH$d8hgKgDg7H2R(F`9}mqVY4r4m!4zCkVM1bDAX
zdRpLbD=&Q~&=-Y+xBW~A=O0RzGepEU60MG<D<p=)Z$!jj6eC_;M8qa&9y)e~2hX4+
zMQzZR!i{!`78)|L*^Ll4kblbX5G?z|sa-;SZMO~>Pzq`IxQiW5JmxU1`>bj@?@vZ>
z%wGNJzKp4g*8Mt8wI%VyMuwysakNRu+_uwus29Ij@riUsg3lC<I3bV#gN_7Gt1oQQ
z*E~BYIw{<n02VtlD<?N&cY9-N=X7WxmPurDV`xmeN0Yc4aX%7Y^-2E2<vg;q5%Xc+
zicQ8H&tVRse~g>jRLxf-O!*AXYrb1e_Y^^5i!F^csrjc}fR5W;*@pYhqDB&xPPE`X
zqhwZnk~W?j2-OD^XAR);=JO#C$nYu;)z+vsU@LdHQ@gKiRRfSR#6CX#%=OpayRZjX
zC%D%^(?;)w;2QF(uGv{2n-6w_{{xfM0S=p~DpQmTu+i18GLQ@$MzgM`?*okPmGkc|
z6+8F&yRm!?$#BwFNMuCz3UA$kAcWVTdtyR@g^@Ve>8|oO`R!)D8SKU79t7ECjszv2
z-$sGZj=nE6xeryD><$Wp>VlYGnD<e&-u0&lkUT|j#>O_Dhg`p9m{iZ!7EC7TrNkt+
z(`!F$;bQ8Pk`oFx(ljYTzua8eew2^OY7gHpp$b|*S)V7qlTc0<*Am9?hV$t3Pl{i`
zx(v6Rr6GfeJs@?Hy4Xu0K=t>xGNo%0#~+@lby)TvFob7!h;{|v^~U=X#}AbB6iKr5
zovH^uo-a7`#ZzlZYBYy>p*w?MI*BB0NG97M+DTzfWH38lp8Hp?6VuFY`Inp8c=@4m
zcQ4Y+>dA|KR?ob95UlC_7!|EhIK$i&;;oYQBH5UvWukFWb@l@qS3FSQWJ)+sV|57y
zPcyDcJ#m6xMF6ZD2*3I<W&y=aKZK<2#<m>{pVILPrb)8KEOvx}vr;M5SIzb)7OA8V
z&u^d5q(NXQ;d|j7<l6G0Z6uzF3qlnmo=I2K64rC~Js_$Zyj<f2yPX>U`)Nb4lt~km
zrl*DNjp7ltHXw(ysqKigUgglO7S~0~_0HQxoMx)Hc2@Ruqy?^aE_~yox%cai*W$$#
zOvmdpKFw)-m-@_^(V0*BI)@G9*~=KDy^^CPyDM+cKoVZ3%yp|6N{j?XX~O#sWEwmG
z4j-MeWzYBqWICbX<1t;s-F7Zveqv>O*aex*{cIOOTgIKUeZIUMTUAXXmxH-<<NA5H
zGrJ`(0bRlTgrtGHxHm_|eQ{ZK&*Wyt(;AqKwoe0`RnLVO&|1yx<C2H`UP1dVF*7J^
zarmyHKmbNdm-6?_UfAMf(8IVm%&zhWMCLSRRt|D4-g_#h+Jt7PpV5c1OQ)0ITR*9@
zx04LO{X2MINi);Nc5sbR)4UX-xT7V|g0<wBp~m0_vV@-dQME9<AY6QahjryMz7bD_
z3oaU+kB89mM<#DHiY;y2vWN!hj<+>_ObvjQYbtoBkX=6KRDf!PE3Y$+I7J+Tv>QD~
zJ17j81^$XvOlf+Vs1f~^+7}6EmKT}}a8nfyj~YFQI-OOq>~NiT{8s-K$&Ft1s{6eW
z^DK}&$CyRoJM>8!uB8;t=eN(jLF;?7;cu!_8dr%CSN=WWCR%UHsGM?pXiq8-<knv`
zEhmR448U079_m<`CTKNo0}0?W0LjQXM&js{@I|>IlmzA(cm&OT#U22RyAET?O;v4p
zgea=IY-iydnc7tJrJNZ~XIaI#fUD-*y_z4&N*?<!;k)lCVnsilP=cNBZQ-4chaK-*
zTvhyjZjI-FPTh4o7-R=f+|X@{Tq#&(W@SmHm-ymvwJE-H`$$a5S{G7be~uMwOxv<I
zz1?DDo@m>S&#Q_Qq<ySbbJgyn;gjIgvXbb0Zs)wc3kW@s3W`aam@s1?zF!Irzki;i
z`3%|cYbTCVZupC7qdHnuog<QUOM&Ig)U<w^7>i-Ktwlw9g^D<#_1@BI!aLM)62qY*
zGU>VEDRwQ%4_)H$>;Bnk?@uyybIf5(knIZZA(V;{yPN~;T5}@-CWWYZZ?IEfK{hnL
z+@#|RP8*z@j97C(rSg#LXOZOZ3iETt(9Pp$3KFs8(Pm{luY7VP$x8VfIOKvecD2B*
z9cc)dkT<#k9Fdd3v!JjCg(m{o9TyQuvhgzzW1q1)$`LJu&M>}AV_?`WP}A-1Cz^yT
z$cM1(fRz3_;uAMjuh~#JcrUug@b%QuxO*7$H?|$zEB!PGj5C1sN@R;xx1K(y)9x`}
zd;l&_e%Z6V?16%IO)pUAji<ZUWZzh!GX@*j9h@hQ1$<);%)1-*DZ-<teL8!g<mTh6
zXA9)gQj+Ug*s%-k1A}K0eTd555?0HE39C(~ww0^aLu~WD3NENFoEQVbq<w$`{f~{>
zL<qz{*zn-XPUVpsWvN?6DNl&g6+(JS?QC*A+IS8o*9~0(14tNi&AN54O^#0>93qd{
zxV6U2fOqT6m-$~<YJ8l&x7UCr$?R!7OYsBc-3@?#UEid+0#N#{u1zRY#vTY+?ys`n
zjc_rqzNu5zp)Ivqr1B_aZf15q#B2%1A$AZp`pXs-RB?reUQt0<zV8!4CbK>2z;y6s
zJ3ow+cGT&rBd|mHpe$#_8~G|aVXqMm$2UMzc<8v7=z<-J21ItaWIqk70oo5rbfZ7w
zbrt|kwu-$$MCx9a0_Jn-OF<e$N&Gx-Cp|d;<kJ{0b-Fb5u#SE5_mJUmB^6^%-EQkY
zJsy%RY66y~G;bceSs)bnQ1BZ1bQ89TVI=?$t0X3wD!G6cso=JA0Ni_H{Ak2q%nQv1
zvN85yeiB99bbUevc05XH3$dMDP65>F8u3a+T%zr7(uwYZ2?KppJ(I){oD!lm^-e`-
z-&6>=Q~3a5h0pf{HfzfC#(=|-tpZ=!ed^S~CiM<l?Qtd#j0j50U?$OIcR%SWJ|}^j
z*Z}>$g8nh!NK<{;b&KiYyX(%hg9SEbO0PdRcb&Tn9z2ZKo!Fg)zMKV82)Y-)P{P(X
zF56X<P^wdC&9(n=6f0|Tw^g1Y$PQU}_gLC>tBvx0u(nXs`*p5G>*WGQl}+`Oscuy2
z9=N3T<F{4sd(0L~r6^SIJ;$44MBTeFAl}WXZeYq6u~NBU#lm~-=)j?2C7sf5?y7U!
z6QxTEEMk3hgAk*SNf&VmoFJHdm?*>{+GE^84G8I8m^J}dP;m}2{I^W8cvNF}&vW2n
zOTjEYz$aMY-0v`DGU&m{_kHTaeTq)O<qKY|EgL)&C|&h>R5Ab^vs;d**<8>8MpoIt
z!vQM1k2W?P2#m3<WA+w0>P(1(Tn>iMBts(GUbar=HAo1F^oT|TQwE@qT`==XEW@k^
zW|^Z)KWOM3tmEuWcc$8T20Zj;1N~A<;@NO&m0+=pnLC(>WqT4nm+-TmZnU%=FV3<d
z5OD}mW&K!om5C?m3qw0(X+nP57Uaap_6qjZHkGqWcRAh(7z;&z%NC-<Z6J}ype5yC
zom--Q-Hko`JxNg_z7!1uj<dTS@Wcb{=sR#I_7Hy_-*Y<}^CN7kDWGV2z0ZJJh1fqL
zBLfau3JIOM%n+WQm6y@iZxP!yCcPS3MGU{UZ`qlq3(VLrxMgY>an4Wguuu`RR9QP)
zVtx*CH!^uew==*?N?fI$R^sb??p)iM#6n4Wpx8TKL>nys5z)Svg0I5@%pqg5GkQ3T
z&AaTXaloR%vUCtWKr;&V=5XkB$SAtQlw{L(Ft@8Ot?47sW<i8@WCA(xAW{~~0|5JE
zM}gL;$XnGauPL(Vo-Q?93J<mju*hua`oxmW0b@#(>qPeQ?ZDKl*&Gd~{8NG6Hl=iA
zNK&T-`D^>3h&oX-o)leOUqOD0)!$9`HX9fO&Jq$w&|oTA3)OKw<V3LxlT9q)wkxbO
z8q8Jz^zKLZYq<65a-a%79`9l{;H=a-h|WCK6-UoR@-f1ZioZr;)qD7oGcj59ZeXcB
zWvqAS1sjv61~ck^zYp_Ek4E~|qL(*w1A2o)qh;6w86nkT2(%4Y)V1n2PT`-B`vP(Y
z(R#Pf_q>0~K>E@mg0(^MXiIog%j#c$_o#PbXt0RRvi+%`il7#wPx2`^B@pZVt46s$
zFc2{h5cOdPIC?Ke0>IhPYha0m%zkFd8T=TA3J+l3!R6>+p*S{mwO7)?0Ty>bBv_J@
z#~YgsM8oy2spaK*_arOA4+n6(spIV~27oO<TTTpOwy$zD*!)JRhFSb_Jt2nKLv#ly
z7E<o<=7kNB$zLIRkTdfngZ%}sUYQ^)A_5#Xl$<p{Fc^0>*y5$;$k97!0<r(eO9r?w
z%YzE?_tTwff-kDi7>pr-VR$;0Hr5NsAq`njxvum8C5nH@;Zy+~Wy_H5J+LSUn^;LB
z6_IUYn{RKP3mebwwWu^h?(}8Pe09_Zhp&bW$UNrC6Z`KzXD#Hmqs6H-q@8o)(92A@
zqC@&@ZCK2>_~aiksuD1~U9ovaBydItg?Q8huC|fFW9aQ!kTpQjd6<5JHLyWO`0GgU
z3e(@Wb)t)j?j^b|$RN+~pQ%JrkcO`xrh@cq_PI-uxQHfHCHp)RJ_xVJyY9GFjEdqC
z1>qq5t4cuoKzXQ6v>R%4V6UyTkF;P_08c7`wxejBZr4oM#1C_WitGKRP2p`+EaRT`
zrlX<ao_Y9jYrYM03|*Ub)`Cg3JJ({xUycNciKnK~SgtJeLQ13?ZxWOCWMU4#pRI%y
z>IcDSIaCJ0X#~M}liL6qiuoq*AiFMHOw@DKc=Bz#1Hz}Zz5EbCf{UPe^k#Qjp)lU0
z0r{DV)G*&yDZ=}l+;yFsj`)%imG)X$#H^t1Hd3cY2aa5R!uZ|j`I-r&LABe!K4YGP
z<T8F#2oiT?!!bU`B+gxnKY2?~RuP{umq9lGW*KP^H4GgQmy4uC+s($N+Z$mgj7uOM
z3Ks{N!OdA@PKql&?u`h)b4dE}x!{%FR#nQpC?J&|Cwl_nd;qT(q)f->(C{HLrp-r=
zpbeTVNm)b_jH{{$=1imqzgamn3v-mr<vq?@R*F)+e%!jH>FBMwW)8-Tn4ZaLJ3<4*
zfBS5c!)U-UMk5*wzBtDXsa-q1Ex#l{u+M*OnL?kta48TGS;$>5fvwwDKmh0%#+%Tk
zDsiYF78P#ci@EHk1s9`6)1+6nsJA`45%VJ4wUx&zuSA+Rk)YJEOg#W41THRnwG>NF
zK4Bxe3_~gV-P)zIgjc0xU$O`aOF4#P(V$2Y0Q>@)ASFt`XE)i0eK9DSFy77ZrG%2B
zyEb7+TSRXP{AvdO!!4{R38VVRbYdk0;rM=jJzolnEY7bu20Lz%kr?leRpWukvQ>$a
zyS{%PS20E?`5DRJC8)8UKxs!X%#(FKwmD+vw9%kw%Q3xW14AHW{@BmdN-Xe-6^!&T
z5tmb4(}S5+ekW{ca31)T5Gz)*Q;~&l4=bl_oEJw>wh-cAv3Oto1_LDq+{jM$soPvS
z7vPA8W%jxW)IUI&s{6{Dvy}q-IZ*TEuJ{dsynG1zhkD|VoofDlAGLNVYzghzc)^h}
zJ2{75zfJ|ZQp1soaAb>pV`6278r%AtD$yEM{rVBp(0QEF%(9=#8nrI^_o4Hk6rrMp
zH`32v2k+{XoR=WXlg~rXL(Z$s8zDC^sy0?xhHl#0_1~A7`W9J|+hPi6e?d(Sug2CM
zDK}k$h8Cd=o6!{a$83|G^;!EUkrZ6PC{cHbvOQ=SUw@$vMy?5+2o_$_hPzt_9s+sh
znUOYXv1|7Tq5m$C7@dOiJR*2-N@&_D)8a?Ahnp|wAN%RK0n3Wfy(<D-B);ZzTXteo
zax{p5F0Uj!)gQE`Dx<*L(574=P9#$~ho%gm#+b6N=2iQ)tZ_zNl7hH}tTK-zbI!{@
z2COy>{;^H5V+4hIMpd#<Wm-F=VWe=bTyf#M#2qmi8we7LWj;z=A@zpb;{JNd_7kBw
z_iPhtHNm>O(hqWkLwVz%erViC0eG)RWlEU}RU)0l@BpQ%uT??xn2u5bO1~M}958!T
zDr0kJ^UlHh=oI7(Z><p!Z;hUYzSy%(UJT2gw)vK9wlj-8U0=S?sf$}EMg}!HY=zpZ
zh%&FaFI_u6T8lInN8n6mb8{dzY|($+l?MvGSv&tDN!06wW>{#OsA_TCz_<1yq?N~q
zxu*5|0dQ3o0Vaj=QCG=J6*MckFmh|K`T<>ZrBCUofNXp02zG_C56}k<{&%QhWd6o(
zH5Fv*9Mud)`8`gAR`?*Lz|gf$R;dR9l{<MCu~r8Yw!I#UDf__?3wj<C1PJIuXXk>-
zMwC4D%<4}At3-=P9LmjR^Wm8^<WXBi^Qy+qHr?fvnElekpBgo8`R%=p3n9ZlMob&$
z6)2>aOH@k%6s}ABOZZA4=K1C!&7@8%7TU`}RU)f2b=)N_<eB6m6{X}iYjiALR>d1x
zjP1e^ilgWBO&J`59J5@fZjanvz%=+g^;2jhk~PI~4I|2@7y1`^8)_{=EE>)|*kD_~
zJMx_gE=$yiHKtlNu2~kYbGDwA!Ls>;>+3B6ITEK19>fA2`SeW5+k<NeG)@EFLAA@S
zkUhXWfVd8Kl)JaRo4(#ZRGxFKep-G8`i^+pT3e%?MD0aw(~Ro0_TmH*1m?mxVdL0J
zsv}yGp^jS|JlG(wF<jt0#<)(p?@&gV3Ju8Y7CD*kpq(*y(N54#+r;c*4f;ojVT)mv
zVqLOzSi7A+$q*W+7`K=Nm=2i9($6xi(*I6zPa%*H;p^QCDNwbOyA>#1_@(N4?xY&K
zAh0UNCe5abnL9o=G5>R>V#;#Ca`9pTXD-3G(&W<EtX``AvM#f}MlzS~B+cQXWub*z
zLrcT&r($A}*rLSj_{{h`)q=(B`84wJh&`#jkv*!zqr;_x=Z$H`K8xno`V*rY=tksa
zH|UM~v$Y3QW{=da(e>?<z*|Vb!;qv0wbqE%p4Bb&Q==Pp<UON{V&(MdeNIPmhyRAy
zrsQSrWe)5d>~!Ru(23sN^$XFv{=5A<!27Rv!FQPV@9xzd>Yj>P*_CsPN0&#qN0}#{
z3!V#VK!R1Mb*Fl$MpCpe!H}12UH1MHTGfv4lDjAKp(tf^>q)}zm&7NVv*9zJiZLUr
z@h0bRQd!n&Ya_krpt~1Vs!^p_oN4bCoqoiuE{=U+@B>>#?pmm1v9nA2^<IcaY^AU$
zT8xTu{7%EP*+!HX-x!npaW+p7z*7_62C@1|?RYBu!k`^{C{9SFn-Ien-&wo?q+WoU
zWU4}ceii><4k2FQy-*>+k9<~+&?m<W6aVP6f5APiort=cY&nBGsFGl))!*9#-&SeZ
z9t+Pe{DFhs<YJ^uDUPxl5pi>erE$ZXLb+qvRS&9lvzx)gBq9>~n8cZz3-Bs6R2j2{
zzWfR5J3Y^>ZJE9lzNZ(fVteG|V%^iX(GA`@A#&APGpU{ZGifVY*$Ej4{2ZY=f~0LR
zv?nfBR-XQh6VCr&gi%V5!uACH{b(cir)azP_^yCF?g<f7w}CQbdeQ<{!{z2c5cY~Y
z0rzWfdtw(?OU#r`C3wor7ALZul?^o^PGIVG0yChL-$4^Y*qinJR=ZsRl_e6w$}Fdb
z+l7q9G4&op7sc>=;Du;O^rkV<*1{@(j8*k-6VRRzH~&K&;-nRl`el9xwak`+E@^A)
z(__qha=t^+sUQ$bfz{Hb-XIOP7kUdPN(lN`30OmfUMwOPV@W;C(4c5a*`?3`Ycb&Z
zD0Fy4jvsatG01YnMus{UE&ZwCR+8o)vcf}PbcZ=^k2yb-R7y?<yUe}^Y~gN!virTM
z?glW_k?^7OdT@PH5d%!KW|I{J*I$N#9BG4i2H%>iawITX5g8I{bE?sj+fgtX;TPgQ
zDiW4`W3-?d`7|Xmo{+zEwu4W>jG9WZ+}^xl-52o<Fb2P)2d(ajecI*BpNaQrCtifk
z`uM>AfMI&+Kx_bCLsUVhzSeRh*y(M9Ub@QXsPjY7%JAmt`6-PL6&?h0jB4|AmYge~
zRDm=Ir9x2NW#rctl+^WwH9ch#gH>9@3crvHSuNOlqgINW9m<$|@Fpe5o0@$j>7eOo
zYAk)LJLW%rfQ*Ey@-5!@5Cf*C%X+z}LTU-sQ~}Is3tM8mA_hNyVAA~ldUeM<c}^m$
z=DkTd_8G>8agA0sC}BgA0nF}5(l1WK-1dEQz7NGHjguzSa6;uR*G7F|#TF5(?X!ih
z368iK$a#KCO+2usN$cT|N-c&oJB2g-CO!P;#x>8oc>DX{Z|(T+r4Xq~z{1{2I1+F3
zPp7#Wixo)~^0*)8q1z94V#BDx<asaP01vs<;G5l4+c5s_CP`MoSywPSlWb^2>=7In
zuF5T{ZLLKk-^^Fpl>2g&q|S)PK}Zk!GkQ|&p05F2!bMKV#vk&Y=d~uqk5;I4?S-$F
za@0uH{01hhR=gnHK0k<s5lEG|i?|~|s6vDxXdJ=HpI%;v#U?3Wq@Y%`W!;*t-44~3
z^!q#}#;v8+c9o2dfHH6|d2{ng>O5B?k4<6=NQep#&d>}~5O^gjR@f@%o}QFNfJ;{B
zX#47lAd#EgZWfqLg4;xo(le%bdb(-Ad`#?9mTN70D;!c$s8vbb4H6{7)PD6JF|g*;
z7e6wswXo#s@+RBo<$d}m8JlYDZH0GFN#1SJTVEQ_E)|7%3kVf~3r$K?{t^r(iCW4N
zDP<}Yqk$qQMwUyE$k0cFnE=2EAS`}XLp`{lCp&LzZ>=e?h@Ha4M!s*zuO5*NQE8Sx
z4$&U5MUuOb0obGuli{8h_9Xx{YA!J+{I2fd9Nq~TnwrimxbmHfj9D;*L#U;)pWi!z
zvx(O8RAx6k7yg`0kpC$#Y}HfqSV(uA%?g1Ar?Uf8D(8@Zmlb`=p>q#`=GSlTI-u1o
z{~3xlbw!u`z3ey~1P^g@$RFl?s`f6A6)~X!hrSfmqCE@=yfJ<QUWD%Ur(w#nK^X*3
zIz6z)Sb(r(loD{;<j^)x<iH>p^M_HjKkFj>Pl@c17%9}w<Ec<F*gLX6=u}>(a`L<U
z1)D{?)fi?TgHquiyG+ZvH9wOBL=SK>RJhYLApuFFk#fXKI8&S{&f?@*9j_J?1=&Nv
zm_k3E*BWMYXRBjdtvG14Z*{Xx?r3m_5iL8iaj|h$<c~1~x3i~!Cwo?{F*5v^w&c;m
z0r3wN&ja2HWzQ&n)Xz_`5QaGuJrMCTd=rcsX{QSV^0X!eTPRVPG}I`R)M_-DuL);q
zE?DIrD=07$km(<uZq5x;rbjHV?^<wj<BUVK;#AkgXg#)m0VcHnrWTX7CV?`}{#|W6
zlE#TKB7%xT$?4-hJr@)qS3FHxs%lM^DJQ$GA(=2|^Cj5Y@3*}AoAGW+KV+k*F{i6v
zT*?5H|I#MVMG)_~#hwws5)f^ul;x(AdHp$U!D0^lyF1i4I$7fzs{|!Av&(h+_sF^{
z2)!$!ux)61<V`O?9SEnmgmx;z)sbSPWdd}u20cp01bGNEk!80-tkRX}A0OM(++=NF
z*+*05n|;yIGsQC9zdHoihU4`+zpY&(Huy-^$NwgkN*2T}Pjj9HgSj;G7*<-d+$kH{
zlNr#|d+<=dQ^Iu<i0F=KS2Si?>r`8WU)1toad^LIkNqw|T-2FW6}6JqldBYVD5lF=
z#%N>f+TTbiY2Oo9e7$RE&Pk9yP>>DP(82bNY)ZZIi6FZ}hv+f<7E5?7yR92hB&(Yy
zr)e23*vL0naM^dL*|RCSt*z4I0Nkc8uR0hpzuD}dETeV>WjJ2ae{4>{&W;fi#pm?x
zoX=?`MzjIMzE7--3Q`#6GdvjTae!C0bLxOxQ||h)fykjUuud%x;MNyRt>S0=JO_bx
zQ#z5Aknu#~ylXe}w&C6HOxxpwY7XK=5!K(t;<1~gz#n`mQocVYHND%xU%B&X%++PR
z{Mx%g+e|(*C3I$_<$iKf`1OU6;-i59;zu1=SR#jC3dO-6@>5o&dQ(YDd^b1_B3B-P
zL#-g0^OGq^idO{#Hp;Ima#`PpUW8wAO!TdS^<7i}AVc8yClX5C1_ep&R_uB=J_0=?
zlgt2SEF(r%<8u;&r5WZx(?617*{=3Gk*tQjjlZcuXabcJ@RPxizJbY-pMn}A^^zU6
zY4qFTn>#Z(wwnzX31<0Ca%G^&(eVs{1r-VK!`%(w<w^Jn3z3bJgqHI|_fwE`q-Z+q
zaXspAJ`s`{C(0U;MF@@AV9(DQye(<Gl*wYH$>oJU_*E}%Cs|Vet<wwT6M(aZ!T9s6
zXG>yJ_`u{U3lG_Ks%jDhbe5ZsN<o5fT?(@AL3=NqPPlj}a=)@Kq%FKhUZU;5bFaTt
zks5yV5jD}0PGd<ywxNFJ;WHAyQa6|Xjtx!A_xzHq-Gev4N0c*5U>Tp%wj?v_E`5*p
zJC9ZjC{obl;4WEnGC=LeShE=37G=)^vH!83Bu*l`3~w_cCdrHgY8U&NQUX`zvh1FF
zc}5Kcx)r4263QEju+C-*RAB^i+LGyus@pzxRluirs+FP(%rVr0+Qqiu4F^OagPXRr
zK(AB64~R7rxV;}Evi(^#@(EAlm)frwVV$KxIS=4d>$ijteK1sk^b&F0Ik1%!>&_$2
z_4+=ywum2~?amnfd>e4E=8)wZ9{$?kY>&t-2L0j3MrXJVPaEopg|B9Y-}8NyKvd9V
zh{rqC#|YNNWu8w4lNHQsxW7%`0^@gDp0DaW{$93A&==KS;^87=SNz>fR-<$%66_~k
zLTr9XS8=KSmR_DFiM2!Do^Slxpmn+8vs=n%w1LjNojl3lZ~p?+kmywqsXq2`cdYxM
z96Z`5Qu&PvDV}@_OLiYJ-Nd7RN`TIAP*Yb<k=ToLwDQU1c;G(pB3SOmaeO>b@eJmA
zQr4-OO)bS9Z;U=6kEWE4(uJS|?<E-{LQhj#QdsYJ-Ke<ZuINCXcs-rL28S}!U;m4$
zXdk*4J)Gmiota|T8s#AdEcn$L>XMNjN)Oll11eARTdw!%sE52Em8TpAJrNx_Hpbcd
zR8F@CG)Ib%=c6%iY)|Vwh9{V=&e+DTlPS!=HWDwl+O8oH$*suu9$q^n^^Bj?L(;?k
z){4R&-k|p?5IXV{F61!1zCU7Dd$vB%wjUY;WBm4@8<t)l(8IDg`rT8B`@UzYXCvAe
zX&FurYq(C9<FgQZ$n>1eL9P15sqBKnfALLn@MpjC5RsYm{azZ%f?7wmKBVpsax;rt
zrs2!*K56(-UTNhXSZ$_K@ge>mCW?Tq6o1@LJCzP>M*j*B+TqU1y{5y+45ln~0&w%#
zDQR1tF$dw|={e=O+HvuDj<q0Hw4FgBIvUfhrt>R`OQ3=3;fZxVo~MNY=-$)cf(T$8
z>?a$7KZ`b~^)?5bhjY?Viwtw<31)O0t&gRF%~cdO8GD)c>fB7EO?i(dPPaS6CTQ$T
z!5(T)WUm0H%jm*6relSoixlY4HjgMp(3??glT;vr&o|#Vk8Ue>mAIde-~9AtSIxa3
zX;2O2njj^hFvWPvW`>EVA#@`Wd2!POvvDXZT_oZ};L1@s=dfX9o?OMms(b|Oi8cA%
z^DDb}A*g{U0&16f9U$0ftB|Dz_A1ROaLIlxp{mDwOcyd%Sdf_y!g;SrolZe3CVq}{
zNVnIst6g<6>k`#-xlJWxdD@n3sDbPUrUt;Yb9(VQG(S_m_*)c?ExLNoo<Qx%lM)op
z5(Mp7PE~_-4vKKkGfi;2s~{5yG(!J^N<%y45N16UwV+;aFBuv#!U1yU^}g<lb^x77
zW`4st>kk-~CbXVP6X+2@i8s(PkU<&VSu?8wgmCv`s_gdnD$=YV9R=A@8KuN#p*6XR
z%sZi0PU*BfWL$k)KZQ+WqObEr@nxVVEe1oMHL6%+ou)7HTS*H6<C#Sqi}r-qd~Ehx
zuXfFZqXvc#fuU}<KfcOA3x<?^fn6WM<m+Halz$a|XacTN?eNuIIz0wUsbWP6i|w3a
zBK27sHS5Z_qSb(>5C5Jq83)+_smCo~5GFB%Va5O6dGCL4=s{d@fp;QJMGF{Ag1V_n
z^qF`AAluD~u=jjFPA&aFSJY7yg6#O%nkIg8i0cbqhxF)v3QlNksDs+vecgd-nLGB3
z$Q!Yh?xx^8RX8(QDTT|`Il>8xBd^FA1?Na`kvizZ)UEB;`e`AGbVik-0CZA$_c<eS
zZ9xHQP$Vsw5mbTbC$l2DiT@mHI~*e}T3oy`er5}ZcyYE;0^J~3qH3*F7$kana;`K_
zLEw!3e|S5~s7#h@!4?$mP`JAm?(XhR;qLD4?(T)VySqDuySuyFP`A5pch9@?`px{9
zAGydc;{>^gh!yK2^X#)r<(Da!Izx((Url4qv6JEaK6fdkdEGa8Y3p>Ons6aL(N`Z@
zz3oBa2(n;mDk@UaL^zfZLc*~uQ6y154uUL^hQ?`!OC%i?5c0H~TU(LYrd*YcRS7-0
zfmLu1N$JuDoK_zD?4XO`_HVpVrol=H#x=yrd?IMm@bEEIUPR5GPs#Ea%yGYSMduCj
z5J{Q+YFO34xZhpWMEXe2>MQaU5R(!_WB-wFk~fQ5YsHYaOh8Bx5UQ9ZG?LfpMM}oA
zo3#KI{=Oh98q`1_?4+8^X*H~Vgcl)HNb>#I1hUmq8^?9QGq2Q}7_{3Pdb0yI6(2!c
zp!&J9gE6)LTmhd*QJwd8kxhZ)?SWaOg@tAi!SsjlB_H9{4FGEVkz|>!=JI7VNzeV_
zXD+@(fXHPhK_6fS9M2Ry9G^Rci@Ko_e~?&!y>Rexdaxx1yuq%oYRE#6*b5zoyNUu2
zU#(OfBKh+f4;9VzzLp>z+oJ4CGqO<ZON2Y~B^>LV#dR<bP4Qm47>YS{onDB=+$JJO
zTc3mL;%a?vRN8jPl-P{Y3LNdP)UFkSn4<Y8b8pr23?I5<FuGd_?rX3$y@W~Nsszj)
z6+YY_JX9=D_IF%a@_2U}8?F<$zQdXEk;D=2utq|G-~KAm{vW=Q&x~5yPhZ)eIwxAX
ze^m1S*V6KIe^%C~{;Ray&#c}*O(q(#qo)2eh=C7Wf{8QzSs{%u!7>FHDDA&YaBztS
zi)HkJCwdyK#&8N`c(-m=U&llz*X)c267nxBl~7cdXwc7$Q>>)mPmb79{UHm4>xCes
z8Aa3bIv#5%DI|ZQ?dO@OJa74p9y2*QPuoeug6n<vuuEMvt~kAP=-8awGdzQp)K^L*
zvKVE6?pO<}tF*;W4BXZ$^l(>i%%y%AeO&!c3!l6bH(O>>Ef*8FFD4rIRBAB3S;>T#
z`_X>`Xz-TRkq>#aT4?kmrQSy%s|9G!ha8w3FeLd0zPvZN{y+;lEsQJBUe>pwFT*_j
z;In?F(R`DrGr|2C{)=DGc@Tq*aP@5;=MH<el(pHSJkfzV5ri;3kval|JB8t1#TKs*
zgFZgnMB!dbSYSO}(!X?aIQnQ|w{}%V&g9~}XMusP8eM+7q@a=Rs{G!wH7LKnpuMs5
z5?P#P=h@z)8`QqcY|3E2;laMrPQKbX4Kx<|SF`&M;lbzZ(lh_lSw#1*+JJw80{=|D
z|1%%|Zy1G=imJSb{J&!qd{*ZAe}?@vLxKA{=0AWG^t8B?^fb)BK?>H-75JI={kN3y
z{|2P^T%^DAzyAa&KD+;M;a@?DzsLNKKnlA5qE+~$JN~A6`hNr|{@d~T|4mW+4HNl2
zV*jKl{)H&`O%>3yd^)^;6AFK)EB>SsKHL65C;V>vNBi&C-(&*IXTLuPg}=A`<NSA@
ze~tYk{`1<u-s5-szf%kU$^rayQT{Qtf9CrC6}9l+j`sf*vhasE<G&&ce`?|WVR@qe
zEAH)cCI7=6@>hG~?+N(x&-hme=ijv(^{!4Th)eet%+@d#SjO3<quo@ckam$pxFArZ
zS;=s+Iayh#U<iV60yJNsLjhz3;E?S4poE}MK@^~haKjH#tp`{#wlgx^HcZl+o%Y)w
z);1pAowfLt9hC1v+$!tu*NKu+P=|MIn{6e!UW2P_bh2gJL2u7V;?jon=~&-zD6ZsM
zq3FvAhX~8n5h4i9^oB<Syb>`jKn>q^a5jT~fbtTXkuaYKz*;P%IWS?;sbQ=)suHK5
z!OxGWfSBOWk;;##q-d_IPDDXKrD5$Npdz9(a+6!~WO}}VM1n&`g(Y)Svy8a%bb9)^
zp{)n0OhSiMIl`uzoFSsX>todsl9Mvnda4-b-JP<WOnH<If{y(_MaF3UEH%PooOSoe
z_3cGP8X_!TYohTS8QGMRos>m;O8um&nNm_f7(`G&butVr3?}MyeQ=r6*)z|<T&0iC
z%rzWL6%i2*4bd123mp|v2MY;P|BS&SwY6S{u}tG&GJ6f=$HTdW1r{2jJ{BetlI2FD
zmBMWsmk#{R^F;oGz`e%pTftCA;Km&`vrDX-m2wiT9*HEz3W=$x!YBuzUk>0tb?7NS
zs9tiUos58rzEx7um*<&IPofuH74n~_C8ud^jjO^L1eNj3Bb_55vR1jnLY6|G@2esz
zP}i6n=+_O~Mjvx*nnfw%rie3nQ8vNJc^Hd)%C`_vp?9|MX66g%B|Ide($?ubbe~&&
zm4hK*11j<5s%33NWb+@VOEgMh%3bShE%xS*HA-Q}&}RYec)v#DhzX{U!ea50OiA7X
zcnG@IveZiNpN$2jv8S@9Wzu$PzmL5Bd;-0x+>dS6G$|1nnIB;t2^g_9h_8`*lKD|+
zZf>#SDtV$;F5O6F=23XJHV;d={KLN5y4t$&vM#t*q<+!hYH>RyKcC2GX`-gxfJEF)
z9CTD>RAiK66n~U_bRn^`Xt@Yz&Uj8DA=9+N)aR4j$PQH`DvDJsRYWVnoKu=}oI{!;
zn4|xEGfZ8ER;ml!K)>?ythc4c@>GH;J;E?<5s@iw+|X{3!x6MKh;uB%fVxI`Y2{So
z9_c0VZA@3GGO;wfrCzn%va~@7Rt{D%O0Ko2u!M8=W)A+?*`b6@@@FAe9#<}v@`eJp
zOsB#}N#g9sE^guOvNea%_}w0eT`voYB|1tMuwAw~BFbd>R!!5LI!w}MH7~KIFm+bt
z?zKH^oBCDAbLa<1l6qRp-a4K9Jqz0l?>eMXdZnANI40z>@u6vh5Tqs`eH0^o^J#?$
z_8FgGze2bjqGea-*3H@Vpx21nEj#7H!h*tJvu!yeVItNFb8&_c0E#wbGQ;m+cc~?4
zt_Jg^><dim6;lNy-b*h@NtU9M>RLHxL3T||yxO`s5kb%w4OyGJ<@BJQE94#HYgz2=
ziat#QkdB{4QByAvD=C8pnJhLOqc>ubV&khgOr{W~+_pkzXNQm=%PP80b56^bmR=g_
zDc97hPP~O&lyOtblyj?xc5q+6Vn_a52=@ENim&fLq?8A_F?qKwzoqP&PycaVAdK@f
z_;eHOT6(k1eEPJzEq9@#_GmjW{I2D0xiA)Rv72`HKvA~T*J0Q~_!wKdw}8X)rTX{;
z27akWbe9mfhIFvn@9C)fWy0c@#n>w0{H7OxnsI3(h{^EL=r=|w6r+#Z-D9cQHvAww
zx;NEdl!in4fR7nFlk00aD>Y2geRL+2htREu{5;3L3Ku|<g-!%EBpgtmZ>EyoRQs^h
zWdxM*^>cKHV62uq=Bf~iM?aManusK>K~o9AKj3v$LV8ZsTM*P%63?kfmvebnBc-!&
z!q1_s9n-j_;SZoth+Qacb_;>_&k)=oi^6D9;_dZWU{TSN(h)GGPIx#jkPz6&`PzV-
z_N^A1;wIPQ8`y-yJK8PoVBW`u<D4M+acf!$YV#qYL7ahBzPe*s=Hpm)`8C0I%|&ZY
zIoY7dDDyU(_#Tz`-zF5JUtqjfa&@rWIaeY_405^yuZG@!>B|}S;v%K+sEAn2CL$Q^
z3dV{7E@Yg{SnGo@x2NlJ5p+FHRk0u#TaQa=RlKpe)R^vw^Ej+KT3!MO!!$Bgmv&R2
zn$iWOW@`s;0zIr3X@c&2Rb7Y9qN~(#d%gm?1w%EbhB-XpEu#aMgCfVanO8p1P{mm8
z>a-x`@)GVV*W~Q;xcnkH$x@*u;uS@!`cll)!TESq;U)zdwiT3^pfQs-cj4uA<g>k0
zpLDQ(t=QOWh=ma5*XS%gmF0Kyc3p7o5eO8XO7<+NGV4+mh`PX{9ak_oXf{%BWOerO
z$QRd1?B&pLFS3=L`_zc2&vLa{K-d)EW;zHgnaLdKl<x4pG*`Y5IvJ)YJR0>rq{WH6
z->fL11x&ZKY>)yj&S+fEGn=PY_G^_$h}4;#m$b7$g9)1>upYrp=O#)xG;JAQQ5qxx
zG-7QbiDX6uMOPZLwvRg<fWn`%)G_~*rAqH3rp*ju+VAm$IcalU<eT?bbvDdZ@T+C|
z6cW8)G@G3Ak&CET`xDoz{+sP%6`th)sm%2Zr&M`&p;cY8)C@40n^7%)c{hei&;@%(
zbQIb_X*UMX(~POMwZ+3OR$YC4UFTN?LC)9eOMxr-cSlkC%aPlJqvGw7V5IkI%C2sr
zr$T2cxiR%7<7b8O%TfSp%{CU-LOJ&P$Ao}MXY==??m-WHhqfo|8+GTG9}80XAx{N@
zE#qc4^^t<=tJ*ZIHd(Ed+z#FM@<=2wI=SWBmCZ{j!gfdqY6CHLmq~Am3mG>L(r!`e
z85yaGxH-4+;R&UT1m`ZEZmwPj#q`TJ`Ta=!$%;VRcbG>^;l^OLFr;pw<(YZ_^o`Q4
zQM33*MG8aE-ufvWg_X14Zi5t`HRw-yd7Ry^)wx&|laQzeqJYSr(q<ZN9;h*0oy7#4
z8J#H0^p^oF)`>4)w==|H8K?&o;PjR`W&(<gEL3f6I~?uk4mZzeOKJ=3)&$C?Yr?FJ
zR*@Tf&IGyL1MIASGIY62yoWh7R&@TVc_@|oo=o)|M_w^VGYFGwh}n7fzT_9BI=?#{
zfQuqK9K%VYgW2Vlg&^dVqj?o%cT?sN=2biTace#QT*);d^;DWfktV!#rtT!d*3u$H
zjJaW>PRaD)vM~r5)vt^ME7iWwo!I<s38WfacO~AlUSKp%iPPN`7A5HJ8Xv!UHY+DV
zTVwtCw*Iw&5?mG%MOb#KI@`Jd6&VOwYcb6>yt0zCISls*qZ`*`h0(Bf|7gsvfuLQt
zpvkmy8$U~r{8H3ABJ^DOZA^=W!OKuiXkf(JhQS2z4sPq`s?i|%r(<i&(o&Vf-D+(i
z>h&l8dt7Z_csS#c2_ls}D_U9&qvVdI>I3%i(zqgfeI_-U;GiI4)S#}===^5I?4ehe
zhhQ2|WHJ=av_<+s%1b9_>6?Os<GgdZ9K^sxIwdB;HmwyD_r%56x7BRqo5j=lEA7Sv
zwBjR*KG&iZ2zxaL)*q>Z6AvqK;C<=0csIdquA~7}=TAhdTmHzBh*ErgXRft(9s&C&
zhlK*7fok%wvvr*(;Rdj<h^s~O2nVcsFHTz|KscQgF#boQ^s&mOuIoP^F)V{5t1;P=
zOg%2qE8gH*sUqJ8OFKEuoV6UL27i>g+g+*mlZ;!*i-)L+Yf2fC+Yoh;!NrjE#ZSzI
zp>m`7Ny?<_2?bJ##pH<(ht4o{qZWT<7G+*>gOe7L1;T;2G!9OUvqLrF%Wg#~>r*sJ
zerW;_DbFG>`C^4vb4-Z)3fQ=lA+8j^fk{IF6eMxr*8_PUdURsH)Z)Opr=&8TN0d)Q
zxzJ>gac92Usiftp%+sBB`4udO-CYluUns)xl5~;(Lfq-HeHSwNHik`JSp*pYD@G6N
z5XJ__)(bfWI-_@H5htr8H%O{*O_@XVhI2ZE<cYP1wGCApr6nsrPWtYG?$-vMf*Lri
zIn|11W~V0y7oS9jMT=!Am0P>eQkw?EE)|hxIO`MWIkIP!D=y))u%G~?+Rt{=wGwmS
z7NkxtHldw;1QuO&?W-sAHK8@)voB5L<eX%h^tTzzYyIaJW;D}s^o$w&Nt?QMU<ZR)
z4^Xu8C>_W{-etUbNY&fmkkAx<tdDhLUgibCgq<L20HSdkDQ5uz?4h+`^Qv!NiAr0|
zqoGQsYre1TBtmo;dHx>-70cT4AX_BhjL!Ou=gI`!%fT0`{ZZ%<A6LE9J;S<^acczl
z7}HMkh+Y;3hw%gr?ibkr1e}80h0zuFsgVf{O?P31pF~+b!2`F7%3J5x8|%txoS8n~
zvGEf}Gb}FayeKRkky4v?1L?XZH&ud$E+O|jlZ)&eeI!Gky@ghswThjKj4MYGDQQtP
zp)1HJB2H@z1fGl-UEAbSf(&OUooctU((-=T`j7<NkpYi>!i?v%e&tnIl23^rl#xue
z(Nu<gPSJAeE%Egs(Mp4rdZ)z-0KC&6Xg3_oB(S<P#4>XL$=a~YHjnF)rekG$i`n3l
z+cw=yS8q(?6$?jl2eRpK<B!#@`@Z6rvH;-;uYTgi=iZ~AvH*w(i3)TAouY@FVmw_*
zyww2*{;8;|1dcvk?+k+45fey*)UzR@GYIp9#!E?5fE1nbh!}a_eo)vO86Gudyn)_3
zG#~zW+7j$_JKH6+oDM&VdqX*6x7nHA3yu9623QXkHCSE^4I>aU=F+qWe(4Ke{3Ix{
zjQ?Z}qO%8_#0tO>@*EAz^UQb5tCjatFJO<iI;I+&;yTevbVM<0zkXIC1Z`G&s?n9a
zo~>8CCq-es$~k#G9FUx_HlOxObrLb8NI#Rko(iNuTMl`?m(s|_tlkE>-s-D2<j~hG
zapZx3%kHUGSOa;KNo3e9pW6fO8TeG~hyq>Br99e+9icw6!MGC!Z4Cx5-j&{)3N2MO
zz&uK6t&Fl1>z>k@?fq&q(E6uoSJOz#odHRfu->vrtHmF-!5j5tY#gkdtdu_#3i{@^
zV%ad?1&9PYl5b<{qbqi3Uj3reN{b=BJ1tch_~D>vdC26t%v_+y$VOW*#-j?GfY0I-
zu=r%#qbgVwv)*`Dwy}9F|KiH%?aSx?(t0j0I3|LR!;ojxw>?%SLOTIdMz$W;5j5D-
zxX^UsDO()N#@sR+v`|Ydrv#tWhL<ohdJCPxnxckOHdQd~AZ*8Y^rE~=Nh*U|tejRp
z=gkoy$3D#Q0spJf4_xmH7wBD%CK@w@jJJ$DQrIazutKVA(8BzdKU;#r?CyNuxdl^B
zx0K-HR`p9Ab!3ua=PU!81`&_=h!FTAtA4KysJWC*N9$qWD685-2#~Ch_kj&y*F<!=
zF$*@AAQa)8Iu6PKmns4z^-lelL7w^T^Qi!N0V1ZvB0TFAQy(rUDl{-c<XGd_H6Qy^
z>3uTKY-g^7)O(>*?;x`H)BGbqy5#TVh8g?{&fdJ>SBS+$@RSaakzkU1n;;4$`w&IV
zJgQx?gY?e=>O-d6LWwc<bnqBX-I1yno4}qkU;QEXNGhhl1`5;J?!LEm;bw*~n+RVx
zknB4~6&qh?haU-Poz`yUVKH7v&eAzRmBg^kWig4yBRlTEuA&49jf5Kh)Ce|*7win}
zO^Q^wmY#fsMs^UNiBqPOJzVLk6R7HOQ{-tXIJk*XxzBkA3dpo;jMUCmEol%{n;_Pm
z1#(-Ts=S>dUUOYDl>LE9fMht6QKiRtuIP7cJx{<k9<n+xGkOnV$=PObaDEqr=+pr8
z6LlCi1zsD4Leoc?`GV~Gjx?gsxFoz$Wv~SLFv*J#XpoYG7S%J+B;><3XX0sFjjVkT
ze-ieC*=FVjhuTl!Y_6bQu>(+`#fUU|{nYvTN?0^eHZ!o7Uwfm{+}Nd^1?_Lo-?2m3
zP0eGQ*TX~#v$B_Y?c99_ZYp^5r8mxcu_8H9GI1y<n)^3c&-JWmMk8<r8T*;5Lk$h!
zlbTo!USP)e$1Kbsi+e`Pm#t~F?AWS*1qB9@-^UX83F#Bk999nD8`1{n9y0vYp~fqw
zOsW@5O3QUI=?vSpKH#by8v0TaxtNQJ)uevu+v!EL=4UIR8j5O^d$GMMxQ#T8pZozB
z{ctJr_5Hd9RgFBpj^fp?uuGMo*hj5ZqfsY!|2aH1rXkYKRdBkgPJbpO=fr)fdl8Oy
zO2Oq|NVhWIOjk)T%sBoM0lzq<bd|0;9BNl|5+1u^w2!1pU(aQr@^!R^(Y`og*COZF
zv@7?nwZ-x`^Xn^=?=z7RJH%4y9P1>Hm(6NO3s#xjbzS0NC1^(;7~6!jkF*2cJR$+T
zw7MZt0D!pIVl*!0Mqii$oH05=8F$HLT7)2n?u5b-F({HIHpwmb7!i(bL8yV^vSE?1
zEx7|F`YoyY62qxdg3c}vmG$kPVgQ^OWQ4%TfvOu)K!-H4CT#s=b>)={v<D|%*P5HG
z?1GVqd^M_}RL6g1`w7!@!myliV~CMWfy;07?+Bz3VIHlgeZjX&b+{)x{{W%a!cNbi
z6)Ckx$&i~f5Wa)W4sO%rc1&kLhI7fdjGH|Z_F$F)wTYcIsOo^sdWboi?yZ=0=dbo9
zKwrJSrpi|+q;<c(A4t78$Y0;6gooyNm36MO){zN4j63CCNphkqFK>Ms)2{5?PQsjS
zOhWb=P%pzYVuamf!py8&UN9>5SV^wfgkHTud+bWb0B(&c&u7nE2sYEin}CsPthnl8
z?806?1`b7VvUWiu17*f@>{BL=rl<yd7>VEAW|8;+;Pl{~@I@;)6b5i&6{Rhl{t|Y0
zLk585K9uza3S1Xl9KqW)p}`Z;)H0<#DNj~x2@fZ1uEvL|1|j$YgxH$II}Tt$n&eZK
zUgpP|8s@WLG0;lsn3h8s1^eA`>!-UOiFB4~TnW(4rxVgKuihdZYYm8qr#9KCF3Qyz
zV)A)D7>^ZNW|e+9o%Mlc@`Dh-J?MyQCozQa@-ndZgzCyDES6s>6vWM`5Mh|O0=aO0
zi@)CfF|73R7dfJ`V9<>x^ja9ew86Pc#{nh#`b75}l~kRY>i%=Om!{px6BE23E%hO%
za%x_?WRYYt4U!bebrFzmJHyl*#6ytOE`SWNk{BeM5~Q3?S?HZ`h!YeR@vIp40<nis
zwICqARW7Omr9<H%QBhGq0L_J_EIga=bILNGo+E+g?BT*t27i8!;`19tHa>`G$7-UO
zw`o3XeUVI83FBAn*hnu?Fx&-K5O@JTv$WR1oDp^mV8p&(k9iOe#W|?WWiX1v`O&UB
z4^U##?o?Tm0sVlkX~eo`=zXA6REud;6{A_UTCL5Pi{1KKb(&4QFYD9{LBBq8c#$&X
zLUi+7<`yZD>$5|FQ%*yc(a_P6(2!LT>z%A*r!*-wM&YINyj56%50=r*-}t1;WBiqv
zVT1FN9#v*>h+n?nghyd8mRl6U15gn#fNdHF3u{xXLb_ETTPWKGr$O9lc}0C$Febg!
zzMk6>m@ifX%?o`onKx1R{tBLLycW2l6sP>;G6)-XWO^4E7!jgA&s0@ykL4Pkb_699
z=Okk4N;Gtoqpu*2JO@@w+vF1&QI`v~Egv99Bfe#?hGnow&R0AZ(&Cf$&5@r3^+~Wh
zxrWnHaCmx#CX1T#tDLU*7P6(dBv>=?tVjam^-TnbO~laSWFy%^3wk8jN0*EuD&^3_
zl+b%@xrFd&fUv!&)pU6ZDpA&G9nmp1mgWxH<kk7X0N8Sj%O<UR<bmv*4LT?w21^(a
zAflTBk8Dqnv`C~~NqD}xz&m&#HKYAA9*FF6eZZkClqE)3Q<?ft9sMR{M#r)kf+Jkd
zNgetF;dy)JqmE(O8>osM>n%uuz*#TQoy3-~vbeIit=td^A~TW`N(|E41n8vZp@N|{
zecl?NA1&s7=0Os%pB|Gv&b^&o`aOVa;A?A_9QS(n+}EtvjMwHi-gnjaw3w8be0XV1
z3T~rWQRb6fIlH)O&|LN5Ay^#5@N%*Nsv;wW@!6UeER@C8l<;Y!G>D(5V&6t!!`*3e
zIfjSSc!n2MWsX-av=bplCI!Q1tJfFf*4?9G#HFYsgds-=!rOL@^i0gtkOO8#o17KX
zSinia#U2N$&K;pzol>=bfzzY!@tfQPj+0vU?Qx^ALx?GFWBauiNj0-p3lTLl*C02Q
zZ?e#IQL2x23|AK7iadW{OWNf7+D_(uB|+XeDDKLE3HK04Q;9S_3jqem^_bx5#X>LI
zLgzH)^;qER?Rbc5c%naDqa7o?4q@Uo5)$503t3Sdy}G-g;xJ~&ZKEDK17@RQYow1S
zdFHJVvbrEz^6R+V!rU?vA(3W&rDv?01Th_mmd!xgWljxuqaES&eU*)~G2(U6h?Xvl
zXd}{y(s?psZFq5y=|<Nv%DqAqYEE$>sj@NzI~~NchZYBZDks(h^;v8)ivrah+&He%
z@=JutGO(ZIdQm7{Z1qCJ#V&f-^E5P`v<=LX_vI)bRzW}PA(cmM`?S(dl8UF8Im1>3
z<Xv3gsR3Urq0FR9n5amOPhlNDZNzmW6}=MIF`HY0V5OfOV2^o;c^CqEU>K0@zh#Az
z$3j3_2j%zzs`N7CBvO2T7o~g)n?Z(2xuLFALNhFqODdizpD{RsuzwjFtFRhdty4-8
z>{M-?7*oGr(r(wR0bC+ja&y6G{#q|%^#t)m^`!ZP_tY7l9=?x3$wbavLicRQvA($C
zoOngGV??Y(yhR*B+$tfJ)&?NoZEB79`VGcAP8)2@mwglOaWS4z!=h!vzL2jtIr~!9
zTsfZn7_pPg(+XJ4!3=59RHM|cT$65Jg1P{QJ{qlug&re0Xy_|&7H)h5Q?6|-ui?2N
zm!aL5?|8`=cJf@>(YV2W!Tu1(@@w7`@QoK4R(#}$j6wXh|8?0lpPAwbYx#_-a$SXq
zhS5}iPEbECBzxEvatLxU@&Tpk_jOhGy2tUF`aRf0)zQerHA+wwshaRQb=?%>=8fyB
zy|1Heqr{`IiCW)@kce0m)e^EyE06Qh^J<hMWPnSMi;zom6vY*Pl&C9ql!(+TJMcTG
zeZEqXxeGfkElEkJwpj8h!(tD|>SwEtQ-NiQkI+r389pUf8m!P`{&a2dIij>iarPxv
z87<zNI@~j<jdK~CEGeH-pIVvME=!CT*B@6La~;Q+qTCVI7cMJfl}ITV72D0O%(l*g
z&XLR-&7sUG&o#~}9;@C#-U;7vvwn-*`p!a8LC@@s(G#&bV2AxF1;=iT4%^*sBD5q*
znke71Z3499c9I+Erf3>d|2p)MGJ<N%zOp2LvcndIx@5*Szo<>b^zulMc(&jvt;%xK
z>psa4e6(VpHgBQ4$vzj@Ca_Zx)M)nfV$>!~{Q2~rB;<n<x93S=lX~!^?n4jgHdDWB
z+l_Aid1F|me<QZ~xRXea6?Cj|XpPGslo3v?qYU#)yd3=d$Qx5ZVlpe_yKjS_`SP?3
z1naZx>XCXB>lg>eo<*hLbP$t9D!(@#nfABtR|pd*9FR*|6^WiMb@vQ{D>&(1ZrRwC
zcM$sk+O=XmsUO&A=tG4-K5F>}pedHVa-kM8QGh1OBIo1TE${W&>$P9b2|ajdV0MDB
z@-Q3Va7PlJWf?@q0b`A$`&`Y?N2$KbaT_<qGKP+@L!g@T8<q5I6Gajzcha!{R;WXX
zq`~D>5n)OT9H^G%n=N3sZkuFcOP{2Zy{CVzm9$yOpceJ2`N<Lo6)Q5Jw=?0~b@0-f
z(J@zn0aU>suZiqzDu+FVS(Dn}FudQMI%>i!_1d?94fQY+QhZc8-)EB9<sg`n#$<+_
z$EuNaJ?Y6emj1<NE2rqQP%~R5flpG>RztT^a2m(~;bdfLj~gZFBFVmMa)oAWMhzeR
z-gdh1-Gli0*(`noZ_88xJG2hYCO@WV5V+KrD1WoqF7HJj`PLgOqeO0`4sB$o{Y-U8
z%-nC8dp-39k|qS_aN-$2@RT-$y)^>Y{PU%<i?Lp|1}puo+bt%WbVv*WdW(k*S*aPB
z$zEMn*NBb9??L;S9S(QLlH~_<RNomG2-&zQjVIUJUm$N1h0GGhGt+vRX>UwkH7^HB
znCs?G-jz(oR$~)LJmc)Mm`_WzE`_sg9AgfAWX@K<aSzO1dd*|>ql-G~+?)~gUo7KW
z0-i2fELV0RtrK&0v6J_|$OWLkdy8w-k#mMbX(q-c2~IJox%+?0wxex(zBJ)D<ycGm
zsc(WMvHHFI@^LpK3m`UYg9%V4Tg<F?9M$^SwcGkl<#h#I;(Z@zY$Kf~HB_T16d2Up
z(HN`2&qR$6($S16o%{Onxx1)q77D%3^kl1rZ*4$*obzBBTi}$v?k%quFB8QKhYA3U
zepE{I@v}bcrR6FIM(1V~`%%=3ytD(!o5(2q1HoGryT{$&ZPA?-f8aNtmK*D5)1VdE
z0H*W~NJ?QJO*E;4>938z_PtfmYczx@BJ@qKAkitwIcgKqcWS3BvUy4uRS5`NRNg5X
zibz_{eG%S$w%#}5GzeS;@8Ng~Tw!de+qu;z2Lf(i>80M&OIMQXHQ3<_sHDQ8rr>Io
z^{gi=Bit(07c^O%c6pmYY?O0hrB-q+NI7ly@(XOn7<C00-bi9}YK^U<A{-Mk-Mcqf
ztF>J_(J}-G2D%?(aBHpQ2aq$yJv5m%B8G&*iHIY)1}T{I&GQ?0uckpNU_`Z$3-M}7
z$QEOD(er4Q1WVg8s@y^>V|pYHb{A3_p;zT&h%Ki-Yp4`p!6*;pkx<S-jg{SZ?Z4iX
z^u*Tc4rg;FO-qx?=r4qa2c!b6U6-L!f><Zm2b^$QK*<`DP1o&KCiWz~AWP<N9eSP)
zL;GuZc)Yb<^%})5<cAzJLR?_A<`uEnxomKD>>FqCH!Sji#<3lP&~Cl3eYZ~iF6EfI
zLTTsin`}5A-erod#$DO9W)%iz*$z2zuxrKMUpYA;vVuPyWww)evi$@<^D5LICJy3V
z4bs~7uz)Xcj@A4A+PZif%I(Fl=(LyW&v=D+BVVL|_65AuOSmS_DNBzSx+G61z1Rw<
zbL!Ef9dE`IYFKny0y=L=xhw8AjwEJhlM*R#kSrY`POt}>bl5tITPk7Id9^(Ma1EN2
zwakQx`H(>A16x8|Oob^<D<Lrkjf9xRx9;x85r&JoYe^H8mVh%|kYxVOtWStUCk)&S
znAHdE>#fVn<nEzu4O3V%(yiP!VwJ1O^0Yzfmh#VPOtp5;V6Vko!Exwu?A5k!?dIKk
zDKIZBH(s#|edF|@fPEETBgZUFzsyW<!+4B-i0UuIP6#Ije+zl*JQ^GJI7n$$HOXcG
z+x0h~PA^RfV7Ge?c;?l9%18i>G=3*+dD)Bc6eeZs$Sb)XhePk9+I#;wNVQtW88spJ
zEGxFNkK>pI6Z!p;JbmcnM}=w?m%W`oi^*~J=5-kE<L1-iNn58ijf0kM^`XG7m#x}n
z4`r)f{UhRCVVQu2t}k&;3_;-#Rh6Ng>pAi`PMxx?_77)(y9w&tQn1T=X{f7drETyp
zT6B30xA7w7w*{MMZR*w359lAKr)BVcJ?oL)I`2f2^TAA0(RH4*ey%*+BYaBE=}N3(
z&X6&;*mgbowqUD2Sd1D8r1_8MDS<nc6!kh*%~)J5GMns4ivp$|(S(;_36al)$Jt)K
zoy$Zis=Qy;9cYjA-YE>h`hC6g2uYenS=<Gu&ck*t=m2#VOsmXAIm?0#`Lg@vdp|s`
z087+20In~bqWI2IXBN)%ABw*={KSL4v>_mzU2r(Jit@0eyweHrJPfWwwlq>H1*D?-
z?RpMIvrLETE*Mjyfmb)%f71qiJZmr$hPR>L9NVLf>2~j_aY)<gn{etb@NYV0@$_97
zTZi8kbf&d3y7Kgt_cRrYT-=1%hI}Bt*u7A1zGRDX6-4_~N)pQ7uI-DgK~?|4^jJWW
zQ~m|LKL%d~-e;G8K6tm*4av5fevv&Y;X#dihYul7clVMKV=|1H4Ze*wt(}GQI*$0J
z$L>%N8NGX?HIb<4n-QJ<s}pEiT=&@xY(9Bgep<X2B@_4ADR6f8V<;N^jgp`ItWy7W
zC)-}Mg;$U14W_q6lr!r+=UphBlBW+SXFU#0LAA+;cOhAQTrY}_9W=>03QhI)V%vNB
z<2y|9YdK3-M>2jDu@}W#n+?25F1Hvr@*$3rJ)+Vjf}+4<7%zMbb=6o_ump7Ip%X#T
zL#Q?v|0)Re7iZ900?5y=|06L-aG*Ptn_ugpM*UTj*wU4PlxHJK6*Y`?dq41$=ystk
z7@#)`DI>W2P%a_7wHk)XrfAjys#-z?=|exYA7TTsK*xj{>&x0#{pB7H6``j?P2Jvn
zBk&V&{xxjujW)FwPZ@DkUZ!l`PqA*>rI4@_?VA|XKrl;|LqUup*cPr3_Dt<T@&F6i
z@A$x9P>OJhGLctMHp8s3(E!l5;5mG^@zGxV3BvHWA}PFW8!lfVZ<I%p-nyS^KB7BL
zE6bu%TSbr5FJq?UyQWy<AcfwEJo0Zg7^u1Rn@Z<mTwp8wvSLrFVXOE^MY-DSqk1Ap
z-*05X7Ea6EdIVp=lf3V2%=B^@d@@<DL$+;?8|Huo(aSV$-a?WfNf3HM$?)&2;D)4S
z&~fYY>4dn8@<)^a?%wV!$keh>R}Wx1ki$eYp_JZyiIJ)DYA(FM=-D{YgU6@qGH!g|
z3V^{-s4~A(!{MA#b=K@uZ+{RS2GbJGA8x|PR9v(2Y|WxGZ-Jcx21CVS5#A;++(tb<
z=Xra=0*LH*knh$YBL&Kq&vWHUxvG$S?ETz*n`m;8!vePRljuDypKPK$&*{cu(?&ZI
zHH3pjpMJdKKC+(F5+{+cqW?06=8W*-E6eUqe!|#95#U5w@UVfg98<(5uR^PlcSq6@
zxDxLa@I9vj!*7lPiT+^X&H)mRDlxOITCwj<Y<+9O%-X8o%L@!v3gY@M9d0-)I-H#2
zn!Lf~yK|fh4HlKt*Q8B}*k@JTw^|VReYf&AQf!l=daDiyFi=>Xw2Od;FM|?O(F#3j
z6gDGz10fuF`k9ANC7Y<%iF{iKZ2RyV*_ROOP?s{js&H<{jAR=+HoBm)DT7t>MNery
z^IqP&3mcL_Oli}aq-S>1h3Ic2m)P4V(<D7pGf9DM#c%uoZ;UWAmOfsmPkUx0mFMu)
z!wIb_5ich1;`WXMGAiKT%<+y9Iir$cHbHUnAQak#>jH*5in+`T$pQmjA}~f_$+~I^
z_-H@+*OQVm$<j9^K)GL<x*?`rrl_WWj%2MEkXT{DlUQ)ly<kU;XZ%{5KL3{BOxf7X
z@iHb0t;Bvt6nuNm9anZaOO;tY?bQ)jbS|jv@Am2rNKG-bY`z&>*(ojN<Z0gZ{M>F9
zwI3g{xYHN#>h$^+H)_GJJT7^UoRH9y_3^_<RwkmG`Q&ndtyy71fAti1?P(~QA}$4o
z)*zb*?%_3@l7@OZcxhm&Iycezm&OuU6{!2?>u-t(XSZGvU5SJ{n;8m~uhC|F2pWg{
zt0aSNfrIAeLeX13AjM`am9N+A@9RH4z`wPTER7?xPvGW0KTBl_g48D<_ngI_j_a&H
zUE6VI_7f|YTd$0;JK!*i&FMnu28MoGwIjn^AxEae_W(`r3o0DJv6(pLn@abp2Q)6d
z@y0l(u2u992yqU;Dz~VcNV?V;#*V-zwq+t&cvi#sE<PXc3xnTX!V0>;F8B<(C^Az#
z)%fYuCKZxYh$0F{Zxo+0sJp}}JL~{>Sy~l2@d*utKH=BPdcRvu0*UZ5+0_E&C83e0
zR$oBZuh0j|Eg68U)Gd8KWm0(B?Vb#;4xxzCl8NrrE5%zgF*sS5OAYPTktQ5eK`hm!
zUV=0(gX12LhB}9ip#U!*;9kwz&W>>-rq!l`a*C2puVSNJGwnAYSv@C2$$IdLv%+Y!
z8bxXJqV`Jp#dR8*QeFq^)SGVdLQl5)#d3y~CIIA>OdBTen84-<%KK~!0Rw%}(h8_{
z!Ul+M70n5Bq)!h~ko!&cODO>c^~_o0D179W&0-VwjXs63uRdxAz^@ZV$w%F|Ni+UA
zQ$;8xuf!ds12h9f0%2KSOf0%4Sf{D@wk{)HFZp!wm;8@g#Qu&AQd|*<eK2DSE<Y;B
zYLSE&Ls^1*<Mc~}xq*e9<mZ(7p{knT5p$x4?v4gCWw)0K4YM<D_oDK*tO!f~@tJ{v
zD^I;0kKWGQh-`1#$Mn$8(kTp4pLL&k5@IEZwm~=t_wSx2$ri|ypt=(KFi}U?5xb!G
zu*~Jje`T)HaM;<Hp!*>M3&SdH0w&u5z-cv|ZQj4iuTb2pDxR`Bn$NHXAUx8FD9UyH
z@`%b&%Y!G364E=OvD~f-;rB?Q^|{&^FoRA=EVY~yd3H^qB{YE?EmCwsrBV;#Pwe-1
z!?0yux^#R_xp{JcFc1&XWsB)2jFqYmq>GQhiyz9%E8n%GIgHHW%Y-~ZH6;szm6N9L
z<pxWGw~2ZhJXB#dbqOv-ByR2ZA6H92&{wR!w?Aqqgs7{@SE`PsMf3^&$&gR+Q*+95
zpbB^H_BO|R8C8tL4u{qlSzg%z4;g8`5wQVCp~Ww|yStc~sEGG?(K|2dwsE5rKr)cT
zj0>%Tt2-BlW>)Sf#M?COr7!0#&=zgYJCIEsDeN-Ke|bM6Q&tB}5!Ed>l#f3*hp#sj
z|KXf+S@dhBkbAET9;5)H^WfLEJRw2pRa0x12uvGAS0@trTL??G#yxk<_ulJ<Of#u>
zm0aG%`0mm)BkRCxm#;m7;B(GpTX<x3X;g4sL3l9TFwR`-1oskKGPQ;AT{_+OkVh3n
zLB%qy;oLTz1rcr%s2Ku$w@*=g5YRBJY}t*)b8_saWSz~Lcw&B7L`qx1D)GLGP;_t{
zJT#VIJS0H;Xx}v#2eZV}D$_grwAfCMVhG9AmgVNRyHuL(HEZZOu6-OgU)XmQ1D*6t
z7}%C^t0$vxSF5I-8TWzXXRpi9d9X(dU0g4*Zzi>JAj0%xnxn3mdowY&6uu(he}yC0
zOSRM8d*n~Bq0ckxU+=DWs;<u#(r;!5nJn$ODWcrew13cznmz*RXQ<54s++YbdSkqC
z7?ME*BK_K^Ba@)77%+mGu)8W!o*Dk3E=z>Vzxwv-wmOc~2GXg<OO7-30jP(M7x)+0
z!5^8>f44V$It>`;f5-g(OiTZ-{ssvHOCx*Z&&>bd<?8=d=l`z~r~eHqi5s=_qk$8A
za1Tg2!UtprK?lcEJPH)VAwL84=9G#F<qiD)_=2uQkq{a$LgF-VRULFY&B5%b^5glO
zcy4-ROuIhUpoLYitnftp8&xv)EIOHcX?0rMEOX;Z&Ge!QJ&|JnG%OBP>B{1ks5B=h
zVR-fJxQVS_drj{`e!ujYMTVC#VQbCzVzYwb$34xKr+SQ#{OqSi<4o8S$6E_8q|6lw
z384MO*i;5eyTT!ddoj_3r$WPoE9sxnb0638kqzrb7ZU-t=cBa}BW%%N3cFd~MEnSc
zysvrizasgJG>L_XePShKzt9qhiumurj$``0lz)c+1^+^!_k(iVLZbuht|aBTq?p8g
zOrQ<>{FflJkBjxy_B6a#dO++E{L$tSi3J?{ZJYcuZjo{0O(JtEp5;{^)K?2TVw1!M
z7XNvR5a<=iQm{)}$Tu^K2I6YsA$yVJk;~?IKOLumW?yII{t5m2+J?VN>O;ll6YzJO
zUtoVV$Nz8){DGGIQwj6wCHO0J;{S-2{E!im7XRN29e-m#{u5mCx2XSsmoWV4>0oC3
zjh8U}5AYJEf5%Jy%F{vjx0wGCUh)SlAop*2hJQd;|Brade;Bj>&w$AvGycD6I(~y7
zzhRHxx{KdGe*+=Ek3Y`;uC@4m{>Slm4aRTv#Xqk75&Qe|=kZ(h@n5tWfA9Opef}Qz
zTZ{3p_xs)F_wV_4$mD-A^nV4J{D(3BzrjrC|8QIU7tG|3z471I$zLIOpTdv-Znyl6
znfz^IrTyGlndq5*FT6jYymD7Jb$R8E3stj=pCqD=fOtM%M8W)py}tnL{-h+N4Hn~(
z0lb#unNpJJQhM=LP4HDb)T{f+HfM4sfzu#lAzke-n{q#9!hW_$A9cfOSJ=MH`ZJ?>
zMwOF(X5wdq|BD(sK)v1ms{?ac`+{5LotvkZ8K{nbG++b)$PcE~b$WsGj~fvG>8~<w
z=Dm^dqa%+K%31DMcydeJbyxRWTFZQ32K%^#dra#MwIA8VW?q3EByeKv9mSP}C?3U=
zLPI}*9Ej4g_|OPnvfMG^XPDNwY!3?OMDt}be6G_Pp)C)e)||M-`AIv`M%o)6R$2Rq
zt1@|AkVg`;&ph}$T}~^b_?|Z4b(sl#IjSNxD}a?K1YHVgY?U$+YebbHrA3=y$))Lm
zY7P<kOIcMtRLMo(3$7Uo?x@NY(=6vyIr|W#dZPlEZ78+cH+44rnBhf&J(6yE%502V
zWxk1{!Z6d47sTytt3>MT(8O*M=kfiN6HQmh(RCq96x$hGG)b(IlW5u2)mu?$(hN{U
zIE=I((l~T%W@8&kuP6<WIz9c>l8)6<13u`#Bl*59i2dg5OD_Zo{G>E6vREY^d6Nvq
zNMKM_rfYiMKFn<M$ov@A{2@n#R`-1r13@9^ipbr{nfc)D*kPaXg<Q)<LL$UU(Um2b
zhK>CL&CGCAmhBpXRj+uac$ezLlR{SITltbw!FO<yA`dYGko)YqD~8xaT=3+bom*NF
z{)OX?V_!kdxdhhA7Km$EP<0iIBtG?kxjdDVoF9IaQDhCpXlka|3R^4C{gjqEdKv>1
z$#Ab6#85g2rD;qr%Z|)OReN@l&}m7jwrb}lguNSW$*Nju)O)rg<lE^Kp>cNeoU`KZ
zNZqNElUhda1B?XUOp(NxFr3f|!^3IiEAGV!*)-@#9*8Ein?!Q5#2-i?#OiT~w)>L3
z@iYSglL4r@k2R=Byy|~>ATe!P^JIS&tAbDZ#<YDHOzGGUcyXs>q0X^3j=;I*+pgmF
z{&dZ5LyBp9G;D5iiN51u_9C9)8p>(|M-s@*%ECNd#a9x%MNHJDO8Z30N<K1dnPr33
z3Sn%>&zoJsjPxS6kQcj7cq*<MC(wXu^OM$?P|dzc3S}0)?vyYJe)49Gqxa@0WHcI(
z;uZkO3dZ_s$U{+`p2&5up;WdcEIvy9Tg*t?gkq6i==G<I@R^i-v1Qp!YsvGa*p0)^
z>v8me+qP`=`}eiw=o52PQZ+WzAtEwRucxeqn@#G%Y5)@d57hVF^_>&?8YaxnlXatc
zBg3)}fczJ<=m(%hVYU*4Q~u(eV*mPqAHrpBW#%og+2Q`EIC2rC!J%T{IHj_9Z<2C+
z#TY*-6<e!V$|DTv)ycxw6~~((<g-GL>Xm@5DVQq8T%H2MQIkF;7e6>Vn3CGi7gY@M
z5a^t|f4o_MryQl(;m7Rn@Z5lEmj@V=xe8fJ=Wl6{$&=}4nHtUMBgJXTsq^VlUZZyQ
z!CB!BU#q($q;J{YH3QM&;yrQ6OYoa0laW!*Ei5M)j7@xK;XUYrObl65^ShQ&n=z!Q
zv!b^yNu}SLytMtSUMcs%Tu1tqEmX`PghCCmsEC~moKr6;{vZ|dC1AR=Zgwk&d>wu(
z)9;$Py$UD~N*>v85r0}qL2|W;MeMr?NWM%PHX$7rs%k*KsSpmzWW{V=k-XViMGFT3
zf#`LerPljyb>LND8aF+q2^FRJcj=^b`R_-ZZF}X7wFmDD#~KkS2T4#M;(mVL=?UXf
z5*ZQ^8I@I}Fqi3?N5YpvmnUrFh;!%jks8Wu+dRqBQH<l8T7^UXzR&MARvI4zvwm3_
ztJql=wB1EOFrbSxU=5GCKn-G*%8m!o|AnpX{h-iU$ELo&3gQN=2J%8RBn?_l4icwo
zPNaOfwxPd+<4?V#g~Q<-4ULu8)>}l}miQAWO<#y4pa3yf=-^@|;`shJxn)<IPUky$
zId@XAZm^#MobM~GL#{D3zT<4vkfA3EcR#&@do)QfGYqN|I!QOnWtU0r58|1EPwU$0
z>t|xTYUh&qoQcsvB_u?7*6d?_Ys4Z8yO*F$v2$n4fqY$R@)x6==Y7E1&BHD!;bKT8
z0H?*EiZOusB|$V2^l%u^Kz*dAMA>v-jQ}Fca1E9KS_OJ>U5(wrBcD5`3NgyYzI`){
z`-797C6sCj6H!{YfoR>xr~TLG3uvXPY4E@$8!dp7^wx#hsv6abvJxv1;s?RQYyRjX
zh6e0}oOZqw3!%0d8WY?`w99=24s~lUfFDX#4c>W_-AltN-Gp@hwTG01wNwOOpYB}k
znro!8t)F9>S2*;snQILTGe)8FROyW9L=6qeCqY^AW6@DfQP*;KXA=?x{gn`ZY;KL;
z?+5k|tHkyM6K5XNCBNh#lnjHIV8i(><M2cD7AQh-a{h90ei2)nO5T3HGuXp;{ZTRh
zbJX9BS>f&YEU<Xxcvf2U#x(7w!@8`+;%Iu<!lB8zzao)C{%!zipGaIjVYw{-DL`?F
zta^DYznuc-iMPhhkD01*7Tu1ea?Eo2dZ}Zjc>Mwx{fXy-a>&Qfzhj+Yb#$|(OnaUO
zSw0C_f*^O;Ep8Y~^qc6e)ZJIp8ga&aeC%lnSMa#%F>|GP4LNnCF$&bYO{6slq3of0
zf?rP*t~tU0tv_o)5L~Fbw3O84qitx$AT$Yo2!qbu0W%ghROId``Ra&O1=DKk2D1ss
zSc{eDhZp;*-Jq)LX;oW1#YXN0&`MwT><=<Qf6TPkL%&ElZhVY5Dzk7_T1f))zt-d=
zoLp(C6)-0f?JDH&?Kdp2zJYpqYz|dACNbf>&o#k+;JZ96K2NwQs|YkdeLKv>Hr5s5
z>b5D|1pwFiw)0s~5iW^`2XcFl3wSaO$uE?)zs^^&k6u!gqcX-1P}rjJ#Ilff8=GLI
z+vQPhe+4)7!ue~dlVzFZdSk`r9;zmZ3vY=m1z3{88r`&ls~VG?NWpD5wh46Yu5dm9
zMq2p5v8uGKL*-;ewA{MnxK|Icw+1Z%$};|}n_QZ_n|#W1&wUSNfCTG$xM($?om{)U
zLW}YU`J#X$3VVM|b%#0PuPwASTCAy~P|DFS4x$KmY`ajT1{_&(fwqU_Z%)*%QZ$`m
zWuk>jNyaV|=3R>V)HNI78pzHK+JPw(zJ-n*cG%oiH%EZJ)rYxK+KG5}I7G@03$Bf`
z`GqgcZULWC$b26v%&3Sw{c%^SRvP8V%y%}XUah0(T9bgikjI8>y)=kx(2RDwUAMI*
zmpAFKHbBhrd%(((U){B&ZtrjOwh<e2>>nL)@ujcD2A=*3F7J>N;u9_;GiR8#2(>du
z_UtJjMoD&KtY`Wzh5acP`sov){;1q?SLC)D0gU90q3UuPO7PfShSh}8(W%2SC}-i1
z#@5pym%=<hBP~`Mg!`RV8Z2^nl4QRgJPt~+uU8$mTEs{pv?ulrBx53*#c-apie+E?
z!jR2xc6TW^(+io9J$6!JL_y2QZ#PwnO(H$Fb6DMAd3Xb^%urNEPpU5KTU|RTqmT%H
zycg*-%KXXBV^WW0&k1(j^95TpwWkRRcJpU)w?B#h%IGFSLFQ674HO{72RT+3A<rg0
z1h0t>=od4i;;>Y!uZu@#5?4o7RQ)!}9ifL~5SzVC!DmU3z;cX+A*uZq=-b3IyQIxL
zRPdr-kMQ+m+61V+fy1s4(6Q>avVeSz2HhZW<-*;W%VevH(Rvc)<pKfp*_es*;=;MF
z5j?fisx-)CxApJ1AamYub<RYn2S<|Qg+E9VivgUMk_-=xYsBmG3ms}<NKeDqDPVPk
zvlMQITs459VqFP9b3uW|!#4zLYBCO1mon|Z0)B!Qzz~(D4LYD3j$x&VN`DY(I&0Ng
zfcK}3Sn>?R;+YY^3uF~Y3hZj<2G~;WOK|dDSK;Npypygbcr{zz`raRqv)&RAj(69T
zT2;a_7i=08I`?ePMj<Tc4yF!+ic!7}W*I0P53NAd&$!ML=-s?SIBgXcM`~xJ6+;s)
zYm5%3bYW@NQ4<W`?9|%|@p5gs*_j5f+h-;BszJUze*rGpe$|vT$SzMTFJgs%f0%Zc
zr@2x=lv~qIm!n=FLr7_thAuHvkXsN(d>(sLW3t|7pH?*-58oO-!KB|a)R)#G$zNbI
zBN*2Q<jf~Rm;We9tk;EJ31e-zmu#y#ObT2Clr$p$v3VG*%_}_E0E{tPeP##>aE`}x
z4AW(|jj`CS->r74X}7soakqhWTTFGm!#*GG+o;O4Y`emH=F)8R64xGwa!!gzCjIf^
zY_qkDh3)Xt73)Ld>K0{5x#8|6aklo;zzn7nv=oPzy4Gxogm>cD-`+r=V(-y~*B8ti
zgilvN25)cn39bbHUXax(aCxF9(~$)(K}Qy-g^gW3MCO6AdS31dp9BZIaoY%|douRi
znx5;5h6~=(lcgs}DmrcjV1aDvhmJ8?n3KqZs3=;|DWRd`khSl3QUVD4Bs#hfIp2_U
z1AWYG#ApIJnkw5>LO&TEC2A5ITUOpC@Rm6{(nx-ULn4D8LS#udBY1l(a9YLNEJ7vP
zv=loG5`+jgXkR9qND+`6dSr-&W*M?FXs#ngd{79^z*F^645rvmt8>4~693p+BrfFr
zOvoGTMd{&w2IoS@en(07tKEQs-Pw6mU*xw9W?PNSOnDhyrRFi2^nRW5_EeF9KZZAT
zj3MLWs4!Hn3@dJ|UupPX)xBj@T-~xR93;3~0>M2&(hc1}<L<#-g1fszkl-#MxVr@p
z9w1n72@>215InftChys2?-%xw`~A3Md}|B_P^;#eb3RqGX07gL)tdfjkMWF7Z>W?#
zD)}r~y{2?Fv}_V5h<YeUzsEqLlqdRQM-OEJFCTeGBWp2#*!H+xXNq3B9GW?tE%fbu
ztl6*Q#EVpx@0giOFJ_`d(}(E-^bVvZ#M`8WOxW%kM%foUnY!kc6{{PVS*xvei<&e)
z#ZDabEXz)o%4)@$7_CQ2`XG3KiKUstWI<?-@A=SuKqog5Pa9rjG+jl~HL(<mb($i$
zzU`}};7Z1tjF3E)6i<2@_3`v$Z{%06kTr~(fb=<RK5SV8JXh2xf9?&O%K7x>?~D%p
zy_vgy;k}0RiuGVN0;dA>yodsznOS0?a`uK?fg<{gJPxbpgjAz}Vd=?F9DepmP!DBG
zI-{C9;j22-cPr_dukde`T_&X_6=clJrdE~~WaoA!Ql%xJ`pa68o-dpJP7YZW>t<R@
z%;D)F`{A&-u%2MiFa0v19pzW3m)H6QiDLWE{_rko+wd8n3ur>_U8Dy`kE@)`+di)8
z>xFOes+Rz<+yS0MSU;+M|I>bTwTOxqMJHF11cLtU9%E{P@-NBJ%V=xjchYakX(HIo
zYx2k5`CVl|ym4{reHCx7GBqw;q=&U!Om|`zz_kdGRhr!45M;a8owT3fTE1&ymi2oM
zs*NhDR+<?xXA;WJUxvcRx=&pNX{^|LzW<u4nof*iFTHUTY6*#ZtCXZxll=wDb#3$P
zgmgwBdBH(n|J;LT#z-?G+kH5=HR5v2)lkH33nMG*^)nlp&Km;HXEU<B!S+!{@-$S+
zD*`0tQ?;EN)k;<f0{ENk&#4R1^HwG%u5(M-sF!Jas40*cMva_lXpE8?bEQ=h4M#V%
znKT{UYPLQXGwp1B&UzLvx^zLgOFM>#@N9-eO$r$Y72dBjVa&MsVyWTHvb3k6qjU45
z#_Wz+LmT+@^~G{$BA@x(UOihQr!!(}duXG_5AE~42-aUSsZ$HKXUSu&-6*xqj=$Jq
z8}fMOte8;;Zo20+K0KEJ$2*G-QRn+&c<IlT3i?IAN*L=^Z{Vgi2D+<Q;FTmGQJO*@
zF*$hy1f7SqVdk)gYP%o#WM`d39cC=LqxzZAt}nf2ej7eLZ>8(w{0_r7YgN!%9pRLw
zLSj$W_%iMZg<cqBQQA~oJTj?r#u7Vr{F)$4um}z2D6@PJwX#}pc^XEKPvF;uy8zjU
zKhHV^`4LUI1ocnt5CSR6eg?)+&)|=Ncv`LcT8FJGC;>PqK&;KiFOCfr3bk{zqKQ~i
z{%;kYY;0i-R{FD9>2L@(gC$`nbaHd*EGTl7aJABBJnuMNbc7miO%=v_ac>Y8Qq*4U
zx|tO3SGFf051WT>yT9@`c;kFDcf;o~lF?S&W>{pi|89gmtS^r5%emoIY-Ac(>R5wk
zCOyO_WMqqcq!7gr1mlE~&U;hnU6KBCJly=$Z{PF<`@r)Bb}gV5yR9``E0P<F@kcf+
z|Mpz-6cu9SR3$(n-p9ajVLc_5MrLLeZVoIMr->Oc%pHQLpOiq+lfwA2S8b~a+ElO6
z6LrK3iI7T3PpC6`d{VFbwDY=hDr5omKF9jQN*2b(w#HPeLa45XCX{cv8Sx_MPw9hY
zD@8{ublvl)#&{Gqo^)uAXa`SZky9F>5Ep!z&Yrl$S8LF2)s$H~DWp;@I_zI-){1-*
z`_hdDrsAd153K&`02&36uR>ClyWKw>)d@eUSi#rJ^J#3`!-P6Jn)ZLgBA3SQc~=n7
zgfG>O10$E4el%{|G5(A>`dd^7%L>gI?=xrHg$CxMn+Eo_i;~Y72$^@Z(emsl$XsE?
z2frFV^EU7#y_4OFY^VC}QQRkvPf!f2Y^XzXs>G%mOCoj3L_tO9!Ggp<D#$V@$^Ejc
zDc6;+oeO!$y8j#O4tAJ<!JyQ-l|hx+0gZ@N?*JSQQ|Nl?yxGi*S!rV!?ix&Ha4O3i
z?lY|SAoue_8xm~3BbNd)?14H{&v9#>r^}%>?;ytQr$h=I&WgXMUtHZjzvcX8DeZk+
zPH;!UbRosQ{~Pbrg-s>za-V0E>*$0{b`Fwfpk6^|tNF&>?n-7qHY=i?h-+birKQO8
zH1CAQN@`qs-O5_WqUcSD<Pd%Ne#x(Nt(2tiHLSW$PbFhZjY{kpc2F5PYavagW(;}z
zCi1g6!gTLby<ZwJjx&(O?8mUWEZ=;bSSA;il_u%ZRkA&$62&6{!1!RX2-tptrS77#
z$qx_|OQ1`57B4Mq>?&{WiIhn&9mcxh*mfSy9wIAHGIlAV2MZaq4UQm1NlXw~>s_`L
z7B0fms-~AS!m{P$%yvbce<g+)M7D5z)PG*zhBmdFvC3D0iD|#@JualAw>hWxO6*u?
zxS;ZmvkkF1^3n()YYLc6$D;c>56i`Fx6Ny0zNL_FCi}J&|5bt&3#+}~E_ycb>*y?~
z@d<;7(u+VfY5bMvFZ9(vI6loi{|JKDph#HE#h*wI5iJAQH<BYrsMyWpJ!93}XoWvi
z)gt$I!1P^f6OwFo*VgLc`h>w)PDLLtN&Vb57>}aC9qGq3Tf`hw#s{*5YV;%Ki|2-~
z`(F3cG!yr)17E33(tHPgW1cSAqO*oiwQ=TnrzJ|)c4UC!t)C-L=JaeIAk|^B^37(U
zJ7Jlf;^69XSS<2Waj?%eBFQcy$wancjiOpLm75OBOUZ67oKu?U?0{Z7gZD7|;c4MC
z_?52cQ7zo3MU#c%X&`zUCuyvA(jJKzI{^XIe0~K(mX?_G09ig=M>93W31(4ok(cY!
zr)QG*VqX;xM4F<Whnj|{T$i_>UY%-vcGz9{yfovryw|2bGb_vMyw)2R#dkyRw%2u_
zTHu#v0yyh@282}7UQ3_5m3EIEEOz+#wGDs5J{7;X<rvWnlioT|kLU2Y2}dYfD+1S;
z)tGiscT1ADh?M=NVygJA|DlI_cvo%@PQqqf-j{jw#f?Fu840$_M`AMIN9>CwiA0Du
zWBTV+#MP*7oiLNt)tFWbdAV#ID-@elY|e7Op8>YHay8lSRET@^y4Z;1nV#Se;2DX0
zLO#wp=*-ah($;i5K!Q&=*fe`MaEIPT)*2a6QtvkSmFLW0XlFY~L(^-j8$Y?>*~c^H
zplVi&Sz(BjzZW0s)rTyhj(o}xu`x!yNeR36HE&U{RsBFx-%2-Zu{W2I{5jIAZKcuZ
z5<*}oH{rj3xb`2%RN=mm>!k^Q2V3|8XpJ&NK@>*p|M{zSqgGgz`ssLNhxn43S~O;i
zVPdc2!Shc>z;a5PbX2;QAeW_>vtS?V59fVzb7#GQ^!tsvnC1s#zXYAyV8SwUWpF3Z
z<k)%glP0ku=sk!^p&v-(T8Ve}NA?M_sL=il#a+|z(Mko?Nezj2Q4wKNGate3%E2>>
z#^?t;9TSP}bynWJE@<kwbAxH~7`AXx)#3KO?zbHuLf~>Jz6jyEanOUlruKp>?QD+S
z<$Gl_nfSY@fGHLi-@)%W(iG{5T2tm6tYREP@5-rY5E2=HSuez5v5bU1HrVbWEf|DI
z4PsfT>=>S1IN=HeQE^o6d7c?s5RAULS&xfyw!Hd9r!zco{p+l4rfxMy_Lg#`-<Bbz
zV=@PJO++kUTl+%sB6l&O1;_;S0!n+id0c$3&z}x$F!W;KK`_A&6z*j1jQ4fAL{Wq@
z=g#5Hr!{w4VF`)yu)5`3;s3!3cIWF+W=5sak3aXOlo*&`M9xjV$b*S^`x=uxj9N#K
z8b^-KMenOi=v{W;cofYj{qDx`BnI(?={xNe7slDapyd;Iwkju{fU?R(6s_Lwx;}K}
zV)b8jPDa0^tf=esf2;W14R8kK>{OP`dVlO6iE4U1V!EL^c^%lg^5eIlWN1@C{%1Zp
zEbH3WnmS2xiyt+7Hj^_9%jxUC?|PW5+`3>gl5I&8zK!kU=hsX;9F)CVJsZfglC|#b
zn?Go=$`RvaC7zdk@;d3jrI%r)K`kko0uhEf81V%K9dZCxa%WUr=YUIEHY!Yy13X_l
z<*k%_<3_nc(8ku6N|ldW5Jt>4^lFmiS+rvWeo;{oLJ3^`QK!7I%=PkP&=>^{shvEG
z9g`<d7plA$sKY?CT9a;4dpF&DaL77syY;hmHaO+$pyy4WjY!eQWIUR6_O`nh2~qN{
ziHHjcPfq6<3?sYuB4}2ED0AeqWVO;$!#z({^Le{U#kH&i1K-Jait+h|uz6r3nmucU
zw?(xxvBSG!{7MyWG80K<QI)L12<}$Be8D2+ajm`#qi{E=DN#?h_w7Ts=^Caz5XDSE
zS(WK{SijIuz#N;a{ezI<U7=icV3*T&X7WeSFCxmRCCB{t6gaf$6iKeQ`2~DL4f*L}
zcHEeTmilYbJTOzfgp_nb*Br90<|T@F=6u6DNH^F|U{*&cdq^Qe9}?lh1=OOxW@tLf
zW$tC_Aq7y^6C<|^abIG;F0nfFAXO{MxZ#{Tz=(|bxl)58VVU|iaCO1Be>1?fzNc)e
z$ztwsjqX#y%W1_HSGFH+1TQx#P-(DaXbi~g#$9Cv6%=Y@044s}OzXi|iF;zYa<#%1
zl|-<>6Df0+f-Hu-9@`kXPXiJW2_HmdViuW3;4Zf)<|ub3#B@zq>b65R*AG<HVrM-Z
zJ?zOpNmm@RpBq?Aq8eYnbXZ9--uT)c(E9V#Qk2qwOrM$<S9MIiA{hFC0fO`hZF*(X
z`?VXSeZkLY=<fhP?yVnh{iMYCW(1!5bqP6NR-?kh5<m=Hm`JPqwb$Rd4;<Psrx}Mn
zi=4@+H1mI+!b{GWh+QfxAxrpXCZ(fp%T_dy@`f6}_cO<YGw|ldk>vw#nv5K$jI2vM
zwW8;dY@emQN2{P5Jf+TVFl7z{>v(q7qSN;$+!5Nkd7x4w3UWBD{b29hF!)T86%$T(
z-I{YJhMP8IE~?E+Jl}VA*^b7l`A!ki<v-5G=LLW7)zf-lVotu$`Ls`F*;L<tIu~;N
zz4mGGfz9E1OLy#Cyzdmi`#K2Ar4Ik8i@Q|)-ige0|K5R4htC8N&Kid;qhIUuOMbfv
zj}B${gSgn>_k4v7>3n>cE+D?)98*l>#y6e>!H&7B>R$!Q@I0G|Up|rVCdWUQMBj=d
zSQ29#C=)yEeHZ>EQy4HUp^K=%&%)Fjst|(?5ag`NL5oM8>lMX__qUfPU0U(n(~f@U
z@#T11zTUNM9X29D$b}qqN60k)IcO^Tt|F1~$d&L0i6<&DtDd}`{m03Z#%DbK%nM^T
zu<kEf-jND#j^J*6xdZ%C|F~%lJfq*f?3q8P*8Q<B+_T(r*6CT1Bg6fk@Ci577B2{O
zALCQOG<yfbNWnSC9j<>=ds+aaoe1N`ADK*aIGf4V2Y*j?1m%eC1W+WZ*~c3G>`ezo
zQy)s9H{3!C3Q5neLfi=dZFE6xx*v}HTF%Ch<adSWS)(bMpXa~6k3aVD#g`QncR&)g
z5&Bj5@`q=#ToTupk9zE{vsAw}-k=)L3<IGr35yxzi6r%FOE{Pcb3gRjqIYL&e(4F%
z<J&SFX569UC;V%r*^nkQ=`PhHd{<0!6s3mLvyUt~XdGoh*Fx%eJHMO1vp9iaJ8|kF
z@uE5XM{=HDQ)6*ec5|ttgoK?yE9+}^I@ZqgbYrR7<On;Bw>c^=@$Hk8Ix2Ow<RYgw
zcIpCl=P4$wkFOleW+vhAdDxX5gBa!3n`&iy$C#X}=YA-@OTSs%ektsZ62=3xDH2X-
zfDlv+;<yhRR1d7wb*uD}9ZdUu7*PhcDGXFQS7!S8eMg~Ue7i~;MHA4(v=D96lmF7D
z9&v*!Pif+Z`4wIRWGh|}S)FE0FsUv}k)xU@j4<{m6Q4-5w200N{jnCFmMngQk|~2K
z4gUs+6GiPH6<d~u-M8pmHfsEW8nltToSP4dkY@#?sq3Sc)?(5XW%VZ77QsJ#D;2|C
z%*`otodT*X)8!`1qar>Xx5`BhuA)P>N`Joz+b?Q6lq6mmb4xMWMunfP)V|rBOinkA
zpiaAk9WBM|<pQr)t9vTWEAmtyukKh8EU-DfqBS<}Ma2{KRe28Py8Gd+*n6f6`08TQ
zu|7I@nY=Aj8S$%(B6hFZa@&{a+-0^jkG6#E^9bERR5CUeY%dI`R^w;)*)WPJ51!y^
zL|IJL(=zrnQNM9)v>59j_I6n!i-MZn&ol^vTxQ>;{4UWf5VUmHt{6lGEiB>^>0ln!
zBvo~E2TkZCm)5;Zn^f393-x09RNS}#BNbc?r>;9O2*<Cm75(xpV_{o3cX{&CQ|GcF
z1!I4+E$+7|^<0;2265Q5pVl@4t|O6lQZ$A95LpCe<HZ&fFJzvNj-xXY9R%;9Lac<c
zI5Y<-`F>V4!<A@uQH<(keg1*9y?{l6Z|}}?GDxtmR8Ln0&zV?O`J2&xPzR!H2u!o{
zwLx(=-8|QbW@vILuC3=Y+++Lgm;YN+<IQ9=7CZu?RhgH-D^vcgQicQ0lJjn?A}i}M
z9jg)>OADq5X6iBi0)z3E#pLcu^H6Cx%4e~8{fuQ_zrtrxVd4{z8Crr9Y%wLqjiO!2
zKdVWJ)aH+kg}yP(VrQg^H#$6Z%f2za_#gp!B~yF*eulaR>3HJu&15FnetiSWv`$zD
zjmj{-@b*0|EeRvc1olVK((D?LLQ;Lrk4sB|Sz0M^q?)l7`J-T^NF1SDw|LdT`gm(f
zf@oy*EVnHF5W*vfG&?SPjWpwHf}2J2a!u1Z=|0QfB?Vh+bz1>QDsP_&Dh0e(D3h4*
zE*@sn!K4S8))WpaLZ1fQKB6tIQ><%TcsaX0DOt&`7VRP3wAJKTNIJznwYKpNSOPKX
z!~~_|9Ke;#Y7D~$RC15Zxf9u1Te-YBP$H_SO|K=V4z3ND9Fx@eGy<Degp9&c+4i&a
z-N@(ZZ=v}5Zk>#x`e~L~7&++G)C$mwIM{^-R8D?sVy~BC?Qln)@77O^NnJR&*p4f?
zM1SK5MGXDIhoPqlmg`aRLcx`g7T4P;L4Iiku331qGauuQT$bo(xa69eQf(1>_M;WB
z5&FcB_E&+y=G)6=DaDJYEMf-(!v(xro<nz@dv>Q)YY^df4D~0Z6VLpgiSBwF^JUzn
zwh(vuu$RN0@=)K>l8mW~Z&LgUbVL~A$n}agC%?fOdn@ka2YPA-m-{PPh2K5Y3sWa5
za*-s>0$#zyF+FJu_cF^&e3qOf{KE@!FNBgSP7QBF1s_lbL7K-KLt<m{r{sJneJ`|o
z0BM+~G5#3Ye7Z1XJvuQaeQm5Q1BtsFR}9wZXGzrZW7H68WQiC@vg?+YxQ3hSc}HQ;
z7d2}YDO#)CQX0DqB))oYp0F)nE8L=aQ<<;8+EH*+a?W#IQS<!=T`k`fI3%9oOHnVT
zcxVm<cjhcxz(=j_C+A5>E%t$FojUL=gFZ(_$#?yUR;_ysZ2NcDA;UW7sWbLgci^K-
zu;(=qo3=$;-8xaH_r^syJ@4<ql)Gbtri-|!l7Y56j;?F6w&SFPw$6@y&%=$V^7DZT
zor{@-#kYC^4COeB_!*;~7(H3$r9w;`D#1ni8qBI*(?@M3yrynmMZ`UwI4R2us38M7
zUk^?6SG?YFuE+{$IbpnV`|<8~0be1@uzuMm-z4^9G7VllUNldRTfHrzkahnrh|sUF
zd3C{LOJ~2C9i}w>Z6aE_99w|r-P11y-e)Y4A?|Ku9Z%cy-d%Sc4~$$K9t%4Rc}8*!
zHw>evbGhvuLH2gToU4u4eAob7ATHkikT#p7h{2=73jO{PU)3HR^p<atZ8+}lO@}@Y
zYjJfB=qD_>F4&M_4hD$RI|5I<gYD8CGpKvsqP2)Kx1QgIeRb>b@+0<w(eb>!+3Zt5
zpUf026=foyH=m9rQYS|j(2qel_9I1%bR;9>?BMq9we}t`Vc#Spz`(tfUzYQXjVh<R
ziq_b<iZoj&bvs$hc}8j!AQp$}*^zTd`?<^1Gg&M(>N6Rk$J!67)D1APKZ0GjE(Ipp
zrxY>`9-CHf|6`L+Zru<e1e0!Kq~whPrg5~iDHbc~BXx`oGHP_hMhrAk-6OKE$%uoP
zoMeUph!<*PJ}?Y=m6Gw8AutFpWnVD1R)eVE&p8%v=bew&jwFxaaFsVgcoH_e`Zou~
z&h)*bjAU;~Y45zb>t3KXtpi*2bUVp=Cso8lrl(_<Sn9;JrNiK#|3J6WjvgA)X&)Om
zZjv29+L)%+F-ci$9#Yk{4l;ScZGh^;L~N`vEtqda(Ek>woD4?e4a5C(=vb-#@qG}*
zIC~hrAgA;+9w4a#Jj9NZRrz^>4wP?l$^7(S9pCl+>lv;6;}p2+Y3iEgb^aqxwU1<D
zEaG%t=T-a3QQ=p%o>{FTVPGcDto*0CZm6QumXn{s+Q~rll2HyYda}S^%|?~+TPi1^
zc`!O_uq|9i&k8We<Zz&9<2#1fO{pVkbUOD4X$NM&nCf`b$TUGLH<loi)vvMw0PpiT
zkEJKY66Kiq<<{s<bcj1bEz#Jf#>6b1M@6nmxWuG{q=Zf*sA8<0z01!DeGAmEG|4G?
zI^LVXa0QBq2IhbPu#!}f@`roRNeK}3?LdCdzD#sd1!Fw7LtE7oCIk4jVu`L`!y9p$
zezs8atUkwZb;by*=!zB?(KF<ziq<nwr4zivBmr!u|2vlKzZ75x0s!oge=?!}wFLWr
zGNJzzp#F>aYG&zZWKaHD)KU-n&6bgYjiJ%sn0(rC!{(g;w4i-A6ta3DiBe7(L>fSy
z6y{ZDBM-kmgSM`dUkd5vslyE}3FAn|v%ad<=~o%f!%YC@V$Z0!+2ia$;CXMsPhygi
zbW8(!&`Z8X5&F9(1NLV|8qIB~1iX740Q}jqS9}TwHDALTJx&yd&)zE(dxoX2KF8SJ
z+cAq$y*lQ;JBaDbF3z?}*rZ7C__;B)*IPUgrplGEvTCoMXXHbek(h*UG-=xRCSBHH
zlf!xWOIMwwY)PGv`wu_=yJze#7<UlQ=DSkM72TBy=Z&+a-=J&wqxBkA!4)C^d;M}H
z;p{Wfi@D#C@>|FSNzYV>h4W(oXXgF6gIQxvSPY9}iWr_}<p+{w$)fW$!L$!&KSSp$
z=0C_Gg>Ms`3?aLmIM755$x!mmh<Sd^*cuR+5i`H6Dm8V$TGez;5w~Q5O?CeL90#7y
zpBLF1;R^dY+_0lU)C9gwgJoH@(|1Ws0oS_@raj7b44yCcmAy9!l6S<@_F<F|vf|S9
z>ts*g_58OLM^1az4l6^zeC)o?B$HK6e1oOg>!EQ^?F65;O|uiVf9Dkcs4frXYJ#9l
z;(w6iLH}A+{GSET|4Zt$gpjhbq7Z|$nZA*|o}-zK^&1;&n@6naf1W14KmXtJrJ<$p
zq1E^S<ZJ*AD3_Mye<DjmRsPPEhPM49_-85pf2jP=RB4ubzUm)tE0nSNpP1YiRlk39
z;D1S#{%bsfdJaaSHr9^hum5X|{vWfX{}}ggENQksINxLa|KFd#bF2TAuKZ8`{o@e-
zS^56oajXApBmLjdszLXzqVSkj{nz^s{?(`c-9sp#|NbGAztO4zEFjR|g7KichbNwL
z`aZ;|xOiuDUitg?{pLp8SQ){f01OIY*m$gHRRFC169ZUB!7&)PPS$oLUROR!OgIkt
z=RqQfBuL@<@DqjdJ%{Z>C{>ZHC6VFZEC*P)O3Au%?R}Kfo-E9J@LkRL+}HTnPA%r#
zJiEU2Zc`)=$HEyw5SG&&9edh;(C9<vFLz}5e7?%`_cwm2TZgI4JF$R+)?}lwMDLbm
z8*QYgAKGtzg(ZR}xzj)Mz)uZR#h+MO{r02R){aLx^U$+2WI~(PSve)gBZj%5sFhMJ
z=W&<!B)ME4S**|18-*37Y4>cm-Xc?L)cwVBiA_tEH6a#L**jdESY~e6=6{PF@bL=k
zz4?hsV;}@}LL*wIdTgKklw<&ij~8Lz#O#PEcJzJ^b>6KQM`_Go@>8H_3xl}ezRrnC
z*v*yC9bwA*Lhq%Zi}(hlYRE`MZIfKQ9^tFdmmiFXQE0@}MOlIjh1EGwKS07rFh(V3
z3?r-K6-rxR`cxuE(02uW>8lLuLsFl<{nDF%B%JWNxxzIxFlTP1e?GnUy|tM9LXG-5
zLDIz}ZY5xm=+1CYGsgxPguv;bC~L$CC?A=_iTz}lNX;47XUJ-mboz;9qFp5ug?P<Q
zfH!ahg<vg?yboFmw~)eJc5zLNezQ8>!e;TASjv?%h%76%u-->H6!?3JEUN3ku!RZ%
zR^&PUsgHz@WKc9_*_Z+kibXA?D5804k~)j6HB?j&6PHrYGlhpSsI<ZRLgQ@RBGDu4
zH5|L`c4RLPb{^90(Ls%~o%01lZxra`WYqOdT26e2yn~Kf#z;E9@)xT_x285$?-ynp
zR>VqZKYnpAfphpJ7?57cxOf{<YbiXlyRf?nxh~j|<#oVQRbjK5cKnF(TP8Ry4BYGy
z@~U{><2s^e=mx>Z><HL+CxxT`feN$udn`9>tQC_?vd|mG?;E8@8ir4U+?L?i-PbMn
zPuEfR{RIu<-ZQK3E36Ptqv5pBBEDTCS>ks95(GM^YiR}2`1k)VJF7j%xClT2myzrA
zsrr?}B%>a$YF+>QS)kK>e3C;&`-W83YSZ}_?+HCbHL75{VCU);n`~Q?{aJomn_%EC
zzg+`IWE|h^tmIIQQp+%dpxSRz*X1}1uZ`f!=BFCpa5k-{H$Q`IMId|6FeboD#WJR#
zo;dzXLgXoxoHu+!YH;y<z0X~%*A?dOjp!Z9Rk>C>@6C>cPmAZpw}k%0yGEqV9nQ!t
zvhBuO-<Q=zNTWQTym2)0(W|FZy_0o^MSVd)D`X6=cIby}gf9&yz5*EDe~<pf#<^=E
zL@&Kg(?7-RkJbL%&@|BK?8KF_g~vW><p6IzZRm}9##p-G0eUT6in(kcfvN{@Fh=|@
zqOfBs>qIly3&~WvtpVO2kru~34Y@a4*lD~<-;t7|Vv>GWFgDz|ke#)VgvoCW&YSq;
zT)lY_*>A^nK#?hZlKCM83(spQ>T_RxqJ_MF)0i`Dz2UB0N$DHsZ#|j1GQ~{0iE`qG
z*F}4~j29Zu$c3rxXUJQ7ZO7C5-G^Ot`gj(9zf-3dSt|d51!<!2urfAbn~$Ff;VP0D
z6LA4*TPBwD&#(VHalYidsY6++Cod-eApR!kBn7hYJy%VlDf_aPwC3I9H2xuh!P%L3
zG%6gT<#R;l!P`Eu5OK!GsH)P!u_>#wN~lw6ZSLy&jCblxwh~{FE{*FNv!DQE9nRbw
zpYYpk&P5FFm{px_B_<y-O=}H_NTw$ir9eeyb%WiaAG4q@;2N7vb14@2%Kn?;<0V#R
z*Y6n8sV9Z-WRL}y^)(5tXJK8>(W%3)Dt1Ip+`j}1OV>1<V?9-ij~2ferI4r!gY6=#
zl5*aQe(%rB{$UgFp729ecpkmhHyZg^GI{I7wl2L@bwO~5W6EkD^*5tuu0tKVUnNvz
zBl{&|*HGV0NyZ>jV-PH&r~ia;yg0XdiV&Z{pC1xs7Y=eiwSm!QO7%@7X!1=w=04KW
z3YyaYLD{gzNE<dtP}LR9Lv7T%?n>aquGl>{_@T0z(IEh$&lIVkERFx7wp7&OKx13r
zh`c3My^rn4qRhf7;#7I;m0NAqk2X#{Cw*F7X2oFi{x_?ube85EO3@i;<|HA*(qpQi
z6^5PzIqnlIYxSHf$~Wi@VU%Z;B3<us7q}&OODp!J3V6#Z?(9zCj*Wh{#Eu%EX_r5_
z=6uSQ`kr^xT2?AA5WYvFYYp$!OMpsEXkIoLD|i0<*%n|N$NsLv>G@g%l~Mu;R#`hW
z2K+~m%8FpQgis+d@|yuRt4kJL(YgGv6*WXPeWF?u{*QL;Np0j!U*v?G*R$f~$nntf
z0>?IxkH5N2y4AV8Jcd2?J67l)XUnrhu|%<!oR6PO9wRbEugkB?CwT)Q;vnKqb_X#@
zylC{^Lf%B4LOw$tM&3tWv>2Mws%X$TZr<=3G(qgc$3Q~nrg(<g8K^2eN2>Y*K<tu?
zmm01uL-4hMQgnar^h;*~BD=Nr*&##qFk|Sbrb?L>tIcux&5Jf~8$0M*;-^Z>KXRE3
z9i$%QfIT7utJ~C@?KcLHU5qx@_AICGb`IWXeS~9i%7zCCN#%2>;;vw@Fsay}UN*qg
zgb?o^<-nuKr69?nW?gh#*-1F{b1wNVUqtf9eyHIMNfp~XblYy;@q{%vcN=j+-N5Ak
z)MfZpaQNrV<<9~lpY*EN*S~gDPug_PGVTJ4P<Qv3cFub7R+zmSTQ7vUGVNZIX6bOc
zZ6v7bi2A!q^TN8fY}qj-tSTR16iEn#djv(;DEtui&9RRrcDALkm`>jeGdOr}-O&G~
zG(GtCbT-p=T<54po+Y+Yx=%RYNYuH{dWOow;f84Jlc<?+4mkg7UIRF4!>N5N{?PUb
zB7NNot@ycg^nt*O;P2nw7016Y#YVI}k`GS;TJ`URd67Nu<vCJQ9HQiuy4xEf-24HP
zXJF_&&w&2h*}n%$p*h!PA<<7?rSXQTtU^*>_vL1i1v5cwR8@Q+z#sZ3ucjo~!dmPo
zx?DK+Gf?JAY)9lA@0g}JBYeAN!f?ibrnx6=B>U*yzSVZz%LQU~%2JP9ysGzQZZFC6
z-U^BH&=xwn5Jpq_n7Td<DB@SvRbTo5NYJ-Wg=HE#L}lP+XvQo4oB;SPtuU>b+PdVA
z+|Wrom!8N)vB^>HcHGbx6<$^|$K!CzGjOCwL(^&B6E&5x?W5(rW(hbq``+w?Nmz&6
zh%f;>x6OK)9CQ##Ym$P-_~aMAi+DnZWI7kda-gd;R@(vZm(QC7&s|bZ8ne27-XN#3
z$Dc$BES%5HA>X+-?^pcF%zWW^^O2AhmSF&hYgzFEun?%P@rsWCkV@2ls8!TEu7o?=
z%}$YyBaT6}rdEnp^+I?4si5)-jN(+&TDd?#<Yu`sFGtxtrw8wd8T-!~p%>8>B+8wN
z_!m!?#LS`v^!&$?CUCuc!eWwJiOfB3h!w_t$2U$$J+<3Rr_r~`WYheJ(=sjJWFe*c
zepNvEK8n{teddL`Qr^PH-`Ug+16o@JeY5*qu?cWE49a5%EK3C^$>0gQm=juSIAgEP
znn=x<$R|&%7xpO_%?dy|n3Dp?;|ZuQ-|s3>q5CV14!AeHb~)?z{SHT)dr1FAMl)kF
zT~z2T+w+4WKWq%RA85;QFN%oNP|_C5$(~;fG?tUK`dG}fQnhPvp6*T8dYqM$co<aX
zj7n;`-f)tt6XsRv^R=p;{n+Qd8z;NFE)PM671ZKA*#BDg!xQKIM_na)6^_1usu?S_
zx>>7GX$kqILDE{^YKX|pt1+}e-wngSEU90VNHPho9Uyv@enG!f(IWk)T6(6iU7>5b
z+Hxgdr4lT<M4z-`Gu)PZ;Zm!gqgPd!vzt{ypLI;)bP)*K(Yo@Fz!C1=D^MuJ8?})w
zsQOBAYNu4GrklYmQ<bQA7FzvFs;lruz%FloQ11g}z^3a0rG{l{TAb&*32WUckt+_e
zeLUrosf}urOte%1qi9C=V5ZKu{1N0-UD%U?vv{DVvbo)H5+}lk7#1N`RbITwQT;_8
zy`GI)sTOHA74fguCG*DQi&Qun=D~$Ts*2xpKfE27umxZ1>s6{5MEofJRjVK!`LcFM
zc><*>S-q=lMHRK=D|j-YPV^_t1x(&31kq1(L>vi$)&JUe?cHyZ(Wsw2ky{a0g-e85
z!6tkWo6FgohledEC47-4`q2ofxx?3L!i$<Zd>_Y0b^N_958TV<9D+CJg0!sD<1qSg
zKIhzE4LcOa*?;c-Rz)3AD`j0@GQni03&)+S@@Ch*LXoYilnt>1ZCSh65MQm!%8nk%
z93mBr9LL>e`N7uSq#y@r%;}4u(DHnyb!U~$Hg~xymDqD7@O2Klh!nDD`2iwok5qHY
z@n=Zenv038y21yKc%?PwBk2ztwrApD4P9gUE@dX@^<DF?(l(kwHrR}m21b^Q?_e10
zinnS$lQh37%#``Q@u}ZAF@EW!k$X>?SFsn5byr;>GPTT*E0D9ZoYBR)LwrYkR@@^-
zE0dt1n?`y?iob#8G-O+=Rg3=Fe#{2F1F^$|Mr*f*fu<!iK=q@>KaG5EUR&L*o$%>{
z4nrw^%3AF=jUMybzFO`1y}9il+tw1M2^#B(7pxtGm7P2<@RHxJZWYbR75f%UXRj$L
zUb#mJ28MHCuDq7n(RN*IZ?!-?VRt42vuwP@=2O?HxWgVheeP{neJjgu!8BrlV?NU1
zUC_lQXU24wp{ij#bF;`?8-FKLWJEB7fa~R8T~w<vl-ek75iz+rLK2;$CQsC;iE5Bb
zjs2o!*v2AOAua{BgLf0dM|nxF$Vy!Dx%zdwUnWl~bxt&sO>m5!2(uVDa*O5H73=E4
zh`D!T&n64%3xu4)R^<qT21j%wmu(?0sn)uG_J~2(WrN4r5QzsDKPEz^_nlWFOrcz(
zT-*-l;>|JH-O0uN+fqdF?>;U!jknfDO0rKdb4I#uUmu#}j+Qnkf<hRVv{9*BzwPMy
z(o}e6edf|Pd?(rwt?DWTQnqerRpUe%i^<OZnU@oqFZ-HES%b^G8}0e4yhem>#3R|l
zlva54yi7px=uxM5M{(+Na`nQOFD){@@fcOsjhJ0|%B76S($=mYKt8P5lFOrH`JuJt
zjijX+(BEk^v$ede^0_eQH;(S)7{CHalh%2wT>+2;&I^+Io_ktwz{;;^`pLtjEqdgY
zS2usFEV}r4!=8gv{v8udl*Yc?<yObLxA(lXZac61Lki5cX-lgCIk!{yFW43H9)7JB
zAt_82l&{~{yi#2<NZ7H1OHN-|2T`@ZCMZ;z&g0LINp$Zdzg1M@spUm~l7A35k6}*c
z7-dt5p?W4;Q?cLU<nOFUbU2o>%}3N(f-tZG?j+Me<Z{LQ{f;Euy`4Z-(4&dmeqQ<3
z?+JucTZ{48vtg3Rw@*-us$laDJ<w>gX}tI8HV!XOT<bXJLGL>V^SX&d%VXd#&vIY~
zqcGexg00$q+vUAq6o5Xs2~pv*zns~H|9IVT^$elT%{}59)xMHYHnzlS?fdYRhOfFw
zhVdkh3R^lqBD6{G*uS@xmAm}%Tswrj(wy2oTD9wu5is+;JUp1=zS)jM*YWxNogEW|
zsUN-0n@NXxBiY2Wq-q7?!o!w|ZH@^@uKF?N|F)o4EjciT#LSxXLP;+i3?^P8e__<)
z)_pEm{)v;BHI)Pj9ob|Jo$Lv1Z#m)@GxA8hGvOy$C+V)#zG~SatCR^bfxQMXr$`RC
z1%W9XVB#PA-kBRH4f^GDQyy<QUZ<a>o;i!2qg?BBPWo)m6^d+~`1yRkOQI5U+O}2h
zYz)HKnfsE&60=vd1t%tPQ4HSnvGLQqd|jWkM3B=F#MV<0u1`~ENisqp9PEY9_&ubl
z=3<57dl5>IYddm5W%iRZiZ|UzEOgt^l}w&UdXd$I25H6LjT7*{0Vj>CKNQ2#rs}gg
z^HLMlhNLPw^@<L4IS{aJ>hH2UlrP)~3@IC}X=(7alkO5+Z(|V?uzdIA7Nu8^I#ALJ
zb&s;mAnI}wOl!nhk&bJ8V_V(p2l<BZWzd!&{e3i}ntFk`O86`Jh|rh>CQ_LV!vzWs
zk&5qS#Y1TEA=T$-6mJFs-=&rtbJz&w9CDZw6N*I{bXTr2*4yP=Q0mn<#aqR%veouN
zkl%d8Z3wxh){Eun;+$bqPcM~rmR6yI><b!w4u3^u<VdL4{XzZPXBO{#fF@(m2v5KI
z#@paxTYP*P`5)8CMO8|6%GZJvuO<so)0Fp=O_{87lO<T^dqGtZA82Ky%mPX+8$N$)
z{89I#RYQZSLVl7%rPv~M_Pk86z=H|ik+kHHBqb#&Ikb<4QO66GuSR2^vruQsXS$@V
z7QyGx6VrJlYk|EmYJ0~+Dt!OxnwFQB4hEsc`KVK2LOD>Cf=;J|W~{pa2FEB#p=0c$
z-VR4I>><H>(Rd_f1y!3w^=9oImK}Sc3Q%EWq^h{zGE#QKA|s`pZCes%=98gyho_DD
zwyN5oG!albI0G3L!1DBG_a5tk;11a`%`AW<=k8#GYJMt3pZyH?0~{?~_PR!3R|K&j
zZV=8-f<=3JP?}asTKzJyAubaI2xt3EVr(L{4nr%k@7kyS-q+#Zn8)DC(eNE)zZQO!
zt)*U6@S;r;rV$9k{jGp+8bOp89`PF2?z3b^_vv|N*aoKMMf5uAK`Ga>;coTIyuH@V
z+1Xj0+rfZ0tAvX+g#9iyW&1qVDtRwt(@rnLr&%!U3!J0b-{U!oOBG}{e_1UgKgd)2
zl#TCv5P&a8lEslM5*i^+DF#`ycor&f-la|Z;!6zn3?d%+xc^XGKO9#9oaYyUPjR6s
zG$n^LPrRwCU7bE!a%Q4GNl^Xj&5a`44w7mplGdXJOMdoGW>iCK#b01FrjYC6Ltj(e
z|A_~gSM{#7p{d=mO3n3g!`Gp^U8rzm3mi|3wP+D+xh=}7`1NHIZHW~-!CasOSAwl3
zHuSP2iF1~y%dFZx`W+9W$uq-UECFTh?t(H`O4GvaCekO`$5Mf`M5OF}oPCf!BXa9x
zLSeH+-0BYk+ubX!XkEKim$K#+x=puPQ^hv<L@K`{+ihyCUF|icUbGOSigfvSuPWX&
zBknnEiG5fppCqgQ#aGuq(r+AW!^B?^Bb8_Ns<^J|dnD)T)zg5N=?Py`7GH;_^)#OZ
z!@W}K6~miZmJkWWo(|VBziNj=#31Tf{O!~EZLva6y^Rw&aarA!jd^_b_vUY%onK)G
zFrIwYUl30;yy{!UD!|8)W&A=V5<;9Bxp^AcnoL>ds^4PQx@)!rI8~KJ`Nf@aCzq?L
zxL5I6-{tP5C=o(>dU(16)j4g}t-d`ud6_C7(d(=pYb4TFWjte?JAgER#OZzX>-}>D
zFmH2i(g3`TrLn?<A{Qp{^vsz1(t7M>qGw=;_qt?;H-1#lPZ!dRwz<oL8=Gd%pVu#J
zQty5-?0ZUUr?Dxwoem~`ai?m<v}x~&i)$;1{OJSm`iy?AiFs}0{|0S6u2^v*A<|sd
zDKx$oN7+Ovj<d+zlsrjRvL8o|sQ*&EM3EoE-1NGnJJStse(BVzQ`|lDXu?&?sfxg0
zH~}NM==ajzt{lA=!bMGPOZE1cSBAGsY1t~zjm6ECa>jg{G{@~kdtAXR0~MVNcb(hu
zYMqg^h3hoKu(daEsqJKLpD%1}b)x4q%`^L^D|z07bf$G#KvD7Q6PjMkN;gtpQ@nSq
z=;)&57(e%ebS4&G=lIg8fo8c2QtSZ>1=w&o1YapgKdA-;%m?m@3(9f&IurxyQ5)I`
zT6z&7s<7wsI7$L9KgnR_3AV7nqnbV)nDAZjKgHI1BL=J?wh|3mzI<((2D#-NBt#eG
z)eAS_6C~k4P0tArba?aj?R&SQ<prIk3!*JDQPjb!sXjzw4?j=-G6B4o{v|BO5uJtp
z;rV7q0@r{=cgzR@lM&!*^2L+d4hPmz8q-z1)1ocnOL#uN$fdAC!e7D+ra}Y~YP!s@
zOu(Ax2GhEdt+x(F28`WW@HKql`d>C7A8*7xiA|Q1aziJU?3bcDdU_3?&j;%};@3pa
zNJ`(XaLY|_s`<RrIe~F{ogfkfEzI4cwhH(0?l}?M$>fu~xaCZ=%RYR^k7~YxWXGJz
z=1Jc)V9b*R{P8rzjt+4xaf$^84cP_&aNW+?gy%S=u&=lVyV)~3U>edSGjOb?_FiFL
zJ6i+juG^g8s%S<czx}X^@Qu8^t+MCzO`08|u8VUlPm__oTDfyP4of|#sXF4nYQmL5
zFiulbhBc`Ewmi1g4hWZJ><iH(b&6VQ)z5mBw{pk-GS$qF?6$|_1;Q}jwZo!S9m1Z&
zmc8kS%JNi|lB{6w=?v!GT+_fL0N{Q6It?KNxPPK!AXpfUmpyv2pG799__JOP{X6VU
z#Ld)C_>p6Xk`S+;;>%zJ+h)nK9WwN@g0c6ev`#1#v`@d=iil_O3FJhaW$_Vpzb0DU
z`0e~@$*Hh=EHu9=Ba?hpV5(?;34%$4*yGH>)>(-kSqJk&@*NDi3Y>SLLo_R%zouWq
zXv-%JJmSOpFXoiQ`&3`+F^N^NaX7JX=sFM4<7M4!zs%f5A@vPY<}wQP!Wdwv3C+X0
zlRib%YU)60*ca(-!jXQuaiT5Si+N1T{qBqQ^7-7k4^{rj*h^A$5ya@_5Ef1(?<iC3
zJCaLB#9D!?Ym&6)ve^2@K!A-%pC-{fIH1{#%BGoAe<3(_N+`G5uX$2>C}gcve5iTX
za7ehfUuF!O;`Pt98kx5feKwBvl5}*?S3k(SrTgU)jmrsHkoGQ%+x)fGV4$)Ap@SIH
zw1q~S<g6tb+EWX9UpU5J<jJH*#_H7kNYcrT>$G^fVao{tMR3!^(FMiSG4)BO$avod
z3|w=Ea8tzjBkm5gJK8@<=hCG^1iAAye_oV0waL`{m8+aXCQElkI%shE({P_OVJ1c9
zbhi%Zp;T1>XF(*p?=7wCJlng65nl81!~oW<G|t-0)L3IERvR;9fcgFI*jAct?J--G
z!IipkkW8ITiEdp6%`E%KY+XL<?5ke3hy@f!t2cC-YzzY*46E{T+7x#R*cl9|7+Zjn
zq=Qt@&!IcZ)+k~ugGH0jIn~>QjVG^q{Rf>l+L6ra;t(e#2H;+))5YYgj1@-L!m3wu
zekpB`QK^tLR6*=57Ouj1tC1wFvbAQysopx!%{bM^@<Kg-6n${*HqRjGYNv0k(omu$
zL7g&==EasfL($aMb4J1@nQil77AMXkZLRi+beh^1TV3Fv11l(1YB?5T5@2p6uQcHt
z!<aC}i9XmgC1nhQVn+o?_*_98O4=M(#DER$u_H@;K>W@cY1#lpYHzZyls@SvwTp=O
zOd5{jr1V~VZ}@EOp<$zVzGz>(Qe@JYB&}F4iLmjWTpu-Jk~s2!FxktbOct8oh8?a+
zNtv;S^<e|9Npt0g1HULoU9$=8Q$?aIXbgT58(Y34RNOV}mZs{;d73{h5ejy%;kRb6
z2h=M^XUn4~u94^9DVS1GIVk`-`tY_4g<HRc+s0l8e_1P`W=S=ngbn%nn>Cfrt>G<g
zMZg+{1F+$3?5qT)6v0P5W)@4hv`(?4R23Z3ZNrZ7UO8R;!Z@_=TbATJT#{8R#~({)
zC1|leB#8;yqWq*@Ws9{wX8DP4D4y(3$P$*@ZefNIn?G7ajEvAM{mBnr0grZx##e^(
zDS?!{_%{Sjb@D!<w0Kb*npi-<xtCkG55Zx3X)E{2_Yg#a-&<dqa1+P-K5vI8DiapO
zaey_HL*UXKQfW|vRYyb6=-jwt-gy@#OfRQv)3JU0vO&WZQMWA|5Lp;eOb5$N1;XW(
z<Ou7qmC=_+>KA@qmjpN<#iamAi*90ljK@Jr7m1d!MU1qb3kkaQxeB_~!9DP~@uxp+
zdxG1|7XEK26Mw#){f~-*>|g-spZtJ-EjRZM8V%@Afvvxo5dR~MX3#tUfG2v!EAnBy
zD^tQ)A5oZoJR<CN#EgtTZbzvQC~UGk%f5lCSeR+s+`tYwO3Fyt?8ZRtU%bhEUGvHN
zQ};Ocd^7FjsM9CHX9H;N5_lQzmf9bJHu^bVgV^das*3e5#OQ~@bY}MYq)B)T!z-@`
zUmQUT3eHbm_^BqQIPigDwbf$2gIOnn>|U37Sc&PoSuU{CP6Qdv2i3LVXOvLUQaTVz
z$OalunIDz4D5&5s7ps2{DjDic_Him2nf!g(^xF=C*&nv@Wk;M+!3|zw1jaEq*L?(A
znEa`vqGU7zkN!7gM_38DumrO<3^2@Cj4%vKOe2o)mW2Qh64wE&qTK2ME(bU$!w)-X
z5u4TRXotUV9~-_6$7J~+&J6Lq2=vq&1%ucdRwtxWwmq#=mJsXu8&rm~7)Qs4FY!gT
zL*R?7J|7HUhy%)b-vlDxO9OxcY+bM=^!-q>i_Ms$VOdd0vtw*(jd#zi?KM@KePG;~
z#w`DxnePqvA7*Cd0RGd;|DIX!UovA<WmRR=6d8n#%=J{96pif7jQ?^5C?!Nx&&tfw
zjhz0kbL4+c{`Z_1b~b1YK~@kOIgpJV0<9qkfc#Ii7zhi;pZ@O0X9Q)TFtM<L{|Np`
zi@CqdAJPAc7X!LyEc~rB9Oxg!vj2~~nEwKy|JS6LzxY1)<O)@CO#r#(A2Q5+Q9m{i
zh#Uj}LjV8kZ!m<7oD~Qm2eX05!9ZwHK?sl>1TF5z3S|F}AHZMdp%orkp)?{kDBlJM
zU}1+|0Q~1-_kw?%`13ckA(#z74go=#PGG1Gv=J*il!<fS_`%QLSuXz@<o_MZ<-dUZ
z|BB-Br}p0?iVGC02k!A7%jloZA*W|z<nYJgq|6K*pg;rv&|;udy>ChmMe_a^5DLou
z@4tEwvT=es?;obif6}q;_5MM}60$eabF{H1r#H|uv$r7!GDDcb<n*SFj<%eyU;mMr
z*z4Jvni)7S+t{1D{A-oT+1nU889<qh|La!&%G~(}bMBuL6Vh|kv$Qe!GqpdHB>zJL
z`j>K>uJ%U8C{S+z15g0}d62V#!O%L4#^irwEG!%V2$X$ye~?@MB?ACBSfDHafeZiu
zLSxiJJ!o)vAcL?%{p#;BAmG0I=tCI?<Y6B`Xq<u0;r{r~u>gS(XvND1G8UHm(wl$R
zW4T`(4`u9-2QnZB3ji9%{-y_nfI!gr_BR;|fSr}&0WK^+=#ZiD=>GV}_*hujA&=$;
z;9!GRU;UdNv{L{F)W!a_Efi-C@WXjP_1GTa3}JoT2ZRmyV0_R%IQ~srw)^s$fA1H<
zai3QFO$N0Q;Ne(+09KBN^8f<aSRdOL1bk#S02}a;-JlRW!~h62`lGf$(4)CQ^*A1l
z8OX}<Xe_|T*h78jvA?jgKpwSaVF5nG3dqXN@z5SX77#QDKfn*f!v3f&3;Sb#2C;)5
zVaf^sKeQ!~74Z0atSs!0Fl7bb*G2uiEm^_;rVsY}i1&9r5R}jNSoUa513@g0#|HvG
zwmArVU(xzOAMB6E2ZB7t9=aVp!UYUqd4vlD^vK8AAkd}xuwMw<qqqiya6len#Rh>o
z$Ah+P5b*tW@V9xevqJ8x*Zxfg)nk1)W~kmnT!3sWkLCtsV`aTBkNmIKgL*FTp`Su!
zpoepV%GjVu!Nax?_J_7)2eW`5&W#-e4fua=3t)$Gu^+XC#>59c4rGH~?~xw(F@Ee|
z)_Y3o-{-~xde{dP7xsti7m5pj?SU<!dK?eq!M)x?KfT8k%HDp^FDv+A%!cZ5JX~8)
z85{7y-0t-r`u)9)9>xf$jP<cSz>n7Xz1<$#2*}3v2vevY1pFYDK=s%k?kV^7xGy;W
zcbwS)5BEW+9vGSnKF|Y$Ssq~pW{2i~5A>iU?MHqJ%}pQp)%`pkkL7+MkFE!P?9XiM
z5BE3d^&k(|FEl%NwD#|1kA01U<32IGKmM^#L-ii5RUjJ&2Q;yMpa%^Rk1&7$IUdS5
z0ATP#?4h!U`x}r0npr-?nFGiIP455RF9#6xXf1F+!`eeV2rKKuJPf)3AFnqE>*L%9
z0==_*5Z9o&5Acz1Ktt?9Ut<BVK@+FHkNIBq&~8u}8^;6ep)&S|>k^t@-CO5x7(iuE
zr+gp-va>&olPpl#!<_IQsfYX9z3gGm1(ksx>p_4I_e<!+*x4SA1uA=VJ?O6g2rH<J
z{lWTx=853@JJ<W;A3h1qy&w4oR0d53{;B6^uV-dyWdG+O5JfY0qd&>~{avGijg2EY
r@V@K+c!7k3wK4Qg<UaTQ>wek6QP1A-&mF-1HNg-R8X6H<QI!7!zdk7{

literal 237741
zcmeFZbzB_VmIg|Ky9akjaA~Bm;2PY5li=<y!GgOx3GR~M65N6lAh>G?4#DjeB)Rw8
zxo76h%)M`Z?~l`Tbyw|LU3;&!b}jkVE~w;1#28o@*%7F!cgwC2SV@^lt@X?hczH>g
zqz$c%9ZX2sfF?x*Qc_YTF;fc%Lp$KxLf64i#8BVbzz~6t55eBS&QRA9!6j{1TRoDp
zHrjLeRkT+I%>pdxK*wW5NEoCNi$_<a-!dB;W+8QF)TUvs&%nOMYwF2g=Tk!Q;~HY(
z@hIQE(lVgDxH=d+zk2=S+b4b9@r7__S(}YIg1Za0+x_!M!LalF_g*Akb(^b;ccRuc
z13WAX@C?b5E_e21#&7jTi$vrRy8Y)eYi-YtPr8>oWGh}D4absjjghPEi4TQ+jnF(_
z2}jWyDteV`^TEk7snV+2sf6=Q-q%vTQ8ie8VWrjbZtjiU1$m3PrW_-0yi2UEbxd)!
z$Ec8Wr4wP0@0WXCBV+jRrP^U?QR{BY1h=N6iLpSgHzIwywJ^&?9w_``H^_V1?bZ!>
zD#mT(I`#c-Ln*<w5anozJ34)D@SUUd;A_1&eW5xxxpnWT((rI3RNb3|ZQ(8T5g0!u
z<|vywDn7)~p-)Al1LDN)2b28q#H7e{)dY8t{I_^~Eyyj`2xkX}wrC#L{pUP3gd~j}
z{5psQw?`ngwlo6h+hsG4M{6bp6XP**tBc+5%^X`l++DhU7!lZf&GxZQrxkL<YAf?j
zXX!N$&+Rqn`oN=SpL6`?`1qhdGR^)G2|Nij$<4Ct>tvtE!9^kuUJs$>mlylb7tWR^
z-{0|GpAEx~KRXDe`!W@TLADSc?u{hx6ayNC%ggLO4inKpz}H>FmgU1jY1@ox;cwpz
zj^n537^_B$b8m+-LY8n?8bDxu(E&AX|4bm(dv5`4d|Qr4;QUGS@yj*ZT#C{|Zx{H-
zn~;bfn<=aDVFc66WisP5m8j=CQzvVUx>Hj%^absc$0<tNsh1;PVUsH!a(rkDg4^Ok
zs~}#BrlU|6t4aDEgo<+a85O(dsBR5%Q~E&VNbm;n#1lc;8<Wa_G=@oV9u_y2fRbNg
zq<g53j$8RN^`L0c*sJ&--<12Dxu~d=ag<l%jJ+4m^y2({<Q0{~d@N(h=US<AsB+{-
zb#&uo574`UGL}E)BLzdb)4NpmAdDC;3`a>U`KyeR_eWLrA#3?Qi$m=`r_%!U(jH$S
zQLT;WUojqti%Xx_>W;r)HP7_)PEqlM0*{zri3z+z<H7G_#w&q6@oyPNM3zlrCr=T>
zg&@d*edSszwIm9+XhAX~IODIe7wHV`VG-HD><rzyt@8zQWGDkQzF{U-VCm`y8JIhK
z@cG3p#Cyd0?n95EMUp_?pm$h&?29jWNj8Nbl2zj2)e)@LeU~5a;wSmhX;IG$U0_G%
zcMsYStmm=eq4y4&#V!hYBf~;JipY<{_42;fTUzp9P{Ukg*nkS!Pft)y&gPew<BF*2
zUDWL~tU<#_KJz0dvQDIxYQU2XuJXNwdIW|Ff;)jb!^>ZkA)!6bVn08OaozGs#}E9H
zu)W%c1}|BL%{;+%P#WfhHdx9<((sXKCM1hPPkywD(ksY9YLRKJksyRbHYa@3HhOJ2
z%Zdt*$x{m>SHM2qsueEwia~yuQUMP&<=I<?S0;sR)yH%Lh4R7!-%$DQoIW@vxE{14
zNSi@g+Y?p$edZRR=#Yi<>dmGcbX_l_#C@uoT8#bK!Ue1hiIi*?kTKH+wi@cdrxAo&
z8fWj8&<uO@C67^EY)i6}Iy=DR<2l!Rj3Q&&qQF|8+_#SobRfzX5R!&i<RPtLq~Q!m
zp<0t0&K~8#I*O0)@`$r?*3)Od8E$1G+>LH{ltes7^`UWOgD#8=Q)m<&^~YA+d#gHw
znSfe+)gAB@d-19FS%@wBT+deLs1{XL?19dznT=Rdio%Z<oKw4Ft7cFsL~Tu<+Hu30
z^nS?aWe2TDvZz;;isPMLop;>L-CZrp-Cg&%TucH-^@pz#y~Z!>9bU9edB+RL(NW^{
zdW|XfK*VJW+6BNzR$6$=!HMr<85a!>ltYL-ma4*NrMfQEhQ8jYh8DvOI%f~$rz@fn
zRZ^cef+l#z`aae-yrtMfj<cxyg*B2$E?NLwEK*<U4;Vs~19t4BxN2Pn;&c7I_BVUJ
zmJ9hv(@q7~j}#Ktn^%Q(F5v{TgY1h@F6*q~B7@krGQF8G+`dghGOi@7)4aSm5QGbU
z#W;vZ50<6>W)FFRM#GDtq$%!&7sr8xX3aXu7$8nAG+Zf=e$X^?GCIfYN(`&psz54-
z(NjacFe9>Plt3;aWzohGM`;f^MHzKaDNM^-N$sb@ioM#Sib?||)$Se3^s;Asfe!<I
z;4=?~s>)-d(+sK()gS^4*dU)FvD~^rdhsay4vGF4w|&HB-puu~)nGeaAqP_BXcLa6
z!mG$l*hE&EwRe&{JT+<Rn=D9L1hb$=mz@3<L`7HikaUk6@hRXf@X8Wkpq-G?X>B}z
zY=m6+^q@!=mY4HqshYhlteQ1wQXo@c{5p%41cm*o_*p1Xs!SUDBOIhr*c6+aOvw2x
z5f|ou6pOPrI$o|nkW|0OJbAJQvETUuhlmg^%!BR%it0&wh`dw?qF>JACC3bCt@^`J
zt4C12Z}EZ+THwXV&?QAI5Bw#HYO%DsM{5+1;9s-`9_1yxM$?7+l8F`P#&nV}S|b-5
zBSMMJFt2&A2J+Ne9!s%aFSPbQp*CElz$cW`SAW;m<!QY6y%j>H@bkBug<O7uvri&>
z+_NvD?ncbh@>=UUpYly5`Hs8@h@{JLGC;+}S*x0<ijXL-4kP%IBu@a-<mVQk;T`Mr
zQe-C%V_e4{E@6q8Vgym)(?)A$=C~#TqrRyojpWqwh_9len?_Jg*`^zlKAoiH)%Xj$
zW5h3`P0(^^JmGW)Q4^fz3i~gp3LP~rG-BY2T}rDY{qzObmFQ?ZvZyk`Xccy{5c8_b
zu(ZVbxacpiq)NV4Q?l?VXF)PZc$iW7%T-f?ThQ(qHAt5W#G10bpccLZ4ZYWh1x7w>
zNauZ5Z+ns3FP0e2B*B5iIBil%M_?~?2ohBG?HP6Q&~h!iKW8n)(eUc)`f6h$YD9mF
z?xYj_4J|@sJsUlh(RrN^ZEv8$`C{GmXjg7%zbY-`{MYXlhtGS(2(m4wzmd5mhBFe(
z4}M=6?ON}%i{~hMgakzuBy3&bbnSHQ>2y8Xkew1vS3|tmOBOmX@4WT;7NJ!u&en3T
z0kqdF8hAYUXp=)s8|=*Nwe>phQ>)!vpU6_eW8S^D3JT%VGC^#?1so|f?{(g`I_nR&
zR6iPq?dKYDpnZy@>cJYEzG0n!6V%V+$Wl5QySP&Jgz{nph4R^PXYn*MFT$c7GHtU9
zYGSt(Tme<(CnM^i<C@2VvmyImpgNR25tmHz5>_~xM|5;t0)hxxyZ8Kz`-+HOQs5$m
z*}3`WYtyubD-W%jQ=yoxKXzV`7)Yp`yxo8NW}pA~LztkOHOq!myQ;Ql5kUZwsfC{1
z^X6C1Tmx2gD|tLm&gK-hLklW3b-I^un?I$N^M|*V)d{1_eZxk0ex2q244NcS#K|c~
z0jWWJo7L7j`Q`iY{f`O06NF^_Um<AIC3gjHkA`7p{P2R-M?sLFmlDeaLnEVFO3e*n
z)eQA(n9b}MWHE>@YC-jGcyx_%+cPP06w8n`HBtTA$&N(v;@h8EomYB^gmO=lK3};I
z_4?d+f0qy4lxh#N6J8c;f`QJI&JCC+8|+Q&$OTbjcV@P}L3;71LaE?InU0aunt6MK
zow$_^S)v>3)+GW{#7>w4;exBktL|ymMw>EJA}2=f2A+mRg!uzMI9;51C2eg-XQD&@
zz1upM9N|XcD=9yxGb!#*Elw`Nh>xMJc~ab$6RODGXS-@94$s9wV!9FS5bb#JPBo^E
zX5Od>rXqcQQswS3{pDsitI?f?XlD^_3cIRUP&Byi&1Q6GPDFb|JNP&r@r_G`72L8-
z{v|8j6j3x$v~?+t{T0U#J@5ok+<SfP^5Wiz&rFcfEZdO8@JL`&RpNIJVCzRP*ASOJ
z6djK}s^`l0B&pwjmNid|A4oH<Kwdv&5ETyE<cu4#Ac?g3c7Qm*ih(Aevppc&_hp%a
znbJyeeHC7F%C7AVZ?}Fz2df;3Zyr%U2}WJz(;-7{l+|LEr0PdtBfmqtqUy(DB&ei5
zFFDJ_=K3b}hF-qzG$J0Rz@Y6O&?u%O3?snj+awaRXH=NcZ?ww#h9E%8`Mnq7Sxi-2
zgt#=e_nJYKCOUb1*PBV@D4v^Ci`Nnyh+Pc240}x$K2aMM4R2?@J2^GV%{9lS*P`qD
zv%Q+`MKK>jXd2g|;V<W~czNh>*U)qoX`zktUc95OVt-+%#xZB+XsVE5`#_6W`SR-?
z{_={^r@<q9v?&)SK}Hr*9#dkP<jPEJtWYJXkX}>hUZa;Ou22CQmh2tXreBfFQN61y
zoe;|P8!Vr4SNU4Fn+aAwFQsH}9vw*6w4t<8t6dr`+K3q=+7{xN$vB02N(#!nLDrm*
z=`Cs5=V{ucs?dDBVZ_+>D2iT$M`PoXtqgjZ*r%G(suc9Bn!=zJ8#C`~9^_|}YQFTe
zC@GDO0~eO$53vaJNXh+E!Bosapr?$r7z92#!H-c&dY4%6aMhw(F=rE`KrViTRMq*(
zCfjahXQNiVmRBM#6p!h?%mL<9Z^(8XftQk*y>S5xk+17<bh;+BgmSDnPOW_obg*P~
z4yZ8RTNT=<W;E;uGsm=kX*7T?F=shMeZQX4c1Af%n2uVyh$>#P3M%zgaNfe;#mBxZ
z;d0!xs4(7dOsm(0>|Ez{M{|eZCk@IDh36iMKEpPKPPuwkL_tjjt!gu&fVp)n{HAzV
zDj|B7)nMS!6QgU>H?cDtnv3(*`(xDG+!7=bRS6=m@_NJ<IC147@(uc5b5|Op5V&<T
z6~DYaV8qs@ZBY6Oor~C~cOkhp=TDeO;N$??fHH?NH;jiIXNGj#)~xq7J7P6rl}X^y
zW=$F0(w>9^q1Q5Jnf{j(+nz(5@YRWZHTviFFPNND-lihi9W#vbIm(A=Qrvl$$i)y0
zf@@yCpFaYvcv>`Ld*G*khE7}FbJ-p2(m1e{T)&jkEfs<gI;axDJx^N+gRT|~kmN-L
zYon0r(v+55mmz!0<!mbX!0h$CKw<Q8t#0t((lU#1WHiOwsLya<94k&N<darlYMSKA
zZEV^OW+;Q-F63v0A?2h)l#aVd(0_-h5#!2OAi0_Xy{DPrx-5CobmWHxS4PXVgJG)J
z4D}9;v7U`O!L{7%5$G$}Z4Gps6NmLK%G|=1Eb)p}zm-;Q=u@IQ(Y~w2gCRO7LrwRL
z&B|`dzA62(*V<TNg|o|Qcq{ZJM$9X7o}ZEAyUD)E9sbC|o8*WyYm|NbGaVhdm{gkM
zMB9!0l2&)|`QfxwOeRL>bLVp}v2*9myzCn~ad)B=%c`^1>g<~<L3d|M?&}uy^V;yY
zQPqd%_^xKc)e(IWePHK0DJq15D^+Wvak3e*OPvr_u${22)AoYkB{XNPcBE5~XCd04
zX2m*E>L=(a0*l@}A~u}MGS$<9_T54#PYd4L54%d$v&yKQZ;s<9g}SC0m~5?CP4LmN
z+YA|LK9U*zIA?}`g5ywgV}m;2G)AkN;hUtqHHx0s)n6X|!h}Ra5JsP&z{G+|GKY4M
zJg$01%LY%XzbMKrgLsA_H#S+XnGm0x4hKZK?P%simgvr|-{~D>@rgRB#2K3fns%X4
z11-1@;nHKev+7z0PZ&YI1fibZ!4Fnln&!P05wV++fu*unFlEzFmPROoxyhrN#?gWK
z6jr@-F4(mbKeX}W2*42p@$>UcL1!Sgl2AjOqwS5=JbPqcdIu7eYi}P#xsNNP1QUJB
zRS+6j$8(o>qJ7i9X4h|c;Te|=A#6BXc3eQ`+)wys<-%{oiiy6~iU{8`ED;4!;~F76
zCLfQy$!5e_OqNe_Fp+{!<r)(s>Z{!n*cG@DPCr-tvON*OW5Hv=|JHNRa(<+Ip6OfN
zO}mX|cZT_F#7sGCbqsW@?AP`+BKYWc4bNSBI@DarI&_X?c?I@;((=!-<c6ds_r@=R
zNzFh7xbHRI!l%`pp%BMBamcX58LNTqjz^=dZqk7mDmksAh*D|&u~bD*umu<6;%9sd
z@5r`nVjGc^wHY*x7TMA%OfQI~JxBR%D89+}0Es2ACz%{y6pN+*WA*XdvzGxqtRMVc
z4Ct=u7PVhL5wac#S4xxg4mvzWNl5pFB33q;P4-t?Tgh!LDGv0g$Q%?tb@4zYi!(xH
zK$C`JHA7E&WN2$&gKH<h)aLdQVeU|JVm@*l%EoucE$7Ht#@pC<^5R-d2jzSm@|p>4
zeCGOw?_KOvAIWF<Ob`i-I-MYSiqQKik?L#_3UsNUk(YcZg|5Dv?NYo-c1>c*6>GE~
zd$gum(a@`>x2#2KBDNe#{nr|)&kXh2k=LM<?d%8o5$!k1(B32+i$s%HS`A_nq1*kS
zT@I}ynW65yeZq&P7pu^|eT5CfA3f2@I8ZOwc*tw$78iEpPDsV>?h=3<t%;T^HR#4{
z8f|_P@%_k0tC8bV^eb+mRX^Tt<o+Ckj6gBymHMaQ0}wnVoD6Y~*{WdUt3AVL4+Quy
zrf@u6Ks%eV(#Raiy>sbk;b*0NR8Th1ep9=!d08Pr18<*Xrd_0J!of_^U1>zDPPg=N
zqP{#p=*L!oDbrPR^XxwGJz(*-QrPpC;5nK1aQF!IUcK==;C9wlLt?Om&3e!b{$27&
z_q2IQ^Rv%RP+x`%SRyL9-NH8p)k>eU5)YKQD81Zn#j10&9x$UIJKZG4L3L6OM-b-a
zP?i$h>9t+#^f}%Y$85!ZqB#o!scaC4?7<Vu^}i*#yUcg{z>Ze!;<oRV(eD*7Y~8`s
z(jM;N0rl(+099R4>&fjO$Z=m^9{KiOA;4((URh!9$>NWaP310)o!1`bH$8!n0=oux
zKHpO_&A1YSLyIVmxOlU=;)<;`1&6J<|0?&bf2+&Ui;hQ+UtpZIih!GFxY=*Ql^T!7
zmspim`waT`YU}KtsOm5yT6yvs626Lp2vmVEb{eAT@fI`7AbOkR_O%<Mq*f8*747ud
zYAOwKSMsalwb1<-!W-|s`8T#4a?^ox`m3w5)%c$fEV~AAO>RWjsRZ+9+2KA1KD{{C
zkRX!ew=dj-CnWBDWA$11R@y_Ir-=*0Jqd5f*v|ULWK75~idMJGsrKsfcQ%CjXP%aP
zQhZ>Cg5d-Ns4eKnd}C2DoUy~fVozy4JfC8gBs}R(_88MQmvaz#qwkGXCD{C&zCv7+
z!aE<&cBM)zC?27cnX00T2Fb!~m_(8beRG_Ag>ICYtfIJTg{v|hhAj<^h%rZVJRs^(
z*=-G_A(SA9yr5er)@Mn1OBspnRL0FjYQMs%2&K7iayWbhBQu9$%`K?nm9oKv$<Z>T
z$v9kQWqYY1uYopP<ndE$(zzEaKjM)$Qf!o>DBIrQ7hk4YTO`CICio3us(&W!1s7pJ
zKM^G@L_+o39J4L+45F>55-I&eXvA?%>P?Yx(rRf>aUjvsonm(ol+H?Km5clmF0EK4
zFvKopXjp-j1wCx_mfpn<!Q!0Y1g@Qx8UE4RXwk&Hi38mtM|rMJxJ5+;?geD%h+x}l
z0#l9~r*gs%sPeM}iQnQ#96v`6Pi2jm=I+L)s8oR1DXHtQ0-)i<d6B-4F7x{er&Vpt
zG@~P_{y1h<7%3ka?%+z(9Q3P<7w%(ubJf}Kq1Aeo%uU0_!uP1xB5K|7v5j7pk{qft
zB`%WR3;tH~ljYOh@1jBOyHW*q&fn~>r!CI(znldUc!nZbu)}K_aEL&>LzgdRlkV3P
z5r9n_tgVZ&HN+QOz$|&^O<pCR<v++!y(D_9TA)Ro^bx;mvtmn+I93IHNKmwm?AcI1
z?;f>~tPx*!_s}-FVM3hrt3%8X0=II}RcIHM@&g@Gkl|2W#z3|1kAgQrkwSC9YgV#N
z+|3(hsQ&t~g;Xzoyk*%;t0(X?Xw2r%^R^|Y>eUQ0cJ)@XbP1ho65i!HR-8V8Cl#Fp
z?}$h^rGxq$xm@^y%gDtF^<_L$Mc@pu;&5MfI|?~i(k?$ql;`PaW$cOfu(F!`EP}2s
zubT#2Pdm6Ggw_jhErXa+v;|*J&nBC5;YS!JvL9OZgV*SB<TRbV%x7~_Ojx#3E}{gd
z{p@<$fydeOua@(mdnr{Jr>M$na-Z{HI96@8v199nL}f}7V(uHQpnnZSsf6r&vO~}o
zF)n>LYiyLWEbX%0i6ES}U5*E5>mOpq{K?aVvw+U+b5%t`z!-xOX<BqALL7YQwPxCf
ztnEq%1srr-^gPLM2meU=;*j17(r3lKrlp6}{cX7sWwyE(bT`io$reW1{IP9s9upSq
za_mB(<L4+Ad)IS#Y*COXXu-T2!O$94=@NYzRXjw~AU5EEmP#g?Xi8E*fl*OGJCelB
zVB1Gl8vh<1>l0!;BFopFxpx>oC=pQDh9@yhh*a!{#JuQC!ufJ3!%x3mlBHwMfr1Xf
zQhjGel`&qz8b5IL7xHc_Iu7wlVKbo0lu@LxaWt%6y0yM87&yR&k&7ozxAq8mv2PRm
zrlBMwD$UlNhnf=V+X6nx8oGR(DJ{-TO!w_bw*tmjp}?S?>G{FxI)?N(86)UE=2gOE
zdDVz>_gSgwt*a~U_S7^jM4U>BlII;cM!gnlQ}d8k9}uMB{b_v6xfi|QROjcC6Z?DT
zynd9??gue3jE|orNvFh2pK-RV6ljn}oQY5kB(8m5X{~aEwi9OSaU4x?V91eEK^>1x
zVR{@a6y`!ozB#TuFjP%$YG^slN)_;eHZAS>B!UCl2EE;oP@Q%e0kc4%dXVsmu?~Kv
z0pV6iqM1IgNMG6qM?EH4+#$3@5&BOKym{^=A7h%@jy~Cd0?Lvq3Yv&twMHztMwe1D
zjcg*Ey<Ck>a6(`uJA<_{w~1;g3VYi-Dl5;UzCvtdK8H!hQ$|L0G!6EA`*ii_ltyOl
zUHk-|vp+1BDzveAajbGD)z{~q6&m(KjsoRGsLux91i18+pBwEbVUrU*-BEkY13kB*
zGo<URsRI|ID(mj5;$Qc)?F%J8J3JEs3x{Jgu8gX)e~Qdzy7Z7j5{-ojQSc-~9X0$*
zEwimo+1gl0TbnMbZAV=^k1Wig=R+_&M&a|OBtKsGfTIJNb=aDQ*vtBsLeb4L2koDD
zfwVF3_A8<hL>wLuA2WMI<Adn!g*A4Xl1Y3sRZzM`lNU21+H6^*29zGTl@6LGLecFD
zs0$iUm1>+gsMtbasbI6_pX`Y6B#~yCiH8}q1qc&;c_~Di#1q5BT#WgHLWD8&-8WM^
z9&6XGsZ>xC*|`Iw-w<7(g*>sW0Xg^6+~TH=o61+{F%Y*&2nZ{8H?|?cj3X4uhYS)4
zsxqiFTu(J6IUols)TR50!LWoKANw8|uRiUmjVSk%SoA}?Mo`X&^f0|Od$IiNZIGMG
z_Abm!zizXMMpnH&brflF2tsin?zdA9<=_jSA;BPbBIwwY*!*cNZkb`~j{@+nvcsix
zOi7!kVG#Sn@-#N*0+p~W3-!5ug%K%f<vvP{nx2)ytaa^jIX5msZ$p$ia<{i*ZF?LO
z?T}zTt5xq@Va=k7xPH+BdkTF-MjR9yNHkHydG<-0Y$ep&p9DXR!Ld;x<~(gIiSi9J
zB2`;d$)Sv%5{Rjk*v^E{RrQ<JJ72aGynIc5=*m+yepSbmwlfKTKLHD`IsL}<5ZT5x
z6<<)>`?<JPOyjNe$kBAwJu$|&1}MsGe#uuIPv03U?U{0&5*fd*nLS=TRc^E+H!>{m
zu@c8h#y%fqoVvkuLm~jdA29?k1nJ=@M1B!@k9jHOOBOQo^kn3!?&N0o5^<&cH5E=M
z<K5x+(6YF9pLr5pwq`S0MpGm+lUQGz(~*8gu%Me2)OOK?*;soQ<E{B@Lh<SG)zGq)
z(|XS!jh6qu{%dl6#=HOmJG=~?r{TzZJIX})Tz#ysGNfbWjHdH^#pYkp=9u@EIea(R
zFer|H(giWX5hq)b|Nh%`sF|s>Lk#n!y;I7HL%X%+Cu7Sk_lfA^jJ7Y&4&BBzgym79
z5!GmnqzjlddzPW|p`8tJbD?w3LJYIG=h`5obH<C4>0*Z7#Tv%;R!ma5=f+D_XmQXV
z$WK5#t=w~%2s@8XE11h1AW{Q?LbtTIQ)^^gOs11Qm7Yq+u;llVtv`)<*%K7-$(UCr
z)_O_nmFk*7cd)Mwhvpm0m(eLXaaYg1YJEN-3B<w_h@*XxNdwaaDxpO(-Qqs=xOJ@|
zi#XO1`qoK?ue9XRktlC`2T}&p@b2IEA=4d4!?5BkZ7)bk6(ZewXCAx;A?ys=^^r$N
zAiUg6h^|#VFi*S8oDvz~mg&;|evai_PZg09Oe?z-vrPd{)T`@hkxFnr5kQSAr}FIS
zm2^NuRkK29kQ@ZP-FaqRb$!g*a^9uGwVSbP)bu37S#b;lc96!Y2%13=C&xvz0#c4K
z_i&%+%NTbFJDIeGQaBm@VV!T1^h6ljV^)tpbuZDh1k~azy&*uj%<EDr1CVVQTyIe8
zqr(i|kA)DiJu%X_c=`5pQTC`NVQpUVbGqDYJ?=`L8lx!H;1h22_WC{%QrGSH!t<NL
zkmZBBJP65k1Vbx>Uo~@J@4ni8Ut+)i28!%pE-?6>;QkQww_^N5`CZh-L0riJD7};N
z^4>Q9FD6}P;DD4#Sdf&3lu2I~_yh{_z=@xqO!B%8K*iqbfyM?*3cfGplQP+Gl5+mq
z<09qywa3Cj3cP=wX91A{?_c|@q%8NV0`7mu!a)kW@ArRQU(DLd;SZxRVqj)qCS|{;
z_&q=)1{R>{;YWXO0s&1d%>PKndf)c9wFdXR88NWkxBZ99vER2nF!GB}U?{)j#d6Qp
z@6`*+t~Q3GfB=jQ@9BUYJ40Zs4;(%;$QT-!>IzxAkZJ-y0tU^+&d5s2$;QISMXLQk
zAPn#Z{KTI0f%}IhaXV{An?LaTvyX??`}6nxD3LNL+v!@_+uZl3@A|u07-$zUbTZX9
zR1_DwZ~P@dMMHaQM>~B(d(sDa-!G^5t^E5@{buIZQVh`FhyQ15G4A{SIV3eXJu^dn
zhlfEcIqEq)$U@Tcw=h&q4S<Cm?3@qhB@9iCO&oq730qrO+bP-T>I1_2Ibd-+-3K<9
zgiIam<qhqGtu1Y=t?q@%`H!nV5(g1{1+e^?rU*pj`(0tE+(3uW<Qh<=?u6PCtRhil
zUubbw#s`|hjedl3V16}ft|r-}ZclpzVe+W1qw6JxB9Vk$BX0frF?P2RVngMpiF&H{
zCyYgqH|+49aZ^dbN1vfBVRFB7F6G62<#F~DE6isTbr0TmW>~8GPL29nNL_faXB1CH
zMYCIx%uyuw#Yf|?3qD(ha&ILxDBU2~CJAh}R_c(IBtNIT3`)r(t?gsw%+C5-9-Wgs
z{!PcHS<QwY)##t}tDg6$8+jU~?n510>NN)rfRirvlr-)A-QE<J7Ea_D*H~MF9b+S$
zQ!itQyqbB!HX6Yo=i|e%($&Nb__P)|w12+6AJlfQN<cv%4vya%X1Txh{-cI}PJ??*
z{@-c%*OX+E1SY(ljrINN9#RK8$DcROpJ@GlbV@S1_U5FZpEofuYyZ9oNCRFOOZAB%
zdbAOyI-8i`_+b!IhMpQ0wgEdHwulX$xQMz~c(;NLd`K+es)-gUqmPJ|z^TzIe36k4
z){jGiAcG{ao<&FwA(gR>%(I_OT5F6sh(9xa>=5C&P^i@M{pQT7>F(Bjf0Buc3NNrt
z6VqUxIAhi8YZ<i(J3I20|EUBdfw<i8iTky)xW$~alkhjZG%w_=m`ua1%jX;s{SH6E
zs39VJ+J=Qyl*UNCtHn#_iJz$6Qa2{|HV&@Uvf_BX@qO~mx4SN+r&&-ph5HgJG9ZAr
zfG~n_2vf#L6x(U71~ljPv^j+2)iky$ivX1N$mdf1jORrK`W1!jj|P^11QwOva13F3
zTDO&M8nb~ut`EnW`$MFGmf}2A;C8pdk!mBXc@1IYO-;k21B$b<G7H^7+uLDJpEk$5
zABETuq%esr-x;cF^LXc;n9YtcMadi<p6_e3ypGe?h+Mn%!m<@H1O}a<3KB93A~Mmd
z0E)6JSojUpv+tv*g_C~4>`ikGZGJQ2Sve^>OI%9l*$n}CaTH1FJcbJf7{%_>sss)N
zdPuF1%1<~L6-{u;;fKrv58vmHqe6FJJjPghR7AzclRHv2?M4~tI3oyq0qRO{USBlw
zs3D3K3bpV>3m@^p1$`sEvXJV=FW|V@O~ca2X$dW{48+yY(|jFkI!hMxq`-R@c?N9a
zC1uhz0Ai^GdzJaQBxk;d($KTLIvS^wLWkFIW%23O9Jhd1nWx6}6#Cj!C#jN=EI&^%
zC@+i~V+I8!X~_@&wTXIHpw37oi28N19W~Y0)9yIlUUTfe8p~IV!Z)#B2Xb`uN6T0X
zSmCvwO;Yb1vK7Ac(?Ed=_`wImD~icQH2J#Kabgf>eoRe)ivg)ToDH+ct&aY6>reyD
z9t!bC#u<Yv-~4Zk76ep1HNy}mLR<Rc&R+KB&+G{jO<6a621*DSEVL)BP~}X~^0aZ@
z*fs0r&AUITVKmyOXHMoqHLzMY&|M8v`Fi+c;)j^7^cIEjuz&+wb=7+#E|RQ~Hxb)?
z{FZz!<k<|HBuLUJT7hom#y(eWv3O1engf<;GR9mVzHg+e3s$qb2_6;hOrWAreim>K
z45o2KDkhdOQ;c!M4NHzvn}2Jk7d(uTjP$}nmi{_{D`tv1Qn!x#88aoQ5`KZ4Tl2>%
zbM^8O=asi8EXiP;>1^H6X3mF_UHEfmyI{EwvqxuvkxK<AN(A8EaUPrD=FfDvD{*eR
zl=};yJ9(zNdDad3P9?ORjgMBFeKN3Fp?8C&m;&tyH#k4UBVloGzO3F}x9K{+&yXA|
z$&e6r#2w;^Fg%(OL9chNc05s0`MQHss@+TmwM`$iVzSjhKl@?8`s}>dsHmu;hFAiQ
zJMAd}!vyC}l|N4=-i=CrL%@@FdO@Kr*{m8+ud)_YE}1%?*ft&7DsQb{A<@H}W!vX3
znRh!RJSWDJOO7~voC`*n`?RR4sQ6Mrfymq<<_jff^fbzWfJ@k{)_gA~{V8<I9<}h)
zbss;Trm;2KUB#KSS5;1t>9cpOrI<q67Sok$8n?XzJXpIW7gC_qbCz7WPO^fRHn+t?
zJ4Uw+OPEzxLkDR;#P}L0-g%QX7xCm~x_@`z;l=0g-4U7|Lo^(&JMs0SZGN|`HY%uo
zp>|X{2EC|cP7=}5ZN56JU5772^gR1u{7Hd(&jOLm;u2<?_~_LvM~jRE<l_~xGz7Xu
zrlY;cC6m>{__yLZ1Z@J@RLm4lmUjX3G`dHYk6@=M|NZR4mtbk~FqFJ7jK&BtH41Io
z^JK6n7G%WWmHt?nb0qsa?yfnGyd2h+^pCIB`m>1M&|VP?L^!tfh<}fq_A1*chmF0O
ztyw~`r>^0v*@1@;X3A0$*?VrLnXz77VZMBcV@pt-cDDz|G82o_D;+4Q4wK=pDlzi(
zWvl?vtFB>7^g->q5GQ!J3yl3xmKP<<!bEFIawEj1xNVJra4-t_h{Rf#Vq#7Zw{k-&
zD|*Wz3?l@p)BZvDz1tZz{(_VyULP%2`x;-*svkf3!l-%oF3DaBip$3FXm3}qirX#V
z)!L%*Y7KK{15dfk2tQ9Ncw(P7x1>bRYB$X-ypF0i;!a&7bmjov#ccOOTvl%X^5oI1
zTQmI0Y_AdAY7(5w&9@a<OYI{^#8@I$#8cz3S8@)A*(FA|*ZgI=mgY8~ZCOPINso`~
za)w4a8My%<!YiI{ea&53^}`lCorcf+LONC)aYceHGjS+Xj+R854!>;0^q+N}NlF)N
zQL(hy@qOIILR{m7Xq3N1`zV@x6UX9ssYQt%Ls1rE<D=7siYt!l6>{ov==B-=QFBdu
z$@<2!an&SmxP}=Dlid;7FG72{(1#3N%vvtT+;zV-vX{PiEgQm{zhlFyAKcQY2dRin
zPW#zzfn2p5f<7&q@wrH|RDs(b0b!o;!IRFdFp%95+y{G2Q|9iZ??T?sah1{?W9dx~
zpJbwoM(la+m(KVVpeW#{a5GnA2QGeR2-JH)ve{p;dn%_SEW1J1%bl_QBR66k=8+iQ
z5eptpDN0OlVQ2S~wTce-$#s@*cwsjOE{r?LY80)cM;fBBGNo%QUigzX^>5oe;u=t|
zT|#9@MD;HtQ-8oB!DjV{U`nZ$hev<19<xSUwt<Wj3$l<Xae0%}KhfLYw?M=;JMA8^
zjj)!%#N?ScLmF1@@g4iauv?qrHuSrLi)qGw<Hi!3lZCa~?PFGd)M>J($LQ~(zI5&&
z48y!lpQUBSG({ms^XG{|(>{{Ovjhjc8*Gt@!Gedw);30H;n(~DxnXBTXIs>XpP57M
zpYMZ=4w1&Gf9gXilhW@EC36|XM>YP!jCsvU5?L&l%q^%<>aZ4VF?Oq#l4s6n2*;V6
zBZkm691T7u{yImaO-jD&gn{AZRji*n-`j)r%LEwX<TMG7f?7k>Rf~<>MIkb%7i0+<
zl0`%L@hzXq%gcukUYP!1&E}n@U1`|4cVXCYrR1La%5nR(At#nvA5V#}%;m%tPW!QJ
znPPU1%|2dz0t4=b>G?O}hQqimHQv0j=Rb<ueHI10=ASzp(LrBez8+;OE@(%I>zr%I
zyz=tJWxgu+&x>fbmRHm2TJ^a*qu89-zP%Del@UJlV&`@fQ<HbU+$Z{QXU2PTs+XD1
zW5x!3(06A>8JKll`J?~*uBFEsX4mUcqHHbBpM;vfbH@8nlZ}P#cdU7zF#X3+^Y3}h
zuQc%?cVKx)3WOdqqld(Z6G#nyW<+XA4u&?QAWl~12O9N%JXAKdFtsxN!!_h}O|2aM
za4e(iU}yS}Z!xlixHvfPlS1I{_W?VY5zGt*b8(V#aB(qmuy8SRaQ;fg{+=b>C%eCr
zn}?*<1qh-a;^_O7^ggNjdnih33k>|Bi(g;*mZVJg^di=z3Zw{sBD>#<-vQaNviz1D
z=y!5{-?f;dmA-?iwbcVxpa&_4SX%;oK4g(BzcWW>;1Ecsfxlm=B+LDIMotdk1!&@*
zc79UHlCu0U|GUq7f2-^t`epscei^`A0BZ27r{9G3K!*<_SN!YiFA)HM&0mw@FA@C9
zv*4$l60&v#08GHZFn~FM4Ge4?z{U=2Y{13}Y#?A`0XAk*1`aM@1Ly$5$G`#5aR782
z038QF#{tlB0CXGx9Xmh=7-|M~fQ}uYV+ZKi0XlYojvb(52k6)VIyQig4WMHK=-2={
zHh_)|pko8**Z?{<fQ}8IV+H6~0XkNIjuoI|1?X4-I#z&=6`*4U=vV<d5I_e4=s*A+
z2%rN2bimER00QVh0386{FaR(I1K>Cq0DzGJz#bU@5R?JHB^dy`k^ulm833@90RT@K
z08EnsAOolXB7o+8Xh1K(1%PvaIcEV-K33p?Ds})61p^o?;JbiEz)t{pD*&^y-GiO?
z7%P|*=n3c$=ojc77zHpGU`)W!fDr-%1;z^u8yG#n1i%Zx62KY2AiyWUF2FUwJRk!=
z6o5nk!2t3B!~{qS5E>vmK!kuK0f7Q?1;h(T84xxgb3pWf1^`6>`T*1dXa`UdpesOS
zfaU-N0(u1031}5iE}&yT)qutU#RK{WrU5V;eohcktNTa8?p+?h@n73tGWfrq1KNLx
zqyDTW@K6+ah@$=&`TmUO{t%^tnb}!^8|XetWngCH;9_S6?k+YE2O~3xjRUw-z#tYz
z4o)ssX7I0xuVkWY0K~xeR|a190pqWhzsHL|Pci*7%>E06{o8qKy9XP~%E`#Z#szw?
zJ|GYqBXE=dt%c=h!^2JY>vw;PM*kQU{yO(NHoUhZf3MI0Cz*iC5>RyjZdfB-3wy&~
zpT95rGpPPumH4wn;-Q%IAkKdSX3fI(Grs**mSAOnxbQ#A>%U!=nD~h7O^W5GEA|>n
z+#XWwH8waJ8TS#Lj74j^MBvO}%4D?p-utC~6=NiQ3oTE}x*Byo3u@FTrG9cwD_Ff-
ztB-Op<{C23VM{N_#X|`h?5aM0`L*LFE2PhO=-dv!VK8ZL!JCnS5pHq>->VK>=rt1$
zLw@X^<QTuFBOrDb(BDb{fLZ^0u>ZT*^H7=lzZUDiPz(53l>2)E20Rd)7%qz`h~@8k
zXFS3d&K49zN`6G~__3vFX42~w0u$-RN-xVqr%boKxgk)xSeoM7;Dy-OR8v#q_KVYn
zc}Dsm5%OpWN{nEUGR9QnQlo59m1~z~lL;pLYCL9bVz%KT)%O~bgm-Aq%Y?oP9&H+{
z$f<?9o%C-Oe=%_|XB$n?nR<^tUml&i<-GIy*kg*@n$0Yq@5A@6tMvV8me$W6O{=U?
zY|b=$5sB(HxvfAJJK6o9V+4zR@+|TCu^3H6+F!pDx+d5LJF(RRd91yYlFhvVR<IUf
zr8DNyP2r_c6oWzF`w)S8md=;LDa}@!N5SCB@Y=^0wImzW{k0+fv)Vy?6j<sN*jcF0
z4j~p>a%o&gu+SuGu=~#4m?Ib{OD~=w!w7#Nq<!pw5l}Z7#ZP_SI<xr3*yuH%>vJq|
z?GCk|%~O#^Q?*q|IH04`n#CvS>~AE|XiI&*$$jpvsk6NAE4>ta{(=3t%u-l=LL7bA
z60G*TyrBQ*#TGn}>&{OF-uhH}E;_YLZdZOl8#Z7V8VQcWA>?@&izb0Nu1^Y9a|A_$
zO*vxzj#Ubl`61*Ej0uLA=m!2v6rf*@NmUlE@?@~3P-+KFTBi+$_$O+e5HE8cmVS6+
z9w)Hq2Cm^}5-g9`mL;W2p7H3^?IN&;!3v)vgt7f;yL~70_{A}0EmHk_P?Pmj$h_na
ze5!#*du9n6KvashgrZZt2)cS$0WS&#aFh=%I5HK&GKXR*a{V5me_|$c*Iq*fhM-eQ
zzl;~<79y{UIU`>f!3SNP?dybAh0V~(su51Kzy;SKK!J$Ho`R_Ddws93{&j?RWR9A)
za^aFRFge_U`Qi5UA;w1{4oaVvM8G%z=S*r+p)RDE&tOx^8svJ6s|!nQ<nv|rlW0#_
zDrkioHMh5*)S?^SLVMkvVgsx(sP=tb?I_!#uUVj75)ajTEN=8Y<oRGG_LnY)T1CS0
zp=8>3*asBbqPaVe#mcnLy<VD)%Z{?;k#r61?+qv)zTKrXH4Ghat_4T8pwdhz7An*5
zW8YyjCA>e61?Km|G{51$glBcTru-AD@w-w8SPf3l-$0$;t@n=Rm(c)X!e6ExsCYlP
zxjz6fe+P8{BMZcfKclr@s1Atbr``R9>ij<ZpP)KmW)2V#Vg5vQejR|gI2k$E*jNCc
z!@<GD2zXB}PWE5!^1py}?&I9wD-He$*0~@3eJ4P~d;j%->j2dM8LsmnlV9amR?u%;
z2Z)>h$>aio^l$0?J3JXX$Ak6$<;g%?|EedO{N>5SZGL$&jxRqwS!bsRw~Qac$NCLj
zyG1B3os%+CxZJ>EMy2<CGhg11vLr9bSSVEjj|`(T)k-?YL7i1e8hgAZ2(ZMh(VYs=
z{kc<QZ9j@l<$lf3qr#o@TFJJ5O0;3EYnH8wdpAeZ4ko$c2PAll15WFor{{y%ehHX`
z^>52pfaK(#CH%J)9{-N|Hp_og!vA}x_ApBn|9~n2PA#clZdL%T`y$YNwKZImGoGOK
zrGj#nydT=|5v|XWgv4mn3pCDA$j2(3!@OzESA%6ub{v^to)EV8d;!7w<z3gjjpiF0
zYV;HIg^ILu2_dyu)0NA1TX|Xoa(U`pbl7&zEmqn+7yT(j>PE=po=@ynr9;8>J>TbT
zI0>QfhXZ|JO1`lpnO+BRM@(%y(yc49c$Km+tT8?xCdkjz=EF4{43S+Wed<YNKU;%P
zPZw@_`@P5O;KbhmW0s@~A1YqeP&_MBVO&67-wjy({_#;qcA@4EwJ*i|MQ3W%6{H0$
zO}zZ^(pUP5tAYDdhN2~B=K;3VC9h$9@y9}Uf<<VD2yG!gzHNP1^akruV%g_5EX*Sa
zDE7R~{GN`HxgvU7MNKDekgi<6%b=FJx~=x4I0XuZ5`D$nM{s7+mCph(Xwvb`dS&z9
zMv7F8CBXA|W}ipsGeO&Fi|hG{4v+po1p3(*U%ci(CWhE5`zFs~Mv%b8V|3@~_JR_F
z<S_#k#y9l~m6lCbXu<HU!?t&?i)#3n14Ym*-Gi3>hzb=pC3A^Qb*?|JWAEIvSk(fV
z<Ec67eVa5YU;I@hV^Od@V!Ys3t?)TALe|nOG!NQ%67h~zrayfCrlenvky8D%i98lO
z4<BN+m<&A>kxzWX!-X1JDuZ1Uzm4_UwYoL!aXg;X&PTue{4S5capV!n>&Hy;koQ;G
zv$A|mgY3QHAwU_yoS;AXk!aR8`a`~{pvcrd=s<|Xmk1C-EqL-Hmzjd5l6ynh5^jc{
zWq*!Duwn939<%Hr0|k3=dpH(+v^Q{0fGXx^&O^Sw9H^DGVF>U??k`bK&?Qg#j67EG
z1>LDrEM2s)aASIB>-zeWTcV&&VVvcx10f>vl*L3F3ZRkHZ9EH?Fa3;U*lb&-EcB3N
zZAQDuwag+0Jw_@Afme-PU0v(zkwKBDDw42CBfcggA0Ppdc5C3f>#%Iipg1;3q6S0Y
z6Q}8wc1H|WELEJNe!cSd_wV`MM02THL+s*%Kjo9r?eM%Zq*ieT9lElNijgfGoC0gI
z2A(eU9Il|KNg*~QKb}l9=3<!jrIG0MKN;Re1O&jkHGZ;QpX4rnDyk+&bjbTTSo=Bg
zcM2ZzV(wxIH0U0P@b~(A&*x@!r1IJFdJXJ$r7DtI+KCIFU)~{9Ode72c+x@fK|}i^
z>GTA;zXpRPlMO)Wmjmy(%JcYSp!)Pas+Dk_pnlFtE&UT?^&8Izd?^=@Yy4h2_GiZG
zZ+X&x?Mwma1jO}^&J^?yB@)oD!++J80vQ7%D;NZ31|S-C5F;BH%nX1!KYRW!oasGE
zbkE+O)<^&w3Y-Ffru%5(moo*Z|5IoByDR~S?+?!OkNL~*Jo6#)_^Vj);PL(fpZ{g>
z`L7DbUz6y6GKqegMWMfn6@L{g{wh}dRfqv%oBw|nV*XgHczEjK_o9!7`001#`G6h#
z5z_gSY6Tbj!-En3P_5u#X5<31GvBYO0dq2f*x8vm|39o&fS4Is*;wyO!M|z~e{1;P
z)+&IK=Kr=<0n|bN8Grcqg6jY91O>~_qyK%WLjSe5_ubtcYsTXWk=r|Q93kwBNTiWE
z5lCr!`N8fg<j|9IQQQ$xG^{*02;bp+^*>2&enWylbk5HFJGTL<R{tajpgjEVgu4EF
zg7_D3n4dMKKNc6dV%iYenbAb9?iN?NLP_62MZTk#5TFV2MLSrL41f9tg!{Pc<5HU;
zb#C%>@_d!)j>cX`L3rri?eg_q(IIzDey4q%fn(jEbFfg*mcUmF%-YTTzCboxcAm?z
zm#?#a&@LQ1bJmv%$SK03RfI%c@KhDLLukOKc{1pQh81Syex<Sz8M1f06_NlYVXTn(
z=<oRr>_=F{D96j_ZN6PrskeG;qhZB_)7x*`H<}w1KttqRq7E&j)YZ~Au2JqudAY3!
zL6J)9{7LVT3yprq<dB#0$#B@<!9Q#DL07-<H4re%ey6Oz*Q@;j{{>3^zt#FjWAPss
z_1!No_{T+kfQ@)CF~8v7--rK`jP=hJ^>F~`FBk;k1k4YJ3s~RB%nmFX_<v7Wfkg}t
z)ucaL)c5d|7hufqXT<M(75ty(s}BPC4gUUZQQt#V_qUz>1)V>D$`8-2{ac_(7G}0T
zqQC4MKQrNfwhsT(o8pi6z)n-JGv?&G{j0=JR|}2XP0iNxd$YC0RP}6{Z(*lno>^E7
zU?EYWF~21W5U_cSYv(H`Ap|F!M7Ep+1u4l1CDd-v`uZ*ATQW3#*P5_^m9RH^TYL7C
zu8l<o^*OZhFS=`By!f{pcNBNGRNoezsx}4;4F#sBqmuA`J3s6>wKtY4*RIriDM|(<
zi1zT7M=%{E_?q9s`_=7iuc>C@^y*CLyWgS@DV*>9o4O0S1@bp(1A-^)Lo1wbhJy-Q
z%jyPcfbmU(N_-{4=5YE)n>Oj6KLSo;VX%NIX%RSDDwn%Ywk=DYg}<+;)$8@{sCOZ5
zBo3x)E2=B}9s*jN5V=_1_xOswkoH0A7T5e-s+`#OB+tl?)rFOH;C}Uv78kN2Bhw|V
zx@ygbYI@ktC1Ot-N^A5);3pqwP`PEabRj{9g^LX|ITd&pBAp2FiS@tOfb&(<s5Hhd
zE%9W?8I9r1O3szVi;rJh-%w*6bbHGuT;5OW#bDG#F{!8#^WFlQ>=z#?Ln$gct?q<6
ztRX}q*VK_YN5?y2&$ao>&o$;pZ(mJbI+c=n_5PS}6@B_V{k?H4jmgMZ`M~=dr}+TX
z1uyHfp8ePsgUfi=`0idBIKjd)JSu;#dZ*N{%Ie-Xgb$K5Nn3f2QXZ3~MV<+XLHmrS
za@@-EgKO`5&!+3h{pQOa%TQmpGZj$2{&CDGy**<ug$grIe@*FadL*C4xnsvE(f-$C
z@-c&<n#<bC$`VXXo0+1zf{_^0tgp1b+`^h$6|#;HT^F*dPOb{F?W&?hu&)%gUJo;*
zw|pNw<C|*E99L#pPsRAD>gSyRr(OOfMp&D{@$b!3O~J^MOt&{1t}W%oaU&b9l-1)#
zea=%92pFpE_3@?qR$k)tp!YdO)1{ay@;+(FMy$3_c-(J9KV}ycOr^DP`w^y=RVAqf
z=*8;vaKWHdYvfOI?{p`Nc4EYQUGEzoqopxnC}f!OYq!7zo~a_YH~NzDM#eId_>|9m
zYJQ?Fx0AEqlt@*j%@HHQNj7t?Xox9EcSKV=*HDG=c%VJ4S53^{?#aN2{c@^w1IVhQ
zYg`1HKO&DxMNQd^nSt}z&!SHgmKM44NE%-2{m)5KNVl+hKui0XjF!euq@aLwGGp+Y
zn&yR`{&eUGl|r@cMx?nh-U(YT32nio;V1304M425R<3j@HP-G|yA3A+!PEr;7f<b9
zt~YCTqW|zb3+TvT#e1<}t&1$wf9lIyykNoTwz)k!KRm@%;%QZHe>nAwU?a-gh^vwn
zd72$ZESB8Cl)YC;XN{WCfwnh~^R*}~BV~X5bFVv@=J-AFvql~Q)v2mV#GS*JD#~gG
z#M;l6FTW!<de-zmRi|BK?=aD{jUGI`aTmSpyB-ME7FgFympUz4<TKRwbnp<2P|(!C
z)jvxrSnB!Wz*di740j_d`i@0m8}p}vbGrZq`<Gb&b8RI)HeMav@x-OF^Hr=k+XwQq
zQ#~Gj8IinRLeG@7X*IpU-XSFH5^5%@vbFTu#W<W^C6-D`4Z+yxCsGv|kJo$8i2@CG
zD59?tKQ4Hltvhe3Bg4EoEwc8EV*|}^sz%KiRn)L7T153Hl;&<BA@du=2%6I&*bQ!s
z*o0`5PsVdkb<xmMv!S0Az;BEj7_7~l<hJG7s8teOF8Q0AX%sW`53}ML6WvC$eetZB
z>5Km|Fj$F&y<x1uP^B^WRbbN)+MJr6`ZHT<l`pdqwgEP5EJE&$>}H{g)0=uaRZx+K
zad2Dnk=+PrL@V9Ea!rCmB&$M=UL!oEaW7)%Bi;){d*4tC&`6u3prVO*f)C=9;pj)l
z6i!${4!yjt?uk6Z)S#*6je(ufvvMf?y-VN;j+#-^WhKcdZpILG*JKOX*kBK4TnA_c
zUt=$*AdI55GODqvfeCur&zSoVWxg1hi!{UR;;$g<(RqaZ$GXMKY{uwr_kP-{+;=XK
z9mTE5qLdB-pCshAM~mwhu+<mVUuLDMY|vl6DjQ&pF+EC@UM%Wci<KabiCsg*)@m}F
zo^{;jXsQ;|p+xP)D<!oB^DNBLVkJ|k%li;6dj_JM@n|fIkNS_}5+ZVt>@T@}IO8w0
zNiu1kEmXvN_522NJ9vl@bcj>5<zT2k#KNS(QQiD{a1WEeYHm3&%Cq@&Su4BV>`e8H
z#KGoft!Cnwq&!uZaj+VnVO^8|s%ZVTiI~w?b$haBf!1E*8y<9hGKcZ)HcxZIboY~s
z^#!>_FU9oYv6Lrl&(Wu1Bi`5}SG7eop3hTEdg;;Kt?wlZZyRxfw)FDH3>ZS;^gZ)x
z+6|wz;nX3tzZCjr$HD%5EE$u5*4Xo~z!3LqJThbYgar*Ydz>!w8vUHpx4s*cvH*K=
z@L(UiiIkSC;za_cvGt<)D#)4FjIY{xH;gcL$mFy3@hmLm@#?C5W!TKXKpOD>B<kBL
zW_X)wN=SLC-UMf}7%_5Qcw@ELm-?69Ed=Ir88zgP_OLu5;|bCq(cC0z76$QhaSa=d
zynrrGT^<0x@Tav<kQ`%F6|6dWxnh?DB0?195s<V>&{=YJXxK3^Csi#T#@t0Ryx<b+
zO4T`Z{^=d5PwowAnFmkw$fLv2ZMK$ARwS+};0iUVA0GZqjyGw9yDd9Tg`XEE9PQt!
z&Yn}oZ1w`0Wu#EHSq)$(SSWd8|0evC#Jg|;vute2y{F_}CbA-e(0%MFJNlmDas>XK
zJ%k(1NAy*p4((e57qC{5+;F=C9-3rZ+21Y5DD)>|n;Q%?qo)zly0X*NoJcollIsp-
zGbfnu4j9gcOHub1w^n#&ofpfQzdK~6waj^85SljFf9l(*&_v>5$EoL<Kl3s%HQh4f
zS2OGziP&(ybEs@8y;$garGh(HzSGo=ef_cWh8S$SKk%JCagY)vdn$v;-YEKmwrpa~
z;>VO~M&0XW1#BaA;e^cX9wUs_bf%ZsNmbm3N8drkr>{tepx`e<Hv&d^vl&Z{@;wxL
zP*41gn#inIT~GDt)LAvM`R;Z}rpC7&T^Z@L*=pMD2Wmd0&5T*d-CiNDhoU-EXzng$
zNo)I$rKI9)IR9`9%~^zpeq}O>Kgbo6$t{D|6+Np_wsrk&yOd4S8Z=|*3<3Pt$$<$I
zbAe|cSx3Z_5{_ib&;K9ZzB(+bw`+G41wlfj8zrSnkXBMUB&0>Un;{2KLb_W(x<k50
zN*bh_p;H(d1_n4A{k`vb-|u{XAFd0oYcqR4v7Ys;xYzy6Zu%S5#CZVzm)$Hq{Oy*n
z+jezI+Z1NU@hx3W^weNCVdMDi<#0ElfOG<JfDCPZ!lXY&Yt3PJjg`hhOfw5>T;p~r
zpD{*YUYC>qLjuNbbNtJ+ut!iDWKv?X%GLmv89|bP)fxoz)}vHUXPJZOl~eeA8l$n1
zu2CCFQ>S$zbV&77;kae#$om*2YuwV_UpkdeX#}Z|4`hw?U4_{J{M*Pn=;}TOzd(1<
z7)d{PadX9;IYXm(g0$2ykjCJb@T3J7Pc^Uj=KJocvtkl~8YUW_Yb`#+MTbYeVliF-
zCyi+Rb{ax4cKp<Ouc_a$U0~TzWd^HS-(H3o{k2_>{W_5pTlt%EaLHztrLbOVvAR|0
z?oh?<*=B5isdg!Km3AzmPa5VlHA12HwQxj$Pk)mMrjj!?n_%$4^8(hQ^R2w+WuV5Z
z;Q12pgn^OXXn?k7V5S#bnCp6suXs;VL!es)e*(T$y|Q$CjFBBw#JyFW>Brt8lC503
z-TY;b?Y-R$YNh5{_v}4P#Z(3M7F1`{ks;-zRi2+!+XOz~zp<ODQgiomJp99Y-*8Bj
ze&V6qJz*YrM$pC$jy{p>jdbmqL94E|{0&6sNL1`tCSCfmd5a<*)B7q9cbmbZl!^W?
zi|%Hh-+MhxG;^>1)VXkg_bgyT0$=SL`DacqFKJOzd&giHuGav!8UC6XiA~wSlv2ZI
zzTdm18!38-hCq9oceD!{#=K_w(Ff93mDYL?NZH7iZtd0Y4h|=W_3NkJfz<hJQCc^L
zSiIY*Q@<NAv)zYon!JXZrW9LsxI4buaZ8O`*AgWWrfofii96q}^3!KlEw%Sl1+@<i
zI|XWp!K=;~(rmtJL#8=tx~+dnhRbe&Pq>{hbC`n6-3MLsEk?|&)zX5B!)8B`6Kyvd
ze3V<5*UZFYs~oeP;$K|zxX^@UWKLNe@3fkUH)_EvTU=L&xS;NG!TNkOJ}izpu9>aQ
z(qu9o$Qj2_?cC9X)?vL97xxyq{C+V076Bsd!$Gpv!x8bCqttlKsX|Q_ZSB16PtEOH
zy9&j|Xi3o~ygNs^lOUTXdzidc?p~>se?y7uI}_*Lpz+)+U094h`wS_6y7b$Jv;+y4
zn3BC|5?;+HFJU|@>3I%>$EPtqfFDb@Gc8g;wJBK23OLp*)opa_dg>l6L~C}pC=zQp
zgTai9*}vzT$x}0b7*3IuIAPb?pNovIZJUcH!O*X^IIJ9<$URC=Yw*A`$h{^rvYK4%
z$`Hr)aCxar=j`a2BMQUoMb)NB<NmtV8<IJ&_vM^;s@39j#j#YP1bE84;=$GMror&&
z$P7PQn)hVj0<;0InPdA%di`hEK}v8H2b)MQmYkkoO_SkN&>L^HTg$?(C%AzezlEe*
zf1Ql{RydHbY<fY%E_Cyy;N*+|=8%w?`Cc={sK;sAv8&$-{IF>yEr{p|Ui2P*(w7QJ
zwhA4WnVNa(u8By~EpCO{d6&)URD-fx%duXK(XG9`0ArMfpU;OU$$mSDwouIU;zR^*
zVeDyn=$z(`U;qZ5iJ;lKp!N~esE?zUNAIgmWbL9gPw5A=Ux~9WsG;JHSkqOHB?Lc1
z{(C_p$RFSNoJy^*-6}N{ryGZFD^OhF)bnyaO+p;j@hFR<^Nqf&GI#t8iKCK1)tQo?
z%5O9wLm@j;2`#N}{{|M{)&lHf9-0_Cw`gBk8kz<QbnyD%OeNp0kKgz7hj9jY=ctpG
zwitH}aVyog?xv-2lS|cvma@)$tHKDE_xrOHj*r_tQhC!B<KETp3EEPBP$-ki<sG<E
zFtdgl4YCamju*{zzlhs2H#KUK^O%q_9Mra|m4kaUB{w;&rYdj`kWSW^mqv&c4<+wC
z!Vzc2oQqB+YJK{X^8Hc;Y1Zl7-YjOC#fa8fUg}w%$s}eCleiV*z+j~L7w4hVHn~!5
zrKtm=;4~A@4JF7sg~pq<0aob^(s8EJV}*U!r2PCMR%gQmaXTH4Gc#VMG6o;Rs&_gG
zHje_*Vt09rTOE&<JAP5fm+UWi^w~6BHOW?mX{R~p(=>Td=`JqyC~rSp6|8=Bfh=j>
z%CtP4{Z5cQX3}Xs`z^e7v4o_NQ4myk63<Rm^(?Kp)--io%XlJq@<*8US+e~~THC8K
z1)M+GY#ih+>-+j!{y7?_NOUE!%T6lyO`*?*=t<(W==J)ojr}6D0`Dv8=Cu-6P+B?y
zhtCul`z9kgm0Lr(d`yissmfVqB4&zE0#Bw?n?t8OKbt_e&bH>g3Wn6g{B>Qsj~mqK
zql)RXt1sK%TfHNqCwJ)#gpUsn8x*(|oE;*Pi&^D}Y>mH;hD(|D4?3Wi(=*kMNa?h?
zx7{d~1rL!K7&N*edbif)NtX$fJu<6)5u5E@ZqIa-ofWh4r8bnom0%^6X2czqLxY2p
z+Z6qgbzy8`o<yGA-Pi1dDY_c(B#7H9oE*tfx8r|Z4r1t37gRcv2<Y9U5>eXoQz4Px
zTCVnk;-yj|tQmF82DC0LoGOM!7$9|C9NcqngD4w*U6riLnAwBY^HGi+F;kG_O^S9I
zJ{+$CN1c|#y}YH~l+oeWE~eP&d3>rNhVryT=T4gQkdTmuYxC{KZY<^MqH3G<K=ve<
z4LYh6Z(i7!z`pOkjA`3dn2E{UNEvtMcX*lhMq0~`SAb>~J1Udi?OXt6F1NZeAeO4p
zjLO2Bzc%!3!Zh4yO#DyUn41B_>&$}v@^Ps~xc#Ot6Nn3>b8ig{wte<e4}IhcPM|U4
z&#$2|UvVD}(k}q!jgUP>=_aIWn2+ofPn{#hwCws|myFf6HFVC=<CaVkJ9{=dtr+K6
zkTmUk#lG%wl`_Na$l!(@cC*1d(=k(glT<0Is@-Za8gY-+n7bwFbqGA=E$zH#vK`jo
z#7EWa;d63XAYEshaqH&Ns`08ddn({Giq#3?a^uPjWm(vRK@j@!{ZIB;rc+q8__0f$
z!D|dC5SgWEe7I?Kig4`@4yGxRhG79|tnV3cFKuhow~G8#OtyJyON7K1M}=X!@Rhkn
zWE*k-(?L!5x}m%U+??#G=6HU6oMD%oT0Gp-KZJuw>jv9>j~B9Ot@beqmeEPF>Fe#~
znZs}nNCo~46TNQC{Z&NhuP~rD)aUeDFmfJNV!y?uJMWb}VZ!JGO{=QwHsD-0BgL8w
zsf&ah<H3s>_g#20u8^fGLRGUd6eLLIWRfzLCgXxKYo}%ft1N4UNd~Ezd%qJ(29kFp
ze0-X&W=@s*TqMsh4@o&@k4m!AGJWU1cYojh3*L<W2^&oKaM3BEl#`Pip9{OxEKzyL
z-6&~v-O@3ht=_uiE>VSG#&wk>vY2!2FqsYN9`uoCX>JT}borEgRhRM_>?DkfW8-!@
zkxXDx2&89zx7x!Mi_p?)5ZJeg;a!DpJRM6+%bghA`EFG|t}W1!Uf3I2@+)tmQfceC
zkA#fl%<ma@?fr##Neu<Y$i+DR%S-9~_-JP-KRu%Ku@u7|W7v^+@p0vVRPpD@g3osA
z;|1K|q+IWcOe>wWJU&NHhP4i;W)IaFOQ6%dQ)a4HeBLvx)+^Cv%jFrNk;-}bTu#BT
z_DyBxZ|kNZ^EDmnXIk<pNNYC8^6^Z)M6CX5AFpYwdd^gA<k=KXrT8-&szF{;d{dH+
zj#{e*s{wQE)dAk14YCphvWT^!;@)&+WsOIgK(z>PP$rfs5eAcJlYXpT{qrLqYtv#5
z7^M2SH({_PMMKYcOiBkOMzEuvPxvo@m=b*cs`)ps#*9|-i18o~v2#jI@~zwK;cczp
zt(?-x?VFpJ?U%{7Z#Q&UP?JA-=t(Ii)Hq8$JA84xsU8D077*+g+fb5v!?<qT--m~Z
zx*f_w3V|dn<V~2c+BIIuF^H-;-2UDv5sGDE7`dmET!H#GF8s*~U^$gq;SyS|Rbg*y
z<*ODy^!&1TsjaPWLwdrKY*g19FZ=clV~uf*pg$y^<K5tJ-CUKq_=q5^VwiBt+bh>X
z$D~$2ty|!vvs>t8JE`xVW=ZRSz20xh`2?NfU%28M<(&{<hAhb*0B-Up`nf{~W%Ujz
zgEaHBq=6*<-*^7Om$*`^CB)GFFSyxwmtn+4tLJI`HU7XSaj19pp9u8dKObg0pmW|K
z{jKuZzz3>vG6EN?U+;rJV`x8}R^7Z^Ov(Z@c1t2wic(lPL*@NoxMr!gn|a%{%^=^z
zAav)i3oXkv$up+flBp#T?R{M}-*L9zy%vMe$-S)s+Ka)Ww{Hl{W3=4vZQ76a1s|w5
z8F{M=sG=VVj$xJD1HIPeknbmC=1)(Aw@!};uAIAjP%a8pZH6~Xba&l{qJTiuDkrSj
zJ@;VlLDBLiY?d-ixmgMkAtrNVR9tP=xcR|D+*IR3PRTWvrACI=+YBq1?UA@LF$x9k
zxJ1Up2K||hl9Ghlk~$bgycErQk0Zl_R4w+_UtZ19Ca|%jvegyc%!9ZS6d-Lh_us{6
zDd^}O7jM>=RBPwDuuR{Ge{g<-wCS#6dr`GBUOl5;v;DT1{gU)cf)<zPn1}t?%Eu<f
z>`@cVvU!IUsmL{YR8S7q=iTYmhU+WFZYLA8s4pF+x<P3~hvcIsmZnKJRj2CM6m)C^
zeiy%KoLr*{HRy=}85Ir*ga{wO!W=(9m7C60yM6gMj(-14{r$q)ok-NcE#(nUe3i`0
zO#xJ|n@s6Mu;u{?qbx;{bdu=GKyD8DAvtVBm&-<Ao|F8*nVc(T`)js{A@9PFX&oQO
zbl-%`%P&OX!>03Ni<@K{R=@U-n8Nz%ck|}@83%OT7Wa0q{4-pmw--@#-=-pjZerPZ
zGjBX1!50oRf_s*j5;`cH+>cS_dTeIW>K622zs4qyGs>JoH1C6`)7(O@CJiDTg(BTS
z(L&ZgU8db}ho9-?nZns@4j#dAC^P7;Bi3f5H-1yUE0yQC)2%OZqF6!rDHh8^ku={S
zJs*jwz^J-?KKSYMr1hk&kIMb}OYk6J8{jyeXX)?QUzKtXsF!_c;m~p7u!xcy{gS#`
zrH56#Y!jeTBcY`ilRQTfi1Yc^PertGd;+e|aL31vOvFEp$}S=Rh{V*?@B@K0^JIBh
zovX9^^A-GkbO5Ul$?^^r=Pq6DcA8+sz@d%_8mz|_<cti$z%h5pqG?{!5<mL)!jN+V
zCOt+uCZF==3u}5qf?y9UM!=A>RGN>Sb(njMl<Czal>iEc5+0Idl4cnk*5;A)ng^O)
z0W8R3p8MxbdUnlUOap|E=pS~TKB@|s`amhI#>tKLAkpbjet?zI+a89Hxe(^#AK%s4
z)H$G;)s4$ckm3i_0S&ZAf-6G14dN12OXlQLBT`2dBvXbAWuNoq2TezC_32!Q6NRpN
zzET($#iOHwK(8xt%VFEzX-z))>h17@{2^}}VSPtJ<N5Y?pY64eh<I%u(OhuTbj*in
zXc*$H@Gpyw>Aeg738s|`wrV2O5MOwerJBS)dxEWUD?xu$&sEjGzUw{?xw^^&`^%w$
z-b%(@q_tX}Jz1`Qu?LQ$di~QoEM#}-#k;DDN9^wZ%TNsO!%B@ahBX$Zcg|1)(}n9N
z-Wv=slx{@aq6r3F)9k0BeH|In^&3MHj2pOMULre04HiVNy0$FLJ6bY*%Qq+4#H%a0
z6b4pfT94mm)VDNE%aspG3kcm)>NdnnuBAE(t_l{F8sOWvfght;eG@(TS+nF|647|p
z%4n3j=&)YM@Iyqtu)zXsqhI}!I#!GPeOsPU;@kpd2JARTg|6P{5hyBz@lY^(cuv==
z1koGCe$ZT}zC0qe@mJ2`jq-!T;89#@x89EW|I*)>aJOr0KaxgQ>;B3RYrLyQ)KsgR
zoe$lw>^+qf8sf33);D9H4~e8Hz^4XWD%UAOYY&xr8tTgP=B0{1#>HD?!C$)sOX8JM
zcVOz>xM9KadTTzc-k93OnRQDFs$l5kY<)%O44s5ee)DRJH;ZVc_KRRA(?Cn?1nA1k
z$0KNk!Bf8SrVby3H6v|xG;GI;#<g`0R~obTE*75p;!6d?+}m1}N)erBJ2Tj4r-D+z
zZ@JyY1VbBb7h049mFtQ?PXG7-M~i|E;hH&tP=<onSuo_^R;c&qE9B6L#Kr>*5U4j$
z?9TLpa)b{AG5lcnKsiqi1c7T14l+V)2@C?gc!0zPE`Olh-L{SP|KTF`r?vG3{-<x%
ziEC3-5Hz6kB|n&q(Oc;+))K%zHCUUQh2I{(dhlo5Jv2^F<!_F&LyUI%^DvrWh~J~$
zz)f1su*2qy{(s%XtpbrI0KTKVmy~!oeD!o9zJXA?v`QeP*s_+<TFpIbl~GWo_O0o)
zJmrDlleniV*AcfkJ`_QB^9O<4=>Z&PK3sG3yV?CjEAx=7g!JZJN_00gs+W9|MB&+`
ziNQ|osYxjqCcZGgZ*foHV92fAtq67-{O;)^+F;nWj#RYJkYJcGlaq>^>I(uJM>UqY
z#fvCITC07b<2QRkiCV>z0)&$pkmp0xNaASP8UMBSm>n0|*b}TwmA{x~Rh4VDmuw8&
zgpQ2(4AmbhR?tVLoPR0yGgK^`j`ZxRQE8knx^zOx#^MZv?p;jMnP{Y?@HPQ{(Bf34
z6z_uKku3TlWD|CCnX&rh&k9m2#ayJh;O~NMxke$IVtb2n6ex>7daB6mD${P)^;S|)
z6xOX(2OA>pW%z83tS=CFp@yi+Nj=4lkD+(-l6LAPA6t%C_RU|7ik9CbKSk#z11~sx
z<`PNhF1I{&Z42Lg1wAGaRCwvnPqdnTCIaJtMY$#>Djj7wf44ZD@@(#iB%86&G<vOj
zt9D7zx`1AOwv|finx^(OJuHcgX_}yH@mEX~8{30`&a1TBi{V>gY=st>R`sbi7vu9H
ze^EL+F3Ot312=kChr6&rJ{cBGbx~mtF{2HEp|^2}47IZm)J^=DIFNM1(lt#pwjOyN
zZSg5T-D=CjUSfkOu|YqnLDKcbb0*_JUWb>>+?^aj4JmwR?Z}~tionH<*u{0nbPRgo
zjTqN2bF+*Gg1C@1iLpglR!I%TuCso;QNvVBsME^I)XZ<+M4RI-&!bTL6|vQj029Je
zsoW7ug@%UQ$L%|avs8uM1fq2<nMQ3hUb95}q4M<|(T^W@*)M#HsXjfWTZALMbtQJy
z6=Pt}q>Q{A6j^W~48o0*xN^}ukK=a^Q9z@?v?MUCewQUX8UBZPr&}Aj>+Yu79qY@N
zXQU2;8f+8)<&P*AQ`|r6cl4XoG8w2kq|;OA7;ax*>#AGPl*vD~>tWG-|4dAW=y?i^
zAM#t1tv17;+8UM?yi=hN0-Nc=+K)2`Z+L_?^BcqcdOCa+R_o<~blWR#FpAd|(lar3
zV!Pc!`W=^cLt8Ho^F50<&5jE*5}d?^nwG%dB$(8Hg59c|rmnmF<+i}1c?PVyQ9SPp
zc-}t%y`GJth2)>R?BAqmphK(Dcjw?%yN9U6fezBgEHSHsmbG%^<h&n~bVmA^tUu+m
zS$l1!$nvz}!7mLd2R<^ZI1p8-d(t@SKej4}P?~M)`bBQ_N`4ehKGTx^p0}^UdX?zh
zU*_3GGJ{A~LjjMrm5RlwG*x7T@7Gtz#d)s$XpLg?VxytJmsigRdxDR<H!T}VwZMMY
zZr^J%ZPg7UR7yv;Dw#KIFOM#|JUc%VPqS7rzu)YFRYv%8@%cwq@t9A0=o-L68y=b3
z23X%}wAYdst&|bZv+kKIdJXEK7Fx)<MG~b9$p&A6W4eC>B~byFBJuth%E$4Pa`!-Q
zabh~*9DZ<(%DR0`zS_nXzf3b6+n19>$1=qYWxv~o3~#?&ZQL{C;ePsR5C%O~@BTI{
ziaeeGzSBJ{<r~&{;QiKgohHnYzCIq#NV&@);Hw#%o2GRv2L8)Y?y9vyh<{djJ2#t-
zaNtFc)z`HQQ(1qx;n)hiZxHvL3asnCgMJ|-jFXz`I<*nJOLUdy4b{$iR@`9UAMx1e
z+D9Z<-)UzI7BT2$2Dwha8|-einW?iQY5K?v-P{~r7SnTF+WG#t?u=ZdqLNAHeQ)q%
zhGI<X!1lqm{<R3G4GmR|%O;MG=T)`<MKW*8g6sx-XkE(qRgmKfH!n`SCubJk`<|N9
z-O%%oY+?@+W4Ypnixzd8Ry)xYjAWb|a=_WT-(6Qe;+fH!F*J8SRxk_B7|x3^*~u7A
zP%~v%1JgH2m##&L_#K3Dck#Yi=87;<{{fiSm>}8)pUsD!4E;4mItl8=spbSWl?@x^
zivz<r^Na7^+2(eXFU43FS8ZRXG$__K8;$VpBdiBnykD;KY7=Ca$m4mV70I!XE|Uk6
zG$Id4TPb3#+J0USE;0^>zN?2!3$VYh*9V)3;%$T77zNC361csMhRq&3d(Bh`5c@mn
zD|Bq~d32tJUPpxJ{A@te3GikW$$eHtW4_)uxGK6)iNcxJ*rGt??VzLE`|%7ytbSNa
zC3Z~Y$a)h}jO^@+1-9n&HodLdZcUT1M_qi?TZQO*2Z=<KkIw~TLhZfI1I1RSH?kR>
z5T0NJEk)w(R##73$w;o%^3fPN{7`I6D+Uh3rQ&zbySWzR9K@!Y#=oLK>{l<Df1A|m
zPZ*CBo_^Q*1^HD*vRC+~EkJvQ?(0lVj4JU?eWC+-@qNIzMhVH+!|tv6y5I16VlX>A
zHfu!|YWxPDL7S4Aeh$}e#eNqA`(OL$Ghp)#lr!>>@$7sjOBweXZL1^FlDekZEATjt
z<u#<^tv%8tdoUHh{UCk4vrAA{o!+)FH)gPT=~tJWsq4yV_VbReNH~wb4neQv5>s={
z)zbI6#j@hH{q@X(03=ejEasd|D#9#0q5T3o&g~G=eZ0bs`!topA-(rZP*%$I=?ZwQ
z1DirL`NuDm{bvc|#c3F!Jp;*Vam4;3D3$92)58X41Ne8It>+#z)*dOomr<EbKWn2G
zjiZxf4;81!_NkZczI@m*k7FxE8_?<LPas`Jd3ClJ9I8pf^|jvK<@`JQE=*@I%~cbf
znIB?Lq0^9Ucv}EXA~Nv`+Pbjh?RD_=Zsk)SW7>bPzZ4e#&iOXN4cA}5;gE4k_CTx&
zrD{fYAVca<&|uh@yO?3!ed<Y$ax-lE{8o!4b0&Hq${(^hWO3tSsx3ZL;_i~)x_{G=
zwy$w!hBZ<6A#h*%H>+D*%l9js7zD#Fc=HE}w&8isOx=xmGu&3y_cFge7F3@drFh#s
zOU&Gow8qU{Q`rYEK3AD?K6Yxf>ItfQK19?9W6aO_uqGA&#o0F@1fr%q)Qhyvb`DC%
zOJyCiiL|}Qw;`{v!ao-bo6X%4PR;y^yWQC_Q-zq(o2hE}K&~zj#e%%+kGS6(*i3u;
z-idx(DorZ7()i>h?kUx^J-Q$h&n=^9o|83}=Ws;rJ~G-)$93X+oifSpr^$`Zt~6wq
z#oDlTVez&iQsDA<rk$vb$8&X7&rFnm&Jj5$m_b=$B*&lfDc;Mo`76bf6ul<+=<;J5
z>C_>NU38I*J#V25EZH14=qlufLFUlYx_X@UL=dg$oXV22bz=Q?ABlR_f02?pAY{-3
znc7KrK;5K2XO>=mmyC>E2J17rttZz%{Z}H~k`ivY6#KFDi$Z0b5K!1ZCiosXSx(%p
zsS#4?)g|$u92xHDKoI9eHQ&zyXpB78fuKd$z!f-xYA(H7xVh{gE%YPQ3Hf94NT^Bx
z8Ava({UbdvAU*)~qXdts=S<(MQS@ha>-0;Evw@4Bh~fJFf!Z>?7&Gnypl(t6ap>ny
zqx)7>0iO5Ca`~BN(1jen_flS83${xZXxIPPt{}s#P8t1`@M&er=h~|6r3*u=h3-4O
z^@_^jFWKR)R&B@`=34txs*OeHsuvX;=J%8dh!VJvK@N=Q*F)2<mH0YN&l10niL!po
zpW-Yz?=^&8R6#<>yKy%%>UU=Xsg9<qSWU~#LJ@u34s?TUZQtI+FR4G|H0Y$)l1+bw
z#6EUL=XWl3Xqt-hk;~wUhA>DB@bz`6D<65=vsb+WfjD0Nfah?EL1VK7DkI2N3X|e?
z2T7Ug+tN<!7_uE7sj@A?g(#8Nui~r$jmGKLWM!%YI5JJQJYN$Jzw0>{U3!3t&MBAq
zQW2puS!)?jpdAx=S*5w<HrIonM|R8C4BY9<XrKIE3u<X&-3XngmFvx(hex5`;-*xa
z=Q3Uvh(5olUt}cGeA9d0)-tdHWFF%nXzb4%KOnZ=rUp9y?a7HvmkQJBbBV9hC8?h|
z4H8`NZqG^Z;4NHJy*H;*cB?ml#B&kWd2m!N6k8~9p@ImVrtgJw$b0fzk@e3#Jl{BQ
zU-8J+)qO|@Lp$dR1@fAAC`d(8Aj5g{;u#?A>5ee*-VN}D^e;Q;x{dqjZK|H4;b_`^
zY^Kf`MEFwqKA?5$;H>5&d1UQNlFclnq;>2X*m$G+REj^~A;RLnNB#r;T3PnXxuDJP
z{Z-}m>!Gy$&94F9AD}s~?dzz09P@`=6ZLt$?MG1Tt^XoN{LyC#_x0op8!N6MNnq%C
zi}21r4F@<qU;N+3Ta8>H3wpW>22u&1xoZDClsUF;o)>rpNf2quUd?p6uRPq3ENWkY
zeB)3d4B>ZjyvtE+Z+=tUJ;f+n`aN#IWA(=&!*_#}SXv0fEc5VF#S{{M9vyPfYgrUP
z_y+(j^V=E`qE_FNhYOny=~3%%J`a%w%o94pAf{LfD>jHaH<}+k;tKgF=7D3QA2s71
z9pW?yCc~d)(}zzt2-u^j(L0Cz`ttAy666*V_0-nB^AFiGC6E+m_u?++jDpC2fg!FK
z(fMBCUIN#?7U+L+m2?0>L_dFd2ZGZ6vGE{EAfo}Oqt|~@Kwq;gq+)x<PtaZEYpvwZ
z|6cbzxJ(OvjL{hcgZtbd8@g9XNJ&Y_$;pX{w{~}T_xAR-w;h@mfS+Ly2oDXR7;Q(0
zfJEDoAj+cc$PtUtc2o%L7`x{P5&Fw04)14XS<uKu8H~G((-#fGuuk1l7#$tGylgny
z|9pXUngjqpk4kB6zj%rFp2vCVc#9Zh;gF3zx}X3OKwMxyJ@9+&dy?|@ym!x)p^+I4
z^o8tbkPc>W#7Ylam!MJ{B?-IB6`ugIuI9izMk0<gGc(iE(<Q)@!0=EJQaISaX!sBj
z43`|Sws&&;bFY6?gtCv1PnMtw$X6!FYfM^7>Vp?O#-Cn4E`ejvpfFJ$9)IRZP?D`P
z7z{MB!kdwZc9&B75?`eGcW?~!^t`pRv&*{D1^GS@k3gY}L_5C-Bl}kiPakfNVmd6{
zvsx9;RizW~=cL>lSCwO<69_ThT(OFC-CUKBj=q1;A^d<i!|e_{08!IVTw`}Ua8>cw
z^Gj?3r8}q7(9?=4K58D55l!XpLN)dpl#EM>N@{9kBTybHZ*0_WEy9;vw*0*#5GzM;
z%@MAt)_m|2txTH#4+_zl1LW~7;wo2XD&vB!!41n`E=<KQ&MpE%g<D{H|FYqU@uMI-
zeH)BSuToc*OrHED@Cs^~^s|2+ZiJEOOBO;uB)zk=ROdLtd9m|~Z?c0UaU$;WYUzYC
z<T6TL2q3{)?6Cy-X^c!JGmEs6JZhv}+$ebPX!96Pl+RXA*F0}xcAlS1)RT~<hhv|e
zZ+Lj5(B*8#3diN`EFIVJNH44UL;7&-R6UiZa@J|s?v97oe#=yUiFW)XZ?P-fW*-dS
z!>>t9-P*Byewcx-=p&{wN7MK^XLch}GeM^&XOf>RvL^Dz`sTQ$T=czuLiSjJxziyK
z4>`NII7K1(&P$Thtj3k`5f}c(#n>iu4w<`JjB_<<a-s61v%F3FyJmc@tn6G?Jhd}A
zWe>Qc2wP`4NzceUb?OZ=1Bw;tQ(s{|(=&hrEtkG44j+2xBEA2!L|UYy$}G*m)<E^+
zNKv>Xvq-}WlALcbRFPAIVA7e|%_)jom0z;`esvp77dGcVZ#;(^CB2IC2t`OzhiwxV
zGWVWp#M`%J2e39gr8UFAWiLUB_1b+*mVCn7=cCrTJ(I(5{9+Kia`7&-@R)!3$7$yS
z2wKnUTIvUHEXvIde3Bz&-+qG`CM`aUJL3|+P?TfcS}zIrVU?_Npv;$)YhYZ^v%QQ6
z)ZS#k`<bkhqU}R+a(Q1L-2aT><t<TbQPNaZG`dGWBEzHQ9&D+DyXwUyrYNlHbKc}v
zIQbDGkP>o?N-zljMMhR$BZ^qJkUl<ily&+FZxOogk!KZl4H)ootFs7=(7wh?M)b?d
z9t&?euvxx9%e{_BZOzHkxOqB)cs8Lbr^F-bcG=&t5nKK)1-w8RX=ZHP`TlZ<h*k95
zUCJwcKjE`se*r)i$<AEj{${KZU;|e;|KhW>p&G(e1BdRNU3ip7Z)ba<!tOEG6cwhG
zgk&19@evpBUD0Z$$@3Z#izTRxmnGOnigK*9-l~fyw{K*b96+pd^lw)nk$g+;jwZt_
zh`n9+$UKd&d&DOQRKX#QcPE~dh&?uAPRRu#UBzD8MD<O|3U%REbs<?k!p|F)M%oi}
z(POv+-m;Yp{9ThMT~7?Y>&It;b5bgyU5EMPYv0660K0gO@X{|&^n&-)MP5X=wzkT=
zl*n-$RnAHjaR;_CR}||781z~@HXX7lLt<jHoUc=&HiI`b>$dSu^0RSPhb$|FzL*wO
z%(e(o%?~{HHnI+9m2obJb}-DsNX$sU8{cF(AC^@xW^@b<V^nMu&$$&hg}?|%#}L6;
z1IQEl5CJaUTh9>fK1HDvg$9A1P8aT)imH%Gp4jaS^6{_IMw<5;7HmhWo=-q-ko>ov
z>>WI+<MhGm_^n}@S@Y}o(R+sW$|Xv#6jbO%I(S1a9j&8f&Rycyieh^SS;J28Yp!=w
zaTW|08j=Pj`<10t7$mVI=UT}aiyTT~V9Mh^l~H^5*d*js7VV)l1(w!L5-e`j6?B@P
z*5rXV%QIIgAEmxG#q~dxzM7QK;n`nx3K^Bu390t;Vs^)qXw8p3Y+YJh)E8>jetJPc
zjRN>73nlH#G*`5Bk5{v$9!pu|d+ha(2Xx0h0^N6VbcN+3LmgeX{Yd-PHw0bwx_Q}I
z`#FCh*ZJ@zkGtY8D0&g}AxB{@dqSBA%nnQ(oa3}u^Yfn67qWvL0b(K!KQ|$iHATg{
zwrufJixcV6>kGS=CM3y}-Y=gWDrXY=E8vk4e2r)gYtI+x)Fl|nW5v&X78Xz%tt-hj
zlO?SCY1`cTeN};wPAO~IqWesKMT0rXz$XQo1_|~oyY63oVF?C3A44pGq;sU`DcgUD
zq1ZT+Hs6HsjiU|Y{0aN0xfcUl4>-Zg2@MsM{%lWMTwL5u#p1z%;A>RCV~nPs91CKO
z$zQs)d!oH9FG&`>0w)!~P6l(FORg=ZRI1P-l{c_k$LT{ZmoBr@pOt4g3nxpjV3QTn
zJy`^YCw;l7kIqVwSQXSS*SyHK<$+fD#l?GQOuVFVS?c~M>lvRmsZ!M_k~^@s^78c#
z|I5jf!e5aGoQW##yuI73_%2#Si3HzwvP?ryB_0JHo>xP}RLYr47_?Eh57QXu_`Dc%
zqO*A4N->ilZC;)h@s%j{?mboE)t=6N*rD-hK%Nrd-Hbj4%*I=``-q>X;e&SJXQk0v
zJU_3PaxH=@e~sPG7~VW|qu=q?>3l8hb0aj;A1490c9Pb|bA%1ko|NjJJgpJ5%hh+N
z`CCubc6jISKy*X4U*jtx%U|1a@xA@XIva}em|yJF&7Zi3q-2liK0a$rP##ZDFr)PO
z0la|@0S;eLyb%i#;Nx+XwwH&lx@(G;3d8u<&T(AQ4LT@e(a_LnE@?-QL$M1pYNyL^
zZNUsz;cfGqjUQ4(qR?Hd8dLg1F_ca|$xbR<6!oh?@!IVm*tqIR1a3fofl%sNH88o;
zpG4rMK<|6-*PG!m>lZP)E+dt_Uo%5$d3kSzB#zD(Z+V=(^#(iuQ?$>e+}~;qKYb{q
zRJLCjhsmYZd%%lTb2N|QY9jJVN5P^NM^1{lg&89Lt{5%AowiO+V#eH1uIxc?vKTFq
zMz5IU@g0m2m}i<nS0zI(3aLttI4cdVHTQ3uz`vd&W_z^(78R!c8AQ%Zzh+9Mii7Im
zwgje+Us4LS#ImU+(qQwp8lIs-32|+9aKlS~`E`tcLey3LZnwP-1eA?IeLUqr$1!Ph
zmvN$(XkKY1r)Pgj54|ZsRO5<`kA;=1Dw3ADph)l;XTiwvVX<PG_Q!b!S!kkRBiZhT
z=@?UK=}|aJDZUBrxl|S+t*ndzwy!NXWic8xy3XvHZo|NRb$Kb2KAhD>h1>DD!;0BP
zJ075<Z?G?f{82iKz{48yBAxdi=pWl;w3y!F*!HRuv8E1?6z#T`O{^1E@>Viix*Fgx
z-YH=qN%O(Y5!d5V-a%b3GTJ!mlkB{~WEGUgGOSGUG+&(gT{O&4TdwdE^QY%Ab97nO
ze~r<=!7MG|za;s?+2>|*UN<e}H+N_q&kgyW4xV?Y?u&1-I!57_3V6^Caj(9fo=1pD
zXwLff-X50Twm_O6ELlyAu!C<NFryu+Az9Ws+W2mJ4p$Ten_yaYzd#^p`yzu5jU9Ds
zS=`?j#y=gZ_hdmqL2+34{Pj$)4Zpq0K)STKLn*(_H91GJzUtHH9#wK!${1)xqX&1%
zghdGq<}0)L4D|AxMQTY<P;kD=l$s}~p}=Ibz&tkl<II`VjTU2({Tg>@Djs1NZ)*p~
zP3@{qVw~2Dfsw9yYDD$r15vntB~UDhI{N{ar>r{Db)Vinu7~^7#;LZPK7g2|#G=m8
zVG%xC_k|@txzmrg9qqbiSp8e!e*TYZJlS0^-B4(TZJT@PS>Z7(j2T*aUFMK(pV2Nz
z0d#Sd0y5vD*hGr5Vhsd^cU7*~?$u%50SA)t#`(UNSK2x0qThh`ZLDhJJIlt#@=UW?
zR6Kgo*WZ*5gy0hF63_1hC;{p2Ku{FFV(7T2&&iE>xX#^QO*{y1?uTvQH9tafYR+Lh
z*!-*c2OS*O*Vn7N$(Z&_MV=tvCyw&OYs4_W-172BAJ!=zU`DFAh_vGNLyCU``rMaW
zYRkJQ&yf-Grpbia2nwr<4(*0n+QnnwblmG%6eu@Ilx^>YKK)ykr`CY>Q#!^G!-ikj
z)_HogM&Sbu2HR8l$!Wwd-K3p<-JYJBTs46?EJbW6d^An4;M7hNte;IW66U`LLG!If
zgP65HTL^Y&7LLLvA!%cs1A%gdd~UqRgHrbQ_btrb??fEcb>QAOH|(P(r4r};8)03{
zKju*3G%dQ)>i*-!3C(eR4*Wr+T6{0dOx8uVy}*GaNpjx*z?iH4wWKULG@KDcW=k(g
zK)w#IBgg=^v05RdU(Pr3T?t71V*9poKU&V3JE=F<8lER-Jb=T{|G{qASyy8(vDFga
z^B7{&d6+tc#!v-}Vd8CFR2rV@<_Bwx&~G-U0Phz+`SS11sOPiuSGfg+g@u9FuiXPB
zz4sC^05Y8B1T$^nYAhfM1^pvXm8c={W>YhB^G6*5AYXJtH@8=1t2l<2y5f(aD8|09
zd(?Zt(m#1y_pHno)j?`3KObm~^ygu5KM(&CU}_|P%={8qpK`SOOY!HCv9ZrV756~&
zD2~>_=d-oj9{@S}V*aBP>@v+bjKsvmKVDjce0x8W8?JauE6u_r9|2ua>pTH!oto9<
z&;e;Wc{J$i`PHfiWl8s{jB^i=1HaKFn#sEsFIom#GfwpVS7se7L;d8-Zf@4tauzP=
z_0f~Wbs(QzOG?;^Vh9aC5Tq6`PTV@bCHeG?hY&e*@qsw6yj;oM;G?$iB>^akw(~R!
zxwyFK+%ije7nr-E4~IfuKZ*PK2}VK%Y<`TUCu0W_5RmWMGq(P*sj0**H-?9Ian1}K
z(&vI1h~il;(j2}a12!yt)P+FQh-cEz*1@FM*x2*}i@`vG2{aiDyPboI|7kOrsC?>i
z6$<Dr>xxIc?4_R1orI~II-%F6qR$@58nwY0gO-)2&3>2w(#a7+bR5gnf~2#=(>d-$
zXq<Qvd5eSroR05H;JC5j%mXx4p>Qlvlr^Idzay1&)@s_H`;hzh@=%x}B&6>>1p&3|
z6^}~h#k)=w^ENXvfg$-Grm2lXZ_CeUQVHwjt3!C-SB9EG8?|L#EW*ReyAoeKrqewT
zls&k*?xV8j;o*tfa=QnjX6oqZ=wns#nD@V1s~^{bg$16H_zqM}RNOwu{*0iE`AaXS
z%ox>XGZKSP_IHG`^-JK7?Hpl8=OJh3=L`b+AkY`TBZi&WYy;BfxI5AKZdT=H9WhSA
zb+3*Mx@4fh-&r!44%b-TyRnV-E*A#M2U1ms>2#*NS>3ST5F<#YR{rEhOXFTKMEw=I
zffu8G8@y8jF_u4eVdD+*<q=1a#f~kZPuzuJ%{~kSr>L7?#^d&v@O@FoeN(I3TMRm3
zI~HT%-m|6!KbWwP`fK{M{F`=$LtCH=c(QEm(X8EE&<)b7)7wGGL_&*k{Q;CF5(d|t
zrrX-zr%%SCU<ZL1pO^JJzq>Bt{i_8}Z;rr>`dBvyZDPy>r1qJNSABV+2QoVR%qJwr
zcE%n_+Z(FjBN?xaq?yI_7?I5wv8M?Es)`4KM@xRd8aqoOsvfIeYXLU%HEN~Y$<-}p
z?$=AN*2#oohDa}6ogd++%Ebr-q2&Ntc;hpQj831h<Zz{(qidPzuN5qDj-O!BZxB^F
z4s!tRM4$qpQIfsQ0nj@@r~I!F8Q;d$&wFsb>Np%x@j2P9*U|XkZ>|Z;4Or{c=g=(6
zv{x$kp+lrm10rA8H!W<Rd=vrwIC+COe&6HA<^ospzsr5}RuY#*Ul->7o`S)yT&_wD
zyp&K;Y^K29A^AD+N*+gAB#5_m(8<x`rVP)^avz_w7Ik;8r*N&0rk;+KUrX)R`KB6^
z820ncz{AhD%^c{r9-qVUT7Uln_y~Adk=@w`X2YAq84LpNK_FrVkqo8f?`$qqwK#vb
z#qeinkgA;Bq{c9l>w9_amy)}cW*RmEkW4t(Yjo8Qc5S~hCC8K|6)tP!tWk1t%8+<@
zK?{I{15(bXYeQ2Fv;yG6z~RQ8ueA%z7z3n+Sjrf{d}Cfye>+fI<Z*Mv1${`#M!tx9
zaj8c5cR2;Fe9+z~lRkz>KMk0w##8cVo&mUO*c}|UbvnIo*d^iW|41dD67`Qoi6CAd
z{&waj6pT#>0?~ukhb`s0%-(eXR<Vc80V)Xk+t|R;(zlpch?0_07R^Jz#%9;mY4&E?
zefU5<68#eki5=zl`zg2y`FCeOSB7jxOzkQ-R{$8aA)}A|n?Akne+<Q5zR06bqwj$_
zJdhhP^DpFYN&W_~rqAs<MDO<B{G&xYq7dxA{XXj8kVOT*O~?0siwjhQzS;YxuE~^w
z4*}rpZhSRP5B^T#36Qn?a0Wn8QlJ8WIYS4KE<I%+*ZKJ{m5T_KW+wo&EMxQ{8a}XR
zayjB_{{y>m3SURG^C^F@zx(jP{d;slZyc-TGoJyFB!J3&%*zCxy$n|KB4h?Ojr1}%
zqL-6<B%0|V0J>2JhZr60oa;^3_Lu;G4lJaiq1V=fNk=B#b=8FQGVSIDLYIG`<~2q6
z=TX5#ApCqvQK)+7XizTLcuWKch$(a-2*sLq(w_^zNQbt+?wp72%0Qs81(mUy@xZ17
z#|agFi=-Kez7P75Gd7Gnc9hc>3dGbv18UhUo-tey=`KW?@Aw4tK=7Tx-zRhj&c6Qh
z#Omr7ceN8>StHbN?>yH%FKFF}yh@<d;+sdF?U<`p{AzUtJz~Y?a&IQ`KG%7xvVAtZ
z9G=wVcaD?&@qR~=RnR}@UzAM@ZIvV~@`{QN)rS;;hjkRN#+-qocVniS6L~bHK>d(%
zzPf(8Y^=a}CY~AmwSEMzs{TkrVAxApaM)zBs3s!dG(Y1lTa7%{5p%-elUHxv`MXEf
zKgV>E?SjlR8#q<Ri>k=;K>_E);G+%S-j;C=1N0{M<m{}EidZI4qPyS@eH{h0cJ~W;
zen#qDI_1C)DF*4r@;WFw0D{>wn&csVCI^&H;6&b}LD2y-yt6F!@%@%@&Lylcp{7In
zU6TYbdTK-gleVeDz+Kz{FecB$uTLrA2dh%9vlEP*9<9-2th4TOd#6~!Ho~{t0%ij%
z7&_<xg)>yysm$odCY6V?J2+rXwSSx%`q6zqzT%K<*a5Q1?V4iwVMW^?-Ao%nK{rez
z8=t{>5A-2R`RL0{oSQz~9hmUC0CqJ;9y02^Z$@mWRG)r)f9kUln&wO^k2-r<j$)ib
zCHo+UNLgSmu7cdtXe}<&L+Ry{CZvr>TLGn0&EAtKjW+Br@1c#0vm*qPFXCU6Rm7vR
zZHFGbp*sYI^Ub)6OFXsyIUJL7z>w{B1B5sAT>jNqADodtKfljp2au!+BZ8HYPQMc{
ztFK9)?3{C5>-2OMN46s)0(Ln(KU0{pPZ`#RFmr}h23UU3j<nU+PB+U#bQe0jG=H9g
z{VewHkgDS`nlQtP6&T8FmZq5!nUcnowHNGPKB=m2*SMfnVu8}U`#carFxshipyA;o
zs_AO8<@hQflw(<*8H#tDf+ds(3`IB?G5#s8ev$}?UU^<m!&_A3Rc2S)`IlE8PpO6c
z1ec*(y&tCA`!}bAo|9WT6d~yht@>PCs?{bpNNg~ieKrT<Yw2M9pm(=MDz94qbc_{x
z+s4A{I8>uDp-=a+11|qaHoZATtUMV2$k8Qwt8`;-UtIs$2<;H|Rm59if#*Ml5BER9
zNjRyt4;~0n1SuHLLf)?YI`Lwlh-Ovmuq<o;oYrxJdp?K)RE&h!wgrdZ+v(CfRVNup
zoD2G~_x13!toFTA`mwp~K0ROE#H*yM^B<hW=wrcDBSOt-*(DyI+aXPg&my-6!<y&A
z3A&caq{bR0PXZ6EsTS-*0|_Qru*H{234QRny^#?yRqhxqQsjUoenL0AqjWPzwtTna
zpI?@pZv-MJ{!kkL`U75RmO|M>vU5Jq+>GJLxoVR)5gIF;AN}S$E&ED&=%UBL-x@o!
zfL%+!VGap0yiZ}kTY@bG|Ef85fWQjQJWel`u484cvrxAzEp>BP7;&XHbyzQT=4~<P
zVBjaT5xkagEHtr<()u2qy7Vc4+baJ06Bg~es#ll+R_~E211E=qKxlcCe{^$mBhmc`
z1VX35!j1u?3&f)w!!Xlp#bCh^zY2LO=&Ebey3%@m5*COf%^j%TAm3CrH3^Pz{si5X
zE@JN8DqrO{;7eN6xzKgxz8mX=Gd8$0(52S`bjDa9`{Im@m4Q6QxvL$~k_R3Zs4>;J
zXe`VaH!yujxkyXmgV!&}aLxmKT6EeCah6yl;lFHmFf7<zPoOtyix>#}+Ay)OfbVJe
zuaDaXfzdvRRf7inEutiCFM;ikfqodDP1r5}Er6H`0DVB;uWSJRU}<}MJ6iMu{joVv
zcm>=8=U5xuO^6aP#%H?-6id?E+TI{gHh%q5&N2$a`1c*1Lf#C=!|{OT$9H<Am~h>`
z{#(-;a6S<9_Vzx?w=17Y{WHcF2MDhtv;iQJm*^%Y_{Rf%h6N++d4)=V{@gx_R8l8X
zjiBBYu3pQ}UZur}fKh;oD&8?))@y2DqPhQ6ZT7Ae2dua~JUpIK&;Vk?E%e0V`0Jnn
z?_8JVeLV&Q7|rLry#_?UMBd5oh^(5>AhEw-Lp?#DQG%nFo3|k{o=|QfAr_w%#SOD!
zzyXcNHU=sDgN|-v-BKhXFY{YqG7D5pfOwyEk`pp?Pe^n#-UR}8iRp={z*U-`-@UtO
zC<Bo|yr?z(9y8#)R38y^s{uz9QC@p+r(G-h_&|}tSBT@y;0VCG$9zeObeEZ(qa2%q
zbF^-F?`{f&SBFd{+mwYAtp|s1(#aIS5IR?Wv&p<EweeGw=C?X4jb_01HU@ed_x|++
znC$~7jNNCN_RnY(Jg(B_9^!L8qN+K+x=$l4swYz08$a!)A0u&@Hu<p#IZ!2fvuEey
z<(l`E$wux28la?xKj1ySiQ)G_zEQ8KsePt@@9il#hmGdc!FsdbL!Dm!_!3L}bIP&6
zRwX(>V<h2Ikpi0CRnmvrM>@}t1sFjYGwvIoXWiMVG)i4qN<^>yi|1jkUb`_|#fl24
zdUp^>AXDV)qLQp1_^5?>rDcc-CtVHg(oq3I>)U74L*j*hxgk$W{gFcy1T|;n*}^%{
zvfS~~;BDYl>hy8jzrj83S~s0()$BtkAYcC{$1ewEu4XGw&IGMqLB*3d%NJU&rjx1m
z&%=_jffEKX#{YG~KqQz|tWcc4OQZenFacQ!(=WB5jdK1e&ZT1<;l}2sPXi|as}r$P
ze(n}T#aB62CKY^~XRL+z;UC?DruAP3526R#g&NZaZS6i(oGP#tzR^|hfvc&g-M%L(
zjLagW&$2=VC4E=|1Mv#zHBiGlq*uVYp&}*JDg5q-*{3mv-%Qz*UL`iwkck)A(3d-T
zEHhutrWQOcTm1;tinQLN^$}I8dt$0P(|d$bSv$qb0d0RD8sR>8?UOZwARTv)Qr-8l
zdoLveSe}YP`KSA+HB+U?4SV3kj60$~8{gi(QTZw1JO~tA2b|9Y*O~!EHq8p_2ewPK
z<W0r4YZD&DH=gZ1uzp1vBC{LJp22^%?6I#;8KT`gTxVa~PWJo2vw@a5qf>!QIuxx_
zL+m{?zPK9?qP=DosK-rzK!0Sijsjrpj&D%wNjt|@gmAk8K6w4rdkRPW1W^YDf!83=
zTY<)=CKK#b+Lt5uWMj`D3=cYVSA;&r0z%>qb5wX0)(&uZq&~^itpR5)hzGH4O`S?$
zsC4~(59qD+45MW8=n_L2cCH1Bn*Q(dtDcl#-I+T{pBJ)r&{&;?gPGh(hHIJ|-zo1+
znn}U9h2_{gQlZg*k_s^v={x44{!KtUf-u;pK+!gfBi>~ATx=F!nN@K^8ELq;DKyhP
z?u#f5cWmS>)VTi<`ro0f9tgH?f8VTHV9o0r7P%UO-JIo{ne`Vw6)FSyRs**D&YH)e
zK=Cw3$17Z}j}W=osanOE=Hf#GxjGRw5hBImhJkE8&8B5z62<2K5c5VH2saj6Qyj@k
zF`DSZm14-zwyiy&f#p5l&2<h)tp4)ot-wRY78l6C6D(a-lWf#Kg2CGW-`vz)p;`8`
zkcQ`C!U2HC2H<PM06V<?1Kt_`K=uCJMGl~McRuMG`9)fN%xl>@xX1$tg6=G6pC2rk
z89fImcz|;F{`<Bc@TY6+58iAuT~Pe7UyqQAx-!)2Z+}M)gM44SK5D{&#%_TCySMH8
zw+-~$bpV{{)u=8PMJi^YJOF?X6bM5ZZPZii&TF9km+bYNy1oC;hd>GwwRm^OpD_YO
z{Qq@~78uG7v_5IQ^8$cV*#->koo`_Thzn)3t-FeaFRN$t-#46;3Y+<0a;%yQXNe*B
zdzCjke{#?GBO@&1B+dqaUGSfe<tR@r{3nE*bf}YlLN<sSdvJI+-%-qerj30!ZCt(c
zA7EG4db2^$ZM5P4JXB>jj=@=q#>dK5yUW9*=epiU!C-shZ~6F{tyq%mKc>uRF{Ghj
zePfJXx~p<89H*i7<76*KYl65-Xb4MnNG-majewgVevX%u*#Afv7z;HVA4=)Ge`(_~
zSf0LGIcga{`TfHcj$aZkM)4<L$y)&W%fFW#e?-qLY1g_tb@qqPoek^#4`zBrc58H2
zPxpVGg_6~{5bL|Y<;vUC;@39G*HB9;#{VBFLmM3{Tvat6ZqAm>OR-Ok?IwUt((62=
zk`c2Z_8_HiCMU&-0!8HZS9X6BbDSDkN*-g)Ks#YN`07$*IbYAX@f@US>@@HQ2;GuI
ze!%ZY9=?tMok8{~f&yo1z4nL-wk|*T!dCaQA*GXy;6)Bb$cO744=d?J>AZF#Rl;xl
z@0Y1HGo{E0{(#i7J0+W+nkh?;nKUaz$~OL-x`KwVo7QAngpBsGSPOO>DB#UbZ~La`
zx$M+G2lD&>mJM(;$*WuBRjbkZB~nbx`^wL#Shwgy(cR%C%h#269a2B}y@=*7BfmQ`
zDA#{HP;FX0qC9NSs`xk&MpiP$d}75lh`vlThPMy?sBt&j)vejb60`x@L`vNR&;F-g
z=6u0+U5ZhstM@TOo7%LCIJ&t1bLzO@`s`c*Ztr~~(2HU4)&))%JLzO|7wE?<imoQS
zAm9YZ;?x@{OntAzjD>{&Dmg~+I;xc#O`COHRzRt-Hoe%LasqUgKYQ|za%N)J4v#HB
zZnC*X-RmNSGgtxWS|<0uq3c7Lhp7>IwqQ>$$Z)Jw{8C_?`&WgFp^h)9ZqMdg3<e2=
zrulzUIlzRL@acP}wimh<b&W(um(hV0PwlC`j_M5OU5R{lKOb=gZruUu_CY?ajXt$U
zmhR=%%ZtiCrkt!24ewt^*puExJ*fX-2cN<U^B7;+R5vi`&sAIvD1ABySZm)_`vWJO
z(&&L>mtT)9Nkul(JEXQ6Je=n$9aA-OCuc*5rYLN15_SZY^*)Y-WqVT9x8&!|%LW;|
z$<I;z8~c9<`zP+F%%Q(w%mLWYq^%g;SvGB(RWFJX{yDcq+n$aI&BkDezUBt~=)Cve
zCJ%R25P%v{{&TEv(eH2tyMNp@z}Io0^NRzl`u~{HTl5Ry4NL*ljCw#R<Iai#r;P5b
zC`R!0Aqj}%;akZ0GWaP4H4ukU+_mw4*n7*ksJ1_RbQBN~1pxu2C8b0<hLi^Bl9rZk
zhDHIUq)VivOS%OH=>`Gm7?94PJMJDlM>*&G?&seBeSP0f?7j9{>s!zBeAfp2v4ru=
z|NjYMHaa6E5GMr4vq;R|AVNe-0NCE4gem|j2@2|4!#9Uu!{;5>zKLUH0KMXQ<0Hrd
zge}Be+uo>8<3-aZ24!+{-KIqP6|?T+Bd+{?=*Fv0KL0mAeInGt?6Ti<<%I;bzQLc!
zJy$cKQwV;pV3t^JA?YzE{9e+T7ws;H5^0+RIdjSCZar%b!et58B7W=*i<5e;O-=o5
z?{k04!9(4R7w?_FIT*WpF14^t1kXaKuWA*4{3GH8NdSlnDC%l{CSYG57K<MF+~$!x
zqu(kXt~wy)r_COB*s8GJQ*+Rhm5S9=@v?fw7Vw{lVo1yUVg^|TYmx8g4r@0p?y0SH
zS;p;(f`Rca^Mmr>^V&YGA9lN@S7c<d?!~)|A7w-A^{ydZQh6#GZQdIK$ojW1sY7i~
z6Y+DZ30YqR1$Qg4hj^|RmAY6kx?_zIzvN}qcsw`hH+z+tl05}z2$}}?3o2%CV5>Ig
z)buNOJA^H^oB6ue*L}Ijx8VWR<Cm=I>Y_Q8E2*!{`;{Ww*Vh4bWdA4sWdNT|8NIty
zr2{irXB#5xSDBMu`5j#{Uf<5p$)0k{G5ALK(8b9|T4S1uLFFIm^mY%k4{Bta?`h&Z
zESS{R#R;W~7t?-}mn!s_@|c*5O-8}21D9pf<KZu}{dv<<+y(orR~dU1pZV>q-`P9C
zAn-d$M(<?rHQEYkC%z-reU*YB6{c=?c7_#8{uS+lA33iE44#^bmr;}R1a^O?etHQO
zzH9$6&%~ZA7iNmV!Q779?_bLNAyis}j$x?xnLE~VLNKv>sX%_70b)*LtCAR1AO@L`
z$MIPq<!Yfs7D=LYsl19{o7bOG9U^Xga3g(x6_DRly@4qtA=k4;XNx`dARpH_86Sr6
zhJDp|-`41uP}>j^8B1@3Ym6bsvMZ@t5EUlh_F~f4SvE3+Q3rt=+2qe>aJlCQ7VW<&
z!v4dm5{R|mL6Z*1`ZX439iiOK*1L1+Z3G(&!reGD;9^f-Op0L)B1Ck0t)i#<))wA$
z-9~00nb@{%FQ{{#uKR79)AeJ{jWkBA9;Fj&<t#4qi+W=0zQWUt53IS9J)TFYJlnRf
zwRSr0THD<HY}5a#ez$4dOvC&(%SdU<3#sv`(Mxj<M<;Yn{(We2a*hq^;w>r_p`hl;
zPhtOEAT{y+nxMM02KV$P9H7;kBi!^fWs8vXpyKe@M{>`vK~{Svh~;1|gkFyCMsn7Y
zp8eqFc<pPTllH_I=7KCo_=<Nz-0QOr8^e@I<Tg03y5x65?)C{WVpPmIo;0QqgZJDi
zKX<|el7q)_-hpk9VlDq}%x&^r|MyHpRPhAfWpy~7WB(P5w9q*=tq-L5M+1A~>K9(X
zMt$;sK}LA?SJ}6iTp9H*@)m114jr!m=j9mb0;k!ddYr!l)Br^<o}~u0^D~zhxiHD`
zsgE|22pM$7ccORTXZF^*GS$JVl7@tb{CBT=Gfx`a@D&><Z};wHa^2y!+0Rbkfb5LE
zHOhoA3Y%v{3Yfm*Y0(<x;$H-EqXWy7>DSy~W|dY`PL+(7^)XHx&ufNM^YuleoXpGN
znL&(D)1V-D>e(G{vio_r#h&lf-It{9=uQM5GqY0mwZ)}1)j>8VtK%l!NaNzbm+Y*!
z-Ot1VcTkO+vc*7I#Se}!+yS@Db_0eL>J9G}SLBqhor0ZQ=#zJPE^zXSMAD`w!@JuC
zA3~83S*Of5NORf@csKmPy$9mrs4pvq-^pzrr*f{uAq_?tLs{kI4E}LJP}uBetY=7D
z#798>{`w}Af&_O`p(wA#8%5gq>1*T{CEp-3K&?V{+g+TOu1X0c*y=6z?e4D+KcgLm
zI6rvL12W`#jod9*)Pwogk8dG<%=V-BC4-pL0SM&t2LADe7VIq|-=v-a|5VWMpy5z|
zLP@k=v_DrDPXZau=V<G+L=Dv;L2qrvez9rEU2ATs7s8%pvr!PLQ9F>}Gin!8kn6ry
zYeK!{hfPNsweDGzAa#*%s&xYtMsA6muKVIM&9!HUz5_dUV$SED=CHBu6maw^nv4Hx
zM#JO>_S;!GejlO$FN1tZOYz>poC=U#i6^Qau6k=hV{%cYYtUhS$I^piMA2S1eFo^u
zO)Y?bgWSDwZEg+Sv+7gmCZKD3Z!EGHeu7a%NEWR4=uj&o11G4wbQv?TE48FB!zrqU
zi({OEdkca$Q?tNP5EPI+D%9ZC40sE`p1va^Ca4oqn-9-VUtkyDmtTz%b<Y|TG7qid
z@!OO`pD*%RUh+TUNbSsyDjk6&r6df7M!X>I&~XSj_bUG8X&A`r4FY8&!I-bF9Myhe
zO6w|-=0bpuPFA<eT^imOI~BxkbMLYeU4|!(;tz*)lRoqcotTg)q-)7wFSKk1y$+SO
zgK2o7)Y;h!sO*^&C;$Z0TVS=W?U9I+UUPKXrFKitECx2+2BHgF$l8*5`!+j`-v-MF
z#7QJ`kMH3MS4C28p;Re<pMKxz@jI0Nj1AXTV4|tZi}o|4?p<3RBN-@bkYDzjNMUPc
zZi*zBZA7UYb;jiYxvQ)zH)<LSDB`Aj+x1<hyyuRhl<%eeB0i);PWAr%UE-yr6Leyq
zIm~lt!0dsNQIuOutWOqoYz3#oho0^}r+hus1?XJ39QPI_ZrQffO^`p*QOKh=z-j^+
z1kM)m_LI2dF?UOL(Xxwd%?c&F?Zo1)WMT&0l_GTumtIGvdM{foDnH2)RInQUDC2?m
z5Lm!LhAy*KQ?f!#mLK$n%irS?W4bX-;M%Txr<RBGA9H$_f&qGjL2!c=bj<(~QbGo5
z2LYD)=D+sDXor4-Hwrpl6aKFiKz<AN7vE@=s{t8u05%44M}-18*QYnYr+V2)g71C)
zX^cNMM~|~_fZ~w<IeSsmuz<t{!IJ3un1|&T?R&-Cl)O)YY&dd?84hEv;EhAOcHI_;
zhdA~2j~l69c~X&-Y7HMs-FU?T*ujjn+3jl&OEm{Rzo#;Gpq+)vrES0N|2j4BOYqxo
zkLXooY$EiYpu8DFSpBtq6u3idz2-)5>e3U6d8BRM?cZJ+zFrWA8=J`C`XCbVkCm%`
z^tx{+UUfdq0`e$L>NmJ^2OAS<X=!m<Xi^VVxGh30>Mh_trFSWPgt*hiJNYpVQkK1n
zBx#f#*RxMgPp7OPx*AOwVZ_E;6c|axpK{RwpLWeM_6xXOMc7_Sg&fS7)%ZxE;$98*
z`0CanrXD8FcpNMW#2OE8=cN`DJmoNxn(`kxi~cN9WM?&9+wp-+G#bY@M;rpFoJH;8
zr%?R>^ia&$d?Mx|lr|@pSPOk*)_1qaKH5XaJNg#jv40y+cmcPWh(n#f)bp4hO3y_{
zeDcObru{c+MGla~0AyzVmnqA}T1LSER-jnOK(UR5)^7-x@Fz9oRp07k%Uh{0ZYb*U
zS$yezpCd+^aA$oIID*gUq)95?Y=7_$;Vhvx-=hAjSAyx&2oH;OSjty>7JGAirzOm6
zgovBmtcxb1cT_A2#z9z|yzJcU)aHLc1DsC=lEB^~2KMHx!`S;H48r?6(niJ~lPK4o
z_iap6E?M)nH#SpNr=7cKh<+jYc+TAaFp(+%7aMi4QZ!MIoI=qWu%zte<2#uemtQ|}
z5YNe|-uEZK(k|<dfn^lWEg05tm9iXf-pu9laD3gkbSQIIn@?K^eLDWdG=NlvA<uw~
zLC~g^l6%{UE)XM{K!CSN{~<iCH5T63dMuff;E+qMN&`ezDgAPP0Qk4q>yHmlNqIb!
z>jM}-M|a<%c^+-*zW7u^fjSR4k5S6%lYs5b$6YyN<!-PM)mZLb3&Sq^7?qK)t&!|N
z;~8bZ=plTDk@o}%@w_LevILXbO>~Ugq#J<T_yd24a`+c%UQ<<3i?f7*tZ#;TR#tnq
z@mN^&e!$&khgN^ZIgq>GpwSu}Y>^)RBRq&1kPD=dL`e*ne<=Gx&Jl<)y%ZBgr<hS$
zIkHT_K>@V?<f@<o8=+Ai_03(>;5UE^viWLp?m@%1DUY4JKwGyagx9dtz*-&n_3Kv=
ztDNV=nYUFhfBom@T}KAy<&i@q(B3aUk?>U03l<j|n%ri$o4L44$q4+paw1qs)VH~h
zT;-YiTL$tC5=3aZ=0;>E&pojpJ$fX$TGa9k+nw$buqH85p*sL?)R03i0f9iIbYYPP
zy$?Bm-E=%S+37~R#rN9?<IU<C9)pO9i%0SpGk-w#ps7RMt*fgGNTyrS7F8UDJlme2
zh<<i5(;c+>g#h7G?>d6oZGQjt(vxFIp}7`xSZXUV>^^0xC0d;R++|>K>7DXtSM_^<
zU6zBL_{|2t@w{euS@f#Go5~W;<GrL1cCt4^Fe#<n@OQr8Jc*cedbvd{iXfyRTD)0c
zYm-9(Df%5WaXyQ4XLx2Cu~S}8vE4*NT5Q`*J600k0XIzyxQ6COgC1I~nzb~%LbfHc
ziiC_W=C4{>5uTOd<-n`{F$lKTA~_?CCPu`UxVC|+KwtrXI0+4$G8Y3L_la#U*Z)!e
z@D>gX9tAz7Onq;UnB#t+!2>K&f?9}5OnU7H_S?JEX`!v42rg4XcR!!p=q4aRi&#M9
z4H+8-b~fOgD(#)aA$>aAwoJB82mz*=K*e|C$1Jt>KP>fz3MN!v7Wp%o+JsO!-<FD}
zsWev9?(;rQ_8gL3s~^ge$k8zyiQEuWQ~sO;jr_8P4~P=K0*9hUxGAaL()qdaVj5l3
z&(ANI|G{pmMhC)H4Uc6@eTGSF9Wkbo@!IuJ`}?rAEk&XgXwwSd?b8IYsh(!6{iIL#
zUXP2Ik2x%N)}NIbPj$99nGfGwTHNp(S5zP&#!&hsJeWbTwn4AMv$FW3eh8ZGJeRC{
z2^FB@?b4}oIHxbvUd0^g6S%B!s-~DIA%h(6)?AF`e~Mn0rG-b9s+}xIyR~SGei%u^
z<_Zxr9Nm*~d7a1An;OSr$k?u4R<d_oPt41t#A@pvV(Vqr(J4-e<GGkgK$kTRQPk+`
z=#;0t%%q1srCtK7owRU<%iw9U$_OOEv@iBjCoQB^FCy684%|<Y?I-y~%WcCdXsq!S
zS4L);90x}TbGEwIXA^9{&yi{e96{F>!IEdk9)^aLJtQ4+HsfDkWRqi!KBh5>SnaMA
zqz01S0DIcq#Fwd+|4F3gk7Y^vef*CkQ)@>(I&@(DdX$l(Kb%Evqv%JMs5$F~GgbzY
zH}=+{K#$kikCCmyph6Xaq`;l!6|hXOpX$rbi?!ObC2XnTqb4TO+Va4XwX~+osf$C%
zi2U%Zc(n(_=7#0C*UoBe{#2XXP=4wpJ~W8LNYsd`W)PBCc2?#MKifl1t<<G<J;?G$
z?pl${TIzkeDB{)Y!La$({F#T6IebN0V3=fFS3+9%g4A-!vV=c#elgNH>Cpn%_({6i
z`{&SIAw0{~9~zWcFc*WzxR?8D6a~|z0@?z0J4ao8PZ#FNesD>QM`n`hlrtQ$l^x%x
z$@u9fz9LsZvnH^20I1mu=J|D)Il$yHp?SO({+muUk&ZO+4>)$<8yoB=M|<xREdtc2
zfla^qP6DVDlm`~+KQ;+$TAjP!<AyHI7ilk^^oF!YK~X7)$)QabXY;|@U3cuilvXBt
zxXey&_R!;xmolgyOOMoVdzx1zpOh`ut1|SIYn1G&txvkmDmc%Da}M+Ce6%bdkNpBW
zu$riDCp|YlDWTVfuTQBaBwH5a@~U3UW<|hAGENshNa`OFp4#gxTgj;L=uD_rycUXa
z6xt3<6c3ShI@xX@raE?#cAA}I>h<N+KK4XoJb%XP3BBN27}8m}bjHGEYrpHkz0Vpe
zycB;~?r5r0Vbn0UrgIrC;DB~XL>Fthu4fk_?Rr#v%45GbB&t4f=^g;dq2kr59uO*%
zf6OaTbs_nfTUNp|;#?mM_oBH^$|*}m0Ge#+vXDN>G;oiweaFgc5Ue_GBmA`^F4nYT
zQhac)Fu!cS67aia3HeN)8@ueOVg;;K<c_lY)DAQ$j%<V6H%pH5JblvRf{4Ob15A#+
zF69o~C>hbRXtUiMCn6HQd^uyE2-zDUb@v30d}sHP5%u{w5|jLxej`~|D>B)#d_h3n
zsYulILCI`xvf5zuWvxavPt`0>$NQ2c?4@Tdtg(ELlm*r_=%X*5?5+tZ?Fy)x7!~Fp
z>xNqkDZfKjv-1z3zx2h8_K9hoRdCxmTqryE*-b5jpPaQ2+i3bUR$;hupnDeFdJ`u3
zbSqIA38wHf0nOb64^!a=jo-AsofvQZ9Hoh_g_IDiST*USc?kcEwZ^b7S?<DpwGCPt
zd#U7RLmPcTBo(v&bNj0_z$Tq+L<-9(4u`)wqD#%i*|?X#$;9O0WwS}{?|>g%xG?yh
z;u1J}+|#qh^#&hA#;KkN7Cyyv`Gi2H7swOVv^|0gVn&9QhPybQcf4*gA?<rlIw?3T
z&^<{sUF1_T{fW@6%!1O7-dU^M?i`%u=}m8Pu=xFJsDM6-)iDgBqn@KYo{c+Xp%MzL
zw8ANmj%IY?sb8h1JW+uJWN$h3gUrE6uUW~+JO0B%s{KKS1@lzKvoBFjC+ge_b?}h!
znBaFLS?iT1zIzUM`Oz3f@dZRZCBtmJBGtOuVf$^vo+>b`yVhUrl3uf3)~fK$rt#~J
zm8xycVVrjyPa5rpcKTl4!{#Or$3ZN!HkXXhX7Yt&Z3cY4SVpAF4%6MfHskOJt3roR
z>i%i@g5i;oqv{hrdduaPQH?4Bg@ZMv%VTrN-4@Qr`zDeH4tJ6dI{k8JcSj?I_Dgky
z_7u9OQh<}fDtx5?jkCb*remk(nAvhIJCZYi8PXD<AE6Ul09=Ad1&xfrxtIDe%~+@I
zZpq;p<<tQ<mBn<Cc88c_ab<JUcy8lI9hRMilUAn_vz+y$zKX-{qRdbwCv|(iX646+
znW=#VeT^Zh=6DtQ5t!uL@kr_!k38-#qCnG{x#!&5s<SShx6K?0*IVmXohv_DNLpB!
z$?3@0xJPWjx?8GkfD}9l;boyk@mL~$N4oi`;0&AKqS(-{Ng!E=q7%KKkY@a#p`O3m
zS=bc6537z~I?PdL!tl^M;BCF`g@OgyIO+5%sR&rO<Kh8EA;ma*jU8pYj@ie10=su{
zIr_eg20)c-sF-qr#kYv6U@{g~fhqK;?pH<eH^*Vo_S?g9h@`W}^A8$R_X|m)fHx0#
zXYXuqn+E14XVPnna0AONE6PDcm$~n#c9PLHv9~`Lb-KKMP8J*EKE*VZUf>_YzR&4#
z&VZ}qpDUM9>aPUqP?)@(_)2Oie-({Xh2+nItL&<s-wGfKZx5h3<%@WlkU0}MW<y<V
zaXwe=xbg@WvBFj15})`T7^DF6#h=&`<T}HF!fh~=lopF=d{#{oMIES16!=ayL)O1A
zUQVU&X!@<<XXPy932aVkD1J03#%E$G1m0D2nJ`(LjAKQVI*wD}{xyVy9iHl#Kk(&K
zfdkH1#$(%448ot&F%&~c&gwueI93pMao0=_kk~>EVpY8}`AXjIZEY1jR%v!3_(EDa
zkvO9Ou}f~%2kR%JfL}NjeR&@jwtAU6iOdLwa)ZViIz1_rC2Ku@PFPR+brkX;0z-+r
z$@-27YL^<11)gS-{ZtoRmq@KcZ(zTncL>EPsP5H%FQ#^639#bgCz0BNvE_XQ9=xz5
z_7N&0TFd<>9tIvQrAE^D8l{01%AO4N#l|<nhdvpVzw{ZCWL0*RPt?^2PkTjNFpq`F
z;oozQD)Qc?Aqu1Ey7kuqHL;8~V;tTb8xQev&(Up;*N4OnW=lk|>+phxY^LeLB4bN0
znPX#)p%WAK-G$27izDRx)1L~|a-C<srwju0y|RRtG3H}~wD*q1Z*VW(GL?~$&iRI`
zkOWVrnV3Cy(r~10jA({1#(M&eA?Ewi6SwKyq^*RV*XLEjUUvMDAxwqyNgOWn1{|he
z7X8-3G($9csz&j>LWWANm^utA$IFv1h$vHH@eEU~;x4^EhB!yArXB6+OkpwYvAQi(
z-b6beUI&e^6Ih!6JkHfzLBsksU;O2|c|KN_40a(LXv=S7rhJB5iIe11m6g@D?DPGF
zBK6)d&#8!wLyxjF>7kyR<a|NJQSOt?v03cG$fE;7n5EkmF;y?s447KvJ0#u9iZYk?
zWN@3*l|XZ>Dnq4c*XVp?TgfZ(JkAxpf8u7P;Ohfo@{p%|INSCP#QoAKh7qLBYr+B#
zILm9FkBP@?Kn9iSQH1%`MS`GFv=wIO?K&_$;m=Hsr*#i%qV+4n{W`dxj*X*>vY*w_
zO_bQe>P6t+V((d-@x@8^At#F;IV=2NJdw_kztE%V#U`=Stv+F3^qiBroU~b{S2e&x
zv+#G5u)C4H66nT>UiyPgM=}%M&0Al3)Zf=7wX~u2mO{??U8%y#I__DO@T_;Tn>&=k
zPQ)9<|C~e;KRi>g17cWTA@zvb&O^N76`}tHgS&^gc~DjqcYQ!4qj3Jaq$;9f$-z*Q
z<gPSa>kFdzkCC{S=tB+*0t%Q5qEt8*MCls=1Dl_o7SfoDFx`SlA|J`Rqb#qkO4Z(V
zKRG>hEJ$@(0&mOI<e&5-vj2f@h-yhgbAT?P#+1p^Y8_Zy8V~l9FS+0!lVhXf_Gb>k
zU*K#P8DUB1M?Th8MQk*E>~ODQk=oNmN=;dZ?+dC@!&{1Ye5{ZrfwgB4sU+B#``H}n
z34vGD*@<!II59NqJYQ@41UvuuaPr&Sz>S)P>T}&QyRYSiv+>d?$79NCOWj^fpB<CW
z<`m&$F%=LU+IzR4F``s(U1Lr5l6<;S{Yu47j@4(}Z5hg@Df@%_L+G#fNqgyZZegPd
zC_d+IGq&dZx@X2=IqkJ7U@|HWldlZ4qgyN>ZJ7nLK1y;99M<+sXZ0&x&M_Z|${LQ?
zx2acL%!M{#CLfm{E1GYl2ry=5)M$r>JYT7e=9`V~70c)o1)|)$w(V+ql-3xTd4FVd
zo2QFFj1&2ElL{7oK2B%EwJXxCb>c(VB-i}pU7n}TJ#gvku5CGEj<fB1LrW003TLUf
z-FPk+oa1Lf92a=enJZbl6L<qVobxpFVLfye&xth6r@6+4x6*31{dCP>u7T^9^YdiW
zT)yKt84(HN66#)|T(L9Y01zyI&=__7fmAJ}6eSC%qdO;0>$xj!nmY}2S677+QG+T#
z4FVd-M&cf0z)ZhfDy?)s5L8Ex;jLS-7RU)f<_Djhd}`bI60=@w)K~Aoc9OFj2Zc*n
zZ#2ZlGR4KIK7kyEOkJLZ0ye&N=;jW06|YdCRUeE#P|NEiI$+52SP9JadT*6q+%3B|
zpAg4m+F#Nsm(Gg8exCQ?-t&yX*Ivhcl_Pu#A1!+{<ZE3{Pc6L>xkhFEri&Ah<{35Y
zl+^Qoiq2kXoDG(HFm7C-QJ=9WwXP~PCPqxX1Ozgrm6JHROK@zA3N6si!y%ukUk`h(
zo{T&qH&S2hG}g!<?bKVc6T4cYT>8_bH{HN%lLBYbB*ift^EO+#a>N2fMt8<OtsS0d
zqN8Dlj{H`0XWSuN!n!eBz}iU8IRmgXd#tl6oa4#pn+B}-+~f^66CzJZa#VBt;q9K5
z(JXg+ontszPqmvJ%&sCA_)I{Bm%T=B<*N^@LzerAB*Xa6ZPq1D+a0L=!T>g1h{vVu
zpq#EX)91E}0fL$U3)NyU--YSMaCw(q3Bxdov=j&FSzcapvd^nIGD|r_{lWxok*<rR
z^g{se<(UPeHGQFRgjDSx9JH$C9=V$Ujd;+h21xfCU>(OrhaoI3vv*tK`PH8f*+Q+b
z0gRx5YNK9UM$IfhhuLy5OSgQG6-FK5;}U~89Jw*HY`So@OC%EjnDU4Aasd1jI`}Ks
z0Xy8?Z^)hK)UIX<jYQTxLx$bB3Ti+%16Bx%fU}kBc*X>B^_c@mfvBV899&_W-bA4K
z$H<XKSA$8r;t*>ni(DxRH1hUVV)`>4o^hZh&N)Xv0FEsOoWDYJ8hCoZo#yVR;zo3;
zn7By@U?(WBIPsu?djcW{xa@)OEQwOlmCVAu30ge9*u4u9kCR2|t{8@*(O8Cwi$jVI
zysuHlB>Rtg4htW<(_qbjB`LR88jJ!A4y=zbP>({emlRn^%N2?WZXghnqF0jfR0UXg
z?k2a6WbFdv*dla(9O)=LI5dy`utO{c457{tfo>}9Cyplnprk!7XJvYwy)T{_+Vi-Y
z1Q{ejJ|IT6gO0IBarB*B6U+1)w@e+jMLIF0FBR!5wx#rC8u~*4Nf!@Z_beP}<jsf+
z224Uvb4Foz&XJb$*5u;_aPAT>fMZFWorJvb&Os7!bQD3&bnbZOe)C&*v+TfYWl5Gt
z2z2WGul1#UWoYPoITVEC)c&b6j2nt0uF?dF`aTAs&TSumcsrq3aR`~_(R(@2$46Hr
z0D!;&z%=6C1QB+gQvD~)h^<i^TNMiNJPujKCk3WA`VHKfBVvlZ^k>PSSg1bB-DKe0
zs=uL900)<)ai=lb>xppY_9?Q?%M4;#HwZSsw<Z1Z7K+nWQ1kUGb~o$hKxUN7BG@Nm
z{xxPn1vuM5{_)i)2>&$-miH!-wF!?$xtXAc-P^>}Od5w7C%g|3NS+m}T1SMc&faS;
zO1^)8#*8DJQy<I}&No{Oka8;DAOIx*z>!S=Ntd{l_yETb@}wUIV}ioC7GL-qsQTUq
zM*OVMJ&Q3}g2#YR!E?f**)w$xYl4_!Jh=>L2_YN%*CmeSe~{%u^du$Uq1Zh84*B^E
zJd}wEOb2cjT<iZC)m;QStHPA8P~Aw0ENkN#u+R+HHZ2tXfvO4Rxqm$=4WRy=SCSNH
zt%4B4aLbS}X|CpI9-PIXOiaZ*&1cBXUgHEm9baVuUT6g{F(s=SBhEYT5#mLh(+lF-
zcj8_%;Do1y03)~J3r|ma`}S?KG@*#Q>M9p9Wq2VHKzux01B67~$bVz4f337@1ef{S
zBMM$yEm&L@utePxRmn1F0P878e?_d&gv-LZzd^jeL4JyH!X5>!5i^$*71zy>%vG&2
z%X!d*NY*oxmSYE;hEUxyH~|`0b^bYX#M%<W43<AbN2{i+^5a--{ZB#n_7b^5l=l-5
z@G%Nl{R-pMKe`DENBK4S<>!ED|3twcKN?nWa&T4kM{J!rg%{!2ya`p(@rq9IGbcd%
z;h-SJD}Xrs{m{$L6=g@rfTmG$w-0H7%{0RPErPIsx$P&J5`f>C%#fi4IL0>@zi3_A
z*n0r)<j@Fl&;wAe?VG4rmDn;$ctyj4?j>t4@9rfs2ZxFmH|LJDBWQz%tH1eR&w6Wz
z8*`{o9AqdCr|U`Y%biRH`8p1)=SqxJcD5$nuVMW^2>jhQ5uoB!c;PgeW=NW|%rUg7
z$I2_4LiJO#pdJU37bCNo@WiG3^97%XqXs*=V@L@qIzXO{5$|3Q8+1j+eS>gma{%Pi
zAR4Sch>O}kM$}!(>=w956gc=S=+zha2Q-1lEuFMGAcQeU@%)H8?h{~NSvg&pjPL4D
zhj8A<!u4@K`kSn>e|%`p;3AW9R9YSL>9pe^DInf&*!(C-5KJdYeTDh|GF)*c<RM|)
zA(M?X`NXO>ao#gTw~6i^CKivCdh33GLirmg-T_M{dfH1gSkN-R9vyt=F(JQ#=y0nb
za4usm_4BvH=B6Xd>*LE$UB6PyrT}JS`mfDUCovrL!?v4%kC(TbApn<*?Sl!-!)d4V
z3$lrTe9K*E(<`1Pe$_DwBStZ7Od8q@8J^6YM8VI|uWOzw3vy5XVaA>}D2bQgYwKU?
zG8B=<1&-YYy(0Rj7ZPW3b#udEvd@Z93+Zh9Ko;(T7WFIuF7YUl3TlZ+Ryv`ql4Z{x
zP@SChzM|zG_sQG9po`|M7}OOioSc-yJ?|i<1c9)Tub9X`n@p6buqCP`AvqS!0}(HN
zDon0{qwgr($k<vFRUQBzip!zlYGbw?_m%D~o!<bx$@xY1{pFK;csv(bNj+%P3yIj5
zB+&t$8hF0AB?yUqm)JXhG;4s3(z!+6X+4*L3VMin#a1FVLR*5cIG|woDP{swNaPd@
z0~k2IAjaFk_aB=e?wGury1n&v-cqY@6!Nsx0F3(AX^i#KNUdERP72(7pl`_kUWIS_
z#QXr+fqcbM9l~F39E;{vZh+6C!IN0_Nw9Fc&gVms;o4OYOm$hwUCEU<H$eAMi{Y>a
zP3JvS1Ti%WUL@i%y9t<pvnNdeaQQdI00G<n;%|=QDgYrK7U1s)uh!)TXc_a0?FASn
z#BR${Z|iekOoQ+3?^Ee4_WCZR$zuKIho9U{92}zVv5eghzgGzmLEhX&xEvbBvjO$V
z+VoqAWLt?<aanM{$UV|{K)_^*9b;UDY33%tn}|+AK5A{Df?l|fegkK;VQZ#4-%<&`
zN_<=!WGkAxx`8HSS3J%8K-3ux2Am^kO6V_-qWK+y+!kZu8y0w2L4N~=b`wZ_6Fq2v
z7b6P+b;~|O1=)XwN)Bb^;pyxX2~473K9aqEBs;mh4h|rE`?v+~*A@bS&VOIN8FK5^
zt!8lsSJ^k9zpmc$7;r**x{`mbE8whInP9Z96Jqx22k>p2|4rV=+}G?KP>HrqJoIf!
z%nzSB-s)}VbUiW;P*_tNHE?Ke8V)_Qa-Gzx94Df$B<6K>VaNqJo8AU(Kej~v!1$Nd
zle?zwQzrmt=@EyR--WWGx&wOfJ>r8piP~>Mqj80r#VrWULzBl+mg4xHX4U0AOwUcC
z&a5Ru9<jQ?>Ee+0cRB?eXn2CH?dCP+Zj~h7eP^9X&@mx?zJ$k*#r)|LkD#)exWg+c
zt5D|0u&0^qZ4<XPWsb8pF`e9%)HamIkwFNl%rELs1r}fs)_N=TgowbM=JwS{64M`W
z`6tPB1RzM@_ouQmv;9O}nvkUv*!P*Xjr5;Rl5OtgAEhQ0OpUkib3dP*=FHg}*XsU`
zUS^{8$@vfO?t7CPsw6m%*8T>I0EC8ZfvnFIQ4$R`IOXKpwGesx5&mhu4>eZ6*|dke
zrUhDM0pA9Yg(NYA53b0C7u`r177DV86mR$y1m$3o!(EUUr@aio(4S31ZoZwZE2|n~
zx~I2JcEX)%VnvbrL5kJQW9d;RHzS&Lg~?ElPTe-=q7m_-G%E1sPeVx0m#XzLW=a+!
zn5onEaf*W8l+(dGXduvbii3yWdEEXId~%LIV{|4Eo{W*pGqU2s#m7IN+mUj4!nZFf
zD-0yr9}<5$Q`B1dETw;No&~#l8cG^YAIp|do3L*9p#YO*yhXgol4rUW>>nnGU}KV8
zBAzgnsoYNGD>%JjYQ?Gg{r$8c&`8Zak@4u(E$NQ!<v;}l=}%D+fsL{KZ*9z7ns2*c
z5arD_$W!r)M`5SCj;XCSTbEcW8R=0g7>GP8??jeJK&sT%o8K?flpF=XM-r(?p4)%a
zMHs~=XH%b#y9;20En@pu7%;RW*?CPEVeEU0*lK7gg&jT2Cp^SpE$76HjQni#X-Tq0
zdxn%;^V0%+1xdJ;F&~w(17Ggl$NIu&bDP6`BVlvq8OVU1%f{W0HBn-@@12PH-Mk^5
z(>&Bu`iu-2HAF(7IRqJ%7%iKN;o2+@LO}#kNj}NyLl%E-8WTbv_(!D3BU!R%u5SXL
zN<4QB@)<E%tXc)&_HNY|qE8u9mrf`ev)0By?TSl5w=KF%^sw;X?@Z|1E8UK35mx>t
z1N0$MP2Rpw+w;Bsm9Az-q8V|@=!m}-?NdGKE4@H26bD8)D=seX$W?Z203EK*e#~ra
z>2h)9HxYh+8;EOlALv}09w&X$8lV2o%)u%!QU0Dd>NLb~+SD|b524WM@D-<o0^S@8
zaugaHxsiINnsWa?3Ln)95D1j-OYpWwL^s%vX+^}Nx_4rEWpUaz`7&jxmD8)@oqkrx
z(~PO$%STCD$90g?0yZM80?m#=AkWL{Qr%BHYJFybT+oz4Wpo$qDu4VK9*(umd9cI0
zVTf|IZsfqa5fE{hwx_T8B<7*7<GD4gCX#+_+<hUw);c9s!rtjCjh$Q~zYkO#h^T?0
zPtqE`$m(=l>a#$vp7OVLh&O>I3FvpgdLH~{$tS-TW%zsSlamQHJ3HO60TfluixNgu
zLMti#tntv=5*Kx7k3N(8*RN2c7nKoNI9rJ#@8!0G2ltNAc%W_@sc#VJo8k*atJ=E*
z6BBvDZ|9JJSp8w27$j)yeWm~5(sl}T7f)8(YK9bQKiEo?J(3NS)Ixr~d|;Qy^(!ue
z1ik)_S+e2qy~D#bo7a+YGx%4V#^`b6(WiddQm82#BGw`_QYXKZMSop++g>p#;A5!p
z`4b?Wk2Hg=BvEbK-D0keZ@Ma?eXe-*?xJrHL&<RX@~*NY5lWB|KgNFA8+fyflt)&5
zy}&m1s_J+%;Ah`XRRJONJ2BhMU)m3)d2nJ*{kAcpDEAg+CiOc}05Sk-$6Mi(6QkbC
ztQ&fhS799$^jY94QwQuYs~2K5^)-56j^N=#|H4-aA6**h5tT+HIZQ8EqJ;W0hTa7Z
z?yp(up1&(-jM#}=#Imu8JTS?9&6%++Cg5Ir7kcS*KxmbG2mcTfLcJZAct6vl=k@I?
zR}BK~(X>J`>(#|x-*>o$$OV*^5WTUtNMc<&bC3{!`wB1WBgZW<*onIXlnn@R7BIwq
z=%9ueRq(YxSv2+c_dg(3#wHE<ZnC-_1q9jn`IBCtCwIWw09}7^WYZV1Mx{rxUcxFB
z9wRF^e7*vwt`vxz^zP$l&r36Tg8B&&8(20G?vQC07So*keW^tv0uu-x5zF8X*Ut=i
z99y!gkCpBq5~YSevchLYFjUZTzz>KOaS@lC8&cIw9-u!2W<e1q*)PKd2x|gsB#P5r
zbx?>A3#I4|oK@tn^6KY11%2ofZs1}MH^IWeL);aeICWx9Cm>KF+G+39xP^%i#0eLg
z#`@Q_R$es7TRJ$D<>k?blZ!I*@+M4TuOdc=y+^G2UYR$a!bpd=8Ym<TZUI^L2%chZ
z_=K3#F_4F#vEOVXY6-PKg{J))m>Enjo@QH=_k~l$g|KTb3@05i(*b>uQSPRLBrUkA
zKFKlHuYtYwi@j77)Pz1{DH#EtGN=s8zj4&t=)u*Xfa?_L>6J`Je*D6nEu2kqQ40cc
zIB#f^NW4qiw{L>Fy1GBpTx}Oe3<2E=>#JJ$v%eHfO@=5S!#gFwso3kwcdwK_fR8W5
z)S>~D>%fZ9dCGE5bU{X|K6RjjM}-(EFVcDQG-cds9oO(q1@Bd}wf;qd9HD&^38lr%
z6I|&pzE4fS;N|36gnXja7VvI^(~*_PE;rVrWPSJEkPlZtCGIDuw!qi{B`l!MreYO{
zFU-&MA0~Aq{IP)qazFuQ?aJ4a!q6JULTz7SPNWwWGN~K+H&V)ZmogI)s%5>Vn^SIj
z|IT77&g>A4pO#fF?+L$yXT$3)O16{FbAE{=9f@wpz{Rf%6lG)cv*5@ptE&K9WpPAs
zrV{h`94r3((bsPcY&1i2noXqB{Ts~piC-nF(G`dn?NSce-~1Q`l-ubelv(cw7by)<
zBfiii{i|vOuDS~T%9sE7Qtt4*Kw0B0V^gOFZ(2FKJpT^sPb%TJtt!FQL+x*AbCcvK
zR|HEok$izl>zb7DDiulJmRobZ@FkHRpc&>s>!=g80r&!3QXX^XRVzI9u=Lv${}MTc
zFl-S6zQ!K}lLRmtAT0k>sM#KT3W~e;cPgF>jci4dH6Wd?cG=DB#|^`d;A(*=8Yd*_
zF7wh%eE%NSFP=b$?G=cMn5I9HO(2QSO&d(F-)W^>KK2(8Q(>S`FVvLklEx$&1%cI7
zXe55J#>K}p7qT`2!2YuzH^`cPC%;3G0lV%FF_x41G0MQQ+Bimul1voYIX7AZJ=DBQ
zl(zKRruGENi(FNJ0{daraSF-)Y^yPFDW&^u_Fn>M7E_W6&sxaf97fI1;>+rdnf@+=
z6l8B}i_qYRu>&cr=#JWl?b>3ZY7YS1h&p`qo^bpV;;Ne$8u~v@3|MIXROa;(4?tgm
z%=k!mK;1pRJX(&+Vm(MlePT5p9rq*?R=2eolm~!@8u$$A`#-_3Nts23ZU9=k$}|Rc
z@Mq?sSrq&q3Va?!d;wItCdL)O0j0voyuol)nKP9}gaT|u{&x}``tpAz(LI$xrajvg
zZ{3tGa!!4SVLw#BX{-vu!w`K%7oGH4>r|x6XlW+bs6$+@M^TtsNq?h%`a64aGOj0{
z+=q*HcEeLDp*ICN0aa?YyRJq|e<w~N!~<HBNTWKi)1|N3V>cjcbZ<nA^vE4k3{243
z?#XiTJc}6N8G!9sX$_NIeb($8!Ea(ml&+gECD~c$O+i5+M(QU^=}ARyHDEz)Mysu@
zol}sI?v5<kW&=ax<^5#fLeKUS<KC-DSvsp&hi<i?oMz(a%s1^6BLOrMkeh?aM*X_f
z8IL1TY1c|kd!av{A}xJ0ipwT9Hz2cVl~Tcxa*?gU1H@14cR*9$=fMImvsW7?Nijzs
z!N^Ng!W#Wm8->eWY6=Y!AY473%U9mS&03bGL<@rz{*Q8<pd^nMVx;1odNAm`tVve1
z!-<)A|I}3Cs|AGMpWL11{=;eMp!oBF`>hzM$rP@O2<<pq4~B+Y^ANX#7Z177jt9;C
zW#<IdL*L7Fmp~Hu%qIONiw%YrMxR(ojj^hh)A&Pzk(Tv30D~|Cc1cPHq|={Lc3QYh
z$1snq-YUg}z-!kzE33|+K9LqEyIYke*-#K+QPiC#(HNT*7^%>}k#W9Z@a$k!AdksX
z;;@U8_saq2fe+10a|r85b@#isqBb~8i1qj_Zz?Jl-!7$s&b;c|H<cTsgiO2}-KC39
zCu%D%b|!HjrqrCIl|=ZqTe-nQ%RZYv?N<k%Z<7dkOhTKuZ5~}^@@DdgOg=g!$f!jA
zuQ^5cCwYJADiMV<E_EKiX+2gG=3QK7V~w7q7I~GiUe&HVuw<fo{va1a6NY@!R#F0j
z=eV}d&Prtcfy0r~=qXevFYZ4=xR+K4Q1%}WAGT&Zo-ld}D4fUXe7z>8PL2ue-1DOZ
z(Pr1cA6T7S7cROx&(947(qi}#)5#kHz$4fvvo%@1fd%yIb?gVLFD-!S3?EnnE1n-)
zJ&I;`@J)uP9|)ku@Fre~K^rPFK79Dl4bwayW5(!-Sj`<4(U5h=r&QnlkYR*d?89=<
zBBwZTbWc3svI@}!61blz_-YS?s~zUMhZo8ElNpbO`&7Ro;^$+!8R{^hAUN{Z<kaZI
zw}MMjuDP1*9+O5hM9z0Dk3|MZD+6{W=64cYB$kSovy%1GK;MIXlVHVXn!pl=EH6Rs
zl;N`FzeOliw=0FGp&oAh)8_+IQ<g{C!X@cz@}*f>s45T8PgAR>Hk)<5<Fr1yWGu+|
zNV>d0K*Ur_;J1Qqk5u;F3-hv9m(`^hSQvjQF~0|Xa+p}HApIoRUhe!|NW-?DC#>1#
zG>4^=k3NzSUj~Zv@eF;8fWQJv37>Kb!i7rGBT8s_tWEGtN46qpfY;+1>?67%OAVNh
z{C=W;m={x8w64SS?(wFhXK@6HwZbG_%zFzBuf@t@0B8~`OnjQQKKOf*ZDDA3Ys2|2
zdml>Qvg!srBRvnt1SdwgZR<nT6b>0)Om;t$e$TK%8T~lIZix;7HUbqd^p>9t0n5tC
ztEJVOH7z<tu1kIeMFzeDAG9ylUmZ(TgfsS4Z!R1%h4|rQ!-kk*6&)wgk4290xww4?
z(DBGJv7J##T4>Q##6?{X!xofZ!wt)q@bjlD;9F`D=v)a;Kn@fK=U@d`RCeoZ)_5l_
z@M7L$dbWD6CE4A0+>D?S#+Y@{4DhtYV&7(x-c^~d3PWRIWBV~OVluA#-lskzezznf
z%Ecr0GlQfT!#mSP_b=p5w@R4&#|jpogc~2;qc(4JK{V;;<YWBZEC8hR?ob@xU{OHx
z{KB!?kGQudp0j7y-Iwk~=YT=k7~oV=SI8Dcaf@*Zv$BBHJ^4}cu_!oj2H%C>)#$<c
z{n59SYl;NG6x|Uf2C)$RoyX&BC*B7@X^V7|FGodnG`87ktQNlOPBmkXKORKHF?=ce
z(ruAY*koZ~oK0R~&T-4wxD6wY_8~oH<l6BQt`g*YKjQIPoa7n5h`mAq;Od=WDIrHP
zR*RE0#S5rp)qg{KG%b+lfVmXSk`mroWi`})2Z#-g3}j1t>SAtNbhozl2`|2XRPYwR
zUr|G}3EQf#0mCUN*I}|q*qA*mRZ8|w4nG<K6m5{jyJET?Lcc+xq8^K$8l_<^@&l);
zzL1P?Uhy+paH<(x6n6x@;r@3AM%#T@0Qph;86af>z^#wS)g~+P@6Z&0Bj|v0YV98#
zFrBhGm)@6d#m4My<S@J$ZCYQ91p0vJth$z0F#7<_P~Uj}_357usTvC1I-v?8@$FAL
z9)9st7q5;msg(JjtVE-B<;=qx_LRSKF$T;ERKV-B4*g65cS<bK)vOA+z37Ri?VLx(
z8;Q(iXUDZk%bhc-QHmEBv{jCWT|%Xt8A?j;oP7=6S!)wEZC%^VIa8BGW5&NB;YJCa
zGtbX=Z`3R0R+WO~BRPNoisJ8fvUDixZnBrzz~Et5HD_#O>E<SIJOqKXj#9P~f4q54
z_2rXuxs0-vN*k{pC8WL@m$Es-)9>khoXkILp_zLMM~TA6d+x$**^qJYaKF6JvEQPO
z(8JCiPHww=Tck1BohAc?Cvt1lbVs~LR^L1N?kta~S^<khwt;pk+r^^clDb>a2dUg`
zmeTMX`>t>F5P(&GH>+)c?O!0mDreR7wSKF{6;hI(;#x<D6;24j9^RnAB@ND|lcH_S
zJUp*O`DaX5kMR7AUt6j&NxeBSBj3V3XSt^-C3w-;jS#_c95ZCkBKaYo>hGv3hL#HB
z$dthSe)r%h{=(@`(}r>=#)6&}Uozp1hQ2^aU-3H}_-S1K97B)Je|(`4a{rtN>${lp
zqv(ls#{`onOKbwXcndo(bhSi#F%!y8!1Wrx9+CZ~kx1R_3`y#K>w_m0Z?82d8NuQx
zH6EU%)qCqyS0~e*2tT%8nNS7d=MJ}T2ZbxygI=dk_?-gC{UjsjAmHlLnnHCd>wU3}
za_F=%_n}AwN%9m$Z<h7Ajvgz7Fr#!zTx&iHbo0n!Ig7pImA08C#kj3&!X0kyVXgJl
z@7V-yLDDb8ipA?UV)cfU1bykGH$$bY){{G0=XOu!XXWQd7!qza9{*_5dH@IBsXjRn
zmW>=CAdV^Dk5aw_iE-@o1OL_IWemBH4qC4Ev~p$$?1P^bg-8)(-BdD3*emPmV|wh4
zn$8D&{PMz5Ih^JGwK)&mCWaw}p2qH47k-X7al@J_E`cN8+%Qt^?@CPGNaXDbx~Jwx
z;{okR30eGpX7N99rdvpIib6n|fwyox7D(U?DdFQP{>ahW(?_j)^(2kErRQ#s^3PIt
zllmZqyFt-=T$%LWv96E8^D<;8Nw>^(0@|coomOLz1V?tihe4=&kEHB}N-SefPYI)Y
zYHB9;*+t^N8^<=D+EhkZ1Sf30oQKsb$-ZlAbc^Hq`Ps7GPAdBd`95gHd+!`9Fr-@0
z-q+cw`}PnH6rX=uy{`41{Q2-&(S+#GylTc&9`NI-RsXE?{xKMZjPDon^LyvsaVoj$
zvS`^t@Q;9T1Bl5#>!d&a=Nb|C+t#kRuRlMmp@PFwyjx8rFX=s2VH5vyKBnG(H*U^b
zrt}WCZ@N2Y4Y1uTF1`26^GV8%kYwr=DcDS6AEZ{lx5){?W$owx2_nM@=eTL6tBIfw
z&+WY~e|fC_x&341i@bH6yB2zjDA$|-74hnsvQ)e$`eFTSL(_k}&8A4!woHhY`J`Y)
zWXe{LGLC1V$u}>nS)AOoaDU`qjA4E6qK4U~_~!P7{Aq_{+02J-0Bh7s4}Q}*;<O4<
z&?fGGn<FoO<)f;4=1oxcETZ1|J`+Ya04VO?9i0F_`KwSc-}IJrPM<|MoOA=I#tW*=
zY_?Kof1(r{c)YT!<x}HjlyTOA9sp7gDK9g3aI$p3=bK6?YP&gRc?0AvL3rb0#OXS$
ze_r5Nwim@Y!&mLwsqx@Y|2<wSKvn-)bzi_5n%qonOLYkvM}_w6MfxTYp2zqA$P=C{
zl~LA?C8=<pvKG}dGp$wWYD=c#T<;~N1Bea%qtzTo!%Ia^P2jyf;lZFK^R+Pvr;+Z!
zE?Gjp*}Iuc1>{SpvKr@!0-yaKX*^^_y4K970BsT@_<se$Bi)q3j{p3(Kg%%nHe6uv
zSbg`Y&@&XH4S?QXljmZ|pN(V0M9lRYeRM*NmLe_ORV_ATazP^M{@w_vH~#qHz-=IV
z7J=^9*_yUH#p&uoM64Fvo(<Sq@TutD6Y+&ji5^7Wt5#kK7=4G$f_Ao~KI0<5d5@C_
z^o`~#mi*DU4pVBxbhV|cRQB@8B<WzRYX8p3g0ia+53$e#<JWrK*X^(6<T{LApVVtR
zB-so7nEx?eOGBh@U))!2MAM(a5jxsz*G}z!#}_z3NlTyL##o`HCO>*m)p!KZbvJvd
zM;y&2i;~&PwPG6kli2d#H|aQ*CHt-;hFdp#Ury$!rS<Z|_&B~5pp~)HL!5>FOIa6*
zbHtr-!$u<<bm}+29TevY-*S_n=v=8XW)Z!14?iX*=Vw25rkU`;2{NTH@vPV)y;c6q
z_|~;p4zz3kudH^9p{O6}Lrt`yc@$c#3`30IBxDOXK*yHsCqkLQ_vq2=lyHnveT>p<
zu}yO`7OJI^`(?;Hlfl2Xf^#{~f16$ZmoLe<lt<-Ey77uGV*2(Bm<08jHRG-u79-lJ
zf@aZwxj+D0ZBBEVQ^f<Z5MCvle=?J6fXi<yyq1;z`Jt1vPMr`+@L<FR=U$ZU`dsV4
z6O$jOD1MN@dUBeN5y@V^X~rkURAb}1(jPRu4BxY&zV5PpP)G}dRE;qPxR0J}Ps@aY
z*Hz;U7AkzinL<18NZvS5{X&U98VZ_R_XVq9f#`uuSmSx&XSfBx7P{R=u!Sl6b*X1(
zKJ?IzaPwfob|*#C$Y)BZ{;RA07%y53my<v3?Va0g_AJbQsX2YJI?+<L=sfYQj`s4$
zc|(ZxYHs3LBT|^L$f>OPqi8lj({X)e)1f%d&TMTv!wIPVCn1M2bafo~%zHOC9?89f
zcmI5B_rwxg|Bq97vY|g-{xPAhVgDw%93YpW8h{kk3sUL2RtwO+d2qc~84HSY`z}1A
zrN`4$LU2m_(}ucZ>4@T4u#0-z`6@+*b0M5pm^&+)Bd+PUYT>;IHMIwQ|G|vL?_M(u
zP*{M3$I|ePpxrXgZ}q-+6tDL(iz4=Z#ixpC|Jw?O;e_<Bg{{e+Rrw@rl&nN^V4mmf
z@rJPZz7Ac3{-h2i2de*m5-m%J{L1Gu5~R11sqaEn>nz)*oo7u=lGq_*i*@_4G)N%B
z2YRq-&G-$At=@uvO_jbo%?$V|;US2SnGar$s}ni!&)?i6Kkaz0mAfZmnBjY{21fKH
zwGAuntF*{?Yh8H@0fe{s`us!{z*a2J|EB3YXKzTbJ`euJEN<I0sYZN-i~kOqxNG3I
z-<EICeI-L1lXKurHQ^U46R^u$aYYZ$=*3Tr=C$RopQ|tPPg+~rNM%fZvJ)Zi8LxHn
zODeH21C;dmB)|de<G0&&IZ$$d=>Iz_p9e6X*Gy@F)AH@}HR#zt_l8o?l3|?84*L!$
zjLz1I#(CU|9J)fUW+dreD^0gtuc`N-s3eC>OE4WFs{KQf4BO3|`tQtK7h%K`zv}WX
zCSH)~`}I=@8JOp~r{96%Y_W4$M1=jjyLO4(;UMuFf*!l|z|)@}XvEFVvaWS&x1)<n
z`f_lVIy7-Wd?96L`IpSUq{*nQ;;L{)1+@c|5<mp~d9E!p$G@w}KOg=tL#J~TCgwf8
z`wf8h|9P;&weHuec=3POMF0Cli+}7;49Bzb=IniG@A;)iHpyPrChFUb7I{<K%`xYW
zm#nEj0{UwAGXVhisqlq4Bq2ZCwh7EUcLS93s&bx6>!U_9@R+|{6kQ`E6XX8S5Ek*r
zJANH^J*n$oO6Hl>*Lk`DZ>ey*9JYp$PF;Rfr0M0j%!%SSr;dCKgK#JX&rhXX*rO+Z
zdv^DY@_k1SR9!aV>jxUF$eaAJZ{M2+r~;KqsV$7DiAUXwn4ya=r@s;+E>vr+xKdv2
zpMw9okL$f2DE;OY-Sy{Ogbw+(--hhE_#C*5iinyoczb5?D#Z|>6NUomM$f^QuVd&k
z7p=8l<~;8<fh5qblp=o;!`YNSY9nIz2Snhb4w^etrkSoyms-jbX5+3DEW+%-YdBsC
z5xS~3IE9sJbMS%4Z2z?xo(m^l$&E(#4}R$%*JqYcQZIw=Vr~5n{}O;Ek~}}QouqhZ
zO50FiEKE9@B)Sd+`g!Z0`@+mBdoV`MFkBGP1djzidh}9Knu10Sz%BlU)7EKtNWu>u
z_FuH;XRfIWF*x#<|Bvge_RBA&23MRt-EeOMlt;G4qQ+bHmlA0Cr)`%G!7?Xj(9_C7
z_MpGRc}iFZ1Yf>oB~KWKAvPc-FN^+lgIgqvW`{A#-_7@bX00JH>55y1uOZ^?jSd{1
zfhC7CP6FVCHaU%x3~Sz^8GXb@OPEP-ZiXAs==wBKqg5YzSUSeB_K8*Sny5SGn`?Q}
z>yUxSg!EzcK9yU`nE#*Z2y8!|n1>P3tROPSU(Dw3V<)Z)8L!3-NQ3|d;E^f*o9<gz
zn#(_1=~_GZ?<(Y4BmD0lX1Aw=AdaT+l$2jDLuv>c9YcFgTgT`J$!F{?UVKn6wXYBq
zJJ>?M@J$u4EJ;6zlmTgYoz3yEPjKasy+Igbn?h}-J8agtQsDE4<pQc2`P@4hxpN~C
znFBY&xPF%?Q8SP7%AyC<u$ymQOJA{|td4K83qqE^DRX@gcpWQgvn0>Y2m8*vns^Z6
z$fhiRkpd3Xt{ph?yHfoS$|K_VV`32$wahxmSLnEudUEa}M||6l^elL+z4cQXlPPVT
za1kd)JFePXr2;CM3=}fkbm*=Ut>p<L5tVZ*oh3>G)^$$~;49a~g&H1LqMr^Jf?~-3
z(PDqM<&-*FC;rs!s%&`X|5bWkzDMR{smz?2+l^Zkd%C<cgiEC@=kHtn$^%r}i$wcg
zzRL%Sylb^WR5OH^uw(O+y6u>0n#oh;JUBwlL+(PTkfDg*#~x+uraHC$j@rvWXV|vB
zo2*k{->vVRrSf-%u=ps|)Qw5<9Jq#|ctY;nk6)AfkL&<YM^4>=QUFf(_jY;bVNw)D
z6zcg65wB;`Ugbk0#rMd_k0}+B6!8lk+`McSTJMa1@48a~MEkexLdv&ORY<4sI~hwP
z(1AyrEO)?{Vo!@oQj-28^?&j9)?sxl%N{5sArJ@>2<~pdorSx*YjF34TSy>5g1ft0
z@ZiCM26tNocXxe5l703*_ndp*Kks|6KA7p5>8`HnRaITT>S_dmWsxf+r^JcsGcl3C
z9&Fkw^oN@#IsfRLig|(4V~&kF*|R_4(u%8}pX!k`o*oo14Y(vi{9LJ=k7(45|JL<n
zNOo(uuKKfrA@p!-7<sC9QPJCFFfN^nqH=T=G;~lwXe%ISNRZc#=L&SFnf0z33LYS&
z{w2zP3zgUI3uLV}?1ua!M}f9iSR+1L5Jlmn#pNaPNUk#O-kJRIu43#yFfVN&p!5?t
z9g97Wcv?>qwn;@v8r5cAb-Qxb<P=szk;#<+qBR?~VDtSt3%dvHWf<o_4C6DPb0cEf
zKJhLs|3_wxn7q#fqi&Xt7M{Z0(*rzmQ#dXP`=GRUsO{>;Bu~hvT=$W`()21Z#3dj2
zb>H=0)u}5;-tpRqN;MqVTS_WhKuh3pL0&wY?Jvku?|)>mmpI-(rd{y+r!fIVl%$^e
z2LzQVz$V-OL;CPA8|+4y{`<;3#Vav8T2If`A}~(_Tx{%$mnq~3`fT15Rr{}aO!N!O
zprx{G7ve^`A=enI-(<M|4#jC>QL~`EzkreWr*EuD3;(Zl8vl|a|I9w|FL5(!Q()8%
z(w5O6g90Kt|NpcTV)RJRZoc?Z<<_komemAsO{TQhH1b&<IX1Wr;yV47V|`8Iq@F*I
zOJQ;CiZ|F##Bl$HYJCL~16R&i4|+AvF2XDl!N}VDi;Y_jpB5~gO6FY-H`kbauuUK1
zu7Tth#WWCZ26v9)3&#b*G+<}3N;;kT=Ji{;#ARxKiEPdZD(xKoIz=DvOGN44J`|;U
zBHn2__Xi}3eMb0yyxri#)W7i7c7vj)yPMBkk=Dje5b?8F4h#;=3o>qnU0*l4<wl|-
zKxEjWIAX7d=)8os8QNkk4pPg?Yn3MRi|T)@GyNk(TRlTUS3Ir8_DbicbNYV<N3O;j
zJhwf&rVuY<vn87A6@QiHdSc$)d!8woZf97q;w4+CbPq^&m29C%Ee=H>Q;H1*KW&Ct
zw*QM9Ld7Y-2lDZsbCuD|K@oIK+^2plYDGzKFqUWdf2ZYwF<Zh3{xvPSxOfbm<e79e
zt^cPay%IgHoqW^pbCn`at(x&pf<1~w?R9~k{HBIS$X3MzT3`ABD8*8RCJIs$7MFJX
zyooYiK{G^Yk;ofxwD|#%E$*{cK=O0HLtkoUn|_Pxzt@j^AAYO%Uj?lR>@Pv<OEl?v
ztK52_Gc5-5<4L`w1^MhCb<{>N|2p^m?VZ0;6m}AR^?6{i)27dOvu&S|XzX@sbIZxg
zwG^a#O~G-3<WDY-EK-V0c%}E3e|a(0mq_;yVL%wQPdP6)w<Q=G8tR+QVY2L)9yZ6c
z>m!b89=NcdG1?~H1|($*-xL%%mdxVGrB6HQM7+89TQZO0OOBzHUT?N2*hY$K^-xEJ
zZk|D6mp2aoXAEVdg-qegl<io&euAm_icXbm!+Xn?Y>iMU(Inmmnz&u^#ccI|F>HU|
z)~B17nc46cT_Qjb)^YL=fY|JQs_=@IUy_`|{clPBWlGvO{vMx=dzRkG+w2pdKO9BZ
z{}o9ovV5r4;&73RU%mNW!PY?QDn4bO{h)S6kFVT|CHeKk*T%CGw$;ld{pY#csnQ33
z`HH+_j6Fxo4ye=s_C4|2k}fuPzjLH%CgM<jD#7u$H44c5q^$Li+yIOkIfZjPXG(gG
zh9ABe7yfGR7fIW6NP1!kD@D;M-cq_vNtrTJRqr*ny&{81>l!eJPC(&>JW8xSKf}4=
zj-%^hlth05GrKs!3J=oJ8-~YFOfz*&Hu@bEevCC<schq7#R`dg!bwHR6_vN!pQF=U
zeumZl5?{>ouD}iom-rVzcBW8zQYff|Kp=wArwTyrY{1xSOrx&!v*yyBbUObp8Uo+_
zFAZ^P{aZuyVM_Uz_lP``Dm$1bv{#MF)qBJ7PpA8~XcD+NNq&caFH(MeUfDO($o`hN
zIOb38HTCCf+o4kYKq%+4(vB0kw6(5}#U0UnkW~e7r>2uC>gO~Vh0bW`Y|j|Be)-)E
zeQK+Ji{slcPjmC0O=e(ggP^b8H|(u5#(PC0CNbRt5H4UI+1s-?)%fX6zUkDyx4yRS
z`al%`x@xNF?%;&WV1c-kz}{b+oc$II88n(tgw<7AM&|nXg0r?k;q;QmYn<sbu3iGX
zb%~v7o<1YnHaAGVxo$R;9#f0`<qTP|ggwo^e=j^&qu$Z;d02LHJDFy-FXFhCI8ci!
zW%_!Zkz3YaZDAW{^An)|heM06IJH8d#6MhN9XGC{DL`T=iB>)V!p9fn>3M~J0l<Tw
zf4?9g?%b!UcUJXrRF9lgK|?XW0^C?c9p3rCc8w4RV9#_MT`^!Qj#t30g}0{BHN|4_
ziUf}flO7{B0l9)-H;4E*>vzy7?y+OnYy`f=Ym#;l#fF&yfoCDc?NQy#4Dc@oUI1Zn
z#$ONSo7|%z4i^^}xW6j}Hbgn8o&hooJtkO!3Bis70!JqZX=FV~xq+R*+HafRw17&>
z0W@;p1rRG0@v|lSda2YxpA2a5BcpGA4dBcKG$&x#_t--ey&V?McBcLeJX{XjM@iC>
zhy57ON%*@@X4ZTc3ji9ya&pZ<f_C}GtdAH)&^IKEK+Zj_#apbYW$aE;{^~L%PNye_
zSswFL+d-^(!_h6DeEkj-w;Rx3M_}Dlnuhzqnk#IXZS4k$qwx+Jh7&fo&~erMKYVaU
zAwOm;{_@_%Hw{jB*6$+^y<Rh!!6=*8bK)CRKexBktCeWA&Az=plumqvJ@LwS6Xkcq
z+#kX!)_P@tY?&8}FM+I#*b|=b8XFr!>9a|`-wgh>sOTr-#E2vK{ePy8RNP&T6;pfT
z#WEqW_-Tv3?(jun>$Cr3QqV<0ZHlhGCh?z{Df71}Zd3mc9cY0UusYTB9~v+rrC<lJ
zL;)wj0L07=8cM)SWy6hWuiy1M&?htiyL|a<P@~Y2<aNP>>#wM#TkpqZ1X8*@-3q_G
z0Ii?&GI&=iT3GsZNj_QHj`HX0hV;%9tB~cEEEnTZ139Yd?FT8IfX@7pTI&)BZum2A
zffZhb?ztpax;y4u)OO!I9bd%OP^}@#JjR}Wb5+?;V{^Iyc7pK8x_%mIL77d!viSFe
z!^qsYY{JzAfJP&mLJO1%LpE@vs(6cS&vD-Wf+qM;c0l)q5KnsR?DwXA^EuV1HtIA{
z?Gz4bVKJt#rM%1Acn$n?4MBZ!X1~3TAAHqNYP#1mfv^#_auqU)NKEy}lc$uW_i{(3
zf^XG+iEpQ!Njjek@0IU}+5NzlKzSLBjmeO=NmuW`wzaSTc>u*%)&Qgdi4T5q8{{s6
zOcEuJx<>7MBo$uvOx?C51F^Z}EvRRPej$>TccdtMA7KqcGbcbwGzvnt*cbF|&Sf_g
zGtFgP(<$C&QQOy@xhcrHf(sOjcMs^lpWWk4zxChA-}-M%>l-j-0iuOBfJ|(+`^jyi
zSh_O6*B@)57aj`;pb*1Uer4pn;qfZg-}ZQ$Ix}mhZNfUMhp8mKhyD&^39f!jn}n20
zueTOF@Rz?MEwJ-vsn^QBG{}4eCUd^M+L4~C*A~@vt!J6gwa%yIBcA?ANNM$0J>dEK
z?bMtQm#n4SyACt_L5og}lF(8e95=;~KZ>BJUjFXtR|e3*gm15HOz*o;f$zWIndR3+
zU`+wbwCn6~5D5d`YTXa9M{mgp9U<u~!y{Sa+IUSAjNPh0EK*E^8=G)qnHfyQ_!SA7
zxUDlo8nE(9*(*oFHu{oQ92>~~Q#Tz93Y9qc<@ik3HDPNlQ9je)^o$Yfooq6UyyY*+
zj{08sZ5*4Dcds4a=H%rs9~I;E_4Q>cC&5o(xfu|w<)b_^H)jRLcE{QRVcJx$xms+1
z9z%v$XrmA4GlIv|KT&uAp+>_KW9ZdO&5{;<n<J6`GeaopO-##f?Yw>c4(I|_C)T(S
zv;W7%x0U;~+d0~ToclDxNaISW496VKi*fx;EIi+yD5Sb{n(X<iCPUf-R+_tS(JCm_
zNJAj^I859!B>8KvXkq*xM}tFoSOpq6ld>w~C{4p>OPz+Zfmbu@n7>?P*k}n3aN&nQ
zF5K;o$L*@b;v+x#wKxGQ(G*v}|NEqB)BN8jRlzF{?><u6l04~{!mM;m8QKN$Wu(o?
z7#8!knxEBre`-~#uSL^+Cqg6MH@!B56ju(Oe)DFlAs*7o8Lv`1osuf1KKRRFt4{du
z==I>m0Tm1l`qq>q4G%_G!Y`DXW(`?J0`Ldt=o4ljAEq+#v;$d4Ee9?>xqkob17wYl
zNc^?hG?mEBAIMeA`Rl?XJV`3>YoVE-3gJ(tEAK5}aj?>8Mx@Li<)x%fhDKoh<|HdZ
z0QT2c6;0&q6~Xt-&4Q6GVCl=#x1|t3+g#D*^b#&&vkd;F!7whvdPsS`<^ub(CI;S;
z7#{;vjNSn&Wxu8TrUIo%8Tst=6zi7)d<TT6`kYKpOqhVNCmtPEzm(a#1AkzzT!lMm
zCu8HzO+&!=DEs0fUt`ncuIzM>0VH+(YXNO43W;~am7M}CkfW32SbMlBp#t)(Wu=^4
ztW+O0=kz>oI)6d<fAdu-GL+&iS_A=lhWuZ%yzl>9C@YXST>EGKMtD@Il6ali=6&Cs
zYSM*JRqE1>rhPtjHw1?O5<6Abr|N1(rFqf1GJc_+wNk`}jVsaVX@`W)DkuI?q_juO
zVOw)YFDC2Be@+u~Z~cfnF9%OK`r%I0fv^H`DS3J1R{3<y3u_=1E~;YlR6IFj!)GC^
z1JGYcR6qx3w#n7M=6;J72O8qSFl&Sj+0$LLp@kZkrbUrW^P`U#dd1Vr|9$G$Eb$l4
z#f(R(&hOXDpf*}GYgZ0QOGr9jY(1O15WnDOM_V+{Y)0NdZSJe|cHR&F^dK8Yk@)09
zJb_d^ovN_0i~9UAx`-oj{t{3<W~H8r!Pozh+c|$(@Cj+)dFmuHjfMYX@Pv494@-TW
zDN{oZFz6gVnkm|#Z}bP)b$I`qkG$qOY)-OkFRHa1Lpewr&_`JRoFVEMK>5b^WF{q_
z4p~eYI-Uok_oDUjWGMXht5<S)M~gD>Nx23UL~J&S&ol|t+O5HV$2Pe3DX2ZD-&GDq
zvb{Mp4_hm397PGR&Q(nDm~6rfD0sx%65=Hw_4iL=y|z><>>|KRpa);ii+em(_jeAr
zb{>?yWQjT-{RK@7%@dVI3_&E^)vC|G)L`O&mlDsMm18)S0@V(0DM&L2by-xzzE3C`
zQ&Az=)~meGc0mj9mlhp$9m1Vl;B8EHEk8(eYDstZnO@ypGdW91F}p~)cs*AC&aKDL
zBL`~O<yC)?wrGCJw0Xn9n|X%k`Ntf2&%5pd@W(xF25pHK-_+l55fc=hQ?{52b8$_(
z_FR*!eGeLG;a@EH^3-=F8(BD?;I);!C69K61+hyRH`&fjs*U00<qz^$NcyLMOS{<o
zBpej|>hpW2oz4x+eT<!wm9O-+m><ej@iZoQ2QFFAk{=WrnG3p22{7x@niS8iYi{I1
zFY5i&3%_oze!aYnq}KP?S~=bjR;Str6?*eVcb{};jJk4vZc#R!un3IVPj^R$O3GxB
zZXHrYQ^(l{_5LvQS_?@$Suu2STmw*pR7K*lxcR$al<bN7PIVr;+`|+<+2ximc+<8_
z?mqS4sfNv%xJIAmoHOfOVVp7SC=|~;TR!)i3$suZb?b25tE<+I<^7V~R}d7^$hDrp
z%e-4%mk=!P;$v-fcjS|8Y0#(hR^6SL?B(vXIg%DUD(~8fYq^Pw`b_o0FXmUX_1Tb{
zK1>R6PjSBHyQ7YBeN8d-D`Qgoqor@FOwQl&z4JRZK_*}%i)fO_z^%w90=S~tim9QQ
zALwOFYY#3dJ3qDy>SZDtwwK!?!6|aDd}AYi9^y+s$1tn;^Coox=v4V}=s=fUU|TC5
z?ki-vnE9({ab5k-X)|<_siPjX@-kLlYv4P}^Y#(Xu51?C*7EavFVR4bqLz8k$}-E*
z8k*3m_+=Cd!<%l7;F<$fY>nKb8|2S+o<0?`Z)thXuhS<_@4*$99BlUplRoJ?9<ewf
z@V0Nn@*nK$upYX%9|*t-2Bh}j+jAq12mQ<gFqU^WJqq0BZLDjjmk8AGJ8SlxiyQTY
zmwlxs^zkgb8oFXPgY|4eF+MdF>nSx$bCxs}@_6XWb6x!Ldzb-s>JZd<Ru*as(#M`n
zD)8~8q(|=#pN)dz`L>lvHx9g{4q~!!%_f6j4X?CSA?cm?hIilzvqK2YWGfGe&)d60
zZ>Hm88$%Kmo42(`3~AHsKHt=Bawhax>*QrpXs%^LAKuqMHX8JDzh@~S2$f7+Q)Vi|
zd*{z`<ZMD+houg#7Avvhu<<HEnTKe+$*aN!cbd4u%bcf<-7QNKVmut_&J$nDZ`kQv
z^+rrPdr^2_U5D<(kFj*S24$wl;YFylC|BFR71`x+G2r9ppKI)P35g_B=RXm-!A*?P
z$M9~gib?R0IK`Xvtld$^%(A<?6Ho5^*bxu@6!TTNgjap%PE(J&QgHqxxvK4o_84C)
z$@9XvmqmnPE&QTrXrO$7*3M2w#k;hUaLCupyqjM-9I>QqwPK?#SodeUo#icN$sOO+
z84VkT>^_&*wvgkI@9`STM*19$nBMTMcqR*tp6{p1F@sb5MjiV6leWC3aOJ^K7%1=S
zIRRMjdKSCt1D+{T0y<Ff@+`r~Ns9B%C@n1E0yozz!?ieN9iNAN(e5VAjn7DIp}voI
z|7=@YTa9+heQ}|dnU%^7kNZSR)iJp=<Z!jN*;l6I-ueo3fmD__eY~`2rdM*kAeS58
zav8D7uXu8&+473>{B9w=(Iltb)qG(c_WW)i(gnj%Bl&p&@2#QCJezuTi3_CS!3mt)
zb9`pBawpnac&-1XutoVA=-!Xk`(0(wene{ogYOWBuY=agArBbUJ0Ex0b$1g4)dUC#
zSs>jj%o3ONvj%AI{46(~mTia!VHF0HJ?W1`csy4b25(q_jfz*B&ref>S%)TKN4KiC
z+MWpXZ|b~NahOk`+usN2y3v3!ktD^<KJE>3z#?WGfS+E=u_dM34-O6{5l}-_%TT=@
zojK(?nzK>%{)8eV!QtOxl<!{3o1RV24-Lg;uJ>+WW59}@->~3dV9W!KI0r!pQb>gw
zw0XPWI*CpNl|fREKh|`u!HLJtJ1xdzm~|jQ5&jbj>h;LXJI~UC&Gas`kS-Zy45*|m
zF8PolKeK(RJiyY)NOo^J7_id!9PjRgfl86_O?tB7(<BUd38qI}9qV-%vBqa$mkQXS
zkk%p*@x5W8-ikval?r3lyVH<(^YGtwTgZuTIbEK<IRy+Id~fkc(eDVLr%*f+zH;pO
z@~!f}D|&rbUwG%!Dm=6bvn1%~naf2RGL-0~fSC<gQ2>)+Dl}vsNEJ2+AV}YoS<C5Z
z0LeA>0Z8Het2ydn{`9HtARed`ffH1tsQK&qB_q5?BQ2~&xuonVe+tNi7K&lGbvA71
zO1zT#HzE0-?}M6^NFo_|^`Hte%48F*#qzr6aDHFxrnerMmzT&@%IijeA_v~qI>sAg
zCf>!k%-{65Xi5{I49{pE-rVhTB0YNt>Y<BTcc?$MwRAG`=%M?=ouZM4cPi|prUlQ3
z5m##^PO5Oyamy*he)rgNI6YHq|Lq|iGE~(z4TwI$do~PkZhXl;7|-)10d}mH&mRL?
z|CW7<Y;>ZTzn4H@2c%Gdf^s=copr3A-`y?oSu?nP0+kvsmw(nD2BNP~j*M&})ei)Q
zM!bmGQ#nXQziHL=6!BU8QG^@R!kbvBt@u;{qNThS@O?bMAo1V8ctPxsh3uV=?X3H0
zyxZ9w3M{2NHREvS6_s}_XL!#{?2odNdB9p&X0(zkLAE?eDh369S|1Q3mVJ#&-g~xz
zm9!0VBGe=IM=|6%O<m7bDr|6}d*4QMqVm)nw%%rhzeeGxJ+n6NdJtB63hsAX<lEff
zPBVPo<pA%OP^l_YFF=dbpc7!4IXV&k=N46*>9N2r!#r`sZ{*8IZn|@X2QjJcPTm{7
zgx)f6#GP)NAUc()@p36fEbv|A3Dhi2bnm$5%j7AFUXBUZIA|!{cfi8fGdcYXk!(c@
zCMX4l`URlAGh2Hew^zn35MsTa8tJhizM7l;Goz=?!Yex*3lBAS&tb=mnC{b1vV<TO
zT$=7r`~;dkiH?aExoV#YoG2BlJWa-#lIPWZwQ+zlWp;EtQ;q~j?84(o-)!$rjej{b
za)*l;CVqy$VuwIXbDHXskepn+qm%=asSsE=2Q?n|!?fe4{ZnnMnQ$Hrm-WQ-P&cAT
ze4+D@psnI_QG}3?2fpfy7Wr_*)0ZVP_K-A)j2Wi-{-kn_>sznmG+k}>&xohzFM-s<
ztBJJdH-VXR`wJIBC8s|FFllb5mABU!>E#J$TJNe>J~ZEDJ7Rr;ym|Q{!sS!T7)8BK
zSp`07y0crd$Pu)H%p_iogZWa1X8M^!u-Egk2RN3m_ec)j1Q=H>PS+o3&qWJ`>v}~=
zTYVTRzcAhn1U7m1XNuNHoJAs1M)htAI^VdsgB+>!Z937qF0k)sWQgjH5B;8EB82#F
z(ltdi<lmk5F@{<9JZuN4-^~Qn`S2&&nYFfB-+Gf0yztI1#Ytc)EV&%^fGWrv8~EP2
zQY8osqVEjUa!t{S#RmiHal0V|RT!z&7+p@~8ssMFS~*(1Dz?;V$;x#@>vjz1@P&1k
ze7>~qmy7Kr#2?`qa`r7+ODm^vzT2s%b=&ctdwz#-EJqHz&X)SQ7xjyfywXBml673L
ztK71$DF+4-B~P7%gjuC@Y|;Sv4T);NlgTUv(>59$Bg;rja$>8<JC`GGDMCIi4YJNJ
z4fuUJ)%-<nSXLzlF?jft&qG`7I!QARs&N5v4%kw321N(Yl;Yul+~?D2c4&2J&F1>2
zY{llcY>E1-@-5crp_CI@vGmyvH*UQhgvuc$<$fOYC2u@xW?2fn`f<LW^um*p<tzY}
z%)5D`!i#MzmrMnT{c1)Vwj~%x+4vpLjtwY`XCDOl=n^@mTo*%p0m_eUPrLTKudZg0
z(q5#7Q|No!Y%dw%PGp@x@Z&^{Rx#~bv1QY*-S3~JRHUzslT1i~ZISN|L$`YRI&RYY
zibS_1>UGVcG24G`q!ZBijHga!nLQ<ZE#~&KF8MgzdwE>N{%7jjOMQlW_lLo=KfL4?
z-fw2TA}(FNxLG@K+ndFH=W5KH_|c4v3N1+F(qDvW!gVpoM?j*R`Q(0!aNqsy%4}py
z+WpUpUJ#*|*V;v7XXF8&SGUdN!Ia&?S#~_+^P2+EqRh>CJ+3FE4{@N2+pC&n<aDl+
z69#Wn8-4j+KTFGz9atBcuygbWQ;N#N@D6#qRx87=<@t7Qh9_b9zPEJ|M;xJUWT&Ze
zQn^Z@Ka_1K(<uqUPkQN=kQ{a8$WTjX`JO$2uCHObv)d*C1kl`17@-t`3C+*QA0kYJ
zAX{I)mwnRn?502sB8!$B8e~P_jL|V$OTrBm!~JS)j_8QcF~w~nbC$~Sp6l^B*FVoO
z8QR*?zlN`|M;3qa{DUJza$nGd8QaC}oh|8<RK0B<n~GYLns=<SwTsJSay*)DY+=g@
zp>G^Y{-a>%Aj(M`c6}Mu$V<m1)tV$gM5G;SEf6Fk)S||n8h0a9X=zfWIg2uk<oF|M
zCtjz2wSi)avwpF+M!xKWqpbB_Jg3QOoJdQ=maq2(^MtFOw{IAVP~g$9>wx7w^LyES
zQb}m2ABx3Mh3J~L!kj5J?8@F7v92usC_<kBIe<7&O8|vLUWY5AmDQmF;bMs<`7O8i
zGqu9o<b$9&VPx~^0ai)dQU1{ja|M&aN6>Hc*^yXNJrcJ;Kurx~+_?7FavQzN(Gp~)
zW@fSn2GEReumF=AnsSSE_Z1qTk%!kdK?|hOy`6>?0w7A)C&K}^KEA9tCc#_lBfk|G
zeT-CY`_C_1x{OdZlvAh1%)L!Vr9!{;Vnf_KjM9{`UH2J0bb``XJ;v_R8ob|n-r-rj
zKG{VWNhF+jBeWdZlurG9Urhov+-&e~#mN~quOH<pd*r6G&-Y_+khvLm*k)A=`{naB
z9GWTR`dUXrx$fU86dyAJkt$Y-95qPe4MwQgnw}cf>nK%;eTPEY_T<Hzr#hl#%K!B(
ztm5K*0Bk;}#>sR16(?IXA-E$);QSpku-NzbJ2T+(ee7bF)`Tmd%p&$*0EA}@KOTQ&
zc(g1=y&z0J)$D*`HIzT`MN7WDfrHw7{^J543ToaD=*0e`<sbkU8Sic$2~_~9Ug85D
zgnA8_GhdN`+MojdKfNv21p*MWJp6^15_r2Rv-(9)|M^pL$xq?*3LW0W*4PQ`XkuXV
zcw}d23D3$x#7OjbKtx2u#>mLd{MQ90_CFVRc!(HeOl-}-=0vQlK$+6xtqckVV6cg!
zt%|$72@%t;5+NZwHzI9D;0`7xMphy=b{5@V<r>Oh6MG^yW@eUOr<(tMs$v14WoG}V
zM!~?s7W|KMSp%@61yC^&BRwl4EAu0{!0)ePW;P-Yc6u&OCKj&8Ht9K-I9WKDiGDY$
zWa4D!>}X`-MD*AJ4S7RL6C?1iV>ec2BH#n`gouw1_`n07KTIKV_)Yv{8$btswPj>O
z#PIlth#iq45&VDQ;3HH1aFB)dFZQwiH}-KnHu{STViwi_`-m9CtPQ{>A|^(5#wPzD
z!!2b&cP4mO!lPwMc@rj#`y2+z*?{pQ^oMS~r4R%9A{rLh=dLUJ1cy5};R<i`{e=>h
zOxdvHo$?$bg^mt9SIfuJH}ok>O?P&e&DM5re>m1^m~KGIPJ9PjWxS9c?#}D3@?F^<
z_Acz1F02jIhSy9T;)Wocn5ROYv~542*VKie?GFa8gm74Gi8`RuGleKDfAg5b6}#CX
zn)EQ39fNt6nw2}V9GWM(`P@pTrEgQzk;SR7D=Rg5iX0AIi#{p7e;Tz#>tTY9;H&#W
z!BI%8d-->|0a*JKZGT9vLQD5B%OORyAJ4lFpR9H}@^W=K>z?5`1jH0Q5kE+b*g<-u
z9Rsd<Ywi7B*LeDQv8PU*K=EN097u1C81EG3B8mR+6pPKO4vRodF(f*`ZyN8u80B^>
zy!VZsX1~{MUK4Rke(Cf#yh#Q<TIrCxOZV%o^H6Ui5r4wEEd~hoN-$I27UXOX_aRL$
z`E+)aKVHw5nd0&~DcK`*N%?D_o>vK>1cu%9PB_2p!|lqu0jX9h8-!_*SLEp*lV}AE
z$#U1Vzi_?B7i57#Qj8xX3?q83q7x=8<dqd9$V|2v-4wVXSP`X`kGKW<`elz9yP~98
zu!Ck>P)5#BfNoppR7?H=rH05ek<HTp?W4-Y2n?k0^DU>u8PdCEGMAp)*C@U2I=56L
z$k{!SG#64dPO!p$q%RbRNuK!J^6nBzCpk+qB03sqbK}2ygX+13xN!1b=LmsFjY1?H
zg^(C?NcW>?AKc6s52Zw1WSNoIQyo&?+w9mFfw%i;j3m%k4#Ar`W7@jV#8oRf?gXfn
zavyQq#=V(?<P{ta{GPp_K@vj0OtpatT4>)Xlv2!r)Qoawh%EtNWE}1x^c&7nj)?_-
zhU}b7EQGIO9j^3rKD{CJO`={}s7KPUX)raex|nfz&K;CG?>ySu25rqTmKqB{6bh(F
z#)6Y{-S~@3g7Fw+KB)rsoJ7nD^!$4bT_FNzRFxk`1rpn813tjM?t`Z7TsXabM=_=r
z9W+$~O4l-JH1X>oQ5nY}MOOMDl(71#X;%>Im=*?E%{ga_^H`nSe-+=78C}z=>MQgs
zt)p=Utv$Im1H<rkF%q;DwaEEnq}_Eiduxzs%~*nE&XgL4C8C~N7)q?q45HQ@Ne=hZ
zqbgdd%Gw~FkQ67`Cd<k<5ET6{A<`ILZ%dm3z522wOfhBYHB3o!gNkp7>6OInvr#c~
zIhZ@iX8X;RxY?CLaZg_8pnL<uq~$Mr`kuCNbhjx{H0)u&k-M)k8^XmZ<l!Prxq;Tf
zy(k&spZbPSFa)WlSyuX4GI(D7giat6e==<?t+0mV$yqIwH+XOLK&`MnyR@<P+R~Wo
z_($)SRx9Sak6)7!Dz_}i%{WEB#-(u7+MhRdKa~nw*3SJ5zKBiPSAaT?u<<fS`JRK3
zw~UP06-!@z_|DpoPl{8OFzyAL?i4Z({u9ghsv{8B8&Xl%+FMmy->y*qRHz44U4C-D
zzB$}?Xc)0x$UpCF-x43Sh}yHFR+5TX!D;N2?z!)o&$6M2$XnydL84MBpbM6&UnH{$
zP`ZZWRbma`2-xa~d?V@AfsJC9+eZI3`bBtpPemtn&Z3RHTW1(Dwd{qW4G(Er3r1eJ
z5#!er-1^EE7zBqhAzTo5>$cRsKw|Aj`;1`mFn^C6(<`$z#V{SwT>mWt8V+-`465zR
z(KSD=MZf;{AMT)^7#B%t*SPy6NpX0h#58T*1RIC7M+Hz-ZaA<I33-{*f&zHT9ri6g
zqP`}J!jBZ<U83@_+Dl>;cmmf?U=eJgN|#E$s7hKOD&WKn7pPz(g5R92l+<N2k*AEr
z|8dc-l3o_?CB5@EiN5&Uu5Xx->*?fAc)5+Et1V2LoAkGa5|(MP?4tb<E2hB2&j#-{
zLzVMgPWO!3Oav>Y$;~rF^&wA&K2$Qj`jPWGIjRqI+E6gg#&(*H>?=uhMSGjRyf#p;
z+xm2=sNT%-GgQ2NVotsmO5(|kI{kg9so!5Tg6mS^y@5YHDh`=PRmoAbAvlOYD(?MK
zYzCW6$|bEE$w4d;)^MrZ-MIJL?1^hqr((~ms*Jl+IZM?d(Fl6{4bt#om4YtmZV65?
zR`e1{%C~}9ik=%W2>CXZ5pD8~Q>O03@qJt5bz#MHjIzu%mw0XVX8I!UUYu=tueU{b
zO+Yp2dJl9c;MCY#(S%YlBXzasL$irEb)|rj3u<wnT9Y{pF~~_3bjEKAoMxU;SRinv
z_m3Y1O3dU6GEPeD+R(--SJ-MW|5U9`hU%!EVso$fQpm3DU-4@D-DGv`i%gxcxff5x
z8*M~3v>@`bLN{^g&k^+Bb`xs4s?n*zF|M%+6Dqt-Dqq!th@qU&ex-(KkQI=&W1y?1
z9B`V{6Jk&cNqp9E$nZkR?U0j<v=Fzq%QNJsA~QFY-)ABjnezQj!lHXu6Yee;;k%);
zb~bGHLCih&hBdgp1U(+*?_Y`g+;W?tta?B}5M*m6!jITddODR7Ix}G{LdZN0wj1>v
z$={3@Ui7baW%*OPsjkB8Y<N?WjF6NX%h?<aaM0YeYr*zbY9+o3FhLf#ZGXcwAe8}^
zRbMwGotS|lfJ47I3CrX3?KY-*qH3#9*4t2gPcD?jTN?WHc<@|OyBu*)F3yK{0q2(R
zvRpe!T|{#%OUtS+wZd$RytbU<qxAMRR1VfOjCR1>A93rfaqLS!=hkkLd>L<hzWxk>
zFRw-&E!c74o3LYQ4gTlPA6KeSGch+c7FJs*SQn#qJy-4`irXB^cvKW;R;lNcG2iu3
zyiTg58=^r~jO-%Rk$b~5aVsjvxULdWAYx9Nvf1ohcs5zMy_>c3H9vfl$UfAhp1lJ4
zJ^a<_I`NX}DKi!SO#{(2A4oForD2z1_mnVCZPKcqiFauanCrSy0G*w-b?S+-sQ#jT
z*xn~Uek**oCI6PTw+piRbP=j4xZMP7R<_@mCrna2TJ0is`Kgn>H;OXyIyu@t<B!Yo
zCQ2IYswHK5{R35To*YTRLzygn*d1!ZMvKWyspi9=zsmFT^OA9~ikC_betRuX%|Wqk
zmN<TBd8<t|VurC!3WMEaZH@*>n5eW$E$a!stWpT@!VIY~Vz!d=IWQezFe)HXiZh$8
zaEW^7SBEa`;v|gA9cY~IZ@QWyC}Td)+s~#uBWu)#Mtu^3%|cd#MW6Pkms)2m@H<1V
z<IANdN=v=2)M3Bb1ZB2cHq|X_omw1Q;byJ4ZkBQ+F&YzkFzmf-k+NB1ca}H!5<S}E
zpw(DE?EfZEoyzeh`2AN0YsJZMqe*-^2hKDD60pn$uT@2aZ`I5R$;!jJ!tzFD!FP;O
z))U+N3*X*%{wARcF874*kK|7e4#xEFr7$b6gya(+obO}V@riCR?m3lS`rO|pwlIe<
z8m?2Yz8vBo(kXX>-um#6^k8&<(u|KnbJ0PomBM8c+Zf)dBq-c&#QqeX=1tAZ8eIW2
z&_relm5NePhAwIW!}tJ6ANWxEpsLSih``!wugWrATXv|_t2)}2Q_l<WM}FTN-NNi>
zF)WS&IZ@8H*AmyB;zm6Zhg;8UIVI3y)Qx2Mk|)0`A!1mRAr_JG%6j3|G1z)*A7VT)
zyAnDZ@9o0gYjXQ`SZ1_O@mgRgzr{}28Qgy3BE1{t_r`Sa<y6d8wTX})$6}GK^q#k`
zv5yUh#Vdk`nYF1Bt@mn~{PX?z&Gk15xD@KF7Q9BUxu6aF&8E>7@^Pc!Y49!cmW!}q
z+=o@cP5G(a*l91<g7VHC#9`>NL&vng%%R$u7xXlvU`8w_8S#~wZ{cb}4~rO{dC|YK
zYN5iIy*)tNH;=8`>aRjy9v{)+YTcr<yE!XLMqZv?f70;$P0N%}II#j!xK#gTM~c?Y
z=NdT+q;RN`_D)Ydo5D9uYzCOD%5qOwaOz3s=eFq&SF+)6Vv;F1QeWFMO==U(Tf&tz
zjvh0f<Dh)m8%aY=u?`87<u^KCs7f1<I=}1`S27X%<c{27xOS%bqA*DowpC7&ogfw`
zH}4A)oQUOS#7zailghCNB?2aWLGEWLCCB}@9GwcilE+?w467JVeG{TcOEFSg(cht^
zavI@_m&L2;@RI=PX<g%92{Xt^%zqSfIBQ~1(Nqjj=+ou}2avIQ!PTC<?=U-1{bcNC
zMdmWQV^B|y4;@s;-q>x4g*$h_=<3v_Tdnm)e(k+&QFEpydN^~Lrp@UIhb#hHj%_l=
zBq(?LCU(1!4UZF>ONzxbGf)@PJ#A%0k-$d1*)Vu%X;%@Vui^wd(F1Jo+<}DW5;;?d
z{n{ebcI3q1oAl>dvxdA@3dxg^Ik{bM9GBu#qL*SSjM9*8^_)qqaW3i~uQ$sxIfJr&
zeBkS(Sg1A1T`EmI4HE`rcHexLgMBS4aV=M0EVoFrD3;fRy@LDWo9x|72t|NAhcChR
zt@0E3hx7YzUmf2Yllxom`>oa&ZLPldQITd-er}|lhBgWrmQ2uVLYtyi>E9t}2F6qu
z*P2nv1fz5eW1`&5UXu<Wxwea^Q6M?%Y_*6BPNh8I&F>uBMG4-*2ys4<SctTNa?fts
zL4l;{D9n?=8Z1ce#SwOA3u3lMy(QFv=noR%F0)q|8lUM1j^&QNKEIh>{5p1`q;px)
zZjj(S;jVmP3|_|G{NjUwS^2DD@1z=ycq=?~%*3>U{!1OXCZp^09D^23;Uu1kI}nl-
z7?B?%dUVKFgQ3Yo38TE!cH)%@JGY`vq+X)-`KY&YcC78^^W@Q{iU*YGv!}M_cC;|e
zR^lPOgXjKas}}IKdv7Gd3k2COn=BQ$smRDbE(9tqtXQ48PRmX0SEI-6vCdC!P85mU
zSvRQ1E_J{)8krnQ<W)$wPag^3{D33NuY0j6H+&6fn%KLTlTyn9(~=7jr0ADH=QK{C
zxfws-Vvc-S-VlC1=CB-#IG2Lk*z49AcF6epL(Ay6JYwyOl@6BD*KD6G-upipJX`KO
zAx;2xf3W;<^>oBNVPu0e_j3s|Z*k1X6NsjN$Cy;t;XEE|VMZ5b?&<PtaKcT55;fDX
zRQ|N|Hx+g2&UCeEny}CT|6KFbw16T@Eep)`7=p>3Y^{#v@8~&C!Xe*?^Q9|!HQ(pK
z`Fd2fy^=ub^e4}cbTC&ySUU|bhNEvhrNm*u$M(=uxVFsIV}xh<ocq8o(af(J=01ww
zYB7$)USlJjS|mO}{|+Zv$~Av6U4k;>RF1PsqtkWBZLcBL-4et3nW?UAs*`7axfjm$
z4P}fZ=Zk@ab_(NCJ&AK_g6C;H^YyS%7rs4e)RY)2#TgRtsQL+W$Qx@G(gSbh`+C<;
zVU}`g_Fa|YrRq?`2S}<Xczma&RCB8%PA9iB*KAPb>+Km6K%iH1`RA{&n`|!v_DFw9
z@QS}y@A&QrP0g7p_mlT5Y!%V-eiRy|Lj6M%L2)f;k)OKg!t<htj5F~htb6|RU`M?R
zd|9Ce8$8&O?Z{z#gu~B_WgBb_>)x;~&>1(YNnBT86@r8Zzf1TEUSWYK0<R^ym_CYJ
z@(M}n1um^4-f;{1)7p<^pM--M<*dA7VNOP|jY;sN#Noeh!j`DYk@kFSV31Bd(Fx$F
zm``a_*v&<I;ZMof<akS*NKOVnJpU}XKx#Ijg44lKp2}vcD6^--<EIKO^;!GoLqfgq
z>p+KZ^;#fCq!iYic0ZJibgB}s`&%;6xHbgJy{Ef&FbL!QVqc;x4c-tkKNmV@Qqn7Z
z>wu*UV$#15@f^@4*-PEULNas?dyP*`RrNEL^m~Z)%Pn1Ic+$C8cnw9xn_vf@<!a&C
zjJLJctmdPbrawEDm|c0M+k7@29;~r6=@cdL!b)ChCU1l$Xvd7cPn*duQ?+do)l~#<
zrN}P^z78ao8n1pueaQ16VL6eGYbXv~fgSF7-kasIBStx2`1qlo6#`#x2tOiGb$a(0
z{VM8{xszooi6AYy)k{_-KNI9J60!uPSK^9`Edg%v8&Nv;l9k@v#C5N0J3ni`4^-YY
zxI#$P{plmT-!jwwm9~Cw7~GAYtYnKW#h%M0oJdb^HkIJg_A`=Imd(uYLxtqDAZ8wG
z&5}+>)7o%D|3YcvbFbMgWj|*3&Gw~fe*Wjn7~SB_(HVt&MI`M^ShI_Q0eRd^*rFv8
z#q|dXY=~Lcml~f{&(IG62rMVnFk6^E!w9bwpFozpq#bp;1Lh;jX^QG_e|9_@8n)E6
zM0!i3+<##2U>k>(a>~w=lBE)Gq>^E@;2<i7lbHC0^eyMq;K#&Ddum8DkV3r7C05FS
zGQb7`@lX76KCLV=xA2~R$*UYv$rZG1I~$R^-<j%fkXrpAMz2i1^#dEqmuxJDwZ6`R
z7mS3Zex*OBkRSo?59Sb(=g}w#a0Sz+7b>-UvuJm~E~BqEqSTC4B_&L5afOQGtJK=3
zyDZT88pm8_(nb=@kzj3C$W)#54i*!enA8h1;t-md+^$!-Yr@a66rW-~MLn~@JpN`I
zEM|5%4x-HKgm)ZUtLc`ZDi}ulswHV&dytr0*k#Cs<t)$dve3@`+!@@W!zF%nnHUj-
zi>R-0d4?()+3ePACPY<-C5p!l#=tH<`OYc4=_CNVc}h!Irku6~gw}=B&><HTN8hB*
z62kj1*o7|Zf+&tN%z2(OCXKIz*1fPYi1{)2Y@@wJ#6MT#Yuw=HPhTT07lvEDB@Pah
zO=qfAB5Xa&$wU7Fx=9gK#}ErFMM$&}luKxKMcAXko6Z&UjwqS8jeb360S_}XQ(eS<
zS8iQLT5N+ZT_uS-3~PqR+FnoB-6s2knnDv_Z4r`I5kk<V7ldzP%iqG3V4J=#Us!cs
z9Wam9zkPv-`@%X)7LnYB`AJOOW`ypy9~(hzJ+^`tNK7qG!FS+enfGL!WZ+4s<D?H4
zw_ZD9v4+Id9u)?0hQ@&v6IgyTR;t@cqjN4jE&1S$c)9D7ZSDP8-pqQ;4BijmI&TMi
zW#5EA!7l{dnbs>G!lvV7-HbNw_U~xg&QV?+G7#cBf0}GQ;*!x%f{Z9NQtE=nrEt0I
z$cqhNu?EbqAy+kX(6`^kh<Vqai*KC8Ko-BwMb0jpk40Q3ZNj7bt_Oj9zn<*2Y>qye
z3}8C(%mP`K5+*e+tPHSynad-8^`(nup(lKGA0!60Pt$kJ(e(E24F7CKK)};x30aom
zrOmV9ujTy2BK@;ktM=a7KhhF|JFT0Y<oXz<8x2mf?8{5>$pTS(-Uk`v>I#tveo5HZ
zIk1bMPyq={oIx*%xM(x$W-~`lEpom^PCI`K#8l)JiQ)v?e$Hj%IXzBON&#!0G2$N$
zjR&12hCe(BONN6EKj2r6I<`8mNSj+2SMLe*A8H3^@e509^=pc~8hfg>{uGsiUockp
zVC5;B!B_s<vIX_X*moRay#ntTC}=GV#nU%JaauhG#^Q%3$^#3)u^u);KJUw_<CKH9
z#F>L(^_h3y+W8p0pJ-TJx)_+OSh+W+qcV=8SqvKRRMOCiM1s51?7lJibQ##XB4G|E
zTSRkPU@`3NdHJrlV)1s5Qd%Aypb^ETFOXg5*~)rIZoTHl`R+S&9SSmR9tpcLiLd?p
zd~;&cl2c>_jVLqJY4Uu=k$$R@cs^yi9a$R?-B()gP0bYj96>R`;R{H6_{{#vOMU)q
z{`nta{p4o&XBsM#(|jKicjj`Tv0QFi^sZlFTf)$Ml}v}h6%AjX;G5i)b77J7UPLDc
zr%DtZsV)ew4!^OdMvSa;@>`gim`s1s={E)bVdma5>sZAn-xUve8G_i#6d7F>e<h%d
zd_~=((y8)EO53NL*5ln90@vs<Ci~EWDG~Wfe{DO-DiuryLi>U|^s`r_T!=m}VvR)S
zi_9$u`{gBE9Nw0%P&7h~>A;I0OHq?`47qkliRE&2pAC3Fi_UJJu~MrdN(I}br6Kz`
z`Q<g4?a1fooIJ5k{n01U%r?(=$KV;NdHP?x{Exo-KVE)zMkbDb`T5!Yl=JZXa_oz`
zfyI@<fKwlU8XgNCu@VEuU$}#?AQ2N0gOLI77eE|<3%~#V1*QDD$DWmw2>ATQCVnFY
zcD9eO#b0%q(lOEj*u-Bz!ejNObWA|eBi`@}TlihX3KTK@kK5QD%l?Hy{02V$f`PdH
z)eRzsU+4=!mYK;f3KR?+O#m90{%U|h*2LJt;1}8h6amC=vC*>-ak4VebN#_ygaMj?
zN1TX$p&-8z4{=93XZwG2<aZ;#O8@GcGSIZ6fvuDMV}nNSe-#S@<sv377DgsY;zEyw
zfB5z{!o&Kzqd@te?yx=5_4u~_0ba5F-GTpxzC5z+H%))AqF;Sib~Xe*LR<`zHh-~0
z-NG1v!X7cMUw25DSeTiE0knwm*Qv0bwVk7~y@3(%%)b%MAPMlq(cbP6@F4;_I{)Ua
zkOkOD!NgJ6&c@!(_L0k+{{{o?HV5gWsXtuY#q(U8%wO!d`&`^L`1ap{TFGQwB!nc0
z3=~mx3K2>RzP{Dn2Hd-Pv9|HEU6$HilZK_*XU9T?v^2r+mDD(JME(MCBlLRlH8s~M
zi7yPIG?@j7$b2B>LkJWsW`kF0EYXQ4y@|Pv$?aQUZoIIuiTp*aW@}4947g`N6b%sy
z@UJUUtz66FxbvvCwzkprV9{s<(FgYLtM&f3VbOWH_1KgN>}<vM>#Oxu`R{%|2~?nf
z_X0Pu5GGN(uiti|$^BEn2h-l=tFip`0s4VtF7MIm_tuYX{BA0k)PR&_qo&CMMpK(T
zzUB+(p)5H@nml&a?VEqxB+itV_cr)$dZa@T{YR=Fn~|1FTa3&<ZqS#d?fL$FW1-a=
ziN?<HIYzC}mAlJ7u3O2bCpBAdz0Yu@%r%njtqG#CQ)(dp5mBOUH7;qXih7@%rLIj!
zT_4R%F&q4g1&`!ys!opI%6wm8OiD58G8A)ni;c7$Eebl;<ihL=CTyykZ}f(_56R~k
z>YFSK`V7wQ3C3YN()xLdXkx|Z^{|i%TI}{cI<>0Gv*<PzMWI?`b5~MJ>M~~C%rj~C
zLHf-BRv{*WPa`?j2pDtF6|tsrgKS&L9D@&M&7!SMC)W(x>oBK-J8p7g->>QmJrLwN
z>aw^dzUJQUwfd+W>2*!o9K^A-kGT!T9V4!*bZnMg_R&y+XvsCjdrYw0qa2eK7#E>e
zji-0lZ+EK`I7FLZ`Kc+#jC<*Ht|uD_ZFQrIX|XP3U;HK|2Fs8KDLdtjRJ7A*ecu<X
z`~>jbnkc_b%9-*ED}hZ)K>Rw6Gq#%YbntZSu&v1nNE@;aKh!O)Ec<apOYyyRuLrNo
zGf5g}!7w%uNIYGH%bzuyh67gnBVMYODCjv(y-u#0mh3F`%rxrqdL?D?3v5Dv)C~+O
zA;ZcMRTr09J}%ELvrl%_HDK3j@M6I%t0ZW`6iZRfkNt%x7pZhfAqz95)%bHy+eN%a
zA1Sq2jd8^+>%`~@@FjODP57eyD>kjR@C<W36O#=~a8-EqimbcI1?!J-u<pw_wBG}c
z%BRZ>Pi!X9LL<7e)Sz#$+B`;5mNuVPC;7tuj7+dJb@Z!ak(%t%X&d@PQ4XSsoeeeQ
zi~ATivCTrIf$)sw5AzZ#L2PdC?dqYjx8lRz>$1gSxnnXOtzpb?&e|+vh?dQKH+zI-
zE-ngAR12kzYRv~LY%KNy$~No9q4lTZ!&!`}dLPGD&9t2=t(BrAku;(lEA5*H0vhRA
za>2C=+t#I8)+%yCtfI-PE^4(t1+qfUx3bY54GTSuY9GBTC%=A8k~&{$oY}U(?#<Q~
z+{#J`ao>XMD>Buo4$6(uI8~AC5@e&_!UbbQ@mev@9lXx5GMY&HGol^nfU(?HnOrfA
z6sV|W={RGY{ZJ~|G72tP?20QEr7*=okYC{%V3n(Ki6Z`yf~QkK#E;n+Rmagp4(u`g
zwvQ|m-C65BEuiVCbUP0;lt1ztavdOFoP(?u6HSKA$JcWyaoj^?HhQ}_>!@RF28OLV
zqY`7EMdrNyC=&%|BA6#yj*OJwGhwM(7F#5zW*UdoC@xBrOG4disI>9i(ts_Ybo*O?
zm7`GMK)=M4dA`p~V2C-VmSM(};(&~N?_i$<dk%^tSL)NqG@Kq{S{4?~a^=eQgrvkI
zG>w?916M6%dbYxoJ&eTyX6tCyJaRVZet}{4<w=PZIymvzsHiNJo~@nzK-O#u4q7?|
zlhluJ)i8QO8p>?oZ!W39eahk>xTaUp%AZwirHTT->=nziZ?yQ*qg1V2au+)$(FJG*
ze^41wl#!LsQ`!b!eh|y<dkvR%{YrpHWl>i;$2_t$F*R{;0eUwvdfJB)l7(ptEj>M`
z@Ro%+QhNS0sulF-H5^eszJ}^t!wP&9()ls&yN0eR&WWm?ch2r%e6g29PF2-zI1gQ8
z>g!}IA@(>asQJicU#+*=5lxCG%e9H=Q=aF))_T>LY;$01iZJw3SMhyGrq3t1GmzA|
z_<Vqhc}W$A8v6+Ev^F88hV!$ry_nwWa$n!%V-fL<tptP#m7*qtjRg7_nX*Bh3a5ve
z2CD&-(FFv;ALH8_yF5O{^+EfTkOKaCqX}d0vaSr-UdZj)QG+%|<7Q0QHQ{+_e^o9@
zGz(p?nD+PgHr))647GaSlk;%GcnuY)h24(5H=d)XGct&oBO1YrSKG@rG$%Jx;a(M%
zm28PU6*J(EO<x${qhn!Q(2)4X(y&M2+WKc!J6~%jDX7$bP9g4R%yF{XrOD+Zk5^WR
z5{qVc?Z@1(WgFqbn``tb63tFAuKPK_vB&RmwvNc{psc;uCa*3hH&$4U(;wW*w$kZJ
zW0q$b+uLhVPnePq+aH%-9P6IAzI5IdCYH=|Bfz3}HyglB^N>uqmbVoonP@Tj6RuDY
zFLai1r{9WG@WxM5EHsM2ZNgalV;qBuOOR4<?Ho(MtWDHHk#z0g+AdV|n?lPth+^S@
z5ZznFqA@Ozu%1|w+Hqd|?E>^4mBtT9^hn+g|1KAS&*L;*cQAQ=Q>srzrApem@~$UX
zMq?i8$LKqJchrAiy<uVwu}?aO5v!r0{<=KNMmyP5b6Yx*yWDOuS*A%}P2$2~u=T;I
zT`h(vM9mE69Aqife-64vX^l=3ns%T}k)WUVcJ2|R$~VTUvL{qEd5MD^jdL;K-VZMy
zXVH(n-Kq4H>Ef_6x2`HCshy#m^I)=WzG3|>_uLeOVYo=8E#|_m239PoOm%Q%PL?{U
zdeqWGZlkoy+1WYlBd-%!vM=*=a4sI#c6_nqUfNIXVKyIg6CGC@*LD<*Bm9kY4X*P%
zqa*7!k2Vd`oNd*~HU0-Z3$t!Q996X<VsmV~&>GHnRuH-$<J7A2*F{kqyA7PIaHxlv
zHR$zQTB;K37YU-WX8l#Cma^Bg(c|47^UPAE+(sRmmRntw;6}e50^38@W+q;ns|ywR
z`);-?(MIjU(podU%A#+kUvfTO;@5BoOdUM?Ff>YCbIrP_VAGJ3a%e-R2L5Q@xRx}*
zT`CEN&A62dUL+cSLX(#2H@vNsYv<7m!T)U<WL%=HIAG0;hH6;Dc1q-`oHl1}G29Mi
zJjd9)_)*jUu)}};qXuzcsuJ^OjFiwT9fyTk4)rpPfxwH(>ZQ@MoyFIhOq@SbJM<La
zj{>t%h$Q?8Xg7STS5mW9#oIFPK9uIV`;bsADF#N(JMTx92{v|iaL-Q$TAoB+(&V%3
zW+{qz+L~EO>}iZw!DP<CGlsMpzHu}K9?`O*UzAa?aR-N819npl6bh@a2<Nj_G~)$(
z)*J(rSZ0#iwh4+~OTr5!=2Vs$I^Ogf$LhqzR9qLJ`SLW*<|!3%8psU7S$k-Il<juq
z)$SN<s*aFzlTe{R%rw<S{rFVDDry&7^XJ(_!NlYQSmg}DP)D`amr_ZpGPlV4r6)tB
z615+_xBTu*{F=L=S+o~E*Je+Y`^09(GS^{*y6BVdda8`GpD3=iJzl+@4MVFyeU5U!
ztYp%yyxsEF9A#W$C89_YoA&TQLCpLT%V?Fqu&RYh-_o~ut<)HDEwIP5i&;&w=7)>m
z&k~?_-%VNnAKKnJtg7x?8%B^&y1Pq2KtMp)grIatqqIm%N^H87ZjkQo?${vR4U(G<
ziB0DQ-i6O|e&?L;egFN|b#dXfH?B43SaXhXk9)){y4HT1ySk6@$(+yXb+X<G_+PO3
z;=T(o*Q6S<7ok(H3e{!6CirEa9#)gCVWEl&H{j|MQEbBP6^K{*8LZ>_jlzPZc&W-$
z&6m1$W-hx~6UOM3%bsqSnnQGg!*rR1mCc`-e4mdz(+1ww>-n)`%JYhjN&`seO+wj+
zfg$N>vV(qfEI}mx{o=fjK=O77(^Q|)X*^-t(9g8t`*D%cl7YSov)a1vpolvEgb;h!
z2NmW@6^qyX*B}n%5XF|yDvajmJWjf%DtZvxmDGv;8;oqem!_>Os{A$(KR4|0Qc4~N
zOH;9cDC_4xQlqTV`NY9e@7(q<wH!_B6%;4Gs`)Bc-i5o$CZU)bZ%%0fInY}k3KG*d
zn-rzoJj3D5hxvuI99|k3hMIFG+=V4J<HGP$*awZ`*j-~$6<S@6dUEJ*FY3|qrPng0
zNhw?ujpHe~BTG(5oK2_aSp<#pc|#uQZ9By#wYs?j6(&WD*Qsxh`U?|(Ws)Tf5A@j`
z)e<n$syLXq{<Ljo$psXh>baIWiat6H*~o~&)Sgt`uGl~J3-3c{@8?)+E`zxVh0hb_
zam@LBw|NiR(3*!Z$IlZFe2jO!joku=-Gx`2X>D(I^%EuD3<t4%OO+(mv0GmJl`9t<
z|1yp9KUS>btV7^4TX3JH%m*F|?oy`Oo>yN!P<p`LnKuQG`Cp|*0zEu`MVqLzVcP6N
z6mxBU3+NUP)vhtgqVsage1d=f!8};;<IK%oK{l1Evts3I5zG~4qi^}r!+sbwo<e9z
zx0H!-%uA$^MqMIda-Vf_iWdZFC2Dw8xK(~VpEH(HSv^KXnGul7L9zI$@-Ex^UhCe~
zI+*DthSTre8H~DJ`hw(@$_*x66<0I(XXQeLkkPT9nRHTd$$2vMWbBJKN&7x!&U^9I
zl|io-J~Gke3?wr74YZ_C<-B>A?f+wxI$rgM#PM{n8&V>w6oKB_#EWi2b8EX{Qrq+T
z^t5<272ci@$T}EX#P>6WY9R6ejN#r9^1}k-6x76!Dm^Y>5~I{i`b_*6R>lZ#;cFI+
zWujM!JOUs;SEFRAe=+Ux<0hG@A$VDbWN0KmUZxm#K5{j??E4Tj&9w*N;Ow^>R$noP
zU!Fu;_P*?T`O91*Zy*%K%2vWna(*qEpNJ!Y`JcBDbt(R4nNT997SaYkFWF#liLN}t
zZ{qQKSg}-1fR2B6XE1u6Yd*1t9bPl(G5eKTzRqIPiIu-v(%67JQT|@MGbUG?`<-jD
zWSmy~&)Q84VVsIzS&{v`)ooT``(TVM9l0tMMPWr+8*O&N1;@qWnJRk?vLUBhk9X`q
z7lxqonDgfYwJ$JdUiuA~)cyF8X%t{pn-jqI>j(+G1SL!fvXmpQvb#l@Yu#l2re!RW
zA)b+i_tVeN3SZl89m<BOqWfEwExO8Vwb7Ql1-!*`Y=*L1i#$mV)%oQtn}9}e1;h6~
z+1jG8ZYh|G^0@G|D!J8wP&E^YQ&M-HjOW2yIk_V&CRzUS#q9c}(u2lAtz219aj?bm
zRub<FLt+wd+dEsoQE3HYEcHSSEdEg0ID$;GFqMKO3>j7*N(9rJ`Am?SbgwLiNvaSb
zKV?2LQ*xo{FFP>GK_H*-KMt?bTF~*E(21e`j~bTlzv8mg`#C?{*Q2W5Z;CBH+|oRF
zT@2rRu<+G@mOS`vD@_8QPi%Ni7R0<X?_?`d4;H94B^XWTc?g>m|0TCQlvbvJFV0q`
zRU69YLx{|4KN~kjy<C2f9-ks1Z0Ooxlb**oWwER|TC*rn=NTN{Co?(Om|G+s78(W_
zJ2LwD8gy%sMM0m*YqDbsv&aoGYd!1S{gZT&IhaVW&z3P|X_`5vxa8TK-92vGcKD5b
z>Acm$u#iQDJi5BuP@}Lkgmv#n(b!7H;Z?)=l1}PU20FSQrIS{YdM6a^oSBIHdzP#^
zW1$+UO{ztnDj(F!dZ*=n{589nKe3U9`Q(<T9(kYrP7u_QT9NB(&<Z_q6DVn38wu$}
zJ$O`h@&)&VJZo*C?FR#l+`Xw}(my%!a<Z>1YiT=`TGFdXF0mnrteP(fWMrOy*Wo>1
zpKs6AArsH#f>c7%`ZKfRT%J>Gg5@ocZH_Eb6ZzFb6w}g()W>D~-!_v5F=SHG$fRD6
zNaT$*6=iL_%#L0_WRWC?jby0hg&R!z{X=9hrjbMdr*IYZR^{Z{8oxGUHdoR<eE8FU
zM=c!l0E+nbfU1{Nde51{Z7I>J$ZK<0lI8OKic@pQy;Vb4i|x7jz(9m&gW9%HQ-dQE
z=E}2B6sJ8*<QNE5E~xor+-m{yO@-GD)-pRm^pi~0n2eJh-!&$x0SCu)wAw8{Zlv5f
zao1#&eQy<Yt-+x%w-G2=lSt9Qz;q1gr}2xqb&!R+G`4_okG`T_sp+4IxueT>u#w8I
z;;G1S_Ocd9>V-01>zw+jt>b`pnPG$4q^BCn&Dj4U!CDxyh<TOz$;6<U)k&?8^*a}@
zZj2thKPUt%uOtZ@Jtn3>dHh;?*}1;zr>EMt?a~;iWs<ovb8a$^ujls2Ihz{OrNsxB
z7Pn0P5cl51MD%%&y!uQJo7z@=n|@@pab)$co-GcmexOID)Chh^X%PcRSpRFq*Au8s
z#(~x5*QQXT(jKLX&#<6{(Bf~4mPNuB!%Zm;twP-tRPe9;G8bz2HU&=ABJ){<h}tnH
zL5Lu47Dir|fuaHGawjJp_#6E=E7`R=@0kSam3@rFvv6Tw1?+$63+G4rLM;X><iPv4
ztfGc-@%Z(S*KXRGm+HW^%@bwnhjjbIhv-r<7FS+auwbdh{1i*IezMQG)~bW#P_Mb_
zX+=5d5}`}3tRj_bRIYqfj<kZtN7Zv@Pm3Z635dc(!5t?$pU0M3ZgeEJekY?Qo=l#R
zgsbxp$=qmHapL>VPYgeYj1)B|U}ZymFMQ3Xnl>_LMJLKb8KSuripFApFeq@J|D+aA
zODmcsEAbbna%RgHPb*PhNpu%jpU*Ag)e`4A<Cgm_M9(Ng6KXW01@Ip9^q-jU2y6T0
z&1H=z#zI~aelo$d5i_Zl$(`nAT!~b12*%){6urH+JQGjV`po}zxFKlD0zO`2fXz$r
zZM}T5R_0UT{8)v8><t-@uhQ?Kn-%vkT0isoAp%x}FGZgUHTwMyqH<pSF(NYYT7Sw(
zz?$DpN6bEN4F@5Nh?%~gEYFKGC65zlZ*S%ab^g!RNO;^DMma``3PjPgpR$!%G?*Ut
zE@vLfJ1(G2RS%qS;t%E0_nJbYj1u%!Sz2+iKP~!FQ@(r1u9lbspnxwwZ{_++CEbfd
zBY6c=Oq9ZERe~Y7T8wg`tgge=&7Fox!P?BYapA7uC#@1BDt<Baf62wLj{x#8dTmyz
zqTq_VYSiyqD;blc!W!#O@i1NROsLn0K%0$;&38=>B_{3wTot`J<Q~HkH)aI!@O7<w
zdzoq<P%qC@yty0uF2ZAIo!;!pzit3-2%wcQSjYea`Y$aB{K~i@1e}9hhGKv%`43%*
z=(DEzh<-{mKLgJDe}CLv4v0j$T=mhV|NnlPp9}o?zgp#y9z_fUo<@cEe;00)3k@|d
z^|~y@vk(AZ2CDY#tYB{g|Mb>Go$x5EYB5S;{2p11F_R*Yn@m^6jpZ4Tysr-8Z?!l_
zMp)UTy;G0^m$`fi{`8>_Ewv+wx75sK<K4|0oEZIn!)SKkj<3dP?s#*biWgk9J8pYJ
zCucRZ)zc{LN)xV9H8IVeARuJ<GVJk@9vusLnL4UodXMfMS~R+E#PCmkp(IAW0_s{2
zXf)1VzQ6LeX_h?UU@VSvW{JiX{MzxWRGr<3=F@NUtn<ErLDRW&*~SUMdibrAHR45Y
zg+z-)pZIE-bo6o)=fIY6J`Oh>qy5N@ux4v!B^OQNM6CYJ9A?`5cLvo@Td~x8i~%u0
znnEvMu>@`Ucj$fO?zE=a;Ldftn5n+c48F2fvrbDlRqB7%>M?Rt{-^a9J56i?zwjrB
zsfTj7Om1Z1(Bx0c1+T&oFg_AO<g2sNtnlqTYUJ?k2`rk=0mB7YAna^`oRAIqXzcKx
zqm@NC;L=wOrqof@e$sVx9gpwic!c#m<uxZd#qSU74`&Xl<-MX~cDw9<2<rMehD_6$
z-~p$F61lxeuB{@P+QTD=Oi#p53`F+NKAUo|NZ4*WUuqrI91iArLYjBc+0zsk_KcZT
zJ(Tv&u5SPA3MnJkTgY=CFk=cYdorPJIz@C9)GTm<gmb#OJ~5{*r$r>1gVGL{6#{Ca
zWY$3j`9!h$`zL46!mPXlb<a$qz=Q<K-&(GNp0?Aw$4!UR>2UYBumzxZ6$9Shj?JBf
z&$>$&5*q9?Pf_Pcry15Roq$^%8<Lc>{>s(R9@u$Qgw7N-%2L7?c-IJPfs^&Oe$Pkb
zGe;wkqCETPWH>!gUYdwheZVJl0Al%DZ<#eJMW0_&KF%t(T5*rTB~7m~CAEaFq98&q
zXN9Pj0Yn|$i4vqd{p>Zd%^FIy(XaN!jJ&&V{=UHJ+f8(+NS_xoHK9yXh`9LGNNgFh
zTojOx&<)#w?*3(bU>~$d?`Tt`n4<}&4gLU1o>zq}B^`eUISa))zhzseSalgCYx&QM
zY3F(*aG5fkKL`)uCWGu5Jt85$z`yABF0EgVe3-?5PC#;po%Uod|JfGC-qtZ_{;f!k
zejiNwCD5I%(mbubvHxAUnE~@DD$#Z0bw$kgtqf{0HC+7LPx1B@`E#YcOgs3E#u9N2
zV5my-%SgQ#Z52Bz&*G=vZ?<0d!fYo?^00AhOS0|Mq{x>$P1FKX3$W7Y1oi}^oJpad
zQ!e-Ezd7ObYcP-iVl~LZErssty#)^Q8C?e_sBW9`Hwj(6lop)JN4a<n<Fq`(kz6sA
zjBcT;DeIzZuow5rYo=Kbg&mc34<Cq2V;R#2${HGG?pmeX2T5-zGv@u-Jh1rMaI?Nz
zKUa%{KtmO^1_llrc;|o44S_~^B9I<)u@?E|OOGtl3&H+hW1+n>{i!r+%2rqec7>OP
zZ?UOw3Jhf#pB;OB_zJOUcX6p#*csY<NNe=HaaK*Ao%Onem+fK)D8Bn@-2`7QV_V=A
z-wP(-3ej`u8TMMcu*~OZo$;F9xM)spn_4xWB-XR$KJ2Zyp8r7Z>h41k7$KyrE>zUz
zTY9NWrG8dtf4S)S=d)~W0GQ(gvBi_9uElolSy-{TZBwfV*ex#9u@?u}a)AU8p0k$W
zERWg)j&iSxX1%p>$&Cuq>CenX@0z4X{HSq0OF1uhzJbk2ZS2!TmrB0^B;Ed=UJK$!
zt4n-grS;KZM!Ed!t9kTzWWk>M;`G=p^1v}=PZQ<ebNS~-x4Ar4Q#Ug%+6l}Xi|~@y
zQ0YFp5;m3hqleKlEYC9uWhT_CzaXpTjfl7%lxan@SFigk#_r?cMrkzcN{=dGO|WqY
zSK3Oz6#`g)B3l?Ht7{z(kNHhCu+u~*kbj)LZq+8*B9G&4oJdertE+$FSr056$zZ69
zbnAywr-zy7U5!8IAT8hreFna{4pdN}M&eRCWeNV(LrVet!-}f1&LZT%I&%LX>xc^x
za%w^M4G|gW<!L5;29z-Z4U3Mvp;2g$s(20U=<g@(2%b`OD?s&OAbmT~?Etut9>4bP
zLIO@{0j^ixK#d}Tw9x<GU#31avFhHY!FjRTeS3}y0lI)8AYiP3@kkbNf05%pMO1KK
zwb?_0uH&NpGp<1TZ+IzJ+ft;%SLNiKuRNJ&l!0UApY*^QsPFBcBK~uOwa}l?sAuiX
zf&Bls1!N#%74E|=0cq7q=XmsB0n)%Be&yMFd1^zC^Ve1(;FwPJf*Y2cSt#8m^i^eP
z{DZM|z*twp9#*yLn{)Ip_Kepk&gpuX-{Atnd8^ZYm70Ek?C_sw%i};Mt8rFe*L`Jx
zsZ?nN#nX{yRujEk)S4ELZV{-by0*Q3*{sK+skQyn3p%3Eeos;tSdX?`NfLcF<DtyQ
z3Hlz1%aUk618e+)87Aev&&0s?;5o37`N_%wi@`-n(gPlwOs?|R=25Z+GI;Q_@{f-4
z6m0k}i<sVNp6j*oJprU(_hcP>f4o5b-;?saN>vX$0maLBLhLQB^YfEkh3|dB<!qEw
zA0)7>NA5eXr?Mu#D75OO7nhotK8Zn~6|iCWtSrOg+tEDhyS>w9`R5YYykl#-HLZG1
zh6fjeir8Kf4W!E{@6~nOLN7r2s*?qDU5#d<<~zq1Jjg8dZV3`?NKO`?uDdxtJfyN(
z%<FA#Z;7UPnuhk2qKGgS@UfJUpQms+cB}c}r(=dnY$4E4_Q2rxz3KF0SGTDy$(-^}
zze^CF=5K^`XI~gnjqYdwrLi;`p~+BO>MQBYyAf}1=ri$Xz4>1R_Jc(k_E#LQQ3Wf5
z`S~)X-v=AK$VYD?A&C<Bz|3LFT!vpN@$pB_SK-vo1&(NV^oUEgXcsI6o5c*NdWTYQ
zv!gu=be3hcST$1xS9ES1p)Y=oMtczKcR)8TYx)w7CBwI&jHLGyQvGA$M|@S$Ti36m
z+QO50j7I*lHZ{aUp9rEOAiFywyf*S&d&l4Y!BN*tf)9{<<?C(U_w&aH2J)ZbBO$o7
zQ^geY5WldVzBLNnUvNc3htf_9Tv%N2<<%1eX$Gdgs}b2IB(Lw~3o<jXrH?7;Wy}N)
zWKA~ZD_fQs@l7u9aK1?FUE&iEUWkD~Nh0$KuaJYG-&xYPNeT^R(yirr3Da8c{ehY>
z-?ROJs?Q5eG~%AU&<Z!c=~2$#dV9DL8iHTez>1T8pws3C34irf3#MrrFDvJjb8LsD
zvbp+Yk(6hj>YvpU4?sUHO$o1@HZ^N;P+xBhJD8Zyy1NE$zrLcR`Pnsih4sa$4CEEm
z2*j*D-%RfZGrY~k%Xki83Jm-%m;+}93|hFo>r|F^dy&4hb8;mU?eN@%X!)2@V44vN
zgFI@3Fw>Eds6&Z}yUkv#hZGuA=h3%SsK&&7V_1jx;o|^0Epi-JNZmNslq6Z)$~ow;
z8a8iRyaN^7$7w#0-brJr@*KU%qKJ{DRZYxipR0RNX&|LV{W|lt;OIHT!tI4^GyVmQ
zq{W~b@(Dw-{M1kGADCgf%scLjtMyEF#gU5qeJ-LO`~aXwl;}y&z&oTXtsc|Bu^f%?
zDzB^i4us#kUvZ~M=UC+DC=)8nC<y>zX$+=7=wGu~e;BVe4HEX$lsb(oI-xKb=Wb$a
z&aZ{?ue7u*Fd0e0p*)u`3Y$NtH#e{}DDT~B<TEY%$<0eA-MKPcEzO+3PiI*?hpWp~
zrXWYQu=`@Bdg#(wZulQLuhq>hmR1kxiB?Cm785;D(w{1~=I<gnm2i%g+cB>pgV`e1
zAn@oxKFUiAY?w~k$Z+}|Sg_4YH7MDoXM{~pQ7p5b^4Zc@%}=azzhcFRS;zAGjqPH~
zeR*lvwE~NpZ`MG&@i*~$Q0+KBhgCl1^SNkALatrKkJ_z@@#@rqE8W`P2_0l}ICUBw
zx7+AVZ5%N<wR%tTb)>7(_@c{CIgq`NeQw?P5?`!8xYs>1cJlQ!EpeMt!P?D6Q%$w2
zdxp37#y1ZE&_C^6pM4i0r;$xDo4?u=(9wqk|4^Z4x7yB0nzTLqVa~lqp*wrdv0SBv
z4bc~zlq|JLt^e*RLhf=}J>gDI8&XjwjVs(N$CUfxx4rZ~W;Xo4%<SnJLmhV9b|FF2
ztnk4TQtNjlIR9AOqtm&6Y^`s_Fl*`651x^e$Wd6|j$j#NYyAg<!-Dc}Oa<hrx1p<7
z-8W1D$;tiAXB7%|>Qc6CV+V>xmpT?rq2Fw+G+2jQ4v!FGOXN_yi&sF}%0?v1?r5ZP
z*r+X;v}ZFF6$f(Beh#jTHcL+o+*dpvurB-hU){r?L1s<~?LBj_KydyiDWt}MNPdXB
zbEK9#;jzG%;8-^}Qk>SB!KlMaF}!z_c9c?M1drx7;Z0~0^ob;bK!cCqcZF|Nrfu-T
zpL^hxfSp;2%o<1vHpG^LfohdJ$@P-G7W-OC!CI#KI&%A$v1(%cOl27xe$!GA!%}fU
zSBQ=g$kC2WYuH1pTgY{3FH_@t{d0#OWuV!w;rq8{ydIp`;&KVs#R9YU-)~a)9M-Z5
z$cYgovHx059(kSWP6eJBPpN@EMR|C*^Y4ywfn6}~BzEQd@_Jbv38Rq&x^5Z_%1G64
zj0d>m`-s1|An=JN^VXFPX1ca5s$OF^?!+oJI>e7zC!bHL9!9@(qso!#``+5@SLAY8
z-H&2XDo^d6rrbc8_3~TvIG1IS?Xkv>8&1qnx2ddMM+eP~yU1g*A8g<5Z@~@f2JfQt
zcU2IH=YekRi61%9uPC?fDZ3MdU}OjkzpheI+j?~>hp}vYpY4FlJVqDq@~3hXQq`S~
z0!Gry9cT6mE1`ZqPgAW}rZj)6O<(ia+$f)cunWKZ(!EKD<UARuex=_(!eGE<B&+JV
zYs&A-@opmI_pcc|sV3+rsk@4){-NEM-PAMRsdE`2%8CQQt8vdgs22y-0Q+O$jsU^e
zmYxXvK>e+Aswx}%7m=NnbPbwt`mpwGTB_h6el8T`f{xdi$zp%kmV}bOuxDSdIj$QR
z_W2t7-UInixi3E5q{rdCHJGmdZm8S*YIL?GV(V7y=-TqLdPS_7yGK*oU5EE5%uer?
ztyW{X_AS#rnd{pEGkvS(!9D8zGSh8*XORUN0Q%v`kwDfd;BlHmRBSa4h&QQAjLmHY
z2avU+RDs4HH{5NjT|6I5l%cg%So147dDeUHK3%?_i1-e5d9fO2x+t$kJtZi7-{yLw
zD5=)*GWd#)Z@IQB>JZ$w?)s<6@Xs7)FD6<p1#_ow{JmsjfyT!FltD~;V2f8T^ypgt
zX4O$54%}e+Hi|r{X#}=Z^$J=L+aK4Hl2z4;DWv=Tut*@b{JLN_bLT)YVN$jUk|{Jy
zE-IrpnhAy22gB|_`>d9Ftp%@UEvDEA1IKa{Se9$b(;O8jcgvO_wMI>Gu6N--UGGMG
zdA+U^Mji<6fa6flqdW_qdUJh023_8IQ2{O<l$2^`mtlALUfkm5Lde3EP{t+w^`8*Y
zbEm5}SfINd-O(B7FP%}1_qwA*$B%QjK=Kpw;GT(V#ntcXY5w^}`HJ#n+1-5yp!Ley
zAA(^~tDel#UHk(QwREuC6}>#5yE(!-(pBoy9|zzyf=fl$z<g)<GX7$=JXElVla%6f
zgfGw5!G~veuMrhqL+lSMHz!=KnNn3onr<U5xb=!c!eu#}1c#=&v}=dDEfII6x?y9D
z{b=tF$&(>gR5zdA!5>Ej_fhohBVVLz3k(CZ+vVI+3a#D-w=<IA&|Td8@{RZt_D#98
z?^dKCz7T-v?N<n%%sw)Y`nDV~6l%Wf^5*f`s`B7C{?xtJ{i|y&Q*1Y7U4dG&iCy`k
zdY$_hhBxC)Y3vxsnrT5szwTe$Nmzc_083ZVrdNesW2UUa3YK3GPY1Wa{M-`%022<y
ze#GMcg5><l5DFirBxs`CWn#VF@l>tol~Z$A>yFm8&kDO63{yDvEyLZ%Yf2x@G&^V=
z)0$2WB+x1p9^MBB?#gT@VUl#|Vauud=w=*0fh!^+0gZmw5PM*YJ4X?3xh_Gof{F1T
zbDyHv6^SPE_ZOhG-f|{fg|xG~@pcHT?e_kH2@yDNl3rSUr5lmB3HjXvg}pzQ6bNFg
z+V*e7J~S=@oQGE;-cT8X|H9=>x68OM>O8l#0${L!ZB-A0FADEtxPyatz+I~zo1cbc
zUin2DOg}-ODSHBmX$L$W?*{K<P&~|4GUN9RrT<27tc)sjQFo5&I#&PyHE69TFSi&H
z#H1?#(csKJK8XYZP=8EqNA>683+-qGr+agTS-7{9QJQJpDNlLOo@qR~Tx3x(D}kdC
z?N6ViTLT2fuaL_<Y)|GxocUNgSzmRa5pV;_qjU3i?fAqK)h#%~(Au`)pS;QP49N@a
z=l?inU(^8jNDF-T>+F#PbY^^n`M``rgP}o<<$se%0@?p@?f_Trkxpbx`^S63$le4S
z-oHlqOEDgOdiK|oYBwRc8`(idejhNpO-@1K(7ePEUtC^ZUSD4i9MTSStuHPf+;wmQ
zF5nriD=>n4lT{e;{m)ex*?rF{jPm|s6-IN<v<CZ9g8l3nvPk25$I+3HOpr{+Uw0Dl
z;nuJglgUU(c3`mH)|ZP*h(JF;d`x(0mo=K#yW>j&FYQ)6n-XktJB%-%bMpUj{rmxg
z!U43~Ynb(K{-Bu8Govd2(2FQu_Q#jRULnU|fti4qH}tF!r1if}Eb$QtpD3CE6%|#N
zLld}4Kwp6+OLj%RG&>srS-JvI?RCmiAOOn@ke5t5O#ZE{)J}&VYUN?<6NFb=D>gUn
z?Fb~)kA56*aX!0B4e}e^wr|w2?IuHLu>fX&aem%mCDL+qLrEH@WcZJC$&Wx>0Sx^<
zK0b$shaWE+0Uw&{>dlH%^C}fJpALlnOGh%vzan0{rCg>yHuQx}{YW$s{}Fkn{@%A&
zmyCG0%e|c}Txf<?UMa)ayYdI=VTbpzOW!ew8*8!a5f&gI@U4Jzh-;o?3R9-VkH**u
zW?S1!)>BhSwcgla@y@TU6)^e)p?q=IvzzU_0O?fYo4EWl3!QeDbims_;!UgW&m9p_
zlceZt1@R&scUTB5LgiI^KHG$U=h~leL%GOfdH-$GAzQYrYG~P^!L1JnUZ*{{U#k`W
zh{XND5(3t_K;4STDZa_>zDCK_iLW=b`T8oReF6mKV2sUGKgbezgKhOvz7shquN<Cb
z?yUQ5Wii}XHB2^fLdf1~lTu^>Pd=3SP{WF2U;_VJu5r(NIjAong{?=XYOil5OFmUR
zbMWQ7YfcCT%9w|<YUXz=gX#F;H(Y?PMe9a+_Y!g6fg*f{RQdrN0AwRHxmjf@<VUg%
zBM*u;uNnyQfo<-OR<l}O$B9es*l$7H25=K1CiSl}-e~93giZovr_N&A3+-|xl6)IM
zP>Oe=?HesDt5i`I36@zC&gD-FVh^(WSDzQMgsNpZX6H@fJsewO-bqP)*__`s$<;9*
z(r>CJ+U9%xaCmHmeuB}k8>$M0*MyH?;*)*o%{36(7W~2UlC8$PkPdy2l{`Qrltcz(
z?GtT)ZVB2X;fP8Nz3yA)SlbLX(yn*Y%}kxcu{mra74VSiy{0fK-9?+J37gMr*t{+x
z!gy)e?c@A;@j%gAbMhR}LXzk$$YOw=klWegJW+nW=84KKJhQlce!)wv9UORxl5joG
zl8iMAg`GOzQJF3g^Qk$fC&K13CD7ZNr#FwA7e+m}c@v)1?yR9UzGz-^_orA~K&x3Z
zDjwW(tW9yoM`jNN*FRwwUK~3(Za$n<GaJ(uZW%{m4pd;aS?^kI`$<2EYsc{NiTYUc
zQ!V$JpdziwalH2}dnQ}hYB=xI^R{@39ZIEwN0Eeyq!x6H1fgOJ_=X4d#ANd@=+~ms
zA*o<lCLbo#gXN?>g@a3q1I+0KcC#Bt6A?ulXV_FJ=rUPx_}z<zs}3mn{5-j5`y|K?
zwWPV3oY}T{3Fu$%L2a&Vr|yxzu-;^Uxc-)h<Gq=iZvMhHwe7N?UQ}<Xh|LC_LI6IA
zXzM=3(YYRn<crywy`ss3gEsH{%V2)xE@^*0>)!^XZf=#^=y7b(?655&?9SRJxKNBl
z9Wa;dSDYfPS3<|RZ{5YB8S1D+(nt5sU4^LNt({PjeJS8HoSrG1)ge2v%Cfr#L{C%_
z_9G&9pkJ3bJ{v@pSLjIj`<SaWS+oO9O=Kd+yB!464P?`A4`a_Um8&4%AGElgu=a3n
zJR7>+b&PBf`D0;@LVU(lmd*U|`G4SF(!}EZM5sog)tGLRFk|Ow6*2N8)I+}Xq6n8I
z)LNE}n5r3-x+uo#fxzFqc3QVxl$0JlSa?Hmjz)-lr^ueVylU1pd4ASBkBSPynfU&_
z7l?-9&fj!y66G6w2qJHEo?Ly(e&)XTet*|MNL+z{3y*I<jBOl-_FrP~V~DUABO`9j
zGJQ7CCih&Ooh0o_g(j+9Baln%_mi;hTVFu)>!${2`aLc~K;K0kbq&B80^Fjl7jv=Y
z`S%w-ro`vbCJaX6&?Q{E`Y*bBnyNmZa3AkTV~O<(k3-_%`kg2*ChZe7xanX458|J%
zcoud285y~lDCI+R&fq47-WLsR?<!89g1}8~EH*jZ8~Pb+@S|K3^l+?gU#-B}tu#&0
z@pP#8nTH592+!KNWmuX|UA-hB-sUHpy{t&V>Mo1Kf<p^eMgI4s7lsVt<eFJf+?V_V
zmh^cxsXix3M@|=I;*%*ulH0}ewm+g+u^3pdKp~LE*4EbSTPODT!E@G@0s=VJE3HR+
z@6W8^xxHdLdTL<nZYnHJt!KIS&Bfi*y~!G%Iw8Z_=QxFpKO?IghHCnJvw|qI(|sM3
zj8hae#T7UJ^T(o7qpkUos26}!R@J+{`{&QMH%{2i3C%Y2#<}bFvTDBxOl*INl)W_@
z#EvJ|T7W@&?{}W3L7`CCxhwq*`mqVc^XXaj2QG2+hLD6lKi=Tq4!G;M7FmH&XjVG=
z>#jd|N~p`;h<j@Ii*G(RW~*tW&tpcdr=3=w(EJhXDp5rA6C&O1qxl4AAl|%`ecr}y
znSp|e`b9Ut5*a>H9C|tR)5WP25t*aX#M8r&s4|}s(UUneXp#n>IXa$UJ~-5|yBG5L
zOB>4<r-zXfe0GlX(dlo70(5oAhi!=wW6X|}*6Gm6Y3CD4tE0%xxiT?yY+eVqyTgmq
zba`|W--qbs5Lm)^ipRm4Km$}cBaT_S5KsF<nZc6(NgQ(P^^&6$WEQq-)p~Z2XSr<F
z$@G5f(ndLhu{WvEH!0#LP4~>(=EnNfYv^p<G6br1dyd$}#|zyXZ#p*<)4p0q{v|RZ
zR*-cgncTT*+3Z@PGpOCv0A01}*&kL1dPp_gEY*u_w~B`byPJKX)F*1(rR$-edXGzw
zJKrFM_WJGx7Ebw`vmrfhiYRgBm$KF5hVKJ}0~%)baxz}?-UIa+#?~sb({vgX&bjS9
zz`02_YStGW*9=E*u|>M2iLX+*7+?Kn*TivEovB%KOsB9qlbb)5Tu~s=7*pI{L89hQ
zk3R#^AI5R<zt@BwK2%QIx9)AXF=tQ8#OU1w&bX;9T}|$6UT}xLiZ&C+Bsg9eh13Y3
zjPf;FB%zi&KAar6IQWEz;@+mNE*vB;)`m-YKzf;|^wRFm?B6vvqrgtBmO=NTlEqyH
zar#XB*1jLFQ@1!Z6|>WVe`+)wN80a%?w1z67@1KWZ5>Eat@FByw~yWjo!@7*5Qvv0
zR~1#UC&(BS*4O<CHu0EdN_uCiPI|7QlxsI1EX<F?jWK-rNHz1TM#LxNmH&2}=_j}P
z?ceAAN6dC}YE<!gsfXV6rTjF|&{0!!GQK#UtPtTOe!svtnXLEx6I!Vm`27)R<jbaw
z(Qbo!%pur0dECz8whB)0UEZAI#gfbTsCG7NIn6ka+>G(gNZ>dxgaq3LUnc0i?Yfg^
zwRN5ZWAAAQpZXH!2yFhiNr5rqW0_K&c(S&v>&dc^|BPF%Iy+zyHF5S;QBY6-eXKWe
z;s6HUy0?9tHIZ-6C)thId;;Ogd&>T!9y)G&lC9$(X{Va{v|QK_LZ5vXuD?R&mk<iW
zFg}6L!63ID5gdF?l(>T4_}*fgj{KwhBv+|Xl6VpY?<7)S@WRV@Xu62o@qPpp^%k{g
z;ht0?g?`f*j>U5fpR1PA`*41s{{;^l8zNd{e&+aa(_6hg`rv$1Qx3Lukdr5Y;9FT|
zqsbh;Gh1jN+&*^h;v4}}RAz)-O5mMcT(k*Z(lDcJMDVE{tBj(eK#*P;)cZytaDH(S
z1cC5R=J|SHZ&1A`-Oon#)0ISB?{79DI;1`vr8v!wvI|F$rEJvRw#_%E*|Q_9fO}$J
zg{+Ex$@<}@fuTPpr@>Yzz%6dd{;{Dp*d;vdCBbpm;@WSv=V7qO9GK+h*0l@DA5^Z}
zlym)QRIeX~%=jcwmzml1*0Bx2rPsEl+s8H~Pa}k}%WE4)7Y{|DhcM3pD8%)?Pj@L8
zJeXe_h7|F`^x@O&4%2rYmy5HY>`D8!LP%4;?!s|Qy7~^MH8eNxo`*ecCS4!Cb}`GR
zItiw-mwT|!7!8O|vnI17!N5QfdbrNl1~2i}>+)JHYd|Y7?fIMjJYZ-L#qSlFAHT+c
zj|?0%_HIHJ<-6^3_u?}r=z8g=T<OF8>y3Xy%meui%y2E!)cKnvk`#^j4Yq&PF+(tv
z*qwku%${Dcd~m&IA}n$?6YCrg-e+xT{&~biRFZMUbYDB|=tC$Bl0GKFpGW<LWB2;=
z!qViH1qRXS+2`{m=0(c&?&1w_p69o++=aaZE5W*_{R6`58f6VoyEhh4@!fy`6mUC?
z0U-xsOkX9{!ij;91H{UJuo-@UZKt?i4hH((@{sDFsPNL%-Z8d=j%$ckO<zZIma}0L
z-gkI7%scf)$+L2B(knkWsZR5{vETV_q#E^Znli%6<pO?Po$rA)yNl|Df}gT`-OC9P
z?M3%Ib}O<GCE7_7F0?*d^YU_NR&?_f7PE02RE?6iI279VfcH*{rbDhy=Q^K&9dD^S
zhDI+$T~7A9C-qyV!~C`vA;Q3|cSoIX;*TnH@210hMORbO?^buQ33Q-477yoh)!Pj*
z@TqBHIOTnRq9pcYsn-m#)?DV|y+iY{J5#+_O3$^tp^$hf|C;oBtshG};{CrR{H+<i
z94Eg-<>Aj^{+_Ei=vTUd>Qa{Rc#L-9q45?fb$9lHlRU$I(*VL(x~C%~fOa{nMlW8(
zju|4}zI~${3KP1$mY@7^)^j&GzH#U>0=X#$2om?!yjQC9vpK|NP^gHW$2f5CQj{l}
zholnGVI%#T1Kzn-?ECM_c|}=8J|9sL83;IGt~wl=C2U*+-q6H1w(#&|5j?U67MTe-
zPS!15WuZ#xAaT!a$}PV1_D*GhQaRRH>evI5k?RU~dgSUClizhbEjdnFg)Ru(6^jNC
z3746lp$eW-mW6!i;(mradWp>QU~I;eb{|)5SaFsYS%LKWb(2;<GeiiJa``I18EDf7
z)q<edf3<Qr#~Srw6{gCZA-7}5^sm9t_dPP&r~62FbFQ^+upNoMW+fQ4<eeI7^+9|x
z=JPZEB(;LI{mkb&H#GTppLq%AYyD4%3xOqCX6|s@gIC#ob@>EKS$FiJq0@2Xa;*{S
z(F7y4@g?Ru0hJ>%$cQ)}85jx2=#kk1%u_{2ufIrA6y--i9m4P9n})uLKk+nOYd;2U
z14(^Gcgtbj*SoI1E-7TK(*L~{Kfj2fK`U%%JibXCJ6uc`Z<AbU$|gR$Qp`XPzU<Tb
zLlw1+8J5PJmDqCC%Q+n0VXx3}&;DVnWfJi-_VK7b?2T|Odsz}6bV<qwH-Ooyj5^>@
z=UK7kt9oj3-F%x#3kUVdXp#t}y|6cUEbR2rp}J2yPkTl6ttcGeU!1XQCc_N)aXxTP
z<%koS>K0v2%^g~xEw|B^iuu<`tKAB~YR0Y<H!!X*o-7ZJUR4o)yy-P?Tpwi*<H$ey
z11LPiMRwA;!KalHh{?bysBf-ba8;$NrYM^J(xE^H=8m%^0?)_fp1A`Rn@=9kg>hh?
zV|e99@&_e+%z2+FR6pK0E!mVsKYvWQ?5X+N{m*@BU1pS@D77-Nf-rM2?DXMkh$_|m
z;rbGqChVo?h;(hUhI0vO@gorPbc6HQ$5Dpwe*5BelozoOR)$(K0IUFOhhse(0<M1+
zfH=F~9pde^1!BK=a0Zc(t8?4<9)`ycJ+*aEgQlpv=}<`iK4wSo0~gp`szByDD^*i5
zeBCnpvht$>GMGIRp1Z%@G6_LjgwP*{oYEOluZS(e{H-oKh-SOf^@J|5)j$s`3P*_W
z5fblae0pa$8a-nJ1P)(Bgtx4Ietz_CrT}(=>BplXv_sRvC~vM_-OxY95zkxQu4d0x
z=uMmPgnFNzSd%YA3}q3g+F{?~Ms>9?eiN<Azk_bBnj0=Ox>-YJm!?(RoVQOLthtvD
z7pa9gZup-5@%cJsg(e(jvzYNPIcj<;+VuNPyQj#)+v?)lUdPi<S6ZK`%lVrQdFuJ#
z_fvNn>Gk+*hhSg+%ogX10Pqe|Y=|)ACLMmg9kTtQkcvt8&slzXlby5W`ls^Zrc-Lj
zM4Y2z#UYf`Rue4Z`F@G<1il-?EG&$K2SDFeTq(LKZpSc=3tL35sxdk$H+Rz{_#!Ik
zlrL3D;>Nm}<JRjTm7@T{Y$S)g4ud(Q9&Q2>90OJu5GdIT-`nRj#H6eF`fQWaSadr*
zFMV|8UH1{3bnn^{muF)R^=gGO<C$WB<)vufp9RtJ^!t6YKd`Hq7y~oM<xT+gMfrg6
z=$-8(4IxaxlH)?8=GWnvMSB_1%i}p}NeX02$W#2_AdJD+%5Gf=;{`=5nzVZLdY#8i
zxFg}Znv+%+n1cIr2qXgE;VKTXM_tmpB{AGRW`7LV?4ki#0FP0rEfr$^#J97DpKKxm
zT!z$iN7tE!o{5X3QMo=SV&2_TYW}_jd!DNCM|(*QY+Pqcom(AFhTZX6r7?|4_kat?
z*KXZw6=<<Z-A<13lfea+qf6(|+r+f#gCZ;u37@ikKkHF}w(aUDBqQDATMWJWCD>Jv
zsXJ@YqtX&*KTRHVYwIVZ{bYulFECn6eIhQTz^oQU{K2bL0pf~6JcZYko3LH2&fi#m
z0^@@#u&UXOeAgD)!hNdZ6j#AcR}n-H+ZLZJxrAMP1R`FMw4)+8vcG3m*^^qAP_=a&
zJ3<K4MM|vQPJFAsv>-ruidHz@*O=rN7qdMPq(VUG!YQ9!SX!bi-3+=6sPlRBF^}0y
zB?F|8rdy*_!^jW9%9<;~eLhprk&X_8_qII^1?+A%@}bcCuTDA~#29-37s(nZiWwc>
z(DsAq(TNN7pgzCc>hVD<|MC<M@sSS%{sZD6-}~v|_K_E5Ze$1u@^2-Nisj%`fdE04
z-JNiu{9$r*q-o28N`M9D0kA0*-cT18TWb0uEJ;mGVj+J_1n)`&YVEAnI(9{N>?=xx
z8gCI+1O}lMuwJwowbIza0{UzPz#lrT(974rc7l4F(E!df8~G9iC>@V=#=E%*agY5~
zyaIL?(N`Pwb8KF!#3BW<F?|a-s=|5$)c(5GEppy(GyI8Rv(#|K_W;mV<0K553;|AU
z4OGpl5>m{^r=B#V{6_E(8zd)mB#h$o_SwrL5WOEme_9&Vu1Aow*BKj-10}77-48oF
z49_mM`a6nc#zpK0pfVfp;|f?((#EE|i{rgv%RDxqK^a*GCnqQI_ndS8p*1*GZ?E}*
zA-5w!co1_SV?tEr!Ker{9qm%IyI?Ya`s^0ellgZ9@Uw_~AWO#w*^^mIhzdL5k=G6>
zpen;7o`w4UrL5%O>-D0Kd8+8}a0h9!AP<y=P(YN=zMlnbuN!$LeGGVs@+i#q<}R2Q
z{NEAgoO(;HVdosZ=0iYWBAd_;Uwj9QuN#PHgc1!MK52R0XJ$x=jDyq;Lt6#ae$Gpb
zr0sH#Ju%XRGa54C!Gu8#7L{0Hc$L9Cdh@6VS+3IO??qz&t}7B~kd&~;#L@K4oD(H2
z{cD!3{oQiTm@1-mu%yP?U<rC~qv0C3r_}z1ic%K|A5Bd@y{%Z%=yuFEO0;z_u<gxe
z#JssIIx8&wsIyta8SWNvO`5$h(yZ9f8Ry^lvEh-)dG^=Q>t^HA0tpe}0LvY3?ZULL
z5V!*N9!ER`p1w3Bc{S90igi6GN_|<ce{J&RXKZZ(R(qeUd!nNlm!@F^tVNzP_HCaO
zcvdDl_DWA#XVDK8Tapt_LNjGJeoYBmK=ZgD6}NHg?Sh3mvw(bNmp(n{($ck&1{44Z
zgS2-+H&;9ST>1k*Accf|<=XPNz~TLMDtd(1I*04oRXV0RY$V-Kt^b*ahVtCK$%7Ji
zPxX8GACB8yBmC&qXRM9fcjxTA)c$ufWT$`pveYem!AD&Ox^njCPd~FRy82kot0tLd
z<gr;tcRU@|FG~prOU4;r<aI8+%h$CO3%6t+m|`Jl8p<k_YU*1(E4`f|o_Bb9CxJ$e
zj1#<SJ-wCnQkYg#%cSJ4$<LicFmUBtBSrX+fhzH24S;Wb4v?l4Sb5Ce+c0g=Qb{aZ
z*tML~)LNJ4L#dEaId%9XFL|yGqs+3(E5FojQGJo=B3dK=&jV|e@pqksLBF{>=!!(O
zQf!n499`Hh>bQA4h@D~;Yt0D0>2B?5W7meLrQazJG{|(NaNWs8!9meNFQnuGz~mQs
ztDYNmNHTnAwK-Qa6tbeW*1c7QlDYEcX^nL!SftC=4oTMj7;C%V`Ec|ukMhLPm$?)s
zH9h8D=IS_kJfYc=_WE+t<u1<qS1(+`y0VvZnq8zt!QG(dHbJMx`;M5Etd63WMby>j
zuK5qjgB|ih=Af$&Cb*NGK?y_lMr3i<ClLMyDr~Gb#iEHsbsR4a3G5+X;Ad6#?Xzx;
zB$+ysWyOm1^|y#=%jELjKdHVRp1R&9MX*bBx%mVjG(Z{0*0L3*;Cb1MfzGp(^5ws;
zF8Sj5OK6Ts9{F3a8~k4a*FUv=`*d~EV*v#@N#CXLdbxE=F3yIg`v+ehxvgmoA|b4t
zGHJAAZQeW3=7($dp<(O{jY_c7Kwjth<*kq&r1#V1cTB?N_+{=Pf71XW_NzmU_+FT`
z=w-i}$(Fc(-K=Ai$NiJ-(se=?y6Nq@A6M`|fiLv0$XUJ?NX?}xXU#2@V0rz{`|P!0
zg_`-3pm5~qXxJJ_%eCPNf5V=q!grL`Y5bq<y`eC(qOM7Fs|=s#hGwHV7jIcMWfysX
z%!)|oM2^m<Ek&4*YJNqRZi~|kRie19ntFs6<Dn`n(!75)Jy9arob8PF8e3@TgVThZ
zr~wgI5IvJyfZiEq>x&l`O&JZULwAaDD@m197q7*e419}L^{<L?v_|F2#R7RBwEbsL
zCey#@y3&rr7D+~)6Q}-CY!`~O5)f|==yh<SuSrSN^BGIaytcmdG$D)@DiZsu<B*od
z_~Mp>Mddm9BL}SHI`|6T7>#m8$Eu1fvs6^a+V1)CS0O_PK9^~gFgEF*gk3?Tfv?mT
zpwG!$DeV&69ZonFGA!##+Bkx*7gzXkw8-S!1%=9r?4s6oU649Uu;-A9b7I--MxT1y
zy}PMKXIiPAe>7ak%ZyZ4RDNrU!g@9yOV>#H2Ora9BF;06hv2beZ0<V}tR}dpT!!2x
zQJuGJ&2RplI~LgFBjTkkY&<M7Epdjn3q+lNDFp-jZ=t3y6-g9W{f5<ip2X#&UZA6p
zv|XAZeNi67AOmB4JuDMVmm7(B%SW`GYaW;hBcp9KPIx9<%;FoVpiaoPwV4dm{YGP3
zIC~~gRziak?EMJmw14m^R8xK;_Z9HBBD;{vbPD_(EpE5w7l%k6Ke)Sp#O#C^eTMmF
z?{XNZJ_Ba^9T9y2DK{2G^uY$fJO2Gmm=OK}>Fr<j3Bz-)f6`qph&nQnuS0%nM}MGk
z&v%5*&uGsYkzk46x>GzRvF|8mmmdTJV_{vgVm}XsJ#w+h&(3jaGZph<sXULkkaH2&
zK{j+}-#b?w1n)dWZ>2oH*^;YJGI|&n6lk`@o}+m<SC$TL9xH=OY9yw)hn~W&MwAAx
zn*NANnmqyII>`ukVty1&u`&yJRvWD}!tkjW8*nDIfu<$B%*$A~+A1#;-7AV#zY<;i
z$$5yyZS7bzq>t5mQQ?S2xj_ybkH&!@Pmv=UflR%_H06i>?@K(qe833iOeAi3*u}=w
zJak*Qh4XV*=iiXW{7IBJ(BEE-=$b)y)QvcF5^lI!9|y<h@q{F#$#fYVpq><B#HTc@
z&@7~0h99Q*m@4Kr^Fsx^f?bxx=*PM)L1x!MMDe5B76O$NxC@A)uP*+jTd#+u<RT5f
zit^(R>G+2?Ug_g<bi<y0I4j-TG`qi_|9N|<ZNUb8ds3xg;<+FxpyiN}*-RY(b|*D7
zb^MnrO<UNQqu!=JlhF-W*uHe&O>>t5Awt&wH!1wZ#KfkosCDn;Mi?MxP4(%Chqlpt
z@~FEHf>mFq{g!@8{JoZ>{>^bpzv@%g=Z%NC<s`WIbhniMt`t{DRR%w#`EaK<^P*1g
z#z~bA_UAw~63`tooCFDO$#e~-Rs5}8-#YFQ@KMWW+3W&M-Kpw0agRXlW<KDcW)D%H
zH8~r0&cviI3gaxBfl7(_L!b0rinej9cNAgS)wj@O(cwJxJ_0T6j<rh>k)_U;hH%9$
zqmSFz?iJp8?>`35xF59JTkq?n6lzx3BXmbGwL#5+2<huT=9=c;$*~0jyp+LItm&q+
ztOQ!OEhjL))6S+SU65XV;Rc>t-+qKAB>ezP5uU7HnruAXw@J2F;;6r5B%E&b(6nnJ
zp7&Zozu#4wm~ge#1+Db*`BT0{;WB{4?SWE@rwim;J^=V$x(YUR8*-w81{^a~G{9$)
zw?1`Ye9iJaaY9F_=`<@n8GG(}xG9n74{0c%`-%=x9z_Zk7urVRuK7iIg8oXN;dwt+
zV2!sk=)I-Ps>$&`Jnsja6vE~aK^IMCH#r<TX@*uM17~db;lZax1<pzxK!E;;<fK7A
zd$&)!1%D&_y9G<Jsep2(r!!Bz9u!NOzT=gf!}j;PMu4R16Djhd75%60CB*9(06Qoy
zW{3oHkQLZbNYM=a3%*+977yuw5GH^Hv52=wr&Mg4uc=ifZ?yU7Krj!Aw`y<Y5ZkY4
z?mk)JZ_G{o`@DL=yMGX7fSkU5dTfj*fW~2e&J=C{Dk$juWw!HEEj)ytn8QPBmVmb9
z<>il3vQPeo=Q!+^R*?XBT=MJ?+(Qk4avoE<Q$;Y(bO3o0p=1-(Iy4THFz0_UuibeX
zF_0Qj(GK$;heA0w9YpOo41ojz5_X2=rZ>1$Qz-x3Q`yZF=byi;pq1f%(_jy=m{y~w
zeHZ9f)@$xetrFYLpUJE;jaSHl@Ty6gVx`C2@ScO}-?eyJiu5=Y!i8<+2wpnmV-CaH
zRCP2f$T){XSwth0G`s5kvLu5r>O%LJlnO|ezKkP{rs&|s=CJHq2SPg=knKhbP>`>j
z;}L*qaW0p88HU2%FH{4rL<fEoV&?5T*xa-1$Dl=UvNxJKEh~hFSiK<t8oMEy!oACQ
zr>MpzdB*#!A`!u0Kk|wr?f#wwd;)j}z{T0$&}wsbQI^~2>ide&y7evJ0n0Ft(j*~&
zfIi0@d~;w|GET=hv31w>(w4L7e~0PMxd&!E_Ry^a5ot-$k4gR$*l%1J9<^4Y3TU-P
zz0({29{>*&K-DW74OA)+YS}vE?H2FED@Gf=qpF(4?%hoaQz?sPXeJm8t<?uV#rwZ9
z53n^E3<sZv6x^HHwTZFJZkGOD7#KR!{jDrGou%C8m{@KjJjJ2naUo?LV#l1bvF}2>
zIgMT0e%EcLu5atOd~@=Xd@;OZVstZu_u$=}ll4!9*1podof%{VJu$c^gaEScAovB;
z^_YY7m>kkG4Euivlu__AfU2$AmgTmsFLJoYdMo2yhu~*5S7!LUkX^H9bjyyYlWctV
zt;3s`Y|=s~hLimZOKF~(rdGxxDr(%O_C33=YJh&z*KzSlu%)kUXI96yc1VO>O3rE|
z@@Zw5fmbF4+J_vH=9v2`|3Pjt8L7ZYc6WCo5wkG68IRBJzF+3nWALp0?+|}nVk1uG
zfn%z5x>vi)p0h-n^m$_`t%$zt2!o4S;qT4vRN9G$R7K@oX20T)DgKxEhfWNrBJ_c&
z9IOlXqv}1Zoc+4Tn|p}aq6jp{iEt#ON_Pz*z?V^ecAKlXp@q!C{4%It^1s4}v=<R!
zU$knR>%Qnh{f&gkt+K2#>`p=KXPo{FbDe3D(!}ygyh0i(Ky=*16;r(A8cJ8gmvB$9
z$1D}(xsB2~0Jt_3;R|THjh?2D_^Qn6)VU3ds9uC2wCHVp%3o}C=01uS>k)4h&#l%$
zU@gtC`_?S;?B{2u0UW{h>o`YVac!@L#kCDDO4fSg9Ji-I0{mMU;uH?IbVkMNCWG40
z3VG-H_0;Yc2Nk1WhSaNy2yl0N`Jn#|8RA>{$g7dfw6ru5lxLo(2`g$7L>U#PS2~gx
z1S*iVEZJj1ASqsQ5nWeI^Ym|c&+Z7cNS9T_X|q<gPROW=!P+?RDmQ1%8QgXK%v&k@
zd`YnJ_F&DuS|d}5tjeSmest9uPc`FZeD@b|&7{&;TS_LFQ;N5o+PQk2d2ZA0$smg*
z1F1S%{__;!RAf=Fd|m2B-nuBfk^2j`PB7j*6^;HEaG{x?z733g1m0<c?{KOLiwwJ4
z+^cmGRZqk)M+e8G_Q4EW@)tkpHu=@H)FvoZJXp>>UbIm5r@8x!KtspcGJ$GMzmix6
zfxyUbHGdEh%3ore(P{l3&fWqju5RfX#@#}K1y2YXJUGD#?k<5qaF@W~F2UV3xVvit
z1h?SsZiB<1|A9RBzVE$X{Z(ImRjCvVbLQ;by-)XAt9$QB$8Y<N2!QEd<e206jd#N<
zsl#qJlDC~NTtb<dS>7J`_nWk@Z|@^S2#+{+d5BRnJ8#o-9VNTDG%rtk-YPBpjx7J-
zS&N&Tfse$NoV#&v?P+1t!22L*ytrgx=9%v48rmO>^Rfp_M8y6I5xyH#gr(Uzv_XE)
zwsDVP_Z1%>AE}zlqFqTc0*p3R5uz11DmZ+N!S=BMy)ZnwjYWB4fOKZG=ii`gRiLk~
zKr<j|g?O0&rSD&5@(QUvg76j(&iPT?m#2bnxPXr6M}|GJh5<aYE4Y0+d8?ToR@_+k
z^mEesA2?S&1gZhoY3{$$Hh^UgSV1TGyGPF<F3}#bIe^Aq5=Gw;9^t-?9VclJ%Kn&g
zBYsEkbXuyaNG$%Z9XlOOFO%FmULR>j{@wQZW+DB3dT7182K8Fdtc}_$j3rRE-Ps+l
zucYkGq5YJn3V8EDd4E|PCs6j!E_k+JtBM&GCErA?Hp*e7Tz=+&OFZwxW`c*K@MxmV
z{P8CgmC<Q$nYxUAip{)Ux05L{3F}2X!?P+SB!Z}DF5~<3V(HR%Q?Vt>)os*0If}i?
zTc%QVhwT%;wNOupgX(E0j-<$QBW1abct8sKQJ4uMRr_&vxeiv4tHU=qp42UY#|-+B
zFA-ez`p}xaBL`xqX0=9c-m1xKj(<!Q2fB**|E!%twCSnh-|B0v*quDkqttAuv$C~A
zOpp~V4!4bbl0rtA@g7Ga^q9}j&%a-%O<mY2-=WuYUa^ZZwX6?dHJ^_oD7V4W+XwRN
zkR7Z8%dc?X=JqbVtUCs5l5Iv{)KUG}7nj6r=kjLpaGO7=dvI_`Tg7#H^TM^s+I`q{
zXyyfs41X|e56x>i3ksi*4$V+4?XFbkc9s|Wbjl33Z)cSPUd=B~-18ibu=OvJ6j?5U
zi$^<(%)>p(m*>F^s<l{!d^QoPpP^Q8fSyII1@H=7W$+VYJmD(N;YO&#Z353l%Q~3G
z8v9E9$G%*%KW`9Obqj=dW@R1B9dy|*Zf}6SO(+)%zhfk5KIrSSzi2KQtog5Eo<C@0
zr&yoKaZhA9E~J&5J=FR0gv7G!knZL?iKsU-_Wx?9=C)A&g|20C@n+776Sgg2ceR~?
zB_k!p@zyY(YV_*ts1~lye|g9v1lUNm%l26c@8*|Ee$RfBn&;`63j31gcWb4kyvPPd
ze+%O6`EMBW9b31U+e&9r5o{MO?qzk!Y4Ct|duQE{`kXlsS<@WGb`K$mNp<VHM~mmQ
zgl|>l^`HHl4;hFX50y+}DYaQA-#(7?JCo;f2uu|+&ro}4joGNj`HNiFKHBj9@*s%{
z9RYI^abUK54AdgRSZ}U3PC`DQ%`eZ%7{MLPXyL&8aiQb=(}%Q`4d?f)i+|{-@i5Ii
zfAk6QfA$@OCGB$7x@&j@18^5F_NZlNdrSDa=<k1%^sd@OX>xHTs{(gjR%B44rPhD%
z$;s;ksL9i>-1z1xHIAI~Zu0BP6D2<Og^kV{mCbnMSr-iHwlP2*2X}giv}3g}z9mF_
zdUi=qgTwcHlL~rp7g-dEnHF)<D-jlMbDPb64~qSGa3fgsZ^qxT%fQ>qmXxMcH0kQH
z=umxy^6*q96i@~^xenuF-tXkgofNuL9$k`hg+312MQ!9O-(W{Ly*S{i_4c{h@p&b5
zu~t@=yN(vx0cTc<lQc3^8qQ{=GCYfm6em?~3ccx$*26f(!9@|4b7uAIvKX}O1?Ps?
z*QK$H?XTKk)kZbk@whdq6i+IK0wZZlpl8R?C*&5~2hY)OXw>bBWHw&VQMc|=_TGZJ
z^Ur8DQ%MdD_nz7XUR2Y~d%t+XCO+cM><%S5PdFv<I&uRYb`m@`9p&KC1j~N6k#*Bb
z7;-j#;itcILGY_AS>97eF8>_P1w`_LuSlFF$p4e{;HRu*X1}&~6eZa_+9sYabVO>J
zx7VlUK1GAqJb(KhPN-0e-bXQhM;SgrECS<!`|K0i?yfOhWl@Z^R@?<#WL$xLCj&5t
zd42SSoFn7Kp$#(5DMD*)T`TP;koPx=gTGZ|j}(mt0v5#?o~DUc6Q=i~%6D5<tRyow
z@2gWTz_85Ov)s{M>{`!$KVYl$c;o~c*QKye3gJJ0_L&xqpaI~2LuQ|(Lz8l|vhwus
z+^f{~<RdH($Ls;&#i6}dd!5z!!k#hhWD{aI5|ovr--BlThVc6B3DdMJb39&1Tn_*I
zxX+QW-c`PSR29eqPp7(~!RqpE0qPBjT-ORS$GLK9ocGi`73xy^TP9szj-xsx414iH
znz+IF$tjzQp3cEq1H%Pc@#Va?GYL#(ted#~2RW8yjwh5r>UmMf+5Fz6;uAZTxT9!)
zy?{P^?g!#dpp2cv>&#X(Ej@}}Oj{JZnL-1A$WQ(&)!HJ*E?<wGgpYXyv<2#n`vQ8+
zNRM7JWb^pBYTmlT4i7Y2D!P30C6(uY*l#zpyIqud<aae*o9vo=d~Dyfk4}}q@awe0
za)qiD6A|5P_%cabrK}}t^1C$73R978E!grm{MDTQ6gnNw2e$XGktj0#zEBd}+@)`u
z-kzJbAA%`iWAy5zaifvlbON(Eu9h0F?7<63ke2P?1unh#GX<O~8s#S1$n#RIIDfZS
zZn7RTpf)eRLf`tEMZUSi15<0u0yojB9-<KP6|vT}#~kMML{cVLTts8s*df(R@3=53
zCU@%>R13#_FUMTv_?WM!^<4X@yXX?O3gvJPLQ2+uRU7ukZ>eQiRdX)XOk0}&Ia$(L
z&9)<x5%~~rL9YdCZdJlPN5jLv*4*3HZa>K_>DrUNX!TyvinE<TmG01O<Mhuk>7LRA
z5j-tnLEgUlhb+*VS8}nlKL6WrGNfqghT0n(@m^ZX0#Ia*mmUJD20tzeqH~)c_}6N1
z2b$T9l8!~RcA{Q@mbuypYk+o!410=D?pqlx9T|>-!9lTK+o@J9BQ8J679Q(L!&$b=
ziVAMEt!jZ)X@($h-}`VEbxIgH%~)#EWkfggmR+mLba=oa1(oG{5&?Y5ei^55H{HZ<
zrm{NWc}l{x`lh1F#m<ao<VnTtL#10C#=#GJ=iP&%@7VI+W49Ibdw+QGM;-er+MsS}
z3X^u`)39#6wVgZrY=9i=`k$!a4rxieZiUP$Z?mRw!=s%vJVqUA-Tn-I&vX-D=d&Po
z0J~gt0SF6DFp@fn$E9c02KZ~IOCq`;mO=c<>88|X%*N=b{EnhN`W`WyAQpw>*7qfa
zvs2kDRV`60xIZvxoqoJ>-H$jV6Ff*hWa6=dFIr!oZW0Fy>z{lCK9ozeSM>e*BMRpK
zT#XFT=I)F9d-u?RO+`MH|GeCn5ln{U<0s-<ew?`^2#hStfMJK&%^6V;O9cJ3n?K?O
zh7TDM_B(q)uwTp9pyzj2aHh#_zBEcT2AVT~i^&vN@Xo{M4^`XT)(4)(^*%d0yPrxr
zVE{+YRsP@aknJ7dXlwB$L+Ze`V;kUHCKGA}e(@3M(;nq{`}S>rf^|es%=17$K+BBx
zQw^@Jt~$;6x&R}A3yN;c1PL(=2ZZ1NmsI#^SCI`%)%^Hpz*GCgrJtJt`+kt^brs>u
zV6^J~*IcId(;`QVIMaqj=D(96Ws!flKx5h?rcjL}_x8LF^sK&>J37v|aG~00u0MIy
z=JX-^9{*?JH6yST)qi1N!U-DDZ7>->;;`;t4A0CYp8E3)n-{-9@-ZQjNn-~lUkL-4
zXV7ZqtM=*h$DG$wl&O{v=6!?O8<^Pr#%jz2cu60bi(YoP*p?OH0t1^4Fi7tKrGg8U
zRg=JvH_<t6t7QnB?D$L7J0}x71*Q7_nN+n?m73LvNdr#2B%9+#y!^j>U5x9pP_af{
z1GnrwFq#?xQ>U^5tE$Xxl^x27fKqjmJXy5b^{}hxrg<HWIl^|iRM&y!&lZ{Zj-k#P
zWbW-AF-CwD|LIi!g0iGo(iqEGeA#TOx@#8250`B@DW%P5>EQnNB^Fh8Nlaig!ASM!
zV+b*})0lc4XINHM@YS+jNe?Xw%iU^|7+S)Q+pfzj>6oS1>ZUpeCrK}+(6h0JXt(NL
zUxpcHJ^T9L&aTqS7>3!Dptwn**(>l&u$@MgMcJ8m!e*uDBEHSeia*rZO)?MKm|NOn
zR5BFr482_Rn2xP{C7@%><ZI5B!~f+@XTLiB<2%$b>Q-iB(Me<97y=!PMLx|&3lEe=
zS;O}<AHOZ*S%~+huNGb3tdDh|WiM%094a#s?zY+&=xfLZ3tA8Bwm<sFR6+VTSqHC6
zg*OLS!nnU)_7`pCOC$NdGmlN-UIkP7Hwo1VRUM*y6>dT8^7SK)Trji)j&W0C@!XjT
zTQq;~>bv2YePGhe!@C<s#_B!2uQK(tRG&TB<LmZ#aYP!wU1Plf$vOPyprd~n6fLrs
zHY_UdWO}UY`2Z>ZCFNhyKxg|v;6qj^jOs#lHhvp!3l6y@gvK>y<FjelUFD&03m$+n
zRBIA5b*Z_PB#;NoF+8k$MEHyisCu?soZ@CK+1o?Vo7?y7|M&z`SgxF7s5o4P|7IVx
zwzOt|6K2I5F^n&^Y6(wf86h39T5};R7|B=mb$vTnT`{Rp%aM-e>UM52lKUo;p^`u`
zVWQ3vBh<wtqvww;FJ3U>#1$IhF_EOd%r+^{N51;QsZ~RZjeV#KVqvRt>xGkRv(MfJ
zXK@4hDJ+>KlR{{Y=rxnMKf_-b0tQqb<+)p=P*dww6|eiOXCZzB1OK+Ozg)iD;32Z~
z>%yVf0IW-XOVlJ!a$2y^77|~EoCX*T6SHRse}ado9PS9bcqy@fqle$L?ljcozZ)Aa
zIijoNegHkxjMK@Vi)3~C9Snb=b5mfaqLZv(o!agQ7S+nMu~s`vM~5e%{1_KspLb(G
zMSmvmH&IuFrevCv-rq~NRP~0@cWgiOObz_FL^TY{{Z&=(cN9aACTHteHb&hes9*R7
z>^KUd?BWo{qNp<w1fRpn+M=;`V8SLgqS60qjK=jcV{dush3AQz89d+_0%}t!1hrMq
z&sHoxz>&$6fHsPX({Yzs*a*IH!8<m=oTQgl9M9(D&*2P8yiR0b57Ik;DlY~Tu*<_9
z`|n_%;r@Iuzj7tA^53FMXvbU;8eL)VVtF=SB=-Nm`FJX;9?DYO(+@Fjc?p4NRq1yp
zZO_ZE72p#1RZ9RYpm}n6kDkxy{y0OxOE;EpCms#)a~RyNBawTz>YVR$1q*$yEn68Y
zUfK>mmd4#Qr$65=Z_sxabp7mZi7q9Pa}~nt+13h5ORvnQf3VRB=|VJqSFgezY8_M+
zg=)pQ6D2oeLxPOS0na`=H1hSPVsZ5(%<%|`VlpUX?R@yP*R~*DQ0nD0<xf_?ic^3U
zzrTeiSP&!~lj%YtWQP^+j=5_)zQA~N8H(6u8Bn46j=6-W1r4vd_IlL1!w&JSt#SHo
zpSmn~Nu7z&Ke+`OKK3SE57v~IkQ3irYO&72f7WF^i=MRZPxO!)Mm{V)5^%uM7hFiL
zMTJ2ailR?@iorh0BuZZ$T_`%&SAA?!t5$L?szxp!3akm9Rm$Ip;46oB1i!=@pjqfN
zsqp4!2_uC-RA7@ujGQCG7#O{mYTwl*za0;kIe6O*%keLhAc>@>yuUNe{OPNIMgbVY
zqG?HiWlRX+9czC;^POJClIM#*XJ<8XQ!KBkhsf$8$9ZU=9#NabA7RC1yo>|L#7iVl
zTJ0Hjgwtb^mQA5&Xc)R4U;d;z4Qx!^y9n2IXohmys)hSJn}GQ1ThhstKp(1UXP$>D
ztlPKxk=;|LpdZq@>K{81D7HECq))kd_@QSgX5BVz=mk=gEA0@Zro_*C#Vb6yHz|Cz
zKa*?y(DxAYu(0WtCZ!;E2-D8q*ozw=t#Uxh5{$hF?_B+!@~!}M%@n%7+gT@-&+kEZ
z%z*h*m7VV+869s7Mmtqx>@Q0AjzXoB+b%^PU5`(hM8EEHLwCV_C^bQ+b^QS{(>#)&
zZt{+(Q99OmeTE<_cTX8ES_mw#c|npey}#F}gFNx8?+Vm?N$_Pq&dSs6YLouU3_m4<
zUj^<;u#~=w`y1)jw`ys(ncl2mGp=I}2qo<0k?(2Y^x$UdHab)w55l5OMh|2>47Tva
z4zZj&N{h!Y7U|oCy7|C_>L}E!ni_t4;E-M53m5N<H)01i0(WD$j=Ld&z;}lAhAg=n
zo8!?EzSmfPhZ4*Xb3|Ur|9M%aPXf8|Z!D+nLAX+45*OMdZv50YNteKHu-`?U|3;h$
z|MhFdQ6365tN6^NC_lY6WD`H_OXHy$(^wwvr4N!{NJKdJlFogrmZDO#x$wVRVAe(!
zZq%U!oS3Vb<|J1bG^-mdFaP-{4OG_2#4P}akGt#N+CBDvJ_`ov+Q5Nhco+^oCnT6L
z<!qJCyGDiJrS_)=PHiWjM{jc&whEWc-IZ<>y*=4p)`*kY4b>2xhuyD+=h)Rnl$RO6
z$Bo6YbRfjbBlxDQ`H-B<8Z`)J8r&JeWXH=<ayg6UNV%O6za6?c?fB+9oY-2EwOS@;
zm^2=8(JtM@&QCwuU>UZ|6N?^S5=C(1Hr-G3SX=^mS4%&#k>mHYV#sG5<G%Xd(%@5&
z1Isbn05M1!2+}VBXeGgk5h&~&O!Z`x)!tdft67e;y6ttqJtyn@cXK~h#Mt|k!0mK#
zj$?b5jipqB6sZnwr@I=e0SEtr^}wP7zq!R2R@tXMBzARduIwdsZu1gRM6|wWcCVSA
z9bcN0hXl{?_F3YftxuPY^&*{P@Dpig9In2hZsENK^FQ8Qt!xT8;Uv%rL~3|nwzsp|
zV=PH8=NhyP_;c?TzJm)wo8S@e5Nv&^s^~UzHnp|(`;2uw6d_Y_i+)z!wQ0O(G1k78
zc&?6RT6&k-erd0$+Yu8)xAhl}Q=J?l^f^a9qjjIH@_CNN?&K%3;8u0Mpn~I&u^i*!
zEoG*q(Rp24{DH;DWgE;-%AtarLx{Eue|=93m&BI2ltkXzdF|pToZi7h1Hjupq`kC?
zXn?Ea14ur}ANV_RYc^_2wZ<3=iLf~ULu;V^z5(hP90L0aj4%#c96|uD^FDJ4nGRV3
z<rxG5aPS$YU;Ojp47uRLZ~nW^_Su_27cp6|lXY7wOUf8@0pm+uDlvWW!N8Z{auhD|
zV81v&3e=#Mi%>Fg?MU9s^=gs}>1_EZs~eUH{nj(~pOu1gB}E}zJI&oFjSl%Q!!Iww
z9dA&A2n#?Rl0wlwe#_3?Pq#^Wh~c?2?zs#1;m5V}2!uHfX#DxQ$+Pdf(N%K%W?zuX
z1*nHWk!-z9t9{R)Bv`Zt^Y64WQI?klBQ=IZzF?@G9!JbyeaiR{PcNHYP_lLp!r!k9
z_CfP(I8v}7emHtLAHpKzqBOiWH?_JF$d{IInXr+9j$rT6_aG&^)O6pPUmRjT^h*5w
zG-HK#D|gIK-#pr?AVKRv9Zlz)f#FZ5^>M}FPs}gG{=0*Qs5L?xM?X_MOz%FLkxgm9
zIb!HCtJ_pnzJcKDT#l`hf*T7Pmd=46^I~)fLvla9DR)PY317MY3h+B1C<`v<XP_Ts
z+8ctOm%XTpTH*nEI5%_f&$sR_ZW(7NQp&aYIzyMamD>g%bEgmDREFe|uz=W0&Ee3o
zEQ8|UZ{cq+kJBCCgeUGXE=b-kl>KTiZm`^lR3`rJ+=9Tc#H2E)nW1X&7o)rd`?@()
zLALML#4=cuW0~=X!I{?XDh_dP>sVq-(0bFpJ<<e^-aB#$Xu$nRi^}hI?upx^k|4Y8
zJq=gC@57)%s$Y|GE}S0|WApts^s1s;%>M9k&OH~c;ED>**|A+raM!Syf62ueRUX{f
zco(p!d(mhjC>qUf;}TfJ?b@SHxKm%pf#>rhDQ$Vxnoe!eiI~kWoj-lC>w;ZALk<#r
z6vi~tp(-}H<iv7t@+bRaLa<j;my!5q#rZidroA8TBw{@$+SDZS%d8eZ?Wu9t(>xE(
zuNUgH0uw5u%3&u!XpOCHwms{`4)8#NX2`JW_o`AwWu9RhRZW25`ScWr6a>M?pqPJR
zkAEe3BkHSAG`e=7)@aD&!COy4utx(v?$jbl!a);~V_>F$M70*W{894j&N3FJ8WfBF
z#E+E1`l$c$KxKklVCtg?jQmIunCuBOeXf$Upo(UXWubKLG`wgT9_g2aO=vHML5@6x
zb@LfeIYCcJcyfGAE05BbA^)eW8rf1c4lZBHIYP4!mjvwiZ%XD+;uVJrAP1X4wPAe(
zUHw1cHV?L2la-FTS7rlA>88Rr@q=IE%^U+8fT<<%7^!n}(HUr=n1cM+($zIQr-%4P
z90T3c(JzLHpf6<AC2R$b2oOr+3ODDT8Qv#U7cnB5-W3e)uU2n9%~TKwu%vHX`Im#P
z@ysvt1;D)krrKuT{S08L0KFX!y++@thFfB{s$M&nt8O1>npds?h?!5|UVMG_=Pz}w
zy}DAm!6`yKOGrgnyhWQGC-F~#(fteP>R!hG0i#-K1%I)8FTu;0Yny$Q>Ik!O^3Cf^
zvgl=p)gugB?`R{|!5Hn{BQoK{-CiH<;?NGEFjmB;z&y6$UC1GCs(~7Bz2I<tD#y2*
zE%8pD9;=l*F^J`>`G|DqF7e_k<ZpujmFJT90UCx+tF&hUN{vuFzx}U0VXikm146i1
zS<`1I-ZM>~vV#HNFHM6^=9wG*HF`??#n60B^V{E?Te{@)7)t=G7;R6aMCqKCmH}lE
z4a}zjH&doaoeQ8P6fOo7GyG|G(Sl`Vk)`s??Qi+nIlty%Mn^V%DpRn#=-<Sg<$gQ}
z+MZfMqlQ=rSRhELHw#w@a8)C!!8pX}mC09Nw~PA2JxvOGyJ`HZ<3Lyh9;|?orC1`}
zsyHsbFm|z37lk~y0#FztH9jfs5Ery8t)IGl{y0tN&CLlJ`!&M{YtcG(7y)i;fk(UT
z>GH>#g3-2xPz<3;0gl_|Gg%pI*2K7zY3uW9z0GvnQ?cUOc82}A8ZKBry>0vOZC$_&
z&ZS2w1EyTJ0&N^%WtXd)78@NO=?_P=Yerb_uBjghxHefJdN&3bEw&Fo+(TcTW?e1K
z&iVHP@yaR4Cu<<bRs2A18l+^WDD-58NQ>tF%3t@d(4r#&8$Vk?tuX@s=E&PZ-ColL
z`Fn*U@Qu-SMyzFaUI7SRC<*8IxS2Gb$VpsJxrV}K(S6wn!e};63HD_UtuJ;S3GhLS
zNtYbZQgW|iZIBh;uH1_j)u8kpj%{_@|HXQhs%=WNMtfbD$!dh7O0>HsgXn3A)}^!s
zk<wjW9%H>Y@U}}r69y5LYt%EPjVbIx%!?vEu7oO=h0B3+BWTq&a|tfGA?8;)HH9>)
zRj`|{i}P7dgX>Fr2QtsO*Y758+pqj<B6VLqhffOsrCq*C_eRgnGUwmTjGR6kS;Tmk
zWdl-d_=;y!hpjtbaz3+c|F~$RY|Wv{LlpyjAhtHrUQL_wCjU>?q4&kCPs({YY(btO
z+PcTs{}T$+4V~J`hkspPdg2;b^(&f<MK}YjnY7*>yA2R--WZECq5lA3cApSjKjkS@
z`HE1s-?(>;9y*-qP4@9ss^}eJ^ucWQu)F_!v{;31WPUHeh4X|zkm)2=%2)?Kx37O>
z3)#DWGm_DARW{CgS@WB8*gT0>vlvDy)Z_Z+>W|O&X&m8gNpu>SWC7?Yd=?-lx9l_?
z7>7w)E^Aefo3IQ29u7Vy#>kr4vOMV<WensLIrSblt9{!?nK<Ws6Shg)YfaR92^_T&
zMw9a5@>0FRWc@}aFP$Hi|3wRl$Aka{k_99lyQDBO$fZEu-u}`MG6-svr}|jyM^=qF
z!DA2il;ncW!+BQhj4Svt;Y5ZS`!@B{5u!1wB&6;^ge+xChc$El#o>MvJclvx;Rq-n
zzL)Cbb4S)F$RxSKep*U<f9Ck5vsF(;4Uc;D?mYim2zS6AS{fy+_F9*f$guPCLxmg|
z%<Zm@n*}_Jv*>$i1Y<m*<;ENvG%YcJXc-;)Y`PqfdXI;l2i4ab(Ass|eaN_>b5q|$
z>~F0-t6K`x)W~S4Hi@gH9yxt(xx*#(YsuG!iAAwzcX0#Km>XBp@w==0Z2o)K6+^E|
z=wDW;GoVFsPrC96VyiWC62<!iVy=NBAkR^rW4I2{ni53(s09$BCe%|<he4dbk_iaE
zdKd;yep+UzUqL%OsOG&cyGZ-VmiwvdCo;{I4$E$-z-O_hRFcOzN(}!}IA*qSO8ui9
z14@000llcyWd#k3FIAraW^#zgRXyp4^IilHO{)nH_tTQT=4BWQ0|3<hX_i6u6{c5_
zo89~<-_O!<v@?c)8bHo}VsMm{SY7v~p*5Rvo%&MI9#?Wh6#+`OeWNZFY3in{O>gvw
zi*V;2;;R%ph(y1k%icZXbWU1Lle^VEGApt%ae~vIPj@k$peT3G?IMTR%kYoQi|RRT
z>i<jO*9VBF-qX5h7HoaiZACslK~DWNGpLVo$w~F+wQ1-H>BnvDolJcD{!OQGjYfbP
zX|JX-;ZC9+7`D>lZnnJdpY$nhDY3C2XDimwt~e@>zC4fcjSbix6GQElk^Fc@rjin6
zXTuzZWl9aRwS&snW-&8zwi7wN)>2aC3emy8dc4YSmWXiWS4N85$koO|;GMh}fh$1Q
z#P@M|*0aC=1ES%5Ab`wnL{I>FmZ=L6pWG&{=mlubMjZb)FaE?pK4pAZC4Cs0;s?~*
zCuLvR$Azkdf<i-lqtqBqaLs3<GQx%G55kjZjPVTnp4JD#g=`kO2%zW_J!5j<vKq9#
zG!eoljruw0`T;Vx3Bd$U5IYti#M?hJ1V9J>!%_gkwj={&>Men%3<a$6EJJxP#hd_8
zEg15Cx-;;D$Ux?jM2$Caqh#2p838|hj~8r>F@b&3$Pu5g6mUl@df)%6fraLshs)-p
z(&?bPwF>tOw!WoIK1$owT>DDsLk9CqMxMr+v@yo>!m0h_4-Y`yFzHm=qGfl(2+HG?
zIXu$v32?&lMkUAzMl7#SRo5@qAV#opZB9yyxerOz^jp6rPw&)!SEVXTB39C32}a}n
z+f0;==dy5Jf?%ej5nN%t`-J#k%yZke7yJ)f1`ayszds2`fABw*!{~;16R>+OF|Xw9
zR(cOhIl$Xi(5wEItioMMv>Y5@`mYZ)`gDPDBHAox!Px&{SB9(DTq`i2SAr{o+rWe2
zCsWz~rU}8t7yv9*pBrTu<ryLQd~0I=i#JA4ESLUCfacJMx*GlwY{*4}(8}d`|A5Nw
zFV1)GA9>$e6En!PUXKySIPhUFbe66-Ipb9Gyu?th&*y`r^`M5r#VpxN7Ekc*-kLTm
z{KITuf^dC=Dnm+!&~5?Ru*b=(P;FB*)&)(iRN*GBXL&qoH!WR_tXwK<GP+L2Zw`ba
zEc8RYkdlY-kg<=05N+!&`aU6*g_t@B<7c2gq9DxwEEm>NQ09T;6}3!+qb?2X-n}h@
zPNa;X2g3?iEK15SzoUzr)qH8^K$nU=!GWA-i=rCYC=X3Yk!<b9nz@@pcBy9~@TJ~`
zIJ50*@8Lxl4~cGCaz$k5h7y8}T(?}_voZ{@h(?6DJ;g6QNYhwFm)$S1<svS%X<_yh
zd;ei4m&SY1b5q0K3YdpyoY$AA+^S_YC){R58KnvJ0tPOD-=qSSi-qSX8^M5Z6DRYR
z<LoPs7hEkw6H^E1nLtT0;0SKL{`b=|D7~K+zmh71D!_)v*qg_~k5>SFEp(#Fn?SyC
zW`Xt<(J5_lkKXHk`sj*t;Vz5fEhGoJ!TAj7Za2Uk3eSgr4~BZZ$^m{|3~EextNq=$
zPTRdtcpP2nYp>-IKqT3?<uUR)k*_9?u9G-wj&z|isC>_p&vy7;04G7F4ECPO{k(S_
z7OFWe#h1(;ae`+rMqCsqCq4bk_veqJI!@dt28}|#!RFYW_*l@M*+aK=Mfwep6@m`x
z`DZH~_2T<}avv{*xp&Vg)?0qot6OR?83?qj5u(UY^t#;bwsFk+D|^bLLvj~jQ6P{A
zP3HLVW)9pzsUL8csKIe`LxcMt$3~)tz!uR-%gClF8*QkCAZ2!q(GL$;icYHZ@|hkE
z#c~X=K7(xX-~u^)I#DcxVIL}J`k#Bm*z)!;5sgb+c;EO&Y|q%b)`^k3L8ob2eRs?m
z%d-d-;5m1x@*yiygG4^>kwGRM<83Oa6roR5Gq}RTpG{kpP)8{Z^HW{RSv=W(ih*uZ
z86pxmPk3+PtuuS$>QGm-InQ|3uqk1{;0-Mbl!RIt+hrQGpo(N(caMDdFZp(Kl=e5g
zooTMnm$Vx|(Gq@-_(B3jO&v~f3&sh16eehrN8Y)$XY-=Tr3?V&HmB~XQm<Zpru@@2
zaJPG7Wj1%qqX>Dov|K3XJ<X^dV45-SczbMTJE@IuJ07UEACL5;Q8$%0-yk4Z@Gmyn
zlEu+EuBOLd8Z#u%TwGIMb;TM`kajz~!Blm-shwQSbFVS4IAc*Gb7w(Z;(Q!E(rq{t
z1-Dk$qQaxUxKmE@e8%P+y8_#CZnx6_l!vFH*^sm+{a|zNR?FLQ1;XFHHCmjCCq1-c
zJgfuhq`Op046|>#=QB}sn4SK^2COyzs-$@f!C&l;0bOa;+eOSByNMf#rRP_S7p{28
zKPc9{;u*y@5Q3jU<kvAJ(`PB~dbrfUBPc&5@lOh=1%r70`PMsY_N$=h09A8w?C!m^
zYrWXYFj6v2FxW_EJ`6{Ndcd(ifI5y2l)c7+1Dg5##i83WG?x~&6XVQAQ&>=ST=NTu
zxC{{%ZCi{iJznPmVBOOEZi(FFd%@?T)A45{3{guM(Cw^Wb~bS@lOV175MZ0?X{_Q%
z=GYv3F-x($Odjg#X)xcPstg<Vu($7!a2sc-v;>5wH-nV_A%`mP`n~#jF^lB~dl7y^
z@y!9tAlw&NijnHAFRe_O10Q))64l+UUnRkpz;iOMeCqQhdkH-15<+T-f?J$U*z&$B
z>CS`CphBTj{HumuT_4$_Hwj!4Pv(+BhF_U1?`rx7C}2`3><5;+5<4<QNsg<LIb;hl
zKNpC)3qVG%p6lhSK2J8^OLOXIlnx!4T#Vkn!k?CMv*&%dB(qQIJs<8OBJ8eK2b)0u
z*V{o!_*)t)7|!JUL61c=x7hptyJAIuqn_Rlr!<`0s-^=seR=N42A-9VT=mTTU@dde
zC)-!r#ni?c`#6qSd;<d^*wS8+!pi8c)vt0)V=k^(6UPI`ywoLxJ&ARG7@NLA1mB(2
zk0}v2|JG97FqC&mvwhgRU%nN39WhAsVm~ctgQy#AJW68i8@&>Lsm23u(t)vLEMf)c
z`@Kk{9-y-QJaE0|wFS%*drU$4xd`MUc3wz?{gqFT_^h$C=N{E{m`7A@z-@*_D56rL
z+XXXa<G#bQ{d4^@t@vOA{#gE-O3nYLrR#Z-XW#e)9dtRE)f0a&r=3}l$$jSN`1%tM
z2oBgYle<)McTTvE8e#2rtV3p6oz_0-Lx|zB@sd4NtfN!Ldk7Txfh37bzYJ8vA9@Sp
zyyx!C`|<3~S;xJfk_Ph&16pRnLFD)UbKo5i(NOD>KzFQyoP><7N32Vo<7NX8m9^3`
zMuWO5B*|J%$|XgH8*657!C-7$U`())7B2kFdJ)EkXU}gYDwxfK%f7v|%RbsquqpUm
zv-klR6qXy-hI;spFNG5L55{k;OZSDJY^uOJ5?|7pNT9PnqO_i%=6-hXJcS-|Dvl0}
z?Mw6rvNh(=zmQQ}{duXmP^ItWk@3BVtGurLXxyBe9<L{X$tjyI(bM;GhSoR3*+ubn
zO6-f7V9f2rpkl0^n&i6_Mvn#j8Jp&fY|aDKw!S&{JE6p3B_NcyMSmj58(hi3@}#rn
z%sJ^DeDT`_zK=VUp!+^g*TmY9xlY@2rPOvRR30`F6*fl}hwTvSyAx3B1|9^UB?Gqr
zG(q)aDTqqHN1D9QXfEu8hx-rk-*~jyOpdR2>D;D6upQcX>!5Bj!||(8+=$mo5dLM9
z36GqCU2^>ZTO{qSNIm%VsHC^a+p|KHrjGco%UAih4scufe8*K$w1_re6cssWq7q5<
zSppQm&m9%Ws86|09^4gEK_n{I`WO~a6Qf!`V);>za<ycAT-WV-f@LjDI*Tv;+n(Dt
z>K#Ak(jMs6q`o@8wf4s;P9v=<yj!*PV#_1~{?$Vv;lzG-jypSis}jk~r8+nfv|!s#
z!=c@p{e_psez0Ka&jFKBB5RWX$?1r((y7QMR2izlJfwFsJB@!LzsunNw1gg4Fxt8q
zPmQHvS<;xoR?DPH*da-ue`$g9@7jb<KB!ud61=^BDvp8ADhgMSkNMg-f7^(V){;_o
zp{Z;j_DQZ2C@wu$D>kBf2yFLJB)0606+VD#n6q8Psyh>p!<aKcq02VRw1`Y+JK~~x
zl({jzxF`6Z{_-7)_fM%-s5K^(nltrJXN%iB7_MzE@yF?l(x`$MD2%Us|Bwp5=bTpn
zijGRMf7Qw`@P`PB>8N^L>Vv)iY(6O37XQDTEb+;x7dW$;gGM!@vSjP@ED<l<BwiyA
z6#ebL-wEVXjC44l0`b2?fz}Jx!sp6DBP5UtI_wT;oOxP8S=dkBoRNG1msGtXA%F_F
z_<yaeVgT9@@gkc*U#32C{PS^p0<GD6LG}*cxIe>`Um*EVpiJ;+LT&%0Pk$%1x<_ow
z&On)X&OcyWTi%*%I;NE5ueCSqAX8DOKXcFyN?)in(<$O}SSljU=l0xA7!=BFt7@rw
zn9sP6;%D$0v(>p+&#hR|<FtbJAsb(jh2huI<S)}sH=IaeNwDCy`2im3nq#XM_}?Z^
zMsBs|Kvb>MTzq_3FX#6ls9&^NiYr&{;3pi{+h-#@yM4Up(`#16*bRGpwRLyKq5C+5
zomqD6c{i3Rb(=hYLswn4ipLi47U>N-2)oyPe`b1W`|<8@WchJ(kFymD_Z!7j1=sKQ
zqda!SA;lUFZjL)?Nw*$lL`R=q#y;S0OV$eX;4-m=7xxi7rumTBKBqb4*7c^kMUy$(
zMS5oi)of4|lt+Af392OiP+$w+5;)(v;)^ov_6SsxMQ<I7Ba=5)HEgiusR}s~_UokW
z*%qj?b<2JtBcK}#encs3Nny7ErE18pnJ}y>qzxA%0Al;%eZ!EnhjPNn!bi<oBf$U#
zIm7o$@~)@x!ZKWcW(FVqrUu>l)Ug8~40tFc%-E!_!aJelgRYa}lgeaQjbnNFRV&|9
z#f=G~4TxkRKILWaCCK8bDfxRVr*qxLkgC_M<MGJFn%oE<+wU@hv1y^2@^iJIY2mqG
z&v^F9E^Z9s`87jl4>ulNHS*&5H;9n{@=I0<N^gfZUG7<oZyW#`yHEyGfe2+=mfUFM
zg@Si=HejJXwO~b<>s~W3<=kqkbtJ77r*3$X^{OC6bDF0*uc;QQ$KtCFjd##fF@G=S
z+NH<dUX518dAD&)RAZGbH8T>j=yKA@5qvg&z9mX%HuCMB^1b&XEBcqFh8uJ;8ErfP
z8ANa+n;O>v;XLYQnGF#NoFGNyC{Mb1$`^?N{#?7atiC|yjqAiQV@4;|bS%YAb-E5i
zu94gB!Jzj}+e=Sd*Hc?FQEwszwJvQh4Qn^e+Z=4k(96DiQP}vKjmndva4ltnG0=*%
zRGXdOe@uZuN)mJNiuvU@xFE13*7t-BYU0m=2(s`r^oMKw09&0o-Dqoe{6WaOTShKX
zdi})Jskt?xv9*#c4!Lhq+^H0&5?^Q6J_PsEE_nu4k`z<-9tZA|Fr%QqIG_LTCMXj8
zFWFQ(o<>ldqDKV=f#?79S(%yX;rIA2{yu}TT<}=vx6YO{{4pxf_RbE+8BA299v`DW
znsPP`ZvV0#Y{>gg06Akb#-iMyS)^9#U_Syn85TOgblmr$x$oH2D*^{i=_pbw<V(I~
zk#*qZPW)n8Bta?~tH-`Pq)Iv)C_YyeL1?V6gD^k*j$-5qedqcKd(96be_#SgeoyY&
z{(_KG=M=}-Z?*;Ee7G4Y*zAz(z0+agmrCloll^_3>iIBj+}wcc_;C~Oo?hbqlF{(%
z3pnI30q|YM{h+40hYPjB)}TU7;r|tHr4(_=hg(@JC%r&N<E>q|DRKO<aVPt~xF&b_
zw$O=JmGhb;q~>+z0^6p4Q~%FVNtmN6YU);ti~8QbRWx|R@M#4lnM-4!w<9TI2^8w8
zyReK@!C8Fb-6?~)Ouni_ODF`Rd>BU6NkaN@&b|<-K+1x5H@Alu@7xaIJ^zwXWiy;d
zVS_N*bEg)qxh-kVm-#RqJeg*fvUcXuFxrc7Ay`O!ugW>MfO}8m{5~Oww@p*+C(Z!V
zXQ+44#0=LovkZENinnvk#06zuzz#DZl0*`O4*u6GGUYyc{lp!iq(2G}@Lr4$&L}7u
zp&l|S+1ZTA5XeuNk;gaxL%!84)DiPKnBorzkW&a=dqqo$Vk13qtMPQ>Tixkfjf&kW
zvDGZ1_$B0HR)KgS<dHKnPk>B8A|Hj`Z0jD*RwVJKy;UOiAzS@5&C~v^<uTZ5+#e75
zgK>D4OzSvy>Zu8I!PXl5tn$`23>%cL^i?0cOFmlW)>+D7#H}*lNH>$C*L2*_OEvCN
zzo(j)bI4NNtFfbN`y;rO+MV|TahZdArUaTB=dvRkEkBX?(Y~n8Vqx!~ObM||8+U$!
z!YmgZ9Jn06l?t&Nx|z7ERS~mpG~8adI;lg^7+~-U`E`v7G>rHooYF@X@BEA0XJzTY
zBzCEMFO9ZH$aL&;A8H8ETct);XZ^B1gV4J}z8b}=PQ0VV)p@Og`ei*MzN1C8{A!GD
zLM+=NbYo=!(T3av`vu5QyHbxh5v5bT${3D`&t>BT+H28nNaU~mIxbKiD%@gW%Rk5J
zl&n}gxKOok4HC~^dp=xEXS9#Gt4(`B=yI_=teAvn+2;K`-RmCAalSlk81JSY8Acka
zQ~|BINI)VxGPjm5WV1vm2AT;2*e}9)b}$;D#~Pdj+2bIM0<XQa6u>iJqGI~b7iM`&
ziH~zjQyvnno&Rc-(*G!N^iZ7&Eam*TZr(os1B}PdSK;q_YZ2^{om0f?#3Kb|!PJ4m
z>>_2N@1Q;_(w~N1E`Dr9V=3#mJc{|l6J1MPqma9#U_!Qx-5C5|omRi}RYt(#56Wd}
zi_>W9y}tGMdHi^%siCZxrvdo7@Ecs}e`vp|?_dznz;QMquAD1}Mf<Y;ts;8sylrpL
z@8o6@#`tPz4jZ?xR)0gG6xH=awxYXkEIc&{?eq>C75bhs3hN(-wz3+gm@x%YNHK_{
z^(q7F-QAS!K`D*~Wg3n7Z>=64kC-7yxn!mlZLBYuINY%u3`}=iy@-Aw`^9i$X3Dql
z<}hiu>ZmVnRLkD6gQUOihI95RG1cexpr&N@(sr$}l>gONb<a3=4sV{6F0*-up=a|>
zUX5T21)h#7p*`K>YYU)5WDb6YYM~q$28?D%h%Fh!JKE_I@ht?u8#$6WNjFbec}fv}
z^!4JMY%fAU2{qQbgQEvb1r7eX24(<;twU6;nw75Bkd31Oa^iam3ueJTI}+m6w1kvu
zY(4c{702xB&B>_qH?#PCzcc{7q#7#i+?#UzII>fHR<nDX;AjE0LX8DS;{6kfU(KI<
z@s|;2%Cy49O}lFAloxNiypu<y(tX(=BKXG;TV^3MqYRvPjge#EQ5m@VAKJ$$a@0~^
zv02keX8y8O^}-EOrr#uwIdoZr4@VLQ6wwj>x0kG`{EM8C{WuK0dGdu&-6|NPqfqk9
z7jH)XrB5jQ)5S$S?mqgH4Pw@KaLd!L*BIcZ{ASPrrC+S^dZGTc^|v`~ApRMFul3*M
z=qMjy#nm=o;(xgf)A1y9wYCV^xKE2jS1vR8M{Pl??-6S>UPa2@6mX{@M|@*mzR+f5
zwO_ai<sF<z2t|h$z!O^a9NQ+mek>hkNPHueVP=PaRlKp1Be(UFaGP|lM;wRI1)Ns;
zxfh4dIkS(AcY{f_!g0*V%~P!SFZTz!(`=6^GU0)Y(IjV~d!$QZrgL(HigAQ{GP>QY
zx|MjYtmz?PIl$TmOOvE~pvUr`eN|5xq<V8vraW)gp?lD02(cW!!lma~?-;=ms-Lvf
zPBc2^7putIlD3%=h?M!E2;Ei4v*KyC17-b#y~iIo8bJ{~V4}srl`&XLgyl&dVSkoV
z5_B_UxZY1kj=BWyYNJ6Gq^QHS@-Hp4Qw4!0rK8|}&jljGSRN4vdSQAtx_iq(?Y2X8
zJPym8iXg8i8}@osx3w@W0wq*n=R(7NO1~Q&DK1D-##3ZUr_p^#cAibT&0+FqhE~)E
zY54@Npr0GV+;kx7$vxcVbRc6J2si@e)szfeeBJri?U)|&5~l(&q!99e$_+U^EgN@s
zndisTr}!<O^19=$7#4+9=F%USIiP`Z3Y*!it=;##El2W~VjG#Qq_-8X&IFH))iLZp
z-~>S`UrC3pR~9iee&6=)tHfRD@*;c}G4;#~T6@<>pNb)?x*d=50Ac(?Hh{6bN07IR
zH$|rfRJS{S+uP&%*bLGMT~mmFLqEjh7^R?jTjP+=K?CqJhqk3Qgv_4siE=#EQa%if
zk2vCP=kF-#(3J6gP3hygvn{4Bl=!|RScCkO)^_&DdWjI_U^E4QLPq*uehSnM_F{^<
z_7&bDu_OS4f`1wZP&oNZTsy{i)^O0AwC*Q2bZ7H+%XcBa--+zw0%TgLNMw0gqU59f
z%YVu^9WYNr>fHiSusohH2-vg!Z1$u!6jnnKtO@wyfrvTg2ULlk_D1{_1}J`jw5RI`
zWq8V(aTtd5BX*__Guwf42zB@LZp%?-N8^OBN&!{oKPeXS`7k(M4pq;#Gy9QNH(8YA
z&&d9-iB-&RiC^wVs-7<bYC2CBN#M4wpFvELFP(T9*`Sy^_b*s%b^E22(#XWJxC1A|
z_ukb;Almf!*wS3nziakAh`r`u-?I5Erg>=B_(@DmchF26R)Tf*^I-T)MHA{1)^A%n
zSy+gZRMBxExfy$Z{=GXv$cU8iV8AbTo#pw?hkx(<r)22|EY=7`j(L=TI38D;>>Arp
zYESXKY^3jDYGoyJ7Lrkcz54fad=e5_r>}i{Z;V1iLo1Fxm~x)vb~@y&N8q~1p+;6p
zUMBR*3O|v@au9}*fLVyzP_D+x3-rwn7}<AW@4Xht*-hZC-RB(JVH4kgkbtr#wEVLU
zhmvq0vP&G%Bb?fuc*DYqu}inM);(28b<bo@r0@pXNazAfH?5&C$VwZjcgE@Ajw_14
zYc46?V^xUvP6QND2b@1|c7y)pOVg3+`||z!_cPySU!IQfF21eGgFRNWfEBMtz`lg3
zk)1z!^K&Wj8Ue|t>zUPFgm=8-A$JMn^y^nOC3qvJ&-Q2i!X>62XuIv8s9W-gc6_mm
znDy{|^b1T^h434JTQlZiEb{EUWgrrXs~^eHxda{uZe|lX9cGQ`!+WCgX1TtyxbeK3
zc#MT{7$Lnrv_Xm0_1uG8jI=-8O`e^*aOJq&XdMv2!3pXE^qt<zMQk-X4XZWg8!HbC
za9pbNjo#GY!7;gqhcve_yTgm!m;^@M?h365;qh--TIHg=ByzoF<9SPZ+n|ln;3e`q
zQ_Eie+U-v`C7Z4yY7P}rWcnWE(2J7-JIk2Kj-`Ea*<O+Zy4A&n>->5*P)I(5AJ)L&
z6*Z?dVE2%}l;hpS@O!7GfNz@T9EXcmpsaajr7p8z<9LS`CmF`)^h^@p+2y`9*M5Jk
zQYO=yeezUD-J*Pw?+ZY$7-mnVdAi2G7j8%6n<RI8M7~wEC#bFp`HnZlw~ZUafYNui
zJ@Rr<pPq%6m#AtVFxUsac3-mI1vubohI%&qgNv~v?~fdhxcu2g%;*9)Qa1)r)cCIQ
znK;hnDw^O8zrnPr5}0D~E*v;(uk0Rh8X!&m`&udjU4A@PcHB$Oq_}&szMUOv3>-EQ
z{$L@W5FGKWt(JUX$g>dQyH21FlK*bJgLE(Ld-*MM7jRh0grx+&LR%bgp8Ly19|8jd
z1GvCo$$-E><MXqR)jF)7qyZyW0n(Jq1Yk0mr_3V{rq-@nF9G2P1Qm`%Gi6QiRL>`Q
zKHNE<3mZCuUXa?MeR_1tAquiebwq9~Limr+_0MESs{PO3M8mkH%Xq7oPJaw(79W%r
zPuH+_)uTk>Dh&XTlwzFIM>D|0*ae^`aR+b^oJ*kgpR7u;x1`JDrQeP0AFvIg9D3h-
zMDePY-M&A1BcadWyfsXu0q3W!|KjP9XLAut?fMND^I!}qxvW)Vm2si1wvk$FEDLJS
zRpnhdeOz+3>nU<ByqRz=c1+#7OVedRjl1bT?Z2`1ycBzAfRgNSo{UK7@Cl4+!a?$p
z&XzpCPwSdv<&a=#?PMZ_nh5D^K|4>op)WU*SMFY;zW}xVz^zkpJjkBliN>X6<>r2^
zR4+>J<MCY)d~A&o2)s&Qw5dPvzEacK0v8lTRH-=^Zs^!fi3@bFZ-{3uHKxGQX_X#%
zKAudIwujDJae({PXje1Bb}KHD!yxyM9vKy%=>pHYJyGl*ASvaKM#%DNcl;ivqq*)w
zmiKWQ)5jrZ958}dqHt$GKEW1>-c2*|dY!>ZG<fXJ_nz;ov*0-6dt=<r4lU$K9z|T*
zm;!KEw>%h2OuS53=u*AoRxdB8uSZ?uyOrcOb8G=LJWC*g35ctNKl!8NTo(7|$Z3L|
zAaXV&a=PdC{sSg%sO07y0a*<Ctm-ceN-TXxfl8S+S~$TDKo7zdXJ|dk#b9^Ew@u8J
zK{Q;Ci5hew*lAZ|kUyB2KaAf>URzLZ<zuUF$eZQbOlu=*a<8$Qy?Z4o_IJM%hYIR*
zP5A3rN>%U@@1LQoB`#D6gR7uJ(Ikq$9kzum5^n!gm9ePJ?xud60z0FI6B|oT#}OTQ
z%(45XJWS|<rU|Rnl+)^@fAhP3JIo$}Ka)lvj;k~2bmf3R_-9pPW6YqCYIb(xuGn$D
z2XC(MBmMf#Yf|(kfIvL%dH+^EH<gHj??d41K{WB3S?{|d(b+sUGe@lXz^bj4S0i5z
z_+})5h?J7`S;&#)X|Y$1@mMBR6y<&$JsWr|r2YYu>8ja;lc^ZV%G6$sp;#_w1Od+Q
zT$FuiPcSrt2>&t{z@p#<qQ5uA7!R6#hR+){f%nIqZmKZnOsUwr2<o}odFtTvR!cAR
zp{u6b+h#CZJHmu(OvGpoL!sp%5&p#}Uqtr06T>Uaij#GRSFxXWNpg1;_BZK&LJr+f
zB{r1PkLU~qTKR`3t!D03GR#l^ylA3<?bjsb>OOQ&E3KuZ_UuUBSaw@aa%`74G-mhF
z8&P8CGgO!?tP51tYF{*hH1Qz@lh{Enc!rn3yT+cEk8jc0)7uOy(a(7|@CL+q+l5uq
zT7}tn|F+?37%F`I`qhs3&9pbrZ^A%$NOH3^TJwqKR&9=|-*CU{+O3VN)(jfe)J__=
zFg@j^0WHvE(KEP9+&FFHqjhi9dc8{c8)E8mmW5tx+~fhAu=kjRa14AkSUYr1&^}DT
z?#jpdE!sf$udY89aLV3#lYIwbaE$=VF0nbn26|AZn=}-Fj!vL*s1s-|v*@6cee6+W
zpj5EqpXmCm4V!>eMfX$xzlQi5h%;1C<FyuVUmdVnX@yE=yt5Mo#a{I((xT^J0S%Se
zG-al_Vx9+Dvf)n6Y5YxBN6fFG_VwV+w^KaJ@Ep!U46)=PcHC(P`#8_jMZs)ob%UU-
zut}iCpsr;_gok(UNwD*Eojpazta&`^-Y+3-tO{UiEW0<@PdPfVRE_Dk?ju31wmNds
zGF_}ZC3CwH^T+KB;JkB&GXKwV5K&Jl#rAutVQDzQHvnqH6@Syp8jDDv`iW@k<^7#3
zt$?ol`|}rSo>d<Pb{7dzw{qo`>VH$SFQKhqOzmv7fZF^iqB8>NV!CdfthBhjyfdfw
zVR4{#G~V`>w`KN|Q6^D!{;NXIWEkx|V7<MY_CXPA;9MU<-QM1LuS^|0&htDunAW%b
zM)Hou(J&J{mGBqC(!MTY81y@7Q2ek4G_l9Ln5X%z?J<}TMhd%!$#nD-$T-(d5V<%|
z#>|F~76tZqn7okZm*yM9MMK4EYtO!wZB(yZD#RKF9~jvG&)y&ry&FzOcf6lmf4&9$
z6vFNsun*^N@8rnC%?z8S=KdLi$0%O6F4$_Hn)2_$z2z6LofOh*>*ZsunwObu6Ix6n
zYG}u&y}QJM3SHX-BqWp%?8`jS2Uz|X6e?$;8JvVCQW7{4H!HZiS(TNQk-FBQ(Ezjv
z4-Fj@!9#~9E44u&gAP0RzC(&Zkru!6$piq|c0dd4#&l}qSHj1U$A_CUwI=Z1YbMWJ
z<&F__BkE?Ol;iS|DbG@v!Hm22Y2&SERV9+~Puqx}7UtLv@rco=I}HYEwR-|)2!Hjp
zE=i?Z9X_rbsWMSC<hM(Hy(T8%aLpAO+IdZeGdkKWRZ0u=icL@E{QeoIXVX(bf7E>x
z>R&wB46?CL3xj%p_Dae5sbPTW`T=7Z|KHuQm(DupOFUZ5k@XO^{g8yC7X!I=Ohotu
zm=z=|qpkUG%PR5i(-N+(W%So)y#_Y*wG7OA1L&#R4i66N=SvQ!Q;JTzhWjMFSU+OB
z1U5A2lqcMsBjEF=!^Y7Q*Wodmax4q+MH6R@dOtI6I{^klWUPB(3$jyVUZMpn(1z8r
zGL@goTicu<`83n8x5$P6A6;)56;=Db4b##oD4o(F4Gt+F-3myfbobDubeD7pNO#u|
zg3{d}Lw5|_@ov2D-@l&qeq^m#ti7*1kMoF~aFCVEYF%FWlB6hPA7fl$Tx+~bGUoTA
zdXp;q1MVD&UtSe7B&5xkri6dhl=+h4-!qgzZ);BugZo~-X}tpKeg^e@n{cGlQ`Mkh
zoZ_5cN@zz8yHe!aYVYOU$$u*d_^Ly%Zb5h8vzV(GR*xP{#L>Z!E`*msZF=n{s;QkZ
z_2%;T<QxRrup{C#<!qrhO;%HP&mkfv55;-~Wa_U*|Dper-VPY3JJAaWcfO7~g_ZW_
zJO3`tIZz*nMPr>ro;K6Tw3sB`B80Uq$5e&AT>2{{(9W*>>qg>F;ts{KZ>TtMUC=yV
z(A-P~gb1caJHbh8pSHSB^c|v9IWnn9C@3};n9NqrG-RAZ0_uh(_M8-NV&>K_3}tc*
zT-}U~>8gtfWE6<bu))V>(=GIBEF$y4llVjGHnA?M-6dU8OAN77q;sD=fr26A9bh%*
z;{U6rAcCml9Caqxb>T>do^%P~0quhEpCR7o=6un8Yi~-SvX&|^Nd+Ft7HSm08@_F$
z@_WPaS5tVL5=^pw-?djS8o1&Ahd6@>!Ywfv1I6?6VDQg|h9+-|9?GIn6TcnPp^@gX
zQkTBS{@jb>&>zbPA(*?uVWLw7SU`Ny=ID`Hs@`+}ND=`^)V}YDBs9Z4SDK9ZF5slx
zDD3+n#8pBw0pd}V)*uJOt29h!*ni<O<%7iv&Uq9aaB-r+pJM~&hmg=jXbNhn-D@WT
z;n<<3m}w~$&G8-b@l(7>UZAWpaiXc=LjXK_bSIhg0aT$V|0$zM0gF+F_#}ukz$h8W
zB9OF8OzzEhYedHEqFL?P!v6u5X^>XY?A>U4dgA}6E&eUx9X%NOw<g}>o3H^**W=wk
zHSb^{Y5AGk=Sp5En3TMLCMv6216C>7F4RbeSNf1K=^=d|5;p<r_Y~FeV8Eso4L!qd
zD+WkJ08(pH0e`GDdDdDE1z_f8_G`6%zgRC@b{s<2VJaAofvUPEzG$suo^=g6!`|CE
zf{?d(b9A)Cv5x|`V9+&Ow$G<c;hY$c;3coef+)=V+Vp@ryGh=qtUIdMcW2lOp9|oz
z-I_+4qBg~$jF&E&FnB*xKC(#Y3RvdMG<@Z2kkV#N{mNUub$RYY(~?I?ymkqihtfDL
zDxsE>mFbOBwez6bz&%%fQA`Vzb{<}vb!^TiCG|p<^@NX&9>Jgi)uIYkw#Vh0@FSwx
z_vSEw27GEG2tHaOyqz$ZI1QH%`Jv-SC8JP;@9oP_bup+ICj;|J!5T<iu*t2BcAa}u
z!EZZYvX*<?k6#YX;gF1aeKu_5ci<}f!W>Y7a*HVnwe=Ef!xZe=7H#)xYL|rWT`AVR
z%+GtQq+m!M5rP$8ih;PSmzy?fCkyHxJv9W*W$`P8XV?`IIs7{K7kZiI^ovMX)Q8|k
zzCz!|s3mGV-(zVi-2HEmqRO`8y<qSAdkD@#DwyN%`+e{*+r^FF;{n|7QP+SQk2G8F
zB5Fj_Z%4P0oUsRZIWm0W2e%j5Df@lkN0t7dLjpkF$vj3A8Cq@39xv&^fY`z0$Vay&
z?V+ssVk?!&FLdX{A2T*jIifsOkI%zl#Um*9Qg~9I8+4QowE)_dlpCXAdTFf%J{@ZG
z5Bmj#2YfiAhmofKzcgALy{u_kjDvPJ1;T&qSdg*5cC0CP-Q9DgaO~*?`o*SaiXZa!
zFg*ZiQ$MYqs|M`<h7jE9@5cYG{$=qz@k8q)_Ge)Y)tD8W8R1oWDr2@swP$I<gJ-64
zGpqk6E}+R+Z+W3qD#ciHqqN+H-1Maq3^kR0&dWy{OLy>Vy6f~M0VZ=GHr`}88OO)r
zGO5Z5zC<JQXxlkGpJ>iO7es4vjCEsM1Y>wFLR9Y0Kg7KIesd2yc}{QU@BSqZhlpA-
z7S0c{tXcYHdEt&0tb9jnW4UZ?cX7d}X6?(fMqXHOF3y$I&g5cWqGK000y4Hwudjkb
zI}npVbXmg97h{_N?(~l{<}YmAVENwTGRMSX?vhnQALALwFcD{<3%W5jpIQ#qqvL3S
z4)7|icDaO`;1@oEd8g$>SiqN<FSU@Se63cPOzS$6%n-F{yQ|6{_9ohZnZBR#gpar{
zNvieS?bO9liuj#AZWQ3Sxn`C#_w%72tY_`@`oQ<buxc13_0@r0_c9C`zC3I$`T7<G
zAG9+YOI)Ho37E;*VkAAb{=<iPO_2NeTT+Ss8(#1pKikqyi1^}adn{94N=z>mbvvVN
z5rt8B0Xng?H1Y6@C}tA$Kg)G73O*4RSsSaZj>6yzcQW!Gr|)iJ<8+C0-6%Eie+zcD
zZpRrh9X<4Y72d_{lY8=(`+RtG&wO3!;@y4naGUI<d8jUGkf{c&aVa<ZtlFjcdeYN&
z_~)Q94D=hqacGC6l|BX7Ch~(}F-J@$1H_vm$WrX4snFPx4Hv(gDC&k8{zEsfx^l55
zW3~Co%-uFMl*!w*bSNGV5G*m_xk=K|+{py#qI{1|PE)8Ss9#NHdWR~-8#7Fezgfss
z6KIMgJpHb-dF#QCmf#x>#}|diNt9DBwwLWVL@n1pA%_nShn_<f{woI}!@s6r0>149
zSrr`CGZ*Y%TjxuZUxB{X7<ldfLt8>y0NS#+(x4j@8=;&rcxvq!Y}}tytZsu-R`1g?
zbmHQT{akq6u2)g^E19ablg~COK4uWUAGqCTlK=J5q~l)Ad?4_Y?vnDZs7X$v7X(YD
zYBQRyXpo7^dU!sb@XN&s?Js{9MZJEpo})C<LZ9~q^>JUAFY4^xgyGtbj`3+`@Lz0%
zU+c7%a&hS6pP}0UGJQM_Cp5H<{dZ+(>}6!ld@1Up+<x78lVwu#{q`$WD#|})dRMEp
zD5SlXai&yx$Uw*C?3<3qx371tzX&AnFl;rC4);*SZY0HEt?>3-ZcZn8dC(#hb2Qrp
znj-a=zp;;+^JLNIo*ybX`9JA*>%i~{q2W_~RNw9MKes2LoKiZlkAgeP-4J4a?`C97
zq(0?0l+>CzzBPI>39{%6YjIQA$&4yAX+sfaeGh!1yN2v4bo=sn9x@RMH_xK7E#ii<
zrnxUf_()5@S6}45OCZ&;^b91P);`~?^MEAje-|MkynN}zf&2}NGok`P%`*l1zK||f
zLca43v5Rm)sE*Zd5sIYJ$9sf6(nBvwnaRpatPdKeh<NS{Z0)OAqr+sQopt9l8>YNP
zqvsdl>q>OLPAHkzZVXmp)(<k2{O})w*3C`wS<C|$B~v9_OAKEpz)yPl)Z9B{{e<VD
z4glo<3!-bq{>VlN*^T)Jm>IxvHaLeZHe3Z%yun&c?_1WRP>BjA1gYPAJjU_gwYc2|
z`9-E@^dKA~fSS1Ds9zOS)*kkw(ta%c$sTV7vz`X6$y3)vV_lg19Ct{u-WH(_ssD>j
zWMKAJ?`{t>^-+j5=dwOQ)&TM_z?uLaB0(12wj9`^tOiSl|I-;>n#K}Vl@5he8S10|
z((i|7>}!5+8qfW&xzIndkAoMI=jgLF<|Whe!V4<9j929$J?gbe5_*t?Iq*^B3ATOL
zO)Lqls-Lvc(M&GmXP-YYA}!P9x_-qd3GC;?g14uD)}#VUX@~qFTWve0a@8bFNDbBA
z8K+~X=>5}~+l8rh710D||K+X~+dkI49*#>u_H7tBzz^ii59%TwOq>r7^Sqt{GetZ*
z9^UZb`s-gj8j)}@7BA;jY5C(5`zMqRLvdm?g9a=!Z|7V6`QRsOywR=z7b+j!XZ@j&
zPu!Ir!R<}=!&UR+A1X|DBd;qCYz{QHar<bst0g1_8Eo_!xZ7#XK@Bi96D4s=Y)<K0
zG>50TP-S?gtZ^qng(Wt^^|3<Vu)Ra6&ncsEHl~2Y!PBe?O57iaJW}8j@xPnjIWEXR
z^PBUj{b4)_A_!pUfTu%_S}sV379j}`TKbp)P_QViWD1UQ@xZBBNdGYn!@ILNKaDO;
zF#}qJY>sh09HoR(CGo4r7RHX$rRa$Y;l9te!st+{x{ouG9UwNXMJ=S1RNfqz;v)Qq
z(v)pdma%9Rb^(AT?Zsh2n&@aMTE*RKfgj+jI!5P^Y}XC9CdalR|G);~r77LnX^unA
zfLElBZE}H^2o&cnF*j2}$#xrQ4E*i1+ej@3{pHS#A}1=gLZ}z9%UjEG+2ve=gy<UB
zOt2Sy8NC$rpBAaXGPa1b;DfdwGkmYboELC(g_z8!VwN@>6$@XgTB97^7SLpX3@u7N
zQ<@~~;Wp7~|Do1ZYVi)SbMnMqhsKS92m$Y?U2l58B-tmW0`<|SJ8W;A!JBU*o^WSD
zg9-9(Ux*!;6+ya5%8!l*84!;ixo+}DW9%4PEV}(y8KO2V;c%XxH}C;S>hy1?smYEP
zx?S5OB;qj$J^m#p1L^%;f!w%?UVcVc4&5mk>zb}PfFL454$S0#EG;=u^88mGhBk#4
zqxb(Za5BH(crDAGCI^wo8uaHM7Ojm2@+|&|t|;DN=RF0vE_jUAg?LjOGL-yRj>c&V
zhaG&^1Lwc<^cNxzvuY0f<NVC~x&n}?1y<`f-7rFhgQC4eF>*4^agf?j!@_Nrwol_+
zD~NK_X|D$DBH?W?s-<RB5^FGV5xfLsK~!;BB=wW^$?E`$)2*GMS0?4?t&zj6x>7$e
ztOt2c`3$UK#4ook?0m4!cp>QQ<%_Om^aL7S<J5E1s~H22eU1I_BqVUm`A{98B#8sX
z3M(}JSQj{5$L`~Wb1?t|(wkY<hLPz!`(qaP;j^pD=eN%_dhvdl8h(Ilhqe~ylj3;X
z**#ml3GqHsD3@4|GIt2J7qkI_w`}TlF7kHyc)Ta(_(zv!h;_5d{v!X7OT8sq$lu%O
zn}N43Fuk3)`^GJL*T%e~F<3fEUJG;bVRiKecE$Y|^G(+n)i5O2;z<y-GVkieur|ag
zIzaI;I_oA&E&K2qv7KDW|71^Dxc%W85Nmj3>T?7qDEo$g*8~c7>wnKX0o#oE8V3iI
zAGv^bp83(i$$9s1<H<7WEwiMc1e-mGj<PXGmEDN|v|fAdh%#GVaL^m;zlfOLy*jM^
zl!!cMVV93x;gsV=Vmm+;AL$o%&^1{zpJR88lJ{6W*+X}irmrByKfoV$G7jLflsr3R
zmk|`pMm8HO!Fu||oiV8mwlJw+bIW(^tQJibDA^xBi71s5{h!c}CS_;;#L;iJNp`84
zt+xSR8bpAG90C6lhr-#r)7Ai9yUC0dZ(r%kg6D4}RazWdjRluBJKh|Q)qU4qTwMsD
zz_6ZeM;*6`=TMj%|85@xo=AJ{>3W%Z&E(<TfA^t9NhB_-J&g?I-rz9v*#L<TE;z((
z3;hBH|Hv)%>}oGg_V8&7lhg07{ucK%#_oHVUfeqw^vLi}hpVS-8rf)Q)lC09StB}^
zxb*fgAB_nzF?Vv9uQ_oBK>yCoFEc1ewB5E1aD$)aV?a5-$bW9|Y?ZGsD7blCe;NNV
z$K)X~AAo;&3(7lS0GHvzKx!@jl&OHL)I8~@;qsf0zzX2uIr?ya0aypCmANtGMO&>`
z_Jxk8s}*81n9r4Z)gv1rH6LKQQ=RPoA=eNTXHCTKzM|&ybwSPuSJKPn`B9JEgS0?{
z`62}9=EZ51Y?8?4flU!QFTwj4%5cyXpMC(sF{$K&p~$l==PKwu3SPbi6w6<-J@4W?
z#i{5+7MV3*lG9#9=SxemPP;i@mp(JAo&vfD@}G|(TM?_79ydx6%Q2W}7LEOK5<cQV
zOVq9{WqX#K+avG(yyKl>%57us^jpb%8DZqY47g?q5=QWWCjid;w0|VH)JdBG%`6As
z9(?u|xk<$u27c>Rn?ayxeS_Y13BNAy5|)KC7}4Zmg>)+(3<yB`0AV#Bd{shJ*-IWr
zZDg>bipbxdivlMxpEGoxF&wh+QW-+Ke0{pLGEI0g`9c|z>-7zg&QgW^erlA6K_u9R
zaH8I`kDU8rI9}J&lDFP20DcK=m>;$0y)1a!t5_V;6{qWA_LgUY87vd@_3DDzD#CD@
zHnoe|AGjE|8{}sBzvoyebx((>ipbMtK*vI5dVf%g$29)KAFDPR=R#8~AOz1=i@>!K
z<2xC>nN9cv<EmRP$;q)A>}kkoYz-04m5|u51UJ`;zzIOI&X>PNs$gI3D+vfKaFtJj
zz7&F20|qw2poT>67F(3^T#ol+kN_5JCU>0*pQ(RS(%PmGFoMgj3o8OCi&*~%pabRk
z3}AG-sy{;ZK8%78+3apKRS-~jE(T2?U1eH?W)Ol-3NU|a_L;O#gj?(ustODmT-)>+
zBbg*o13x5G$n3j?cH|JA%-i#D>JZs%C|)}SAwErPjy3SIK^RZbEj&+BYcWTlM{zuL
zo8(z`8Q7$oNah8hb<6j74FndJ7xZ`9$oyD;ZY${4M@)(VSW#PLJu2m=K+9+|pfQ*O
zGK3bo_C?4aR}E%v9L+r#9d6ipuydcQ4`Vc5-Xj+`KvTf7;O_ED!a$B*2j`4zsdH0J
zW$Pz?tuuxfB*mru@Qsz;-@}Y%GLqauUSc@*`(HcEe<U$+3b0Wa9GM`(5w<X`hqTw?
zmSgc4$lA{p$0d^kW%o2$OMt+m=k>YpO$?nrOcK(Q2&fbnrnbrXVrGShb-Bd??NzH&
zMnS6ccTWOcIS?mnmacz{6Tzy!ngmZgh#+(tWTco?lrr<g>=#+y6!81W4GrpiY~C_n
z*f#hRsAY?Xm@<X=V0p5HY`I$h=m4J(bvoW7Z`9fK@)jNFQOYH5--1Hx%xs^QSSjY&
z7V%~}MSs5gr+<TC{I0hCpEwuHE-iGb3T}Hu?jy(;lrZKZagn_U+zqZIHhrSJOdjl{
zO)E+*eVEUW6@!RTdR2xw_#zhS>*@u1^7u^%A%X{80oCUx3j^Xp>1NU8-nC7JnSGCX
z-BP5`7UEHX0Aj2YyIY2ZFh?~kwdjVTNl;$Q|88zH)yvG@RXys2><4o#oMk`Sa(R&~
zucgecT?*AM`dCp9+F|%KtGY(x$PEFJcMEl`J(PfMH~6ti)z{)w!Q->(%Cy9RF3Th)
zig^963g2F0rXur6O7aIfWi%DhFpL#ct9mK;b9ps_UQ|tW)3cwVRlxQ;CspfK;^h!~
zn&ED+%iZJsd5@iF`}XxFWjJ;FwSlj)JU%t~V^7OE-8|;eA*DKJJJ0rb+va#X*B*&a
zsK4h^f2t6lZ9JJ#ev=D0aYAStNFr?3KMi_WeVytOx*VyzEfIOacFp~NF}I&&GZa`X
zz+v7%RBemXKL`sEe)A9h?xM)D$}VF^c8x&ga+_<pXJYHWeuYIFF{7&D`ol9JUmCD?
z`lWhYA8b&0F#KNvjlO+l*p3Np51ih<G{Lb`TQ~!H64-Y0dDL#H;i)7&x4y7_R?L#^
z@FpVWS$?qpQ8bF%1c=-7&*Qp2EX~k7eH?V+>7^nE6CfF{ZS9eVqc|mdUtimUt?7FS
z*_`pS3QX;!>UG`fWl4_(<hSWV{*XCjl^m5+xgET?7}z`pYLh*@DmwFwm<rVju!mk}
z{jmNG@G0->pFgqX-=Qh1k8d2Q9-EBugN^Sh7Q}r|VeRdcT^9yTG7HSJok(v7u^q?5
zr@4XK#Pvx$)t3jhMvfWl3<7awcMzTV*d3RT1!PUg83LJr&k&N-4H+Chh2&J(__aR!
z>ACpk`VxEruWQ%{I_(Z*S>v*YYn|KtlyE9f@~#j7zMFQc>J`SG$jX(o2N~T9#$5;y
zC#lUjz7<3w^^iT9SUvHDcW~o`)~0`cRgS`9wg0Ew^?<0J=AEaPdiM1Yec?V<?Rz6&
zE$(EH*uWfU{emy!*&@Bw25jx(CY>F>i2DspbrCZOq5vz<KZ^riA>hvIQyrZPQpvjs
zNvo(Rd_)2MOtM=^-`Je@<vzIh0KtX!sBak37H`cY__@1Mkh4kytFHw7@UZX}8#g7d
zePhj6A15E%H@gdI&v!HD(VWw?A^s6&lA`^9Yx9*#X7x#x1@uR?HYM~&5?H1(o}IE;
zCr6MiIm413<Nt#vc{h^Oti539jFntpz98xt_2m|sc_JlQ%R=I@4XL)zZ^RtdUx*@h
zx%H4|6liwVQxb37IR>S`{}GQKE6dmK17C+;ermt(i>kw@Q3xtx#<Xq$LRHuw*`sf+
z$@{V%vmj2#maFEES4(H<bY^}2>-K^&!nk9!P!+)s$LwK~E#sQ4t=ihR8bxK}(_t5c
z9J-P}G_+d{rK<8b@UhS|6*1|JkMBR~{Ghp3)T*A_XTzYT_TO@HbOxKcZl<J|TwWjU
z4~NVvOz06;X5=qSQ0Jx{4*NwY%|nQ}nvv>~3n|QY$1CBu?Bbj22hQArlc8hM;OH#`
zq4j;Prt7n)(6Yd|cyU(ZSM$GGJF@w3kfLBACuckA?k}{d`;*8B0~rHUHebci$em%o
z@c4R69_}ISo=^*QM~vxycN`<o4K!@v`sht35->3YvJPfXS2|AbW9+h2DB;CpRDf_B
ztnM)A_Z^f~R}>M|8UBbrr9aYbf`s9+miSy2GVY-qU<GT|`&EKb4HvBjaV2i2FB*m5
zFu2|BbR^rR+7>=y4Ngi9nIB19*8CmrRR#BQ{Tpx3hKc+TdBKr3rs08C*X`)S?qk|c
zxsqs>5-MqFF81YM3UkQKufjm<1*TE{({TmEXzr;hk?R-Ti67Z?Ogvg86kz*NhZOAv
zL5b-waPpt8YoIs=iRE>|KgO;ts%{VA+W3>Ec2nsr;uDM{zg|a~a7u*^pU33@5d;Xk
z<QuBhYanENRf?jcVdv!Y$%Y9K#yIHSp^IPUhO~<U$TbE;U1MT{+Zo#Ej);F=E~Jj_
zWUfP&rr>%=L1g!~W|uI{$Bd51dnPnjn15Zqs+sb4s6&R_muPmON)d2V#>o6(I!pg^
zwizLuI1=-eGqoT=kukB(L=8{hcF4J-NJO13Q4aVU{Br|e^J=ZZ-)URuYdyu_H*YDH
zVyjcyit>rzbxE%sx0pLVMQ(muHmMKYbEtolbSD1y&7CQfBR44uDpX=%kDmhjhGuOV
zYI)Q3_8xttca60W?DMB8z>R&(VfbIS+RX=^)y*w<UyJF*r`;Rod?U*^lSP&SCYAn^
zCd{pUsjoKlT@~ujG=ghofBdwKaX<=r4X{=ypQK=Sn#ei`?XYYEYs4wvX94c*<;|<S
zDIPFu^&pc#Glf4|&ECizL^Uqf9>Mu~kxNAE{M$?)bmcC-5wtspev=nnfSZ(hdi62q
znLuAQMRHjPuVFpA)J8QfWJ13REES|wHoiUn!tVaYcKtjmVQ7%?UElVg^(*7sRznp-
z1kd!csPj&>YYG_d1V~soW9-iw&mzwY%<~648UtJZ(;C?f%->yt77mtU#w~50JQ@(%
z#kF&k<OMpuI&%3@cf{x8i;HZ7UgLjXRt1I$@wTvnIIv=vW?WAYy!;hR=@T4K_t=Bw
zmho(oeCG_PFyITpIsRH>pp}jmq))MbxOo1YgFi)~eXJCDLzx(jc6bAt?&q1cBDSKH
z+`3iOC1a?q<TNba;w)pO4UBWqdhRHSQ_FC-H?w>-EReiUf&{4Y+@Jg2lh^TadLIXQ
z7x>g)+jTR;=d2`ssJvBNX7j4VeV^2H{dK}X4A)o)b!KVhA%!;9XnvP`ezExl7qhY5
z9PmUFE@T9y&?;?G*N#DS6O1y)P#*{_-TYY;{?RSDJADfZJRokS2$V0O?d5sKfiTu_
zHVLAw5Vmp}xLr?jmWFVfoDIuF_iT8bx{*cVW<1mg0sj;W$jx}lqoz{D)<??m-zfrX
zsla-HpDHm*7Cf>lv+ib?jbsMeI!X7Qss^L|uU`X-TdszE&K+_OV|>F^8hmg`OG{dx
zzcsF1%GcmFky|YQ2KafH{gKpyDNNpg*0k(+o>C?VIKP9Bf<^CEaD2y(!lfXzyc~1M
z*z3FGW7l)fH)Xp6TM@;+;yAQ2)YFJ7k~Ek}RVLW!Br6ob{WQ`Mh_QTkjkcYDi{;S+
zq7{d3M<7L#BDCGVctv!MjW_dsL7{Tax)UQ@0C0j!Dr{%;dF6*v^%{S9;cpHED|&v>
z$N?ua@wzRP+Vy=!Z6FQ_rfRnJ91V-8$fw@Tuz{1NOl9!$k`_p;y&NE67O~j;$=lLi
z$`$FWck8f6{&`3<uw;`?ZCBvFG~LEPzv0TP<YGR5j6Q#8ZSLLA3A<;*i8hO5pG5n+
z$ItHPUhn1m{@%%&px)!3!|T$T1nn1^hs+*a$fTA5HnsmT>cBYeV`+bft{jZ>44M8M
z5KsPI$Uv0gA&qEQrA?a+Mrn20Xd+v*Y1bed{(45B+;hFU)ObD|;S${5K7Z8G_sO<R
z^LXdkkvMY0ZK+1hj~}sSq@mi_zp&fk95m^M(bPpfPAkSbHvPD_K0>$0OVqk^plEt{
z3So2TPkZ7i#s+_5S&E7zgc>3-AxtPGXrW!l_sUbJqdH<S@tG6Wo5*)&y~0{^Y*qQx
zVBP$Uma@4%y4>1dE&UMzQw(L(JyXFmrmub#t;QwoGkXrY$FL7htk_pJTxEL%<Ef|-
zx{tY^8h8H0S!E(j<l%tL>hTLNlfth=v4qkS07tRVb=l_W`A6<rsL5-y3K3n<I7#c<
zzIK~}%k{iH#?Cz(o<$c2yWxn~X6yU<lnEy9^PZCz^znQOCJQQBFZ6*=$mG5Cu-aa{
zF;bPnVSrTXydd&&QMUeMS#nM-hF)=-d^y)xAIrF9)N6UNLoQEYT@zVH>0Z|Vb!H?e
z!_=TY<Mus<U3{b`iPjn>nUdos0%7Gcb~G?y-$@6>9_VN->fZwQMd-_M5cGI8Vg54x
zmIDkQ)tRpj`Zg@1!Z4`Symp%}ZcBo~Y_ypZkjt-s(}nfBW1-2ah1pOldPR*Y0b4$y
z7w5Xit=@c!%n|KJ+?E}q$fLcV8Qj22AxtE3gqfujUHN=&&OGo<7}M<g#ZOL6)<Yji
z{mx0rgPD3uEH47pgQX$l#67b~$^&z}*>n7Fq&fGN>V3Zl^A_wynp)|o>p2MRZxfpS
zJajbpiB=3oWlxeXra?OmV@_q|D;PM~x4h#ccVx{8lzX-I9q?k0K+nAwznD6;Oj)=3
z@L*L_+DDrG2KUyR!lLP0<h8=q2+-?wZE9L{FQ!>2ulH7&6$2Cre^V4J*sj!ne_!x=
z^vuSu?mO7(oIYFR;B%MzqNRnmifUfqo#@vxBO9$}XlCw<J=^5vHneLV9~@E%*i)C=
zvL_OncB(FDD?UgEH{Z177vi_@FKjW?^=+_M4E7<rJ-@mjQ6$j&#*)e=0dV*yV7%r|
z%=N+O<hlO8XSX~|NE@!C^x?K*>H2ypRB~49bN;g>9PDJP6YAsc$195<XybyFlYg;k
zm!<@o+4<N?R@^4Cn>q{|J|PjF%!5HAhicuGgtf@r_3qmCYSF-ZGtHz0OD!0XfB?Hd
z5)l~x3%G>aB`RjK#nue?l`S||&IPV0&a}4NHBvveL9EnsJ6Z99cN7m`SJx<kZ)sms
zDqH^OwBiFShiXxn{dWtNjyGd(f5aVQ5=cR%s<hJp@iK4b6zCk^AbcOCalK+dYI+h8
z?#2De10QBSm<%p-(3NpfPMgpW&@Syw$EH4DRt6c|=Z}*myPSa^+_IEmS2mx~@4flf
zYsYKdh4c8)u}(kI%tg0qn0%((>Wm0`c<4`=+{#^A?12}!_Si!9)8NqwN}d1_e0u$5
zThlQfkaE1n)A8sz9l1uD8q;jM<=DHM#f&jp{gX^-*1<~3F@(wiA2)Z@$zdqo!twhW
z?|IuM{eve<p_Oo^mF4UWKPh7_SPf3!LsAR}OZ@HECREgCvVFg6<Zqp@JkUF6uXNV-
z+q|!a>R%OUC-T{RR1Fl4%U7oUBm>)q6EIK^(BhANft_tuZ$kDt*Z`Ic=lpjN&*3al
z06s{ZcJS-s26Q!Xn>=lZ{sZ2;n+Ghll=%4h=@y(=C=qjFMDWjJ^1UGrFzblIn59>f
zMdR-pj~=$~;Jn>987>;s`Pa$NCge(So-Ixn77mDHLvhoA;q^xE+vL+7#YcHt1jt&0
zjWg@!oN37IcOiJbvr%37=T8gpKKOF@nLrcHaxDkni{<ZUS5b_d1z>v1<BUQ*Zj5uK
z<Pc8C+HqqTRhexv>DyV%QG9zdTNK9SAH>8<AK}q71y)?N73X@lhwRJr)d3biM!y`%
zCKsHmiox=cnl=}_8)szU{yF%x;u0SX7m1isZ4G3s>2y_oa31rXwTAO-$$0igy=TA|
z+V0Btjjp5T@r6%(0Tr<RToKc8MB3D`E92+rA8aZ_TSNC=W?k-Oz<|n@t_ywX3VS4I
z^c>qE^9OVFv*pu;eA||qtgFu2KD*a&Go0V#ese3VT>W=Z{mZiMp+A3RhrCE>PHJAx
z+N%IHTS<ZDc=zYPoL&+-F}*1$!S=__DKO0SI)Sx%^BKkcOctmi8#}<(&GiU&&7wM2
z&DbtLJd672lYno_KTdT@f6$hWtuvnz<7uhY_vmBx%A6!{XaL{I!z_p1EIg>M>z}ex
z35Ls7^K#k+`Kw#6$$?Er#x<5-rf?W?cI7b#4u3;AYp?h2@tF<Em(aBD1$OXs(NQl`
z;*7)%I#hM<sJ{#)MR_HB9xZXH(R`8Ne)T)cujeWq3n`_(cRM54zlEY|aRkotzLUtW
z%&5w-m_Wj#=QtDvy}Wk*_V%DG>GVD;Oh`1_KXQr<di1RrD_c;&()bnf+y}a*g}Kw)
zM9A|QPSaCC>2cVGZ~JF<*+8tNMRUs<t)YJkc4He<Js7U2cri^0d=$T{KuG6eyTLse
zfwYY*d;ZW@N}8Fty-9$8skag{`|3s_{?{iysF3E%3Q3qfnEY|NW4go!+FYx*`19Il
z>ph8=^NRm@)4;)cJ#_`U$jb8W9_PLGb)R*wfKjdlY?=jG%=_n~Pw>ICYe`enirh{)
zCVgv_bKSd^s=?l*x5YqJG+$PR<5n+gG01tIYhE%A3CtGUJ@RQ^6CkG4d_&{3&GLNx
zSt--!foHp^>6}%7K+8s=;T!dv7fZxI;2Ym36_{HPGr^PrWHZPbpLl7G%x!X1r{Q|s
zarS<e0QbT2nR$tov&s=ycF128l=KnCDg#@e>!86T_OapC*G1@Smw5$LrV72=<S9Fn
zvx{_{7~Dp6uEqEgK*`_2erILD{3A@h4@&Y{RA=VbJqs5;PwLkQ!dniPDx7PO?<|B)
zu_XU2=ugfGgKkeFP(FmWss|5g)vhJX-dS%_M%(Jel~1^Z&pWOru}?oOZ(!vA1sReS
zPaxxN4PmiIBj0LDJpPz!xEP<I81e}ghMA%LW9$b9^yYlAYL`6qkd;GswM_mbhiyp+
zN#-Q5g`}NL*LGCh-=?=@U|T}oCH>(GatYY?qfL&WV062V(}lkAM7XQf$z3b$hj;b)
zLWfTDMYQ!hrpCwC@iQRwTh-bRc6ps)ruF$!#ZCOusW}$xFL&>AHUEMOP9t&&>zxeT
zEu}5|jQAQXps*#aDg+Br+~DRdt$r06GW>1kCB)~qlCsQ5BSoTS1QDjXyC;S*I?btw
z89LFxU8bVM%(4zD(ineDf@7)%jtSMUM;bUPUI|+NyE#Ybd+wU5EI6K^xt}{?m^&Hv
z9eTdfG6GPuy`$X>2X;<wdTYKkE`GTv&a!rii2`^LG=s?B(!RdFA(6OP6*7WK=0<DV
zNRyYRVxBqCk*Ns4?i7Ji1H#4LSs{(5a%OfCL=kO4ye@hk+{!xEnNM=+2llDINFB<)
zjpK&#Tz)&yLS-7FS%D9QsZ{bUV?EBei!I`bhGB6&&ulU|^t>NA8eL+a*f7byRh@)G
z690|viKm5ibZYe&gAI$`LqQgFQ8vKAdOWS(+cXM`^alIT?-zTo-guh39Zl6NS%q!A
z8$2lj8uBSR^@Y%tNJaYzCyB3BtlfywVpH_p!S8dxL=+Wv2M$e{yqb1MQxAowd<8*J
zViw?({A1g2m-XE-$F({DD4vaIHO`~V3h7f;gIX=_OmA18m&v77yWKWKKDg&!JFb0z
zSE-{}N$>uPwhX%ssSDXXkto;fPl?^!z6;oiaE6VOiu`du8MgAx{Fw{P1GXog+x5^J
ziPqG6+SNzirjkpxG~$YUe6tF+a`)j-Z!>1mN)K0>ALGNlbKdzDRG+>nzXFDIRU~pm
zIed`TeDz0k7axV(+3;Eo$f=jo{%$Z`*lZAwxS0e<sQRsF3>>B}I1-P}b|z3?3W@w%
zTLR`7<s%wgU?IgenFPzia1D46KG3R}kkuc*oVc|fLj$IrfEYs1jB6M=XfS;RZ0-M1
zx{E<*od&Sup;Ze9c!l#{6^_C^3V<9(fynd@lXsvTmmjJq{|j^Y&rX4IvMi#{#mWuw
zd~6BmAq2#a?r+;dL-;g($ui0%VKUwpgwyX{UZRzLh2pc7K3I??Zg5q36gWt9@L(X)
zO2iOwq4(i#%#%IcmS~VKe*xW9co1NV!Zz`c_Gv>1l-w-Yb$I!%I9`LG5>qkS!F$y8
zn=%yvOGI2&iJ<w%oUh6-)JS(#-%nP<&)#4q3V>}KOj=rvRseacw<rN-(kmiOERXSO
zwBH3_^LdxO?I1zf=ZQSvuCayt2a8%?rQp&fuNK!9Ve|HgP?_?mH`q@@nLG-Lzg8d+
zkLg1JKrmo?x<DyYfgQQ_Y&Czq{Y9EIz>8fX<MORTKYm2HUc1cfJOzM$oa8Ux&q&rl
zzqg1^bly;suwf_dHT@{67LbQlzTV9s!Lp8XmhLJC`*3#r;r?yLKEu71(iHO%mi2S>
zBZW#GbTQOBGLo8Wf+C9ae-ASN8h94fRTJX#KUk?(Hz1et&+ECrp2?mtcMkgVC2<jd
z@3o`%&No=SDMNh3I1!AQK*#RP;e4g;qpU-5<NB+Xeu{}W3`M!7sBfuVdo^lxmM(8S
zlvavv+pHr^0tI)_praeN?2J`42WOe-&g96i)f8{fAJ>PJ!_@bx>%EpXOFRwktL_4!
zQhe%7`ESUg90cCyNuKt^eB7D<;b?T3a$Ajr52rC;5c%LL7Zv8YyZ0P6@4zony|9}N
zx8ftv7bSH~oipLNEFyvuX{2M}4aGN%`R>hb23j1G)D2gjEKAiKS+CIbZaDk5oBah|
z^?P$jk}y<K19Rg&g<dyCE@8dVQ}s=xtF`X@CXX<=K0&u|+Xqu8jW}@26~8aGa{uMV
z@VNS}fFpC(!Aq?60{=w5M>H{|)`^yC^|eWdzEge*D?^ss^@h}u8MC2L56yQOkQ;k8
zv&0W5fV}vk1=EFjc5-WPuT3%g;n&jhVcqOQ0wXR}0+kxc(?M&@r&a*w4taVXv3Nei
zQ)dU56YpQot&44|nsn<oi?KSI1Ead0uYcgZ{aMtNi%~kz7~AHhJzNey)YkJ<t|Bh9
zk9MU_oWHB7D=R7&pm04y=QaXM!OolDg3BLGtF<Ud_eO|Jxcu{@c`KXumE=7=2Qp5r
z2<M9CZgcw%Ke=Y~;2RzUN-rukbm{tfQ4?(c4>Xl3_ow~uoRrkDDtUKXpP%Rj+!)(&
zSSkN(%?YCqAKGyQ0XLaqFj;uQy>3m4Rx`{hjJay!>p#Fr+ils83$4St6j5M)c4r%W
z=_1_B$`|*Oz7ot+rPpy$`r}+&DwgQvF=p4p79j^LNt$Iw$5f?i{pK)xt3bgdzP)*2
zYUXkOki@TviQ&*iP*=F2_u|qTp?G_jGVfBae!AZ}n>oea@rKtC3ARRqRVp~~+Hp0p
z457aIxCZQPaG5>#$Cj70f>QCz{<GF;!?URO?ebMf*;9|$Iv5>ld|~;N2<u!+`w^bj
z?-L63OcRiS^Wuq2mPw!;1;OlwQCg`alYuGmgzLZec`vv}bcl&6`m8d1?wbSc+!;Cf
z5}dV>?Pw|DJM=faC#5YlHBQ|U3v>W*AcV}=Au!&3uV0A`CDnpc*(FtRyE#k12ki+y
zI8k@_A|IZ?`-ML=-zsiE3K+sht?7^Q;j2kYr*B!P4{mDAM!pss=dl8ajp=sp*Sl_t
z|Ate1V~Edw=YZ=G$x53R<~MNXf6I4xXGI>&VZ#c0M&PXSnlsb<w#mnUNQNTBZGs7q
z_=s{!Ki5zHe9xu@xHo*A628N9La}pEh;F~fKss=3$C}0OYxl~g>2oCA%Ba1vA{St4
z=J4r0CFyX-)(HdWWMTs>ubgwd@)7>WDQy6InbcXT{qOK}XE|TpGd|lRI{68IHdr4)
zx^uKgPH;?-Ldvt}w*x<k3H?qL@Gcpxg~g+y0eX|qXt$GY?2>LY^$_Mt{~Eqy{qgIc
zyly4_9^YxF;=VYU2wJ4nH;2)*$-7!<GZKG7$KA9{YUdAJrz!pmh0!L#F*4mQe)0%D
z%)qgCr0lRTU`0L(h>y!Rfa^xKi6848+5jR42bDkc3_<PlhIy&{;thotkOMM5JlpfI
z`**diYlj|ZWN(>`_RHDGlP6=?N9TeY88W9VKe1Rrt~a7KQkb+OD<pXTvv#O?+kj89
zgWdqzVdAAeCJ7#nmM$P3S)n@*S~X)GIdRyynw;Ju5<nFT+_}y^NHyiytB5f&00c1O
z@3>xG18u;8QfyXpFK)Wh8ueG*+o9J=0&NmprALvlBWsmH@XJz-@T&5chR8K7Dco(J
z>%Jja<5)5@u#Qm&(fGX)r?QJ$s)~Z))<ol0Xt;ELs>4@~<Nb`&vDKis=xQc9#tmRC
z2EW3Nl>?~Em%+5!TgNxn7G~V67^9#9_>11HzJc`o+m^I8BrOmXyzJ<l)=yXXg_<0~
zBsnU<HiD-!@%76uQLroE_F<P(^5fje0C3dtU<FtN;Y!2W%M7E#KegpIA7JjSJ=f$*
zpB&(d%Nzr#-LoS<-jYv^AhzN3mu`}&7$jZC6F=)d{?@=C_f!geQi5TUw5Q@Y$@_SM
z+#9?Bs~fr|tW_Y7OPBa;+0U*!lp3;jC5ecvseN#Ne=$99{Qv`JQjT`~-X*eglb=Ev
zB_rdljtkglj{9@4e|_JtAGY_Z`Z}F<=kla|i8CqhXAsPmr|x6vrkM?Rn9!t}k8u)2
z+#**2wL15Cq53Fzo2s%v!CNXaF=|;=%a>4w;PPFtFyl{ky7ZdSqSWW;frHmeLTw>v
z&i{iSi74XGZ++Py@v0QNFOv5&Z^!X(>}ORqx0fZ4N`_rYi0>EfCx$}btnjE}rsiV9
zE<sW8#|}S~Dn$3M6fpMsVV;p-;RYy&!LxZ<>}#R9$U*N7Eam;YY2j$4u(ppq^xKv<
zsRs!4X0kIp{JKnwiPTf)e~_Rsa5o8X3NGFkDb>YJ_Kd+CwbF{c3<za2vP$dzP6_!9
zI<mVDc(PU#YwvMk)U@hfUd4=9?D#yGKKz$;t9$wDOe}+cNS3@CJ-Mq<QBuRhkGYqg
zuh!<83>%LFc&Or?2DC>LPPal(W0PP0`3H>2!vw6r3@XTp$_&Su(Nr>d$9ox?KOBNm
zJ7X0mL3s3lnMDz-cQrHqUXCy+4xmbW>dV7#HI3=adC-ViE(~@*Q6_>PDm`UWH57NS
znxr<A8-26~z&bD7w|LU3%zK!suIC0tDHfaQ^a_rN>NdJL9-j50pDU?ff3I^ov;3gz
zIDMmR$=YV^3##+nd3J2+a`#LgoONSkd?pDU?$}+h6xGQ}lqqsKtxrtx@-P2whmk~j
zmM}7TczEaldjE5`QI~xhQ&aCaRRIF#;^?aW$^Ec(_YXQdQM!uc(Ha}PkdL)IRLp-T
zO1@a#4T>lIA#YH<v5l2h0n0lv<}a<2KHXx7!<N&lY+A3^(c)nc7b(EF6HXHng~=qU
z<^$ye?P*OYkI0D3+a(SIyN_|-vcKbRm9msuCW(sPGgJl;7y?|AZ7L%1)B`8^8hGIa
zy*e}W&ia7RQ`2~Rk~xyy`*^wnR=x6<7J_<kdPo;9y*kG}Xm)q*vWC3N9njVD8d~Mg
zeX|I<UIM<pn0)0J417{0IfM;zDvM8-aH+gX4yciOyY!LRUztS|17adPhM+Sgftaip
z{9b#o%4_B2w?aIMH8|r8VfGaS&*2kF+i9Z#j$=&0E|f^)@%g7;8#7C><Dm6)>bLrZ
zExy`V4$>4gEd)8>5DFaSTSb6+`6+3=Lp~ykBdX|M_hDGJb%z!e->C5gJVm_KY%Spb
z8f4RX53|p*3qGvDYp~CmmL*#vo8&?*p$u10hHz73crfeQC7{~mfXJ|WfXnRd<!<8V
zhJ~)h2m;_!Q?Kzp14$CYSMDUG&0pgQsd}Boo$tw?gYW=d{U95tuuGJBfF6H@y1Qpm
zsen6SW;QRRo|i1tK(QO6$a+cZ<<fYGuFOJIQ8!=!i^0xF_|B=uI3dE9#&$;Fhbm0t
zE`#W3CH*#Jl<GQu;tL&WPiO&>8ao>wseWTx(i!WHK|Of_!A;#Kg<p85KRuXp0AA`9
zm*|3ulk6K-QM<H%j&Gn4-~pJi&2QwykS?*-9*05-$6nw~==)J9R8L+B9M6Rq2>Szk
zVTg`Q`iQ+1<+!@AurTMm<QnZyj0i4<6=O}0yO@bD?~M>hk<Oz|7<IMD#q$N-@Ip`k
z3hPfbZ4vlob4!a2AE|>uN<lT!p@eny0Jc4D3W4pT>$oTs?;exx9rZn7)G?}K=21Rn
z7PbIc+}>bNZeYQntPC@ks(}z7oS_IT#|}_%dO~L1<xsR{?2tIbra18{P9+sc?or0w
zsOV|vUG8m&cP-6SbT=o)k7)wl#bYEQIXY!VtPO$hfvvZHaA|x}=u;B_BUc4_asU<A
ztaZIgs)GV<C`lhj98HHL<XOlQL--WzJk%L328>EDM4V*|w3b$3=ykaLRiKJ4zBbhl
znWs!~FJMyvzgOsOl7+j``_aC5DJNR?k0Cfy48=oP?<waR&EExR=Z@%BHSCLr1V-Hw
zil?@TlA11Jp1q&rFHLYR^a{uh4$nN$ureVrexRxUYLy&v^apRn^P@9<3U24$$8d`O
zMfvbV&?(;FoGS%?f^;o>ST$5AhkiuxRD9r7DJ?j!0lwsczVPh@&6L4dDY*3aJzC{S
z_xZE@i;MbaE+(Gb60FX59tA*-?)5~hlme{Rc)XQ_XG;~<4J1+6dp#46kqH18IjX0#
z?(+TfjXaB~`GkEN_`OJ1O^QL@Z61;g>PthD218+KXt|{^;N>!oQ=MPcGx@X^DN-)d
z%E!W_M3~fStU332Si&XHqsNjr6PlPoQm|Qe)H~#E)Tw#tC8cADT`?jzRXl~ZBN$k4
z2)55G41O?%-c^AUdsGoAN`oTVtTUB;O0K=Ur!mXGoPBd8I5SbRU2LgkrVBg5g3v&5
zf19s2bCnZ=?9|Q5bw~A;-m|!4LhhvZ4N*4w$wU>ZdzdVj52LK5;gyNTsXXRsI%Q=q
zaLO~|Ulu6!4zgI_+MEXQBwyEra4X+5l)h#V_UDvZf4+K7!haV{khZzY#QbV&nXUOc
zZRn#c^k8-Aj^QBw#Jj2HEa6R5dWIS3T^G#4Fml3|BCb8~BsvLQxiXuaIbNZ!iEjM)
zCfVrM=F#Z4G(rq%6FU(K5E|uegX6yh@PDt@80Zd5zM;BH_|Qf*uci&$w6ZH%K2=5W
z+zTag3i9NbG0=Z-&KM4^7P$N#L%38>&yGiDA$2!w%}Bc9HG!+<nf_yANMnH+iT3=0
z&LMEG8x4P(enu#z-TU|jZ3J1s`JO-i*U7AwZ#`qYnKEOHLg{q1z&T#c)BqT5cTIyO
z&FOAmZ)rx@oUcJ===YxV1l29P=ktoxRETKmKD#aLsJDUo`_K%5?6cGO`E|z^Y}Q%u
zJICZkS8x1sBQv6Wzy>q9Cx|tHE_gPtis-TCH#fVED_22wjYU<>0`j#(vZ1137Vr~2
zBwBi|Ju~g8(Tc5I0DXOu1a7{$$y(Gye9gbn4Pg&1*&>>I$h5(F0ye@*4Fl8KDOm4c
z5h$^`cRQRze1UQzkRe$i*zq7%jy}2(TJ?Y#LmO|HLxp`IS@!-%%%~YxwD#L94<Hrg
zgz+hiJoSlG2A1$Jg`Z>Afb_&hX;v#Y)g4&}yQ$9aPSXjnvln7zV3T+al!R$}G9+nX
zZccUr2c8e@AME&q3ZiKf(47unx;&qGy^scn?ptW%X1r=jvnE_jhpQ<20I~4fM=3df
zkdtX)Ppp}mM~YeCT-8D^`N+Z7doF-u`u^-vb2v|=A+&y^L+fnV)$a>0Sf{1c@xz%3
z-<U?6<#@JD8{u-E*uarCJ^XT2GL#99apR0b3?61r4Eapvz-!T*WZe)|%RGlNT2*#D
z>dO^>Bxwr5?&#Y=u>0Yq*e%@ISV_)YE6toDg#SYbJ_JKsF68X&Owy;m1MOoM;~O;Z
zB8^E<f3B;;G?1(JM2uF1)xh-_P85;Lo6!{#n6fS&drxG`r20mfg=-ASP8S!gUz3K7
zh>{r+9K|#*V&qCj-3ya{3uVPL)<M~6m;d%kz3{#GKD8QQl3}v0J-`WS#R#gP^%2XT
zTx1m2V6lY0jS1<5p!Pn-M!hy>WlK&{h!s5xP+N=Pct2)vQ=-$;z<NWaUl#RfIQEUh
zt}V4!yZa5$FLZ{(ZfDsxyf@Yt@XG{%WhJ=}<TFh<z0(&{2(PeTYNzLSI`bzoFXz%@
zmBC3Qg;RE`ltR&IFD<9_hf~~?L(qp?mU;J!uL$v>b?(C58H|y^AKtO>oBbCz_0A4G
zo7x|!W^pwp*z&>K&}&JaeMEtS@E>scqkm?~^>NJv%)t@#w(K0x>Q6q!Z)`76>hT&w
z>f_$Wqu4l+7eu=a{i=TZ$t!rK{inLjt1|E`PHrO>jWrh3mc2tlsSAH?&SI>QA=x|_
z{qG9hM(ZPALL*Sl5{bMU&p}Kd$<3$u&haYZ=^~k#a<7Hc_;`P5(B5;>P7qpI^;-d_
zjgsv3%(}#C=;QIkAEhs^2#2CXm$2GzOGdnEtQ-8ZWM6+}`W5BfgnY(-?SKAe_C&3@
z^mu_v&%psoj=;!*C~&3}vvt(M&yiL4aP~|0bpiyPB9IF23x6BII_!r9-(bbQ8!yjU
zajv7tpm*VZAzpD^Wodqf4~XaN8{Z5oqRshLWTs<x40I05UgYXZNw7o7G)<rx@^D07
zF7FPl0JjlD!D293yw*TMq|bLVqT$*INtcYAhyV`j<z5)PM#Ma#VXO@6O{v0UvMS_r
z9U1jpQIu9GyvKh-CP^*dS1W_*eRO627oWYoh|y8?g9>6*nw>F*3c06DIQyD?Mq5A?
z*O4uj{ZiiqJdt4<f1bDpq_-;VOC$_e_#{|VoLm!DX%HSQ3;UzqB{zHtYN1nlZ4?|f
zEe~voRga!@#N9nPY)Z=S(UK8qOnd~qNkEls&p-Ut*&qLtJk0GuFf02_zsH|a#LwJf
zL7`5cebV7;tXp}Q;5dHSt`d}ig<u@!%M<*6V)%b$Hy!EcmpUv^sXM4XK+$)#qqkB?
z>L1t=w{Cy)ycWVD0S5cCg2z@HdVSmZLF+3sulTs!m!?R%uk;b}B8Ntq6oDpJ4+9Bf
z<G3XZ*3h6oeCgYMdgq72r_tcnrBlr3x4B#xoA}&VGj`q9Yy_rxp{AP@H?&12+n)4z
zAJs%h$ma#lEgJg7D{9r^RL&S*C%zpO*5+<9UlMfwXk%WZHBT~Jj%+l1pyA}yl{l_P
ztl;*$e7xjR8)Be7={ww}TZ^=;U{%O%&=*4Wlgn>)4@Z$Ge9rAu*GLG>j3STYSz&#P
ziKXx|`5z{vA=Ti^Tk@X1tHyCW;G^LwMAL~&4S-@!Z=~#UV8;KVciTSbedhkV&9;*u
z23O$hJU_A;dr>9%?_^!a5IHKlw~uozw(ANh*AA8a_C_n7`XS1j!g`QT|9EF@<2hM*
zqaac8YkXd%9(^*<ruFRr&+GPxZlJyT01gf+0c$<;QSb<Edn?}NtIY;m3YbNs-&Yy)
zkbM>ZLL{e(%}QK-IIG;~?e_jY<~?`3N;20#1p3a-4qBB15Zx7xJ_?X0C8*=OK~2<O
zhv3-Y!JDRj2>Pkb##-9Y*_FFJZ?XQ+8Q?eW*sO==unW^JvKs4;YxUy!tDjnR(dOU5
z-sKW$RQqIPJJWXLXRD&(bN<c)_hO~y_Ibj8V-XDdZo^huSl348_2^^Y;bB8uYC{^`
zq@M7%o$Rt=Ag}&cVmIw~J=e^BXb>BlJw|6-I_p~$PCl`7XLK3IQ<geT>KNXiWv|x{
zbeGxXqSSx=|1oYT-$6Hb*G?-Cs3osYgSQbEXQHTRn&{U0wYzk2go4|@&=Ehm?jfE8
zgTP!UJ)Woldn`C%2K0X+SKXdSJ(pg|H}KDYn6skr_fB?EXMqO=xjNt6%p7x_cjW8I
zAV#My!NBwe)m@lB+)0je6=CrCI!bj168(F{Ygox&KP0AjM7}Y)_`L@HF@NVUW#*2d
zwl+m_U#jbRPhN7~px%<iRng17=)KFo!gRI}8cme{yGXWcbDtT~L-@QDN0bjD!9Rp7
z0r73EmOn!xa4j^4<i*KmSgUn~Xjr*4gHPIl8G=9{c$pbuy%Pn>48?E8-i637VP`{$
z<)16VaFcvEOZU)GkGJ8WD1TCx;I<K?Pux(_ILNOVd$Kk6Oe@&moR0D%<l<Agw7dZ5
zl%9ucj*#|4`LkT2hw}oj8$dFa688U5_SIokt?#y^bPEVbH;5o0C?O&s9nu}r(%m5`
zz37sV?rvD5NF&`W1f*lp9d|DF-oLZ=KIh!~T>b=o)|_j8^ZUj--Z91-Hc}54BQEYQ
z(^ruxU!+SHoAcMxUV*<mgx(^8+9?Qc*u5GGnb4BdC0IUnLMLAVyCfP4AUX_Sa?6Ow
z+e%MQM{{~lBfEhL957$>yHKd7Qk5S8w%t}9yRRdiKdud|vMSLNGE_wt@XkcCLPq&x
z-;{KHte+PtmviK7ovdwu0YiEq&-`1z=&4$HBXz21&}*LK$d7+(@PghcLnU&+d4Y&N
zZoGGMICB;qV^Q;ul0z}JWP&wz{h<&I5QO<d(}!1l4B@~rj5l>iUUt*SPnIy5bh`u{
zyn87+kPqN{BkS2L_uy-$^jYWT#meg<p~7s301003GbQ^p@t}|tQ%flxyh7#Q8wRm{
zy=8sYQMP!1UJ3>y0^EC6zu^d9vB~w0V{#yQ{`d&j#ntga8`$4^8E_4NM4ItftYdzG
z^vFxlA_4bpgB7T-!FOF0ZokXQ_q$1@0GM*i=%~#b|2?(DchoI_EkmRie?fQLwj@cC
z`b~)xCReol28qsUYZD?`@&?}K<dga!(d42s6B`?wgMRro1{xnTSdlBn!AO+V^1B@8
z1$s2gx1TP+Xl1v!B*>ww%mCGWq0n#R5Nw{wB$Sr%xY}vUM~jJX$^&H$nFJgL7S69S
zmcO;><P8kGJ<pb?s|uHdx<WkBm1VIAIh;BIU@PLdQKVz;e)UnyFyb~g@6T`b>{g|`
zk;WY*Ts}vk1Tchyrwm035J<v0F6O&?N_thD{pro1d5nORgzVF2Z6@SE>tCc^PveoD
z+PfN07QiyKo=~a{<!Es|qzP)ZOaGo+9)}xt^?|~kPj>g0SPAckpQxe@vi*+ZQb|%-
zF~;v8+G5~r0V!=j7Vs&C*}6CNhfN*3+-Ok^b6CC4{O0r%%aqT-#G%LQvHncp<*qbF
zXv-NR>YZwvdVgjQL<&iwg+3NBRredb-+NH;tEd5%nW3<!&yXgK>l_s<2*!cVk;}H}
zFkGa}V?R;M<tzS{w#Sg}<qzh<s#))2lU}Z$y4<Oqi{1H6yqfGy9MPNT`?>#S=%Im0
zQ4BG#<xBgSE*Lh)*fm&vviWps8GqacEtGRPBNsOrH%wM^`0Wu2zE$>XMVZR;M<N-8
zzCfbaf2;j_@?D;^jC1op{qS-@r0DqO@_6&|4GoiMoGg}2b$&jh%((D(QG#fK^7{H|
z>w1E2;@fwrD91pLr6~rb5TUSF6f5_iwf`So*(?`z?dQaYCk$#ApfSdg$q<h3B6YKt
zIp`nwjTq1?6J}&?Zcqn#h_GZuLmA$1d~nX`7xlyQ_|gz5_L&wv+g)Pvqud2Y8t1al
zU4cuSxNK-~_6>dg<})w*J#kRTe+UslAVIWy&zayns=+VXF8RwLfb!_ynAQw|iO|2B
z(%w~bHBqCx;G>Lo&WS$9zI`KMY^W?1MW$#xhG6jNHyZT<BQ;FiJ}67%bI}FV^1NHX
zph3kLYMC{Bn*cM)=0!QWJ|yg0P>Chae4JZBB$b3CknHO=@!Yc}jB1>$1yvNWz=c5!
zdH|T5+FTDimu+$JjL4Q}QAKf2&(6+HPH@>o?&zBb2j0<<NG|Xqyau5bY@LOZ13g!O
zxcXap1dO!g-UK{vpeO(S{lgS<&<kMkx=oa|=K>xuiDC7adZ==mRT5g85XRBfE0?ua
zfuvJkNgU={=<63p8GATyp3PU&=#+npS+`+nJnW=|IDYCGBSG5^Adz<QT;lE>iuf!A
zOo9Bh8IdU58Te(GWuy)s|7VNIc*~nuR5vS5q7`kV-nigwm!R-m<l`7-7PmJpR^)Vm
zDEVQA2}}gY6t%KV4)y7RLRvhhuEvQSIuy=6(XEu@$KUaJDBXR?XSuZCzRgCi=-+PB
z8<6x*>^ZGyocry`#eGsg?wM`WVRmsZN7wm-luPgeIJvcBaY7h9rE#kovA}lq)9VN-
zY?RMMJ1JIKBpQ25u&&nMp_jbq*Zks+l6-V=DmQMKq&Iu`$!t?ae9bfI+E#HW#pItC
zw?j?|B^z%)h@0hM4<tY7B?2Sb58j>Jf0b7t_gdo@eNQSd<SP><(J%x@!Z3WdikW0g
zFtA7ew#u^sm)RqTOei2Z5k=5{lCr%jj|w&eHBVqy?AHUP3~XIQ-)1Nj0igjI#W1Jh
zACD(44%qj?;Zoo8F2(oc@__E4Ic5V(ZVg*HVjxxCXVLx{o^Y}17bd<5zP>OFWKFyJ
zij`_P6!<`M56F@RQjiU1#l^lY2L>>vT8ZL}rULU<p-=;{{^jo{+-$%X4-C!(v_%gm
zRH+LDj;@mb%=6WOr_k^DSzNuV_3nx?X#o@=ci;NZPRVcXJU&Feoj=+Hj+Wp3Rz)UX
zkaDiSY$J-P!9B(1Tr*%tIE1^u@V|$bNP6m@2PDTm%;*dUbnE@uMm;X*Hy(hu!;h@%
z4(|Syv~ku|@$|>n7qfIP+^ZywJWU<+??h}C*QEyx&JCl0>rXyR3lifvAJkU24NJ2T
z?gv<}-Z+#Vmn=YZ@-Vma2OwWr`(VEWHJWRnZbAC00~7zCpWP1cVjtRyw4d`o;t(KU
zwr-#%oSHZ83Y73}bGR2tQn?;J-cNzICk<X>14gsTxY4yOeGp7~7Mn-?j|)a}H{INm
z*4l|M)Zo||%z&>qGzUb9NeRMtO0$=<trNv{69Ud)5>oe7?&-?oYViM{;^9T?c_(3>
zfI&<nD5T|%b<8k7-_NbSm6{>D@NhFdLPGQYvm9+jt3SVe6XGvg?|S;RjLPqyYp%R4
zdx{~C9Z~_E_{np(2h0|DI5^zQ59$gn&#RIF=>|7@Th4IX-S9t;l8g66uYMLIWPUOR
z-p2B_SQM`3m(rKb0wg>&ed<h?$hdwogbh1T0T#AisR=XuYTMg1R3Ppwbc@`+?aR6!
zjR^%XRsx7Y{rmO~lvN`qrf}kc^Urp<XaY&_#g22XdVh#<;ZKlyt%rh*ae%j2CewyJ
zmXMug>J%HD1}VfF_Flu1%Kl)7KgvMk;2$>y&I`m{50bY*<$dEB%Y-;;>+1yzSm#qi
z+{J<CfNM1OuqOsI^VwIw4UUjxek`2#2qqtx8RMT;u7F5l)VndACzFloum4nC9-8~~
zGJ$YChq2%#pU8ekzjca<gSTQUyGug4Voxp`#Hr4ZyXAhWatLF5<>jX|gSC#Zb@*Wk
z0t?JpGk!25qmDQ{YJ`!C`JDHyklS(W%0yEM+fsdqNw=VsdT2o)_oAB5Gam!{uPo1<
z`pT+$Y9z+d!WddMTimMjmr)MmLZwm?U3SanmmYJ9OHM{E;tr{*1B$pZfh3C&^8oS=
zD_Ha;;EMjoq0k0MWw^Z({VcD)^b9N#Wobi8kS<19vRq^+E%co<fa=NEqHGRs!T=?e
zOU3at3Q&I=Ta*qyDvCkVL$R%?93O@5@3=cQzLK86tSWxcI>dw;^L+h>+QDFi6zv$V
zc0?rwDU~IhZo#^cH8PkS+*u+TCYPk9JZe<=TF2T{ZMA+2WJnU+@eWMDt@WtK0R5;a
z#p=0%crQ1QO=o}%tbqcZ3o~NjJYE>T|4|YObdBEU+iHEWhw}c#ZPjWfpU;|I0Sp|^
zMld)3$1x00ucZyjD|LtZ+5u|AN3*3HsNBqA3aAHqpCid)A$YY1aP49~7b3p0u*+G0
zH?HdIw927g;NoX8P(hHnVB`GuZx`?n)=$p#5#7u2PAlqu@RD}OA$gX+j5l}{ZX|4d
z*JrP&vBh;D^s;cfVU{d%LNfAK1K}pQpf4>qn6@buHIuqv@)JH1QUnL<XqNfv7TBW7
z<h#<Kg$dlmD@>y8w9Hw~%~#3Ce4T8pLqG^UB@8Ki0|sl2KZPC4m05rmDgkSvJe$4x
zvR;g2{G5O5l*ZlEq5XkU8U5<k%)Pj@ctYPkH>wUt@>#^_UHMY14LYYbep0+lTwI_S
zoKpvqpV_Df+?zJ5?K=Kz$rm+}1=^xfF-7Ff)X7%*P6$0Nbo>Y~lKue{3}5ks6tB}A
z?$^9eg=YSB<jQuvr61H*wmo@dTC3py;=p--t}G_${agAUw;DjevE)P|N;L&iT)}{P
z%ihJ1T1;~I?DAWXIodf5?(R?LhKXy@CdZljr9aN;Y`qN0fEJ!nMTSFk0)p@15W6yz
z$(PG@Oz%w9`vvzey!8A&Ic>?yGDtTU_6Z4T{n>9e*{iQtwt^e#*vPu9XimQFCrh6J
z*3{4J*xh1{0r;XlYlDwLQs`C1K<E2+(o*?u?u`1zsH?im=*+4;{~&J^JN{5;m?!gY
z+0LJ8T>x%q%%?esCBxQ*E|zUeWtZ^o?%nNn8$m$7*a=hNTqT*}>=6JgALx~tYeHuv
zKPo&RnEQyStoYarzNG33+UC8n?8As}U>K21;VJY=zpO9#JHh>GK8gFPb@>o-Q3{qG
z7X6)*pkS8}{Sd}>1QOjvv1o4F@cwOqQv3~}`ih>M(rGZRkL+(?%IV`SFe=hzwU-NO
zW(nr65q_TD26V;eoINd#AOs6nmH>LvGLBK1l1*|K>et9-%RD%caYpL~v#a6Z;U1NY
zH8zO|HH(vK``J^MlBp%RJ>4sKG}&JD%6mm(Q%w$CyTLz8@d#jl=~$1M&)#=GuZ-W)
ztR0y&&HSf=*YcU{KYGNX)hjf5=!{yxD;zk0<^IsM2D;8Vu&>T}lCZpQ!b17`Fd*U;
z{ow*zWNCUnl12l?urBvP8x5^+b_FdiQV1MumD}k64bcq(WpOV=25<Q;6JJb%jUP9!
z5KU%X&ELDCfd+$cyx}qCyj~1PWgeW)oJ95*>Z0>+Mzgu2{7#~mlED)s62=X*Wk)#j
zsq?Wxb}H?0kj2uvH$e>kJMLlVQ_NaMCl~_Utgq1zl7CLGSqGzz!mMn#(@VhEhvXO-
z79q?8w7hC~Ig?lpBB-hGnh5)YLvY9~+_ds~YHvFU<y_NLm3WSxxHhPk7e2v$E_s0l
z`5Qbs9LK!fbN9Ry8PO#a0xrrJNf*iJ&Qk9`E&;tOE>|B@yeF+M+E<#pC?x;7A~ZlD
z3e4I5fezcN1;8Q#5di*SrTU(Y;!0*~>W!Fb8ubyL$?|5PYp9eJ!#=}Zz$>*w|A+}h
z*NOBOY-%)r!i~mNEyQwpd4I9|tiJ^lDS7|kIYNw2ofig`o8yxofWx;TV;akvzON3;
z-RMgYs|+^)!(cYRUO<}#)P}&#i^PX)m+Lx+@Pr6>E&i{Paa3kee9R@P&%8m#<Grv^
zcsTboREMVX$=KEDSCLz3$XjWxY3EpB`uoX^6~BmF_z);YZ39D0{v5GE0^Dw#INE7s
zj|ipTiPl$8KFQ#?5@i&YzAMA4P_x(|Wpx`IR3D%B$eAo;_zXlM-0<uG(({vf<`?F>
znPKHXgNE_MO45=d<Vov2^<a_LhMUU}-0O%Kn;Nk$LWY!o!pl71k&bir`fTI4X=M4!
zzFdcg?n>^xOcg$-H&s>NXPd9YRZJ1<6eD1jfsJ$T480I*?=kyDjy`oq$$R5Oq2M9_
zC=+t0Ic%!Hr855UoX6FdE(}}1S^|PTAcbse^F$0vqN8$@;B3<A8<SOj7Sb;|19)_#
z58r9$BuSBEUIVoaY1?e;E3x9Syl0R*t85=4^;ZAGBDez0Xxq{6{rF7N{1>;_e&LAp
z?i*F;&TVMnPk`Ebtxh1xu8;E2#f{Svr0o-2&HGv{$&5kuB=SItpZa-m0c7@(?a4Pc
znN@znS~i5cv#=`yEr&NF<^|syEy7smyA0%!iV6jSQ74FnaRHH8f3~f;6H@Z}gYAzH
z+{Ia$UIYx!gi|k>ss!Y)@nqIMsrz>_C_6r8HLtYGHWKpsS4wPW2n5|3IZwrK10IU*
z|7wE)Kx@|OPaFeUBu?X%Cwg{6m9F?f^7trn(djxd-}7H!XhHM1@2W((R5J~fuH?G?
zrcu_R$LtH>FK@jvyu^rIRkkaXc8(WZFLCK(Q|tF3VpDsC`F$WFubCBRoz#&uVi@F6
zQI)D>21sA3V{1QI%>|1Q3UYTOA(P0qB5_;Y<Kja{9Ut_kRie={*A=g|@8uykIj?G;
zTMV3ADOwHB!!VL;vb$aJPc{jVzboKg_rgPp28J3Q74$aqU96D!i4qcc<F&UP+HoMC
zL_Rp<!e(Xv4O$FhKZvQ_Z`w8erIkF0|EDa}<x@=3ER}oD9|-98+veN{4QXfsYqpE%
zKzw=NDhINg$`DWDz?60^d_fmB4+)@6Jq)T>wn5k)e}iv!|D=G@)4iwik;#+3AAG*=
zE9o_i=YnT#DWrXCi7A};7qJ~~4+9maj(Ge`$ZB*Kw!;#-sV2z{O4<FWfJ}U*sE^iF
z4?I9{o8*0W4Wy9R!4ah;YQGe2XT}KU)}IOt^P#<YyNpwd6(zI4|56S56s}=Y=zzMN
zVbnfQQ>#_`QgauH>73FDTc0>JoIn@5!qh06g~EAGyfclA`Z&Zz1Z9MA^qJybm*r!G
z8#P;f1pvm)XP(Avi|S%4F5*pH(V)WS8Nfgs3x=PJ4NOiU0}ozZzbLLbJb}E_;96mR
z?+B-$DE@+syuOXCUyF}XgWOcTwk=Bsn8E<hjZ~{C7(+fwz@}#6DekD&O7z{s<pS)E
z;+rnZKnkgQQk7z!;%wzFrbCN1B^B<1WJM{MZ?;yeFtf{fYR@{(uekW45?HsQ6tJZ~
zGARr)fABjqXSy^r{|5<$Aj+m1ogi0t465nZYKA*?!?6aq!yHqClnK1FW}GW-1HHNJ
zb|8D-G|Q^vyMyDwi%6I2ZpO^gtZNMFa}t6vJ_5}5c-8)OQJbzPc*x*8`_uq&NfR>I
zIzy8s91<?#XQ*pM_3H&<-~Xof;OIUX{^YwFK_2N{|A+VuwaA6jIZ+opJqKuOcZ5)S
z3Af3o3%M^gI}vvr66Y^V_J$j?Wav$hYMo!dtzBe`-@Sy#vMjN#JU^fRqt)ZUL-JVL
z{4}Uuml<w5_RSe6BS!xozSreqLi9YJZ}P{{wW@gAfPq!f(U2NZjn}_bdL=nj&7qHX
zoX>8&joIl1q*%0cUm9=I&$)L#&1o|HxDy7grv3t`nBv6uR-S?3VHC}|UObf5F#eZ=
zp>^En`qoT~W)8trb%~K1l7fKbF!V@>D|0g8#^y3G$ischRzC=WuK1tMt{u(&i*z>4
zmy8<4d4IZN-%hw9B^Lp6*{@Tpg}2L}pb;p^KpVD0r;WB>vPjvetGY5=Tnu*|by;j|
zP6AT-lGBU{^??5&gFw=_SEO}e-;i~@_EVt|%u9S93fRUOs13XCq;-G*0k)%IIUZV5
zX!rB|FwZ?!xU+^=)Lw0#U}H&5zaXiv)nyGuItJGxHKk|Ory3z~n!Gkz$>!V@$H9xz
zW4&N0n_e~+ADX|uqL);ksZb90lV+{}as}7z4@N0X978{T(&t{Kz(o~srjmC)I8#sK
zlsgh|35f(xek|&yVkp;6P<#JZuXXt!y;jnQrnE=WEGgtZtz_QkY8jU%v)2AChp3$0
zK;+XZXOc>oJ7eefuaIPQ(di|F53P4{Mxetkz<vI0hK(=`Mt}fEGYnH`gI6y%JpHx{
z<WZO=`Th0U{hajzj%k@Z$+5v)ozlKWg(B*IZ$GMhe`r4%*C_!eP+X%cfZ^v8^3za5
zF{WguGJrcBemufo)9l1<^u>F|4=~a${~J6Bbeu}Suo7nir*`qQGA7D-+z<ZNY6Sc;
z3G$WIHK`FEcV5!kiWovpzmxaAvV*ERoX^;7c5UxYAwbQ8R|avjlQ3@J+>EAtC)NqK
zou)p`4^hh#PSt`ihQ9;qBNW&oJOr@dc*}#^5NVoLM+0;{vAQ*n`6$-Ry|8Omrx0q_
zKn)id;Uh`GNjeHNWMl{Pm`R9ELJ~I*Ti_)~7oS?TI{wan>aSax3U1mQ?BWIH#H(JM
z4i}HT5*hl{%dib2CIAT_Y<3q+wB{D~_P<PZ-{CQV{tya$4ZJvb4t{Q%l>BiEX0KFe
zWfTxL;grhG7Q7fmk7KY2v{B@}_`%gwU?mzbUZ$_h?tw+>;R?RQofrgI>mMtKKTG$K
zylfS60`!K!xY@sPaDatR;DlPDts89?M*+{)v=ymB=%C=-R2i<QirQOsCH(k0Z5alZ
z5?Qle<5Ag4FjZ<i1D{`~$)u`dv%@R?jt~biKRTzOdSe+HKsmwBvSevl;G%wIA*354
z70o|uM27!5r!@k-=R-83BR@G~4ag;9)_MVMj^N_%cMTvKJYs?wVjs9Cp5H@<uDxwX
zGneNhfCX&0N9~CEu9%lb{1P=0pbDR2Q0Hniec^vxaw}xrz9W#iZ#$0jx6BO(?uc&(
zgKQ2<J3bPN+J7`k9u_jLjt@$=TmYa`&R#I}_?Ih4rXOg1X0huB7nVf9w{F=6ndy$4
zP(LX^UCZxi*h5o#*(g4`s4~C0k;om$eX0AURCfH_w5ufbuJ+@DPsr9g+#Cp-Ui$!a
z?YWd=W$fPFwWu|DBn!)bb~(CP%#A4b!o!>5Pgg^JJLyhGA*!d^VGWt)^$*N!8q7oa
zPjJV2_#UP}i^5ml4CTa$y+2wbRK0*)Q;wVC^aOkHHW_>Be#FeKLHj40Y<z1jqZn{I
zUHI_1Z{bg(MpMa)RhG-TljQvE<_WBU_M}h!yR>UCv$8Q>5u|Xm-Gra_w+6*w2tZ)z
z!8VT0TwuiGA37rd=-K}A&AZ-?T4O(X-kRJ56TfBnK==qaDMDR8vh&%bKU2RD7Rb$t
zSzjY>-Z{$yW@;DLp00FEI^eHPpe4J}V}08skJ<Q3VfNhWu&kPV*WV5=^&U}yr%HI-
z>65~}K$92gFCoR`W9NA}XrJWt2io$C5LKlgId@t;JnS-I(*;gJ@hI#mfwF9q!!7o?
z0-peY0Pg!YF5|cDp4>Gm)l5BuMKZ{8m<Yd*_1WyWqo#voZ@ox+q<t-kJ$)a`E5s~U
zIxu(Sm8zV2%p+P&$Zt-+LvJawvG);CMPZaJ{e2NlCpK2W;;KVxLBr6R$p=F-7qqvP
z14~I|AARw8z2p%szQRXH@;iKPVxL>>b$lqm{|l9>o(%i8Z#c#?bmXBMMvYt5PZ0KW
zMd~tmlE2NKnGyZB!DirXCgcTWWH8~<B-s#=lA)8G>KFH5mZmF|%Ar4qFU240ccpJ5
zT-O~9pBnj|b@ZNjVOj2|jbR(9RiBH;F48N>lEg|lkX!9Ko-|)KQRtju`PqhnKAGw^
za=MGx05Iwmwh~Bf((=!I2fkhX*p9ph0X{59;nZ8~;{(`x-eib1$blVx$o*?>RUiS*
zf?Z(Sxru!JY84~5WX%d`h{p`<8ZoN_=zz_k@;`4?6lO*_$+ug)jGh}2E$zm>$O8rk
zJL?(F@qW(pv;2)9fNm+1;*APo)f6}4gKb~R7uw{bYQsR`%>xTQs4RBDhSNR~`oaL2
zW-!r086n=)d6rU#P(p?}!LJ1`r&-DgtwytXz94?y5{GkJcZxvQKO@6$Pc{CYCnZ*Y
z=y(z|AywzW^-Cn!l`Wvv1uW_{`>8*vhWwZQ(BjndU}ZeTy+KyBB8{B>`0{Q!U;FzH
zK(<0<->c;{IFI){MJopRUUUnMc$^uoygwXCZTFawF3NwkXSy?*)d}x(TgagQdTZlL
zg3hm5B*I2q|6K`~^zz8u=qdr5C_EB9nb`L(fmiscZ)~}XE}WS$DSYxA>=f!=FgpAr
zXD0Rz$eD@#gL#9B`1l2(>9HQ_XYiy$ni(wK3v|1#!c71VpPHgdQWY9Luk5TgVUn`n
z@4Lsnn2t@d=;-pu$Z>3c2sBE+ynxQ-;-DA`yc2Xy|DgFoFsCGHxyrSZ56MS$E;T`|
zwih~f{|%qYG)HU!4>fz^acK(?da6#IZp#l(%~L!vLS<(ZB$h3+LTomvfD0SM76o9j
zUqv}eSe>*o%_Jdg4bh_6!&4lcM*4W7BnQFnuNH%HkEZtoW^;V|Y>OPOtW6C`fpLAL
zZWzh`1D)r8EGvD1JTD^6E&%$)CD+n=s-qF&mU-Ix#dzXf-QMHPRQh>g8i(Xhj|4;i
z^sTUl$5&~*>B{VL1vB$wD*{;rvd$1n?{t!-L+iE+q#6}RAL`$44Bx??6c#S|5;aZ1
zw4QbB0aKqPVllH4y8-KL`F^-s>E*Yy`@m?=kk-LVaw-0ub4KBP4QT~Kz63a@<h){L
zbx!xYB|uhncg_#QbG`DFQG@Myf1~Lopw9r!(6#BB)88y3e>(I#xAx_oiXzs|OC!A#
zyXKVFt^*7n>?7iB^Ru_tlRk{7r+`cVkO=|rvg-KlK=*Oyi&k3mW7(IrsK4fV6ZzHP
zi7dG5>6W@<h)J_1<6g5k=(%+f@K@$<j7pBySL9e?e*l1LY~ueNSrgo|a0t<N+#!OX
z9%!~Q`S8<l|D+Z_BCs;|meF*_m|Ov#8Y$N}<+_$n{S(qP@lSc*Om&Ufq?j9!7UCQ8
z#W^qDxv)Irw@Tm*s@p(}i-WT?5&GQ-2$UkUn%F1{ELPrOCIi}(e<;!ch3|vl=B!Ov
z^e?}AQA6A=8>9EuN2RmdqtgU>b2L&GyWyslqR~J#ZKrMv&Qnq-I@|#I&oALn^-{LA
zYqc1<?SNUbs3ojm2oO7#Hz1i3Gnzar)sX$9pDVF2Z}7v^T=wNL!ONnC3FK61>*m0a
zTuUMoCca&ImFMNW$Xx_F#OLL`5+i2#oT|HR-&^PMNs}|IqFt&QNM3ue+v{Cs&#S@h
z+S$E}%Xowc?`2ecYw4v*lRGsuuWCYywfm=D>1n){@|`H`3-XIqt<udZ6}6qBln83<
zNm&41{8kZjHIYM<ijz3WA5X?s@6TErE^LNHtz>}?Ep(}rw|#*DZ8dre@cXWP_*^z@
zTX-H-?3hH5gP&&F?z~#O2iT}qCgy&-S)3={ZYMN_cw`{tPP7saC?s+5_UmJYJ6I9d
z11-;ynQo1MFa!I&<n#v-j_4@hB*=ESP1_0&x7gD`tbUav_8N}_7Wrl8h_HR_mMOSQ
zsUZU9!UAHU1z3Pl1pG(}s*h|p(}ZNcU%Dy1q$G-m?C;)RFJ5=F>8eB1mNJ-~2pEHf
zU`aMKB>g*SlM0<0{Eip-Ic}Rl)Do|LML>U1&gH-c#mZq)uW63&Pk}+yS7~^DR0IGb
z1OU9+2DCJ@?9{ca&|qiDGIQk8EgH*QR?21t(sd8h8(v9)zO_I|ZV-rSu4%qf3NKqY
zcHz=Jg{8T{Sho;r(bLFtC+v~+gmW~&?fwUVw$n~aWEGy@Tr`{L>`!b}_;y@P_{*i6
z*KXbRfdoC~1k_#>@()0Mg!=)=XOjg{8348!01y9-I_!sTpRoBF5mcK?1tEK7cf8wR
z#PjtUf3}Hn-&z1`=CX2h=>tlhc;rU;5Ced_#FqtJP@8{U9l*c-!3kED$(iyEx^Fk1
zo(=n*$eAc@-gqJ%i0gj=GF?cDWR!hQQ^@d9IG%u<ao>{JP85@8mX?hQcMMSF0!4^5
z>`;UCQf0LKyv>&Mt`B3BrI2wW2N_@RBB9~IH~`NwIUt0=<&m`S_w{JhZ^x@iI9!N~
z@=96%iE!9ODL|F*K-2g6^#S@5S47!Zq(chmR4+Wl;{8__a<P5@+bStTv~V?M{kOMg
zQ>9QZ$}agjYX<Q%x#^z5msf+v%~C}XNA9L64QWS8y20rNakvvjf1uc;%YX?%J~G_o
zI@pW-a(jE>oBrOtolR@`v2WArBCehH9ZLo>W%^yM$FCs(ZR_3cIrYPMZ_P)S^0Oe`
zo>l7me#4C=y2Q4$sPf+;H)=Mbk@!RC!XPvlCdD;$&&SLhVOub{)IY8a4VuywZ#&*v
zZ7S!a%9eZ6b!61b=UrMkYx%N%vHThu-NHS=k7!U};#jApP|W0ecQ||*1Sk_a9}d&U
z?i$F=OGpqe6bxaf*{;iX!PjZSwrWE@Jf=TK%qI>DF{UW5ptp$>Xb4{U-%^Z1363_v
zV~Ycr?&vKTPJ7R-JlVYCw5j~4sA;r)P}G(~1c0QHvO;}uERl8CyK!<juHRfTNF17_
zovF2xR}EJOb0s;iRJ6Babd006Mv?b50yMz?t>4*3y82H*%PmV*O_kl(=AL~kBGE#;
zsaE`+XlhVys;JhSl1SymcFNiE51KNf#Yk-YAL(Y~4bSrrY*Y4&g%a90UT5mISO!ii
zUnUMb7W!A?)<kyzl`D=j)#Y*d;_s+<sh@#)9xS2uV-m$VMmE=FVy(IY)y7weraUep
z+h4ye(!+IsMHbZQhNHLUGh<fljwrXlHS&De$p4eo2PAxur?g57*Li)9UbU9avsuJ!
z8aQ%G*fM~OhF<0INM~-F-@n7LkXyQ0+^y4kaA&Z`>aM@=_&12f@Id`%uNG-e=+QPx
zM){69B3F3JLW_-y%^%M9gl*ZkUUNM`7H4;6Rn18{e>7deeJRB}a85JSJ`Kg(Xgn%U
zLSFc}+f~Qg7v*CAtLr=Sss%H5aGjjSlJ}A&EN^2>P3AJC+rx6i-EJshOK&vg5&2T#
z$lKOM7wj1Th`y6#CK!A9N;4n;6}FGTCUHOH6av^KZJn-n^RaapV_m{V=T{pKe?Ta)
zH_$nGJdQtcxFwDLrkp3DC|wXPzeIK2iw8im6(N%4BOh{Ld0S_o;Jcm+fWo9DQ#q`N
z9km#a09^*yFupEY@KJu<PQlZXo_*wuU>lQ$I79Dq0kec3`2KZAOW3v*>(&;DUo7#4
z6#6Y8)Sb?;<yB_x&pi+#*>E)33-{Mg%gto{x5*!{CU!#-fHjHkpW?C^ziR?YbbJ~Z
z`yiWHoQ==%;Wgmk1JXPma>V$!s0x#btTF8Foj)=U-uFMb8NhJ%=CK$kf2n8k`R-YD
zF^U40tGE;@DFZk>TY^j;suTN?HvOZu2wdDI^{(~&$KFqQ=5w`JL{4ariX=FLm%N<d
zHfL>l87r~hvLu_i(iEZzm*`p}yNhqz{u78c21IlX05_8?GNY3WdoHbVKlp)yp}{S(
z*2jN``~g(b<-;w)K;>Y&afKp73$P-A1L9wh*&9d$th3DYCihAnYGeEEZRnH2a(>Mt
zmXYkRkzJ=50kFnra=x%kD&iH%Ci?zG#DhyKrTWFo`@OU<C4%Ysp8MSMWV-4;kP#|o
z7NRgYUP}~lNkOK5t**J4MeRw^1W~C<C2<Q}C|hYa|CIWTWEg6eL?=BpXyBcNij<fu
zuZ9Fqvj<PAtt7%v({zL3{q*Cn8(#w!kB4RjcRt#W$aYXRY~JE>$JZ3YRW$`bk}OSc
zfd<XOCAoE7dtW4{Z`xQl2K*;foB;{$ahEt{&k~x%+<gq+Q<^(O@|ey9baP9ktUmm1
z4Ip)kFm)+<oGs^PV)PGk?+hmz_u!i}w>r!MX>PA*KVz%0TBOqFyHSsXJAoSWMx^;5
zUk539_Ln3Onn(g(ok0!F2r#E$Gj3E~;EyMY-ohWf>2u4tQ*bD+%suVPZqkcn^J|FR
z?QY6_g=XJ+dFmZIzPIV_cpco?Xn8jYM{IQ?wyZt{|MaC`b@KxD0Hu(3CRUNl6Tqc@
ze+@DvrZn$L7>Iy%2wdGT6e!P7!?+yV%Kc=CDc!3CO9tU5KU;6D49E5zoHZ_KHM{Mt
zG_JiIzXzdyyIAltu8p!996m$o@vPUEd_@;1yUnzpCmKs1T0JAAeA%?7NP%QUJdL(>
zT$-sbNxvFnenXjfuGslgXN6y6{s=BK4F0Hx;y2nA8;uI_n7IFWHT5c8(MhDI2$12>
zJK@g=n4kc1q8TnTjwsI!)yBq}M9V^&+vhfSMW=XUTLnFy=e5HsiZPB>&$_#&_nQ_g
zjnGKN0)j+Kwnh_^W39*%*-<7j@N0|ED#3Jt0dJzOXm8rO-U?|TR`f_FX}AK>a^2}`
zbta`V9uSu<vY%wKsXw85u|+C{HH8*udcRBv*yP6L#zXuj-wT%O2-LTjTy5l_c54;m
zY#4tpe!QJCc(bBKW9X4CqBxTii5~uW#wcW^wQ2*RmHs=zTdV!bvZFch<Z{evX-_wy
z<OAn*HTnPr2EXhIf7itI=M6|Tj_1<n%q1E{Cu%S50vC`SzMy+>V*>{<Lo#qS3WEw!
z<bm?5WHYS`jxs6&t#Qk)6PzLY<-ofxB(OCFL2RY%CdxrH6j2jNm?6q+od1X`3dlpn
zq&&a*Zs(a)ElsWN?7K*Nb2*&oP_h3za;>^XYOiFCUv3ghN_$0;A}OHq4M(v9|M@1<
zr!GG%vB|Pu5CL97g}HzU<Hl>bDfM9S-rmv_CFDX@2_42oX=<@Bs#R0sjaz<@`fZSd
z#5!++a_9+r2x<r+m`hSr0Xnk(0}PUKUw`)*cJ*d}vgSqv-hJa#*mq3P*T4MsItOKs
zhUAVVBv@93?c`T#M{7cnz!&z*FxL>q2%n_eoy?@;M-$7eL4gaxk5gT_E)v(aA1U18
zPNYuv?0mi}`@x#Q4rjRKPzd_1%$EOJQAd0~7nCIikkOO;IGoF+s`u2%OX`Zuk6#@D
zp^kXq)ek$FeJnfCy&Q7)tIUy9s5J1~<d?w>?i-Ul3aU}zH#q@T<(~W^ll-c*IXrfC
zsY=vCQcd5bnc_NrQXlut)U8@Exe7lK6-1Fh-HvF!1bW*)<U&A3YUDXIA!V_f|M_s*
z`?N_G?CZyM3pUTbJqA7lz;P2dFhVyR(7D`EM?$vrFi2w=4aVB%?kd6Gw$nU)gW+e%
z;Oaon4`a}C-)94}Lb$Qic2w57X#5M7r+r)&20wo%C4n?dAX+A1GP_RNv&3xjh3KL)
zYa)>d0lp-o?;5CmFS`~5X*pXfvvL7fG60kxSX~excfJSdK~Id{b#CG`$fAK}xtjQu
z!PzJmyj0h4zUhu3jEj(;41-&s$v&h6oF947?ZR<5zTNq{{YOMkVuWevl2sgvsZKGO
z+eFy|AG7&|Q>H@<Y6cZ&^s#4XH^^8OrLOLgm;Ky>FWoaC1{H~BROgV#YTHHLE*kjV
z+6ws%5Y#Nx9o4P_De7K2K!$rqy`+%OhCJq3FYA;eEJc>8jEGeBiUT!s+4}egN2-`N
z$}pqOivM7*z!H2)m<r#_7$s;{@6%>rEe~akb^p<N{+o+9rI8|IWjbm?dUxg=Gd!ak
zpnKD+Al7m;Kuk;RZ5WuV@T(Uf(IaoD^`NIQR;(sF%E~u>r(%TiboO%TkPoN{;wIl}
z95|2Pv@X1Su`>`z9FCjP%8N5*9bUS~W)y?qLHujSG!hgVKsx`J3HfrVzG5}m&%|DE
zB%y!Lj-=a(CJZH}weRlMu8-t3rK&CD^Q6aK*iCncU4O&(?o09V(??G9n#@mz!&(ui
z3E1}D>}niubFho_m%;@*TD1CAx1LXUcIC4IgJCI2$+o$_Bigpv!yRHl5U=6;5uXnb
z!<{+QyNRR>D?3XWg`3bmX_iR5&_`bzB4NN4+fvY9Z&$nzIKCNP$c%d2SI8$JhVL$(
zmG~}{NccyT0yI2)1ciFdq<2Z(n|Xr&DB0URxX!c0KVm64eJ*WyKi`Q^Yzsd*UlCe?
zmR~w~vZy%n6>I+Z!XNLQS|QaE(Wk;g5%`98+L{6r1q{uE)Lu)Sk*2_~pv8kBQsb$@
zJStX{BiOy4)ipV=`d(R2X!V%7_uhRQUf9`xIUR2WcWX+1qsD-Io3C#VkqB17L3QuB
zq-a;ugKycu?5!XT-M!<LZyZ?Na5$B#xO<xeTcIPH3L8AgJNN6lo_fC#oaSSnydp($
zOH3s%4+;v_eVxL-A-s@?xbXFcTGpo$n@6qo#BIvXT`?Y~iTz4kqF0%zCG9R-gnciM
zE%O!a&-szI+o>OVQ8^-W$v*Ee%sWpb|602*z+9YTHRwltB9}ix<KBU3Gl2N*PQ8!j
zO&eFyEn?|vpBUKYRptbED$Ktk7M_a*eF9tYMp|ib^G7Nw1O+yV?>7j#HMr;3)*jw`
zb~;|2l-gTZSOGGX?G^=M+L&I;<xY@HQ@mQD!3*M;YtP7LgL|}eC!T*^A~E^_;?a~O
zLWoio&KECbI>@JBfadA58G{s|7~4`+(XuEMN&rPF)3WB^*2%ywbh=xqi^ugz%!3wD
z&38b#zZtCtvCL&y*7X=)SB;&-DW<hJPS^i5Q-mJ6OUh{le6Z^xm}0#W4wzofDZ|*h
z{t=OJcrakvNb;ywF|qY@f>tr(7(dIp`;Pz1-U^SNdg7{Tbo88}b#%(7!(6u|qv1Q}
zrMtYxNrp!r+0YlalXQDhHHvd~oN|W-i8DLK&Ak3cPh~SyI@hhO@p`Bw%E_)<($_or
z0b4EsGHf56kz!}oKY#mc(xn3KabioM&pyQxxW6F3{WxoRu}792feSsD8!@lEo?Ui=
zi91BPK7-@%=4jxE>hdYtWAbO2W2Do&to118>wP5?-}9dh&AJ>F{k9AlEOJx%l0ewB
zvQK@gC^1UYdx1C2Pb;E=7B^_~tT6869;1_9^+Ya1|I3PiweQf{=^l3dp1JIYr@Nc_
z=QeO0A+jW9#6$_xg0*~Kt%GMBX^>R~_An;+*@9Q}hj^!Vw9<K!pA+R`oMNwDRum5H
z+n*;<YLi}*WITRk{%d>N8hn1MsE~MhR(y81VB}DhdM5Jtw<?c%nw*7*F}6bRZmVU*
z<%-D9yI^8o#M2M*BXf<`jU6)(<n884;Y>j?lS!_SXTB(Yas)h|ca&;`W-XPMqkK52
zUzbJ@O8XXpHU+H-4Qc|3)6KwRrKp8nV$IKUpk%xhJ$P&-Lg(!(w)0wLlsclJ35lrN
zJZ8-eLmQLEjSWf`Gak8GpMJ=$qzW`;q%DPzEw<tP!p`?GYa*f&pCc?Bo6-R(Z>`50
z*Gx(&OuHg&m48y79mW&o)+tnte<c{au;Eyw$QuDfHNsv#+*TmZ!sL}JKA?96l6-J%
zA@_#YUcN(?nkXX#yF|<>*2ps>#04&O@J}tQ;u|uo_}f1h@kf|6f8_{3R3ieCUfx@e
ziVd>~PQM=AM`AkmxQ5qHWG6HAA!$#~tkq+Dv#UUY!fyr1j+Es%uVno8$hLQce;SQ^
zXGflA-pfaV9LT29tT}H`>9xVY*>ca-!cz<mbJmeq;<Xk)hFcogbQrzGxAw0KJE3+*
zqHVt>7oMXzls$t#kc+T#6e{;Io5RkGb*9%WthcmcD7kg8M0c7nkmh?LV>xH!dy?Rb
zmMOH}5&AyGdKQ&AueJT|@huTGr!efsu>pI1&;zn`K9v*j4HYg_c1KYkBx?2%Tt0Vh
zx;ugFo@m%j%z(nTfi*MOULvUo9l<gd)0#G-W1c*=e^Y2D6)a5JfKJx!)teIX`S?3L
z7w5!vRmgr~LE4EeZ&!9M2=aEk=9paF^2}rap@H3Scj%OPE(0Hncu&xJ{a}s;uk@>G
zz}#}@AMdRA&q7UaR$!!rX!C**cwFO>N6ZS?lLr|}zSL*r=?JbjjSm>?fIl$qh^@Qu
zNHxb4Ot`%-zxn=SQAvnQk*r7aii6N(8s+<VJkB<>zXmi;kr|`#D;yYdeS{-Bs~}#m
zlAi~eK}QqL1N13>koo%xrMQ{zEq_nFLJ2>mxju*UbT97v=+N+l-H`y81ZD0W97r;%
zvE2%%&QAV_T{AiRq&;J80M7ZUD(w_1w3E6-JvB_mgYrn^+#5ATYEA`CLuWU=SxTLC
z^^$x)&&=l$TlbFO{)a{@G!>|XH|{s*hKikcSFLu4xM@oUq6)!n5IzIutoe2msT%1g
zEa#xTo;17AU1)l*yLWI+hO-)DyVfp&y3BnJl0aK50`m$EtK_dlkD5!tq+43qsJ>!N
zL7yR3FE&$zFL{gf=`S;-w7Iv_LV%o>8<AZxA}rvCZH0)y-SlO<SgOxw?TtPo*Xspn
zDUgwuy)(K;iM~;FZ9X8**PU18QR<vH4$)M5eOAy5WJ2Vb0)AkF%hev7ns?xFdj&)d
z#`5X<8lJ^w<r>f=|AO7<A2pAR(;iOb<vuM<U`LqhIurQXi_o&^Vr1QZmO^#icl&KU
zJDFwU!shJKLrE1W*d|htwvj-L*+q!B>qB|8YbdfZ@c6ezuHmXx=vlrf^C)E1Bw;o|
z;WY9D1@BYvIa>4cIABkJ>sfv^W82!gxK&rb@Tw_kQA4;RMk-G;FZHgWB@sV?1}Mdp
zvUGCfj&t|gT8o3%^mvgpGGyI-2HtT@j6v?0$2zYlw+FF-Xh5|(yc){du#(qQvc5^2
zZ2njg+4gxUekIt}auz%ala7=fZVF(3J_!aGKA8&?0-8UAz|{6p7<n`hUCT^Lzmce$
zza`r7DLehI3hQibxAAOp%D7LHkWk1+<ipzLwZhkzVzUmXEP<x*U;Vgfj`@Lf;eoSq
z<0_`wV;*ua?F4`6WbiTPiVC`uqKWq*TfO6x7Bl0>a<e&4@B0+xQmI^7o$7nP*S3un
z-RZRh50%;O{g!TvbGnu;N4lT<6u|Y{=iw9iMxPr6*Nouq$%iOrfr)WrTIx`3K%g?U
zD}U75u0Wk>;{NjpGB{bSVj)Npg*>wp#u78RPF1+|we@+GQA7-Lyo&mnx_anu)q^Er
z%S1Ew!?DO6C}X=HZNNDc)g{!?QVm;SW3~poF5#W`c}oiMcyxM3QjG4GmwZ2Fw$y<K
zvSlrbr}-Ad<?W$h-|KpzHP0|yK)>>vvhy1-?#%Xp4#@NYL6R|_h|${hQT)7iVMsuu
z3>sBa%4E{#wqPG^&+{PAlHR2m1@-}vJS@Q5`cNr61(+*LSlI`tQAi40%v@G=B?!IL
z9~n?Py>ce^JNX7dTT}R@V0zJD`XXVq>#GiWr?gQ(HK_HgzZ0X&vy5DoPo`{3c16|-
zEBNw9?R4R%pEc6v2|E+r3$QSF9;-C_c^JY;rGlECxh(aO?i`>d`<|UmKQ<%w89#bY
zx8!rWMAZ6HNH{wOpVK~c7y^xr><Du`uTq$M9ajJJF8&y3@m=S7Oyz8<#8DeM9F~J=
zmhsMPaU>nH%_O4isqVt>v836Dzl-eC#`qYySA-qkk#{5#CDSNC2f4wkjVzxTic1(>
zr${ijtP4mcopMrJ^Yn5h3IGeF4-?Sfc!R2-iEevP>!UXU&m+{OM}JsRSQL2H5)95|
z!C8^MqtRWFq-8a^=VMxLDRjIDHK0~&s|exs_t7Y`hMU9@2D^E+P;5d!wH#d{a3s7*
z#EZ#&rqy^Su<VpkA7h~5=6{<p-Bqr4R<ppgXcZUP;cs+~jn$B$YzpsWck=fBgWzvH
zOM6UAEU<mejpkR$Blc1kx~6Dc#ak_qYdRa3?Q^^;H$Svw?}K%q0U(Mr!4J$E0VLH~
zD6rkuE|{;p?sJv9(Qih2OOLgAk|IbYDRpf~_2O4_bEF}vLWM^{!Gny3^O5!6egy)u
z8#ina?gW|3aRf6-c-j~>))etiC1}f-eE-WBR4R9ck0ngm9@k!0TQY%-^2V2mQ~dag
z66oeLHTdh=q)$m&UXiIzMtjnZ10O!xjtR`~bC`S&blnMae3${0TQVViuQ`$=fEN2`
z>gv()|6FtOV?NZJwC})NH&@We)Yl+&+Agw0ci$m=>Qg;0`9#~zeO5&xoR?@7ErTb6
zhcPbYWNsx-ay-Dt{1$ILk{1UN&G4^)L~{v8T4uWUco1F8ALS7hCy^6rKD~~x1`bEp
zX=L}uWt}`9H;jo4?rR=%PenvwTsmCyO0IaW)yf<fcTQ>p$1jU<aLIz%%|I>g?(2hC
zg#))Kndmw;{@k+jE4D_OjQ*v*<%;U}A)Jbf326-of(WNXfGE7@4e!>)6Mrn?H*Ow*
zAIc|&wA5VJ?`C8TbDq#OC5|T`jH_!QElQkF%0O|OqaVlAJIyCqLL~&<17#>-Wa_v&
zl&Qt#j@1+648kIq6l;(f_o?fq#6><;n}T{A0x3Hv6E8g|m(q#GbSRGiyH4!=h;IO%
z_ss}5TdB)4qJcPMARF?bwB>dCPic$ofdbFHU<KJUtM0v#d$Wa4Y4m>m5_?3uWUM3M
z&Uf%mQG~su_7dc%l)x)=I;JG|)57_~#IRl;Z?zqXw?U~;8zz34WY61eNac;leUsMn
zlAy(*Yz-dynH%g%GD+%)@RmXyOpM`YzJsYBSzl6(0}l7m_Q6s9>f@-mX&&bpoyg(!
z6m})*+B|s~C<k{5;-m(k(etCC0fNN0MrIW9sVS&z%cxsBJoJU$y0sf$BD8z&^Vm2}
zB=^hFhL2hz84?2*E%UAAbr(_=6FK_eQ}yi(+w`Smvft5J#Jo%6EcWbYG4_X>C=zi1
z=>>+r47P~X&mKxOYO;e=|FWW<?iHk)i}(%-f|dr<Y){jc`*3!m6F^3JZUJ5fYw#(!
z3m8m^IQS8toSYmuXy>XBl+|Wx2G&xx8}NX)=}G-O@b%8k&*wi&N*d*_XI7`Q#h4D$
z&b0QxM-*SBg4$QFP68b(R`KICfiKtgzNxW7eB10(9qUC2Z+>1`$`>68pCh|viJpba
zw95_O3`;kgV=xW(9`l^owACI?({6#B*E4=mV<o-$5<Ds7_{Efq=xgKb*zt-`p3+y@
zMAgsxriD*>7Y7Dx^pHYIwm0wJmCtBS?mm4&N@`m(5zzdG%#QIz&Q(2CZfM%rbv+Hq
z)XJ6RI1FF4a|3VbNW>uhieiQu6qS9dv{VgVwZi;EV*t=QG_-5f9&-<VT`s4=0hq0x
z|BvO9?--fd-WzLoyd)qFft14w(6?p1|0b#3bQ=(|k*KG7@*ytM-PBR)UGB@WSv6~%
z{h?Tm!Vr0llxpa2m6ZkTw(X8<N=D%y(;uNrTg^UYOuV$86*<zX>^Cas*>Ac7Ur0Ez
zx8?q<hf^71xG!a01b>Q@6C)v7C!7wrydxizQv^10gDK?u&uYeKAb;pm@;d5LTi5Nm
za9$8_B5h7pJxlV*>N>uWGd0amg1BL3z6aP^RGRNwj#4}1>n(i79f11<XlDNK1NdA0
zye;zcd#MDGABm^g#br)TPLe;NCntk(iPAKHR=H!@R^re91o%R6>H0fj-*R(gpG59W
z-}Z%;C`H{!%V?FV;(^Dj5aQZk{{#uI^DANQDYk=dT9v*6^nz;9l1SJn=y6~)Mo0)%
z^d=H)&v7`Blh$}ncrKSq|I3SSadELT?6m6?uzBcYU_nhqaFLdQ0E^ty$RU%|D*cb|
zpqbx*A2I(SBrxrbU0z^bppbH1ovzI1#+RiJmKjmpG@=d8`0<tIkHS#VGc{nSD-A|E
zFw-g-klEwCarH1JFAy?6vx3QTk(OziO6ZA$yIvS~{Oz8)PUS|3H)?BZ#rWO>S^%a_
zOCISAp8TViL$FT>v4;VML0j-RvGKGu@OLwYId9s~mtZc>r%xhr9Gs(dFKAj&=KnV$
zH~KtXdc!&J*DXJKtwBdn)+aSv8_c)n1d54k`}`V)<P_9YqXi&7@vryWZET(v-hS^T
z>5YCrP6ID7lGlmmK8tf6USSLNS!)?~I`G~~f644lXxuxaePfYSz8k&iHVUFxdwWB2
zFP*IWH6&Qu(^&plrS!pFTJH}oF5rz;IX9sKMw@X7>$L)#=9~D#@4&k7!p*FC{Ogy+
zeQRd6v3F3L)QW+U3Wnf?Nk#d8Kg)3({-0+#W00sLq3VWhV?5?SKiTem3x)S>RsP!h
zEo;LOnz8u*%P~&!9yBH>k6L)gCL!=Mf#g*p>a0LVfavR%OIY|Oa7ZZ&dV~RUs)mqs
z!rfVbdmy&>|6+)#C-`;K5$TXle=K?$N<A`UWTuNLKHv+Mrg_^o;~hf7$+CC;vW<&y
z{Z0Iuo+eb{M1VQR00_)*Ft;^2Sg}-B5kHC$Wd`iOfc0B=S``a=RGL&1h|TcxI6#>j
zdAYG@Nhd*+8Lsn8pMCW0KDZ(*)&8xLAIp>E5Tx7BW-P?n`(ZD@<84IT4Dy{hpKDvA
z-3r_pDSsKfJ$vNKmLuJg^R95TKnm=D+BNB}a(VCtm{Zqw*Su<iO*hqh@FSN(pNpC9
zT{H)Ou(T|~Gj=XPhZaxTdI^x!e>>xW3#WT8`qvqceP|*~rwQB8zb63RnkaZ|jPW<m
zc;)wg%JC{l)fzxj1bb{=n|+RgOR~|iu_^yvo7$((lX{KRb&;9vt`~F|buUuto|Qxg
z=DNFBLcX}txZoujI{~|aoc*zn7C|SrFOkRYd9iU&@w02{>!o+nnA35i=)vQ$XlU81
zYk5e$yCjR`MUYX%8#0g=+*|pk@39m*1_bMlz1v0z11N?B^)%Mr|Dm-%KaO#Yw&iE^
z?FhoiXaRQ?sBN#8vI;o(wCjm-TZTxz9%AQ+c&RsXEPCH@f?c^GN$sXpAJKOfIWev&
z5eKA1lLB*ll={DVEOgdH{r)OHP&Qfb%)c0Uc6FqpUjTCM_1w{Zo_MmB`niu_o5>47
z1+YX@JodE^_>?P!e7Smy*2GF&@Ck7F57KOYM8=fMcVH0-r3M2a#k@7Og>Q^1H$t`u
z9-*hgAC44u7}sbRc{64JTzy2z`*WfHjTqPc*e_WlF_T8ye}G|edua@^mF2Tk%r(3W
zzH_SAR>x{i6|c5Tuec=t_%rq$DT$j>^An=48gR+HZq;fMCxGsp6c$Vyi@*~pJ8L_h
zHR6c!HmgR&dDn_3HTnDEYO`w2rm~ci;(9{){`C@X|J`W^Tkpuc^Xg23SoJCsvax!S
z$M4A0b>jniZQiKg>_8M0v(t}Sl;Qet<XMMX2}l-F?Yp!ZOEvRq{U_|2r>j+78s_d&
zg>t%0JM*SBGHMWkI=wdoLmUP1O(&)K6n&O{X3R0@vHK(j4rX(Tc2oleN`;O;N)QQ&
z=Jc+!$32qd1JGM+A~vWeRxn*uKtq@72loA2@8x;Ki4@LrnrT|(p9*IYZOtB-Myt0A
zIiJXh2)zCEUD(tAyxrUP$amlf+4mL(%?h~U(+Hkq&!YZ#K1Tm0>7AQH5Sr)*zQ;+g
zD<*`N1=_e0FC?PXqYwClWrVokK$xlO=5Ozo=jdk4jv12EGtQrxY0-W9O@Y7X_EDni
zT=kvi=}z>t5Q#w`8q_T81q@pP(ST-G*vQhBkV9%-w$S<6NrhS>qD9bIAGU0BQ&SRB
z?M`s&DVux-_e6q;Z&6&a%M50xALd+O;F^<sDR%z60Z*F5XF_>563-AUxL{c;=fvio
zn_r3__?pMv7T{6`cIL^g=f_jBUd@aOqsKH$65d@fDt$M%Dp5yJ4)j!uq}5dS+5g<V
zTvx9x)Ffd-AS(TT7<&t-IG&|_7y=2dL4y+l1b189f;$OLaCcc)G!P(2kl^m_F2RDk
zy9R>0yL<!r-TU5GzH|P=p2N=W>`YHjcURR@PgT8~1PLux%%CZTYtDXl;weUn<`yKX
zxUI;4LONex7su_Ag{-PWp>07mwGY0}CAj5XZoP$4AJfJdqbi9jFayCN5CFxriorY}
zP%c;2U)Ai9^K$i;95-)1rK5F}tLNv!Q>s4Rv%XPxZnV{A!rvQfVWBs{PG$84*~69m
z^N|JaBOYWoQO&06z4t(D`BwH~)k`dsHCKY0+U2>c-3Uhs&?y=-1;(d8TZ9Z<KCGOY
z5S_bjLnjVxjh79n*=>}c`u<<kvaOqc)UxuIJISV`F=ukV&`R@P&B!tZLh?9bK)wPk
z<D1%c-z2rHh?2+6tnOb64o`yiV8hEu1%w;0Kf^HkGL{ql7Mx5LuT0il^YA{cvhnf9
z7q+2%*}K?y$T$X#&bX`!-Fo@sHDZP=Iz2X!SIMcr;&s{p$psqJPxsl9*TU-%_{_RD
ztr&UWI_`DH%u5AEZ}BRz6^~WG*Skfv)eZvci`2y;0BH8myO(<#-^byQ1nqhgZ#EB(
z7Yjomh}2DXlLvotaKGUDWoAN;PtV6vnqwt&WY5dTef#qmfu2%_FteSit6=us;v#z9
z*X`8sqxq_G%*GzbmAz*HRlxh$5jD2?b~DJH6_fg9q|^G4L2Y+MkUzcR`xb{38|Z=r
z*#}J^Qel!XIf#XBfVKqT^d6LzoCQexwj!hln9@E>(oKwB0ZhMtYk)wcgjN1$(=<Ob
zMSx4-drC`|t~5sl>M<l4UeT%cNL=_@Mhc_t1+j6yDdI9e`-+Ce=qq3%qCPssjxQ;7
z-k2nBE^hLA6<P&ZDtk;bZkGHdzN2y|EuXh`+6x~Jp(+(1x^IF$IP_0a&VI<)nUO>P
z2uKfW_(dI%s-TWra&ZeJ^nDWB-IHqXX`+WyySwBvIzNTZu;TC{{FA|;0XA=0+{XAc
z_g%0W6lT_`?T2llGgNPoZTJA?#lNu5xOT@#+nHek<ngM0rOTJC5a&wtG)grQ3Dr}M
z^*YSte1tjJQKb<0og*Y5Q`{3;xdAIT5(T}7WtC$Z*-q>E3BiJ>;~{GNdrAYLg^-c{
zcvcDC{Oc2{P*Oz+EdIvvfF~b#-m?dPV2h|*T;YyF=2Xpg>nWdk!2IO=sN<<9&%m|c
zqWqitzG)CG6vNy?o6jy(XhO=YwspXI7>U4$)K+r+ZJ#;GJTGlGAJ@ju`hHgy{3ZU&
zpJ1{2k`J|B)Je3+_U!5AOF4v}Lfh@iR@^;)j$7H(+c}mGP=1Rk09Y4Bncv?}K6I})
zMU`Ro(wA~C9u|Hc?+gI=9v5XSa4K*OVu|nP){cV4W8e2w20<cczavlarg>&$|0K_n
z*CPK68~CcBp&{#hXhPuWo&tQgv^67)PK1Nnx)7ff?)Oi5n9yk<-P%wJQb^;xbDj_S
z^JAijd39@kyGZi!T`9}>Elc?VRpersSfM+~fAPWL`?f;FA&J4ms*fZ?{og*lpOB2d
z?yT+lIGK~2^ZI4scZgKFoK{8kT7o)W)_RY|Xn|{@z1C<|_06B}+s9E#wMWTgl<~l{
z6RY*8byKep?~UrCp>v~aF>x78H#@z)w@|94iRN$`d_Xeh>G{wF!V<SjDA9!K+Wnez
z(s0~>firQv;Rye<u!Tb40*y@*tSu}er$EY&M{>F$TSRQYR%KeYH4O@Y<|ii5u^)f!
zmsEQsbL@5&-rKH|@kREsjlq)<m+jq^k)Sd9z%1hyzWol#(snRL)9YDXb`01+x@YH#
z*r5!xP%QDz7P@W%9$*wf#%E{WdqAqx=r9nF|JKF@><B>d<KJ_38zEs@v<BOL08I69
z_>D%~vxS*OqLWEI;lDLap1c+SLkNv~`s~|68bD{j6k5B(S+lPv$J8v^PG0$wqPi6Z
z*a`?F1}2yAsm_<{ghilwgKN5CC6L8+sIrqUW~|E(I7+>>rmC@eZ8Dd~P+=>zvh=(;
z>;(dt|3>?`>QnlQ__6;s$|t}7^Xq0ecK%cLn+Yk|wzl(IX)g!XTLvh1p0)mC`8QeD
z%XU0x?*&~)Qm_tS!yz`P6dzj<7TTr15&ziQRInf;dUIX+FyB_YL1h}HA}lU9I(zFu
z@hBmRzLm_$x$&iA8Y&)H;m~$_Yb(4t=fh443Sa<9V4UgbQi^2h1G??$4XL2n`_^C6
z4<4AAM#sor(H-qM1vrqS!OyzVs>B_!cVdklkzFbS4^9dLuJ!9j*zLkAP!EH@bz=$%
z1kXhjY;;IU;ckAuDRpm#3dtV!4PayY?WvUfazgBpx%>eiKX1Uhv)iV+UZ=^E^{S%w
z{9yLpf$z2uTj6S1Ee8#+mL$aLt`--o<r^#=Uz=m9cHGA~T8s-{8J9xUj>M{^h`)E)
z@V_jRx8)HM6u)<qZ&brS0<O0pfXDs2DEQrG{DKZ+B(8{y3vuf(kq6Xrl&}0aP!$`R
zs|l8mR@`<KRC6{|Xq8q(jDIbOFt2m%>|X#b5|^-AwdBkdPKb64j8&laO%>UQEVt^O
zS2*%v^7i^qDDgyi=aQR*>`eX;Q=;VcxueKS%@3!OF9u%JvF>bGrCA5Qq-1U*Y^c>#
zw)Ohv7)O7*tX{l&<ZwXjqj^9U=!sg7)0Qsk{eVFML6`tp*@(=A`3g;NvaA4rb_63L
zq%_u2lUXx2V->fEvA~6Vx%dpJ1AD1DAJi!EQwcpL1oe%GOItwB;h=97!NVsV9oa8u
zk1Nvj7(lH`Z5<yV+>w6<PZ^TyMQ<vT@>LSX!UJYP;arZtwcUFU1xiyQ)<x1!DN`{T
zLZ#$icwTU#7Xf{DwA%u*-VoIPj%=f~1I+=4(hF*-d{q_O9s2EZn8RBDzC^~n=OXlB
zn?h}=1^Gwgr5&FxTmsK%>$kT92a)gNH?!ZtXihydW_WGJ0Omw$d!E>t!oTgE_R9d#
zms(BZZVGyhd-ZVGK<Fv!{TZs&wHh2j3oBnWD0xwSmnLXT#Gb$rpB!g9`jbdB{hy@e
z^g@+zn?DEJeJ=~%Jk92nw<ggKCJ{PyEP%oxPe~CXH^BBz(0F+30PyV)|6caqgMosK
zz0<k+hB%$eO;o`X-+J<Eh7FUeYJ+#I;$P5a4+273E89lWgupQrj88@8yqBq7eBvku
zNN}2cEZaAEfd5iygfj@7d<B2HOpy2omG1{+?VDze-g`?XI0#Y>_}e|<M|$!A@mB;4
z?k5+BnL7E2wIxRb_g^q53XW1?Q%F7$6wXi`033E^0EVhFk#I(nz0?x;QA;gUtU&db
z4Us&`1*dcvjC}4kZ%sH~Vd_knora9$5Vl}<s>>-k{-n0ca^^+P)z^1cXI&F<9JeUH
z{14q8y5wv64W^L6|1u0DIIl|(D~O<FbBNRh{T@B>VTI5OCuu$axJsuXpft}Zkq&|*
zKYe(URaGv@F8DhL=C47d^)G`6jpgmBJDe%Q$L-J3UV_G6`RTY*bM6ui@B0%|A^6I2
z{{@-eO5UGxw5E3K5Ce{#g9vjd`LCQ%p2XWJXo2zwUjjRqKPHuJ<l<(17VAS*?VxRO
z|F!t`7(wdNL84lM@PzrUO~cC*pF#_1iP#YFI2o3KBJ1OK4<M50xz}!BBT0w;yqeL{
zSw66xPnp8%{1rO7jK>KT*I~Ur#z03`>Spf5wTN1|Es9v=(&w<tmEm{3NvuX#9Ol)c
z7R68u&eIm)Wtv}<voPqyOrvor!TNeT>(ljHnyHw}(j4Gw@@>GycID(r$PT@5L7y>9
zXhsWv_XZgtl_@M(gEciZ70L}b61TrC@eqI@&ycS9+h<7kXH;A&64Y(|e50MB2@Ob^
zNxTvxL_15`oyqTHBg90uVl2IN;7j%c!sc~y{R#2=Hzl$@-#O%iW&|#f<CNvkMq-d1
z4z_+f9Cn$c{bVIj;*t1*u<E7QM45ht|6WNc`%FlpzIXP&dI~X%gjDfkWO#mCE*R?t
zIl)W_x%2tZE!5_{d=XRo?LVY~8|m?4C;}I2B&g;~918m8zDdw0O#s^~oK}T%(AcOa
z-%d_rzQUY`MpaofV}s*;DPvyo23Ye!O;B$F=Kxrk0w}+3PYEVJpCck+&IDU4mp#}V
zbY6-vDAe)=e#x{82iHI4H+0#G&b+oK?(o336~XjUn9wcq9aN?FNI9QPQCasrKst$}
zsxUEp;cUMF)|r#l6tojhsZIB~E&kp@EE!P6`q+cg+YFCMkac6SW~Bb6i1$7*+s1o4
zJ+_339h$fyWMISmg7fs(qzt4vSq;~wa=X25VfV}Bs~-r|^G_rr4>t;ap>0ppe4Id$
ze_Jmqhn5Xhh>imNmRKz8-<p9~<RPrrKOt1af}Lq9G)*nA%$j=-=U=ah{)>NL^8stP
zn7H+TUShmz3oTKrsr}CAq)dJraS~DT5cd18)XMZC)7^v+ifo9^5EZ-JHl+#l0@W~3
zZ{6oB>^5PKZ}02b-sI+)QBW*aS>mNi=VxeY23O_B1-@ptXhnJGY|fH7kA;q(Kc%=B
z{yWGlxnqVhcGxR)KC~q!^?zf`p=y&)_%Z#gz}xnXg5i_cfwBB3JIQzgG*7QE+9SyL
zFD9I{MW|ryBm-cvogu83GBnJi`Leo4=IQfi4D<z<UOUgowD0UMm6j)9n#FopBnR_f
z1O?8`ISqJ)x6b)iNibcIh<hN5M$;sa%}px=w?UGc+5HssIt~0n<a{6P4U9bX=sz0#
zHs!Kvo5lm+nG!O>+z<uAkAO@^n14K%sR8o<^~pQ{mY0t(T2<Gd_?%K?{A-8rm*(~z
zK@G%<59ziHKT~Vmvy?4qeomW%x%Z2mq7BemfYNv75MyvXQH+4+ogi%#-hXJ>*XyS;
zDP0&lME)fuCH&0QZAg=~0;b5#9sh6y#^*=~PZux5El-RPPl^_rD>k6dUwbjb0_z=j
zk5;~SQ!Z!4e*whkK$&5CL#rV1?Up~m&Ixi@MI1Zt{dnwpr+!!%>kg$@=vryV6sam6
zpK@ZUhBkY3t1CzGeJVW}xGbUJddpHPJU+D(#+lQtEVbBXl}l0~U<07>uL9c196OOF
zW8vTUGLC9^a528s$yT5;+Q415m*$Mm*~RfbZg?C`*%en)_>lPoz#FbLevax~w-@69
zYSeqKEhn%WiRww%$0d{*R5^q*0oA~s-P-zw4{ftcOT^m}d^6H)WoC}hJ8t!9?~hB-
zg8{P#{o2vdv4{J-ymB6cit-Hg4X|mj;q4HSu`E|#(v6j-3IeIHsN*W*2ToJYK(V<Y
z+U05B8-?>H9A4~8`VvNVVWISplfbG?8gL}Oz<_HAcVaL1wv)57IM0ltvslxT-nTVA
zLO@Z5hvTL?iq8QXHrs{$GOh&L4JeOxql=65n~s-sJShu$fj|M#XLy=b>+mdMnUAJp
z#a8tBFs6tW86lPX#^*Glu=qd$N7IBFH9Gq)s0?tmU+qW1vr;Ce6!^>*CwP`|yv;y{
zr{tA@`>#u~3J9rr!24asMBlSf!s3%;$G%_ZWI0{H=Bpuzk5fd;>$*rcFg`y|duk%T
z!ne=TebHz+S_)68dMN633dG%$IdJ!xjMnlZJu!CC4U<HZm)^gmwnZAhv#gB~+TrGI
z-vDx|D4JOXPi{NUY3wk>TFPP!cEQIVy#iv-+NcTc2S0>wf4yU$%`m+7V0d;?0Q7My
z$R^cGOUIEmHr#}gVZR9$IC_&AOQ^DMi-}}dq<iZrk`u(UQF;orlakWl<PsYz>;v8U
zOLx$wcB%~TcDTl-7k-}AyN=~`l|GNfIGf@B4%anT@J)xU(Mu`NPDu7UM{@*=9W=O7
zcq!T^N#(Pa@Yy!|EzbT=XmFlnDfL|<?$&!6yUs6(j_uRe+ppvsw!9vY(OPC}D1<U6
zC`#$*Y;YUfRpcbt7Ik#$$m5SA>eiBNh;RCW#NX|qC>_BA1mxKMcMhsCCW@7>*m0kI
znLS*AG(Zdqm|9K$G&HZ?j97k2IV;LF1~ohrOoLK(B`WJtI7qZ5l?S%uASkpTy_MN-
zr;;b0O6h$y*=(G;biDuQ$)`XvTkmOk_~Lvq&bS;%=>XBeYum|dBYCt0*CkJN1-%ng
zExS$bMk%XrOqsQD(@@5O1Mz&NpM$cUnE+M=w*fQ;?CeTVH4;+)Zi)sGP=nKwC*lQd
z$_<Uw)k$c5_oNdQ!Dk`;UhT@oS<gtx)Dt7`L0l4zWVzk;;KX?6^P?9rua)F6*f+A$
zS-QPa(?wMlR#_^^;4xpZEHm^0d4k>&6~X`O;c7#2e?jG2wK)o=47ForI&Y1}`~2p2
zvydn0(f*O4Z2r9vO!U)wb6EF^V|LRuzGK?Jfv32*8@lG^Oz!u?zLo%+Ho(bKciNbN
zbs&LLpYon<JWNH~f%;}Leh8CvdDwzhraqIg4+U3nz?QJzLHQ)E-Lct2ce+un-w1B@
zD{PdOBY#F?{LD?Z5B-}5<6g@}u@^Zd3gu}%bMM51akvOBFhT^P&;HI4mF?sj6(%-d
zFvgDia~n0SCWyVMt=^v67W-UBp%Js_Sg$3M(OYVffT#U?9MpKf_oJ9!AS^~00>i3f
z+YA#t_zS4gY1IXjhZiN4Z32``dS?m0sPM7MNml%a5+CDcWWs2o{MOC5TjjV(r{bQ6
zK2%g0`6ydt*==?Zksyh<1P@fn>&GTrmW&@g{-ixF;g2=RCW@|91pl6NVN2;|yO?R7
z1j*h<xvtc(UzPk`wzlS+LlHfYL5RS2UTvioa<-e`uebZoLo>~nA|oneB`<n*FcAn^
ziLOM^N);_L03zLzd=cAz#e@fRS<2!9%+Yo+P+4_FzaTxaZV;n5DsiQ#g=7eE6TJ4d
zir{w<;KOGwXk8*T5<#c1Tq{*<ZKckX=$3|kvL4`B<T4}<xj1}Qsq{2njD1d#?z{Lw
zva4Z<T3h*Z^6Z{vMCbG6Cxx=CiqQ>w(A*<H0$UAz)ElpNlc$p>ne=SIP;uiPKD4}R
zz8F<r@zmA+gk1LM(Nh_m=lc`~^iaJa0qOpWAh}u8{yR!Y_>;qB^dx@`Gyb#0x~WF}
zowpsIY!>>ALHTEaKldBuyw$4d>euwXQ8>B_4GG^PDR7r#SieqPCKK!2MdAJhWalFR
zgpKmHqf4M;qtd^|z!{J<5?b&*y^J*Jhr_ti)VbKER>Akw+I?g6sh>2vbI9hJ=bPx%
zGqcXRirOl=7nq&fr!{fiV%|z?HU6Qn@u=~86>;BuE4W2v0d>LEX)HqbVJgQoDl3B5
zgqiIhI+}ig`V&ypGw-AE-vV<o3x55TkxER1>Z-PsRoBS@%a*4#;HjXd%|Y_r%9m(?
zIfKu^I)mlkEBOiD)9BdrAP@_o$1|Bw#3NNO&o1bY6IEdSYXb5?Hkn$x4ScPvAwkFA
z%UuP+X}WNVaP&D6wHa`gzdl9eDDv5(`y{*&%6UCd|Bd@?Z_+|w&8OfXpC_RR2$<1K
za0cwbRjPJ6Pu`N=yRi1-O&y8o>oeK2r<{N}C}e@jTUs6(Kn&xvR7hJ|`9<&uc6RO?
z1udy|P87DhR?jExdrBxi4s%^w&UeaR^LpE5{a>fg181e1H8eG8Z=n0&Tb^B9i1Qf2
z3K<ik28cAz1kQch|Au)F3CM?kW=KlO3?UGnhoaZc4<e%(qEe)E_Rt>#g~ACSZf@(r
zM3u9I>quBfpBWiWN*ysqLCGb!rcWD2ZF~{9%d0=8fBlC*lFNn%<8a3-^g%!i2zO%~
zQ~cWX)tx+ta3m_NMvPoW;&4`P$UyN{M-j8=YlLLhS!mNC_Omw7K~D+9YABlik5~=L
zzGB!mw?BUJXS^kJb9GEl@_}yQYCFuT>a*46H$jbCh;Z7r+bQY3_}&6RJEjiRk<@6)
z`PJAXu7%Zy9Fzh4F7xU>To5v9z}qp!0AyM{;XdATNcZ_=%RjB(2HZ0J-8?f_$=msh
z+k2iGpA@6`$*g_H0AZaD)_CMf^JVY0Am;VFscYVF!P!FPC)Cd6DL5PIcn+1|aDAW(
zL>L7jYu5{^0vZ!Jl!JA|qbZqm$dWn1YshA4tgoqQq}8&HEBY?ZF~4Zy1<pO>!>=!k
zBID1(^P~}x)oiw8Y@?iHj9^o6$0I_>*k=B_fhNviXeL&ap58$O$a<xa)vCokCJ_+S
zPTQLDe3%g1{}F0{Y|tBOa{yUp>-!!<B)uT%zox5kf3hjXGSECeHPscuJOhR>91q+*
z3s({giIJVUV&f!Uo+cBqAh~m|M>vHwx5D?bpkSz=#VXTNzox!z6zR?{beVG5WB8S*
zDr#KVd<^rk(K)$MJ8RiLn>{G8_qDMNL3gPy)5SW1Ty&vyq~Al0<%;jT!~92TU&CU?
zHnzLIrRfbTBWp`J!vY&ZV;fwakd1qX6VC*im5<}Tg>0_3l#Y&2&f_(qALAL@-<dM&
zjh2FMU|~LQ+QC>dl-hvntmG|%RzG)dy(l1nlF|R8x!=}y(vbTxV0@n`Q7)@BD3`bP
zf4H``z8t&%TONOxB{*)M0SX3~0UW)l7b>;(XL7spP&Vae!{(ETjQmwR$y5I@_u(hM
zS0~tI%-uRf4muoq)FYl)8bG>h@Kx6B6NcxjNHR!kD}KFJ{fG6B{7mDA=K6=m|BVCb
zH}qyD`ruo|2-D9CF+cd(l^7$o-e+|2zmP|6ZlGv3X!D2P1bl$}f;ijMJ~FQW8VcF_
z<TxCV2XhAa!R`JPidDt;Q6!8oJ<9GdoYy$PkWIkL^q`Jx{JB0}b{7ib^O&-XSoUSJ
z2I{w4ug|{><01}HWMA!@=v;6W)F3n@7eR1$9JK7BBe8P?p@x}xt>o1FQR{NQCEs^o
zbT%?ZW@LGdQ>yB^aWEOm=po1xYG%FPcDbbmhE#`KgWcPAJUhdcf(8>MWPXgl?fH4S
zz0jvVofJEHJBJR?3Xsysh{VDJJGUMEA!ze#Y7_!b6BipBkY2z;+(z#bE9wsGfGy7h
z|KrrT<&ifIUTjHWY7v=ET}n*mrw!G&;dznfVto$fED0p0io&+ij*Q4s8ScN%>Uxjy
ziuLICb}~D_6}Iqz<o3Gtm{&I}E<)WX6dGu*T!alg%6y^7d2Kou1^*sp>0T&tcz(hT
z;+wPIoF{QDmO1#MZg^X1lsEljhm{%0it^iYOavXE`z1U@3CQ_cd`TnWPD`yTXN8q`
zie>^kUn08Lo`?ECF|rOFrpZd54u&B=C<7EJuUSH04g6RpDvy0o068A^tpJ|V9Waqi
z%G1G6buf#<-fx&)$No26KJq9qI_(rh_mBM7;X$UH`#3~@R^7G<{sG+2W=9;Bxy9|P
z&n8@xFHvh!>0x#-Wp%SYt80dDz+KSjdFBq_VoUme6L))ZC$-IHd-G-m;gOB6EbCI;
zHL8gUJPoQD6x)xMo*(AWO34~i&J1mfUPeoL;sHt`P+-Wok{h}FwS%;La2pV0j1Ka+
zx<j3-;<&hu#Vz%mFL>p>;D8eP@QIOV0}dB;FzmC+UQ7Dj6)*)S0oqg1t2)!u7Wm=+
ztrF~c&YeWamFMs26fUk;)lR8~^68X6s|Abe&T0==$1ugVcY9ofa0ElswV=g|7=jPD
zr=ctZi=RH;&UC3vKm3k6^kh=Plc~Z^MqMtH(A-7(!@FBKS<7pcU&`H#vwAUEdvk{R
ztf`FWhMBi4!xuCS0&GBrSlX<etA_R%I0Y@_aDfX_wEXKvo%8)ePu-V^4E$B~S~UUD
z+-W=`^coR1%4`}pEH7O@ZlhADssPmZK5>HAwzp3q#uQC&Z}NNh-T}T?)v|T_Oe+5_
zY1gDpFg!3U+IA&hSr97-h;<hH>8a}2cLoHke}Q9)t1b->Ux!@k%)KQ=`FOx?WxA||
z!8GS?-?>(s(#|8c@s`)|s?K(Ek?X5!VWQL+RojN8dwn*7%NFr`Ii`{U%>-iwTI?Ne
z3;sMJ^o=idK+VqwOC-93!k*gR+haYtkWc4E0aLCz!$RBfOhdee?XBmtBRQ?Wb5MH@
zRQ8BvO89>_{FM|Se+r%{_H0(g4=x4}-s}l__uQ&La8!ErjjfJ&Bj7>n8(?f+k3nt6
zEw&LHQ}Hwvfi!ONMmDdspHME(`1UHh8IB7N<5Sxmhen<oIPjsYldRK?^cTr74X@s{
zIy_FoHT%s;3~rv&<Z=#dUY1Hu7O2cku-`Jq`O+tfZzVOn{Cvh|Ez<K=2V?PK@xZ7z
z<uskSuxyW6^6;CdIg4B1pAPqfrgh1sh4~j#Ca*7n73J6E>67zKtXnfCd>i(yLy?ZK
z_Sf&(nVG)F=-c8lcp1Zo--43)-5;Muu{a}>SM8S%hYJrDf^q4!jvNjW;2pD1US9W-
zM3E_~H$HqF5B*uHmuG5WmD?(mi>f;j9JbzxA8u7E<B91@7(5R^uxV$i9UE9VAKIy<
zPxp9^+!BAb92bpd4h=P*bcXqJ<O6XcRL%$nofHfMt^OX$@^t!7+<a5@NLL!M?k25~
zsH@l};U?b@l8@UVn}+(8olCc6S%HD)h~y7ac2)78Lv%hr>@-1glRe)L9Hm?;e7{uS
z^q8hqLahi;Q`OJVbslHnxKE_I7v8>JQRy9Yc$ap?zf9)Mr7LDBr<YLevBcC&bUwa8
ze;df?$yO!FJ^_l9#k1-7Jvupw{j&gYAs@Hi9fm1ym)YC~If5utfVv9Ls#v7e)0H>M
zGrF$Bm|$rA29`vKhCEA0n96|bj;-)f$T*zB;!NM7LYvMy2AtNHVR44I*x+eFu{A$W
ze*neicv5T;2qr)jz!;2kdlV8$v@|$-ae6uIM9dy>H}9b54{j9x(@i{_UXudSNk4{m
zGgayDk<dk@ejs-10ik4>;`5z>dSNWwn)L1_+QY)Xlb~2Bp#aX4)(|ye50HO&Xeg@j
zh;Tr~6`l_%GvaCL&|OPFEj2W5a3_nl7d?Q?oL1f1uvPUwKk8Jq(h_CYDHD*+{HWpn
zb<>dJUDLIte@+;mH1>8VAH>vYf$o^s+u$n57_GcORF3E1DD_-BvooKZ)9qW6GQ(kQ
zO3ctuDu2+Q7>zYP$DzAe#-SLSaXuro1vd2?5=|Z(?PA_4*U*1;v@#4U1b;KEiq6W)
zDkRnH=l~g3NYsueS+7*0HM6kL;?1LQn~qjo3ky9tWV8I7@oziJ0yn1S1CTg|<R|j6
zqNYA;MJaPNwDjv-9M^=*F5NqPTqmkOEh|jr>!88n-W~;w<f#WE((HBxaZbk+>4xVi
z!7k)=5jW^2Sxgkxxh4F(DNVjMU0lT~mP#MXG2HMx>x@RVewIDTX<%WN9IQ8Q=GN5n
z9)Fmcj+&8ahdGN$9P;k$eRzIYZ2(NoF1^<k=HG?4Js|J}VnTrxrzE2dD7%q*SC4);
z)m>WbYq~%@0I`_V;hkCfU*(G_|3SU!_0QwXbY>2A2vrvF3k<I!1QaWcH@A=2JC7_r
zGSFn&boxe~n?i{MfAy5eozzKCIf1~NHwL5mV92d5fYr&?r7sC(#F*uSJ#CzT-5O>H
z*%bY%$2X3BdLW#I?1EU_nfGG2)yq`TdVs3)HW=p~NNf<OA<Br85gYgfPJ>gqMn`~+
z+#0B8zIT>q`aY*5ocLOZ{Kcu{@dNoNkXM$%oNSwDlvWJLgD|(D^X!@brYU+BYBMT4
zs<d>SJPn*2DD80^KH~G{>1c#)eGFR2W>+Th-(%+|c8Lzi_cO8^hYyj{#Oe{w<vK)!
zk<0-SPM(;?;ZX@L-~)SV!$?NQT2gDS+M%dBK5bPRB|r{EL!i%lx<#Co&J4z`XB!=J
zUG&1U24{Zxe_!?~?ZFdV8KGU8R-Q>h-zS>~CMU+!Pyq5-h|&WA+iVVaLyCv+Wamd*
z+t)wz7ldof+W1)GD!$msc}%h@vdbw^$-L70N;9Vo?^7n~%(nw!{f@K#-x~5`iOdMK
z{TgeR=q2>12*qY&W>x)aG8fc{HQzj@IIYi3D!OR{e{vwk53d|EJ?sU_k)gTL8b;|+
zB}A!Ad5J--YUb9kpXn7Yo0>?GX9IT0dd_pJMf83;j{?IdSMsHoH@H)HG(w<X_W9H%
z>45!(hqHmDZH|^16ev7Y>$kk(bAU*|egE0x=+E(G1?!J0n&`Rk8u$6!*c6xDY%@*S
z<B!7u#bcE8y&x?sl%1*jmP4e<O#(KdhY!N<{MYDNUW#6LWL~B;jASf)g;1@MrN0E$
zJc$X+u}*S8vqW3Dl6v?SoH(xS<(_TwJHfSXiY(VM?|};OCJ0<$lq{z9vJ?UQJtaS2
zco&p>K-{0oo_m>flRN@srHo|Fyo&X|AdVfkHfvP2JKN{pQ|#wCOzOnesOnOPIDl<%
z4Z!riIT^P8beXEF1l5-u)=f*;CO)+JZlHa)<S2X=t(TkR(YCsIa>MpAK{j^-A`mMO
zf1eBoczg6zrAvR-W}B1!$xri(v6Y^e&t^*XnySA+-E?Wg0W9zpO!X$^+nFyo_g(H4
zjV-|Fcp6|p4h%>2+iH=Nl~m6UuC#-E9k+a`51p(9urIR{lj~Om)iZ5gWgYDDsh?u9
z)A&)E9p|78FKh&3G}Ic)Cz+@;t{O&~L_Vtp@dWbk^IZNE@aZl)jUng2Qoa(K&695+
z8-1&TDf8tuT#K@ffOEnpzcK`e*2q(TO~V;Wk8TI*<AN*n<eJhWw#XapDslf0*s0d)
zDFvTsCo4Z4wu}gyM<j*)@oenAuFZ_ZGT}Y%dJKz-?<}*l7~S4k)-*zypkh){BGv)>
zeZadH95<HdIO>_PJT$p?th!RRIp#sAEsjsQ*OeTSv}<`xQ=l?l^Kx2F)jjhPx@+-2
zTK+NsOI`>r;k*El{lAL^&IAb4C{^1<bCB9EyR(JcY>8}t1!NrHWpW<FSjy(ey}&nY
zeRza?!BJCj3wHgGn7Y6YN~)o95+HV?^4tCDyhMG53aXU)U=!((B4y0sw9MxCb03AO
zN(M6Zet4_NteI+FuT(glz{Is6Zh0WswYavVp_Qz`^mPry!N;?+2BtHYwuG<j3T^*_
zxIql>V9YTYOxpCZN*wI!ziIl=>CcecKc%9a^nNrWjpRejbiJ#ip!LR-^y*Pct&*yY
zMRfk|(*5dQwLimZnuor~yY&^PPcC0a(SYz&n;Nuu#{`ALRvLubJ+Q%t3m<i!ch~|p
z`wtbAzhb{w<!?l4RJL0cpL(vO_kg3$T1fXu#=PKIUIT?O#sf;p1Vw-?I8O|4fIJMz
z&=ekpc3&(wAfUy63u@h_j~%o&hEVDw$68OaSIzm!p}OW;RrIG^UmR`%#a)|MoT`^2
zt#$V$aa|6?EfV&7D|3=byyrBh0Q#Y5;_rr!QASX@R8SOav0+OECPy2GE8NHTr1F=L
z(?T%|x)bXZq&<A4;2WPn_~P0$hbq$fLJcKjlB$09$LWgpmp1tChufusPtZJ+oj%1`
z{k`v4rphEn!@PUJ+UQNUxsnC@dF3p<>fE|RPYxTqrmvcO@FymmL9cW{8dE#;g_wa9
zM_xiRf`9Lrx~ZK4h*kq!PGh2pOA*S9iR11|Ap5WCa5h{n0d?`)4a#nntQ%YJv0LMO
z@Q5Cql9!SS@D}lFNprXS6L$?ux?P(C9dy-sKM0LfweR-*mYrWdHe52z)a2#N{dGb7
z<+sKk`dha&6$~q%>Gb03%Y>luRI5w=ewebr#g@h0te8JQ{eruL!K8N@ZwsUMzI=($
zpqPu)S{tyCpnf@bowm1FpG8B-@z3CwI0YTtcE`B!Thr7I@ZyNHgWaa_oM`;I!fUK^
zYp*^c)Y6J>_-+K(Oz<Ui6CI(DJu<@I2An-j07|L9@g?bEVVxOEdYCmkV7{<JUu*g5
z?`vNt;dK{lx#Gyuz*{|of*^X?b8u-)Wi1}IZE~F~9N*Bmd}8;jrI*mk$eh?o?_W)S
zND+~i$xlfpfg6}EyUW4y^87FZ%fRN*soB3(EK0;pOjUV^eujE07}Q6hk-3!>C>oq4
z5PA!d|1~!1lZ&lCTnvAXy3g`hnzJYItAXwCPR@7<z&KhElI1P)vUnR0$i)~e#q#c3
z^>3ZLDn890+={LFUf>AqyiXaWS((bh-br>EqhGg{x?}vtp>Wm$6ORC3y-(vd(Gw>V
z67Wm?R<Yoc^YjkMSdq$giFs){tO1B&2X!mg;fJ`%O;055%f&Wj4}db}`%jl|Pd^UN
zscDv!jU$G(r*w;-Q4#D}17-AhD3e|E&oD5DMb`HmIGJwZxX~Jd>i7vt5qi1BmUZ$i
zw)gDni8kC)-K4UY37l3-j^*Hul1r@0xfh%EowNipkwWh!f~U5cTlujZ@_+3(Iter@
zR){u;jgi1DR%s)o-K@&z{7%))<3;+$4yV4gXZwri?d{!==F3i_>4!ZEffm;E^dBcj
z4Ya%x_pOB`*_M%Da+~XNo?~@P6O;REI!ckgUTcju`o*o;;ilB@bIW9lN(VU|k8Spc
z>AKv7n&A(i@c34s>SD*?l=xHch`gS=Dh(vlCXs}ExY=|ZtvI+b=;!s76#HmaS(bKt
zFnWg!!|n_t?=4tow{wqzk6`Ynl+46f_*<o^2co-gRLCo`JN)KmrZ$^!wt-G;)Ad|-
zr%(G`HEL*8ea6KO(K+^LoY~E#>r(BCN^p}`!2DN_dCn3wCXi6+M`&zL3q9wRZJr@M
zr>drlfiFq#D)~y6M<F^bm7bfw7#kl7n;4_w4>i-gKfP_wJPA9U-7+b4^>Q3#)erUw
zf|oWL?Q(=s9tm$Q-_k$o{D~}Gi<5k_y`=2ATPdrRm$6K%2lo4JD)21`b+q(y%YTl^
zMtcQ(xj1HxKUc`#J18+it!h^p+w5^Ag{#-}VpKNp(J%B5_vs&1`+vIW$@k$SgVvP^
zHYUB$Km00P(}SY&r#ostx%i6w_vndaF>?;aJ_D?f+H=iCQut>VPWU$5Gf)nz7yklC
z?Lf(C_~To87^%OoShy*WKkw<BWxt=YF!h|l{ImP)mx%ZL>z+UdWYH7V67BgPeA_dO
zZg}%oi~HwNG6Mhi75^6XyniBQ0;iyRb`j(N9Ob7K?d!{@tNqtSfe5!}O%#uvH#PGq
z(k#84<2nQJ$xHVC_Y&TCgw_V~$08b88#*}J8|hg+y|d9bM`ULvWg>lgLrO}@#mUXe
z@~<!0xc>QqmzR`L#>m>l(Ug>(1^7(q=}<-mJx50)dutU}TO+^{d-_CJ*v5ralL<J2
znVE@=l%0b~`}uP<Wk(}h;HNB1&%5gXeOJZI(#+cAKTe~dXJ+mAAN#U;j`n82iAk9l
z*qGQ@Sb_5cf6wn(*hx7#7`VBZS-DABxj7iPn7Dx3`Fm9*BL^ENdjlf}(x>*T$?KaN
z88|+_cVTBD1zy07kn-~bFGS$=PoI$5{cZcxw?O-!FJ)jw%J}pXQ5#Z4QpEqG1E2cj
zpAKYY`&aL=KehAe)Bo%}HsG_ry(eyF3G^N*qqwD>qmihQfsLWjbLaf+XJ%3sHf9#K
z|7e&?Qb;4hXDqQfP90T`OUL0e!gx@8yo@nsob5U(GVB;3H1k3%0wv~JxH5cf8oXY#
zh^Ux0MkACwubMx_XZSk9h;u>p8CAtuRfS`%%8H*o1>y0B`6<xn9+$U|EoTz|I<V-(
z+kNO-zytsGtKq~qJgg)RuN`6MyUXdfY#q?q`{Ob62-fOXu|~EJ48rci@kllaUeXVz
z%WqXW$vfUzC)Db12pl$N3ru(*r2nck9*pC;SG!v^{@PU~sBWY2IkB`6adWxNb*boD
zI>v-=oA2w08VcFKkS3EA4Q8qva=P6SKiyDjgFD%6_6e!*pL+#?I@{3@Kd<G*qxVU%
zB5y$$>EG9Xdru*nDj@yZbV-l49N+(DFw880Gvk2gDw+cN5GRs_`{RgXfvDbKuJdH*
zL~+jVBqDh|@5RZS(KpCBvbx9=yeMAzmVLNcOOeACCSt`tJjNNUuqD;Bzsj2U^maCD
zkpoedRH40AsrKP#S*g%YOK}D;>Mz*9n!GI(2=iT|HTyST_)H%87LA(?o<EZ)PPiYO
z(-3d0H5&tt?X?1Sf{N40KcV*8hb#0TUN2?88@)5-I)mLlY3*@Eo49*>ZEO$Iyg%~V
z=`Cb2zA@N>b>4U{)r)C%_8QZdv$&+`t+XH6FH?H9D|Tn7iVV=1C*Pi$fn6NE9$e+0
z+4w!onAoBW3aNrcn*47V<-Nm5aUUvF%G5jbtw%!lDW>22%444_F~PoM;6@u36>`K(
z_KUzbB5<DAk`yUwJWcut)*I#Ck`xPICk`N~nOn8XYN}syza7=#Q(PoRZlW35S^Qbo
z^G>wAzOmIreVU*9vvcP;Co&#e-ZDxkAxA^yN<#DSI$B|#?!+|%(Jonj>5RK+OAzlC
z8YEdZoUf1R;f)=p?%Sn~VVq9P;?m;M$_ed!)!Bli=mU+Ck8g4(XLpkRES%O~k2zX3
zTQxg0+~Op?J5GY|v3^M;)h!(`Ft%k~a}C-%sq~q&Vc|Z3o%`UXla-b09g&70^aTTw
ze5^-8f4TNm8X~-u6yTVLDTqB%r?d2fCG)WywV3Q9xEz%wFC#MpW}_?}l^waHcq;pN
z!DU<gKs>P1iQTyv84^}O$V)OL<{VHt6Q_n3OeVj4-rb_VY30>&D^u}DaQwzecF<y)
z69Y8V0#-kX9Qxz+h%)qRXWpjiep8^?2{~dSvbVgBafH;@(ln9($2z%|Kuw%xw;e;o
zAJ~|8bS59v*fF}&%RUZKFcmVf9Q!Pr&+fIN#`YIdn~TP9Cfc^D=)JMhmm&UX05+Y$
z1JiNr2y2U6OMD+QSq~x8WlIZ+Aac~PveSfUd{@wF)Or0y2d;EvFvB=7C}FSthx!p2
zR(tu(8!Zz?`k^)>amM1#j{#6kI@3RrqUS*hQ$Mp^ez&*JmOkEXlGw}}6F)#{x|wy4
zMvQMKefpKO*_vdMZh2PD&*y!oZb+`&Jt_HGmNl+^;f0yM<V3hX`wyGj@Y`OyQQEVL
z^YgP4w5soCsApl-laQ`!p*EM?o7mI-N`@c7)+pTNVovp4T)W9g$syx5vqk$O-*U?N
zTj<h0p7=1V1nhZEt&OSjtSEU-|M(iDY6CTt@OBh4VP`f9`32W+x~UUbzETTG!8~+v
zm~<C=>i6Ch`N7}!c;PIGg0(HbDGnWM@qQYGE<)K`Qm{r&p-<VcTPTD7i7ZuS4&U?Q
z74=${ub)WNw1ex0e@&Yg;T6v{k@MX?pJi8U%a6n<x%mm#gb>vmnFfpXQ<opR`8b5F
z$RBNmPX4TgY1qoo)7_0U{Hjb5d-WJ5>Cx%fss<Ug^N7p(?d?_OQD)KT(O9^oa|nsz
z?c>ehFXr1<6`g!LOja4sy`W^2K9|Q|xEFcRe~Z<bU!=_cHiR1-Wc0<T+OPaGk6ODM
zInj5ab5pXp5NB^Tt}qJ2@;E`ZxjV{VC@|Z#pQTf{r{RiwSUX?fy$w0G_4>Gk06nhv
zR+v#&Qry!~uqw~oz0Q1ZZ3hNEckXt=k*;B+yyrJ19<N1Xz(+XD4MJ=R6g<!PFSO;*
zBHThLBgcI#ctP)%6Ym!f<)|Jjw|0LzKhl?VS3*wwaZ{QdhMHW8ch_HY5%e?aRTvM;
zEibs1HaqO}*o4^iN#6%MuGf&^n)7-a#vR*MiDt0!qqBS`HvO5=7bheq8>DWyv~41T
zLyx<zKZ&DgD}_#*-3QT2AECCyQG=~82na`?^NW1JSQWwD^WE(*IsRbB&p`uDm2HzD
zYJ5p(3K0u>Agf8TmmDX!F3n`rG@o5d!;&5*5Wj|pS{;25lyTSP>IYt$ZL~?{`xsv7
z@RQ?nSES(_CEbAZQf2<>uLwV#x!7DG+zlT~rgU|<a72%uT9fE9nNW(uaQQyb4S422
za;jG^zm!_QzM;ygGG_V8J0a#IrO+wl6rxeepfc;pexRo9>&z_99s?{1TC7n<Vy=x0
znPvK<GeQP9n(gQU9$)Vq*CeQhtDX3zDIeLQ*ubG|T`qi|{isLu@tT~WB=gbEzED<E
zw51pfOQzQGquC$Y;re#Gd)5A99ybb)GU?A|r68MfG}Z-#?b;C5CUoyxIJ^X-gJC7M
zrl#E@KiH5Jd#q0Gl2nN>^min@asq{lMA$2Y?cU(3)%8Jv;2N>CgJI}GXRW+lLL+!C
z(yEga`;oS{)u_eoJ1kj*>&i6qSOI)H3Pt>u%9ZX{L6#y;<+M8k+Zl>DXU!C{0ph4E
z;hHU#TeIB##Hd9)7ad50D|66DUh_(P9vunImS^dT%GO2J^OY^Esl5C)Qp*7;2kvof
z^t${T5w{=#QT(J|vi`1B-h_?HVXt6Z%C?4c>e>p{)xx)eUcIApg_+fOrM7m5Oh<aa
z1SRXoEHd(aDMTLKHO~2?p=;RuE@h+SM?+QPE4tivGcZeIn4MqQAaaD}SwNX`jlV*O
zb1m&%@h>xlRYz_sDCq$TLTELmsaqPBUjofsK<U6Aotf56k5_YRI)p8c@jB6ONm4k?
z!6#NF^t5gr-+NzwNR_5cP1UIS2`=p`O}$?g&~~8KJ{lR0ou#gbXlgLF`(0v*8?R;2
zv;--QF0aWM+EpS|$+)gOeg7e48Vq+LrKS_H*C>B7!-Z4cD9I8pmgv71B61YWugsCR
z{cS`wBwkt}f8^7i32__pA1A#mHKR9{_{L3B&P_&1RwYc@jlDHKEvjnd#J}h1ZmpJ2
zW3ygFRzqRuU2nXQZY~bUM5C!(Brkbg%YsHbyrOLwi$L*qZn!pn`Lp~niIi@+u6lEo
z_HVBrcO3qI;2GhQDEc!b6%7Z?tE+Mf61WYKYI6K{S&f3ZuL@M5hAQVQndNM~3po0N
zFck+;RoR0-2EU^WMy(@)j(o9a?>zzQNIRo8s;@dwU>U96l|vImjrf8ru2!9TE{X`3
z9b4JhN(H|fTOhap*C>k)Y3VCxn|H6B%&M>%%Svi6Y57>q2un6`?7tJX3$1%xW!$gI
zh`70m>*N(WfT!47hj#(OC$6B_8^Y~4;u<z^ht;b-UzhuygYxrQ67A*1`<6&Gx|*dT
zBJ2STZWK0o5mj=g<_0ko8X<dXCmh%ZbwjyiOCdgbAx(=Nx`W8;!hETy5V-H8IdTWs
z5dBP2wq_bd%Pj<EC+AXhnb^5Bwr*-axcyq#?aI!niC)TdDi8hFJ0f#qHVrpNg_rdq
zw?+AtgZAMl<PhkuZ_+q#%D|WNt9j_c7CVbg7hH~cuPERt^3qYK{cOt@Cw~s0GK+Ez
ztg+V7xR&i-Bi3A9!^}(H9xg{(a$mW}0=2a_GdGL6dj^v=mwDujb$Dby9{hA)4bn1f
zhN|BZwb^wJUD-E`ohtC?ayJtg)~Y(Cdv~KlO7qForO<iIV=CFcQfO4qnaj!()i6^z
zTD4Mth;<ukM41v<V4Rv0dt>Rx(mRApS5Eb<r4_ll`Ng6{vQG6O<h0s*M!~~A@9PsJ
z(k%l0vn-gLBq=w<T|03K9@j#O;0mY;kzftiN;FMFO>s6Qp;2!^J-jiDHFEe6-Jq^>
zd4~Hu&rLj8>usLPgwEme(SS=8210d5w@v+ugN<t#5|^K+=xp1lcyTN+%ho*JTqE5^
z9#ULE9a2)`X2Uw$Y@GU85Q=_P{goFB&Iicdq5fOE-LS}S<n8Dj6)9yJrq3kB51Tr(
z-_2uK!)*zBGQ-lTzIMd>9NM3sQJ7{v8+RO+zIkA}GUxdQ@lp$kYZC4Bqj#Tejb~|=
zlr~>Mtp#qi#dO^qsBmDqcK4{n$y|GyduOlYoR70$w}E%ned4w;;k;<m&*whH_vHsZ
zD#V8$=ZasrIs#!zyg?slswsxLkOC^FvE(o<^jSM+%Z>UV>$2+~&b#BPi#kHoi$CZD
z7E-U-%5PVsA#JZ7>Xk4pn=Dz&#n<m|@NFCpgv{=lXkle>FQReZc|xmh^ov2MHONfn
zWJpk#Mr)N?T=N8(kAAK)ag>h=z6ct}Ku~ZbunCJKvLghGE!6X!pq^5>VE(3cX}jDp
zAgx9sGV9x_Q&_sb-o$E4%EX(NBC{6x0F$M{<^9#R^Sv4?aytA=i_x(kOKFT-iW>UA
zHOai7dePwpIX`jr9r?s(DH5va_vMnrRc?-ybxubO@p-&vC|M|jh&i`;oc8|YXk-$P
z)T$4-D<KGD$fHjXaGQ!8-2+jgdf4sfv1bw*PbT6<*c?o?<osH+1xNFr&mHs+>uSum
zpgrWZmSTtO*~#9YXWlOBZ_T88hYdp|s|$6fjOj)p6pBw^I(_Sl=8?LejzBo!>UMdQ
zHRRzGN!ZA{tc6=zU#j$4yIy#x{{xy{=1Vn6Mag<GBuKhJ4~}swY(#=dgb@b+$aMx^
zyvsJn&Q}TG@xLvNq{`>aPd(M;@oK{zcr&CwKso5+?j2n$G2}CAhiiaUu0fvQJQl=W
zXkA>(p`pHuskx-L^3_&c0%4Ca<U6yOL8hJ|oWzbj6n*mgCNh_#Z?xR6$zN#EImd>t
zXkcFc(Zx%VNyY#0sioF&=qGr>W_xr2AINrBVdA`4<G$HI#i0!`2N`pO5=jg|ty<cU
z+_qcfF7qQcszV#p;BGZjJt(w%A9Px~h%SltUz6=ij`*q6@Tr0IQ2jO-a3rYOyDpZb
zsQTq<C56dQh|;!I{QOuHZN9FdT&z?$gs~~%u*RLk-A7pcZtjOoZ`j8ArqgyZr+Nvq
zY?vIQ8m7*V>A1_ZySNj<U+sQq=k6MwI<7R2+ddmxB$-2dQxn|{^i=%n17XxGyC~w7
zYRZ?EjM?s9t;#F-`|+!@f4Emx=u^B+zHEjBptu~Iq7MtPU|34SPO_ow#+hDGP{Lcp
zeWoEH90GJ;Zet6Cu0@N=O`}Llub9@GpNTJY_6AS4oWX%`b$OCKyNK+%7v1vCo!U)e
zXC>4#-_OPN#j-N;%D-WmeLh`F|D5vf61fd46mxCcsZ+%g4`E=U+%)Q!!h}X6dVd@*
zN~<h$czW=VSu&fPgQ|bNAk^;lqCGISnan3G6SNJkwAi;ql)n6K*W&zUPiXswCBTE4
zvxr6?muUd$<XwDNIX~7&MSfnWqIOCs6Tqr6u$U@Jw<nmUH_xk#<sN7IK{9wK=k3rB
z$u+vhmJVJOY!@;ra~6wSFPZ<y!1$f_YOZD!=GL*v>u$ePriL=Av+~oB9go}90q@;W
z)@<pb=c>rUvH*BAgzUckKw|WWJ=4FK8or~XexLHPZqCj~&#Ojzh?cmn!ujN4S4V2T
zG=NOQVC&2BLFNOSKKwoZ{dikT9YwP9ZoC{)L)N&h#(OrC%`D|w&SDBko`z)j{J{PS
z9wofg3P00p%y0X8GZiL+7`8Q}Sl0g2e7z|J%x6%o-Z|n-+Pmhh)>}ovMh{~_Uv_-k
zKOlQR@gQBT(*0KBgselID3QF_qQI;INz<wLfy=q2^qrHa=8_R>K(f3)id!%9X7KHP
zB2VtO?KAAXS!ds4DrjihY%)v-2XL;)x~i9AMwB$HP=sWqIV$ncmXA>nV@G4})@4-p
zgHY_CI1-?zkTZ@e64a~npcGL+P>!61SK%}o<ERAQSES5o7WiKxNZ6A&7<|!@;ZT*!
zPnrl)-W11c$V?@6hc?yf_8ZVo50Gd##PN>Iy33d98FVk#e(7LL_Ak$q_2_*_c7r<?
zmAo%E8(?#0uKa5B_BvZ;K_CvFA*81S8M&7rK_Dd`!@RPTwyxirK_SzXBCI#;tS0Jf
zfGCZd45}QWe8>RnpyFnN36F8zr#Nd>o9cxU`aw-X^=?bH#cb=Uh0Nl?pKnjR8#*iA
z(Ng^|`6#OeZ%L6#eMBeXLfG5y$CA>2?DP}OrM5k=!Hnx$_isoex=k0abteMf7(G>Y
zuPyf?h3<q~F_xINEv}6sP$)og9@bpl6(akSf3V{1Fm!jQ4^TW>_V&hG=zXM4S|fsg
zX8IjVLl_Uuo)LEko`Ctg_4N-Z^j890fqu+#tV%jn7e-Ef1htGVdUtVip1rOHCd*Yj
zx-A|%-A-DGMwh37$;bRx?K@qX)7p@`^R<@RmCNeH!+PtHRkCPKKW$|LBl$tKqk!$o
zWgUa&+a>ntFb0Mc%@LdBifk$z#_NQg1{JCqb@o>27c74WJv7jYbDbl(qzk4wm=dcw
z>!+`r_Zy8d>)-GOhKw4=W6rfidlf!%NEfvg6vZ?5Vs=*`&b<G;MjejpDwejTs6eP7
z=$)(93C*5G82Z}5#oy)~k`qE;-!u<iaTZFVcbH6rEJ6nU3s!4nHy^%smPGY|8vUZg
zF6#X@e81VE&weQuI3sR`)g#pCD?<JGmtQ)B3?Zbg!zkmw&rOMldbAY}ULwEXLHFFP
zKPaDPZ@==U*e`&E5d%Rc+|RZk49PE23Z>#$E`*UR^hDF?oru#X(EMe+h3@>AJ5R{E
zi1jnB8==y!hqG=naX}=D*JKZyHR<&a`hBNY3ij~vA+>~c>nT5l%50$2RjqqypchM~
zzsGP$gR;I(FeFC|Nx%5<VoW$+aW3UO4{bIDH<WwG%NQn1`TI)V?n)L$QLYYa6L1+q
zO)_8q$^M>e3@JxX%2(DHqIWuCd1mg2JdXv+G5V8YC=-W$Q0>;HW@dVio~s?%bR3A5
z2vLo!=h-U+_Gz!QLp2I!&5vaxoRsQUt4yM!%I-VT_o`P}`YRVc;Rp#$eCEx&b?wD?
z=Ojdh%G1q-;FQk6gP;2brB98cG26COD^`q8to7ahN7y?@SJre3zp-sw9ox2T+qTV)
zZKq?~?AS&J9VZ=o$2a{v=RM!~#y#WSG4|SPubQ)F&8j*7*sE&PuNpez61Da8LK+%@
zJ%3)?1la;x32PEL8$)4;)M~E3kS->tZ@;VDmW4@#U-Z5&`PW|DZpSC3=XYXO8L$*H
zaNuuy>?5BSXxjNXv*Utn8i{b7gnq;nxh=lfsNv`!%YsP}t%*TfV49(uAx`LHZQ`N5
zcD}sSy6K%&A=hbG>$UW9?dh7evhT31t`hi;-Xy+~Uh!}p;~hKCK&S{=WW-uER4cdE
zLG-Lr*yLw_<mE2Os<Z6h<I0f8_pOIc<#i`BubAr9rsJBa>jz&9m#kq3mE(snt_Pt4
zc+ElELE=Z?9>Ky>JDjxV8H%>=VZ)irqWQvE`0@rU9nsm=>e`b8k&vkU?`ozP6gOVV
zUileqhQ_&MW;fZNdoNck(&++jI>@7+C@fs+Z1H&9Rjkic#$`O>PkwntdA$JU+qQkq
z)?OJ`%_<l&D<E3&D{NTC<laykQ+5jM>u*tr@Xwb;Y~#d|iW+If<=ljL5H{Riv3z=R
zTlT3c8!tG}h}6DeesdU5byuCku&5W>D03+P^!Eu3TMVE5#;JT4vGcaexxKsH;(WcQ
zHq}S(qa8o}oUyP~vV>WkY$L&RAE)16A>X2`SJs%ia#lU*JH>g-YZqtI=~B@-*dV`k
z(mweVL+v62aqhll3KBE~gJlS3Pp-gmc3mH`7TZaLp596&jd5mAsz8dE`QzB^5WvM=
z7HzG=OWsZ-85}#fS55$uP4T^=L8K_Vt3$^rpJJA$9sUV8++kJDkqhcie!+BD4Irq;
z!(zpS-nHc6G_12ZMFE#Hy#5nAa+lw4!T+tw68cD*>eXu_^o_=40+v;rQ9W531aVrg
z=Xm^Av;?PZ>2S^2(bV>VCA8mN*Wu{VOwLF4^mv{8J8{^Rqk~R9V0t1qj&khwSK0f~
z3{S|beqV*vOUh{HaksOB&+RLNA(lGDXp;9_1J0ki$!Clh)@&kcZ5n!e@n6#<C7o((
z_PxMNIH;yrN91Sw*)f-HgC+XsjJoY9Y)&bfGX1nPN8p_lkO>b{A^|vD&vRMm&+kJ(
za7iYJyM*=6gk?Moxz+3KhremY1(~5pkHjLE1A9$NieSARbXu5YyhObSs@3elScKo{
zCf68|69-v9D6_GEzkRPHFwuk@s*m{|S=0#Pl7J^lLgE=gPns4+eUdTNnv}`ll2dH~
zDSe=>TUr&Ihf9x)Bl2U=9JUZdLJglh(vnOPt8sSoI|nw)lO4V*14b7T&1x@W&Jz09
zbbj=q1_tS>M|?v8#uqFV{V6W%rF|SjLr3N6Pw5_K@-MoX`t|igrlH9Ys>enA@Altm
zVomnG6U5SV_)B&T!$WDJHik<(HS88zRA<<pb|>?G{I;oUA(OdDvB-E&uk)kmNUlF9
zoaul_gC`$l{si(p89vLV^S3R0oLv0y3^GYFi=R5Fv?oq86q-ee6)!NflV7%*<T#{x
zws!c@rft1#&W64QbH2)HW6SoKRlVN2{<yA112Fpob5;|l)3j2FTa#^@eeS{4I?*K?
z(HyeEKFV>M9(T1Ye<2|;k#EwZi8gKBG#+`wdHxtF=iVPB)}WahDdnCa+qh+}f`&Q^
z;KMjreJhFhtj`DNNDcEx>$RQ6sWS_4sI9r;W*YO@lD4YzTK0h-7fI*KGOW`ICD%fx
z=1o|JVHcO6fn@nAx*)>3rl~dqf@v%|O$u6hDqx;E;o&b==yUEYj|CaMx3nV?L36hg
zA32o$=#|4}g2XvQAO?7AIcyFO_vR}@v0dA7T>(NRCB4F>OBw*ouXUF{`|oB>Ty3=W
z_HuqL3^exB)8ES|TL&DshaGeI1TL%tK{0>jhLa+KA_mIpT%2fV`o~V<9LkPAOYna`
zgfPx;Av=bjI_q#&mbxuHZVBey(UoD>nd`7S%}Sjd+mvxQ$5v&@`%@vrIJ*;=HzA}q
z@71$y3L-L%<`l!I#_jp-SF)bvcW#&=Cl!a$meRsFDd85Yv{TCGS6Y`RN28Cx>%ceU
z=WJLHG?*Tdo-S211U7hhHTO)UtU0q*Mmp9S89yVF-P5-^;ZLZ5bO$%C=W6xFwjcct
zm@#f#bWjP|wG(Vb?ye~Fsnfq6f^v2o5@}rCzn@Q0$DvIkx4o9Y+R$&QU0J&})RJT1
z33UW@52c}|v81Jh!D~{}7SqKHqtfW2P<J%i3p3T318})#^-8KVmhMzM;!4AbtboSO
zioy$-%AXm(lU=wurs~h5_37T_b&RUAdX8V<Zkl(~-mKnnd_L!iwDI%o*YWs&PPbY(
z7<AY?)l7P*`HYHxFIAwI*^HeO*!X@^S`(Xo{N`x<94)&l&_?M0y1c6YPUx)ojR+hk
z(G;FETa>)8J9j`8MSITu2qK!xkm4xa_EQgGV`xnJV$0H>$xX_t#05S>q~rb0LC?kV
zb_{jA0YLk4Fc(CJOZj=Ie0&-}_L+(XPq@&zq+ttmP+$&7&>ze(9^aSlkdCW@A_E~q
z0%|`YJSfW}?ybx1j1uRR@I3p;-Lj#4+&#b}kyAF)xOv{a{)+&h$aTSe@x1g=bEY$E
z5$-UKdf=_;&FSroj**LNggrEUAa4;c`%&^uJ1z4N`c^5B!~$5*={T3wXu2f(k6bLp
zN;8;Fv=S34@j>5Ua*mP4CQ_d`C0dT^+qp3FZz(FcP67%PIDhyQP5ynyci#B+UoLdf
zkK65KLJA*esUj{?<3C^1d+w(e%ov>Pa(8w(UV2TUlXu7!_~P2|@;skz+T?rPdH3%=
zCi)9~5Q!+!PYh`!)|5+=tW>l_?v6Wn$?4}SHSysh5{GA@5t8B9>y4;o+Vut(s6g90
z%PY=#ugG9?d2*mFCdRp=_CGr<$j>SpY^%-Lf6^=R#ly{F-@jDG|C-7Ui_FyU)kLS$
zNPAbTrtewHR6py}J+{$W?mhQVqmwy~>wt_2oC)Ale7ZNuRT-OkXp8N8dYlQF3ujjZ
zIh%K?M<nUYP9e=qQ4oTivu=iL;Q9T6;C`%LYz1+2vfPBF==<wtf3)I~D)7b|(=`Iy
zVNOkl#!H2aUDwnlHL|8c;1tF5Ixq)`kEh50Hj}<Y@K52elP*DAL{j0NqgAtdG-U$x
zo~cy~JE8*V;!myxJI^T3Y*!9_nr-s;NCu>QiI_clW7+S~vyoROLdDy3bXB2f8+#~f
zNzZ|Pk_J)~MYIx(PKL6KEs*1?^bp1>d6gt==4nzit<8}|{WnXix{;x}ZV}j|P4=}M
z99gs3Tz4pBb%UOWgT+Q*%C3nkMRd?Lyf1f0$;~BPkT7^?LX>cl9gkjOUdP7}X39PF
zACJXZ&z3Rt0;9(8Uy~y432(2Rzsn{0yiSdfPl*QB6Vp$x=a`tO_rkvx&Q73_i2}nO
z>63jQ8X4%L<P8Ek*VYb-!~{+nS>*AMx@Q3Bkcx6n-;Ra~7ZfotyfGshVa67ttCEW|
zPjdq_>x~gUUO{8V1RQ0K;oGF*gO`7?JU|CTW=m+`kPQ<4Isdhup8d3_d}*KYON2<v
zTF{@V`~=AOntCf1xh*;2Vu~P~aWc@IX@m!Uui#udv!zz|6>=+Ov5FE4VMQdKaulZT
z*$AE2hDNwMY=Wd))gU%f%oQnrj9z8sn*&u$37kf_P6oZLC>^T?%WBi)(&5oVr6oxY
zmWEHZL^8E`WI;6PvXHqK&H9Kfa%*H)#xdBoIIX#hLL4V&Tx8&$w=;>Um|2b)-a`S3
zQi^G^l-jg8d=yGW8yg6xC21E>$&>Y7aG;paX(P$Fke-&^U@1E@G}StoMxe56C)gUB
zrB=C7O{%On*VuBI2E}--IZX={-<;J+EAHB|AY8(eJ|C9`q-9~z+n+yVeBIg-65+zk
zlL<uQ{_M{N!0nFENAGAP6)NGw2C0g_wSyYq%1iy%Y|^Z(Ac%Xr1kgAz!{Jh(A_sL<
z%}t-&LKfgqVwP!(@*cTOqVQDkf<%aL9kF!U_IQ2$6v`lph>s8`C@-YcUF_07+&<Y%
z2+ZieR&xB#l)w2rDkt2w<EKcG&IQ4;opB*R>+tgN^6_<A6do%bGCg>y-B*HJ4=!FB
z@u@bWdxDa$7fn!M^u;tuP8nHX6O8}DUrTH}tEL$w3Fi%5jMndAj@EA!P;A8Ben|P{
z0@YTC)EQ|8CJV`q7-&9WgU{&cwp67k?}6wVD9ZY?Pz1C|>37hwmt5m>LMmjTWKXz_
zpp@`2Ci>z#^$&70fvc;@iK4M~t5^4~r#LfGYd^p5Bk){K!Cs~+Lz_v3tLp^m5i2|G
zr?;}8xIPv9K+hEWxcc<qPWd*mlW2rhEA0o(&oZJoz_*{J*vdIlg(HxiqFS9mB%H6(
z>CU9&W6;PsxhqfTt_(s#k+jm7sz7P>c&QVs1xB}IyirS$%L}r+$x|2>GL!Rk0E|Xq
zUHUDOy3w<7?jw4mkai_+JiFA(bOT|9iMoRHu%6rOllWV!`@A>07unuW`mr$PJyQ<n
z32-Xv^zq_EdYK%1mo&#tDY`^(r5MRZkt84|1HIW}Q|$31s)a)zp){<}4gwf;XED9i
zAL3C!wl^1xLEv9}4LukX{Nt?N=V+stMX~1@?!cMjKg>4Q8mq@OH=km6sxx{Inu`La
zw3-%y^dEZ8+gGz<AeU=xkVza(^D{gS+Kfin>w<h@uJRBdML8lzA-dFHBxJDI%qa1p
z>Ji8{&af3aDSDoWsZz&(ni&)ksbdvEx9%|~a3ni_ulT(#%&r5uyn=4UhwiNOfCxn8
z(=uT^>}-nVWsYr<pyCoX<5r&eHqrHr7K1C}TA+n4Wb<E!qU4!zr7<LjH|U05QD{uI
zG0Ge+PFZwc)5Z_^szydS^~S3f#;Mz^;q+>kC)!(RIQ}YG1@zUI0bJfz2Lk|v!?fA7
zE{4G<d6;C-XxNa+$jF`%MAvYW;+)u`*|ai_B*wv-aS>LmnMfHw))syq1~WFD>=rbH
zOm}GwSAGjNw7)s3g5~}GB4xQYWl-4|r=&fEp6_JdX*j4m64TJv>;NW5i#dr+DzC#V
zs1&wdkl0UqSdlalCvt1AGAH>M&Rkkf?1z(32#iR?zr2n19rU}kgY&|{J_X%O8S1_)
zQ&LYU%>rzhTABT8<S@wzmy|2#L@d;0=h{IjM?lwVdTrd9HJqlT5fTJ7jLAS}A$Z@l
zn==Cco0Idg_1AkbagHSYS&lqN8$}(5WdWtIZT7AYK}{9jxDj@+Xwb1{MJla5LaAOq
z!<~?<H)BT78-LDr5`@O^`>%yxS>?B&i^Z3)(`(6!PG(i?NV;Rv=i|2SCJUn#T^^tJ
z4&Nsc`=eKbWD7sm_`MSjkz_e{C$&oP?r00@2wX84{3hk+1@$qRx4CNeCm=BA>XuSr
zc7cGHN{;|Hle73`fMpQYcLmSZa0jn-<DoR&c&7dre+A!0GuSS%O>_UB3o|Wu7lS$&
z<3&9C`Xlsa75X)3Pi!><Pgy?+TF=&S3P)7!{IMKT+p_d2Y9???O^(`H7N>j`@|XLp
z^C#JHXIX-&q%w}l<IJ#<hl?`R&~<1l%?AU?RZ)vAnH`8Rw0z)uD3Ixb$sh~h!prM`
zoy5^b3aMgfrQkq|bkxwn$BXUO*md=O989EDbT><<3(a*`-<bf!hpYrNIUqCD$UInG
zUEAHvyyK6;n$Lmfi~VZ#P5?!h8n_`;#H(he3VI{*@jA3;VkTV*+~J~(vQKbkZ5dnZ
zPN?{7D(<@DZo}A6_jr~XEGcU0c*o&;Ntd74ZrDCDRLCHQ=w0PxG{vlA2PUw+EFBlg
zWu33Eq|;ZFSEC*QuAL6IHp+p?0tjbZ<p5>n(>K)KRthbN(;KExPU|MAlk6ULR6nf>
zzADiY8?0ccBtbHep-2>&NU}&;)B~?tddoqfMJ&czj9{<fOwn%{txRa`i)#UtPcjVH
z=CskU8XVF%xFmZw54KOuh9fDzv_<{O2Z~=KM#Orka_PRq3Q8B8@Iy$WI7csNY2&ar
zc7DUdoI-$d_x3mH!*5(awPiPLvV4r_(b9l`vpDd_Y0!>l+A4{viSL<7XkBHX1pZ!a
zqyY+N)xBhSeLA(2zRBEAv|g@OmoI)~3L1b`u{bB(OxA_GmDz*MH`p`ATTEc6y|lWV
ze4_i<*HmM!)5^w^eL8`u+4T|<Wb}t@)J-dyx2e5jy>0!nm2VJ;1>mt;Hco%$W6rbY
zt3O@nrL~b?8r<HnmS=#pN(<G*?-Mr&aMqNH)~*#(`tI8UtieiUJfF-`!`=k-bcW7Z
zwHqBf{HGigWRY+AR4g1tN8brKTg!q}3jvo+YdwwhJ-N<*JJI)Zp3n0-v2S<KKO#Dw
z7w~4$a@VK%v{V*)|8luNcs(8PjHj^a^H^igL*U8$y!8&5Y~a9a8Z(<rG}_DjxT0TY
zaifc{6%m1zW<Qbg0}pkKbpyB0oCcYKaTVgQK-#o!LOK&aOS<o@F3_{HgMiy<SNHr6
zzuXIOq_`PQfn<W^=`~rl$1^mA`!nB>e65{F<KB;wPM#VK14;jwD<B_b@#4pEq67T{
zof|B^@0reu3(Tbu6k`j{KcA3a;>4{~Tp;)65LCoBuyqnE$bK-fwR11n3@=@~V$Ga2
zzK@RTYM@<B;|Xj#dbpNY{CT+E4m(k4C48mcn>W?7B715GCC@<SbWV^BpQO#){CV0A
zA1{R0ObOdF)`w-9;Y{E)Occ@aW6&*m_rYLE=yOuSok#)E0rIV*M_c>a{1JXv`NiZ_
zkKXM15bX{_D>-K)hQ`s$#o4^`(?W2}U~i-FGx~uDRI$O7zAI}}qBZJVhBggp7Fm3+
zUig}ct7j*+7M#e0q8p~HD($`&h=uORF<}wd*-O^09j{KzN_P=yvK=PoDunuEW_0T4
zU6aZd97qYqL{*l)1<u!Ea47##b8ws8(CoLzP@G)hMK)r$E0E{6VE#E8KLi7eirG<)
zNOxP4+gru4BNAk=&=4<;xJ>B7Ym|}sH%WpRwFI!cGiVVEwxj(wTa(mj)SgZ-Im}gh
z9CJf1y_EJwiQY|4xjK2>^)B8}_}4f6zR}rhY1L>`F;FF@LGdBvwk&*M`Di|{RQ$&R
zAd3!Nve0)54Je*!q(jL<qzMxuVQeAebM%he)#WviSQ*k41E=goa#zYFQj+U_M_M;9
z?M!6T55Mtb9)3xC2dfd2k52r3$RZzMj!T33$1%D>{xhbIfaPc4l0EWGFZcO9P(V1M
z{O&LvN6Sa+@!&|J$rWCY(d+yHVywz!JsaQEVSfn7ln=s-^3_)S*(l)w!X0GT>M+Oq
zpyLnmOvAh?S&kj+u4Vu9i-Zf8tK;4~{lofGGoBkOe>$DXdB9HD3@Nc2Moj;mB#7tf
zbRt{gar|=+Lf;O}OAj1H(dukD7ml7Qj-4%=$CZi;9^OPDO%aAHnpeXaz9pib(IDhF
z4jLHioP<X8EA<#!V_-Ezt0k!yRp8YmEzP_bxwV;@ySWEev{dcA^@6vH2PjY}SHh*x
zg^8`|4@Da#G8#0xv)pyt_q$G%Ef%8wcy#)7WQ~IgiQZo=7p*(I;fQMifIA+{I<L#I
z<QA?j4@BDhmEJ!m$1KPEfHm>gs4qN~-uqx-8HenJ8GybFIM)AXPxRDSg!<WoKCHVX
zLd5LhT|@N<w=8{fyx(@q&RbTdQ^zJh%G63t@kOy-XIoZPTJ0i*cG((bS7|$?SKZy#
z#fCVm0>aRmv#hc@E0y8EuZ-9xIwcdtu+Q|puDFRSnjLAS4*0=ewS|hvG92l+XliL6
zRHdPU@$;<Rz)$|Lh<**^9iP`xroU=A93Ni;hI`Qsc0S7vUJtPHzG%@&zDEugNj#4|
zL6o2T&-n+?y1{<aYxjn?cdT0lOX+0x0Id;1LAVnF3GE*c_%{(oy_qy07@Zq2(Ba<9
zcjzPryXtSe8O*kKHTDyruCr-{%kWd6Drq0Kq|wH^#~hSZe4A|oT(##mgfN}L1LUt_
z6%0d<pejd`N6m|uGFx!iE1<|Cr0w@YO}`jJ_~#;o!|4LYFwD9l^$rQl-7)fpXPNz`
zn$W;+i->@U4zRybW#cv4f~-*lE%hT<t5Q=CfOe0Rs_)H{*PHe~iWYUGw!29sj+{D^
zZlT9LomP&QfFZNkvqH%U7nDSK!$$h_S@WY*?uc!Hpt&qghl$^cZO|3yQE`l|h+{6D
z{DG5D%5RVr@zAnFQX|*huR`(f>=RZc3$v5a3q<ZSRCJZwsIm3MqXb?<Cazz?yTQt?
zs*}z@YN3ZSfGNOOsJp9iaI%y=EWoY*T%1WC_cb?lKAA|3=Gf;;&*mX4Y0e20>O&mK
z237Ug(id2jemqfX$f1l(mvdlJHmF6^iF>*BgNK(Y9M)lUwGmdu)xW8Bvpk-0`<j32
zu|X#?>?_AH*qUm9GNFDeICSr<2`+>fNH?>P&f^X`W<sfzCFp+3KX9lhOKUZuoO-pl
zjKDqIL+%_lXExDs_&n&Bb@C5vX({EmYxR<`UFw{kW@uQrJAXr=OV(zth+PnIXZ6GX
zW0RSpzlteBVcfeCVCUFfu_Cb3C#h|(Z=^-zP|sV<?_ky9YxaRM1ttcqO@~mmY}`VX
zG%X>lUpDotI;+yrUdp+%I}a}%Hq1GeL2b)EdYJY|bUOaVZJ;~ME7nU^zm^A7XYk$q
z9Zo0EgYS4#0JjmsK4|aO6Hz4NhZ(j<DpPGI0i22Y5}i}@%BuC54OSj}rrsmrnZCj%
zOp0NMAw+-OAvX~ik?wFK+x=_ulrc9^fKSG${B7}W{f%EWF}4WL_(-wCj`w+PA~>o<
z2|Zq>=bhV@uv-4_T${ESZ$O2qLap6BE)4-sD*iZb3+sBI&sIl8ywr*A1X_9x7P}38
zZkJ6`Q)bgSPzkZXOHc2zsBuYE7hwen4O%Zr)u77ZdQKB*1WiLafZ92HEdns|YxK2r
zz3lmq3y#b7;ZBp^KtPS}{z_+pE;)o@w<@-LICb*4?QP+$#*@WN9iIV!9u?MHEn?LH
zWvY8<HY;J>j9%RJxDMO~V@uh=s<}RmeC4z8j)Uh|<IL%FnDd2v{c}?#7^j}?E=u=m
z3TCse^&P|A&vTDv{0gJH=}$bof_u2Wb}wL^Z!(QPHAn8Jf3c$n?YZRk&3TUiytzA}
zz{j7nt2}Q$IuSl7=t(NOeYuwedMfJ+<LJ))a*pnfHXlwLb9{T;qgwG*ttz|Kj+UA|
zbyy?K{U$7>1JmRp$;x$OB|P_Ry2(@Lt|o1j!)ZKcNUO@VYSv{+iy%9(zCh?wK686{
zG?&KBxN6!qxx|tjT3k~*^<iUZYxRgyExRO=&L+-iH5H`YMzlC58;s}__eSKlY4aA6
z`7>v)mLL=Y*zejwoUp+NNN(pJM5*8e3N*bw4&gIBd5MOn?(V_kXY9R5uXP3ky3a`L
zO_S%JpDb9`5b1<HNv~$1RVWw<8R`ica_s9{S)Cb=G7<&#RlDip_r+r|n7`o2r@zmf
zo<3ZPY4ms}tS!v+FqY!3GWwHv{W`O_?e;T0e>q|(9{R91=+5eXHoUFz9XOQi9dFUA
z^#m059WxPncqi|Cyk24)c^Ja2*ul(Txu1TUKtxqBXjJdlcC~XcfF-=Q^zWn<4ldmR
z^>r4m7pgCr`NPrp=G{2ZJaAi@nGBYkt-2v$s&|Hco^4n+UHK4mH;sOjRl0s`HvO>l
zs-B<&Fe}xeJA1Af#JG@qvU2_|VD?fqd^T;wB@tKIi6JvGgWox;mK@p4WvCZZ8~894
zo}05;cfKNZwfsz;!w8fTRB)cvaJ6MMxo|R4`BtvS!k%a4T8ALubjib$#zu$DdYqek
zRonjAe@COi|M^y#y1J6+!5ID8$NGaSlRH<I!eFcC!R*cRcK2##U(0hwz`U-wyB?Nt
zKzk@c@rMVS?Z7M0tu7Pf0GcnHV|Nr%-D%}J<x|x=;p0w6)y~K2yTUIA%)9x+S*aoy
zxR%$K%gY?-Ty|Ujp)xaZn+JkuIgbniRz5RshrI-770i1@uOwcPZOQ;@Sc-L8MT2z3
znY)}!wjL^#SH`K-rtnuA`0{W1R2GN)rM<d{t-<6=@NJ9E!|3Yr8lmt*375sE=jU?^
z>P1FmB>OhY5Gm_60GW^*&k@t^J-RMqPMlj4*lyRHU0D69Cu8TyJ)oG|L*?E!UfJF_
zt<mmTsL2DwOhmKNz+XS@5A+TDfI9~ElpoP#$U13h*M-St6T}0tvr^k*)071oGNiP!
z%yF%Jnx>^D1y)``XA(#fKZ*`+?#to~v{20AjMfb|wqT1$GTebDnI#D@PzT6Jl*}Wc
zX*bjtG};2A+CyX<FE+K}4r|e^GAqggLxhVHfaW))S57HZ7)_3@m`4&OjuHN-m56BQ
z=Y5Q!flRT3#~;z;8T<jk5UtUrg-r7R4S9u2vrr+#ddr;;Pz}(A|EUTU85OQ;kW>6Y
zOlg{H1z9o<5jcTt;U<ye?rQ+nsKHiVD3;jp))DC)vq;Fgixi%3xaAz`8yGfYcfj#&
z$?Jx9b!9!Qd*``pQfC}<hfFJU;Ut_%8FF~>S|eB!sjMH$QE=RgFEtqJhceE@((ic+
zQhduPfu4Nu&=FGLsD3VHW@7LP!D);HCUsMhC4rQ%oH1~~cu2QlIzZ_0pa7^FGDa0m
z+{;i&LW!SRP)|_<O(d)w_fMR6L0&l~weav<sqzwTY9T*W+)I(aA;Y5ts3Q16&?PTY
z_omC3$@wB=G|-?1tK5vdQeRv|=>e{#jSU6S@4GEe_KjGCVp0I_W(y>~Al(VP<u1}a
zmUfhX^ooiBRLW-9$iRTmvqJ;rGKk#<^!rv+oXFPM9Q9Io&RXsZPK~%trpNEvmbp7!
ztV||L;7-VRNjkBX6F48pW<Rh_Y`UMZ6@Qj`Dj<~=iY?}Vk789RW706?LiRoX5N<+N
z^a;({%!^p!a)%HmJO*iYBd`fikIs|aL#d4JEy-2n7l0GH!Zrtqk<L49${SzbW1oB>
zHfS;ju2agCqn4D)4<Q@4VEKYK9KR8W3+vihoBrXP66I*d%j<+^D|~lsF4CB@s&+h9
zQ3$y?51J=Lc()P?7`%{ebdhTu1ZdE@hM42k(hBxT)D<Te#C-^2IKpWBJl(9R@Gy$=
zDU6!iIQ~7ua2+s4&8f~(*C3)2Qf?~pv^XywAewK;a2X`AFI57Yv82El9cT@+yRC1@
zodv(&gP!-n6u0{>N=%tiwuZSb<LiEFI|0XnA{JjXI!{;+!w0`N4B!BueZ;^)?7u19
ze!J6o^m=3%R6Tisx8(1H?1}scv1>;ph^~Xg?n9{?ecHDJaPmj>k${eaF{k^EP8s85
zXsii2##mrBc{rZ6cRkl7EsqzE3s8P0Q%l!~m;@252%ZrND+taa6ri4naLyDcFh$6%
z!AT%_+L83a$Eg7b-pIDY@<-{e(~<!yZ)_i!9|Q&@{S={;fooFqct(wpo5KDw1f-O|
zIi-5Z1(@k6(xaGu$a1L+(FUs5Sg;Q@#6O2VG*Ygi#ke51h5eej*wa6Vb3FDE1HeZ%
zwJ``RueaRolS$i4+DoyM>nP^~)hW^6fd-_CoRtkSK_2<QDsB?oBd8mmcem3J1WNRe
z$qu+Ug6boXdQtj=379m$djODP7G427mQB)c;@Mrv%FK~5;rkHGA*>102fz!$@`?Fa
zK}<{-6w#*>a3+5;u%}SW!JERQ7#&y$nev%2GbbHOG&8?wv9>9(4MS_+&XpgbA7vh8
zYSVn8Uvtu*pWnE9Q$Ne*bg+nGkVjzL2K@&8cl8<w%J0;g5qo0%Zz5)yZ8D_I2|Lr#
znh0(wZz&6ozgcp#Bmw<M((?rEz;8?7wddN2zaJ`|^J0fFdB<6or%&>qlGF_wE#@lG
zc(LjZ@dHkBepFi;APDY#htBKH(YU6*#jh)%Kyq~QJSNP{vyJhB%{8Af4BCqNm;iYj
z#6RFNhf^G&IR~o63CkFryUKv@<=K#+Mowag$_|W^*u@m2m+cn=KvINZF~gLX$2`Mr
z1sx?JDnef0K-@Ft&1{EWiVb^`zo78J>duFCWnN8K>~eg~2a-1IV~DOD7kW75L}1SZ
zUH){NB7O5X5NSrsH8i_tx<hIH0DHz~N#dK09cl^$wU;<k6tRZa9#Crv7~mj=P!L9b
zq?K$-l|{x4c4d=H)lRT_4eI(OhyZ6QE*ynRWdSxfESi86-`{|K00xW3itG8tonRaw
zO!o%1@ZElI3abR6{Ciu{{@lS*lcmld3Rjmuz)SE4120R`o_qB7T%Cv)gEq-+g<(W@
z0$|$&1MuXO?S&QgrlijaF_b#~e0_`?$mila{Wm<UXz;%giek@SEqN;??WB7km-K*8
z+;KaR^`d8l7(Rg=+QY3RhR2mm9jvLEkY0QsV&(YKVGOaSrKd%T=ZWuQ`U@+BWeGVI
z>#*kfx(#+b^BWhE_KNiRd|a>8vCcMr5DDOn!ybnR2j$rI&7L`R_0zV5*x4~veTSX{
z)7vnG5)Vt=EqoXdZRQ^kA6nJ@I&mnXOn6|)0BwmfSdsO9)eU99yIA{rmCdc3>n>nv
zX_4)rimd^IR^o6ACM0#&a1W5+SdXqipacKx6CP?49ECtCurTJpeoK8ILflTQ`E}kS
zSw{cEz{JlvvnF=+6~v&?3%2o)p%9C)Etq-zbucZ|1C-k9!JaiXAYAOd%JVKv!8({&
zY0n`MYSg@Iq>W%O)QTK#J|=Tpw?iZYD%Hgr#vn)q*qsc)T_I?hsq$b5+&Zc25Y*tC
ztlzd9xUL?K4o0sday2-e4g96Dhzj}II=P0WD{~&2CfD1<(5p3HFBAELLv|rmtDm=(
z@#|k6;+K@+a?~PHxX09d94;fp+F1X_c4UZxtJ&d1)9-<XXt4H0+7@3~QKh`r_B2a)
z41J{D>cifZ)>amv%t#mv8Ej&osfeh!v6n4yq7jzUuk#0jBXuxy+z<WZNTsw3yDE#n
zw{s?lJ6dD;cp@}gSLaHzS*5iI+O=vsZi@Dho{6ndhs{;YJ*^ho#od_EO2vx@MS`4z
z5t^nNQK;Z&$y$uK!C8Z-8q$XY=RsaN6f-3+8FI#9?PtZ+BQPM=?C7}v1Vu%(d2>-G
zQ)(^^h<xNL(vqgskb<u@7^gID5M8ZJ5e*$+ESnnv9`Ukj8#JpS!_zMZCl1;bF)_3)
zTe-gg9wLO9hwklCli(PXDsr-Qd*O|=zh@)vk*KB+`g5B4NTbn6u|N~6QLEe2!w;9T
zY1}_s9g5ZS(qt*`b6DLAeg5{@&P(dYch?sgoQiwKVxq&gt6_0^=2xpfd4TdbupAR_
z>ilyQOCyNNrcS+-a#=b!wm+UD(%ZX=2t*BsoRgEaaM>U^&gMYz<nxB2e&SS5{PxZ+
z)12aE#NTiGO5?cCI<GM?2qFZfI*ZY3U;J5PHE?Nx0WVJ~aBn{JkD{X^h#c5VOh00E
zEkElL0EHWF-B26&gh4Nb>s?LEfWiPYAceaN9RXaZ&1rwm(eY&DC00d8C6*&RMB8&8
z*f|t$y}iEi17^3mbmQ`oJlwuAs39xt)t%)i<?Z=bTfVtYspdo<re9GZao!tkAC278
zgM;^e8DB1kmESP3Bel?bb1X;$BM}!2{K}kyPtvgVj_mVn0H_z$-q-e)F<48wE-d(g
zy0W~`l#ihyrh>b>^6g`N35C0YK4L!*5X9Bh{ndH=1btW|s->Dh?+D@mNZzWn?36#D
zXSfBI^4gfS=|bGl+YKnn3^@@*_$gcl5@-GIc8dB$Z}?AS2(D1uZRiu{ibrAIpu}7K
z{^8!j>%e0=zt`i1GN7+~P$u*Z4TNELxhw#jS%_9#C5thw3c|c4QL;L<$d|ylR!mt?
zvm0VpA!j<wCQOJBaJH0hz;KUVp&4zv_MFFVSYqU;dE%13nBf2<VHmInGT|d~C@Vjt
z#;<qu_EjfJ#^2_lx?WHn#8=+}9TAB0K?f1O_7fpZg!?%E))J~G7D-2*(2G*!3{oUW
zIm{KKf_W&qe)G*Z2`+|mvyz}<2OczmatpE9+SS^^Bw1>r6z-`ND!0S{^R#DbF2q_$
z+96SWp@ZXTu0m`sM$CB%GdhF4qKSBUFZ35<6XtFff#h-eP5<&q3;zcTN(o%k7%$Kb
zUU8mCkp256v^yF$mN>>pSZ_!|aDM^NPd=iUa7OS!KcrTX-?84!rof@gNC+aF4!ZN$
z8jGOA-ZW$$xKejHUScDsOZQfGxlS9tdUD+OT<p0B*m<=p9C|exQl0Iu1+G~J8S-|C
zMdDc#)=IB}l>4HT#7NCZ#<FoFup>a{?u=Sgz(I_@rJ@$L(_ZsM7ZKQu0PI0S#-AV+
z?hqUmD@8%fQi)gnk%$Qa332!63-h+E7<Po7bkArPL5^4;BK%?dsJGDCax)8Csz@4w
zYY4lHp{Pi`A^pisjyXa5CbvvWFHjGGioixNp%-6003ZYl@&{{@1{AxP{A4u%4oc_~
zs!r?^Zu@{~2+IlIv~tGDdX!hu>OKifjCvR|1xb`0Ih-`LoheekO)n+v0@EJ1m>$qH
z9PQ6L&`Svv{B3qMIJ6@s1Z6_BB%%ow6tVejELS)diCtt3m>4)H!bg69uk3f83DS1B
zBMjCf+5&M*5K&UH+;x_^bI~_$D#kfz^~tj_@DT5uZle;1<kgsax?2fSKhy<0$@s+8
zEN2kQ0_a-Oc8L(xkY-5T<1xalJKLZoK^iW&A=JQj$WR!lVq)1KM?$bXJc<svMNoFn
zF(Fqt0JUJ&+^YBst+%r1OHLpGJ{&7XiBhvez?e`oUpt@l{Yjdgqjd2}529e4_&g7X
z(AT%l>fhg9lSC55C-+<l#Y(QXXk+tK+}<DuMAqaA-8t!mRJeSYkdWGAbd1t%{Zv~Z
z#jdc%161Ll?_&$Cd>czGG%;(W-qkXzf+o23yrH<GyCalN`*54>FdVf5v4`z95Sv&-
zvHqJGA-Havo=8tYg_b|PC+p<*J8?M(hGM&%_Ki2OhGUU8Ga_(9+GQQc3rly0#g(nd
zra`|M2yFxiCW3EZ1tY@)YefWJAd2{c2v2Y>7AiAx=&dJ<EN&jvqMzPf`bA^Fb%%Gu
zaP-0~UQ=^}28BU;qmP}ad5%?G1AU#7g;XkN8F7stidOjQIFq1j3GfrQ4f<ywRfwv?
zukpdQEoVHCpuYa@>=6_j@qO*|m75)_a#XAni448Bovs^hw#j&XTT2R&I4*IP#CGNu
zdReb7YC*4h{Ve{tCPbG4C3j}%Kr|Z?wVf$>VtdcPw;a~VE`kIFZMq(!iU6-1azYzM
zmV7N39`X8i8_h~5<bO+2A}04C1>8B$u8n0mWbVEC(I5Ze5>)qI1J-Epj0mxf*xK0s
z?V2E^yItVA_OrG>n@?MeiVMwdIH4Ilwi5Eq52Py|TWz&JOd<=U%Cb?wu`58+uy&`N
zk<@QDeAuy62V}n}8FaP(E*#(hcM`pu`3j2ufeUhYs{P|W?>#7QE>x5I7dp<bVTW$k
z91~tgV=bDzADA#Yq1Hytb2?NgFkuNuNR8n6zme>UD6+)FQpA)F#MH@1Q1F+k@QaCl
z4&dsm<o#f>IbchA%)-G6GfWJ`&#q@tE3tkf(oMC@53jU`qo9vNY%|6V#KR;AMQx>4
zWiwJNQmC#}lZ=%~8LmVb%sBg+V(@i<PoWqKSBImjMlZ9R*Cu4kL?DW(vAMdLZ#KN(
zV`Ce;&{f~9t%t84i9mQ}Q1YYr2(ws!ukv*_mRSb;`3bwu7DbXJWwxqHPEf+W4E)C6
z+v_|A{HBn#q)KQA@jE~*uJ~{&keH24t;RD+2@(88ppZauN+8zT7y)L%n~LhF<cu$=
z7BlFzP@h1qAdjptQi*{?N}La4(c1^}SPfx4JKbW*34GqTc*a=cI^8W!tU#X3c*%*q
z$V5EXWJX+@lBvIZ?@1&TuTKfwCvm5IZ&bf{q9niSeoVFF%sRCzhJy)k%>Cht|8Snl
z{YR@D^)=u<n~4fzX!_l{bXnP_nO~O+RM>Ct(yVDSY6LfApl8vVIo!JWW5lY-lG{zZ
zh=SKd(pcM5($S%B<I}k#P5%;;pb>LfUA}x<r)m~!VM*ai13Qnqq||FIBdO7#=d8Bs
ziW>XQfPg)mzdE$nMsq!&Lsy&uvG|JmpASwcBFlCd91fvMkA`T7b^jaFg1K>0kp7up
zVV01*-7Zjw=WEzzl`l~A4ZSIdjUqInbUD(=4|~uq_>%O%vJ-L^H*Qn<4vh!c=Z)*y
zDRTJlHM>Got){1YKgRU9d?a7mus#Yb$CbH%pK`VWJ|7`hsZn2+K3UR@4MXOALe%S@
zAbbo1Y)E-{6j^}}e!#0UGTGZ}7`8!@ltZF5gFrL0450`Av=ubY$x#f;xH0&ifwKW^
zYk9ssbwV_%IjD#?-Yqo46AG<~7AolD(G@sNuK1vc2YqkIRLpL|GzC}Rgk2ELD)<q$
zo1{zyi-SO}h*Jbx{sRjG&k<+|l(rHGT&foCf5FuJh0pvKriO`wi=FeoNi}T$3#o?v
z|C3bne}FljIeICRaoLP$f=|9->5IcqZ^78#geyz4X<rl<{eiHOg{*<NOcVPUZaT80
z#iUC@{OYbcM(B6q4C3yZD{dvU2fx`{=Nu6apE=7ASMukTb<BywtE`3I2DH1{C|wSe
zy}CuG@AJ|R?-oqtzy5ZU@p!oR(tH6_C`za9EFvwk<}WW^wV~F@x4FHeGB|Cksx{Z(
z?6sG@Zq)2_%BY$l`12#Y0-Cq-pXvix{I^!iWzFTJjIj6IE`(*beB*`-H}ci-N8YWX
zIT1f&SL5pa;jZ*179aR~Dt(vDnKN-f*JU4|xXMF#4+?P_6-6*0drX-d2W=>xK-_-9
zE6!&81aD-W>z{%WqY@-7VL62%i5{sdWRA`E3A?s&oCA1eM&&2x>`^)ayrPEc1{9(R
z^%ekH<5BqodixeX<lk_#gx(xi0oWrkfCdSOzN{Pw0g?0=fKs#<0DEVVCB%R<G~a{}
z&fg6_Dj&&T-2CgjY$SgIQd0lMPJmP{fU5#kKq8&iKkicd4bDybjn)Z6V3I)Vadw_1
zI{$}^`WqmL&R-l#K*6I1ASM6SZ8}hw_(id)j>tcxso#^BrS(sv=ejw&15Ql_a8}0q
z9PSf9wWU1L5E<}4p9{#pvyR5UTIsDwsD8YIw{;ND|1VkfH&Om8t5~`I5B-Saf8^9Z
zEGGtW2YXjhGZzzQD@Ruc=YL>Fe~aXe?97N5BxF^zv{Y$?oUM#(<y8M$C~jnDW$Q&m
z^-uY?e~WF6EL@0K|6Ao>=oAqhJ3A{89Sbun5i=t*ClM1P3&($Pprl-lY^_X$>@94~
zi2emo3Avb<*}D>PF|z$*<*!qJpXr#H{^eMS7&%IsSy@=R{$u7JoiAjSojMWczxDq<
zNdD*HZy&y3PG-zR{}7*)|1z8YL)QAA0ImNs2>%*%Gj{z;&SDUe68&r9ubBBCiLjB2
z+24}?bx^*vRlHoj+Ly97clfLRmoBAjW?}WkulhSqUqmmnf5z!Ak4wSX)Xe#dtwls7
zW%|`YD_5`o7OA*7I@+4q{q6QYefo0xZ;ik0{+}2TvHgwWzq~4qzhEyNB91Q(7CSpT
z5eo|o5gQvj5i|2wzrXHmjEqFg931~#9A9OeU-G~Azt{hz_dj(1mjAW&_xfw+Ke~Ty
z{gwTvjsMs4m+Ws_f6KWzxrmtAxc+JHKV|>a`;xIU{p-_Tz5n>~Pg{TMa{lW-$KT&y
z_Ws`g*8h+EKfZ9W{;T&NTYu$xdjB)V|7)KA-y!}R+kZ3X|1-8?_FojRzu{u|Pq^qL
z|1tD$f|?qACE8bfT)x7<_BXSX|K*&iI;h!O{pE*!b>yFL{f`9X`XAo?7s2fxsM)_U
z{r_c<F|x6+|6dHUAHLAOs>=`8Jx_Lb+qMpm<dfawWXWbwnPjNKL`j&EAXq{5Sp|uq
z_{|Apl{HAn;K4BVzk^X~io|rnp$!L>_j{M6&y<^6jtmOh6Qp%SRhjQ{U(E#p9?yO|
zS3W~M$M(my$9ad_xJcqqQstmbl9_kOE9}0Hgmt87mk~>^$JM&EZx?IteM04)T*8Cb
z&vvl>w_soEp~6G?B9XXVzr(YS+NwYHv8Z5g98Gt-S2`T*<`G3szOy8-+Y*y$8nAcA
z&Xp4*&FTY^533BSnD~HhAilc{EpXLD=2i>7@%}6pu+rP2$e<0>0e>L=aWUd$C*V=*
zB8c}wv=az*K?^BxQWGeCManq?%U2@ZLL3*%B8jrbDNcYtI}GiD1(_IGycWAj{A_z@
zcqsZTdl)((tqN}R%<DO9)Hm!f4va{Ok*kr>dq*ANF9`E10x29Lp+1u*5)N=&$@VkU
zQ_P^!0y+Mn(nB=#O3Kw0)RaDmNg;DBnX}^ic1+{}@T?<oxMj?l)P2<|7Yj)>NFLF5
z6o+e)h>Un=(OuZnl3kq}o>LvrC+?@x`_5gH`(8leec`T*t1w!=S-=b*4WAk3Pj{Dy
zlJ{^9O(&}CVRWhQyU36Hm&m8UA(!NQli&EF961=GfMk|zuuT<_L?VL|@lD8X@HC3j
z&%JxdZi5R>M7!iE8@)pcLya!rhW>bkGxgIpL4+sY2bb@=1@}AA%0N*-NTG<8uyp8d
zli;sB{H~||_J;h9+!8qe7mI@i9>Fv~u<z!wNt|(MUS~0A*tE*WdGY|q-bJ}GQ}s+E
z+XvTIq7blVTvHwxfH5tBp)m|$KR7oRuA{%sxb$8}ga(5i;l$#5L3|;yWaIE?(g*+A
z08cdHss9G8dk@Y28zbfu67#3WPlM>sZy(Se*WF>yFTB-{Pj2V!gx-NUP@RYvuUwiI
z(kfNni5Vv<RkX^f)a;QZA~E0n_LOdH67Qnu_Ou&dQ8>df1Ak+&3{rD{e*td7mP|hO
z3`&he`e}=}MEuf3S}mcWRv{-wCFXt4v9_r{?&wSoM_`H6#<7Fd2uy73_++H;M)p__
z$%rfPIh1O99TAWGV^|KVp{XF=`(B_YQp$J1u343-IaP-@3^^zf8#kY3=J-jHLDC`8
zL55IfLA5lDSbTtP<woO7{dN=hM#VjlZ`Oav1vM<H^ZAYLJolXR9O2UF!)Vti_rRpa
zHxk|n+&4(EfQEUc=^^LmT`*M?cT}=yxWxnB<RV@9>KRy6A{pN=5&t6Z4iddEh5kWa
z(s@WH$U**-`ccJ)MKbv2#YCTjri;rU7Esp#BMerM^2+8x?KAsCgLyTI^k)36H9VNq
zg^ob6dy|1iXrF6OUX~A_UcQem07u&ZNZv5bz5s4FLO|m;`3^8CUgZ235393d!R%#d
zd15N6TBAW={MFq-xJlxOEh=2on}9mZv)>lun!P%#CO!#cct_njx}Hg}T`@lzfpK}|
z%g%^82%g9Hdg>!L40%!Gx+o{6FD$Z?&$#A%jf8@})BQ-Vq1IE07@oNcsy4LmSk%&H
zw$;o$q(A@mtGB4Y&9i~e5Fu43S*GV9f^ggag}dpQb@EVjg=t5zGbag<<ClRS7Bd#o
zTD8wVO6j(<(d$-Umpsd5{NPBC$U4qq%aS8^d2t~0A++T#5)S}=CVis30UeUMB>U`8
z^4ET1e}?~TykrAy6K;z#s57DEGxd^P=mIKtSFhKA+D>b3Wlb`_1x>cDUcs;%>=*5L
zKMw`QGF%pP!fN5zKYC<}t!$UfbI85YJur82K@Aqw`N>_~3}%i6-q;wz<<33UD9M;G
ztZ<6AdE<c>)#vqR8_<@kx!!6z4vI*t)fj8K74<v=I5YU<`?!7i$r8_ZC%YPFkypq{
z5PmbkxDC=M>KD^?4Xjr?xd+2*={MKQ_Y?%8RKL0&^^nl8df)je`a9>w79-yw$3Dlx
zSFmsE#Z|pds2rhuooxVI%OwQ28u#48bSsT64e|@A@}4>(b;SL7LQ71;!=Y(Ub(e0I
z3O>;YuD?fHv|~5LW@=^z9(qpeHpV<;{VEri`b-1E&b@-kd+u3aXt2^7*Z}I_v~}uV
z{u>i~p4eAiVejIyJ2+ARoOpXDH&br^eXIA}baQ`s&l(4;mSfLI%S{Ur=W5oQ{Op}}
zJKv14u^Mv#Vf#udx<DDO&|bp`z2CBpDt2K{iwhZM8P35Q4A?@=3DjK25t2U^JJc+)
z#ZaBb%0*ZzW|{rxp4PclTD_Z>cNvTtkBlDm(wTCha=NxUfm20c;qSwP5XgrtJ^oeN
zRb|YxtV^|~MpAPI`)i8spE?$(y8dN<5JhvWI~n#|_7rm0v?}j74s6GXxhi=`llJk2
zyN*H3*BQYgB7PSUdrFoHz-3pWy`KK=oHkB{D1=(bD6$08!qVOn89(P`yo3g|*nm8V
z>tu3eUy?WB2p1OgsQ)2sk(G@1;Tb7D8)`{RXAL~!6!dPR1K%>Vy2*RAF`}Q6>#2hN
zutM!Z;8_n+hJZx_=Pm*cKLUqd&u(zJtYN7P8X+tv_^TDKlWQ`_(IuoqkjM<Vz^W`7
z76c!*d+5@+k-lt5{>cf;r$*-Jt%P^<5{oe4GK-Bc9{_mo2DGJV#mWpxdn5I&EqNZD
z#X~qLSx(${-;)d*wJpVG-6$UKc5z_F<6O8vFyo)z)m8WHZ|_L3t*gMZ=EJf&NSp$W
zdnDy^RL<_v5u*@s+s0=d6=WiQii{A{$y<!>k7@SGXQe#H+yDjizjoe-?~0se?B-n8
z%xBokdz4#YBS%;_icZC0;$3lLMX<kSs^PG903~&)hOC>~F}7qxj@$ikbpe6`OV@5e
zpHL*hnVL`-R5U{ATx2WHk~@;bJXa<YX|vF(=@;nK>RFb1mTc7*^w&MOR$w+tZliKh
zKU$c|&9p6DuTzOVikwMqpc>Z@PHAAxw+nYG?FL_wY3W+#^-0y4W(`TF2uZiED2iTG
zWh<{KL+1u2uWn{hlnhaf8(a%3vQS<sASN2CSD%v~)kU+!m5x?_tzva6j7m}zYg*}+
z3e#eq7nf`HN`^`Pfh?h-bZAHgh6afv{Vi4DqMR#~%kUT`Au=ZLg2_L&>Q_?e9?6c$
zQ$54u&%RDS<kmipz?!#$iE0~sK9+PXzWt2}>6kJ!zBj;!5B~r+-uFHN0q4mhCqQ`i
zY8-Y`%);Oi0RG&)037>Aal~@rklnuRPaGra81z<2ZFrV#&TaMNN4+f0kbGh`EelSI
z_UwgOn4KS|f)CfqwKLG}ojCG6`s~@d{<&>*s219{auhC#X+Z)9RWIyw_t3Yds^qJn
z?7BbTHm+}A&wG=Y->BvAKz$(N9CBu7(=mW&^RM(%W>iWY?s&qL@*EP8(QONO4F(@L
zOnUD%qJ5a6@~`YRnW0^=kGJkD>bgv3f@5tRC5AQu`THR^O*ip>N)i1B?%f4mEuR(@
z&cP}>G4Hb}5_aX$R7A|rhtS(oQYMOTEGP4CJT%cbDbwX}=wRvaMt+*NY1+l)8nWO!
zK!8erH}#N|SClI$kXKDTA0t4f6s7gvN^#HaUu*5`+ANv&+mP#Z50NuO<i^L*5?QB*
z<iF@gh^P5c1)N>Dz&D(#%p~Vg>^%uoURet>LZ<PDekvLKh%}i~a9e`v+chuzo&^Vi
z)fUq?Qh()4U$L#E1%TA$@840m`y1@`*xeCm0(?!?=8O0tWrlN%{&JAR1aq>DYLM7*
zWGJkpgvyFou4;%~hGxp?S&WgD6oG>Da+TjzwM0)ydP_m&F2wL+X!5P=bwMS#+o@JZ
z@eg~CI0;t=YYsb!f<PZ2r^pAvm^urpgjqg|s!E#|Rb4g*uFeW-Xc_zXO+zF{yk4sv
z8nHN~gz3`gkfB2;4Rb|%hmXmWYYAy$*;x0)8=)9TY-&0c){DdI*8M?g&>P}mBgULd
zL{Rb|gn?<{bxl2Wb>y39Nv&YJP(w3N@NkTL94+&yQYVg5cncM$3qihiDWSWpRcEbc
zc{ORY?D3x|(KNtxDlZwWSrb7}`-_!}Ft%I5MHpj!LN=HN-sq@*-Ut6byuAf*9Ltuj
zD`sW}izSPh!D41+S<KAL%*@Qp%*<d}ELqHKsl`v;XZD<#H)rnL8}G%9=w6w*DyzCH
zv!WvE@BaQ&ugD@oWC^tai$r!Ai8jqNpGcqZpNn4d!hSvE0Dz+HK9E8Kz4Tw;JQ9a5
zRut9FO+wg-%FM9jFEH^`Wns24^@73<O1{N>^?E!n*bM=Yn@D)wq@bU)y~F~h*%*q(
zFl$FcdA@kT-gN;VwrlS}&X&2abAHXZR<_}54KRwRiY^H*VWXi5Hwl~-Xu(2(P&7^x
zhLlh(e+mE^A^7G-g&5v|g|RNIdSBCg*_5EM+`P=oAXTLzDrnIREJsuX>Z;H<t@tBy
zQNaOr4mvK;bLZ<1k9e&{9SD6X<)osKsMErl^563f<IK2^l4OJa?1281<<I|a%{};o
zy8^@RjA-jEE;#*Op%Im(G7Ma=t)+S~G5dW9*!D-&LC*c!HPRhhBY-+@WYL^PzJHBg
zgJ&A-2y$hgswcR?S_rbb=WrWGc3vauf9_G^ypN&0W-;`;^*PvzKqB7~|3|AwHv$z8
zLM(S!Atj<-ZO34Bih_jY(mKQGa@6WUb%E)^F0SI*1vb(*qTm^UJZy7IPI(m(ja)Ai
zKkD0M7>i_0B{nL`zP!`Jq+5_HwFYR09xGpHOXn5vT}TA+-vJHcocPY|xxn6nO5|0>
z$op#QyLDQt3kg<P(zJvrhDkghkBEmo+(^D`K14NM;bgB`S-u3eUXSx?d%fvg(@nR(
zbbPh9e|uYXK%TW^YC8Zbo-F&qycypg0U?-teXTh!IP5uy^lcRdq-jcQ1`2~wp0!Qg
z-Bxd<ZMY;muoUl4l3p*N;oBp#u~<HP;d;Km7s{ihAf+tN31-78`_gzK&-laX-;TQh
zHQBAG#uukfp2rdNN6p(#FB;ULCBqbrv;wZc%0W^~DJs~wOkqFtt!R1%R}`kGIRrqY
z(;7@ghmFRtO2#+7+fJm%^MeW>a!zt)8W+_saWd69iFenJXymFf?>8CDk!`|bByZ_2
zVPZwKlb22^n6dcj9?XnT;bWy*a4&qH7j|yliVMoqv1Eu#3>uCv;`+k1@P)Qc!o*(r
z_GzjeEv-msLhv4;|Kb<y?QcQ-4}o6=qkF$?s78i~Ks}YAlTBW#bL@-`$cE;8*d(q;
z>BIW^nb~#a`50B$k$H>rWaq|{Q`Ln>L=HtBL^xq@k3uof&2Q(2Id#gL>1aUL#HnCw
zn0kk8z5s)p4ZDO7bwR70G2NPcrJAkB{(0~1Hfa^5=hh4gTeyZ`9saRLe`IT^VfQ!^
zd}mWRiGMkE&m9T+llOMxot99a_u>84|IP@JP+NP|vo(C<AySOc_q@DD%s_IPXow%`
zEHzT>p};Gx(nQ}euN4cgYZ1xdOGg+tN*Qr;ho-AcUmk<VlhSa?Ys_o*liaNwY$x2y
z(_4ty`~2&>7wQE4gsoo`<}Ls9(Or4BJopU)Z6fMx)y}k?#Y53fDQfOGOv7+OW=amh
zRI&gK<D_7vNVdkZVZRhD*4J6CALlZ#CPkl~kWL#3F^k03da?{@Qa=*0gxaYtrSrMq
zp0i;^9Di8YCGRvilC+<O(R>kUzdH2Em`ro@ZpUwjn^18WY!BCF`<eKtVSKto-0YQ)
zM#2sIwF5=KlNlT{sNDqxd{V}hTgO1(ialhlTpUq>HB=LLkY&3Z`f($2;7yFP7lJwS
z<<J)PC$IfQ1jVhun(4kQLA#yV>vxkMb*I6>H;Go)IeOBWeBNtSmX-u~R$m$ka5Xt?
z?pipAonxo)6kFf(`|s+GMgs8}l-C`}+zLA6uTK}+;YuGTn(R;Z9N#H@Es#UqPkGcJ
zk32EJuAsKg+Gjf_*E1hF9-~=6XL0dmxAvwE?(k)DRQ3@XBDZIIM{sq+yhszH&JzqL
zk&M`ypBsKu@m%v@#}}_2HA=YXKx7{<P(G-A*H0og6=v?4)MsW2>C;svPPQNdlX+A+
zSdmLM>OCzHrPb)kMTZj&*Yw?tV<#<6utbuC%WukC`<*^4sMC{XYITe4f)h6DhuR0K
zoXBi=EgPY4{j!BWf|YvsV%mOPdVe0AQ4lq$l+l2xkIf2NpRNg?|NXqp<r0Jj))ESa
zs~II$izY(f8?vk$s#4s!aS0nvoGPo5Hh-~yC7aF{Nt%amygsxafmY5&XzFeNd<1?S
zV^%82=i~BMjt4m{#e1<XMw-1G8^8Pa5t7Fq50$}%XLCS@fu2b!`?9u*7WLV<UI?F;
z?_$Z(9<S?`kBUdTn3@{qI>%kj^F1D!x5LF4;HsMJa$_Q%Su)^Y^{%Xj4S%@<W_c~}
zT`YUU%%*{j6Eg!-1C!I%etUmawgp!=QP1&1@O|zL{3G}hb{#XuvCF#6x@}MLEO~~@
zHPIkm5X<1xH?cEaWrO+-;u7JGe3p5+G`o8lRCd0oT2M1+;7!$YNZF!@DrYJTVmc-4
zhR8(lw^ofNtw)iNLXi-satFHVF43{r*Y8wxz>CUtyOB{W`qCLL<^kJ2tHj8x2STP0
zLi%;N=6nd2Ol~0!Q%LCP7YrZj%ms-`+*MgPavDo^e!ul2_w>>ar8S)<*UoScx$AhH
z4zuZZ^$d>sq$tM96UrAaSG~WFvPwnzyrCc%V!(17nRB`RE{mBme)r>OQkR+RAG}uQ
z0SyefLFOAtV86-CV=;taEP`|`a}OIFoVH4{1~PU)oUGUNe~Li5q+vGu0alKI)f}2@
z=dE~TT~Z=%AzW5=3&%TGDNZ1j0vc|pEjN3@*Pnc&c6v<%$aXXDLNRCK=}vS5cCrOd
zT20U;C5<UJbQcMl1(loouA-|Eq}Cs}!r0uO3+ujfPzciEH<=g#H>kj=W~?5Ck?20<
zWs`5?f6r;ulQ1ewVJM0sqKd?*8mBKNz9W*N!m%}D-zBTqja^8(7L>Eav5yq;OQRl=
zP*tW&fFosC+|;hUt1Pss!h>)L7)Jrp#13&>RU|iT&@fbdD3BCawOa)p9l?>{EqL$+
zI*?!|qYiR25L5QD*>N3OS!5w<ZvuX!81grWRVRFH7f7Ni;g3MWH0TIo-s+f9rz$4~
z<j``?-c-}j#aievlJUGZ9|)fnTO+K?U_dQ51mXsoZ*<fUI=F3j2*prmd*BgwIMYh)
zDyM7zRys^eDC&j0j+z#RdW(J3m?uC|(Y&1EcS@r0Toe>+rR$e*gI1|8wvCYZ2*T*V
ziAv1y*&M%yW<I{-NIvJ4b(-OvUYp}DznLyFm<#CfED(sFM!YjckAh7KD6i0Gy*|@U
z4IztR==8o&pWn!o<G30DKb&Xry>x7@i>qyH^4sngp^w@V@?MXQr2?`x26<t4cJW#D
z1oNCEo(_>qXk=te`u7BEMot9iDyL&~R1HUMMA1n5cS^+kO!iMdv3+S+Kfaw}-n8ic
zhk{YoF+tnOluGhI-LDA|NXM>?0)inZ7CD*F9aW3?Di7HYye=ifTL#+}{1*JyM{znW
zG!J#z!O^`PXCP`du_=Qfu}c^$ImftL%AEdNW!dI6NwaQc^$dBN4TAG~YyEB5d>!d^
zBym}B4ykN{d3YKi#>K{*7!HoPeC)iBl8@)PI?j&4x?R6j&y54$Zp_bwPRt20lVodX
zeSmt`KeiHYWEl7#=k7pu@@1QpoMG8gtxIh3V=fFB&Db5HYers!r*77M`H3)Ky9eqb
zVj%YmQY=sc{Q^_I)uZgwFL(}{H)|7zg7C`Ng4Py=!jvhRjDe;r4sx+T(Q%;6qe4#~
z>Sr64Gm)#o>g5r>D4f1x<>wg}W6I5B?=tZIdTA8M{Sd9u_FgKnz6JISK+AK-jX7^T
zv|kaO)@<#^o9Fy|3KihZ@yJ45fV!xg<^BTFmBM-|(<L1jZE784jHQ3sRV^~&fVfqt
z`P;-Oo(hpFrmk?fe-0Gs0zi*7KO<6gl8y{nhtLwBu$eQac@aUch8~VVk~Wuyu13V_
ztu8!|RWbT58Nnyi$JH0=OSOy)<A0noi&u(CE;3%pFI`Pjq@jU?B%PruBlrE6Wlija
zfG&w&mtj>D0=ev9K=#(;n7R>uM)ourpPG!QRI*HqdtYNmWn0eBiA|V1R-ju$4SD9a
z$(>REkRNqUWjHY^!tm@b0k6fhEJn3j>olHu<_@a|X96}3vo9YUavqtcdhy0jiS`;w
z3BB8huifZ?PPo%K&1M!v^#}EzJT5u@G<GU&Bb<U>-0d(w>zd%r5$)ISvt|<lk?S=a
zry6DwJH`5xp`0Q;^gs4xe=PqRjo?40@QFlcYr#ti-}uJnN;9mKm?&0m2Ey8TV&CSX
zp;Nr6qU673b(h+fC2Qevdyjc-1bber0Jem+BIW-gF>*)S`p|@yGMj6+eog_oJ?NhM
zTIID-HSx*x$E?lbOC$E6@jtD<wK`9i(_h!qXVWuln09q|KKehYDmhdw`t>f<XDD#3
zRbXgl0!kuHqY+^c!;ggPX&Xrrqx8RoAjgCqNtTS*6&H@&#Zj&`lZbb#?J;=te}`B|
z)_x*4lIQkd$&7cEBA-cm<B}T@S*I~~hlf*rXLV=iva{bdYeDZlUT75aO{fk4F#z|B
zAmHinX)0V<1|a_MH02}wAbwZ0!he9%jI^+^*=+Oa-+<??F&}7G|NKw9BY*sC>qU>n
zxRM;-2M4dKl}y%t&ED2G-TNM{UkLVz-ieMB9&x@pUb*giAMhlHVeTP3Mm@aS?EzZE
zTm2_snL7@v+BIH^efxGo1Zu$)ze3wCb~C3cJ%HunkuSwc4al4K$Xpl9lB0lbq<<XH
zeRn4R@jW{2)HMBul$os(!F6aO@NVg=W&TiFFWa<$9!Xh(zAe@iiI`2Q-*kW+6f7KB
z?qw4z6_a`IIi+{pRt%n8g&vZ)WWI@fuNzyQeDq{(n<6_-mq<zDh^oQ%F@U>t*Ehm;
zh<y)=jgPsN^j+*qiN^Q+0au5{HL=N3*4MvvC*2L&NB_uqz61BCFZKuD`$4&N5=Fbe
z`a8_sp)fD?QZTH#i0W4vtI*8Fdiu8TL33i4%0<J5^mwZV15(t^GUl_Juiip(_er9p
z1X@!P3RSByOiQpYc<N|S7Yo#zq&k5y^9SQ1DH<4t`9c$B4dCJ47^e;ooZ*REdSM}9
zi+h@zQW#{h)j}5%oK8L1!toUDW<NG+HfI-TiXsw{@CriwtCKQ-Fk>q4Vib{Ne5Cri
z3wQI;D^tNoqdE%CAA4hSH~JxPFV*>3U(nkP9o{I8a!p4TZ)PDnI6?N*<`|o8+)TU=
z;S7pxihsFmdJJCF{5Jn`wYykFXQ`P(Hk*AkJ-HOUs5dB!YI=&<$Zu@xLjOp>fFGyF
z-b4N&$VZi#=A<hqF`^?#KkEoJGIKAa+oY&jzbw~afJ=skOO^y;nx8J1H|cI7=uqPf
zaYF_3txHmsBl5euLno<KikG6gA*m$8J1aLm3D$(}J~QY=20|(+US1|J?2qF<;pHg(
zXg9m`ZIGqJWcaCJO};8+1Eu@DymiE{6eST=<}p_rA3p(?N6#Kt&%7-=3&c0E-m@-U
zPP=!5)1f1AO}3DpCN>_(^ln#RIoy`7;jI(4Z3pN4`l0U(d=Bz^>;lpo20QEs`(j5+
z&gh4q?kB;+&%+^`yNe|?eZY&13cJo-`wN`K1|?id*&1`>1;aKCnHRSViwt+_cQA`G
zx1I?;&24LqOh$!m^NwN=^jsGO{Z<(kng*J-9ozSgsHTch5Zq&qjr|5roQ_rv_^m6Q
z=R-DP5rl`CSTf|03+ZLIS&>l<@mSk(lNY;%UWC3$rcdzJz*S%az$n+;Xjy1(N!F(5
zvrqBXmZ8O<rWufQX25~T8OAX3o(ByEW@W2Rk*_c<MY6aovOl#gZj@e@W?*GYCl5_S
z5(N4T=aWXD4o>~8zn`cPI(6L}PSQqp?!|h$?KPbps=eO?4kss$7+-OZ<7eG3ca*-z
z@x8{F?)mns%(6W}x-y_P;)?0HNBb{cLinjR8pQCHDdE!{gDJ!ra1GaY)EC$_b9~z(
zw{7J)b{l$XdhNPHj6r?X(6wd35(t9kWSh@Zi@FLpfizNSTxtqwN?|FXttN@4H2>99
z)6~Pl29FwNlv7taJLq<t<QA!>O*d}S1<(}A#JHfFhKQ&?6Ps3Ni%;TmBb-@WZ+W$n
z3B^1Lw&i`O-1co6$pL2T(~E`6eM$sh_ZbeF8QnYL+ge_F9=m5XJpo*T+2*=D)+=|u
z9Mgr*m8!0#69-!)Z=wt0b;F<RJSYAnvfeO{x!CcWMu9kix<eMFl++8kS2&bOP3=K7
zm`7;=3_P^oENI2=KcRGEwxb>uUy29^0e<C`VqZfyW1Z9oxqX4oN(;#%O>DN)?WZ%5
z#0V7hl*X7-V?cl9Fv0sEx+AJxy*NE3HX=b;Xw<Ka@CauuBBnpvKQ9n-z=8u#8a;Ff
zHq1$~q=X3k^vDbyNvPl8Fz9N7sWwrwuLCbq34#AK%JL74CbDMm3gR>5-{C{zPvB$l
z3h((I>o_`0U%VG`HRpP+ahYYO`YOw1Ng1T!A&0&wD!fAEW+=C7L`y!O_DhJMfKiuQ
zdQP|VceyCkvC6d~{VaKrZjMfI%3P}H#|0~Pu9plsdU}O)5Fgc|O5_UIc@hP`pobl`
zVV!wy0Pl#JM?L%a=80v)l2OCHR>R>(<mmS`RN$np^PiWmnd{%ebl)x)D@S0kX4}*1
zK|&la{py8kam*%8()>&0f$HDWaz>u%d2r^EBt1R^t(S`&P9Qfss0fBre&&uIcH0_>
zy{-cIbG9L24mcLRZ6XpTnnIR>MuVYHq`Q8SQ)VR@-Qtf;@zSVAk&#i6`ywfs2Qm#r
z(Tm#_bYPx@fJhZ!R@{f|=INM07ptGX7oV1z_3$MRKZE?C9XwxFVVyYL$jKfV&uNLD
z&M8OJmE*_gvMPh#7hdL5u{t@(csys&R+MNVO<Z|yXKRyK<0UQ_r<dmfby!i&)MMXE
zxY~GZ6@>E$<aqIa>yyVggD&N?QR$oVOd00PpE)H6B9epEGwIIL80QPUoq2$cH7#1`
zhJXl9pInR;&I*D*L*e9a`w8<VsPoPNkwHL3qThQ-I+q@a+>7QiS}8|YAs-8+R1`^M
zP{LMvq$nS+QoEo`)<H^OSp^{cu%i5?-cM~(H!5&}7;EC!MghkXXuo_eu>c)ysg=4A
z)(k=s>$3K3`d*UX9R@h^qyRFYE(`DkV99zJfx@&+*dBQ2kRIF7d-%x(3oB9bKoFY;
zsh=}r?%{x=S$ue{UEBS0I_lsW<nmjLIxQ!WtbB$vcqH~o)`uZDhd1`GsFbLds2Di9
zZ)|$h3Jdh?V03H1ROYvZv_Kn>NnF(IWn@U#afD<epn%vF7USv5)pZIwpSxj-hblbB
z&9(-*%e=*p@f>*G$geT|{B`uhS|KwvHtJ?c2@fn+^IIK!rKi88<uR9-zcxSVM+`gZ
zgHMFTCo$f;mgYTwf0h>qkHvIeFx{mJHx`j-h<8%O@K*GLGeEBw*A&2LxEmT?pl-<U
zR@|Vyz(kZZ9ljzvl69$UQ}U4UQhEmE9Pxp|J0*R};sxFqZ-ZG`vEG+`V7rkur$NT~
zeK%(4;@>8(DPdz6jH5Wa9QJ$RM@QwbsDvFTY<L{9l`tNaN;+5wmbxw)8RSg^9de0R
zk>(hXlA&`!n#aE6eS-1;5)?`|0tZ?hNi;Sz7h$sF$_ni@-rP?+nH25CtR&)^^2IOO
z;dwBY&g!l~8G~Z?5nDhnjvQ(IQ04MS<?>L;0Js%_N=8La%3O0osNnsH-tlDJSe_NW
z72Ol($-sOh(y`HXdM1WvwA+TkrZ|@<lT4VBniwX+;GA?;OTAkg(BL&HX#I1!p46s|
zKtuy*Sb&`u(YwTJBOuoxv@?CSx7O(ATU`hjQ60Sg_GWIw6+yAB<xKhTbHr^^z4?&j
zb}}h#w=H;26uvp0IgM1M@mcimmbIpren27|Ia1p3LMu62_ZFP0?rC*+mRwq1x~3<@
zYp-4gX?2&cyJ>+=k$-h*>6LUs3W1pIJj*J~T086SsUd^TrImF*-ZMk`;l04_pXVyo
z@i*+O+bur*UEFPffu&cmxlz8D{P-V$j1v5!opK3l?p)q$Kw;lHN?>^6chci?IGh?2
zKM>v=1{a~UeI=+@^c#mMwXwl1*TLA*_3~&jHHf8_-8w%h|9R~X-B$uc*Hcf=1rr;P
zw^Pz3DffQV)BB4Jm(9QsNSP`GSn_NQyQ2=Z$jYh#>Pd@H{B!b6@<IHP_3F%XTzp&|
z+)Y<E_y84C%r1n=pO?<uT>;f|lpZkP5NRP`7)@WPBxH0|2Cyw6Or4CcB}Y!+5{Qpn
zh^4R02N<9#E=z0Op9(r^v%j#k>UoWXpTMr0Xcc8`c_o!h2?bp&N8YWml<cR%vN`YJ
zczJrsyoz_R_dsBNIA3ke^0~i1`P}+^1X|b6g#i)(gEwM(QvDp-03Duq@htvF&}95?
zeiRQDM?35l{$CiULfRqfWzLaWBS2y~69$=t1-RmKsH+bceg?w!L!qJJiCR)!1(pRf
zvc|D32)3Z4xH$#Rl8q|zx7*VzoDh@PiCiQhw>{sW$t~G<WEh|(J>l0O^F_<)Uq#4$
z*W+@%3{{|P7m9+oxc`mgg*<nL=J)lL=)g(v3oxG~X&HD$@{U3z#J3FTBEZ*OB6JT#
zO#(BsF~6uWFd8}%*f9s(r3)af6>yh&NOymP1qFzSC4y^!0tQT;RZ?I8CFViCmokuJ
zQcZiQ0@v7@QxM81eH)-)$UZ}i_z5LrR=i^g^V@7b{|*ll<|e??><aH;$B>2K`H}YC
z0TBmm{JYrV9Gg`zTecY&POJtcs*vlh7zz!lULMU{_i^~potus!`@XGUZNB4NAb%rP
za$&f<4_8KLkG?FB3O`)oCXf++c!@rRg$Uum74Gq%_p#5t<!j>*r`eB~WkK)cG8`2O
zUFj?_@MBpQ8dvEJM3e)hLsUnUNPU6^c?xJUK4~u)$GIS%n4CbqU^_x?1d}5VCvFcU
z&$ORJ_dp&f!}b0w%tmdPdBrzo5Sjt1pIQKJcW`x^Klezs>??~s%JKk&<7xy(KD`}w
zjzEqfe7Hh*>^y53X15@rXn$>NcZhdJC%JC28_Nw!)$Cm#KH?r`JIdu{zZPmNg%5Zo
zmhkY}dLp(NTL*l1*p{%b*awj%s^vTf3%aHcx~ZQFauD`MoZA>qLx?*feDFNmH(Ry5
z&)+VG<^-Lf@crALNYvpd>hMc{(cD;hA-+R0#<lP393q<#-tk4Q>h*a+`XRu~IozXh
z`S}EH30@h>b|#tkMcycO;qynlNF-%_*>2!^V0(aciGv+^+2bcAC+`7XyDg}ko37Ki
z^yfSmeVMbJhdd@c&OQE`a%0zp#2-`GMwt8M%lMZ>eL`yzxp+M$)O61@%vB~A7Ej(6
zgcn9v$W{$A^xY%Z;j73GruWXFyYOw`i?qCVqKZK5ZuGKUs(TO*M2in7?|^rq&joS`
z!%cV3@{*0+NO}lAP<kVLLwkc1zFee=h$i5eIa9SGADZL0$8I22_rmrT?i<}gKSg*A
z+DT(DN12-vm=;JQIwn2Q&@>9VP-?+ZZ%VTP(<lu@ACx%E+RZx9+m}8``p|8U_|jFO
zE}!`@t1|$OI3nny#P&7?I=S+SG7ZQHzR3Y?UIntc!J6E+&h7a)L8$h_eqqFX*6}~H
z<IVA_9r?NI?uNhRcQuT-D|U?vP-6hW0!7ZdB36_sNl;~qt)jpk)A>&LijcrQ9=eZ(
z?U&P;283!Dk$y8JeTZWM9c94T7@~p5?1|Wz>7MEy%Q@~f1J_s4z9Q`c?#cXu^up2^
z`-bm|{)h_T?eFgUZQr{$<9Osg;Q8d#6Q(!CKlmZC6Ko(9SSR782Pmz9FWmz<ZV#Y)
z3WI#mCtsC0KiA{|g2qk*pK(Nl>F1IT*13^W9v(8#k!B%$J|rSoE~#fsjs|&m@PbPI
zr8cjb!_c?A;)6Em`{nI?av$a%*ruQ0!Q2G;5#y%N)F0QHEOeZh2j_w$`8&jFKam#*
zf1oT-cdh8--q{V){a1oMl55&OUS(IP6wK(gV#(nYP>~`$1i7MfpiVU0m^z{FXQ4E6
zxpSB|qv|9t%sX<tX1G<yj>k%`u=l)&D5ZX#jD69X{*xQf_deVO+O^mZtC}mZ1Up3R
z*H;DJX=37(M`HEtps*hZ-u?Js5jgN!_usvcU$9;@3V0NtxZzx|Js=)7g;+3Lrl9i@
zNRUeFEe%Sg`lKZF)!6gW&FDJ7+qQVa%?!nMTZUx9i;u1Q-Utx;xA*8)ka_(S!ngdk
zG47GK;9l&`eF=|zpLZP<2%k|p?Gfnw-x&I;_gfq~+r2kx+g$;MX&1kbk@Jpwfmo#&
z0yvLdkEQNum;2Y;1eQhfdI$5bqK_dKhVTT9`Xp@vc{3rsyqqjZC-YLA89cf5`3e2I
z?QsA@&Bs5FvC8b}u;%g1^dNsP4f4zeEOhFF+YWBVF=4j306)WwSPu-2JDAA@XS4wS
zJPqV~gMLefk*?PJ=10G@gDwBF_1J<1Qxhu$=UP`el>;ct;!A~r59nQXv@r{g=`RZ4
zT5y*#=zSybM{II4aW6wd4vir^VC+P{d%8GX^JAC|gl>jG4v2VAIU(a4DzmVP3YEf|
zGCa-#LpOJgqNXAaZI&iG@iHQQdiJzL{IOe_o~fvNmfBI7+_QB7XO_$;2nHr+<-*d4
zt++J-ok$e;7U5NW{f#yu9K<Fep))dQS_SZgQ#yK770o8Yi32hfO3n}8WaUJ%ACYAB
zRmueu1H_Wn0^vPMsPZ1yQ{&M{J(c8hMZ%Cx*I=|=DzLc3=Z~NPif6j&g~Ilcin!HU
z?RAYU#Sj(im8m0OBU6bmp?Td21OXmUB0ByppMW=vCGc(qetjxYHZm9bZwL#E!W;qk
z3&EuEa_ekd>$DAZt;EAec65aBT}DTc#zIO4E(-*6kvXjDbV`15YO`s|$YZlP6XUD6
zo*8b>?<}2U-_vl@);+9^lFY3Otks3)Y-E<4@9ZCA70NcaO6&)V+s&m-t3Bg|3bV6u
zlgzgFN2DCzmTWBoxPVgkmztfH1s7chNSEbQ@>m@_m5k7~5oD;HNS&0&Z>C|F7Lrni
zC6(c#5Wb#kZ-7YcT|^a7u|FB<)~;n9i*0EZJ8ByB5mrmWvNSIjT{RcZP_a9EDi1rl
z%l?Y%ZXn~V_mnwQ?$hsLVYo8P!B~h`lz&T#WR5hC1=;f_Dwx0n_gKL4V}vi=>iSjY
zIAcc%p@#}lb*!x(FQQ;CEmg`BP@?oonMwkgG-Hb-FQC7(bU;;Ij>aeU4lz$uoETXI
z@q{@rFHfl{FCZa|1!@W7jaNK82@_g%PCN)=-2ehqg2>vp(ZUu@8F2FWaspy|sW5L9
zCd^IFPQC||k&W@qLZOUGQqxR!I~Z@&DPz%|_~?s=6cD9*ZixnWLC4OpugR);r4GlJ
zi0ltCPhF;7AB#Mn+bPlFmPRtx*58YCkz{wFdQ(!t1ucxx(l`>q;y8r|APTyk^$gK0
zI0aS+uY0ToIk?7tl+9pOOCkp;_7c4kw=W+gvaxxcVC59{8HVONVol2Qg(O0$qhh)k
zy;ZIuvJlUc5E5@q>Dk!}#_rC2eq7vVAd)(!Ql^%21x79cpNkQ6@0;H`nQB>227_Nn
z;B91KRChLh0{Td?l+v1<`>v(hYPyf>8iy0MP6XNH@i~Ah#YUC~J!H?vm#bOCiRO;g
zwRSeyRgoRo!d=vPENt%&Z?6XJOv#TM*qeLA(kmg5a)HPC$vJYxc(;HzIGIllSDQ76
zJ+L$N(9#%b!jNeW;upRXc##|`(;N;ZJHdui1MUyU+Q5-p><-ugKEFqS4(My7qEDR&
z)GC;VUC-a-n;R~N=2bQlX1*0rR!*ir!Hz5FrKuU{y(!Xd1`!YGk0V@trV@W{NLqi1
z*_?p2kD$0qN+A@1H^v~iohTc-Gh`;g9_-t%j>rwhff~^6GipfPC?c0H$do5Ld}5UN
z<g9OSLg|x<Gd~037X0FTN#L-xflkN5iO_=B0=bbU&c0C+PM`_smLca0q37o(@8r!C
z;NM@JHLoK0zbl3x`teHkJ%0tE3I{;n!spS%lS~bcMV;*B^Bwlvtm+m#Fd#Z-T9a8c
zPx1KS^dX}eljrf-fzcXY3R?CfQ|c1Ze5E@n_O}^V{_^c<S{(Q%aEzeNjuCB5K;Z$q
z>v~qx^SYr)WXR*9I!6MW)8u7Bhy`~ej)4h5BbYP+VcCRK8Ryg#a2l{38#5-H*_vGQ
z`qxw^0Z$eAE*O?kudy1Fti0H#G@OvNg{GB=G^*8^2=z}Lvw0}WU_%p`*$7N!Z1fn5
zSanwkfsy)N*_h2G(qpYRnsHUZA*ekYxlj2wBfk8^0W+ZisWMnh%y-RJv#+a~*7_x%
zUI_h7fV^0&izTmQ4V1u$ylzc${3&)qM_!~#P<{MFY)8N|0^_6k@MUqcfM=m$hayZz
zbV)*wMLafmyTYMO+D&Kka*GROXkZEU_gi@^JbwutSYnTNV&-h5(;(y1pyHE1FI}gA
z^2juqxJKv+G)DG9HWTzU7#oTpjj{#gK<x7$Agk_V-BF?TgVJN6`j-qv9-Shn7wOz4
z&E~@!n-EG8KafqZGr(d5j#6DaH^`(A8Nt`&L!3GnDTTD8S^AdR6D)zlWIG_l(wxYZ
zGQ;7lAqsx*g&BP}@q$Wh9aG@q-simq*3q+gHNU<<^P&Lv%?t|Xb7;cVRPY?TqB^gY
zrJy)2^tpvzgC-V2h)-3(LgFLmZNl6qS%|CvA_xR%`*j0J0TV<$ZD0S6%dr8PdlWMi
zrNIB{&WS-S3GT&N?ngt5UdJU>;W#F>FOr0y@(Qfa)`uxUH~|6x5n%7*llR>QYRgT^
zj|X}z-l5rNC^o<4;RK3ki**{6Zi1ap6X?&ulIyQEq{OzQyu~N){W1&Uc^$7e5}+&Y
zUBaDq!AuzN%#b!QX@t#Z*(^*j8V!I$I|X6ICu&HbFg$2VsIDK3s7<vZ(^7G5&nU#G
z=uESdZDZ()RB%WVD%M^tR-W9q(TC@Two-4vesw59$|JC&Zma&T6h#}Wia3yV+y-?D
z)GGzs?6+MK-1lAhc6eh^vn*mGhTNY-eiX;fvftUS6Md?&df&v3AN-NouGNfcvcDRr
z6=p>YSHB5Z^fQ=aS^LdH{0SunP3G0LKw^xVK!xB8pFw2M3^)p-?@xdad}#g5u|z@i
znF0L?a|}2@g}{G;;NagG<vw}fZ{Tn$gMSt149f7Itv>|`9F{>J6sV~B;Ag;M81O@0
z{u3ag>O%5?LO`%!^eJ)vQTXMX{b~IvnDoc|h(SZD4E`$Muo^;$EzcT3@P>~eqkQ`Q
z1o%QihG*bEf%V@q4Hoo{P0uO<oG_GPzz1a^4ruZ*AQK7#oE7<a;7Nsk4lJzq2W#Jv
zh%#AsmIKa!#Oz;yS`qC&gWTZ7;+Q2kM+7c-6s5i}FiC~MXMn*{=nJ#>6F@|j2aiFb
z==%Ny_(E8Q4xm4QC5kTEPR*|n>*GrJ>7$EfUv;Al^p_-;T@S?10wo;nz!>vuj3%`}
z{%@Tu0Hr3`K=wih_!=QWcp+~b?HDgEyu0Mg%IrQ6a{o+l8>+VKod-Wp;H<phE$~OG
zHZUrsM)gJpiBGR2WL=~-UZGxrsaH}Tir!FP|D%WNHy(wG#W01v!amJ8jA=dC_n$ig
zVSakW!4=|QYtcZtw1Ij-!pf6=x6Z&mtw6o<evfE7wBT);q(+RD_FUk}f$$fD(G|oT
z6RvRD?hLMIb|syNSq@Kz{RTY*UL4T3Kal#Ab{+!O!ENx{9PG$;VEPaI?##`><$DyS
zB~{$9wCOnbIfB{zvt;Ext1z<Hq@vu^9xFwKbK6E8?trf3zp}&SQKWD~_ubWRtoB$S
z6AH8|!w<X|9OQtvQ5<q3toBL=92xd}1Ih`1`T~?;)cy@v8+FoqRLy#5QE<AbY*EpU
zIx2I3ig6o`l8y6l@^PM@bQ*qP0ens#VgGPX)Co^t7KVm<Rgvfr7n+FXurjaMnKG4*
z=TISknHK>sSeo7G_)K?W%uwYD_j>b)8~j+We+b0gtLVNCXlweUpILd_we6abQu`uO
zMXHHsEVP>ntJtpBR&9oSn?xRShI7YrjD5+~)gTrj;VQt#b|E9|Y1zN~vC87k88Fau
z5IpKV>819p>8<27%^62<r*p<F-5H)?N8<kAR|`yyhgdik{xouUZ>Cdqx4Ez6-QELp
zz>uxS!lPm9{>y+1w2XB187XZ$Ad5h9Z*kJIPJ|Xo7FH|RGH8B4oS5i4bh=Q8{!b0(
zhM6MfW72Hd(KB`YdE)HsEr!steuJZCE$p0PzRF<Zgs$ZIbL0SLFrDxMwvwDBIsE9e
zLT^X;H!Cs^7mGYdDScUc|9K9JYO&voqGF+;r=CGWNoMY4eAF!3i*1;DotZ?el57w9
zEY<ap6lMz-=Jy+h^rEfX$;*)p4;wyeN~jLpYO3v(RfS*ComoFdEG3@u3Hcw3`=gFq
zp39@>H?d{rQE<e+v-}XVEiT3B9+Hk~X6+sl7F05#Ul*NfRx;ySS6u`fj<Fo}%aD<W
zJ5U4~b}Eb)iUj7zmWk}gA)5pT#-Dhi@^eT)25)u{94|{YVx(<-OjFcqR8weT;)KFq
zoWPqDOicog0N%*x?$1-D&f5{ygkgt3t2TPl6yYO8qq;X2VK{dFtXHvO&_36T%T|c5
z4u3J$)Pj4jkD}KY$#Kn(;zgVYdgt$TFZ|Zl={B5^dLpPGmFGgxmU4WU47)iWvl`Lh
zIvueDtypLLkQI#9G80(?HB}j21HDA)8L9WqzDmD%zAG@Td+%`3G}299d1qlbY+-Mm
z*IZKGS<z7c+|a_NV^vvyyRED$L1S5Dt)lXgd2W%RBeGsmVy&{+Qn5r`UA-ofbcu`e
zcsghH%%&T-DNGLx-&*vPDaw7&qL7s5DfYZ+xq#3B#UFT||GCP+=K}<oSR+g&Y^6EI
zIdg__L8*WF*T;<b_ohHVx^fEKcuL=Kq-{PDt?&m-7vE_vS7UsFq_Xwfqh(8!k7f(*
z54s9}UnIR6PJoUk3hhhl_O0(@wR*iF_HWgo6k=sU+B8i<e9;eb9i+VSlniolTo2-C
zgQlkL0`>L8<G?8-ClLD5>3Mmm#gA{o$;Za@C%c_sLNdVzn_E!{#bN>hwcwC0cpB(5
z3+KiS72GtTYxI+ykrN3>=Sna}y1vlfH%bU)XosZv7F0of%URXIT9cg)9Wb2}Cy5=P
zoka7kkr4~(^K=ljh_syy$Vl2-K?xtt&`pnSUwOY-wnah+<(JGcWqHBh(i8SDoM2M8
zXjCj4YyO_3|0>SpjV*~GYZ9WWEua}MG|!}FMv3&wpV!xV@n5;_zcA6i-2zxR7#aSC
zn%Nlt1yjoO7kK&?L2Pd2WbE)s5?dKK84DZ#;Zpw-L8_BDYZJ%-7kb4b60?~f&<3np
zE|k$Bh4@nF><J|Pxg;7y(!#fGA7cK>#1OEB(7hExj;Hr)uj|38+ed~qlGzHvE?6(@
z+Wv-901H4m(IGH9cwsSToodqP_Qoas$?N(p?ZSonBdmWC&&J~S{zwcVQ?c?p23}}?
z?$W8H?@;BQbA}IK%12dXnPtMBu+`JN^ykAAwcPkwVC0QKPqoq7cEs%ZPy~u)(|57a
z)beILP2XKBwV_IdPCi|kk*&8#Tp`V$>sM?=2V8XY5e+sd3I!IhYkpjDz|DCmOMw-_
zzaf-KR09Z*X#})}2n4Oa7|MsHfotqb@Irn;qF`z;jpgAu2H6+5u4EB^oh#LSEnCS8
z2+564zOMY0H$3Y%gs5YAGswPpP2yDY%al~^HE74Q2os=!F8(?M<wLds?L)>z0>D<L
z0Q?vudF2P?573K-0qaHaMtOzn!4A(|3MBj`hx!_Y^eUMcB2!|4-FXnTVY;UKEo?6f
zK`~>`H~@0?v5_r$F(LU<&!c7U%fFcWKhya))6eklOg|g*f0+4y;_UzA#s3{4{|D2r
zCafy0An^~TpH|4$>id5O_7nZt_!pY~=d$_NbUzdOC*9Bf34SwtlI4sHEdT$|{VeSN
zAhrK@=>9(}^?#)MKm7*&F-m_B{C^I|e@4Im7j*xBH$4A$5&yp?^}itgf3WwzaQc5k
z?f>BKe=zyKkp0j4-#GkVeLnGe=1&Ztlb!XiJjZAK@4kOf{68rDpZ<U9e;?=1et+lx
zlz;X6x7?rhU)w+1e;?-$cK^px;P21<gX{mP|0fjxZzqcX)qMOb6#u`Qi2nl~|F3J|
zzwr2f-75dnCG#(wRzA<{Z;yrliN|MUVP^VIH`8GbOFN~X>D!!Yv6j5Gq>~9&Q{B7I
z-~%i1uR8|kmRcwnBl<>Q4bcKjY-#37S!s0~!D(|yodxox7ncdv84WsY#N<{r#H8en
z_$x`@Gi1#c)3c?0;-yVXPiB^=n#eLYv8&!@lBJ0n*L%AcIFCHDud=S}dpt>rfb;{5
z`uv-Y=I<$+wtW!&d<o0Lc|#E-e;6A>_ysTlX|}mKZ5M|6;Pe3N>%!~DJ$ie4T_Jvq
zqKdAn*~hRjWf26d>{9`a$`-Lk5ed3&GDQIpk?3*V?{^HgMP_0Fc)QMe{B;!Yb8TQZ
z+ax{D^Y_0L-p*cYfwS5O#0z5)V_QVG-_h)~1Gj)-1c7eZ-r!s<gA9j@3c*DOa5+JP
zGcsA(!|l$<eF)3pIbUNWtpu6ywE?crtGuRhCYSg^#RB@=r_=>%eQ>`e%i|j}g;5V=
zRPp&Cj%c6l3**tEGS}Pe7hq`bXzylNS?`3^(-2`=UC6fIic2=S0jsjQx^9tQwc12n
z7HPVB&)YXMwZ8S)<lOG~t0gs<5mPy(gT)S-WAHHI)^kp~P}-&6(<S0d2MkNFaUM0a
zCJRBNXPF!YO$MQA6Bt73M`?~Au?QmZ3<TlBT)12V&RrVKO1f6hR*xe%jfAEMm~C0C
zgQDjWe8aAZZ8Y6n6``aFx&=Y}CD!40(fP8b3SEXS_8B|h>cuSHD%&J+O_MSujEu(?
zv6$${2$;-Ms4KK<DjdeM5*C|lFZmsuW}ns!+RF^4EplzAGay_6Nw<2oUG}BF+o48E
zxjX$alrUHN5ap<$EA@lvB7^XMbJbUhK!HKJ=;FGdx@>{#xBzRoY>f~#g0rpCk3q}^
z*_x#LXHwH$Jh<SHg`%=y%P0}RU!y$;NKrBn!ZkGo9R>;m@Qm)<fpVV&cH%W5;yPg5
z)BBIrC58G;*3``kZyO>cThGlz2NWf19$ah6>N%4lDp-w$G_BU^JGgempC6mpiU$sY
zaIsj9F%GSUi}S^QbmYfS*FJ%AO?FZjq)ng+t@6*KoI+rRUEix9H4^HGHcB2g5K@sr
z0V?Vo8*AhRGGSr|!9Rj>(HaFN#3}h~6agS`EDv?#PJ*}BX1$@SSLqF|sWZmCZBbxs
zJ^oD#RJ<9HDfOah*?0b=8Br+#CKV<d)S7xfrPHlNr=4646ew2&q$V_9&dy%6CNW0u
zQ|#PeEroybEGcNLGA?!bq(u*&p}stj)g9cn;&u*Vi9sgO$Odj1r`Jt$RO8Zy1W<Jn
zwA1$QcrmODc+q#^dKIPYOc3l*7r1A)r$b@bm(LQVeN!1G<~t!QqLZyH<>hKjr*lf+
z*W6g+!fkXNXMBdqNz{qZx&Hys^vaUjWi&5yrt{Q6uG&JVw2h3l%YlB3`l;xrtKjt&
z7N(>M#Fhy(Clcfs#e>HQ#qhW+lh$9rj4w_qvgq1iXA|jAcmdsE@^YZ~xFAF{HrkB9
zk)`K#h8x2+-Bo04ze%L>jD!YHV#2mZ2b;RN%}GbpRbnuO>()Q+ZhY;W@PzIeL3yCI
zHVq7TG1=Or7{3FiYsEc+dNgbxk?uTBtVfEHv)8LVfKj_9jd48{HGUYwKK>v;UuY*T
zc)ISIV|$=UBhJ#`j<#0WorNj|V_3Qc5Eh7JG_U>O8Zm7VDkFlB!W1KJtf5O2)4DC(
z-$1g2HH;eYgkl991ft#t<|Iz%-t;X24lHQ4KGQUR@aq>~6o-{I$VEy_X<VIq?Do_a
z<=V)UVFcUS@+-pFrJ>VTh<X<Es_l9ojgt=iGu5ib1i(P=sWiFK#f+)zdD@1CB{G;!
z?4;U!y`1?LZYA{`Bfp~A;5+Rz^s*gy5E?LEK;Uf*HVwN0DRV$f@TQf$%W;qOX>q+a
zZKi1^;uh??iyF#V?KzYRU1eFVB@}q%MsP^v`1feJ6z>(v-pStY;knK9mTy0sG`Gvb
zvfQU+MI_xlwkqhcm~&dwMx41ow=K*Ht>-Gxr|B!-25R=Z&(c<jr%d_TzP>Ca$<k{}
zmrBrgJJcpp!u~u-4vxjV129)T+8nFCLeN9lWd^sApWDpKxIac6WrU`Y1JVly)CH%E
zjr^Ontn0?vz_au*^-)7jwWZcEE~I|}ZzpGsu8>OPc`<5zLvSgp&*Bu?XEygOGPkUw
zTy5&7qrEv!blIY!;XajE9k|%kq8e4WB{%yGm~Bei>kt3!b}9*7IkeS&P9f=sPMyNv
zv&Tcz%M<9{Zxt-_`pGF%1f?6#OxF}p0nh%ztZhUM?Yp3%G`YAb{9NF9yw?dPjSKdh
zpOIvnjY+s__Nw62k1+ijfuqP28nxifr-pO0rBkPG-ka1Dr=ucbMIOIn$m@BsEG+O7
z5?bU%Onc>9N-Bix<G4+1RYv8NCheLAGz31B+AtTfAK{cmz7-F%(ROlRxKV-?L_6n!
zLW|-1#5t@dOdBGue)SZzM1i1O6s=65x9UN-7iR@Q1b1U*3IyjwetktJoYL=OKeH7W
z+Zv~{!(~`RnkC5V{RMTol+m53Ge)P6FEW0PpS0Gux{8Mt#9b7)QJkspF1PaFPw@iT
zm5pYyZk`r1r-diCJf91a`v$Ub4Wc^NU5Bl_BJ{NmqeYP03pBwFbRcd3sPZ^iOZ+0F
zw%=nVya`Fsa|il(FjE7JOa1}I%HM>;zw{ON`m1&TW*D@^j{Qo6rYw;)Z<QYy3$ZRD
zzyJ2G#pX5hE!>RtyQK$!o+r>uB|;<m(_q$;0J4}2d3(9Dxzuy=utp{u*9afCAl}YX
zt8!tXtH*qEjkOXN_ta8VrM9Yql0Gptd`l=)zcoV!ylX!1=dY8XWMs~agr$h2ipn@{
zt_p0r()c(Zzc@uQQW3%wh2kV~a^A1ydHY+n;?$fH2R)?7MdW4`x>O?HCAzUwia8gy
z69oXu>X(U2?(mlj`Z~cO>c}@Q_919DF+pU>MMYsayetXfMFVBF%T^Yt>!C6~XbhIW
zi_S&GX_CdxBvhCb05?%LxTJvC8c$YeyOZ)3xjd47`GwNkD_1DkSt7;SR4FQx+LU{N
zEi2hbQ)}A8Owp%Lt&g1$y1<P}ojM|cO_wk(T@mBgp^Z>Enfr=JpTSdAlQf9TN>tb|
zQ~iiZRMDdyS3ITDH$8dR>zkG^qXc&_prcR3eAAN|*9!%D3GW*A@bqRyPjQ5XB`nOl
zoH+Ii1ujJ!q?mlJbOCKoTW`N@FUrv>-qF`X@}W^)MDgh=AGy}UO1?rjeCub=0YIdu
z$N{~)pO?f+8qsv$j^n7+8d?RKB(LbMMbyO7Ql2kch~$Bp{ho9Q$6c8=Y25)tJWd_%
z;gP(F>dD-~pcAH?_esM-hIHzIOoXZ2&L&VgbtADYqIFx&<g6%RlDMkc+ltUafg7Uu
zOM(R4h03t<IMU&fE|tQrS~8!LUTzlFrIA7cxbqW5Tb7=dLS}G_w}^*Anug8Sqhc`H
zU(f1IaYQ2ZiR&40#QJS4Ng_?v5|VK!>S%*1w<vHP;)q|g-8~_V?5!+3#lm}Mb3NY&
zQY3FZ7g8%<K|8=mH@1~*vOiocIn7)04-~(1y!Js5Dpt(eGSpstY*85ZjL}CiyJ5`4
zh+wG2P+*#){V*fN5UDK^YE6m@J>bK36hDz=SWl~M2Dm&-Wb?j3)2=;zU41}G*{kiD
zo%}{^Jqi{DA&FsB@e7ybm2d3^-Nh=N*4VARk$sS5(mj~S*pOO(g4&Hkjr;8Oh&|#!
zCZ@z#BCa6)Ui)E1-$Ye`sW5(NOtVBR2HtpoOIRtqrMo)3kW8-OAZt#7tF>9Bc4&8z
zjV7@?M<ZDJ_X9=E?xbGET1r}RQFW|wuPYe*kRfJ#NSb5Jee`!l@2}1IQ260`1t{&<
z%GB($C>C{P<nC=UtdrJJTLZ_moE`r2(O4LY!k_*iQIFfTAIII^ofk5${iAO&3R{z1
z@%nr8GrIg47n3bovv#&5ntrXZ8`)r<m)b4(DeBw8J_{b?av!(#3H;yUY634vVL>hi
zTo+BC;`iocdP3O`<!%V<Ft)cJ^P=BztxBis;>Y)o8a^y%_P&@ZoMLO6gRMiliEt%Y
zKI6JkRSdg8^r=t2|D0ECMTzJ=o&6OZw)>V3u?@&eh5LwhC38r&3)00w305U1HK-&z
z|MDZ+8wPh;SIlQH;}{QNiA<L)sINFx_=Hw@N?;d7i#I6L+%SlPaYx;+kU$K7C?BF6
ztcLiNvE?fpo#&fFOB?ls4>g)8xb6Mkq;FeR_f)sb$r@Qj+2W~2vgd^!l#yP?m{!3+
zrKw)=#3x=^4y$bul9f$NpSw4lTK9Ix+3FU9GwfTC1xUn%-{tQy!<gL#7zqtyhU>l}
z&xh0Vd^motV9+`2%i*Z(MPNKT2fw?$m<Mp3MUV7-*-*HF-1e1t<s;sG6t4&1-Gnce
zat~eQ5TLYXkwePLWtG%slTV!dI4dZnLYK?_iqh+NTjqu$Gm~Y8(aYN|os}W{Q${ke
zIZ^xZyG25S^@kzKCTn<)2L}7YTDT>Jk8=RGU^rlkF&9u>x{Vqu*G0-F<3mS4l0_*K
z2d(_L<R;GZJS}=N28aX5Xwve9PhJr4GsupXEAe>EQM^y1%7urHgbY!PDclgPrQqP=
z7Y?McxOhk5eglu?cP4sYQ7XKN_xA_%_;22HgN_5{1bn?_`(^+;pP=7-4{uK)FTqvz
zWrS_^Wz?gzZIr9r=&n`?`=}*bqGf%o(JEG}K^`vwzFDLggytTk=6K5%CrD~!Sk6@Z
z$qeV^Vs$q4Hg8@6RdZMBZ%Mgci!?>zE&jMPvVEuRaHZ0`>Lw-H3z;%gsTZyv2w-Rs
zc;A2|O(XNF>5=>xUj-RQIv@#AH~>Kq0y{fjh+~-*q9s^Z7)Fp##vJbk5cQ295o3OV
zSV3E3mq4?i>+&Fcz#5<2^ZyGW>F-DKPi2sqo$22lN7??PJLKQKbbnde{X;_fpEShy
zNsA!{IFZM97~0ZE;#d=MW+V{fj`0G-j0aFWEeZH&BRtdi-dd7iswMrwn;*$!ob9Z$
z(X7A;uKeW~p!Xvdv3E^w!E?X#tHvDWM1!-Bl?$D|gde(OgT_Q(P$;Oxc?sJi_yi9o
z=5To-0mXH>M{lhFBj~lJ)UFM;6XMN7h>Pe1j_{Ru#$T$$KtZR+M#pqOpE0hzf8kRL
zjYBonPRL-Hk)^(0K%lH(slln>tI^E+@o~R`u-c*PEhYC$15R#nR~hv{_#pTsp30ay
zY=(C+ygBP+N|_;9`029q8kTG^xlucv)bhm>-*nYd0WV#N#B*3nYW?-<PBHS)Uin^v
zrO=vdWcQ75bDs_KLeJPUX6#>#|KA3bpX1NO!T6`cA6bv>KiUHRQ@Q$Yg**-EZ?e*o
zG%AM9Hcrm}F7o~D&H0b?|60Cd{G4%G#!q30nT6xiw2_VJfAr@3R6731$^WoE{PgDh
z-1)D>KfO6WkMdXMf5)1W?f>nJ$j<QpO}zWBL-K!Fw)=+~`Dcj!&6)ErmrQm>B38!F
z_a6z4^N%dYM#RGKDW@?r60xy=mY)`-><p}*zMd?9_4!Zo*{7WLKkJ$QN<aIrWAT5W
zoc%Qs|5Z8rhw<n?oh(03?4Mum-|iTnC-lFooG~)7GX7^L%V-a1FC~?SkM_sz)YR19
z#&Vi#sVvr%GE!1nnlQ-_9d$|g<y7)i++pHcNU%^#;PU~B+IHCJXu=yr)*1^PKnRxw
zQOv$#rX$9Oda2meObA@e7Kz*K^i%_{M|U5uw;qpo4p+R7U$-5Vh=B3}*>?Im-F^>{
zyM0_~0WZL>blTiJJ8v;=KWz=T;QBFGYb@UWD4&P^e|USxAlsflU-Ohs*|u%lwr$(?
zDciPfyXur}+qPXb_4{}C%)N8FZ}g3cnAoxQT01ghzsOuWBlgPA^L;FTeH_<vySz4G
zCVx8TyfV%4K*lb$8l3hKn<j5uf}oKY>W)HO(51e<*K)(Jr%|fZSZaUfPK8}s)_Gqx
zS)$Ma*MklRd;hsCUWC;AiL7Z*^T8B6voujzd%W}(!RmQ}{4qh4YgPlm)v5wZ;3Rj?
zh605SZES=D=8*`-J>(;;AEO7vsS?rKM`BZ0rJnR0#ZL4k!zIfh(Iv~_kb^;1OYt4D
z67rkgYcSFm`4f`UwNaKM2>1c4^M$mtes4ELlZQI76VxG?psmwY<OVkW_o@kXh0tY7
zYC?ws{u3^!5JtZ9m1vt%1};=JdERdYAaw5$K3=-4O6titgFhp_AS(@DGz_gi6(9Gw
z^p+W3z^F9s6y^wY921PDUf<%I={2P6vvp?Y*Ml<f_#prpYBMaXP4aXk*`MEYGc#CF
zDDb*@lvx}XN(J!DUzPcNa|lm~kyJ2H&@bNiV)&<<p2p|%&K237x5dI820h<*aZ!pA
zB$3$+*F!_#o(4byHIl3ElU-SLF+6LTR~)G(kH^wF5A)sC3E_|{Uo~OAqcQu#{-6vy
zO0X|`Il)A$3YBj3jv{r)Eb8IJ(k??V&oHppPf}ue1X%Z-d%J*I)nCDhm*iY@8e-A_
zQxa51Oe2Zngn4{M3_z4zX_F<z2O1oe@0AM{hh5?PPUM|i7)7oj3YR+8e{+tQL$tOG
z=*Evo?nzCyxL6qJmav7sn1InUXr!=D0>Zz-eJs^|fH;@^f{%C%>XMVxwT*3oMUi5I
zlaGS+=)|-zwsPRXBB`29P>?yWU1m${SF(hIhzEw*j;3eq7zzAVT4<|%jb9CcuRKq`
z(|x|8dkpRSXVpl$;y1c2HpT1bJjRzRrmZ=pNG?9#F3lT|roCgVh%iIYY__{#!IbhV
zoAG-bMha(;nNi{~<DCXQ9dn*@CcKv)gTEom-De(iziaR9hT=AkwbLyWvs|K2Db5+@
zm$agU7#h)w<JJfiqf`<wqjDgmS;q!9YOy379X`mU$druF!Oj50C1sx}bvja<-NN$S
zCRHl7O<LB~L$X$^o~VTP<)MB@i8X|gh>Euu2hgxeY(b)5nv7yJkLx8^FQ5=t2#63%
z%fNaX%NYexREh#n90!JF!XndQqvRSafXMT8)f=Q(I~yv~69<HeQ=%w>(n%`OR%PKc
z;K<Zs@mBJ=C%+&1AQ^GNA&xODZKSByk))5w(~H*v@b(51XvV22_=6rPIC8N}*-B=o
z9Nl>w4iDESUs<blPSQ7c-ZooTYY$&FN73fEm-hNz)^Xpp?v=@EC)CBmVwqQKx<AGb
zYHElu!D@-?mXA}==r%rw`2l#i#4BKFI33)k!WjF4k9|>bNg|&4Si-8wt(g`ymUz%(
zQp62K7DJW8D_}o4Rd4Yu%ctm+RN6C9q)Yf!CM>VB7FkL0j)4mz=`>P!bge?>b$%Ft
zy>RKk8P|y)3^bwp6@l}s9I}l(U>~NQx-u%-9Ry3$NL!_s=WC7)I8#weTdfMEWVU|4
zE9!1yzCV3oZfiJK8cv=h3opVLKRY|Ru*48O$Ii9DX8FDgT_g!EcXoPC*W6*UN~>|z
z7+z0=Yzw3NH{IHvZ1&-c`K=4GCrpk{oKLP#!lvRha+3=OXJXtHNrML3?a&7(=UCF`
za@l*_yGtexv>!Mx=^y}MN?$gI5DO+2yPz+h>gJZ^_7mluoH05^@W&TvBajN8R$nd1
zZ%zQS0@FTdpCo{)RZ~!(Sq2qNXpr>uJ}^N>sSU{~%_wB_G>)i@A&2?U<P{uLJlLyh
zVN!^-nX9f<&$*hq6uH_s7#}8XJJuK*xitAgYPThTWf*F@z+hQAcrf049PPa(?Yu$<
z#o2K%IqKky&KaM623Ky(8ZpcsSdKTUz9zrF>}_Ci=j341Ihc${Jez{DXUMCj#$!Vr
zokhB2O`S|AX$>%s7Z-*CXyZHdBC~LYF-rJgOH4mo01}(nas(RtCgi;BpW;U}q0JpW
zFrR9@K{g^w;QwLgJer=>`JDN)SF=V{N&j2v0hZ~(niX1A`B&<qL0B3sWIFAKp_gB9
zFcozDZ+1ohBkqK(Z#k0tJ-K2;8fEfWSsLHJ!5(_~;0-E$qpG+%UemK_E!3U<6KNM{
zI(2!*E!P93z7L)CEEnjE1MYoZ!aL>0F<V?dhkb3Jn6_E!?;B5VoF<yk#f_tc6bz6l
zEF&>E?d`?pGKv?vn#HI(+EP5M<MHHf&Z~*Skl7{-O8zng(4T~$bu*bFep0AwfsTMB
z#Nn~D7s%0Iq(QBC3eoqZnfMxnJ2Ob~6!sg=c<QtF@S_l<yV|+db}%v2g`!_oJH$+E
z)$JfQjq8U*t@1p$RyOv>s#CDI0kP{E024eC$bJxDQIislQi2k7#?wO+XR00T-bG<^
z$YR}k&%0)8GeR}PDP)$21*AiD{5?$sZmT8Pt8Krvdbh(go7}-UQK+_Qh`Q*_&1}dC
zgbM?aa3Z=0AHLLpB3V6WQ4{X~#PFl#b{JvlVPB2Fu#eJq+In3umy3HQ?Ha5zI;anQ
zPQO=rV!Ic-%^9KfE5z@S8yJ+zQX-5SMvdq(9y}8IPaRe_vlEe03Xz#Hvi>?EW%)p)
zTG4bY8qA(+M>vnD<kzL4tY4C+50d9LJkAm8l}O4KLfN+|RO(C8o&s=d&v{FTI?2z?
zOZO8Ihg&oLEMzhvM2t8gq>ocsQd;lnC0{ciZIS*M_a8erH&PWk8jo$B<sbd5W`pm>
zOb3T%lj?rz?EHSl`5oFU);x|!P$&VfzD5(ZpqS}-y~D_>RuiQuYvF2PAh(Wwc^GkU
z^XdH{EMq0dP`GY`HAO*_-owAYJ_T50L!!dHdqEApR)QYf$5m*H*nvJVw>mE|?^1HU
z_?9Di8qbFOxFesHe|?}OO0w34*rfhV_#=iCU?7y6T$Ckb(Wq*_-gK=taJVOODKf5@
zeB3mx$<&$6D&MhXlb<;*UACT;s6MK9gK69`OSX=*nBxymtQKF(YnA9SDwJI0Wf){%
zajQ*8i&=t+infgAUO+Fw8gi#Vgyh`9$whVs!sl~aE_WOUHX@SfR1op1{88EoWs^yg
zBWiDHCJwQ^5HUBb<QK)HOOlK!tItE0YNnEE#Sq|M^o|fShGhZCftsjt)x$AQfwX&`
zf|KogzPY6tZ7rLj)>LX~J_VTPx^t1w&Z!}CiQby9RnOSq_HlQ$Y)}w8ZEa?_ToCCg
z_g(XB#y#i#w!de;i5fk<kzbfps0rQDc8z#F&)v^mGz+ts)V>^X?tBil+`-&Nq)XEv
zReu8$vwnET$?ak)MzbF7vUsYGh1%$1?WeVrPwbxyQZ-C&uAOexAn=IOA|p2H;?d}T
z0a1W_1)a9J3jrI)J<kovWy#eE%D$aN5!58_K)^JxLk%~=zN@&~`S%bK84#I^rkA+z
zL?p|F(FHVMJ~o3|@tyX8(9C>DfIA@93u3S{pI5Cn7ZTA5v7ZXikU~YNI-SPAo@u(=
zSp;3?jnbq<eSF$orn~#}E3(<pRh?8iwcfL6I&I1AVxLsj+wQo2?9=I#?=$n`ZfsQZ
zOk#ahllK$Aodeo^EN^=(=sNn;aU!(2;P$zr?f`A)N$-$nzrQ<#vGs97WE$tw`?t<C
zUKpxqN8JN`IYp(_zDq0Y2`t7dhE2ei3wMg)$b<2VD7sq>|8x=l(m*_Ewbb#C6B>bm
zO1Lh}pFt|;2s%%yhOiCFUy|s;m>}ZGZ%xnv=RWYbNoOR!!EDK$lu;>pLVs{4G3!B*
zt8>2pT!s`++R^STDA=$2cV+X#^C)WiJ19TL+c!@Hq_<XI7r$db_|)P?Fj$Cv%xlX;
z9#loeh%6KxfH3H>QA~feynSD$AqeYYQ?rT5;8&)$`s3T|vTwiZo%OPA7XhvJeOr8c
zP>prWmJ_0SQI3nY^nU9{W~Owuz9oqb`<i1<UR_yrEnTbvLyOxJ^gM1VtF2C-iQRqd
zwMi@78j*dA__LX-WarQc6V5{S(09^z+&r)u3vYPhOqdZ+TR<oY<Ke@C6%G@Uew9cL
z9Xy6(-)P#TK3JMjpuof=eqb=*LlPd4bs&k8>+viE(FFjgbN$)<)*1ex-R!0JaxR4@
zBu6*SFDF<R-MOSRt&^(AsX)ka$1-D8k2%jpQfc9v9*vMdZ#}nwu%@%#nV%<rEO+T3
z0$Pj1?{_BL3>8Li2Osi~I<y(%pgbFmJ|}sR+k<b0&fp&}#MeSTMSWAT)sdR!y4fB*
z!LE$A83FjZX*MB2Q?lCR+ho?UxC;;%9rHX=<wW}7Rt%=;Cg<WN089d)hF~#p>JNGw
zp!&4rc!`;;>|F+WVD-~P8Kq?`)=HPeV(t`*ixGDVe}O6VH~mYas)-aNfZf4I#Q_PX
zTr1B?yr)0AvtmiJ-Mb<xyF4Dd-K%zQ3=dG&ElYU4_vzB?4<2;-=aQdRP+7Nq-mR&A
zNBbgcj>-;rYy1V}4Q41$;`p+-*BYj1pj)F?C_5@iCuI+$@@Zv1Av+wO^v8<Ift_Tk
zivXNB+pIDQc!zP|{TMH~Z3POJHzH7{sj;(c<S}THqnQ+@PA&u<ttY1@=c5@cY%vND
zzbob&^G6EzSwkHIK9ZqAaUyN0xDpz2{6mglWW+e@2eqkbm>?2`PKSi&@&)}}Q=z95
zD6aCID^%<CS0R~~3@w>|R4xhe))YuIUO&}i{m<F(svLG)#gfqv%quKQ0sTDTvGaKT
zgk8$nR^K$gXI|$0vLGF`c%Bj+Q-!3{>8gJzdW{w7?P<3*4n*1}&I*Og8bHNX_n9r;
zu`T&_!En$3*$q88f+QNgAj{Z9+$f?cTEjq9fZ14;TtZDctK3uN-EXj$Ni$~27Csd)
zICR35zOce}T5Wt`7AHPu>4?@8NCkysjHx9;c%sxonHO-v5NLcvI^&n1oB4e2#Q4S}
z;nAU`-=`IM8LzhT8PTCqWAXO;E%o@Xz#|sb5H+o64**Wvbk&&#L!a>$8~iTGt0xJ-
z6|G2XN}J)s5H2oSd%5eb^mCyVuS<!c!ecaSMDo2~_M)VV4zJ1iUz4|${ExVO-EYx}
z^1aF5jk-yFw!PrAA<6H;@zTMk;{&o*IV&Kn;A)bUSTQ>pu68OR^X9!AV86Tk<|RoY
z=1)NZK;-D$i498HGAAt#-DUQLC`~j?kC#Rh<<2=m1RXf!pI)5FJSIr#O6(ShyMo-}
zR?GR-&pUvrpYuG9o}q`nE_y?+33&9q^m=p1@WzGM0Tj}ell6Y7aU{d65y~6o>Ghuu
z&*P|W2wS46ZtrFAx)_yhewwUhl(dDoY;AWMX{{Ap#YJeke04%8`S4kh^q|*;VdH>J
zK5;-k;0unlX_Jcm?wTcUb7Fs!7l~4#M3*Lk4+XLk8c#EB6JuHxo;6}R6-r~YfcN_;
zXCYFt-^tQ=R3EmJBaWIZM%#sn6?i@{Iqv=X3ATg)kku|39K1*t9putCm{rcr;47k8
zU7lRDP^Po0pBn*&CJ0un_9jm#$><Ov>gqCSr#XVFi<R1P;x~v~XDmC8v)zgOQR_$h
zbahz$W^PePTsJ)|Z_Bd7<9s7ly2O!qk7412-w)M~y?3dQu?y}X=jwmL?4Rp+C+J+j
z$9JMph<u?@^+!!iG6HNx-kzu`xhw=G&Kj+;KAFJ7A$P3w>4j@|DOTGodH+p^K^fXK
zO%wMe8+}&@DK}VfO%ku9o!?1Qw27mlA{F@DTMO`LpJg<%KhE96^j50=<=`(551n29
zZU0fnsmcH^QZ-*eM%hpz!6@u$_JPh}_fGe*TUc8c`D;OViKO)$dzfOOmwAno5C{1n
zF*F#LEE`i6U#k^GxKH+q`m{mtGPA$P#8DbA%HX-1xD0R>*L3$xl<vw<&OSNrTt>v}
zdDBVYYoQCNpIa@v7(yN?ZaPP&KQ0uvJBr8MD44<}vp(2p16-mhekn(yN-SB(0jY#)
zd}2^O7o@Oy1*G8YH-?kUXH02B=3&4VXJ{W0M9PVDZCWBq7_dBP84M2eP&p6J6aBXD
z(}gSx&!0+Rb$9BoprH_!K1kbVJ`N8H$o5ij2=VFOx!w=tw`<ytRchAz{r%efmXftg
z!67yaBLFcGh!Q@HW>xt)c8g=S^1}78O4p3e)g3_@#3;t;fucimBF*R|2_=yZPL_i)
zu~G7wI4>xU2zFhTCkGzwpUPeGb(BI!WyN^_!Zlw&mY>mDPM59g08%I0P3wprNLZaX
z^0XpoHM#g=65g4?&z>Q_sp`+35<=r-Up^HuS$kz|w>t5kj<Q$EL|Z<SsJ?D?eK*rx
zBwil_JPmbuZ$lJGznQY5dD(6z5{KsB!QrS+y;@!eL9w2BpR}yLhjBlRA<+|NnpF35
zEQwH5`?BToh$NHu^6FWQvki;(f6txG<dTaoWB#Z{{BFG35#h%DXZik^M7XPvucHwg
zMyEO0Fv0;X2`Gs13d-`!KFGIo8A;&B{A?oum>Y0J*-yr7X76RB<v%hrk#a*N_d<vb
z5CsH-NVaImzw*<B@v2b?B(QE38BM35YIV7?WZ8^)o=H95aM$4yfPUBMr_Q|J7Z=Ar
zVvp;76S6)W1Nnvz`Z{lpXB2n;v24Y8v`Z=vc@8F0$3xKXMNHV`ld02a|Fl5Iuy93E
zjF#+i8y0M{nkjeXdRIEgXpNJ%uOKEaNX<(YMP%iQ+42p`XQtzZB*{JZmG~llrVjh@
zWw&a{hWli7+T+s^JOQW!nDYCZqb1ON;8_sKj6-6XRl^rN9MOQcl6jLE2@9%1b6kN{
zk%;P*+dLjej-#&BfB{{2w10&7pk%9!<JnWH2TBC>(yyH|_qx_IxKKB4z_G1=uHbw+
z=^|Y&HiZUk%lQ&2?8w0u>Z1kUERQ{y0=zp1&ZoXG!M4o7G2^g?$s}-Fr=GY<(P<mc
zt!NYFyg0Q*b8IqX(WN7ujbS$#b=uSm?z3b-dvs|t@RbvUnIud_=hfU=E3Vu$Tj}WO
z7;c#!P0Gi+Z;*Nh{b8LEtY45Ef;^)Yr67~PR;ACYKd4w{pi=uWXSEx3S{VPy+3bL0
zzG!!=nHcTyIQwFK@>zd7n_DWVbIp!KKG0!wpO0U+(Ppq&91DYW_P*;#8Ey3@Jx#^6
z9Eq@8J8I<q+)wThxpvF>G+|<JLH4EGYlR{sFz1F7yD=1El1E|aR>ISLfq#NebWIU=
z1e64_CJd_7>lI5ko^(*+YwP38iq=YzEV(zrY}mw!(LJs|ccO_e8<GLzyn;YRzenyk
znQ}3&M=p>lC`{Y58Qlk$6bqpfcCdDaA56NoaO^tYLv01qJHRMX7bWgd4JLDEWeW6g
zeGR=vW|#A`i$yQ7N~v@_4R`hfN%?aUY;yMs3;mfh3e+35t)ICdz}55T#L<F2w1WF}
z$0V52uk04-?RSz=lg7IA9lG`25FY$pyB0>I2_o1|{5=`<o)lAFvv{aBLuj37PA<AS
zVKH`UYL0c6<Fz3!&;8@kHj^oi*Y@_^Qgd^*yDr<@veKfc%C!#j*N}2iRC1jm^%T1?
z>AB0J?~1eouGiy@>}`pT7QN3o6>L^lyVKdkq>y7jbx(TjyR@9|<-VGqTUe<vy@57u
zG8fN^BM&joFxH+udOQ*aSebFT1?K8I7uW@>`b<8`86WI#I)89x!J(5;2$l~U&^<-e
zHCfog+$pyOCpZPTo>uzqPr&(<%E+on-~J&3%RS#b-`;E9WT~)eNIL`<0amPm5=5iE
zeuR}@oHy*yz5y-+LLH;>YLJ+_zm{@HY3E2%A+6aQ5kD{>z)*QXr~6C{1{O7Tp&K!r
zYdO0kR_rEmN&`_&c6E+@aKD2WV$bbN%h0kW{P#ClZvb{rk^ME*FsJ*wByK1&ixllP
zQ8v`crToq5aF-v5svnVG2uD#U_H*<$(EL}~?tiyJKJ{l9p=wLilz_G_2eIFV?6E=m
zB%lDw0a3<TP;dN#-R0>f<}e^E88yw!@MU|_zSzD6YQ4{MquI~JsB*;2{3%N)_yYAM
zd=zWUBvx~f?&hb9<2n?xmp-2hN3zd|e59A^O=u+?%?+64#M{E?Lh>ZbMGuq1rR7W>
zIrKR#tdkYQ3kP`{OT~cHzp!dVyejIGPe5J3It%oWllj+pU$O7<INBc9KF7{?c%(Jy
zTdN?(bl7sAa<A&P>o(z*mrxdYB$)gq>weclEwrN@z{X#5$AzmZ<klVdsSnW(D}M&4
z>qheh_zP;gmp3d7DW1MClZtRTUd165i;#4r<A8gO4|Q(%RDEiCa<C0HS4`!W@ulg*
zlRh*m{4&ycXe%sZPy2RxPj?tJHUr|03z9t@R9`Ke(KcZ725;&G3d;|Sr|U-a1@Qx!
zophJb@FTQ22#V0%EJkt!iXmZwczl$j-fu(diU9k7|Bfy!)<$bm@&Ne`^p03y?>d%o
z#H75$q<jV{UGo0Kjw6buWZfLpI~k{dcE>ULE82(eTa35Bx8(bXDib>gisrBM0g2;%
z8?zQ=i{E-5cff~N#CziL?Z<={OHKsJ1Nax%H_bQlw=F;I2Jr?V7oHc1S1~|TWt#w_
zV1s~T4oUf|+`&NF9)o>Et8%A0S2akL?mLxJo{Q6-4DIX8>kZmRawjluLO^B~kD$p6
z=_roD-bQWsJMwFk9Hi@v0|vj-^}!eaQo`fTPBsDR4j@(u*XJMLSJF`)HvndHQf*;P
zcgD7G-*8;K^OtA0=%-%(w<rsQi;o1hbq^-6icz&n>X5}7vZj8`hhNzOjGa(17DQ`)
z$K8;CP6Uxe2`j5Jw!4%IFpy<`EahZ>kND_gdq-LwbQk_EB?NjvWDrpU9cN<L5NbbV
zx}u&7Nq+_$lcZMXA0Ht=`!hYdf8fXgT0Ezz$J?Xzg8do_Jj$dGGKPDT<B-s5ydaVj
z^8JD3S5OLWst@tZF+u8D@RU=;pDMKcmvAHEpvEq7V}$ltWrsqOT-JtP+YP0?Evyq~
zs9*kytWyZa{yG5<YgcpB`5@cvkq^kLhJ6J0h$9HWN9<#AC1(WjK&vz53tM8}*1^$W
ze6+t4^zlw)VGHFT7AL#+8CN929<EVsT)?{%@^I0wSz3U)hJTzHq?%+qZ)n3`ivoX@
zF3RLD1&7Ro1)Ou3Ab>!g+~5l3*l;8brZPu;YpI<O|JP0DhTc@|MV?=!lyC5KMPUiF
zxb$u7DsuUxMcgDw0e_8Q4_V!I0@#7dyCp_f9G_tz><g*PgrW7fz=fKdxTxVkgf?@^
zyijKpMcT8&7@PvlJM5U8KZ8?T{K%FA+4T6M%6nH_gR+lp;zSnu&|8-BmxpbkZk4R^
zxfh=`THWsbF6NfSb2x=<Ad^Q0A@jLvqbjS)?z8imbJEvXQG2J>$--$}`LM>oq3sz_
zb)8U^oa*C=41@+@HAVbhO?kB2hq4toJWYkiZv04O+U{AoQcevIEvo<p>N~3NUtS&q
zm~tYyG8x2KB@rQKjBANz?3LZi3GT&iMvDIYp<Ml+ov6OoU9gtg>`8s_y-sEL<sqJD
zTIml5OJle9qJlCl&nC~J6z28y7Ei)=lVDox$GXmLoF1U<B6a4dOJ=r5nIU0U9-2Vv
z9BbmbvZ61GrFpj~R)W{zchyGS`B2dKIUGNAOfPM6^1SSql30aH>mG)SXJHD3&qv6L
zV5hY_@1<ZH*^%=$FCy9&#b%<`RdWVX%HR7%Nkyo`3+WP57EKK_^$E4eucUcsLY)y^
zt?{+EtPJ7ClA`?Yd-7tzIUfGD!pS@Im62jeQI~gSOVe91VCwbT>tEbEb?@&z-JPcT
z^`Z&HzOa>Jf&2M?c3<?k5uijI98$GHliXrkhw3amjdZTw$f$2wM|G%Tz3B)eYZhas
zM6=($E|gq_1Z%-C<C@cUh1MY>6guz{aVukHL|7aw>;~vVq8g#2wY<7!WA=WEcgRPF
zve?~DQ*l}^Qi_O%-hVT8GW`^1T-W7vv{}*I+)6#LzD!DKLf9{$i6*v$*ECL*EE>g-
zK3tGb9C$?yQzx_vy-|NDktcQ+S6av?E9V~2M2y2ECAss+nttx_BFEsJ-cpFr)sduO
zWZ-af_na`k98WeiJGSff`m?0N-qNM*x~c}fmi6?6(bH1gRp+hGwABm-(9_cu!o#0q
zW?OE9#Wicz=_+bbXkyB3V*rAlmD0)x{FYI3%(0cx@mK4sYpFnav;QkOMYjHK1zFqo
z?X<w}aE-J{_~eDSP<BUeVz92xT&|2eXuoNV6y7^D#XVIC8Uehfm&=D*tH2$DqE1U-
z+^(HLE#k55fSIiKwo9$1Z(#^%?YX25#)|6;`CN4Ew+_g`4cnY<9(lm>O_pliw}%vA
z?2(2PVS;0I|4*@_9!Rb?UVRY)a|pYpXFxN;U+r4IxR;<q+oYp@9l=D_XaG><0ItBj
zug5L<wQl(BS5y3YuKI=ZQH_Kp>He$5IrQ_oWGqN&f&%Uud;}f+4!!^oyLdIwCn>t2
zPsIZ+T8|^_R8xuzNskA69#9G^@T9j|TR4vl1#%(Zb8VuJMMWk}qqJEN5wU10m8@ts
ztUfn%7W<^y#`qFwGpGRZG7~<`#YAOy$)171Z)bpt)i67z3~*jWic7{PcReoIO}f5e
z`N_4U5G7r9?o+G|cYD2t#@<&fq<`r&{gmL-MT`73{4*gW-B$S?#6l<U=+(kTCi*LC
zvigX0@gp?-xWYXsT~_s;*`j(b!N;q6=$O*$OXLfsUVsK5Xyk+j8DWeVKj;C^WziLx
zvZFu<mx5X)*po6zKuUNET!JPUqF9<8F^Nm6JCmXa2_*TC(9E@8#AiUsVm`F+XalLi
zdKA!l6rQlSu<8_&ai)-nAnkN9W$yzVNjGJQusitnQ@QjnTJK`XS8`g3v-U*Xq|#(3
z@^6*=#6YXDo<yF*oU!|{=P{$hs7%vDoI;OM$uJ6eoU*4wp;JcuhI+xYponutjU>yY
z^UkxGCLSsQ4`cdnCRWpG1QEo@2C4h<1}V84%V^3)Hnk)~;)7NMg)6!6y9HIq)r#RH
zc!>xGE%}mhX(?8!x@IdCEY;vWBlI(>#WAb`qeKbLFCrH#1WuT6Y|VjadxK%Lx&omK
zG;$ZDQ0!L&QMro|1kO33j-~RXCXy=tig}AB4C<O9u;$AP2Eq}jKiUN%gBaO|of;|T
z1QaTlK*Sp1b!r1ci*swM`{LFI3kIdy2T>n%>$t=mjkf;2Tw!XKc~4`vS0kl*)=H7n
z;fcR33HKu1cVz^w%7?eWy0|5F#_ST^)Rvo-f^j`=l(^Tgq>PQd*0UZTceHeWJnYd;
ziHk~~DV6kTx(?eH-5<W$7N%Awy^1id5o5>%ET)DH0nD6g^I0gXikzHS?i^J-3L_M^
zjc;os+znm#{oH5`+?v{pg4u?`-mM|y#32=?bv`sL<=x#VF(O5Rb-WWNFb#mGjn{%8
z1pyG3?-baw2u?mpFoQJw#}EFxMfaRtDYHch$7tFxl(AEf<b@SZr`58wdFL08s;bU!
zp8?y86>|?i)2>h*PX-bHf|LZTEG#dMB%mCht}AvIPt;Ev52b3lH$uxK;XibOT}WS_
z=KozWJ$Kuy_b5R^$=H{rfu<X?rA(dWFt7Hw5tUshTlm!HxuKdX`X^5?u>3hDBpjl}
zqoJB!h-rn`z+l19>x#Opiz`-;q6wfQYBaCY-hF=sPJ$Mbfxa{Y%fS|XU-FVTBwmog
zMbj=?a;eQ`^YI11^>M5`!q+k(=RDz%qcrMZqB=?`*YFx?&_c*p`Ef;+Zlz>dRdl}u
zA*;WxA=BAmL%1)(J3f&}$ObDXTe6t45Gh3tS1UrYH;m?Rr@iThSHxEO<A2S!{VM_V
z@1QC>J=6akaAW-+N!9;I3;ly@{@32ypQzD~LfKf~8sf)j9zXfRD8mI_a}DCm3j&h>
zBY@*8p9Tr~Dy@P3@)VB^uY+R0d1A()OtJtkj9I1U)EQ2BD_ZIoxDClN>W6#`P)R;M
zwINm<Ugj4iAZ8vRj`ba{W0t>|nB<`4T58Y9uP=O=54$%|UE{7O+b;<X-E*y2fq9eY
zxRwl%o!m^t#ZjkC6jBxr_iWj;wA@;YBY!&buFB-0I^SCTqUcuXPxL@B6PF1$otJ2?
z>UK~fu~AlfvQdV&e3X@STxr+Y(l{RvqLhuNs^BWhz9T&OrH~7?5D=X`2b}0h(MJP9
z0dfKypUX%ADF=B8e3l#3BRK<5$VVQ!3#kG7Q`Ha{BOsP`ntwz!^XCAjK7hoyGd@wo
z+lJ2qKNuGvzAG9bjintH4~?z4=?5$6jxz2Lj7b~sXtLS(%710IMZ{s^y~<CUIJ%pr
z)z@p9`A??pKgijCVxd2V;eU@M{_vy!PsZ!N5lfVol~RyZ{CB?i-z?w%C1Lz;&Hww5
zA~XFzjPZ{_oSu%2{^#xI>fa2@|KAMa4FBdT|L?>U|CMt4AA!*y;Q2orl7GuR{x=Nb
z|Md|4{~K5Q*VO(ml<_~L?>~g^KV<Je=YOc*e-Xw1T>rHFNBh4h;D0FNfBOBL|APwt
zSKog={~Z77|L+9x|M)%s^!=Y>j{kA<{hwmO|Mgh@pTr&iMf?80#ohl}ul}cb|4#za
ztpEFf^gmJ1e_QJQxp(PU*#0L{c+=h84M}<Fxy$)XMcI{OQ#nhfol}xD?=p~DoD`o=
z08d)2p9F$XA3HHrKJ-s`cp8*`>Ih0COe&mS<_Ou(vvX8<Lqj?%{=pqQ0WCgJbbCK@
zbX`!nJjYiVWztqI#_i|fpBI;|tIT58&wkil$MMG$J8K|<z(isCFYz>0`*#EV!=58}
zgdR}Mj3e$BzOmQes{&$uN&>*&AA_#S6G$jt0%CL5x6fIw)LJaxLhJec9_ZWhW7nNs
zk<++Z5~0H})<ENR{NNBkwK~y{8Do?<ZfrsclC?S!k554nN1HN%Rfgc=*^!T|ls3L@
z^q#s>q(p;3kBNiNn{BN-Q9ukRpoj#daDIvR9(9@A0S!swcRU0Npgd&qqL9if68uE!
zmn8zLLfpt4$alkLW$CoalGLc;FFs;mzEkJM=g-?)q>sI>wY0eSdooL5#Eh#*Xfj@j
zp;Aa*Qi<|JxQ6+ope7(eZxebXJbu4YBfv+Xolq-T=o1Je3BVFl)sopIKFJOyrb*O;
zj{EREyL~?r71Wixla-&EuwLKA#a}%<YBm|<I5^>KNmvv@bm7es@%)9EM&s|uv<b-?
zMy(*qm{L6Okvj$4Nv)4)b&5r0H`blqcfpS?5q5(rKFy$OhyvsLmw6Ep2iS>%A7ERh
zRPgwUG^%E$VAb=b6&Bd|2@0^!isaZ50~)we9LWpW@9*J@wI<<HG8pM#A-A|FAD<*R
zv9xMmTrHokCVhNHr?8zuX6Bfyck5KY2&g)mt%om-O`Si;)WcrLFUYZIId|$A27glv
z6@(<BG$0uFb;T-mEaqiXSizz;A0M2L1kxZkhd3}{C0dl#m9bsGVMO#FnwPnkrPJlu
z>^mM&ar->EF<uvbt|)%|D3a!FuU2Zi1XDFdLw04VdYPk<DaDcO5p3~9%9|22Bs02Z
zjqBG%{JC9H$JOx4|F%iuKj!B=#TyVtV8$kA8!jvLu1n4+b;#+wzw9@i<NA7izFt>r
zvH2cCcsaavO);8sY;$%c^^AW{P2VLj1&}EIYyj5|Hj(VK@(wpoI*drcFWGZ+|88b~
zTPX$DTv3>;fEK&oBdU$X<cvHz8VCdTyjHI_(56f6+W+d|su84YJlS!nLO8xk<-D%U
z%V2Jmsi~XdIoRUUZIIeiq@u}?($I3K;&#>^`zl<^cyJa~OgU*zCmtU`k`KpTLOq^|
z#;gp8L^S7hC9mAi)mgY}^78Bs_COcABYju=DErcpE(~J<mp&>kwYHa@B2i7~Am8H1
z@bIL=Ok^z;#lQOvg(Yy$@VI@zWr!{Vi@X-h^LZ?aV&ma=waIx<bk>8_@l<ntQh<4c
zmCD}J<g^)=XHG6~6+h@o!}Ds91FlWkobvg$)4U`o9z%o4hL@V{b6&-cN#L;%xRPFE
zgdjZ!NKXQIgfb3qrjM5gAuLU&KAYY@Oz?&XgFbf8*ae?Fo%!|kYN~sLJ11-QY3tMR
zxPbq%Yk$#_xlK|HcZ|Sk4iOpdqEP?>HzDsox(5u$RFbu#Tp~^UCaqXdHOo@6h@o9M
zB!pN|rovOH4m)U8PK{BQav9z=z(FAbsyc72#av0s+cP{tNaEeUA%9b6Ly2p}TB)Uk
zs{|sfcwrO4$uXI3f?1hlM*MU-YqB{;tR7p{h&ws2U(!aB4#~(cJaL}X=CU*tu4xjr
z%Zgi!c#_)R=ymGz<=tB-o^jk5k<f>!uMgZWvw#ZzNSs9l4V+Ky&peiPAur``<>C>~
zJt&To!akNjH5Bjs@aIGg)$^}%MOafeOI4j~JUazDKM5<T*b;)e!vn^mX4gWrSdO6a
z==Ah83$f2@zQ=3+rg>>>ok>NV$Ua9GYSiS#66U6n0XD*wj7N3|Msf<Vk%AJQ5{BFR
zQ8Br4QiBe9i;4HiCOP%<Mw9IsVT_K7$mc0+$##03_QZBVn)`U-?SALdOO^7vX4h78
zXQ%soMFWWCUGSmow`;jRW>V{tf|ezfI8gzhIT1{$dzN_@(z5>#ix1mwX}Fe;nZPHe
zByEpCF5XySm;j|=ww!{bKEu9AwjhZ*OCpzNpxD98gVMwuWJWPMSvL;vj4IimbLpG+
zz&E%VVtQx!!6f~9)OGE@hgf0hQr?$|K1XQ_Gv!;P%bPB1SQ_;EWjor+(`Q*l;FP;`
znbJNRqYXVxA{sECKcH#SNsL7jLH^>b><J7}7b1(Jc)f&oM=?x7nL4O&25D0EgGu$#
z5&$8WaN!S2npAPZ;%K@zOVpoF!V<Q@BtabV)zx}e+oP`}LR>7cafWvvyUO!Iw&w}K
zanDU5n;nxBEFs~I4?i~%tlK6P(W*H!>jKTcVM`>DvlsH4YKJF^kmytx_!l_Gx$~qj
z;+|&6rhtt8y%R(A(f6oZ?T(BsRn=wcE!D*)%$aZ^A8;DH#u&nmMHtvjQKDV0Zv~23
zrZVRontm@-0$v_*yr6U1E*av9;tKvm!x|QfxzxL{nn__MiX;*VjbY8=Vbx)`1)XO_
zw;fc9!`E}gQ&gLhdo{RdT-;h{OYXfktvW_q0-OCiiSo3ce)K-G(;xA=Pn13h+ZQnu
z;gk+2ZQ&cjx5D7UVLyNMvn@(dD%6{ls8uN!i!B_Tm9(|88m5$wt0QV8OC>8M%kSMz
ztt@_B7W3ji=rVNNNY!)<S7|g7+CCiMbKVUn9q>MDopt7eyY>y%70BGkw&NhEczOFC
z9&3*WA#YPHUGHtQ1ql~8QyuBjqJZjC0S+LCB8*tXd4%o&%!V4t8PYbrN73o2YrgFH
zEWHYXbSDJ8Sogac#iP|q2n2ko0Jw<(C_0TTV8e3|`9@xucWGE8yYWt+?0l-3-Y?25
z(e`1A*2ajhfWD>iWiH^Ib&)~uMVO39{Zt-Lwv?Ag?Yq2eX9<MLv2a?U7TxKsF6%SY
zeg=Q<ht;3<a&lZYofO%A;G)<(X2M)9Y>u@ClqPs{c<`~KPEW~(4KZiom9cqIU6|B;
zTc-Zr>Iwd;@?HFb{Ze*t;x=Sk5vx29+;mK+<m)unegH_Sbi@s<0BKrU_#Jgi?*bVo
zGE8{I&fN>#Q^=URz1$C1X6C}GCVLDs%X$^la!1E2=&jUgd|wz3-SB<BxRm9{3Oz0A
zfhL9hg1yo5-Mb5t)9v_i5v%{kB{7O%pVkU+D+|juGEcHLke%F1Fc3i`A12xoeXB^O
zWj4?#lE>+ACqhu{{lLs)0E#RA9ESNaV$wAu^{n562se%K;4Odf`d95Jkxs_hpX{8K
zM8VHr5zZ_TF^7p$+N69tf1;isBQu-;HN!YA9D;oy@G4#|U#x&CRD^Bso33xv{!4WG
zdA=RzD4jeF`zCc}bh5;C9CpsQo=7n>f_+H~4~A|U&X$p~;nXT&hgtqZ@S1dLH^Qto
z0rYiC2IC+idX|StJ9GU}Sv3~tK)6q>cMx@kl(5r9?isX{QyyN&QC&*Tl5uf}Wo-?i
zxixH)XUI6N@MV^x=1>UfgtQYy9@h{Q8Zl-d)cmxrR8Fp^{b;ty61Pfy^HKeq`hNTE
z%u7_=(1ec6=;zlYbzBxB0|~pWF&1;@d*^#YIA2^jERL6-0q05k{@c`1G8b0-fj+El
z<90{tMjU}srRg{y6YG({94^!XrF3=wqNq<=+yZUC83>es3#IR7Z>|o<D@x7Z`*I>}
zYdj<)hcy-oLxgYw6MRU>sTGZ9rl=2cx2S3%NtMMz@Nt3_b^CGX($s9>p}se3a&l7C
z?5I{0!=~D!(ruvbBJ;jxlKbZG4XxA18l6mfcysQ1&<5WgbkB^5bz#V^9Ku^5eX#2b
zxc^z3BP-s+rruwh3!mUq!IOj;X0O*p&3nvK)(Qf*YK?7YC5C0`v?1MNRJiVf`IAE%
zu}5x@dTe?v|IWhPXDNI^ARSh7x(tkq3iE*1K_lw1EUW^sNHuPIDpLA&Aubo+a(*ST
z6b{CN?Oe)!XJIVl2P7}E4h|!aLV~9}r%_(lMc$_UobQ+ZF=WhFwzsq6?HaANU3Q<K
z@4upuq8&WdTHhheeO^3P_KWfLmo+_|N93X#x5d%>p_?|D$6^~Uh$1y<04;L@RF_B8
z2eCwrp>+7+5>|ldw#oFt)Lf`_h8vm_u#XD^cyf&fQa1)&i8IgU!Y?`+z0-3CdUBbV
zQ{@!_2Koc;+9gYQ(WV75ZT5+7&yq&2T0lZQMypjUsb|jZV|B4sqqsGKGn1-sYc(I7
z?cp!Bg%uZJ>m~--j;ScKg=y;~(U#qpVxI4DbH|c*Zx4BoPV`+VEKjG7US@xK`nQjK
z53hlPF|@h>jv0`iNx;2>=YP9Q^hrZkizHP)t#D~H@8J8yU|dc05vZHE#-B0)3TV4O
zmRHxe7a7k%W20z})vp(GXIeCLCh@knzGio1h(=Pt1@{%#78x{qis|pdJy!<V5o>+D
z_U7Y*fCvU-hrQG=hkncV`!WM7Am@nl8zy+0nLr@^8o_BOq=P525b!-?)k^cg6VS`U
z0qls2rp(7Fm5o)$a-=Y)l13+sMDZb(Qk0N3?jy8HQ!uZG;1f>EqaJw^Jgw|mkd;w{
z$ORq}GdxJ6i%OCxx??g1-~xmlmw~!8bYRY!?NnOowB!g3>Atc+w&@ty%-~crRc)&+
zJ1@KOz<-cZjeWSdXWKY-x_kdCM;QI=-VWrh%kcY71WDFV*MaNUV&+8hfW59)HHN>F
z6k(u*_&~D(+rfv{*H+8&o!0*)RKjd32js@W6}U$e{^9U^6($KJ7Nq=`xCiWfFemuY
zTwN*V+;(pNO|s!>s%%~7_JI2uXJ<R)nx|>!t7RNBBZa5#Cd-@YEn$6arMV>pX^ARL
z^~%|}=iTAB1Rec4B~nYV?WGsVRYh|?<2xbR5_VVTipA|iESJw-<Y_J})7-&7m(3Ui
z_`#^P#=q3mE{>W<sM+b7{teZfXtqlUjPUQ3G|w|6ZIJICG;R^C#uBP`1reD<=8gdk
zu`Jr(-xLKwuYC%;{K3^i@*8NF9jTh(DcTaYVy0b(_;kPpO<wM?3@{Q0r*ls302|a>
z)SJ|_0U@gl=4qKP5m~TJv(r3>hGc8&*p_QVqOI}SJB;ljkb{(N@YPv2M7O{-d`Ask
zQvOOr0!#G!Sd!DycLRva^=^X)qr7JyYJ$h}fG|b;Zt_GGKVmXVs&`T57_7V8449A)
zwm2njui=Vne{T+s_O0b6+X^|CrkooQRiDD`f|VMhhjYk*)F?4It5`H_V4O5427R)*
z`KqgI2b%#ujv(xyybtJfTpp?WS4=ce9nGx`s_M{}<D$~}2Dy@sX)7sc7PHW*7Up)b
zXye>O!)eD&y@-)C>1ljuj>OcQME%L~$*2kyW*Z&nyN>E=%I%<zZp5j11dQpPof^H;
z8xZGtgfFm~;+~?4QwojAim2OjJ8e=sZTge#D{v?la)wl5+|a*X`Cx<bVg~$?)^zL`
z`KqE}QW1>edcUKHG<q+l;G3*MRt;}Sh4=KbCL6u>^Y<glG)J;+zgPMBWF;>0rqF1O
z3{+|aZP`vStHoY?=DJ#3yjndC4m$&|8&4sUvadXj_epUq-L%+F)Ecu==8a{iuQd8O
zzMrmsOphMRgWKHg2GCdX(`iKl#h?tmrkSb=ey6OB@cD9HeB>yxud(^R1i8~fgC+za
zj1%Gz&4$opQNrlItbeg~sYd#I<W8?X^Jt5qdW|SL8<)Yc1je{*;&U16l^;V(M!65f
z`T(F>%ZUe=H)%6d`irT_Jp5P-rP`uHNkk&$L(W8XFBpHpJ6oA;2CebhXit;QaI2R6
zt<mkcK^Z^e=&ma^>3^D@^7?qL#*XvKPxFP8B<A#3JNP5LCef@`U<~LI);jTqE-y2}
zcHf8psf1vF?NY)jJ%Xu+3oL1=QeA0ovC>+{U!Sut*!_};>SZ5?^YwtZhBJ3>z@yUW
zn$r{oUD!dL9q5F(vOGADX2EUW#8TQ-HfhMY@h-RR#2QCsNYugYY_&atAC^sQNVR~&
zZluUbd*<~%-pVk9|1pvw7?eXaJJqR`T4ym>K76J^tBc(Eau|52cx8rhdvNxZL9s@w
zWu~i^gN$?+)ARjxyN{cFgd5_{MxRIA@ZGE}v6!je_-9Nh52R(%jlh5Uw~xw8vI%_g
zaqNw0y)+<v0*&}IevC6v0w&}Zng_9$(LGnXb7oEMIN|k_fYrQbZIZK<F-8$widl?+
zRexS4Zrx;5!!QT%D(6f#D_?E{lvW0u{wU5~P)_DyP+rZ+c}`YA&AG=NMGv&n!Gl@k
z{%_EDw7esYpyoeoHk*JUiTzJx!gSy)^7RNE*}DggEv~q;X#5I9e~m=y_hSi$4bdz;
zf)t=MX?h;0dgu&A=uZAjpI0y9@U%5acszLpj*rRlQqq0Ljb!=pjBK0XO@(IV(#C}f
zWd(}0XJHAD0s$HufTI%^oYN^iZul}pZJzpPkE=P8mi-|Jm%0H5JfeZmxJ|w+DL6U#
z{OGQs_sM|ZtYLOOZax*U;lzWRR<e-SAkv6{lMI;<h?J6&3U3zv{3z5qwth5-)?O}D
zQz|6#AUvO!of~*SyeFAM_HviwCG-6v9-Va?*S<gNQ@6{vQMd^L`_0R#m^+l_&*$S)
zoa;$?2IQ&vV)-e@zXs=i&1lbX=ZruORoK2Sjy1qa^hLGxK-9{O!azqNI>t!AEd^;S
zg!Zu@9H9Tj8dq{ODTz$FJ$H-8JG^fGhh%b<{WbYW7ni;M`w`yt={44-8jClMWk%TJ
zS32v>%K(B8R{wNCCnI|jPhFN!Cj^>n$Q9=;<Dbw}QoNa$!DQQy<(mB@t)A-mD^el@
ztfY7=Ak0s1A_}XdxPGaD$R%5T>LvutBYup!eH(T$sxZNv!@g3^Y@*y}F#??U$o;~2
zodHQ30T!8lu`1R(5#70%2U2vR1S5D}@OT)(^ixE)oEXC2qZIn=(QEh6`6^C3+P*Ym
zoF^D>6v-_KbULc>wq@vBxdF8c!Pm**Wh)w@%^0>zy(vcI7lfp<x;edbDNMLG+8*(R
zbF#H9%)HTn)@q!Q%MxY*3h7dmBaBL_(GpmW@ai->+O5c*KAK#9RkjJrFPnVX_z|_0
z(^kY&--h)em4qoHB)eQ`eut`~@R_ipg^~1Tq;3A(%#eaXuP+<$7uJlcQmXMX4!kx&
z=s8^D96>%S=Qvsb_^z>4l?m2!w|{@;Y?W~(od|?D<YG|yq}96Q-K?1|EOX$Qa#Sf5
zL~;kJ3chPk&@Ovn_h^#%Id;Div8r6=DW1ceN1J4dxjX6YEih!DtuZZgnCJS>bzOEi
z<GMv<YAknOl@&rppk;Q9wPuv1_5nrNfpu$mD=)qshYA+7@QY*-8-U}R^@|Ayf#3+i
zNdGKqoJ2Fv9r5JLq~3WR&O7T&Zd;#Ry>hDT@~%}4UV4Nc5qh8@QC&n~@YO6V!~ul^
zuLf!PDrNmZq%Yx<th_6DcYM9JpQeQ3R%Ukk>^JHnlJbu$gXB6~CmEsB$J?PS^>6XD
zL0HG%k_!ayt%mQ@;Rf{2VObh!aE0U2xXsPzbWQ}!l0*af8hys*7!31|;+Xb`*P9xn
ztLjAeLvqW-rY--bvn&wwU}o_7iNcucdEIpg+61FPx{4m1tJ1SJUCni2^^7~pN{Yha
zuNw;08zOF$j^?NKfF|db@0ZabY;w`tJS-9Qu=?T-t$?|OPft>bA~*jn#I^(oZ&LYs
zxoExj*DF`2-q{%+nOJZ#P<fWT#yl(0)u?(HW5H)O5B7!6XdT}0dZeOiPZ^Kx$xXw3
zPA8OPU19Qb9Lw%J`M7CdEjt2<Dj8)m*a9zMu*|-#cf>v|F)@NM8KEM$Lo|U$0DKZi
zh~QTeD^~qYE|kNpP@zYX0e=ree$TM%aQ{zrT+!ETxb<sr`M9$MS@2mNf`RDkA-!+<
z2Dzu)XlOh!6S4~VzQBRqcbUwb1|(xte42~(py@Vyn=6J--`AllBS@5kCXkVMz<Ps%
z?hGr8#aPzCE&=AK%`STu%xp13ac+Q470mCLW3_1dYL`O!zr&C97FyO~Fnm=a>>kg&
zL$$j+7}DjnCj1N_7{U%W7A$X!=(6NuOn>Anb&?}ZQ{_>jT<A1_3xa+ZJMLh$m*Y+B
zVuVz%-w0BA>4I!)ml<!{zg+!sJG^spDMG1Mib$a?svDo*b>Qnv{QdpL67hLX;gtdM
z-M@<o^F84g0rS$1BfvHY7b17_7WUWq7T0j6@0GzN4`(W+R~4)KgTT*wbT<O{C9}T`
z<OV&Yr=@RIcJtyw`DFn*XQ6+a&1+(}fU)j^5XRJC*NNNfg`es@wjcDoU<I`9#s|4m
z^;eeKDb*iEESYXg6H@k0%V0#TtzA2>s-bAoKHdEtYnb7)Jj1LQXFIou{#gpQgnmpc
zont#AM<&Z-yVQPs7*KYszh5wHdOaX(I+n)PSUT&h8C^>dHOdk18s1jhRx7A*n%*}Q
zAzhDfm6%gHyEFbR$rU#YPfa2HlE$?iP&$o$G@Ku-A*gP-kY5q~GBCb%f{Y=@u4=3I
z?6v(6)7Hx?j$Qg4zo&T;db6wiO&NBkv6}7O(go*pHY&@Yz8(_Cz7B#*lwJzZn;lmC
z1FUvy*)cF!jq62VG8pmzhHXnj-bgjoxkE_hTe7W!NGk@TV%}GVR%_|;Y<6xyVPy3_
z!&KZhK%K!vHtpP?RNqs9mPGlfSr(FeIe@LRV3#avgZnLDD%iL*3hG4J7tC%vVJO)@
zWGGE~G5{&rlz5@WeKiM@9bc@GmE3n&u_&r;z(PXUxJL9(fl!(keoF=<0?S0es_pmz
z?R~nm^5Sg`>w||3Vxequ22q!Xcv5;ac$V-9+p3M|^TTZP?_Ob%^+32b^?AX#I*{$t
zUBkd;4DZ6^*K=~&afY;E`Aq6hMUt@$Lo|%*EoIOlQZi!G5kklnNMh4P^;={4B<+~=
zjQN#e72CBY^;0X;rS(t3qz>p4OzI)BOPK}TcIj({MMPl&6BAxk4uBYnwymha7}l~B
zLx~t#J5feD^om)bv4e>qSy}~RivS1l{Ut(yZK*SW4i5nAUAy^{1l`hmgU9`+i7ze)
zq!JEn&Y}`oU8-^fP?#SBEHSK~4Qh}astY0rEBGN85at!k&IcW8D%vz)xE~J&h!M*Q
zFQoI9?l122@5m6X&O?WhUQkCiqy6dC+ntyYDk|ePym_Qy22K0|U#M|AJ`uT@kjom2
zN?)jl<q}QWr}J~ePqv3a()YLA7`eZ1b|;hgS%T@%UiO3kS9M<jR8`lu{TPU}fYNaQ
z3CR<1I0s2-kdjsrkT}w<lyrAUh;UFqx{(%;mTnMf5CI91ZvKtW`#i56edGJ*pKs>h
zGiT<^weP)G-D|Bqb6@MaJNa=fi#_ASd0vEW&qgFf)!)ehF<*#k^~RRov6h*Q2>8Ha
zEAviA)>>Q;n;)ATn{{WJhQOwXk~5#;AuW4w*B}14kiGjM7gqLalf3;nMuNneiPZ=O
zFF%Io_>P+E1?!<g;jkR6T;i1!;_62*38u#`62Ul}Rh9%Ksfc(RW@Ey1gtA%$QszTx
zlPB^IYa8op-ahy&SN~|n>BR@J_ky@`w3QBzPd6D(3s~3P_hlJR@j9}Lul*)q|AUSY
zKNRw}A~^q#LPG!GSpfPz|25Ady2rHfObgx#m%dzFHdjCqn;BdNXu&sD35h=B(9v`7
zdO>%vV|PqS%h}sN-d0@ufj#+gPc@i3+ci9TY%|3VviCk?iH0@@O=Q5vdqbp3lI^tG
zfS=sx?%TRVGU2rb@U^i#c9A>lZ<>OuT((quc75+;y9T4@C<wo-Et`aE9&QSru17Ye
zWT#lfEHK2lEPWnXd!OAIta&qecFtD&wUIkza@_N4M#GQV6wpd`3y8-v@0!cxlyb_%
zoj-bcpOW)ab1q}=PBbUxt2(PwP8g@$Rv@_RjsM=T_(J9-$a}9exeK;039<z}=tRww
z{cn#JNQa0LLPjUN1p{D_TTsL7$Se+uSLuHAuapQxs?XK;q>vMcWQ(q+(p{{R8V;mC
z7+k-H7nrQ(nH))R#98YD2*pp#Xv&YQ!-}i-7^0_9#7uibdn6Y{yoGVxE*%mdg%~yz
zNTDv)-G$C*HhNA=-ywA?J69iW-G5Oeirv<Y_Oe?jR(%g{Aboc3{856d=Y0Buf(?f?
zOS{=_NIG#_<8#!Uz%_&Ev7_z*SDhI5x&@OhtzRAD`yl_N5D)#E!2!@Fen(gMm%>s?
zn$k+z>KqbArurHVs`{383Rad@-^mS9R+jdE2~7QY8+3LbbY}1$SR8!cmEw6p`~aN;
z5Q>NVM-m61OZJo06cony9r&lz)Y)tP<Xrq0Lh%3z;cNo@Q@aT9mz@5;V;uY&q4<B@
zOaHqhj_;%U6Nv*3XiNS7{`;96@_P!>pJV?Q-{yB3SpRyA{s-ic?~d||7S{Jg_9uV(
z4Z98T@7ZlXl0y)D$e*RKx}02G)rLw>Cs9d4U!U7`zePpK8bhx~w|=Vk`6JR_IzY`S
z(2KW8%IiAA?ROCygi?26o`5caJwl_{L%Gx`GW#!UrAp<gcdTBMtNCb__f5>IvuD!w
z_y!AWokO=z>v4_nuH9)R{|ljomDW)gp*oj5f>%CQNKF_-z2r5ywIvPQ4+$6^u<i&~
z*iR(r-TTJFZQvrpVDG+~ZNwpBwSSME;l!L~s?@x><?aYQhi>aG3g_G4&=6<VXEQmN
z^^wyGb;08gZblzMSI?P;XWgqb7SEXyl#mGuSdG0#ARl+-pw}PBpE?$vd%sx!+9`;G
z<+}QWNW~X_zMNsp!Kb0CHa>+eIMSvugtf7>Vy4?oJoona1J@Kx^<rq0a1XnQLYQaw
zJvT2%65hCO<d>$*rR1j}-rk!b=RdjARd=EsCtgAP$^Yp)?rGD<8;P#0S;hh_>Z*zv
z29E<ta~y8>R!KB05je9`ZNYPm@le+YE*;Y-qRc=k&40LhuL+aNr0A6-5I7%skmNL8
zCj54EGb+QL^G4#h$aG*5ePJ9~SAuRn`Dh$E9{n`ygp@!x+oEQe@1xc;8|av#$?Fxe
z08y+Lp!HGCdvO+BWs<K2tMjAO`XeG^uc~t9E6YNBUVf0IUua?TZY&q-M7p<B?hv?-
zPY8~GboIfrwsIv8C^_H=Z=TzNzh(_P&;0B*#lFv}NB9+bZ4Q*<^`z!6pUNm|hFLuA
zsd5}iwhJ#yEGd*_QWRZ1XzsXh9Czr?vdhH3M-dR{4avHC8nl?}<0Q5(-=t)Ce^}{=
zsfP454k@`%9g;b+L4CGRo|<k+fsj<2I-NoG^@LO-r8e`OitE>r6U{~6_S$t`&bK~m
z4NlG$`F5LM=WRunkr_EXWdfZDwUy&Cqvl<aqYpXZ=ws$%i8+J*_pDd+Lz~3EeDY|O
zkT81@%^$%+JF=9!@kKIFD)c?hjjf=#$d!}LuP<*&g!&4rEJa7rXsMIbP+>oqrJWaj
z3=x7=Y;lXn3U??kj;)w&((XKGr=5v<n5BhVDP@9IPW&{hq$IS>n5SIT+ErmeRo+pU
zalFoCU54&fQye1Fw0!Y&cXlVQ+Fem?Omeh!ANo)#d(#lxq-62qN?t5G&z_EvR9!^y
z8^Zf^y^Azgu!GS=2UM;!d7TpbAsx7=#rulotlrN;n3^H8wj}wMr=AxMcj*xoU-9N)
zU#jf`51#d)j!NrJ`(K}&)N#LV4!UK~{`IP)lV<ej?OS_d<07IOZCK7Z13eeE%^_l>
z%eRZhfYA9}Nk#>mG%1H$gTzIXP146zmji7jO=bZtD@H2s0LjvodNC#QN6IwMR?z(^
zs=iAv21u7g3$lb1R9&cI(>?~P*k_uLsNJQptL7zTi;WW0HxPT`HGEB^hOzId#0-(9
zg+y2DO#VTf#`x)&2!0)LxZS7H9ax>(Q33($d<EV<IMRIM<^6aP=wUCtNwih+t1jY?
zq?1X*u|r=ni+M*8^h~dg@XZE!A_AW8!^SI-v-83d0b04b%(ZF`1NCl3>&rb&^##~{
zoN0ILHJw7@$0Dj3s`=xr+Sgv!+~?W)_B2;%WZ{e5u9I_3P3?oaQj&cx*=($?dK+*3
zaB5u|x$N8Y+<lII4LncGCu)ti*U(JukvDX<Sx@xWpSG`#*`A8e&SsO7oh;c2?9MqT
z5D=}tLiwLUYMnoal<0^EIUKfd4ejc5w(WzKs-q+JtL+sZUN1Hu;iIH->Tl{}3tVJq
z54xS1`XM4a(ep#EXkQx~R+CQ@olZm=n<fm6rV@?mWoq@~NkWLlwa(eFr1~tqzxMjs
zR0u_+oY(^iBD(;|8(E3TG-MZFj5bjcja_^(Q#k3N(5RN`Y5QymajX`WYKMPLah<e#
zb)$SVPm0!B!MJwdM8d;v^tO~YTIJytPPA(r*7;edCbO(TZxZQXdeNROP}R{40nW`d
zckJg>!Yq(G7NfNi_CwTaZwJTJ-sY|c1TWfFd2Tq@Gk-3m(aFCtLQ^E^!&#Kry|8Ay
z`C+2UscQegH{JKMz}+tOB6gipH(G5aeruuz?<1-*sq(&x`r`VkzA_Chj{NB1{gKzX
z@?BD$Mx>dhmHGx7VtfSBazKjPyt$<%%JwgzTm32t(wl?>W!phK!-L8dypId=?Kgau
z3X(jghDL}`w)BG|?&Z^-E)p}V#j>huI{8vZ0)g;E@yR$V9F(=eEmf}1Z|u3RB$}4R
zFT``zU-=3!8+3BHW={fh@a9LUvf2p}xL$dj!=i|1r(n#dG^lX(98bs@wHJ9P)t@dO
zt>v$kLRpGZi<hl8sbj0wL$g<J$T(l8z>$P9&fu#0RyN$x&yy**tl`5BZEw6cP=2Z0
zugut-;7Qt(i#Ko4Qqs<>ZLR4&$-J3*lO|#lzCing?g{M^`dyk`y4{);*U|0bL!+LK
z$+)NRXX8F946j(P_Mgvomh4=$@x^=8Z_;l<<$!cx>mIUk+wI1tyX*R>BTT{F(WHLq
zwT;{1N4{l_vQ?qN`OWgUZG{8l<EnN^7+F|XxbU6o@|y{V&Bc6ACisrK$B!B&2(Zz?
z4_bYF*;H9&8SLhHyQfVV{ls&-W-XXRG(6!$diMLWxRRL)l9|n^`$sorWeEasXFb2{
z@92pVniIZ5+J>R$x+}Y1gNJ&=^Qpn^SG~5Wn4H~adKZ+0D!;WZ9j5Bm+RE-ft2*7_
zZ%+b3R#R^^KLyOpV!wD1&Uz)(e-SZ18#usod?0CiEqq2OZA6|f8ip^0?d;!so%pk5
zDb<TK#gevn^P~_{ehE&MdyzbW^$XZd!q-YJ8MISdy=>rfzY)b6B$39*>h(VOwtb*w
zACoiQF*Gu(vkkNf<*;kB9A$FRso={{B<u%e<h&&$5hl3qswLH9YNDpz&-X^=JmM`m
z$_`~=RR=!G4;r5fhtKoO+dV7z8t(%4WTW-R>d-aKEYA|u=ncM)RZca>_YEs-{n>g7
z%jV|StH|~1dD8*6Du$90PL$~upC?c6FEW;Q(1Aa`NK9gEK%7hBGYv%eWU75qY)GW~
zVj}8~mt?*<{)dBQC?0?8b#lV4m8i#`D_Y*a7{J3zSK{DIJmG2eJ53N}(J~Oz))t$2
zV=`sbI@E|#6A29{&q`D2?ynA<7&HWBxxOeM4z#5bu#n>DV$~=SzSY8H!JWnCQ7`3=
zpBf@;FR}V4@D=*XAlUp?orK(g<xAd|Dpc>H(zZ0!(}HaIGgSEc<%5Jphpgw=hniEl
zFNVr59^H)PdWmdr_MAbH1~vuPCDuAnZFVJ$eW*=!Ta0h1kB!cFTdQ(&U@G{rhJ+jU
z6v@`j+_&7}9>O3?PZ?E3l=1szUf5IBb8q}6q-O2n)3u-}Vi)A@KPf>4@yrGZSayef
zzQkmZ0(^u?i+i5D%9;6tF^r1%w$uZm_qkLI&R2$m4L7@rnv48Cq!vkp=qxzrwrp#0
z%H|tMzsl;pzj$K{4NHP0ZzgW;w1mWLozmSnq7OBLx1nN>woXuC_8j*$)f?049d7vb
zv1VYAD`|-I63m;8Bp=q0DH{scY;MU8sZ}n{ShVpEJ(|mbht9rd&3wX&6M6F!CqGY>
z$KKApf!*cTEYeIS{hHeMkS>GFw=RZHMXA-@;1?&DQ2ur|O|Vx4{OqCu5xWjNs*qxm
zM$yM9WIq2A&iyt-b+&xWg$lAshNksqocZZJ6ny*XVb}5tG^KmU@Xm_a#K2^2hJ&u)
zq)tt|Vuh`5nC|_q`KCG-m;H{q<IQB@qmFx2=uCTT<sP>?jE8LuO4M3JT6EDLL-Lek
z9(I)P1r8K+D2U1R)Y-Z5cGBF5ELb!Y&o+&dH7Avg%FhAkHPF!q9NFCpg&yk;9;K&G
zmLATu64EVd)wL>F2|JU#3JvKk@|A4Y%;QRS-x(z*;?)h+-0M*Z6Ry(c-lc(4jr;3Z
zrivjraWAFTKmPED7m=7a!KZ!|OFvt|x?0C>-0K{|M+7#NX0|0D$>+8BhP3_NqU~j}
zXhqxQRg!u^NqQhlO#{B9f>P7u1D6|qDXC=$k0PIJ&kv;~Je0zj3(1HCw;7QKp$tA(
zw`q=8YwFo3CN71KO_Lw3af*jU%%RzyRmlsL<KPiYk;hWT;&hBVptt>2*9d2x)pt;D
zv(!A-j#o!9!ISi?<CC1rCl<lTPQu_u)AB%gT*T~FmEfAWLD`M5M57Mkjpq9|M$ii(
zRkq{4H|DtJ^5!gFKMYJAbg*m3H+T-nI2u<E6}{K8WaoF+)nem%!(%^4X~tDLY*a?2
z|GYxt?!&qsmAPC8&DZ8&ORxo)Kae_&V8<bhWrVwxdx3C-@X0+n|6YdLM}igt7Hc*<
zqP%UdWHlr6{h$e($~9`8T{LuGS{B21=u+sD?;I?ih&RR&u@{s*$?2PpcrL7>Ti_bN
zV3Jr{sIV`sP*4!!dTWZsJ79n`x%|uJqJRbe17l{IC$S<{4Vz)fg4&6KPJLP%f}9Wy
z?cVVygAgz6WEzeH>kDjk&}#dJ@k&xT)QCdj%_p-ym3H~_?2m4q>jz06E7myhs+t`2
zpxEzzJfK%pPdk;#PGQc<e(6U(8IkkG#3L$1mgNTCKHZiq9!_-iJR9?!KXQ-UL|Dct
zO%%ii+)z1n?0XTtNERWvEjK0E_hbYC*B^3GrAo0Colsn|IX3kWe97!vWLCIw^tn@l
z#n_*BDMj{j;QeOt>W;Q78`CH^XG7iPwVj=byhCT@5%vn#O@(A!Zi)lDa;~pWmwD(<
zmU`-*zM`9v++U61XulVn6Z7oAIqmfPmjk8`ne(|z#U4}+T*M*j52^{ZH-Z)*$r_%Y
z-X;`GW~wdu?c&+7C?>+H-`MXY2EHyq#VIDH-f*5xMBblz<PN1{WE!Z5UOC@_TUp$6
zP8d=e-xxVBD9v`YHr2N@Zi=!CfAY?93jW>Ojfpj8j)lQGdykEvgiS~Dq|clL0;BF$
zBIGW9xuWVFA)as^c}VNWx*ZD_emmulWIUC437d*9Pzt`J>U;S{+r~0$h25q)Q&nOo
zaY67&vIupI5c<<&f?>QSuP&^>^F9vjCW#Le@X~v!8R*n+S^cp`QtP<bzcIPNemML&
zgYdqz^W6-Zw?SLhj~CHObzSWTnfYHdpIVHF)m1+*q4hm_pkS;Cma6QmZD_LePHfK^
z(NNAauoG=HxKlPRs!5vqU=|0}VxMD`sf3rny=wwVWtXBWQkE36zZCri-*}a~>2{~)
z*IOZCBx$}aw@7uJwp&_rks;biIbArfN(!THZyWpg-6(h~t+|rsns}NqLPuB8&+Gj4
z4c@U6cmH#_&+i$6qc3X|`{nG66wVKCM-7;MyF$9Xh!2mJSvAH_Js325n>LWGKRDt|
zq4lU7UhL#&;^*XN<Y(t6AIjd4kh;OmI<%DaCHoag2yN7)s6)<|se)<=3*e9inGy9!
z;p0cRPis==1CuP0T$%V{6i+&G=-Czo5yPo8+OmfNwPQ}xi*!SNWi#3z{kF0n)5p@L
zwWQ<}@o0WERSuR)(yMjTOf}Y)d=9C;p3-U)^=Q}dimZ^tkgny(D{pL~tnIJur!V`b
zcvMyPO)n)$FAQMWqob73>S$FG`6V%D5sR1DF#@l3Mso&Dpe|%aJKzIv&m(2RKQi@i
zD$9KaMdXi6NqeS>I+FI;Nb#M@KR`a9i^zZ7-6k)o_CiJdg^KD6l^P)#sofHi$9cM{
zl`6DK52l?m$t&b;KY{Gv%QKwJ%%EE<j%F&&W*E&X`ny|pdg&i+(TY=ANF4OH+1auz
zo~J(I6R-(Yp3CjiUUarie$7r1fl#ITwisd(B|GiK22)#kWSuL!Mxb6KSEo}Q2IE#%
zSV3#!=+_I$Xe*~u5UfiDedClRG&RH?l9iS3A`zX&Vp+Ucqj$yCOIL>Yj;}|Au}XpJ
zfUE%5bzik=NeAXWof>gG6AC9jg&}V9>ks(f>W%07p32p<XD}I#(o<81Dt&d?SnMIv
zTw&9G&rPF37DAbN|72Ev-n}Krqy-)3?zlQ+w_$Io93#uxZV3CR!2Qt)4N;C>(=sUd
zHkgKoG?P)#AmAj=-taPM5k<60GzcW=qHGcZk~-uk<#hP=RhIBW+fjvY-bV_CB?{Ce
zz&20OD}sWP1p}v_KL+o*t#9{rqswD@VyuSU>`&PTidcz~5HVUbH{Fi<EXL?c@*mRn
zdBwSvt@^$^o#k;mjcjjDJya4zJH9G=`n9q8F5RH=RkhY;ig?o=8y{)?RI!Kk=z@M}
zsr9&!kN`t_KSiOEp?fY}@WHQ64TYNFJ7yBD&^b?iW;o*&!K%O{gtY~^u?bzL`%{XN
zbP)XF`c=i&9tA_b{9f_NmJPbvE*6`9nX*W3*VAX_{Rg@;1g7=q-RA<kLjB@))^r(U
zgQe|_1vW_!X%4S0j6AFk9?uBX^?Xvgfq2`ICtZ->Z?*Y`r%HzC_N<d5zjkTCB#Y{M
z6I->XsIO6kiBHHY1B|Hhg`*RhzYh4f5j%VGMo$>>6|{py6&A^DICqQi?(PR2iH>Qn
z2AAMbjM_&cHk`;bMWR+RkXziDUU%<?(b#UWjr-NylSwRSAnB6>IH6J4VPigr;T!Uk
z^KS3v*NL64?yBrMl8=bUrGsipWtJ?okTGr*5>@ZKt{!~gFidx25y)1Yx=l8{$ikK$
zzI;9{h_~_leSPkoRTjG?$#E=o2f0>92^tcDARO+^oi9GFD5rJ);9L8Br+JiDx9cxH
zk1Mpq-w6rn<XBMskaAI8K{TDA9_1%;;!fa}NT0-4AQ<nsJY3wTZk5O0Si3*Jmt9s!
zeQ3qip>&sK_vt{cG<OR*Ui4{b8a400;Y3}{gzfhJD!so|F`VKgMBzfEY3g2%Zq~)i
zMQ&RFtf5UUby#qU<@Aig#qJX{I06Ukd3)A9eD(74wmL=AO1QZdWo1LgOLR}vUB~dw
zPwR$rXx3{8c=REa(MK`kV*5KCRt*Qj&wb_!GN%ltuCHCM^oYrv>lDw|oA7m@9!3?>
zHGV|ONmG(=%(cthd_vZ<*S6^V=<d-KH=WS#9cn|4Ys)u%C`ePc#c$o_xC{wzjG$T2
zvKbFT1*~5l=DAF46ZQs|qq`)Wp~*9Uc~NX))?|(b)HEa)P%VG#E~vmR)-AK~UM$5q
zUWV`$J?Z4_(=dx#f3wKbqxADui0SQG$jY{<qt55UmUm_vj@vPpT}r7Q1d3WQza7U%
zby>IIXXx4&4?rCIaD*UxG3PU`I*NJfvRmKrBn|vpM5+n;CWOd;S7hv{=!vpe4^Ac9
z!DFQ<eb-~KUSjIVLJ-z8y_AtXI)E#vP9U;WSd?sdYvdB?a=TAs$+Rpnn$4qo)g)Kd
zlU{_om>zrDhM17{O_BI>>njViZ|cRKi+Iq}SvPo+)iz$Dg`R4$thlEItZM2_J-{A|
z!*LnQGcUNXv!kpH-&hS#(5k-n(S<G2YJr}wKDEa6o;b|x<^>lwLt~fgADA|)zgg@m
z^j0n7o2l!Kbjy`3<FA;`JXw2hc#}gvqw}k1)nmhk9Sf2%^rbNuDd%}&w-*=hSub-9
zt;-M#uK4*2OiLR-%E~w9!Zm-uP~0W#SUB237a~?dK=<K#AvR5+tVcTG2e$f4q`A7}
zhRX%-s!FrWb*>DjH&7itQlQG!nD)oz%`YyN!qU*zkLl#+Z9L}4C_Y@)pI6gTvC`*|
z(CTX#x%cwH=eY`_BV5jcn~kv?%H_FHLrI=hWNz9PEcY~UIt**!q^8z)x~^sB`@QC_
zQ1WEPRpa8;Q^)1x_HenDsWy#WGL1IQRMu0We8#c<6pIY)S$!>Dm*5F<rkkR(T3l~4
zVTSPB=SfB-?@{A;ZGv(X#fMc|>wEaM*o=qh3&tO2G`gECx5Y;7u{m=5mj)!@6Xymj
zAtfe^<BZg!T*eWhpd8!8o~iM3s{5{R2g2LWR}58+>p#h|z(;YSjohMeEZIv-Ua-Hi
zPic}{1*>@BXiyZ0wjo$KRP^o_d57BFvgvFJqP;?GW(Xl|iaMY)^GUhI!@=&|aGsoF
z>y|!`ZiMkeEN-?(Gn=79oOKscoD|8Du$<mYph-6jg~?@m^86B47-Q}544L#tC9l*=
zOL*qK01bRGdL9F2F-IAE7N-!w8)M+yq`Y()tA<kzr`|pgtLDne{D4h~Jx>3<JzmnZ
zHdhdS*7>xMb9Ds)`wQMgn%mbrHO~=Qeo=YH<<+rdnD1;YK-0N&F{AS)jb5wM4h;0l
zkr_+EHDEwg^uU*}a3)^i90#}FwwL;6F5LJc{aDsvZ=8krgnBK4OEpdSioNnL4It@e
zm;9!RDAp?|l8GwVQ0E2c1J1wk*RUE@*gP3Ki99tue^Te}C~(X}R#EN!n?U4Wr+I-0
z2OI|E`1r?Ja>S2;oWCN||31_1&k6t?ras`Se!Iewu>;L7AuxdpjL()@BzXpR&ONkE
zBsRtG)85+&-EX|g&gP1i-(Y5~;pGXXB#U*ckS%>v=m!4SCpeMBINav|#_4%ZH%M~B
zb%@O(>R|S95;+z1fRe0w(bfR=LUW$^Zf-^xnxsYRV2!u3{{HCNVgIbAOZkq!6cn!`
zs>(RQd1_7lBR`TvUi@2apYWLkK-{sBYhJ7tUA%$3X+Q71toO2ZuhZI(R7<jVm69U*
zPG=co9crp%$@?pndWtU;T$uN4XOi(Cd@24i1)EmvBD-jjJkFh$q*aMxsE9vg4O_Ma
znrtI*pP@hm{h(VqE2G{)qJkF~q8kf5F8J$u4k3?%2rt&rNC_S!iLP@LkrRqAh^=?n
zaMQR+;&>&$tF+$3*|XUT{6Ol)I9#tZeIIe;b6Jz>t7Y}L1qpq0>RR{yE1Ws1bfXv1
z^}PlutA^#->nG<^nVWKcGnjv!b_WI%#`kx&D8!G4q5lhA067f}Ek)(OqRK|LCdS|6
zcfSiMpWXcT;beXwSrQkF7Y+ha7$HFr2pIYQBAyJq=D&_7BhJEoKgIw4Vq^SY#*_a=
z|NJiplmCp8p9LoWk-!KJoZ>$_@ek+a1(Fs435(8x%fNpiTnU0ffP_Xsl5IW+pa6h`
zfOvt!@Gv004}$?e;2sP}BZTBd0QP_y0366q4kS4`yMOll83w3KeE*&OhXenA_xm{z
z{Cl7K&w=27(YgPVDDd}l{+JR0-xstWz2H}>g|a@%$nJX$<xLFjK=(k9?{5O}e$N&4
z54RP!0+M)vpg+<RekAdT0}?3qR<<BE1AP-)D-eVm$;}61dt`5KEx^O`9YfjbTR$=}
zu;aF}Mcw#w?kL+@89Epk{STh{CpiMhQiVww5!biZH@8B4Z^`#IfzI0cW7{2Vjf`=D
z5r^P{|Gq$QK0X*9$Qbk;12`OfXMBaT3uO5x1_mR*NPvs+GX@4jfW6{p3;{k%k@h17
zLGZ(17|%k%Fg_%P9T)=P=ff-)!pnD-3jW9UfgxwR)z26djNpS}U|<LWau(bF=~=+=
zObp^@41(kZeD+5S3gk>fVq$<c1`O!(AML>WP`<MSX+L5>|M3Fz>L(27KNv6<F)$>6
zVqyq5Fn@os1Loz=7|>TxjQW8gP%tm%`v45Het;e1Y)YJ6e~&MO4+_KV7YHu``5U`m
z#vB5NB7Z3t4hNE{VUz(!p6y3JmkWmj$|RT=5?HS=Fa+dRKR}#i#KW}X1J=HuF@SY<
zCI)kM{oP(D&<U9J1MK)P%Y{OafR+u$vrs6o7XE?(nfZRk0N?n<4#?#As~r*y#w-J{
z`^9(p5lGDT0y`_;FFwSN1f~~eU68zIN$Sq7zxv?pSw4(02Qb7LX$Hd%iRqJo10mrU
zeR_rg`^(SIBH(9x&o3CJA3zXrU@$T5_yGs}8H0kMzsw^5<Aq|B3t&jhK0U)Q=M2zM
z5F|#q0LG8$Yfv!I&lqz7z~I0q%};FuFeK*scZOlEoxm~#q}9WG7U%?waf3pD!Njx!
zFkZ~MKoBs@H3FFBuwUN?3<zd>AxK~bW7Gu-=RH%_IlKPy7bt-JW=#ZR&NnEO9}LB;
z9~4+Re|aC^(3o~GUKki-jer6ekc9E)y1;-bjoA(W!}LF3Ee69e%Y^|;Hil0EcKkoi
zEqhyi6LTY5+_TR_RTF2Uv;Feyd+Uysl|AVDzWXPcPu9}d3UubAf9|n%_WHK=-*;Hx
Qg@7~@E;F;Fk`(U$0bcr5;{X5v

diff --git a/demos/java/README-SimpleJavaDemos.pdf b/demos/java/README-SimpleJavaDemos.pdf
index 2177807bae79cba64a9e763290f716d652f5e1ba..6e1a0dda29929d4313c10c1dfae1bacf84f5e049 100755
GIT binary patch
literal 158817
zcmc$`1y~+Q7A}kjch?VhcXxLU7TjHfyL)g+fCP6>aCf&ru;3bkLvZ+kBs1CBnZ0xO
z?(Uzb1Kssi({<i+-t$&fA0Sl_5u;_KV}&MtzgKn*%?w}w*cw<s^Y8%ZWsGf1oy-6%
z4^2wY004kq%-qV!*x}*3mA;d)h_RuqkufwMAGD*BgR#CfwCkHa-a#7@PKWcGa2^~5
z_$36rw*kPqo>hLpo(!I2DzzW<C14KL?pIvnQ&mZw6O9hO%9S(jha+M|LP7)xGR56Y
z9v|#xCSiV<nV-{Ms)DhMwt*=tLtyPKZLGSx+`S^$CBSH1y}!Lg*p-*Jx$V@g&^)rI
zZMNp^W({dM!=Da`TSa$lvlz9Vh;gGPY!&n_Qx%@I$e?bPy=iMgEoQZ*Ma|yyJu5R_
zn09xpEZ^cEnQ4&PCM#2#m9nq|o?@Lg;xH`|zgcp>Gh{e}Pxo*gAhf0Y$O>EulXm5u
zSBBgWLY=uXI_2}GxHvF{nsUmo9<f9ruqC<&X<73VQMn~VH3BKcDmbFKbU!swzD(T9
z*6uhs?S^^J!QFla1YiX?mTyei9h(9;Qt^n*B9_jKL*{5BuqRb{4QTB8B0R*@hX%5l
zsH6+cm_rLNf>Wb%X!*{UFZ0r+iEr>o9pzOnicj<i4sA;<`-}sG+Wllx?c3C4Dm79+
zv33;DkYa6uGdNqC>lv775jS{Cx0DPD`096oC{g5nsHyJ}K?SvN8V;S_tj*v>UU`XT
zuNlND+EjveMU4;`nvV*uT{Apsam=hm5856H!<)GKHhiPToBR1_?ue`WD0`F|Ll($=
z@$O|zVK+hZH??v&Yk@>WL4LJxq%Jf&BS<1CYqpdSEX`mOOvckJJFp@h^H>RCZ!o#)
zV8r%YWJOqi$#)DZ)P=ysT&UHsK@?K6s&Q09iZ_E)_5D<>lZkZ;g+Z9zWC7b8Vylg9
zITNUUR{0Z>k#n!xNebl!1I1B`h|v<$8SO0>C5SLBYS}PEUkMUvg})t<ro#jgv7Dk7
z45(}0$iX!JVk`!j7m^E{qZZWelcQzndw#=@J(|(OT>K$>IxBvO{<M)zyfuvSF08p9
ztWxOgIDYUWoyqjxdCScSKdl=0)tG-De<}a%{G{&v)!C?zw!Dvq&sApA-Nvc7Ge@7z
zK0|gHt-k0t3x1kyTN6RXoP+Jo<7@<<PA>}Drq4lV;uv?qjff#D*IqN;rz^H~2r<o5
zTZ=`a3s!BSnKl`3rjBf$L%Hq;MRkM}JKt!B(Clzi1%bL)d3o&H%%)1ctz$6|*BRo!
z_^^R!JBJ4}mBa<vT!uf?c*+O<Iec7Qy@;Yt;D8m<o%GcQOzvJT(PceV^jO1MZVVbC
za?8@FaAH!JgY%|$q`2Tdyy)(n#0IibFmnJ0J1)Bmhmm`dIU4p7qy!ArF4BD)m`{^x
zvG#g|HSYx+6)p%}HQCJaqcIb%4l;c--cB;>?}%Gh=s8BCTUtkul9*j4f7;03dUn37
z2Yxena-7L;2z)``=7V%6eMq226|=aqM0N9w%i(tXp2jCS2I2HtGW;+Tz2F!Tn#kMh
zrd;>V`7&8oVl^AhO~KC0l<bT0f+rlAV;60jK*T3Uw}8HR`}+{mq)fhcrJ_$CE19WY
z&a%FfCtARW&Eqk-*`oepuzBynu0agzb=*2(n$G6GbWrVxMPvcXRqWWi0e`QIb+ZwT
zf>i=aKp>Ig&&0=<lPO6Ni^8qqeIDdHpDSDD-$;-?WnX<kryu`Jem|#k5%rt7K~p-E
zQwXdcRdx3Y$aSOGEI47+l0z8l27BP!Si<05;xEbfEr}Zflg>N#juk|(gq<|d?#}}1
zc@z?iaU}zD3F<CG4S7m(1%~l0%bxc_&V8(&i7!~<ehHx}Am2&xmif@{-dT6q1?=Q_
zXI%LOo~c;GaB`1cL;kf0Mtwl>SL&;nKxW<0y2LBBgR`RakXABdp#I$f0A(XA!&$iB
zGaPfmNr9Y9(Nnc<o+Ej*M8ypR`K$!0IxD(F-0g8Jc11H3E`__7L6^{FNJKbOm@)`a
zJRhT=Pljy|3B;^zEn(kpT;~vCw%<KR@6U8SKBSs{7x|3;Yv#c#rsZ!ukrvev9m4Bs
zl%ViCKvmu6IjAF*qx)ZyUol@P8FR27<+3xw%GIr}?s^2@uwdcJoG>Ny1H2fBHw(SL
zbjQFdrR;i~>T%(9xbSrJJKfm7;7UP5*5B!65u-djuk#zq3Zh0axO2ni7wug&MCC_M
z$D}}&Rdb51l2^KWJ|5Q%eOwFh>!`kIu9Bx&C&R2Y%RYSeEmTTITtH9g@VxOXtugz>
zR>HcBW%)Gig$^#q9qmqx15cQ%@F%QKCe>x1SrWnNx!lxhU9X)W@F8VXf(}VTpS2Ei
z05;3?^cWP%nTJ5p>ZacUlk)Itjyaht4P-ONRL>h!YoJSSulDT*mdE(@pbq&;=80HQ
z3^VT>Ln-S)B(JPt8{`OF6Xp${-zD7v4)t$WVhTGe$;^<^XOclG=$VjP!eK|VnuwV4
z#i8Iys2I{KEeSPHg24+=-Z10?(IMfL0i+Sq>{_LI)wNv2OR}hS%`=IFfg(H@&OL}i
zN85Fi6^_qXrx<B6^N&}!`X)@)+N*S@Fa$Rc5qyRwaLmTBuYFRrzdfgnM}N5|x3)Eu
zhdsfdY~$u&(z#?>+GClme<mMNNJu@Y93%FHf|$@scrZg;A(MvO5%Bhgc$kyIw}Qe_
zo#YBTLLRl!QXAS>3=_iG)nppcY9HlYfDcR)>?z)58mKyz9^J~@`|^p{+cAVQ(4MeH
zgW+;c1^B_+JSe(KZC2SmkT1M(0yX(XQyTjjdJxkKe6I0b+2Z?|EX?gZ<4Y(u?9o;h
zAn&eQGPi8tU-VLPGXP_#pvHts3bslm`=ri|5t8qHbyH6WYZMZ0WsX$fqCK@?g@a|Z
zq$|yJ`6zx%kgr%uY|C%a7Zu{=Gz#h-3o;u2JZ<}ut5HPfE6-j!1Q++caq1l)Tf;-p
z<D=MnROSPQGj!S{vfh_`?jg^R={?T3W#QB|qE_t|FY7%nl3?w}r|9DB45Kw9x<~rm
z9iRof1o!M_#P28?-B0@`H+k!b3Gs~zH*q;H;CLE_7)PX|Sg!ganDOI3K4&)p-LXyQ
zf%pDYvXgQ2@hCyaqv)`5klZzIjFFtC`$}i)^M1zuY&cjsuu?$^eqOw{xHew9dCr0%
z<$(qX_E>oc5?54LHUXX%Q9Qwm7C93aQU|`^?G>X9<1AecJID>tPE4b{_v0GkEfs3F
z%UM*pA4pY<>k9@B5^!t9+m4(+i$HIhVzAqq^CPmpsWEHLW4=zNWXRHY`}9(2afdp|
z-5%*GBlQy6-U;FI#b>ZEi_Vi8iEAdeXK=aPscB%%hS^cc=OIwT2I()-ne+3}uX##b
zXYpcXcH64&CJvV)8XJykhwywB=wus5S}R}~#FF|yXIS^`2jH@&wzGKHMao$sEMn;U
z?Gwn3<(9T1JD=<eI~ts7HSt-M4JnV>gbSeh$g9k=Gs?f(U}o3S<CAKx(Og74+!~#=
zI&xJ<Y?53tIzR6j$L1PxD&4%%NuDuyP8LL#@rAgIvyRpv5Y07v&D+u;#n~?L4Cm86
z&tZQ3fw}#4AG_?@u_tY#)+@=AFOld`Lp^CTQO+M|*~qRw;r1T~lZTyu6-1x=5dAru
zGiZ$8_T97MH(k#@Rg!(E9ORz0Pdf46N>2u5@(|(Qfi_Wa-r$;_J0_B47Ee9n4*K9=
zQc{*{kJ@yIexT27yhuDl&(a+dQ$OdbvnjjfA=JK>LgDS`6$K||(^GT8dsCGJ#5gK|
z$`ud_r<Tc}f~jd>&2Yo;UgJ)C7u}$u;k^}|8!7FWd62Op)FPsEa6O-<aZo}{+eFp0
z>W9$NEPzP>F1Ux<NlAtrewJ<WH<d+}(b}&}<TBG&u#KKq^Ygi7ugq1q-|QXC+HaiL
zVc_cTj|2y!?WRR1O?<hb6U|1Axa9P`Hi8N9L3Ya5sB7!&04F5V9zzZe3OG}(K(0O<
zdflVRjxn%@F#!SxgAu4%r=lhy2}46``NCM5M!T)QLzbc1PJK`DCaUbXV{z;=89vIh
zH3GIHOm9#!Z#HrH$uG%;Jl4X4bV=5)Q((|<n!a!h4HFKcOC-X1;t)7TB5)p64%_1y
zvSEIMF_9`=RUR0{A*^T$n!3d#1c^Z+g2Vzrq|c(<h760EV6_hH3cpOzWK9|te{T@f
z1B4U^k62dhi;S*5H&rz7F?!1wn}94S3PAydY*0i-@^<KGWipB17&`RGg@w-md&o=i
zM2^MA-w0)(!I^%hdu0`VOF%T?CajahwSW~4#jlqEDKHXL``v{}Cs<Z=(iJ9I%PNRi
zv4M>gvmv?}EQ;VZ!%71*g}z_zi_#*QJ=ctourTA!u4i-2HhaqAlG|Y}@bvioOQ;mQ
znK5xG&h+!LWF8AgW0QTIcQCegjn$LGyPZR_ieu-n)t#^Az{Q>m-@B>P?oWaehopvg
zzQMws9;#3;2F<3jm;*lGYBMqgr#7~h=pGwHk5fQvqtVb~Q!TBd=rih$&Xs&`sBgOI
z%w&)#YK_Ui(<2h<<W{?5gVW=5aEQf*J6I2QUD62tY@TN>Tx_j(@<;;zxlFhA0cw<G
zu3M%)u76av;{a#Hc#UJ3QEsMj0I-^Qchp9Hhe=R4qO@gn3l4fFHbW_I)P|`qnvuna
z8`z2#*cZu}&~VDAfts1W$3R4YBY21)eESfQ<#NFMBERD$mcy#>LX4Kt?R*!$W7f(W
zX=5z3XI17GI$TOi2O2RKB-=VK+=ai5!XSX$C?BhvQt`-WAQ}``%t;%PllrEfQHH};
zs0_7Fr(V3k1nZU3e5*g;ub`YX08MG`mup;FY!yZc!;xAAWs(=EL7B2ku-d)W)o6`1
zoqFcjR2-br8p7fJm6Yx{gb(A22POnuH627RC?p6*NCtD-a(14Jv8$!toSd{xlU@r5
zSC0_$wdOma&NlFO5F^fL3LPNQjhd>db4NVjZNfCwwhAcwlOzZ0i>dNewwWCA6+Sa9
z*9Uzq_de5M`wrg*Kj#y+o2DH!=A$mi^T8dZm^e%&6zrCN1&DGB;EK06Rw4E#4Q_cL
zsGClkCrhrZ@PZNU11DA1&m3dbfG74GbG9MZ&Cn_Pp4o@9^?+k93L}2utt$hOQr9zo
zUQDITond;QZ@{}dn_~+++HN4(<h@9)-x}+*XP-w`nG_-UX@=33T%;OnvO?1E>vevw
z)Hk|J5IXf#zLxQ!6BN@WS<1S&wo(eJQa6t<tC095R@LOVy0c;k$-C)z$&u20dN&q+
z`az~o+5w|P%BJ}5)<27P@*UA-w%X<0wnyR-*j+xmzu%AIn}p`DRBG6y_HuiZcSy|*
z@}`bCGwzKktq;YEq1vW1M42GQqxasmCJ;67Qx5HNuF8g{$}`tX`jNPbsfbCI)eA<$
z*BT>n8b-mBqxR^7Iw;&{O;k|2<VtC@UoOt|qj)lR=z8%ocew?WYjx&<HEmKEM;)B`
z8PeW@?s(81Mx3uZ$p-YU6s><*9tZ7NX8~7XN~O!SO+Q02bxPkeXsQnrTr<i%IK;!i
z_fOhRf^PZ<<LQ|^B+x+Yc!9NCox3fFgu_v-iM)7g(%1RP<E_b^Yx!8(aAgaXxARQX
zc~+TgQVLT(cW*!TvC*CLh1-=@=8%CKGPg9!yUBIWmWEh8B6w@QRwf_(q?LXOEFL-Z
z&v~)q^+=gy(IxGo(4z}HQ7e=?VO7dx&01s~UaLKy!p6*3<zDnp=4AF8(LwN_*?JZ@
zV^eXEE!J16QtwO^sBLAyXh|P<zW%%cqt&`56>|>xxl6T2OZRz&MGFo@vrw+R-7XJ|
zUz{f&JwM@BDc1N)LkGOiUUrl)a`Fn}M|*sgExb5o?V-hFu#19Yqu>q8n<K6V$H2`#
zA?MsJ-wrD5PCuuhZsH5gANM-L>%gZB?}IFzM1ebfafqvQ34skdP%mKc8zU8s%d%Um
z9bQIzktLbKwcL1VcW2Jra7NDV6Xqr!ZuEIU@54atK&>|c!bffqj+W-mz4Fz?xUR0R
z%@Ch11g&~rlX<Ph6hgnazX41a$s|LFy(;}kO~XK>t52DN(Uw448>Y1PT7K*d-!`Fa
zmkH7DTc><B<TgzYiv-6ZA#Jo6SdW%n0*atuV+B=@ex9=mAlDqkqBwqNC{>98?Q2kO
zgzpHdUB6&!`Oxb(gmH$Qn;!gLD2DZW;rP1Hq0h|*IOYa;V0X0aeHuldU3g%vA@Hx&
z_2vYGKm*7YCEccSD8=tJ0?K2J`Ft3_$nfQ>=5WaP`H<7M^m$%78h>F_u;yjH_svB3
zSa@<YMwY{%;bVqm;o1qNeK<7Dk7yARj3mv9Y|ua5SK)2k6-f}2X2;(CrGQ6ja-DgX
zfMRn<f?~@<fBb56z18UEp!k?<4T0g?n$fjl)0Opy7*ku)24uR6{`9?&+5MvrHIcw-
zxjgT*^=wL5C|8FuumxBTKl5r7eqvqmJ_>ZxKrulV3@lGcxIs6_0u<`|e-SWxLvW;H
z*RIFYotOLdjbY97AlK1Q0x@<nK@)C$?ymPJNgbwhOL5fv>Ii5(AQN)vvpdZR7v+cw
z4k0uI7$(F}cLA!lRxX=<k}U>>y~w0cmm^K2nchTyT_6{X`Q072>*4FmIX&w5%ey5t
zS8vi3iUuKtz1d~sLmSaUt(Ah~HPT2^$Te-ohzZd$hQ%zga~d6ktNWn_mCxn7mD8k#
zTqs^uWrC6=yWAP|7y8;hE<NBAR+ZiCQM=m(I`mHc_1faP-}XS#3G&Xk*-HtkR}pp_
zT+~W%60iv0%sa>;rXAEK`8eJ4o1DjNqBNJS($p4B7oPhJ(cFio^VghapZK_>BYX~}
z!$W|H;TP*Q@sxll7t0$$9ikaI<x^xD8f*h%Z`aRMr|kqHOi{QIScy`CJAix^%WE=)
z^_6u{g%L|R2L?qE6(2ugDioSt+(uCx>pYC{YdaSjy%0ezX6H?hVqo8DLg+bm9$*N?
zUxPD>sAGRH(7rCwh()r+nIcaA?ORXA)eWNJV}MScEQe>A--teL#*Gd)WMGG%O;1uS
zUdbUd{&dL|fl3=U<F<~I7buP2^qeb{G{uyT{%Ig^FdTm=qFuYz2=_M0`(ajZ7pnE>
z=Y91gpQgm)*sVB4g_c8vfwJh$V&5Ao9Q(n*Xe$x+4OSzKBQQ)RyUk!}9Ug<JcVe8i
z9ZJ6iaUB;~G7vOK%S>cI<3q{{7DL!ZYbk98p!pIvE2wS2<g4sh%QmUc3qA)eNDf+?
z+E>SQK|GqXCSNBM5wbb-c9YjEl_4m<m3Ni4AyJTpnlrUIV%B^$az6C6p{uA6EUP=-
z!VHqdvx>TXJ8wFai|-<I^tqj3oL7_!DfuSEl55)_J9N@Bx)-d7OJuOe-h{*xn*z8~
zXucOSbN&l!)L?ir6QW7zOV}bJgGhqMam{0lEWXWzeNmaHl@w%#MyUlr7V=kkG<1jO
z+(;^YWGQ;y1Fl%Y<O~7T!<_;<jkq`a^<+W79VJA?TC)}qdvebhx}d+IkQR8XodIP~
zV2wUQDP0!K?{7x!Wit(@eB)P`2Kq{_T%o)jLE(%p6r8)qnJdnO7>&2xDiEPN%DdYX
zVg^=fkR;uZd0D;{jgFxOIoT8p7D@h8YO9yjV$P2V2&=LW2)sho`(<`JBG5f5_<Fl6
z`_?fxHPTSIuW2EV2oJn%P`5K?Uo^PN^IO-b&E=%N5CYyQR|-@Fa<fnM<u5XM>$lN4
zdm#oJ;>0vg!&Of(qWRx)T_GQi>rrFzlC+jk9!9idwPI)Q;ZWHu*NP%$^xOdep~+Y)
z7FejLEYL`v+9{L_23d$^4eZd+*g-XkGbYfHuBnnQ-D|tjjK;X$cC<3;=e&cInabX_
z5n4V2N-0*v67lGor!t!%Z!88nn4nQxHU`8&2)_UUfeczD*=9l;-&Y{IxPajL<hLx&
zi2Ba9l<Ktw8c}d_Q;~nm5Tx0s?Jz9bxwmcPi7H6+c~F8fX(H|*baMcW##cZ)W6I6&
zg_xBn$_BgdAjN2cfpxdnN|u-do!@;Z4s8!V;~qKQHVE+si#_x|<5O1b0;l5fWE^-`
zE!vXV!Oeq!JHDfpt>oBrvN<N=NtSsTZa&Ad<a%1gApmpA+_C&(XPk-_sIoG<V%Uts
zPV5v)FPq&<9BrUp4iiY7xs9_0z#N;1EJku@#lX785!GfP0kw82#9Tslz+Xa6&=#?V
zBP77(A~oK2a*+lXkV<Zp>^cU2a_^g}KNP8e3W?^+PYf(XUP5Ti;F`5CJbiXxewK2g
zV}FPQOdrbfo{?byoSXxmu0Bc>DZyL61MLcAE3v4XjiEp=bA|>a&kvI)P&vW!4P_Py
z?kfqmxabv>u%$fYwr8)}p1qC?Y!l|`gd~s>y5K<(?Y8XTskbEnX`UntO@>-Av+>ao
z$Lk()!WH!{Z*<S#^I?T02pLU)t=1;$PQupn&Y*q&*{T4TA`Y66Yp)JS2@F$25FRSJ
zM9?k>lB;(BIJY##CQcts2%^Kq8!%uhXWoYu!7?HNjG3<&*c=14whC;i;tpz~_%Y(0
z1XEh1f9I5V<v3TeUjfBvN_T?=3mYL(88(t4S36WK9b#}%SLvWk$7Byk7FBTYHWv?!
zFATkcV!+#g_B<+XECa<-hhjfw@55P;_4w($&~GI~G4$|;`%a@m#9|3xCC#0Xq*=TX
zXC7*vUneix%Gwh{5)W?xvjAYoxkRkeHi>tvImdpRyI0HcQSD&wPEjoDlu9n8O6n{i
zC-mY?7Vz_4w<P(Q*R&XcSe?)YO0osZ8@%jiFsen3riKd0jl~kw#suFymVr;Qwlys0
zF76zx3Ft(?Yv7DrUJn(&?e)jhlqZ7br|n=2r^j)R4n>p;BKKFBxdE*+Wou6geP0nK
zx#|oMQS33IPPc$GVPYsF!mGuUt!6NHu3}gjgq68KKhaRB(buCpvI$Go+oXM#{fZPv
zVIB}PA(>X`hrucX0YSpZZ;hFvFEWEc0z%y|V2F9LE}ltp6}&rRxey<Qp>Bmxz8l&0
z0xWPx)v;PLR;|=;{nJj8wD0TL*)!kSb=Y<`PDO>rB(|ZFC@9*uGT1@sm^7*C+H(|Y
zxnfePfs8Bmm5hExINdaz{NfQZhjd_;fWaxqo?JAEDm7N<j*X9@27xfS0G<(|H+I3?
zQlvP=Wj-v(!pOX7Xsu=A*@bSMO|X%$25l0g!k$_ch<kKeV}>bsgxwc10P->agV0?j
zO|lE4VTPgM%@j00z~YzEbujIo&>Cd!5wrklFJj7*0+xCT&$OIRsnZwJT=Cl?%FD*l
zX@~nnbE@%m8;LeFS;>a9ae_mrb25O2nC@lxjMo~5fx{OlAjv8yp^5=)b&-7?byaO3
zj5YISi4a39SUSOsT1fg<L_{T{4AMQrbm4k%q8Z+_p%HwOd|yJJ5$F27>>Oe+H}l0b
z$;bl{76<JFfx`sX5i1s!9+(|ds>wyNG;fn|N<}In?KXqtF`R%G8Xq}r=js?8C9Aa#
zm2C0Tzl5MU7F1w9y9~2w2(Ld_he3?El57Ev@C1E#3?-KQhM6b;Ys9WE)m)+4UjVx!
zO^?hRjJZ?dv>-M@s$mZjc@2@TIikjEXsLZ6g<ymapewV{e51Zt?QK!AWE^~DmTBUZ
z&NsDM9KSVMZI_-Q)^NX3W7ib5D4(ly>3v0+j9v2rkAN4FOiHslF9@gPayI-Gm`yP~
z)Z%o91T;Gv4K+^^iz=dG!rL$tT4)o+yn=>fk5{oJD>C~LZk-2T4%vvaXpM&SFBODb
zyP5&d(?mj-QV|yi`6v#r-wI3`(cPw@`V)AGy{Ks}gDOXlSH+|Cd?xffSxppa2?A}=
zKBa%VWm1MbrzXEMG%Q*UE;~sMj#=zxw;;y@9!fZXOB$^{Ggu{Dfv{xYm4y&tKzXC)
z&~Y0qXYRyI4>Kw=$E0GCY2<);BIZ%lB7WXR746_ejqm1+LC>-dMn}zVn_S!yJ^uc+
z2<>D>*_C4xQOo))XZ8TM*Aa<mLFPiu9_EpE^cb3-Ucv?(6JsYX1WhnD%3NSOs8n{L
zV|<PI<g9_`tfxs6jw*^R6)`r$kbxBP#}YH6jRIFGzqg5`<vkWO2E_x>;YKtENQTOT
zeVAY7nH&pld2%ovW+7B)m`%va(r?j^<|jV9MY~bZ;YW+~Y@9EZM~D|vwpxiYSGJXT
zbq==f)wlwr3{UU^EjNoXj<c*}3Dmy_2hP4pN9JV&ud#KG_C+M9aOg<dNF4-yH9_0S
z@fUgntH?EBVMf^$(s2zYTckBKg^9ESWax3sUgo(?)9Ax7jzGM3{+IB~dw!|flc^v!
z)xk0dsYQ$|l4}i@gcb%RgW>nGmY7SkoXt44>LOz2d|D!PvqVgxLiKv9w>qEv#?NTk
zCJpKXE4zsgLD2mgg@TzPIj3!5S_ULDM=fDr+dICK+n+(4wp26y(u-?!Ki9`HVvA`6
zrjIXDj0sZc3o~mE>NmvV(F7YP8?R=X#xc6R@U5P=21(4QEM{cEOl85Ev<rrDs=JTJ
z8&CfdgI$Mn$tx}O#XR0^d{C5tZRS=E*#-*v>WrXk&zU?c81h~ML{IOz_(ct!sc4`-
zzN00|S_%%RHm-u?!Fq21Y2->`2QXi{eq>;U8yRFe*5rs<&D!VZ*f8r#U;!l)?uhci
zN1Q-G<U6q4wrZGA{j3#YU}8tm2bIvl5XgAR)ZoCf9D<lAN=qs0=;)#qRzWT{fdji1
zm@+B_eh}oBFF2j>=k!vH*6?_#k@~lvf%}omp{-E{i9yn&H83W$ADY|glP1{aDi{g(
zVb_x^SO+A0IQtZiBA@$}&b$5ULlDC2H?~Ij6(c9fbcPr58gOgfF=6}DSqFKbK77OH
zW=Etngap02=TgLystLv~FNKqZkt%|eT(yK5mZ7Bs)v&S9GFyDO%fAI@&R`55e~f2p
z{|p)~t+z^zPs5`ZeT4J;B?J7OAE{X93$k&mhGT~t&&<@%imLddbkjTT!*HL~IzO@Q
zENwo|4%ZeFcG=~Lwsc+}6*M{0D;<-bbt+$}zImZD^wLu|Wi+N`;K5o1=%weFj2bux
zp&;fymrOP>@vmn^-tHXZdG&_V9gK6o>@nu`qz6<Ti%j>__DC)qITuJ3H*7Tz_`d*c
zdk&7)z-^{$m}GlSUhYGM!b;>gt+*EMw`0NjCABal)V@ApU*wBB=9PPat5HymqP@ds
ze-y^E6_E!2cKwtfH-WNEjd8-h#I6oLwCEDeE80&;%Jn=d@)-3|d!-vbz(bzIAkfA(
zMnCEy9?l*sDIUuw9=|^nP;juYGCy{Bykz>V(Bi4ILe$ksT-oWNtOCHp^Vsn4k6xeQ
z;Q~M}EC^r(&>QMMe0?ak`1u**&(9d>7}!}@88|tf`uu+NOJAnn`?4~#GqJM%==$U0
zd(ZD*=@s;y9%?*np6;+?1+YFAe*oz1*Z^!l&e#F$Kh8J+96!!D0h~Y17#RQ$$M<^}
z837N+k8>sf<D<z+KWv~Ev$b)0c*swCOlTQsA8vgtKY6M(d9>ezmhrLexB8RsZA_1C
zPs95CUgpQPrvd)n#`4(qG}Ono2kRb=AJ{WKj{9eoi;A0_G2p>$Q{%^e4<`=B4<maT
z_fvzcv5~pHkgY2~>)|E_04pae9rJ@H8R<9yFP=IGKUnf`izDE-!PAR7*gD(&V%_&=
zJheXF^7tHO0KJNXzKx^Z<MRyNel`m~w2K(OG&eL>5*K=G{NWZQV@F$O2SZ~=z!QqU
z7{l~9s-MREDA{59efWP?v-9};??Y0TH?S}^bb7Kw+1bG92@6T<pI|&UH+n1pdiq$x
z*xc023BdYvA#7`9>!56>Z}<S+_u+~==sy`jFJ$iIs9@|MY-??2Yx4*t$3N5vp`arp
zqpojlY;0}nt!?O;tQs2{00F_M0L}d~b)L+4H0@!)OdP*??=jZ?Xz+Jb9u50n8T`XP
z^pX$Wcd)a4EQta*IXHihqCWxQacs)6`i_=>Cyy!p11g4k00JN&ARZv#KSAMVs(APb
zj7&dKcx1pILHIoYf3Wz;$&61P6M72a$5>$juzn9*b!8`Gy9a);us`+C_{U2Xb1QQj
z(_emqg1)(p(=XSu`c4k!kF<CUwg;{O*qH$AoNT}G;`fk!%wj(x?J2LgGI9bQj_=vv
z2Q_~rO@RGVz1aiLo_?sIHGuxHw}>r35di%s*!-+ldyEjypV%<{892YChyPiG{B260
zA|r2ZY+x9zEpM6{Y%Uw?8LWW=L683_B_7TACrU8=6q#Sj_LzRleg89q{~svvJ)u7&
zyWffl|0N|JZTo@3@09on&95LlDb!PV|NlY><_FLGO-?-Yd~)NXLjIpQ@zC`zIq_57
z{(%$Be<Bmi|2>&tdcyqQmx;9pSy+CM2M{2jD<Fn{CjQgVe?|b?Z^Zu-X<+{ENyA?m
z`S0`K$xDBfhBkO0Ak05gh9}d0g24C_grD5_g$B%jR~eZ8pbX!o|2Jj$e);by0|(RJ
zQ3fW?hdlnTmEqB!41gzPc<B09EO;{cXQKQ~8JPb>8JPcj%J5eK@^_WN@IeWT9~1!`
z2&nK+S@1LEJx&dNV*&G@r~&hTPYwRc$o~fx{Fxg3H4A<Q{38gzvEXMC{FMcNR}B73
zEO-)wzej@y7e0CMUx>jkG<fLxmo)f^!#{|@pQK5aM^Y*MAC;2v50l4VW{%%i2LDEK
zVEelg$;=6OIR0YV_<a`o7&$+Z!$a4<LgmTWe@YHd3)jciUt)&kclG#J69`rS<FA?X
zI}|_C<`YE!1}qN~>W8)F&sFBXm`$@V0v?XPfaN<N-@$pxnGaq65|&3}{~4CYoBs&Q
zZ;SGu8wS5D41Ql~{1;&PKBM}3xG)1)o`mnuW>o)-3-e#&@-w0S1BssYGyaIn?^^P&
z!sWljB6iNd6)vm*mZt>!XR!PeiypfEWw`vJKEE%%SbnDCUs?2f=KT*W&%ZBd|5N)B
z>rWdHKsi9<|2)fN`6YWY{<d}Zl!N~0_@}(|MD_obh5x?3KDp?RvrGYCARvT4n`N^6
zREvMmSJppSPq02^q5l*J-;?MMH-Go}zrUV9`B!d!8uyR9_q&^)a_S%4%=)_={0H3p
zw=Dek-TdUDzwPEH(|&^R+cb*x=LX9!Y-asE`Tws#_`jJjqk#bdN&Oj{pT_;u!r$2Z
zBoTjf^HYBOp9b>(gPXrE?*4J_<S*I$u=)R+#{WKBX8oDUe|7VJbjk1^P1=v^qQ7?Y
zPXT(&SHHXYr`^9=_`jE>{|7gJpIZD~H~*?!zp<I^Pm(s<zfRh}K5y?u|HwLrL(4AZ
zF}PHx7clgFyDxnU7DZb~Fv2}o@VKE~&jA95zftHrnJ_6uCFgct-h#_SB{H<g3xkbs
z=POILJ_I$`&akzBRkNT54O%hMo4wby?vWjz?~dHAW9IK+kAv^8dv$Gn+|X)U@96J_
zB-6d~{9859dNEb+QX|lPz9r7F+c@QYur<JJZuXiai=5W9z~{R}v;}S{RjIq(Gl{}a
zRGv&<T8YMrik-x>w93Q1qoTJJZq^q=+Sv2D3b%JhZO;+gjt*Q*EmU0V!i?$_JNDS=
zxh{Pr#_rvU#m}W^n*gsAv9Ts_;F-@YGJS9+M%Gj#e%oN!edv8%F8+-s%;@!`t_O)u
z+T?ijczq$~SErnVwr5fIpYiGOw>7QJf>F?>%#3c6CTw5_7FGgVRPBXasN}Zc!?Z;?
zv2m#7R05-~`|OToH5o0|Fcp@Qa7!JOtL;GN;2MOC8<_PU{`(m>C^vAja(~3RoI=qF
zZCcumTJW1#?<%|*@#AA|Qek5~oLIiVhl4l-19E(2aSEikA!;KV2|UBGA__?mnFQfW
zlyeG?8v41U>vk}P(4Vj#>O!}nLLXHP5&(c?lv?q3sU`5ixjR0S^+6e{B+%`&U0Q)b
zzHj!7cP(Ac9Q}k`mK!`uuz|%wtaEvOn7?sy7_A$KbGoKZAeD^s8e6Q$px!&kvKRXs
z=*^PpCE_3ki)ASG*+x*2r+2_;o;HkC7oh(vWYu{Q?egy7S4HovFFp}mi*BwI9_hIP
zt-!Z<1r2%H*<taR-IP;QpGMB?1z#~hF@Frv2$nI)U^OZZ4a5qMg!LHg)ec7487pu#
zr5AMbc35exN~(-Vb3TH>p&sRng%-Oc_xQ#&gcbIJ%sa<sxX(0_t#@o=oYa@|!|cfC
zfI$tEcSs86h0RrV?|}8TgEKl3&z4mZ!Vv1N<PIfxFOQb4L&dXJL`8VgR>cjIAT3_)
z&^C2YQsWrislDY1qg>DjBgrO-2P4!(S8qbPK@zcOO&Me4EYB;Gs{S}d$0)h`_S4(b
z23qpmmxJP5ka?cq$yznq0=cRJ95-ielH{*HHULEdMQMHX7gU0{-^=GJP^7AF-=$TT
ztjU%54Ds%5jRzD-I(U0MP(>}J*t|4ASspSriv?TfeW1q+`%E5RQ!;qx)jg#1Sp+68
zES(bs0rPK$OA?TkdHWWe7L9>faBg}91;!w9jjiE3AHJ%50=W@7PMsS#Y@Lgevp%z7
zk&;!(+<`FynupD?iA~1^_TRGPzeI}D#)>HlLUylVs-e6kJr(i`vX`>yx2*15X7dWX
zUx&zQQ>Sq0(<@|<B2jU7r7DNg&&30665&Pb7%_Ijn3pBgh<&}v_r@5wIz*q+u)yBI
zow6Bh5+46Lk3d{3-E>q3YmTc;hzLj-wL?`u<5jkcZ;qX8O0xOEM@#h0(zq~0zXbIH
zg&>9vOo9Z{3Z5(prS8U8b`*^Ix&;_wFGQV-4tz@ps<}U-Px(odw^`DT&D)I+)v~_J
z2`}rro7wl=ta2?EZCZ%&ITSNgKyeJhlnnvtqgdIh8veXQvCTMDIUKdhv+?G+WC{vy
zIEG4j3E`Fg(BgW%RX9%nwG(u!#3#I>JTKhlNNbj_Qu0nf+z}&A!kyo)74WR0N1#h9
z2cf_C@<QNL2re=5BS1P|5s`zYe%VfheT$gPkt*ZC5P>vsB4?65L`u$F7)9xv_k3S{
zUkJuQLO8~eG1}$iBa=TaX-=KqeHzghd%ATbn6jkiLB-^moGS?(A-eoRH0}YY=jLq*
z0>(lyTk`W<c2c~uc+@4_%O&vaTRpd;_$EnB_$!&urgR+&b%w$x9dBC>Jlr<9KWa%u
zqDm#p9hxdNC<>MbTAdzx=%&I|w}nj$t=qg;fF^lGYZKq{iYV|iOHm)ALtgzy4v<V}
zBI^$B(2=t$6hQ@P)BJ$97uj$I>;i4t@)0d}p*?ODD_158CgN13BOP$Yl@`@TNc<@-
zrfNhQZSbZDl{!^2Vc$?HanO>g<7L(N<aP5<WW#&O<5WXrdy)u;D`~%Yzow##Im4IC
zwo>^pK14Q8goXVMr@+dvxIkrH&U*1M)=ISSRgZ5P$miS{s$m5Gw^>0$eBEkuIVq)x
zFy@N#q5?Y%*fl(_i%!%m?P5m0>5#ej_00SEYIYjR3`$VEOo%`?kcX$NOfskd%qN8}
zW{UW8V`PLzT_;KlFJg^ZTbqB90U)IHuzV?-c}2{F+@}?*7or!bK-pwAkUMyTwIUvN
zJc~HGWpji%v{yXw=Ix4DFp?#oR?U7$9B|cFu-p-cKt%{8xVN?eO~M<H&+gc@)uMf8
z`rIL3B?rqyClf>ODfN|=#7+^b?eH{jmo8p=X%`YJ*V1FLTZfkvf5Q{!A79YA{swUq
zD#>Vtq9ksyR2b<AY-?#;FX<t_!~Mmm8^*R#dI=x&oXzpxDEB}~&L&IWbmz6ypf&g|
zg%@Z`g}+$M%cK@!g<N|Z!`Cf_En)#3Knm^Uv^_ZFk#^iW;sH=2tINZkkmnenY4rqC
zCQFVqI?|ALM(i90{1G_InQqxuS2+rux42<*W?7-UYsylSW-j*>wVe#LJ~@#`nr40c
z0D+^3=`72<f)sgF*(MXp%{7_vE!WZs)Q|Zl;V*MC-ZE~lGU>_=#qXb!IikOfMuDrn
zNPE?0NuWy;(-&{rNIsZA_h$Qc<|g&b##sy<QjcW<@h%;=UCM8=PmvUOA215^t`~Vq
z9D*-FZVgI=_h!cr&d#w53EOUQH{q`SW9-Dm&`e7f<>2~jAcdE$t!hjf5o~TALNEd?
zy)-W)rlV&-#*7!hCKhLeq(f<aJ7_^1RgKtVxr|z0;)_S&lg_Qu`g2>z^yGB3F$N30
zMtbiZ(IPya250xYd(GKv*FLZdytZj3tenA38*)P96ZtAV<=1kTZ3X>IvwfOppC;}g
zIxoYCN3BZp0sg!ZQ)F9|WvF212$Wh9oA!#!_S&4BMTh|Ti?BMXF5Q6QDR{h2)puC1
zhXvhtZrrfyveEe!{w5m+!;wVFX|<g~u*0U`TB`H_L6})Y@|DImjnFoAU^YeBtzki_
zBCKp~ZzM$mlsb(>8&~!L6}s%%&!|hLFBGv>POC&_z$}dxSn98;>1(LC6x@yWC_KKZ
zbbG|RwtO@qtBBkFsG5M6s1hX_T}YlU_re!rkOj@W*&`iFKBIvFxQKq-=mafe`My7l
zO!mCN|Hv6$J^tucIWlbfJsS3W&~zbk)4LCzzPzObCVf8X^E}N}u43?2b=DeD<ZxZ_
zko`i2AaypSA;I-`DW-ANm@B@+GH8j+LSS&Qo?u0%qpy{Ox^z*9N?vZOhboxuzwzlO
z3Pksczu#AA=W#gzS*()uG-a-pS$#dWU|z9H)57*<k_~j7!R^((CQDPVUh-@=P9(;-
zfN7<6d4*lfo7z`CzP0W)?)LE~4TdcAF$u_1bKQxo&R$OP*}2w!W~7_fd=*HbEzkV*
z9374UKoKv4)yA$rkjt!k2sOpBRpo?QHBia<BKVHMmW{r<c|{srEwGaP66Ja7X!7Z2
zMPe-Z8uZCB)H$Ozxf><}whLhThu>;!t6>x=QPH^q^5YgaUl{7P1)3$xUC@oOFN9_v
zFGK(2>M{W@NZKY~J<*~I)t_p3d62+`3@M8ZnsiIPc^!0N`R39hB%1R?=;Vk?>Gg__
z6P{#n)9j4CHWUL~9eDR>mnz{Mwsz^uZOk(0;eiX{w-yf97-fXb=W;o+QE%cgpm@bv
zp)Uj8lYm|pG6>!cDJktB8cn~;XW|rWk-V-ZjB`IIAxrF#*%?ahm!zF8`BqVzlJF@>
z=G7M&xi4ShtdZX6$P5^#!p!JUv(kPzm!Bn0yOx%meAE14`fiq55@PFfIuZ%yfw&VT
zzr8i`xVL0v#ayN^AxNxeUGzty16QmakdZ2;iT)B=)f}k)kYWj03SAA6Ilb#~BBh9f
zTUHXHt14_IWn4?r9Mca<SN94+Odn^2GO+GbkS79HBcvo`F$szRvN^gcg6^82nV(y=
zjH}u=S6U|PP0jZ&8fHN)DJMTW`Q1>$Yu6)v?3YSIB|ezMfppDjvy61%({0h{f;PIT
zOMamQ9&ex4<WA$GtIKmIHgj_e?DOU&AH4F{)fQ&j{vz^OTFKoDE5Dsj5y*vwF~{&X
z?0encn2cW(y%KXjy^Blq_{La_<D=S_7OO?uJhdU4xq<aL<OAwUX>U8{SxR2C3AuNu
z{%6vNrW=~AWP(~|5HIUUy1nC^A<gkwz;-!lhgXJj$fd-djdq)DcdYohSb$Up_usZf
z%pvR%zI|mrVzVDo=hCLPpF^sAq529_O0n}fHTk-<%r;dLZE8r2;K$U)G%VxvmB@CB
z27+Q>d7->1X2dO1?l=7KEFKu-9R*)ajbyyZKvhqDg()+MdO9p1(<dyxab{ywFs@P3
zjYB|zEqlH$EYNBIN}~?Z*|eQdTCMcx&%!L4rjCngowU+ziT|eH!<Yach_Qni@a)FM
zp@}rxzlMhKE}r#_Qc6xmoBD+h!^H7uu=)AEf#{blP%2+b8baZzw}I}0&pwEBF5B4W
zaZB{jNNrMUB+DGYzDKJ}Ev3;MOD&JHW&@J6Krb{7kUytzL9Lx>^hY0-uNB^8X*N#V
z#wSxyFEY8HDhX3p27Aua52P!Famd||#`>OAx~7@Jx+gY<kR1Rix8I#l*8sZO-CFon
zSx#m<sjOqjR<*$`V%fq6mU2M)8}(a>V5|lwJoTl?6;QR007etO0wPEY+izxZs>Z3L
z!^%P9u~Vt_)BND#{@U8ThF6tntQw@u$5}FL;7pxvdMRGRh-AT+;UrlIEy%OIlom0<
zgnl~G0>-k5dz=X-X)3TORNr`J&j{x+7wNx6Sn0;C<P#*QUA04QOE==`zu$OOh~(|G
zt49MZ#$#|-oX5@O6O$sMW}L>s^$K^uB~_4Pp0C6mh)EM%D7K>63?qX(AunMN)n+eW
z6NN0Aeq2Ro)u8%t0a^ClLB$qkmMJH-u*V!n8XkWfc2>|iLD2imuP4u~Sq`e(Q5H?*
zjzbMH^0Dta1cwlo6%1N5Q>|lZB9`+Nd(^?-Y{?wz=evldBO+v1ETGfUVR|8>@@1|%
zuDEdw2wjA5E8m{*;HoWYP<ilEGVLDYuE30TDnf)Xl~fPnwB3(0U2nN@oUb#Bm8XZC
zkTj_9S?{FD8YXlNV`N233)_^+8nT7bzwSXi(up}9%VXSi;)8W{XPigS^;!rMVjiP`
z!>~RrDKUAQ@uE8I9c5B3@HTDMAdu7RFJ4-V)9u@A?_n&7Y71z^VXYM#SvC36$v%?U
znU8PA7lj3uBDCSD%4+B0=V)rH+xuIfuf`N_Ql;mlRqLDaEu3+@-$0$B;cb*))iU7B
zO0#Bg-ZhC|=owehGTH)eWGiP^t$`n6-TC@laX}KB+A>5wuj7(l)3Pvmi&n=QWRxs?
zqJ-kh{!x4(+tu|@zse|Ks6>lN$on%JCkso?)bN6qZKEQx+0rP54}J7F#RMuaAF8kD
z%P?wYM}nK!xV2rT&54WbnWo|)2B{ZJzfBk^X$k<t`_hm2Z!gwHq)SmUK94Jr>e}kr
z$if|*0w2UUs8(vR#b^#1^-l@9_0G5&fdPumwN!bt4mbQEv{{<PO_8GiB0Y8xc~GTt
zbISw?Jl9AxQ7&kwG);EKHJaaC{jiifwX0vybw3ptrk;m#1<c70CAQAC-BJ8psVMl(
znrfFCobB6Gsv#pY_(3r~j@Kpe4(@S^8iKhr*~<Zn`9%w8OW7kyoNOm(CN3#t7K>da
zV1=d>xFV_7ZQc^7P4uia5CA?nK{PNV1ipPfepGSM(z;wKSpD1g1TS6F2=E&lswjIX
zD<&~dpwAOzUvu5_C0DDQN9t?i7o_!s^Q4vcub|Ydz7S?ch5t$zr8laeu3(a^pq^nq
zN1NR`9ce1{#;b`8CG<4A4b8@5blHQ>hjf)R+SGYyyaehi*Sm8ZWPU5TNdN01_gsqc
z+q(D*fglQ-&-?P4U&7v<l-z`2Bo7VPLRXOo=K)SZE{^(YM8ElAYErU->e)&Z;sz#Q
zpTBLAQU<)2$5JD#IZ$u__oLW{z|(Sy%Q{8XKN7%IbrOW@4K^S_zdD6_rYPMO>x-#P
zV+(UtvY1~sI+@mBSGIk-x+5i@cb(g~l~Gc?cz)oOo29gpR<Ji88iV$J4z&!oqDI4M
z<YaT6hu6JE>-8~wku*{+qSsB`B$;0+?Gih$>SE+J^tb8Z(6o>Aw9nioT9L;E&!?tR
zn60ssGC%BIJCeF3;cdKFyv{;}yKs43wNz_a;7ClD#Eyggz7;;3kyTAR3eDF=CA1&z
zDtanhgp+6MZ8eO3WSzv#r*F=yCGln{#aerA0~J@i=^PHIaE?y0SMXQ$==?Da^<<xU
zb?DM9l_dDiK2EvMNJeZ5lb+W=rkWk_IKHP7w25^idH#xMep@CV!EoEoiDQh;dd@b>
zT!rEJHWr!=uihDFK-l6<V5LBtOqb~Lpkt*sl1J*bds)5q-UXwhh6Jw_?d$aon(9xQ
z8NI_6B(K+B#`Kv=c_37lhP9zHduYpJ@mMpSZ1<VRe}#{eo>P+8=edbArm&uGhq=*x
ze;83)ed~(5pj6{;!o|L7bMdY>n8H>$Y@cO@nm~MK;xdE06TgC^2TEnpWd%QfwfB{r
ztQmCZry>(!c0bSOND7)Bc1<nCr889<FQBtau|SEc#&y5$ceKaKZ@T9b=9{>adt}CK
z<2mrL4$m_sSJTKZfN+>YQXVcS*IAXe^q()sJnZb9Nn{so+V3Rm!El)Dp4dUb!YKt|
z%Wmu}6P3nXMO$iaW9jk)k87l2!G~tRIVHc>n~c@Cq(y#qA0I>&kmnX_U1j3dbSmnO
z{oW~F$1GHHB2IIAFD9lzj^{k*W<{FUsG!FVo2pz|ctTv8@0CgP7XHAwmH6a@B~_*j
z=$K>D#>$4LMvt+vPBHc6tFw=-v&51yCd?SYq=HDVx1=*Ww1vVBtJZl!T9>F=Tl}=5
zC^W+&rM>B3pc+%<-rrILWSBF9qS(2mY(%P=TL_Wzdub$7A?v)J2pyOrHt<S|QaGo;
zx<gnB@1OkV*M(18sXtyYurhQ0UaR}_4chm5cl!UEV*iKz*N1)Ve=e8*vy%5eE0_PX
zvig5f8qfB#1mJO-{OO(kf21`2Y2*2Ob;*CTHlFqSTi6H8epLFi{d{x(%dS7$zka#%
z>xTCR?_kka2?q}^(c8AE^=sf^4cMU`?oM!eZ2B)M>C8Q+m?k&(%b}jZDoRBOadVwc
z>>*mDg-WrpN6~$KtqAwt*Vlk<isnYnP4VF_S!p(C6I=e0q-@j8Z!zWbJ_~oI%j`Gz
z1U}8TJ0mtex4Ji}D@->s93GP$F^drw%xkQ7U%4a8hs;#)bluoBy{-vUa8gy>T*05G
zx7tI*NE6!lG@6r&>x(p>;%F;nD>dm%NIhF#0r6zGVtYkxu`aiSzd_i!UJwPnwoc99
zl0Q%ve542!k=^C81rwv?Pp^Bim-p37z4?_%s<@19$jyj&i_-E{ly+D}KGNX&1a*kR
ziv4vtI1erD2-`^Od5IUcoHVFel`#jK`^E|Lq3Ehl?I#3!yHa?TcbLYXA>|YD6A)3}
z5|JG%C+Zz1O3`0R>9`p0737wF%%ag#))J!OuTwk}M7HpgcK@iBq`%_tXHQkX4ilt(
z93(_{DU@b_<xqgJY6;VBH0E85L3C)|<)14;d&y0h6rKf9%2LrB660t0W`n)A+YCH1
zxT9@NIXj@8xpd+19=apb2Od8I=6UBcI75q`W!C7*Smw2o`rDiN!~6q+<7c3UKHdne
zcOd7Pk@ojT0iC9sD+d{T)OB=xcPCq|a6Xsypzd4Zo~9rf#fsY)Gve8aArF7fjgFS5
z&DSGQRHanD50oitERvlJ%<km6cl3VoS=ICGjh2o`7~if2lr;{H$ah*mL_PJuUmF6A
zLzdP|;b*q$j7CpiOeZ3_-opDV?YMx_y!Q2Rb5EJA&^F$&(?~6%*Z;8CX^j5zege9C
zdADb-L(>9y5awPJXz37r04x;v9gjuxW)}2&4@K}$TrEE|F6fYSOK4XDB#QUofCaS7
zKAUS`R)dZM?HJG4rSs(}Uti%a9pC4mwNL@fFjcBw#Y+;iRjQ(90GUK;#79c-Go3&I
z5eNw|>9~L>(D)S@c%Y*YcZ3WZ`h<mM1z#<yFm5aXe>p>j;D*S%+$~~^8<iaQsH<D(
z9Czl1a20{*U4S<@dilq^u#cR3(rT>W((BqR&!ErB3w=%T8npaoW^}^o_DX3=m?Eib
zr`Ijd)85YJ${R~<2#`3Mvip6O7Z?C`{Wx>jZnq>WI1(kMIs6$SP|xzP*M=e<$|Ai-
zv=QnZy7L62%67s!bj1KitpGT?!x8Q7M}HtAAbt)57+fHiWqL)nP>(xV4gsX-I+PW<
zxTr*qknGZ~);@4q?~BApx~p{fE0UfxOvq6}y`*ij=g-<b1UYB95M8b>8R-K=`4N+V
z)ij+EVFW*XFcS&TuP{rAt0w~CB(`Zcw2(ihXPV+}R}^5Y)V_2fr~=1<1gSRv8v2Sl
zS}KMVC$ckAeIwgt&KCCr5{{YQmFf~&KN2~fvfW`yL6?122|9it3Fbxy`(}`Ijqa=?
ziN4>3f3IQ{jTY$(J;yvT5enB(^fxA>?M)x0@rk6tPMZll2?I{)ma~Zt-r~~H*s<xU
zvI*Q8R_3fjqz^{UveLHbm-=%#<I}XlAtSoCZjieoV&NR_RVw*i(5g>+!_3@XX@PiA
zD(}=x4!nvBz=H$W2+o*aN@JYOhjD;2aE7nbhH}gJ<ce7%WUJJV6YtsryAIhY8>ke_
zMEAg#0tGXPZ5!`Ks=p`~%4L6<;@3*@vX1YaaAhZKHE3Y<ExbM)o(*6D8BH&&?fq;D
z;M@~!2$K(WmIDv}HmSg_o$!_KSZ={6B|Pw_ZBP43E2&{zkXYxm^whP26Nwt~g8ZDK
z^)}=N$SbLjiD>uruwD3PK`PY_%r&YGM;t>k8hrg%7lctVgbK<oxv*D>cV;3q;%#HR
zP#An+QhEDOs}yVd@iMw1(6N&5VQ?WyjBX6B3c)#M{2~TPOK4kz)!Tro0jqj5?4h}O
zDsoT;2ALroMC})V8A}5a!mUu{XGs;Yy`(G@jpNY!3kQ_%h`%O7Zl7J^qKrWq-83wf
zl^oYc?YC`xkRpl2YsO6=t`cNg1zQZ$#~X510~Z;(&3U~<Bib?<lX(^rYr%M&4&@9W
zu|etI63p(OUU})?NXaIlr(4!RSrO_VJF9&SA76UW=XTU6!?p@v3(RBm|1tMYL6(H!
zf^FHZ?y|MZwr$(CZFJeTZQHi(>auNP`p(=lXD05%eVU1w$Bf9g+>!C;Uf)_@116Pd
z4<%wpS_Bj{JbI9*Hnjqcg5MNU_uKNxga~0gS<v|V*Qe^R0O~zKTRG_Y1vSWHxXn;u
zgEZo@llv5?wuLMJhPUQzi~*DqTj?sQ*_;8SFSz0T-?#L^QooS}u)9iJq*r+U7wp_M
z&HXyr2G=iy7v7;TlsN(#P7Hqic~n2pi^Kq61sc?pX32dMBtww{;l<FP1_o+$X0ev!
z9D{bU$y620jJ69)8}rlVlO@%hSCTK<aA1m)nYzMXDaabrXb1MI%Ht$!we^LnCr)EA
zk_2w1iQ%}*AareF^L(4rK3PTq&)!pxwxWbrzstaP0OIY!<JpdyPy{B6BUiQSZ-lA_
zd*fb)*LWQ8d6N@SROV*7{mS#>sHfM2+szK5YsXztKpFKgq%N>G2{)si3K)*GBs8f`
z$l3ax^Yp~Zu$L%%dQNM4(pU}30bAI-Op8b_w39mVU@S7RmWF%t>caMzWc9)CI^z2R
zRIKp)(43Kkfqqk~^7fgVG^W>@c*6qnh6TIM1&TnqE$C1Lq`%l1)Wa7c)?ENcaH4H$
zmAvn3dB=xvWT?V@ZyZ~b(&VZV@={e&T2YKH{nNmt`hI6<TfL@61YEmO_9>FmcV815
z^+3*eh5?X8gsQ=0-hR2=L8`*il%kM^C1J)+5+J}5q&1tSjqb)!mJ8+HGm1e?3;v?A
zfjE8md}t*uu^`5ViN|2a{rAPNr)f!a*)pT$-sS(!z<p&Z(l%*`;&9M^vZ`*vhk!c8
z^V?rhws^=Hh?WG`VT*<-r-~ml$zM|qiT1~<D>ewt2y=qwRZK1kka^34@~B0t!s6)i
zN+9DUvW)3SRuKANiwi&qh1jP09&p=#(ln=+ns7=kw6GHFY!VX@Q0(0l)h{qGB=hK2
zZQTNF|J>9+9(&8i=__YWK(DykxW_@f5P%a`NIWH?*jBuJR%%cs)Ih=MAIJN<v1x_N
zf93H+YS>?iLEayRMwvuiJOo<Y+Ov4`Yme;y86hVV*G)VE<c`YuCvptVa?gmJ=yyvy
zDLe2AK$duuv_+u#4LW=K_TfLs6_nuPAEO&Cj|vk2QU?}!xA*HyB<kpwn7ToKU}F7*
zsq$e`?mxudsl{K_esS@_B-69u8_<x6w>W9z8f$9wI!zBegTQeas#LN!nCg={ovE%!
zw;|RvdKCZ5LggHZrDIjM%|Poq*SsRxBd=;Nvlw6ZZ3RoIn2-w^1{H@P^>-UwheVM1
z(7*0T2iWsggu#9C$MrLW0xysNXxF$&fGY8j@1s(3W+)>_g=m=Qe{TKB6Ndpe<Hm5x
zKC!>_D5rCfZL+LKkhl$BG}7^QpeID!i?;Hl;p&ZSz(Cr?gmE#&vmz0%5BNVA5W=7=
zssbGC6qigQp1~b6^)al&6wdyvvPQ&@ki<HpxR?(GXpgWKa_~JMqnnl$2pujrFx}~o
z3#K6^7gNi7sW*{8LwK`>ndI<<0>!)%2^FvL1D#RT7`%Rx<PGP-bNKcpl6$^=C!h8u
zilpB87RSS7!f;mSM(dl*5gHRo#$`)sri*&OQPwg>hdHZHvKBZOf5b0HI_{e$mq`)@
z5tYO8;^ZfIX?rS^3wkG*NBtmiVjDPL1<BSS-$Pl&yHm&;t|MdYAg37XlMch(AS}>W
zS_q<Z4<n&lkQ^AQ;|xKJrBX_=x>A<v^R;mstPXWF`gIivTX1Ri#c9K>b|)pt-(;-J
zYqCyCH&}wg=Zlv{4AIX8&OtRVByyJ&)V=={5wMy1h3UHl$?;@XxQghp!>%S%mIjxR
z$VKXY`st<f*v95{UgBA!w4|w3%?FeYOJ=Zz3kG6Z{*@tcpl;6x%z>4pGJEUB08d-&
zXa7dF#`3|(3s1g}_36g!;^d_NT`#bpG=vc3?(NB+;D4XT+D%VKL-_BQE(J`?m^@tc
zH&Y6tKy!E7wG`d0DXYPBzzA%+dg$uAcQs0`>)Brh^oxlud}o}1S(ObM4&iLHC@Jt;
zeFi4ZFx%k$TSPYj93)!y*C`&;z-xxU0hHdNy>S(9Wf3MDZrn{$NUj5cMnhFmLV1$d
zF+LuFP))&8=_~oV$a#=I%RsuqqzLN6myPhT>`ExLnDhlxf$V2e;)z9(T1{;eo^HnK
zjl?{)dSg)<+NPsaKK26k&DX_1!GZ7bbzTS2E^0tFd7relBoE+sXOibO5FVRh@N_rw
z>vr~?YG6F}ecQ#KW6#V6$C8>Jeo>{xVanuL>k)GyRgk7I4~oYg1~&wV^k$c9Du=q7
zp-z=T6oXo2r=t|gqLw^YBCsH)wS?NLwHQay>!~o09kRAwGEiOPT=ov<&UxB27+dRp
zuhkj~VBh4St9$IOdgZNGJRvE5m}~5|k`4t;jsWu1Ny3-z;b?58h-5Ag!R+`&&633+
zACzvt8Ocg<rPT00t0KUcC;Q4H@n&wOZ_+de>e-F}RI&L)12j_;$Qe95GNMxOs)&-T
z&&xP&w8^B6ux;wMJ8x%oj=vBOK$`(nQP1(t)}*9PTf7NtSa9}zI~&&z&)<IMAqW%%
zDK9X=_=_^lLu{pIkFPi^388P;>qS$hhP?}h(u`ro90sgRi|E)s-o+nFEOZucS*0(B
z)g-zyFYwTMrP|U1*6A;u+i7i}84n$mbva1D=DNrrrjfz~>(ok`fGNEwQ_FwVMFbb7
z2jBKGq%Q7F6)J;3t@t^U!<A=e2?a0lcIS1Y{3aR!?+P3`7n_U5(_e=xK?MO|kLA_C
z{C}XQlx_L{TEf?X`%r%Hj-V7>f8=HX?zc0ZEp296ud6K*6Loj=9!km*E<3(h5;hf}
zu2m~|YZwF$f;ge0)$?T597MqWl5r@o3d?tsV>{ZFNxJruOezw}zDO&G1`SXm#BiiQ
zpUNKR)fmI}W%-@J1{2&!Rxj2|k!rxc7JI(2b#F)goxx>YKC^M6Gb5p$F(u?Md^Ffd
zAalS8uSWDhpEh=q{-S>D?8iYV@CrYswl+d9MzZF+FmO)_n_<GL>{rYm+-GCA&8Im+
ztE#``4BS{(sZLUF?bot!YXB!AXNN<|36r%DMP|gYaYuKZu^q4+-0ly2RW>v}eYERy
zldd=F4O?a%7yHd6&R|=-JeloXt8nQc*j+7LVQ4qNt9I$VLeOTNZQ~we&Ayv4q@jD5
zQ6>AO9z`+Gg=M%Qe?n5R^e@80DQ8gp;2<R^L$k)!<gsy(=@99)hepZOVq{<<bOSN_
z?Xb*&3N~-nl&(4jQc};MpSj1m<gxLd?0>byXOgOh-6QLhBOQa*cqL@U!k4k@TIPhL
zu@948X>2ahAps1l<FnJ8LNwK#ol+URlmbI?xp~<%wPwsWY!&{_yBX|YE$t|iqxFZQ
zKR84nC26WK$d~hB3)6Ka8Msp8nl&w-W!V;~-!)+$<}$z+9`~cA@4A*~OsjIE&#q#y
zBhnJJ*8y?Im;a#V3G5`jMfC6Zc2M_d%;2?W@{MfVx^}@1a)7vv{tK)Pt;-x8^2&Bq
z;A7!2VMr5#UfdsJCAEUE@6Wq8W`)I38Rki|P#gTOcrd1yNZ&)UoXUs!kp~kKF7Jh+
zI^sM;B90&sR3cT^J(pn+8htR(bZkk9j-$V2Hzh;};nE2a=1vXa>?t2M8AVUQP6mzo
zX8suSw{^x-AZpa96^SxMiPxcxs`j<z4u&^yyjLCLdqAsHScXg$+%Kr*k<MkBV&Vlg
zv^#ubp<wQ%xRS$z#|2+Gq<n%E1Pu=zS!qCV2v!UBFVbEb&nKFT0?N>)yPG)$t)7od
z*w)T<LxONEa^$5o2Pd@%7QEZq*$A^VZ1{E{-L;i&S3=tmuD$W3#c=*1E!rDIWE28P
zm1SHRKpn*Kw*COlYB8+s6|9h0{%UvOeX1Z!1H{kFxjkB|cC0?GLRD#fY|+bsI}ndX
z7G|SGOBc_W0C81ywBkTo-#e)@)vZ@%cx2g$-Z2Q+nox^J+l8zRxd#Y^q(gzuLTLAj
z@E%H3qN2V*@pf%nZ!ZZl5}B|<oz+E~nj*oCzFf@%f(XoQ1Crtff9@M5D_lv6eok6X
zD_p@D!u~Dn+OoHQ$3#d+;&#hj@52Pe0J2-2VuUR4RWhU2+9hD4FNef;2=pHZCt`+_
zoucR&b>GY#PfFZ>f0P7nq+?Pze6YHACnMB*?g~4nNCvQW;g%!Ir#4W|&e*poqCpOS
z>)QY!CUX*e1Rl3Pa`XO5l*RJ?i+{u2!<OnVVLu^X{yrQ?v&}ZlF_M+lc%1vg&Fg`0
zYF7laf5Cr9XrOelRAW@?SZNT#%DQtZw_VM9Uk(+_D9cQHeg}2&aM84-SOI;8;YF+C
zjDfFus|jA=3w=ra`{j(j2hNv{D`D_;Mc`}oL`*tPD_~}Z5-`3M_V;{wWB|YR^dzmW
z?%VysO_~-H5s1caV9P6LMytjK;yYpc<^uKnK~VAL1<vWFWOd=w2XwDV4xB*mPV&$S
z-X>5KF%-rboy4|kY@T*^nnlBM?^RdAFl6KQXq!z(epPVzSyI9g4XneQveU5*g&<Z~
z77IMER;YSk?SM`L3;2H8aKC5x$482|t~`sBd)wn0i5(>*w8{c?Ko&qlszBRsGhLk(
zv+3^W6oSPyNW*G-2GW^x@);sImN5D#!Y*R&>;eBy)7Es3wIC}3f_b^E?L`A+p4dVW
zOwma=OiT$5?0kk(;TwvHEsBMQknuM!IeoMXi_Pn-S*S_h;;qYBUf34K?BZoXg@=uB
zDyA-fx_?NqnwY^(BC%Mao1Yyop@l_x{+kAL+Uxz9?el;^%_ShZl%I?WeC71U{D5?~
zw*F2P;5;=VMSrlTf(r#;)y3ZX3%UNRR@|Iwq_?a`BW6`2B)6>BAc|U-eJ5_|&I)|l
zh<jhM1#*;uwYJP&Zar!fnAK5JhOjkKO_nKdcT_Q<n#h_5nWQH9VJv=E^ymcILjq{(
zFK7BHJ`SZcV|kR=uWSc(n1Mo!k?E)^YO;slawGx~Z+&$?l-K__6o(^`e;F@1^O!7w
zmpwy<;1wQQ$P?1W5kQb|w}}ylD1fB(LnXC1fuyC&%1F@iCQYbDb`Z@Oc6ulY>4Qsu
zkPJjwyI!rD2vO}AWvNsy9HAZWEj5+t(<{_a12{`JlBKO?$Xv@;+eFO{08X+6wv^ER
ztqGEkN5n|8W+9F1QJyOn__TK~g<m-{O4KiZEB6K31C=JE8eP`%DU{;+I#HIFiFJ~M
zkU!3q7kRbiAmVWz1XyTLI)`ERE#?)MKYl8gtixKR&bL2$oyp1=KTQfafpvJ<qJ57D
zI6*GBs&CM(kZ$+ClXGiB3E|nkCG|?37v4v4Dwzo%viSSGBpuZxl(vnN&K^!Bly*Fr
z_;~g{lFk_N)d|XH16)@^^zC;2ZpJ6<QZjV>Up1{(guQ2V@6@eQ{I7SYbt|S>*PiuW
zoR8Q{$k3+OQLBXGSR|cJ&|ZYEcy-=*&eHUIhs3qBXBn^={Jme@kI>w!7n9juyh9d~
z>H4TSbl;4ZN_;AU6A<xhw@8j^7L#}2^_%B?AOGFC-HDRK5SJ|BdF31v=&}54$!$eC
zQu%w3EEw%EDb#)600uW`Fc~0**C0W<K6yO3b+%06m}U)~c8QxOO3#3l31Brd@-UQ0
z^w0GPQKzKp4j8elKN}}Wxsaxd6KmdWf`0g(u4q4nkw$9VHvBl9FNXq6T%lRcd%kt#
z<X{2rJ{HF3=5qOcDsRQF!DxRNr9p-x(RSBg;xGo?I46{53Op^8o#*titY3l&g3Lq9
zIV8IFOIsEZx2yNPKQS=1LBGBo)tU8mq1+K1L@ZB>GuNe2bfb`5uCg~F;WP<e-(2(d
zcb47a<-}c;)*o!&-;ETY+t}uLG<{q}nw%pY(2ptIf(TXrUjOD7o~};2Yy0ixx4f@w
z?wGNwyZG0(F_R3bujQ$EtA}w-?xzME8=u6P5+V#IuLe<6d&T)%iBUL>BbKn4wXp@S
zJ&RX3`shbAdqXq!`_pb6bf{`P2R>i@Hl~6~&g8752t$yKUvE{T-6e&}Dm)aA3LwhM
zI#W|xv3gXWSTlbjn1)D@XIbvvifR(<(h8_uW5e(lJ><CY%Em213a0EFBTuwKqR>J-
zG|Hlmn*@d75`M${;o}X9eJk9*2xZAj3S<Qt`bsbyv&c}#4axmCLMI+Lv6mi`L8KXm
z0ZYvlr2d`5Tge<I{saa6MA)iyb-DKg1V(QAzbNMXSGMv05-3(CdY1prLH<+Y`L8(X
z|7HU9KdLDI8wu2ZN=yGI2^8ypmvR1sK>de^@jnu%|9@HVe<Dyi(=itv@!J;^pCDp;
zd=$F{=)eu>e}N#=MCc>0UEKour-8=1_~=!P<Eh6{Ocd?~{$xhZ)RSs`t5^A<MgHJ?
zKRnM0R4T~rp$#!>=G&@9DnR>v>{a6d_H2LNJHA%0{2)CBf4-kuH*>d#uk3z8^_&z(
zYs+`-RAmmB%O6?TG(I=nyn7r9|J5K(VG3JY@g>U@DAV!nb}iFv75kl{|IL|hRm~SV
zR_MOt(x%U2XwYdG5xch$?8WrLU&2HUzHOSl#lipKe}B#LCXLekxYx%1Ec5Y}e82ME
zdk}rS58kmGiIrV~WuEvH_T)O;`J7UNso7ai4$96^hY;iANP^96?X8`&uyK60`1Ucr
ze%Rf;DB+flN=&~8>_(6L^Dgwb^ETY4qO_uz!pR;fhzBsLbnK<Rl}%E-i|-|S5>B?*
zc?J*>o_OZ?8Cl<eXED1oFmn4yi$<04V9=*9vMRF_YksLxsKL}GQ8AC*ujT8C^XaSw
z&wc6ch&?{`36kz7edaJok}3qsVJ-0z4fZkjPin=nL+M)+S|}UB@efZ?vVGPXzCO$v
zfJ7tLj-azf4Zr~Rq6T3U+xK^F&icXmy?^KXLG}GSc)ecOy#jxFeGsbY(QQL|+U(i|
z@QK}o(!KV&y-taJ-){Q-e8%q4@gYWO4UCcj<v=3bS5<Rz+gcovPczGSn(h88rak}x
zb-teVU6vp(sisqLO;~vT;pVg=bBD@{-=Kn}YhuD<5i-KTYm-QSW(Vr<_WO9_gH-T>
zj8!eAz~!ICyqd-<26r6gQP7msN7xiNgQhO3+RDESQI1jtZr;<QJ3KVD0+KYRr^@F6
z>Vq4B7=!!C7%Wm<h}P^568Ob!d=K$An9P$fwlJhs`&Th$GS3vgWc$2aA3hh5KW+>t
zT;YQy`Yy6*SPcf$7M`XLPBrW9-!a@KAL+b7bLPHnp)VJlX5_+Kv*aKUtys+}iIvJF
z2CVP&t1iW@EJ)i8^i~9)s=kP|i7BPfG7lchMq*2Glk!SRv>k=#1Wi%3J=!3&$883y
zn?<km8+g`spbDdire>$*240a+VKuHa#Vo9LVzAuMQc+Mb4$_xtSufuv(8$P#M$oyV
z-UEIfcOpkQ6E}w*gx&Z6FuBxCOx(*YWMDR(v4bUe_UE~xYZc0oKAUzckB(F8-T1|(
zNfKO`5g^GLbS{_nc%-?!@K5k>JgCWKv~3I)nB4?i-s?FOf(<56#F$uA+{fTQ&M2~H
zJV8ZdhYm%*v^|lyF$t<hsTVVzeOOx_@yucP1;SP_fP<%yh`pKiJ_IA3vMBgx?%1F|
zgA3U5dn>6=bFP4&!nchJG-uKP^9K?Kh5oJ9u-kf##c0cxkuUAw=z5pi%0?a-92+<d
z*SXnuTq4OHWv9zQzioI2W+87i;HTiqAQ2OtjL>so+1*YF3OOh}U`3q!CS#q;xj70a
z^~ulfRG^djs)n=H%8n!pNHkL>UIpP#-5h!=c*QB7``sq0jC-y25ph%GWboCwPj9PC
zf_E7f-Gc?|@I;`q>h;QypgygB4IKZOp#U4G`tu=I7RcIM%HdRQSJ0)g1q(ZhZ#Hhm
z(3ZFrr=3?r&geLbqkpu9Au=bloP?)+&G9SnGfplFkJ3wOc1}9Twc->F(O~1eG53hZ
z8|yJ?<aAQEyflsZ54Q}8a*B_rjK%O6R@$voFkzVHdM}n^jw>tRGSXWXV>}Vh_@=bX
z01fqH_!uyoEUh<#gQ~J}NjSz3@z>i7(N{i0;kFW@=K=B#(A$_<wy@qkHk;#Pdu|4E
zi#*+ecey|sg}W3)g+5WENyA$$?rnjg!>P<gA%=xKG-kEpuC}TyvIh3k#w`zt0(q-T
z+H2>+A2X3UuU&RdN-JjoBf}OFHnw~x%td4It0u#ou*yr~AY8(|Hj$ul!0n3+ZU3C1
zEEUN&!3gRj=tg5NjoEaG(VX<FB4UU1^H2f)5|y`jwgQmymnXiOf+>Qjdz|HiU{Qp$
z5@n`?VOF1YZ@<xGCNzYnw-L!ev+WxYRSts=p0p4HoKvLAgXL1oD}0ZN(dcIWTQMH&
zo8|l9-_v-D4Qgj19M>L0>)D5N4$DhYu+x^)qWD|ZSL_MwKuQ?_)1js}C=~2sbDm=D
z?fw{5(C6z)n-oB8K^Bi4gr4Z%Um#XF*D5lhg^rW9w$fKu2f}3DA>-l0{hK<wf4O8}
z1qtu%LO*mK8XaE7i&wteTLs|Mxb4ruJns+-JCuZl!Mkv1<5jA#xPnjET#d^h920w0
zCvQImt=BPlC#G(h_r7!(_uxD`CDZouW+d8v8r%J6G77Cw!0p75Y*OL~oxC_h+cpqk
zlvF4zNo|ni`#3--S09S0z*S6!^6+$i6&iiK(f*Dme<d&ZFe3YWh{m5}H*Ev$`jn2j
zP?$_MS2_zsLi}!WXsiDKI-FcqFVdu#x-ZB0E|8Qi0w(=*R*f(E!$hL29eunZyv<Q7
z<X*(jJIyp7b1ha`gq~VC!pQgH#T#1vy{BwLJ+tfg{$Gj|3f&?y>Q83zrX1I_RnZB&
zmESW?5IxHM9^vO=S41~+_PQdqmEfLkm=i)v5pk}&<+0aC0C@}9!1p_yi#Qfdd!#H+
zQlT}3P&z6bl0+F;yKaA!v|NSrOojXXVPw%?NO1PN_11ggMTPZFqkqJ*L<lJ+R!q7X
zyHJ-K43VYl-QRB^mBOjdF!;2(Vh#2dsZ-b^U>;$whOfudsI)y5V@L_nCk^94qQJnX
zM~Tib@*Q(yFEnPI>5Ho>>G-IdTh)bkZ_(e=p~$%YeCkuXYxiK5VsL39#xGfVYWk|6
zh>kKN5+GrkwTC}$kTYnJqYjdoN`d_<UtNvDzU>5vZz#~ENN$B?%|zoSt2Osj%S?~e
z2kiY+ct5e<PG#X51xzYHlc2TN!HMfL!gFh{W1QLPcqr01JEKB5o2^xgU?^OrqxGp3
zOR(JfKh+X+LLdBk9^a0?0-A*~YKziX=WWosWf?*>_T!ZBGz$?)h#;Sg&yAfZr6xb>
z7|QV^c6<rLP)kZ>VymU0=LDz3Jvt&wQ~#|8H&Ef%eQ_HMbd4dbWB_?uo<SUnf-++k
zmYqTmT`zl`Y7z$hA%!xudBBlOKsHwTFeu}G@-Vonlu{g8OGZ;1$^^)rL1@)@OJ3h&
zU7sZj&2+wzLqIi;&g5G`JNb9LxtPzF+7ARPf*0T)T&WFGy5g9HLKRM)l7+k#jYkR6
zPM_CUHAABMuR<@RuHZ~TYmszx8&_-E9l|_gxGj?Vpn19ebU7ZqHGFA7hRp_Tyo7$u
z37iN?i*?$-vo!iJu|2Haw)jWLF5tSrC9ZHJ*n|MuTsko1u;5d5t}Q!;-YQUJ;ok>>
z?A$JpVX-Q#^CLYqDhRC$2SBj_+K>ww`w6JhC{piJe}5`ru}f6BgGifVIUlm+u}Rxw
zzlVXePzvNIJCdh3fK&|y+cPhz=RV49-gFRU8$~BnHg6g>U4d?zFclZxM)XRWu#}|%
z?vqr?SPeD}m?n@^N@lJTI5@<gYb$OsXf>DLb@w3L{(*OZ6Ilw12aEdqUhIC9f~HM+
zPgyLQ`_I8l`oj2o@w`q)rZ#Z7_m)f#&#`PN236sC7CExULz`9=1AWx+*Of*(X~7P|
z(HIeT$=#CM5*u~nSd*T#K4eK8yi@!(es+479HVXbUhrf<?U_&YouIF|n5=}vC2idL
z-auBufC<NMCrNatKnPK$n)^Cv><=!t1j*A&eFan4JuJ2|u0}gw1^O5A!XbDmwrsk#
z_x98o*kioafE*j}LZWzTa(ZpJh9)J^Oz|okB7fH8J4<hWri90|=2!j;=V$n%hB}O?
z=3nW$d9Bn4@T9_v_A(W+QHn`FK7J3cxCV<Sp=r?{WeQMHf4@dv`I0lFTq%4#C0h%k
ze0nL6@m)%H`g*$*lX|qCCorDB<UFTWgZ35O^G?*UHk0a7p0c%XP|k&t_!vx90%S((
z=0zMXa~XH-G1f<t%3ma(*{KWKV8VU*K}{m<$d9F{<8_4=M1&KWUrKnDgHV})RFWnv
zA9zQTj43&xqtZb4Mv34(_ip`QQ$;7{NhWq9B{7-W=K~kxpovo?kTJTNI6fY;M-x$p
zPhC(54>y0kB_?&nsNgpRl304^BnHP50^Zro3QP=5OO*D>-i)aW#G&?$=#d;FhDxCo
zC0q;o#YafCLoe=lyZB`N=6KTlC?6pOi{X~CzNw_yiJKeJh?4q4S*sPyo29uEoz00t
zbpc+#eyUhdJrw!*&xMaH9$=IA)}z|k5;fSn#@W4!a3Maeo4OfmB}CcJBYDoHlAe~w
zzTTd)1*G(_8%$D)a`3kOkcH~PC>Y?(Qlh4X?K-uJrVi)-sv_-7{0`s9R3PK_9k8>7
zk~87G*G(AcR#O645RppBoAk_j%O|-Jis?(==a}lMl<40#{7Us7ms(QDa7Fir(iC;R
zo8Bvmjp%B^fhC1i`Ue*LDH0o~;Vur=`daunExDqX$SE0Cq9KCLles4BE881yJz2!s
zsjrbTGz2DxW+F!;QZL02sa!DD<6|CA#%H-QGeZ|5^3S)Mb^*uZ)70^ko@|4Dbr>EY
zAvfd)Pgu-%j;h9^b5kf8xrQlI+O}}V*FTokBZ<<$C^dC}K2?ziaBg7aG*pId-w;4f
zI&yL;)58!TT<QCMNKq>06KU4;-)c{{`r8tXZBEO%mx*G;H_DcHdBzZF0rX7@9h6;b
z@=6v>Ia$mhdL`x<Q{q+U{wx7!JDW?M=NopjhpdCXr$a%U(u}=HnIKbGm7Ljhqq)DI
zlb)JW0NZ3kFU`piGHt6c2y$*m8HC@jGsoI<xs=gq+no<SZ()Z9LLF(r&y7(4(7c25
zQKmV$IucWreOHI}4Wbj6lqFyxH<KeJm%xOx9dS+Bdkq$5Hkw843NyCB42UvsKB~M9
zrv$3`OWXP><5|_}eY%<>)0|9nTx~1tmGQ5E4J)YpC|#+X2E~a`oM{ACYo0$GXan0?
zAr}IH;cYS9;ZD`JG_yR%Cq?OUD##S^$)2WJB4{BvDT9lm@LZE~dW&_9EOu5$4qkae
zlJzD_nOB(zzW@^MXf>X#b0fmS)UpMbQUY5B1ysPU%H@(zJ+28z5*Af_)|11U{tJl>
zmnM~v6B-&VKs$uPbn73zOhw8qNn%UwvWiwo8@p!MGk6(LjQIM+s<l#K<zb|VHxv8$
znnMl$US$+y%R+f<UO~9Xh9!;}<}&x^j}rl#HP_*rKbu9{I-BKOUzzN3V>JxKWuUl2
zliaS_3Gxg=_eoxlI^F+%M%<Mc<jF!Iono2QcH}I>Mt|31n4j}%_vWFgFtbDd<}Sk@
zBhDKtED@u*K#z+v@f;lsQSE$8eK6%%C=3q#*+)L^E8>G$)!dbwH132k#zYlIobQ6W
zC?;gUXRR!*08K&UWpeYvAPvRR#aWFimx76IX{~j$32R`|Zn2Bt%yVHku5XG((yJJk
z(%E??=Vak<=^&m{d;hK))<JcNXahUmMkp+mJwFi+c#{2LON9p41*o1hn_0Pap<)<s
z{ibkR8@F8@=PR$U|9Lgd{?wrRRU+egb>-=Hy6T>9!Ji#9k~K%>$~;X;f3dh&Xj>-w
z+(tI3NeKTUsWOr@Kn5=xk^=2qYJaQW08URgG@0DdWY)ZLv~-kF1@2poalGD_T1F)_
ziy(yd(o&q7Jiu*wn6?;dmF&#}sAK+!!<LzT7h7JP;LV&i!0ZTho@r3_M!709dPZO@
zK$$0V!rAOpff3q7X>BmELZs?z=;6QGsxO{8ofFygPo-Q&5Gul&gB{m^5!`fFn^{>K
z&d}`0Dl$9UUKnwksXLI6eHRJQ@vlyv7!dN!H;@B`>8RZFV7auplp55<8SAqBnu&h%
zJR}c6&6mJBvJy<Z%FmTzB%R9kIn~fC55I}xC~aDJYN{?TA$vx!l9eH4vYCBJ+KON2
ztKmS8Kz@%vHH^B=TdtRJ)!OBp;>d<f=y%=7b$k@V)+^-!q!yA|kB(_<#j<W8IOViV
zY1g8k$E33!COb9cJf)zR#<FqEe3RoX#Hi|9>}Y_nrq(?u!&+T6uD6_W?1&7bYUnjh
zRd<04!S1)OIP-g_EXkd4x{c6wp!J_qx?z`~R6?#_aVR?Q9l(}pxiPgEyr>}`_5|77
zb{^NY5Ns9Gxg>DHF<)%}vee$OTmXKkUa|OMnH3p%vDLp<zEo`LMw45X)|g3*u5?`H
z+((?I2yG4`vEr`mNn=iR1$=?!mcS3m(x18qTVwD3nP{cU?2f53)UW0XZze8WjmNFH
z#cEL4O8)6c*w_J`j{bPowUMEJTFmIG?ArYtDfY7_jHQrmBwWKs-rM97t9ii!+QM&~
zb48C1p@2JbRw{K`pV!}Uj?^r2>7tqZAXjI8Q|+ndtFe@&$xj&d#&s4A9}pOpcw`a`
z>FCt^Eg(X>m*P(>4_+62O%&vMhuP+&re@`D=A;~0RWIqs(ZAq+k8r~A5{d$(sF!v>
zk{GX4dVF2ibdQcNorP^ZY8_D@2?3EdTDE~a*TxprMg{rRsn2N=R`N$=>oH_~_GF9I
z_Cii}4^XBox34(Xd95LHRgVYmD7epUu$j<ZRF=cH^mou{0(@@Vdqak<x>Y^q{Zx1e
z20gQ+8g)(Ij3Vq*KZd2lMMe<U7f^~X<f`8+7kJCLGJP0(CRBuN&gfO@%ki}uQ2BS_
zQ$SD5o0U|AG?%HW>}C5wZf)Yq%yFSUCdEP&Bx@uhcKJfu_5@?y<1j64bAQ|nbx73U
zwB<BaMdt>#m5vBRA}qsNd{hw9jz^EXy+A%kb$&}|e3F?xn%-$OtSIdxCB9->oFs_L
zthLTPsj?SU_``;4P(o$cbEyiSTHjIY_-I(WHo2qjl!HK472V_c3ZzGy2AuFvg^$M~
zb!qK{FK7kdq^<sz>pIH*u14bd5L}FTh+fG+M(!MSdmGsn`D(sK$wH|tc^C!N7b#@R
z17bs*<m`rITgY%T@YuuKI-m&s)otdf*|}kJ&;Pkic8Y3q))_4}!;QAxHdkMEHg<LA
z!fDeqMB-!F;cQXtqvJl1)t%XQs;6Ti_w~v6DeG_C{m~Nt%|N0Uh{|OY)&l~lV<lK4
zYp}Muo<)C{Ofu%!dBVd!<1pfHQ&oYy5&EDv=r*u{_(^Da*#te06fC>)8QJPQYJTkA
zA!O&XL(i0-pwx8ej%3@0esW@XyiP-!xVo7dTZcHE=FqSr`_N`F6!0;LwNNcu3*m9O
zx$%T<zR-=CESIrJ2kE4{HRMPm8<?4ktRUAD+|<<c;IOgy7^l*2geSLI8+EfgabB>}
zPYqgFUYfxyhU;9MYRpp1Ow=i-<cRt;TX37)r`fSweE&U%o{EyCY{OWKcR7k^tMB9b
z=ru@(eZ91oo&CXj0W%xB%=F+MoU4Z1&6m6*f3Tu~%8@d*(ik!^mFO_JZPzY!I1!pU
ziZH^hGyZr2S^aM+sR&?pTQ&|mLzl1-g_cF|K*hrW@`EL3>%@P;%`p%KY3hoU<>6=(
zK!*@|c($pkR!&P7GcmKV=ulNvyOPOrl3!XC>n#hi*_j^Ho+|U_OR|lf7qh&jQvM^E
z{v~{4>#+zW=8Gj&OvltF_-f3f5>Yd&%0qa3E$K}5a#`4A?9AuV-fSJRo%ZN!CUwKB
zVnS;Vni!B#V3=)q?suj-3*JUTLA|@~E_vrkc;F~|Xt+dWTF#s`ISPj`NrIyUU;K5r
zk}vz&cAbXyR>t-ri>7x~Hn7`By33Sq?2P{f&Wacn42;fJ#YXNEJx+W{$Ka89z+rX=
zb+4K@dLpBnxgEJB!b>EOG2C5Oc78z3d+0mSZa>948jT1JZClnZn#}b%+v3hxgqUpg
z7-zxWJ!q0p2wQ9UeLQF$^n5Xz)LTLpJhIqsuAtEk{dITfT!WjQd|u8d(FtRYqlT8g
zlns#?c%fY@ewE5d<&uM_u}OEe_<c$-BIl_{N8tICrzw21o{~xF1?BkDvZc7Oh_+&e
z$dFTUuie6w5LkpEs2a?{C!;fkShKz~CnO|7*P?S9Xm#wVxCKH_ds+!y21|!6oOp)y
zNjyj+&U2j1`>^XUy)j!FNE~tVs7gfXYbt@%-pHkkHNiup4(g@g2IkxS+v-84^|zLc
zTrbfP|MeEz-&InMxTwX<$8~fk5fy{RUiVAvsOOVzyh0(drMW-qg`VS`$S0q|Hr9Gu
zEo(Yl(MW^1>5=e`#OId}ezOuOtOrG@OA=ZoixTH-udk-9#y!Kb*hzN`h^Wcq(o932
zimXD&uP4|CMfl0Oe0}q|_Lih5F+^MfgUXEEvezsV9nkKyAxA-~l*5e0my(Asj~jDB
zzmhGF1|7Djsqw$@$tz}T{}&$BfA~`W%qLbRw*TJnV*QV@*Z=(<72E$<+WOx}vHr7I
z_J5RO{kQbne|l8^Ry+KE8nA5t4R!rjJI%uS-x7>}mfHWb1w+`x$j;d0e_C&G#WNmr
z$?oXpBl6w1X#ZOxPazc8`);}q)EnbfK3Rn&WS*%n>IdH*Y&8#!QbYpLX6>(gnRKx*
zcwjvf(QEA94&Dz&5k_$%;^bCYy1V(fX#dnf=)9w|wdd!<#obM8FXE^F&(A|`EMIry
zsNN4YerDTaEVLD#X4^amGG1oZ$Y{^kt0fjdWkhWzMwHK2ykE3f21~bJ<pNLJo=dXr
zvo%!J@mC^ws&A;2rE)~7l%@qDw>EvDC*0u&Gt8a)F;~(7F`Gf0`!LZED`LbB<|pn#
z<YMp%F-R)y=eN9RmU=r<X_{!1Ug+bDSw}+Od$u-z+kw4@=ADmF&#m|82~5aJiV6Pa
zj+iRXG@N}&(ad1|JVolYKOM@C7d0RC?gma-!EXy-Dp$%mDc%i!r6AP>onYmKWI>8E
zNlj;qQe^RF`G}@lbbj)rdm)g3Y=Wfy`q789+vHelqNIdcW5sbb#_B^VhZu)BLO*!B
z>81prk8W+KywN+x7^3Q;n;>PF0IZ~iz9-~w@P_&jK5Fzr<hq%GD0|c`BVhk@c?>31
ziJCux7$>HR#{#ryYu}$v_5>n$aNjTZO}Oc%aNBm6dC@W}(y_V!x?zuBLf`uIwYfWk
zdcJ|!?B8A={dbM}(!2*Ja<4B4Kgw^>-J`Skw`0ORh(z0;$aLi11m4G-+n*{ujTGB2
zEZAdkugC7hk#;P1Vqy^4`*tnfC)B<OfqjqyCBco-cFiX8KY5gM3S+@|`>_$Sq}%Kw
zVXU`G`F{|Nk<k1|@|1*~9-i^}eq3Htb4M-4`)Vh)B%~nJBP^``OzY+qbNeaLIjMIy
z9X2N8E-Y|15ZxHdlS~2LbmRYw>XGd3fk6+YMp{52M$&amT_jyYk|Ht*K3(!44E2n6
zEyn8YvDK(TJS~#$eDN=D!cG!^g<VP~wdAJoXE?$Rpa<2NeBxO$g5;Q>lD~p3HT8|T
z35c7PJZ|3d2m!oP;-T8$cG_jjf;V|5V0jdzm*0`mzO&*@gxj--MB)V+Po0E(8b=3(
z$L=F(oxPz=l7{$and1nNim`L0piY}C?{Q%uO)M+KmjZWWL?CFezmcr5I4G~U%EUA0
zWdz%e7$ug26vm5+QWDHD-F+Sulag+}eL6<W+fz^3Skcv$SNpN<UVNLZ+OX5nd0<=n
zI!5=c+JcdB)KGMr1GM}lS)sYaUIjeHy)ZnT5riTB$!=BV^%7K&ZvHZZ#s1i9<o=d(
zKsz~csN#fJLu=1Lz7H5bZ+fHru9nPOCTYP4EoTBj2W$FJ=eVz3>`<PM<XKsP7`@=F
zI6TaMULXzw_<=xs<QrjUh6N5Cfi*?tY%ae^&p@?|^%%*!`@9Qy+_Q=}ZWBmw+Wp;+
ze~FEvdrKw-gn96+OQanSk=f(Up(WZ(N%`VDBx3cqPaDG<ZfQfdfcwFLxx!la;*sl?
z{S|piGD=1lP^nMK*$61Y<F&N%SDOFAgV<lnD)Q83H2gqh0yaDD@HFK>8YQ?0tUb+8
z9-(={2^ip$HkAZI&Cn{7mT*TUS99Zt?-xHXwndhd1fKO`D~504nZewZq4LjAh|(|A
zo}818Cf`;_f??Z$4q6#tzBc}cF2QE?VTZ-qEmz!tXZB3Cu>OMJXml9L%%%rPpk+z4
z-AiCt*D;m65o{fsnr53OyZ!QJ9*ADXR<Vh8I9HJdBNC&wd;BK=UBxt3C$X+sg{Ni3
zUh6cHqmbhpS1Wie6?Io|Nh;i?p>wd^`Y*wF%g!OKKKL(TNeig;LD2mR4?$efd!`ye
z3f^|c2&PH98+89nW8N@Qgu^2`HPI)jzr>cAb-!|d^c4RIt!>X-H=yXZ@io~WB84LF
zJ2SA7bGl^~&>7DTr(!VrjzvfVuz@(7G;0D%cpEp!=a?#ZVr3gQqy>Vrhnm1kAciZR
z>94LDe=QwlyEZuy2*9{lb87C=1GVhc0<SvnS3^UQiNR}DasV3});8_daz<Hh^(5@0
zfgsa|fx?b9vu{E2#|Y5~4@X=y_{8#ptrd*``&<G+9opmYV^fdf0>vT)?&N@nYzC_0
zg{oHUg0kjc5rfbZ@JEO1;P~N&YBJn_<e;Jm_8TkU+??f84b=mMwk>3<HEagehxxc(
z#Et$NUZ)+p<W!#?Q>egIog|DgM)336CN^b+U=1IZ5+Zc=vzhA$L&B9xx~hFf!8O#e
zjABXO_1Mw|i^vepC%;us*Y%Y7I3_aJ*3Qj7LPq_T(vmx3@_P;q=-10W6k?xqp^DQ(
z{sW0`#2ldIWsWUYoaRZybiTjGiw3`f7|I&I?uf`?XE8@UBlhV)<M@;QDPnl<i=0}!
z-C**Ras=?75j9`z{?c;XWs6?OK|GfupxMRuys)|u0X*y6$lM`J(tte?U$zcCww^dq
zmf#DxR*k+=Ab;UnFS0k5ho_-<uaVI;L7~zu7`VH3XwM^uF^TXvU#ZeLAiK`dqoV9*
z-`;@GkX%a5GZyJnu8+yFNvR%SeZ^6FN*RfR2yrG@3O00$wc72N5lzhtgua#Sg{<@c
z9q0>-pM(wa4}lddO!#maAn5arrC-aM<uE|vN8^772n%4Z)|61+$+%XW*}0mQ?qL;|
z9o?oE#`j0eIW;SfC0CH{S^A(4WLO|=eZCW%r<J6&K~+=DO+&N~#iai+t_G8u_-i&w
z&SPoBto1iqlVoDv`Ii(%E(|PMeDYL0p~$js-7oTyKsb^e+-VTWi+7O}Kxs~JC~CiQ
zJH2fVd8v9fZUa)9GgYND6`ZhG&Q&NhR=ir3q|<45CLjaoM9~gQSSKJz9@M={Q~%R&
zIi9HU9F^mjfK;e*Yyg8a)Mq*iPZyPW1d{bY58P3T$6UAayp<|>3>T;aqgn};z9)ky
zm$6X@R2w@UYV`bxuwr&O1nKMN0Lt9-A<0Fl@85}j_{M#NCN5sh&e-Q1dFGB{Ow*|=
zJ=E(?b2kXmKHiNpTY?R}@iC)D9POo$<e?%)9@0Q)-66Y#2#c?T>t_q%Oiyof@_V^`
z^tSYFKfy>z^;@bc(W(Ld!jbQet~#g>9@T?m?-`9~;KM}?1DV?yvtXTAjf7vWES5%!
z>IH|390oRuJxqYA=;uZX1DURu(jd}=9tvV>GnQ{Y;!AzeHF#!Klz|$u`XnURZf?pq
zeVeq8hkmj+ck9JV&P)VW1`bMQpXuf^ePl~Q0ipV%>+Lh^I-9oc?7R(aaVo3|650uT
zA<C8tj4*doYrJIuC{5w}#pM(qlymw0Byw{c?sxudVX|V()-T2mW@NZENut5)c?B~f
z46K`D1c<na7=-p`Pl&K}D`azGwMr$|)+foF4TStfd4y?xXKPi`V>gOGM8@of$L8kz
z*WY9vIj0`H`X%u12X#?&Dk&8n3UGJn4H~4Tn|OhflyyVYRERO=Un1?4nZG&X-*bvr
zMG4Z<F^46v_XknaCn^Ihdj|Rc@^n-Z^sEtWXZ{^{gT<9Fn0|fTXnQkaE#qv)Er+k`
z5V$K)wYildx85(TL(Ac5Xuixol4I1UFjIuKPz1GDB{x#2r)*FQ);Zan(lfT$mKgGG
zmS>@v1XNOmOU&cHh*UPg%++<Y*(rEw28acu%x7RE95G90S89Hs`vi~**E>p0sZcQm
zDA14VVK~V!4Z!Ebq=|<UHu*z_hC_c~vD}jEf)F~hrwwe*TUe@bK4Tpe@tQe$_4Gak
z>lbQeNmMO1)6v>{iP(nsk1#J|)5|reWTxFn@PmpCh6~aOmeJ}W-D1(RGK4yYChA2G
zIy&x9gNwf|Tm#5ZXy7ZG{^~*BlYI3kQKw`;v~aIUlR1)FTvr8`Jep6Hko)jpRL;BE
z69gXC!j6#b+J%qU%9X|T7%{W<dvoG!2HkkGKSOLKxL+=hMc=JSPnUu=*f{nu5p)K=
zHX^T+9e)rv1XmqV>g2|Zx1b9v=7x4Kcd&MqA9YwS){FO7G@=~y8v5=z*~-9APPb9N
zhNIIO$%KC9fyNWa7K6#3x{+{Ey<!G(y3Hl;6VQI~o-7*|?^d$9i4%gm4hMa_aM9z(
z4rEYZbQ!$3G2QjTE~dny@JPlX;;f)Pw9!$DHlaiYGR`IT)RC-a%&YOV=FO<uFUOc>
zdt`i7L$sUvB9A&{z&Ewqp&HhWQt=7aONt&P?<pw`ERg-_xuq!UQpo2?)$f%ThpHB{
z3KZ~VxPq|>u(k^5zF?5{W-c>v1-dLNlp*rpR0z99qBHO<F+k=nt4*RqMg?a>NY=C*
z8`JH6Q?W38AyK!HYh9F%f>!n5iGq9)4pH$EC{q_eS5o$fyr|zndbx^>9hRK!B7af#
zWK}y7E;h?dacyt=cLB_;aF!0FY{+tzSL@2C=G`K3cHU-0sWc^S=Bjdc13Rmou$J?O
zj#TP##?<>xhOB9f5g<67c^YXhJ}PTQUEV3+oy^$Diit-TlDrGAaLub{2bVY?+h*^E
zy>f6gLhpy4A71Aw%2iZP+_<f3H^6qpuI~S^tU5k`%?q;~l&-BbMxH?U+y)PT930ep
z!bbuS!j&*{Q}k^}q~m(e4DnB9?U~^j_lS0kkQYReRYVYqJ+d1Sr(0gQ#@YGHB`m(8
zt(`_&@li7r9>|>~cr8-Eoef5_cOW1UFsJFoRg&e{E!qu{A&>%RY2UkjWO?BVrSI4c
z$Wcp_+w*-7@tsTQv7F+A27g?I&M6><jHDr}(F#bef9+CA9sEmK&=9|rlljv!4Z`kX
znBu2#qVP$-?o9O@=~IUek0Ki1^?NewBV7ElGkwTIhT`az+{S;4iL}$8WsutQn=6<(
z;M26&XWG?WxawAK*{cuUj$0ZE(4U`5%whf<P<Fw)1?gh#3kH)fX#p#`d%;dor-s_D
z8{@Z~;ajc8T6=+>PgWhYm^#v|8i83=2}8%gk;nUMGesOMiDw=O09c?(kf_sXSk|8-
zGrC8ezRo?CWQ0YwmWU@!#s=p*mM>uECU9jMzQ3kJM%-cFIW@-Dw~3@~@cN{L7x{m|
zy6oOdGqwR}4uWvAtw{>=uifqAI{7<{JZMBap7xeWtcUnH4h+v#SPMerE#)dByP%vR
z+3PI2LE;mSO9K5ygtI786e+u`Lox?;UfS40!us3jznvtrsHp@m6T~^H*g;I44!la;
ze7CCOM?CmmW<Z#m^vD1le$|OK8_Y^o5nJwPX^`rg{;Hx{J)yq6M_gy%mpi$@80yL0
ziY_U2RT0^=o?0j92vswo8)wA$l3(L}G5ks@q`c71Q8boe<;a~GAP+<e(i^3HRms7+
zf=F%gwan62qyg?G9AK5LGTvA04amqTS-*<yIq50Lj&7_|5SWlA9QGhYGO2n|&85!<
zs+SCr?o*ntmeE&5AL`P(lgoYk@5Q++*)+a-ojowh9q38{brobus0PRlTB|d(c|KgS
z)alH7)NsYD3-NU7O!=bKRr7R5|K<u<3d8>p{*6O3n^6=~k_gmeT7d3H%wXy3(irzr
zUZWB-b5DOaRzV{0fHSzWFh?yVAODs51q^ejY~Q;`cFMXNi+BHTNE4}gMgbkKi=?Fz
zt~QT$kIa6!ztWFFFCLWzJqDc6Jokx|25V~>j+4*daC|B_h)TpdB!l{E&^R$9@qxjc
z@BPrH=4!U91q|d;$&A$q1<(i?3~rQ0ai+S+s7Q1qdFl!2&OHb;XoKvIFl5i1VaTk0
z$J=RuJtiWXQI6g|VXiX{J@Zr+n6YlTRG>Nex}NT5iJFLPzZW88fwZXI-RwNTQzpdm
zh%k;Du^umY%Gz|w4N>|?zC`i6Hu?fI++BwMO;W50odXjML8W=IlB>EFPzxPZbuKaH
z;u|M?O)rY@63*G4kQans28NqZxnXcR+TFtZcU!gGM9;>o=aHXyd%T8_hTPwqv^6Cw
z@5;j2(JFxf`J9Rc>^CD#-NU%{&S-zEM=xMK;PCak|4ndh{AT~MYV|q@m;2h=LNl}A
zae{S_!Jj34?)4jQQK(XZaq{TA=h9=57-Tm6EP-$6a}CT{x2TR>y(}O_Si0CYuN^+K
z`Yftbm*Y6o>ZE;VQM<F<(F{x@bK8{#B3?sg0|j}V%Il|-aq>lX{I$EmK>B)g0nC>s
z`cOq6b8b_oLY~AXk+ch~CdRf(hvqzM<?a_zawvI9WlIQiyK=APb7I-Wz%`&@TS#W=
zyDicq4f3}<cybQ9wKtWmSX2IAgbUo%M+OI$!HyiTHZe?6iDr1czEcB?JuA|AI{vaO
zQGZg6Rbu96BlgJoE$@8zU5<ZA7Hmk+tmPY+A%;FTC1b(?U&e+y@Pq0MokN&aRR3V+
zA1@Ht=;n(EDySV!qtM;w-=E9{R7V>?ISV%mD!Q>c6+GB|Zl^CeKjLdVdJ$`fkv|9L
zJeE^r!8l5yB3><PHDc`_zM_~*vMNbl=q&vg%U23Ix?wW~oOGh42|b52511E{qpB17
ztPycsKsicR3-3Zfq$xO6DNovU4uOZm0!7_R*;&ifns?8(X2)tXNV-|#db;~=;Ki8&
zb&e4ZoQr|i^T|w23Jc1k5sg<}NT`I)hud4zZu%~+!<sI-e?f}9UZ6~17bsK4YlH=8
z^Fa|dd=gAKUDF=p-%Izv6RncPd-l6kP}9$W>^nNu=)%`HYmY>hKqpAI;8u<;9Tq%>
zoZR_NJPk*YdL2Vpqa)vYgwFVr35(xVA;%L1*cf9!pX?g+AHDx9iHj`=;Z)RsCTT!v
zbRj;)MjBnIadua=!sDwivw3^adIwU|$86>P1o`9jtnWM)%??+Cz^<FOtlVF8E&evR
ziCRK$wZfj_>9txH<=bYv8RnA)6qMDs@W{R_{LRx|-`1|c!>0=JMfH%mSmy^2_sZnS
zU4g%~S!S}i{vAXS?2bePGxLQ7C_s#&ySZy(q^<UF8|VJEowh+rlQNEJ4EvQOzxlhF
zr|uL&D2wK7&a73+z<a<Aq-7R<K!C;5!V74F$(2h~@=|A<mw>x}#Xf@O{xx9_)0Ne$
zStzJ`mWF5}AKJ7`iU-E<zfkv1L4w5VwrAP4ZQHhOTV1wo+qTi=>auOywq4VE?{n_i
z6L(@}9?rcn^OhNr5BblGjLcl?TkB_mZ4c}!J>$=|`o%=<GGPPULyaSCys7&+T%-vH
zjMcF&!cn)FSu!V!{ESx<L9U42{YN0)A)>3o8>JccQYvL1uO110L$dz)cu9iY>N===
z<MxdKpSAi*Qu^F8lOR<Edg{J$An|@o0Mg8$tvlC~^R6uBWa9zd1B%l5sG0#^TW)mK
z0%;x<0i5>STA_Rjwdvx@=9$3FNdNHWWWDzfgGCRyN2$M2yAoMf8ISM`tUMjkB!P!v
zdA{@hu6roWx;lNy?Mdb;yc#~b#O9$+ak6sJ;HI{@Dy51lrMxi=;~;@!$CW_#jmJtA
zC(A=&3Ds=lvX(n(;NY=r0&Rq<Hyrcq%K3}Fj`8L=C|Mx>TS*C)Ne(KwZ^(u|R~)VJ
zlNZ`?KKM$7Nf*M*`%&i$vIA0eNAuR1_TV|_13qeqt~jJ9a7<zbi77Pe%E?oLrjbto
z0cmiTo~o5l*0FB@tCHu8?ExSmU#@G8ix)`COiiI@C!|4{ELIT_;;`5K-n#$G$$)4%
zHyk^;_8Wct4>dS77ZIKEkjyzENAXlF95f@VYrA2HL|xi56t4O@P|*9P?r3>`TY`Ld
zqa60?fvs@Mo*W|;>&i0*s)>GGyDP3x#F=ZuA+mi&&QO_&kqDd%{qBPZkEDz{$R(&&
z@_@h5Z`VIy2k>R02b*<Eg<0;Wk7r3}F}=Afg|YxMmU9pXvRX}$uaLA@`Fs_kFJnLO
z1)_EOgq45akj_F;dc)-^QF@c*no+q%DwU!y7*D}yU2p{=QEYoxD}`mZlFg^Ef$$eQ
z5isqEb-m*Fn6BlU0Xn#4KoR858OVY1{Z<;$hOGu4!VrAc-NkmA_#v_@_C9pzUKIj|
zTy(TggzC~==~teylG1?}xJ>jZVLIW{I=GIUT*e(2lHSKKE4tpfw>WL9e8^ueJ$(g7
z7BRY2dWzIJJ^H|K?7LTHg&(NxE}?NrsGeQ&_dGh^vOHKrW<C-YsknF1p{pDjrMb&B
z2H_lEnXppu#>kHx+{5R@E;g7XN6mAu-dkzGfO-LGcvz}n-qtki@GHCUt?<w)=}HJo
zK#Hmx&9mrCZtWfuj9)BS$s?%Gb+_~Je$q8J&M-S=(IIuM)qdRvGl7$Ckv5`X3J$wB
z5r{wT_PV`4*z8Y2gjW8a!FIh6e}h+=>xHGZ1$G|X*BQdwd-R;KL2043ebizK2w#Sw
zZGvg<7AJubIGJ^d$K=myEgWP$C+hryC+c5=3-ZXAQ}B%%<-x~oLc!UiP#(R;>Wi}`
zr{aAp@V7lUbhP4wUuZrbi*(sxGX;Hck$|QRnnk7IXp|dFIf|q6FRz+Ig5Gixf<Bj9
z*%V%{_!Ly1WdE~W^-m+@e}t}B|4FO;$1eLn$SVKX`2T@j_3u4-|9y7VKW(G`^|gQh
zywLvyUHwPsiv8a+WHP3<=6@;n?Em*TqyKa0Y9e-%D{<?B`X0Rc_yZ6_k7YJ%4c5Q_
z4ZX3vvif|u*UkU>&Ch^H0t{0{YFtXna%Z^NP@}>`sc+Y?Q}WB{eP)86yv7W7fHa&#
zyMRtDN)yuWZNDbB$Ue=lOaJ@gz9*@3cgOGR>pl(L;qBvRZzg;3%$({qO4T7&@hGp|
z;?5ku!tcP$T<eD{bZuh-{c5jUb+Iep520Q$3(}}V+7A8lsV3)=?U%o{8Jk#(_VTI-
z&n80S+%r=%Hx@+W^Sv52rp+;iBfqowj9}Y(U4S4cazomub;q46<>OooKKg+<`FaeK
z)Omw<_GyNlbJ_e;(H3P>8s5e3IB}Wh!PR{nDqoH4v`?-d57SEtH?F_4v6Y)qEW`ag
z7@x(bQ+roi!LP<5I7TV1e6eM<`G~=MJjTUJz|d=!&RN_{H&PqV??u~mO^$)ydr~Oi
zhhhw^-PDi>rDpB6Ju_Skz4IKXbk8!P(rwCt>Mgk|F<)m;*o2p&tx;eKT{St>!C7;#
z^x;z6&P)5xgl3psNIktkl}2?B*-;2!btAam5hx5oZw4(afynrI?gRQuv!d&|oiYff
zBcffqzn~j5HHiGbpd0DGpqsRt9(ljF*TNnMjJ21zv(~y<f&CskeG)xt!bk0Pwzs^;
zEABg`+PWhriac`b@-^5`2kVvB=yzl9(O=zaH><Ti<XeMSne!U6X_tU}eyOG2!?CAa
zav`1UVz#|rM-R}SUb;MkjV(u7krga-{K>ieCEn`T#G;pgtIy-yR5=!R6$PI!FF)zu
z&tDEA9<R&py_Az3jIH5P5N{~9|D@nJ{|?0Vuo0FxgdR>~A0{{G^tR)X>a1vMH`^Qy
zM1AW^hwzS<fc%-noP<z_=<8OD_Z{uiV0_{*Mjd6lp*EJCOuQECrh>jeLn~+>S+y<L
zTYodSmFL040OFae0E3I@e^6WH_(kLlv@c`@4?9>bxSJolfvJwt7<Vgv9SvP3;q&p$
zAE!u**bnt)YK|!&x<>OcL!ce_Ef5+=@}d`DjS83REbSUd19W=eaF0sCgNgkn1V<=N
z#ZRnUv`zRl(@erjVOZZ6-gsf(J)%xa+_bX28Q}jLUcO6>DI%KtaY_x)dCw32($z6d
z1E42ue2{xE(99=WgCBdv9?CibI8yi*r#39fw(-fY`4D*J3gKlt@_Q5-r3j)oyrFjo
ztG>_XZwBc;hM2a;8^rLauPZ~MF{9hlkbHCS86Fb`4SsQO4BeGq^s+!(P$?s(0I%Y&
zlR}>nShQ3)A)-_DoCG)n69X`DV9WN^EZ_zlEWXKmtL(3^u5sNvqxC3Lqt!qwNsN8n
z#((F-a1m6=tUR$>MPh*RV0lR!BfpuwvFijvxx;dI$-S|Sy^4AqM;I*LLm=5u&Bf>A
z>Y%5_o6C%^^w4m-<YYkqj`VpzZ0U4Wzw)xEj|uK?r%+kF#Q4<87Z=pF(@XD!V#1_=
zH^8=^e=4YW;EoM?qbt+I{Q5OXiGa@womjBPA?mFG%`QvzjC+s<bAX^qICgSSD8J4r
zAb)Ni*)8<xB(iht9~;3}h-tmYs{IYP);e()Y_>C7JsQDeI>)5krfoi1G*en{k*@-*
zObU!~V^b>-RTtuM-2tFD4LEG|nB#!mTtBKAFF5cTZMgFmDul6rAXk#IX3K*gHr`J#
zce|#oX)K_U&s<{1Tv(h54DfB}w;d1x|D4|5`kGW<ETE9+A*)UUD!ek?M43o|<-sx?
ztQT24tzjay=DH<)6JbfA@|+M5>_TPSyoe7L3b;(t<AaU?pK(5{=^w*HcnvJXYYU1E
z?yn$=4zqqfEdAL&|3cwBx_YMp!N44B$k|_rM-aeE!Tb6|pGrKRaX5LBkV7Hb+Zr_2
zLBh%|&P^s-95vQA!vZhv+8H1@m5{S__FBS3k`*(_=9Qsf%K&{NW*c9?hOp*9B~JA+
zdz+qivuPduY=#d4oG1+3?W~)KJva7;kB`PQgl`k~ep8Ws2UMoQCZj_bx_Yf=TDVou
zi(ztkcY-$uSqXRTZ&3q~vS6(H+|uG!S=WTqovK3r9c>LO!CTW1g(Bu?Mxy+H6QfqS
zn;1JrGP|Q%%5k4b_@Hxx-18-Qo1Y_-2v`crH}YyMB!XMs6)_a~2V#gB>6i7@ff)4z
z@pbj8JQWTLK5JZ|y{f;M^lwH=5GR`!a#;dSGYr;M*ZERhdK<*pvqJTQKI$;ER6aZm
zdo){$C@Pzfsq=LtS{``4e%zu!#)a?Xw%%uVxFJxeu^_G{QBc>hiCBgG`+*7h@up9?
zlj=c7B#jVxgBlS+MN7PtMJd4KEk3)X!QCVL35(+mgIkd01luTwperIQ465N+RI!AF
z8?-|biVEEw0YEcvq$Mx!6~|t7iEkJ|u5(pIUMW`>%jYuTDp3?QMoK5->8pYLK$H7N
zt>Z+j&fl?m<K}47sx%N&x^ah$x3jkDKaR)+*GC3Z7FCu3G{Onzr9xI^E7h&BZA4(H
zGFjrcXDiT6Vx@EbsdonC!R}n|6t9lm<wlI@K7|AJ&I5gc@Z|K5X!rJDQ#SF<&&45h
zI&37&OHkEs&EDGtTSyu}YI$2lAFY|jhE-XA9%=fLy1i^BgzK9Uvw3RPQ$#JL&DEC?
zwV&GWgG_^3hI)md7}|?n<{jSFcct*_w^-B^-@%HWB(_(*Ew0RMlyVmMVyzPuf<S@g
zH2|u^cP~K!jAgqG$kyKq0)=g0Q-h4RM)_t@SNPcT?F_`ybM^o&5F$BHt@N@Y588i$
zKW7Lwy09L$PU<F|NK5L@k8wTgoZYusYU-m`EVRV~2GBZ1633RQ;HH|{gl6E`X9wrP
z4nus-Oq8Ro=N)j^#Ga%dBunz?NI8aW^|U1qLPj7RGnCUzHo_4M`H__~UC9G3J-f#S
zRK|OANcPO!@M|S@!+f~M`ueT*5Q+QoL1;#PTcapNb|ci7Xw3D(AD-Og-|n#U|G3Wf
z(PrG}+ViBA+DYE(Dnu8b8EUq$a%C60F<+}fyqt2U7PkT-RP94*dR{Op0<nFcZ`bI@
zmy{LolFRn+ZuTKq$SokxksqGDkRQ&ZmF<iS7!>-VgB?V?Lj@IOy!*VvnV-}4%D%l8
zt8{@5l?ym=KRhTsu@I4mT3x00{gM7OcX}%42)lpce332UR0eAaetkyhfg`&VJRt;v
zPz{P8s3##E?s=y0)*I);Je@J%X<UE7;4k!McvuL>n_2Th0e->!DVtf-MxbZtK<)<_
zo*9QIQ-Ax+F6Kr2$>!)g_J<pS3_l*Q{Lp=mExXF=)lO~Y&uS;N)1UL^aOi<QF(<pe
zVfeN<_Dy>@$nYxE0`~mNwP0j7cN1b$ewjG!zB%$i-^_C@{NPNu=TxR7eLPRAi?SH{
zb2<&4V2!WaYI^NM#c$HEw*f2)<<i7C!y>cn`eqS#r!c|{FcySI4m|(bE83Sa_L*-V
z7uX~H=+3lL>clLk_esN&7&{60R5~+tjJ!6No6c*t_G!~$$3*+fi!;NZT%09%Q|%Yi
zz8*saU8v)!N%Q<+PKNMF>E-oh%+V~WKQSMqI}~1x3!GaX3=in4J&ZeE2Y!9&Z6~#*
zQ?D1g5&Y4dG^IGC1&sDF)1*{RJZejS|7VHdH_t>T!Vk`bx0ApK&0nC6!-RKSH!{t`
zgU1BzLsEuxDrdo4n`t-nNtxF1M>M~6#*M?bzo}mNG6SL~X}tR;(@q}3pqHCHPFkTf
zai%O9f3&SuuGq)`z0p+lk4Ys%UQ{m@H5{&(pqrI4r+gv*aoieaCma#Vxdv=rVKkU)
z@l?J`u9MeHFUibnPP8Pl4A;&DB-12_0Lk?fq+2<kK@K$U$W_s9tkwzHxMn)R%>CpT
z2ffM#L9TI*-MnnURfmE*+I1;ZY7Lu~PqV?1DIrho<Vs9omB);^=sgKt66~kKSaz;q
z17N#7uF3>*sgkz5D=rkG8fi5jR6Dh;HymG6OJ*x{30K}QZ952+7idR;^))d@0{)t;
zFHmtto;Oo5tVY`1w-62zz5ys!J%i3Fxu=dN!QHp@Lx3dw&55^5<s(6*i~R+;Bwi|>
zw)2W3yRSV;iQ;5Gfkyc%U0qTn@V?NT6T5i*j5mE;S;_E$r;N}c&Q#<l)P8AjTkXN(
zSp8T3RGOm+J){sF@BC{<aPJIPi(yHa6jVqw7(^74A6R_`8$aeM**XeWxr&{&5>_P!
zg2pDi?ILa^JOrZMi(C;ejYuzUM6Yv?E6fBUrP8Px98Kec>oX(eZ^_p$DpN(bxy{m`
zwRK`*k-LWz6YW8rqz7Do6Ch{kG#Ka-r^j6HKxf^Bj;_;P(m!Kv0{1Z7oown{bIQZe
z$yB3qTQDlpDbIpzZRn%e(cHYo9v1b<AgSEh-CRv^l=n^YPg_`3`31b6Yh`x%Y>gsB
z4ca_Ml#z({S_JdEwN!x2&D|bh7hPEwLnpOrp*1I#O&Vl*R6@i)(+xx$2ly~GNAs0Z
zO|HTzM%A%aexZp$gX6{*zu<LJQ+;%$?aG&ar=A6Lq;5dGo9ojQDuMD-Osa?#8*{Gc
zXBA(xauR>h{DU>L5MNMLlt&ycF8$~7@HYSg0R<@I+1CcTHjv=hfs?3HC+eu!JV}Yq
zXXq3;*&pOOh3o<OLuzF_yEkf2%;35jRr8YJLauTW$rab;kyaswt|p<EsghE4p;IZ-
zj{w{}R9q9T1GPfJRGK;*`??7jYbo-6P#3Ru`&V<qV$#RNGAR006;9p_2<Z?S`i5xu
zpgtO#0KE10RGN#zLDn;E?e)&&=eC_=F4WjTqm~D!9pO3sl@<x5&&JEvxw;x!3UA7V
z;t?>{lrMmk)$047+cyU_YSbh$a=l-MNirJuo~EGA)~Z-bRBc0UtC2{06TwkDj%)Qv
zBL1j02Th|KolKAk-k2M$^4SNX+ucnbV;nLVtw(&4NpV2mne$ARmZT8}-AkJ0%vv2y
z#aiX$+$o@wNG6tho@OR%U|^kUC~eC_7}Q+9kX-GFET=evuz#V3yYe!`SiAI+o)Xn9
zou6ye^FY>iq~tiHT#KS@J`6SueO5E2-N9!5sr$^>F>oJc(IE;nyX@lWV~IbC2#eL!
z<Hy|2<u}xlq6S5ah^{BAo)9dCzya63g(mAuu9Y4ItYf@Y%>43YeC0w?wfpqPW;#Re
zFs|-*c6_HXc#^#e%?Rp4Ctu=bXdvwJuHH&8fazGSK+Jz6c1^_B=Iha=GCi7(i~7xY
z)N>|>YjoBa)6Vl;!%A8F)n?yK@YKA()PWtl`zznJJ((tH$Sa?(?><ZqC-q(U4va+W
za+>7hbnnX63Jp&u(f$uj3$)Ct;+Eu%IGUg<&GA7L5aC?FwQ=NC`f{7JFYP##XI?Vm
zZNDB;qDrc9KZ_d|fw|0{1sV&ZStuWc8B%gr#B*%6WGKQ*v$1xwYHlamn?jQ_t8pSt
zW~4lAH|g4)r$7@>i3N$4;kYKuz;9L1$$F|2byX6Zj-!sSL+S_#I;o6s5>mD&8fh)r
zoysOEfL0bd+;Dx^Y)9G9ndZpj{^w6GG<4Nk2``_oQqZDyWpI3$A8(wharch7;jabR
z1zc761VXe-HHlS;EpHa->h9m-P6L%O>A8xqt<_1Ta)v(1;5{sKOOmFIs!M468fNe1
zL05Ph?M?u_1{VcC;Ib2D5rzN*=FPCXZfx6b(;J{SP!z_7Va86xV`aPEu&{96C%O%d
zOdaLQ^qCFi=~Hs@3eJn*UNuV1SFHMY)naLr>`azavuVfphB^>tItp61U4^aeej2t+
zito98*;cOlqRko0*2UOw;?yK9;e`5(Nm`oWe;k`46}?oVr9#52NW27a01JRj=@5er
zQG=xuR%d2?A~aCMZ+x0SHwTTL`b|g-3(i`V;Wp{|)X`kbNgpC?Xd6#Bo(}9mF*;rd
z-i-F8n5C}}PZ*9nWiyz})rW@Tv1^UeMU$ayX16>pbJ!FcU)$y?-TNYL!a8?>WQ$2k
zSGbibPZs@yq%v}A0xGlJW&YxF@n8bZ5_$&?o$627Zv8vxe<YIhybW*9fZ&zuvQVU{
z)ZQjcQZNHjW5=RNQi1!MRO7;M>rYu%j%=M?eqjkgXYxTn$%q%LD~A#)x61NsOuK69
zl?Xt<_os+<0!BE?Qs#g_|2C6&xZkyk@nx99vja8B*t9g<T6_{`IhtaCB#4yhFJYrL
zoUWj*B0STQ`ORv*Lt%Y9DzBN>9H7=1Q9U?GGb^8gVWs6K<~*B=siz_0fSDt9&}Q0B
zn?LlJc;FPcBv#f=B6`=qmF~+EnSPv=#YERtZ-U07k~5=%9a<4Ov%%2CRJ*(%q)p+B
zL-?3rzxNcEg%)aorlKRLP$}v@ib2C{?KvnCx!u4XU*hT$+<f*-EA0F}IY3=Ynfxa)
zpyOfvF7cN#QC@4l?j{G&%PXNLhC4gaXpF(gJ_2t6x>DdW8B_iS>_|RyO}6t!mljsR
z-83IFaN0`gp$Ql$HwEzw`+HZ@k%tq8xsL&5dwT`1PK9)7688r6G6vSX*TyUM-ZqAd
z&}Q}nS^7u2C*SUgK)_v%GfV&~Ht8n0KhY@WOwZiK4T?tKKC|*~_mk}O?MR+{{GH%w
zjS(JaS7gqE4{Cg<oV&BkL8;T~FAR7nq|Vp*h+12buG?6575m$(9x+)TVYymLY|Rh$
z{KnYX6WtB#N6Fxj-_%=C%@XI708YNkO8X1n;Q+{;sq|}zH#iDL4payiC~={?0o?C7
zlo>*Jw^za99Big^c0S4s=<*r#?y-*Rf1V;M`9HlepA)Co>(h}AEij!HAic%|+8e0S
z{&=){cHdAw0N17_E`MdwkrS^y20!b%MW&hT=t}ot>+|UnMsS*+tI*Nztb)3aPX<`h
z36@1Q8$a3~KZ1Y%sR4gKgb<;#W}WrCqLnv?Aq-TGty9zIM^+=fr!I$?io7oSBb`RO
zZ66Q6WJqSZZPIteI@hD8!5HjD&PUVg{c0+X6F&KPxQGdbecyaPuTpO|@=8LVaDy&3
z_-i}Cw0y`aJEs5g5y6b4Olrv%Sxa4bC^uc-mZt;6s8)<+*c#`^0f%2Os2#9oMgBy8
z*Zk%QGo?YrQ9h4+ov?Sxq1)7=VW+&pX3pk1Va&tb6t+FD@x>S5ITKcs*|w5blsV`(
zw^!w*G?Vjvrj8u9@7p-zK<+62L@DS+fZC(LhzXPD>z3`vFUAh;;}+3P^YkH749<Z|
zF#(iRq)QO;d)`<1P-u>P<~6iqHZ!vHlMG~;ruD5>E_5A-cs_SoefcMDJQt_J^mEHw
zmvuf7SpOpzl{_Lw;}n!Fa6q|3sJ36<+rCM;6Lp<&LKB)L{xs3gAI+$csr}td1jj|=
zz5W8_mV7oTCYD<F5Dh#$rdB)HRh7N(r<$o?sdg3nFaF7Aetjb=KBQ;VBc9S*n=;Ae
zg8g+eJR!cJNP8u*jM5eKG5Y%U50r8>BEvqkfZa?oI#BL8(t(PCnf?vT6PPtBV+HZY
z2#@VLX>iKi8ya~~w_1Fr?|%8eUo-zN9E1N1viuECu(JObq@Ml1Aoc%WuW4id_g=IA
zM#tbE%KiTa$KYQKp#KWEaQu5-=RX_+j(_+!|2h}3|A&Cfk?ut7A(!Jn9RsZa_J7p0
zfpy+Z3jpiEbdF9}V)gpNPQLyCir*4~QbtHAs>sKk=&?{$B_{?V_Jt$EC;H)jf8DJJ
zMk>l(@2#>}k>P3mR%G~iHEYHpH^cM$@ctY*@B{nq{rP!L8_CPPyi5BT+JH&>X4|_I
zj<U=qL$qa18s6ysd`Q8J(aNnO`wI(teLeWo4fc9T<HtcKM!gv%Kkg@9KiB8KAG9`_
z?jq&*<R6!<U33}riKzER&mRhD;rq7--*48|B$Ls-&e-~JlH(U1|F_rc!V3Fa3}6m_
zcPRf)fWCo@ug}l$fjQZ}`2>df;S2fa2PS{jt*-6C4e)2c!4&=-Jo4wkUgID*=IdDh
z%_}Ew^2ROE@q7^YYY~~<rv{y)JB6R`&kX(#+vi0bvQY$0i@mDm3&Q%2bMBC0C90gZ
z`EF686%{8h^ZLWlh+lI|?^y!(w?cW&f+vVr6(k<e{P8>#EIvsz5dH(&omy{i2BML)
zY+EpW1_cDl54j?;j~+$&iFb#o#H&!cd?r5381-2a#nHoheA{AC%R@W~ehHdS=pbol
z1~ltf5Mx2|v82Tp3@<<2ETl)ZZEgqF6qpRwbO>=~7b&6$++1b;6C$l+`eFGHZRHSo
z6nqxk2nk;}U%R(Vb{>8bf-Q?HCW^WDLL@GvsCycCq%+G7C`Fuol=iL}Cd`PU%$}QI
zwTC_8U?%)%NZrxI?a%^oT40=OhAP<b#Os-Zbp1Qph>r=%E4fUe$;m83<*VlK9ckK2
zK)*FctST|FBgkOE^bD<KpLI}-a>^V@+JndXmIku3?0|f>K(>eT(u^?|Lkv(lbie-^
zrvqs~B<(~mI!1soq9n%5?Vo*<(4k+K%v#;W$-*E^DnaIym8W3)X$j?^Q6Nq%K{(v*
z3E)ufBGM*$b)^AB3*<g_SdLaaR=+_Wchg7<9)mt>AzWq%g~}e$m|*1Dh>M|(VtmOy
zQwdfD+#g`rqeODJ>-HqQk}(9~4UXGwJ~o8C0P4AogSVflL!M1GJ&-&knWkhxN=lwp
z4DHG2jp&!}*VVY6iB|Ze-w-f+3TKnBJaL=fX3>oQh}zucXLS09WQM>BJs(f5Pw!?z
zWL?blNe@EltOVooA;Vb`5hMPP+Td#te$5z#Rs}9mGWA7;uHuNwgybosA0w(4IZeUk
z-NNS@Aa=IVeg`DX&>klL(lE1narSmkWvc+}${73jV6bMj>Btqngw#_DXcf;^!*z9e
z55@Gvs|x6037kn(E?Nyg)!r@hr|fM;lu`)|v6abweiI6J2vip-d<i@xs|>-s0_i>R
zKlcdr$tlybEM%G5)d-Shs+BvnW7RBnCS*o1m)0&O+vAHp;A2ACjyDPD-RBh%F3#w+
zw<+|Gv;@=w=MQKbyJdH9aPci)z#_XsK|))4a~QQG-}|`T0ra5*QTtqq-ol(zeTz4c
zY1Rvq=KW-(n6v<OyT*A{>gr1){Z2P?x-Fpx+B%6w-K6kM4D(G0^A%~7&-c1R5Tc7B
zftH#}^cq8WV~ixWD_&8X?ZTAAFc&++Lt5x#2Xr*<1JVpXekF}2i^%wtC}lnij*5@$
z)fq#lt9#rPB@rqn=Uv~Bb}hnF0PcZC4(+e3i{|n;rB)Oi+=heM+ZjDFo|nZ0A!3I0
zL%>3uNFB=?-Noq}zjc!YG8orF)7=WJx|%Ej<ALDoFP$3)qp=_WFa^jw>{DoDS&4%A
z0|-2fV^Z8f3_^lA`ZdQQBv3jmIVl2c#aylYt<{@F>i!|QSkVmxXdL>u-bC;=x8toR
zVLRHXU{q!84k7*uvXch!2`5(d%TNjU&c7+7%g|E-_7;ZR%SJ@v^??Uyaa~*@!s0ff
z?9GOODY*VIe21?fA1#fDFWgHr4f)d?Mv7?-rV3?opH=&uYTO>8GA<e`3&kHi7!F7f
zBvKam9>7u^qbM3|59+A2WA*TDy@JX0Fp#`bFx-2hvN^$qv$QL?I^pXCGkq540*}Ok
z!p=z&R$sos0uDjn(NM>&!GeKT!$fAfls0!BXp?50%xf2RYRP}xBD~3T#fT`t0E&7<
zt#OJfJPtPzuvf5rvN?N%EIZB?FM;vEW2CR|4Z{B|tZ9L1zp}WEol@&oZ4_&m(J-@G
zd(2Ie^cuby*1nGi28>mqYk|R@0vg;&D*(9;u`S3B+x`j!%p?<Yi?MagfXYc7Uo7h+
zH^7DjD_T}sDI;+8J(#x3E%Jz;jodyRrw#$A3I!ORto?&jL^i~-32QE!RXk2A1}h10
z{b4uN1c0Im4T4^tG~79t;J$tsA=D=^+%p^}hnb{Vh`i$SH7tG+)*N^O+MMP4gMc$v
zN|9DgX^jh3bbbJ{gylixS1<p@5S3wVK^Blf&yx3|a5VrF%Cou+x(e30Jzn!X(l^7<
zERmq58p&wx;c?_>Mu7_lHc)*HA3!b{HtiaAAvOywrA_vD6O+VX$4_FwQI}JtLPuRT
z&~vi_o(jJ%_UKUDEt)1D#a)!eMT#|YXqEvz8RvM+cNSeFD4u|%f7WxPk!fFR-4wzZ
zOmn8Yb*2P+-H^oIxI%a&SqwESS^F`ZwQd}lPil!+Dr}S!^SHIU5^ttORev|8k$e{r
z(n&HUZjH9SBHHlW-18&>tyLjzn<2QrbqU#6bm*Hq8tGu{q6GIy?gm(VJxkv8LPqcE
zru?6IuGDs)+%w=YFc>T84I(jr@;iF9Hl9L@=w{Vc)CZ5U(b8A|1O&)^YkzfB#8wkF
zVGoY^O$}1gr9I=hXPHz;fLFZkXY+PogXp9AAkC$~_MAIegoM*&=gUE{sI}{&v!=jJ
zd8X!Ea;p3E9vjKnAthH`F<Hs<l2Y9iMPWFyr6%*jAu+1_gwys}9|rYsY-oTOfZwPB
z+SS=Nb<<LTqI0r?kQg!qeR7!RJ@Gad^cIOW7qn-b8)y}_7hGg(Egd1<$(9S#hO6%A
zp7jWy((yx9j4J4l@!>ZB_^yy&thakE)ZXcD&hWnFknOnqB!%1n;lg{{fCSeDT!IL!
zrTPL05$A9Sh2u{<ph7qjXH=o(l4n4n8s*)fB8w*zHU#@F^x<v7izuSbsV+i@%xf!#
zB1;PTL5K`l!CS1$>W0C4MfTH~Q=8ASsDD^U=-$i_KSY*l<@_`&CKALr`zYoKkgX}q
zSH-kw3LeQw2vui?2UBA8WVv+y1p7RHM0bFZ63uCRbwiL=CaM(n`f0L4)-K2p*l1c=
zo(D{5OlO16H$YKyx&ppWXH<%4y?Y7~s}^E$_trKmEs-XgMq08rz$xvr)aAWp4UI(z
z-lWY4+dcf*6Kr^;kAhdJrN6i|Dr8|5L%-|mjI8gHseq+;=R54S8cGR?55Rnru5rgv
zf~VFi`B~AtQwOKcZF7u6-7#HcrN)c6HW;c({QRSFM-rb^?Ji4%UhQ7o5rkSNb@&s3
z>i0!NeO(6qEZr~CZs}2<iiCp7HzB=rutFrAkqLBcn^Y6>RqT1$F8()h7AFjz3R+l2
zmVoPF+6AYlClR2h60<OwpxGmmxJ8}%98!QmzUCA$L^`htF2^RKMS_n}<)RX-#Nts;
zwD_jv{GOw-(zUxTJ;%jDxRoLc=GB)H$bB<LCce*YlH>-tB?Q%;8Gi^>+P4|21Rq+{
zp}k$zU;kXP%$Sw^>MYOJPId^rONg{Zn5BbyZL@ZWoi6u#?C*^qBO|X2!CD$}c1*bv
zKQm!OOo-<USv%ld;!$z)x0Gk4CbRcgH_~@i3udE@G;lqHxIbsI)*J^+<7_y~@8h;F
zjIgB}9&@W&2Bo&tXk&_vzIsA8YncmE)r9GaL)Ipvy!N+*hc(s?)ZAZIRWp8XY4mSq
zDPkJDi71VAui@|)C!PchK}Vk4j1g-46A!vTfY-A$LOV)?v;(MliR4ND+r5g#30ISZ
zZ!3t#N~qhPhG-5qUR1TMl`!h>65>T;&eY>Y3p;>+m;e642hyB;KEg9mOxi;=Nf_;h
z)>HxAfY<E27Ds#H^u*M3M!SusIhOpprDF5KYSOn`=epvnFM?(j$Vf5bXE{Y2Tkdj(
zTj8NHR!7V3<K+rFWEAJ3RD`HBh)ZQ=_DJJ0xuJG>Uxum#f`ejdTjNZVUPjfUuYDR1
z2=#&<W@2F4v=dTD7Msc>UO6pN7-GFakf35z33R4-ay#+Xd9}7y8Ff9}oLe&CmVzxs
zu8~)=u?Sm&Y@&|7K*j#HfNjgPx*R(ivXw(>%dl!G!VBXX^QmuKufGEGJQ?i;^Ni<5
zhj}UD1RkWDw6il{utNZ6RZqR&W>Akj_xD&?f}dV6FLsOeJ_GE%mnyV2;1RLv?IMDj
z<REt8#g}ESw{|78)|Na@!R4VktI8mQH3zOWqIY$~#j22?Jp*9Jyq$!^+Tk+uw^=!0
zMBC$H9G;atS!;sPOF>O(xfQHqzr>v12PAf>IVwd9>$l2YIK?(EmV~@-#+cG?%&nmm
zr=0O+V@++~JX@N{p8V&q9xZW4VqrqvvViTOj&hnRNvVYk*kiti&d}4)OYWp4{7ObA
z=~cwU5+K2DOjU2kfdHc1Xt@*Scv&pJqt~J!E}{w}XGW1KFSsjf)M$~QcdEn~pbmLh
z0D(iX`N>1Ct$(?m9>?IazI!<I&Q&iB(H&Dduv9#uW=-z5OKNSh)g6%l2mzG)+_WXI
zaPO<2n)K*()L5@JC$1iD;TmCV>@dC(uU~pl!5;~SKjn9DGz8I-oyNi+J@;49lBVvk
zvvnH0vC$-RotLe{1_v87`4Br1SwPQj89bcSapX{f$tJi@myw-IPO6aiL~UTW*SkTQ
znTm%sp-t@*0!1L=9+Vux1o&*TfXOh9OINNea!BpB8?U+4WQdB#Yiu`Yr*VW)&1hSh
zwbAotFgTiE|5?Om+8S4^1TJ~CX;qGy;Jt7<+P9ji+@!01mJwn8<1@TBbd(FO9G-oB
zR0g{xuZzI0^3Fu0%ja$5F&FAt=Ax41bscd5lIvz-8iQ|Rq$2mGi-WvmbHR}UTxnnD
z=Vp*Zk2+AC@Vywwtym!Dfx+J8k{Ch*S0G(Ji!U$D)y?@d-@UYhp!;RA1_^d!{5wYN
zhv%CFUUw*u@^k0>b-Mlp?D23yCXpEd?>>BGL>e<+LtqG1rM$HMt!K-&`Mlt-iFze|
zRIwn_FDTG1pFV>$2oy}*xyHyD#nh#d8k|rklrgVXkomk;#(Tg-EODoA2_m^}5c7i;
zdD@rD^WIP6!v4!{-TT@K=^QgrVM>bVV2tO!h4_?YS6f8({_~E^3$cLC*@&XBeMvJx
z6ejhUJui_^at9X+7`R*H<&t?U6$Fe{+@2f}GB#_Ps<h?8gjZw`=Xm3(T^XqA;Z=3|
zz#Q@34;8bd%Lc2cA3DbjV{G#+s!E4mF@5PS*W_IlIc9OX%w(uZXQGvpR@r|Hrz;U_
zWXBIpk77br0i9J>9SbDG;In3XSZ&2cOr{M?RdPYrym;JYnEvS^G39YGhxyu?n7UnK
z&qXcKKioxF6OyJJUqdf51K95O#HKPJPWe?HWjJj&ZC05`GeXiM_WX7@bOXMskiX6J
zjdN#IXCx#i3MzBl;PW^nb#z;17wAdjnzWvRn)5t`8AlmZ7eN@ZJ_R{VE)_L7OFG!4
zR;vckJ$48CavQ72m;~`@A|o+RRO1%2(8E*VAa0%Gp2#fi35NY-dvU-M4?9#o^a2?7
z^NaY0xH3=-^jXoEgmdw;^Ru!>d<DOGfmA+x`=bXD>Gdi<b4$(l-@k0&MsHTEA5JI*
zh@<Kn>T^T+pxGi(SG==g%N0rFSWW<+Xw6tO9}xV5EWXy(+%4Hcb{RkSBsbfD%hBb)
z`<A!5DGp4(&f#zSKvuq~Ukt@<A>u?>@cVrfUo-<T7_^R`;d?hDW7hmKc+(`%Rfdiq
zXxPjHfgk6DX7gl=+LI1pF%m4-KanQ@*(gkF1_uUeiWu`)2Cyp~!NE<w%!o3A+b)@*
z2v&#gm6O`2mKku467AwjqoXw5p^Qo6wkn)R8dLDxy53T*j{c>-hrv#TS4Q81i}hHR
zUcXIsg=TP!YnckR&24j%KN5%y{ERdEu4=?Jb_RW9u6h2Bki?nGVY_@UW)t;f<2U~{
z@p~m$&YsXhvOo#jk$x*pH_r5X`Eb5u5i$YiRG)E({YdXb*I3+-B!s77YBpA+%)No}
z$TzlKK|^Ez4OZ_VzaJ=Xkk~MAn_LSrw*V>ln(Ue_se~&Ro{~m+;8Ni~oN(!kN^hIp
zcskCL>~;=+MM=SD*<*DnC*Hev08)F`b+CBS#?J|Kj(0Z3k8*A-fCxuc<^jY-`jC-Q
z;=P=cduWv4J}%d}eF5+kF|jn=Wm>G%X_C}YKw=lvA!E4T92%%1!?T;=)%IC>b~{LV
z(;EZ&I2f`~OU`nHoB1bgKHZZHH#N5OtAGs*mryY=yv5O}>)Iin-CPvT#L!7}%Ih%v
ziK<jx+8DyEKTks&9pV`QA|CRy$)F#$F7NLX*Z(>ws)`_#iyqvV@!a%;WWN*9dl&!A
z70_3fN5+Jwy_QgN*g3vUBYUE%cSy-u_gikS<QoQ#4FSDH!n){BMLD`FWrFvI{ZWb?
z4K~Z^eOuF{(C<$0B2T95nPYTc=8h&0`e7a#%D|<m<;~zp%g{is)%(X*-1B<4kTg?I
zNS^}z)xF48om(#ro3q`QTX(6Dx)0b*J)C)2Tf4tM)17+7nou5NN2)^t=!u3iCPsg#
zYTJ#9q$68GgJ(|oB$r!Y8O7k=VoMKchq@P8t|tJG?VT$Rn5yef9OUL4Sq2f-fw-(=
z#!WZl`^R$B#^H{UA1;#|HmJF!E;0;UnsOsS+?b$o!repncbAsr^8Wl9)=1zas*$B^
z`!mZC>UFoP)!>C@Rs<TbyJ4Fb?6oj{$x;kg1#|wGChePSmEM|eHp2xw3O1l<n5m9A
zncZfZ(Z}cXZBdz6Y6{jU)lvgY1`RtMVP`y~Hedw2)8Yqykf!!cb)dbBWpIF?zbKjy
zZ=+?y5VP6Y_vWLb-j*IwI-;>{$a#w);AjLB<t^hlmTtD@HX}U5zd&NI^RU%dCJXkm
z<tNc*Sv0ymP!!O}(#CRBlT^60J#WSJUI@*EB0G-Z@7r#%IHo`)3!xDAJbmWvA;zyc
zwJ4vYs;!Y4nlC607H|r<%4T!_-F{0>pIBcg(2pl~hdBEIQWzYU^434FvkMNcx|ffo
z$YVu{hhI;!^mFYu8Nd6%LnJO1U#Z3ab!6C`s&;fb`jYJU`I$R-EZ?@Q_)OEy(@E+q
z81<T?LHw+Idf*jJ-6lJ{IC(AQXkVa*xOOlya(U%}A^9n|aJosm&Pd*+%u2d_#Qo6_
zi!L_WaD|d`?PR!QJ=5cu8Zw30Ka#9^wDZ7y`uba%N0;f)@|%%bkd#dv5)nm~<Pg%&
zhn($jqrcA1fQSr*R(!YsQRV}okoT_+3jdCQ<q5i*?orLetQGEmkNoyM!BoHOr*=n3
zwAwi6Iq4X0y?N`0>&yrFKf46~)Sv$&SHQ~7!1#|N{+TQI&w8x?#km3&S_T5f|1mZH
zS1bQFx%}Vzp#J;R|9`6R{~Of*fALrTZ8`rQfA~-J|6dlt|C@TNBi@b5%eID_@5t|f
zt5e?qLw=C^#Ma)>2Zrph?Wz?ih$I2WZ+y9w;@{)8+AT}hgz=bYe>PkvN;-B(zJ9$<
zT<Hg?6~*qMiQv>IuvZP02lx0qsKqI^ZS?Tl{WyJ`5ZJx`^!#{!4Crotzx%y1le@fU
zKz*C3;ux#EnbT=~uBl_~w9RF3bw?OJK0nJwFhJQ^xC5&TcS_bxQWW=m9hk-7r6@nm
z+u4sr5083|VP*M;L3@H|fV&FD5^nO9if7Ljxsb&OsT&;k$rN!BiWl*~CGN<e^Vx!O
zb=+=Dz0O5=7EC6H(ddJFo`CBT*83WxBkh`YS{faN3^?x{Jh!6a)F7JS@93MK>V-Bg
z#|bX&4PwX^o9{*q|Jcsp=l<=tvKXc%8)kIp<u&yeqZ$QmomEcJJe4{^?GREKK`c^9
zQI&ZtT8V5JXFr4So{d)jOV+T#B7=uU-?VTsMeAT-gw{<@51~t@loN(~67szoqyt&E
zdlCZcj^;3|u!r_BpHxy@+)V*%nHjAQE9>k4tq`m0m&N9UqP}Zj1b`zqL+l4HDgmTJ
zRPr?cjM1&0{kj`L5KP+y`OM=3;j}Uhi3f=I7q2DmFR$hGy|f21eJ!qTZ$%%3$KP+K
zNAk1!mfkP*RU3SVf1*qN_2CHbTjaMnxVr|=F0gKI0N#@!PWm+@u;0u5oB5kArp91E
z%=yFs{!!^j-#Niqw^n<ZeLQ#U^mh62t~|nSmx6wva%$=|>`~Z}A?BVuGsN}I&&x<&
z82=ZCygR&G40u1c`@3xLOCO*zC_L8zz+MS;Qs>Fd`E<SLV>`M^n)%Re27UOb;uM}3
z5cV^Y_FOa$Yr#5f%F_Il*HOL*KGq|#Q#8a(Jb6F)auIYMh~sxHs22xKspCmJ90`C+
zK9tqlw4cPQ2MODyS)_qDWQT|sH`NDT?k$urHI7CK@;HHVkdK>mB69?mFWoBv!{qwC
z@sBtC1ap!xJ41|-gc_zZ{4jE)CE`r;l!6Awa#o0p=uuO~ufS>4-1MeMp->|n?DSAU
zS|beP!ru@lZ$O(-y9pMj#QrOwY<CgVNGaG&tqeqgu$Q3MBF<1Wt5jE<UG0PlphfyR
z&SMhUc}dB;%N3S#^VPpQ8p--G4BCsIZ~ZY?>$y9$Hkec9W1vjH*Swu7B?o+d?p_)N
zKIWM6izwxDh(c5dyq76AfNobxI3HwMKKm)?Rp`gt$S5)Jq5=fMWjUtnD>b;@SQ#`w
zCV_ayOwno<bn^SQUYNRrU|BjP0aK@*tn>F;6r<rgXRc2r#Q<Dl28P=vAo65@3v5$U
zQZ2Mm)x{<urcU`t`sroy$$1VaNO<0a^i3H$*p)|fg2Bto$s||iwm?|HAiF&}v#-ej
z(xbI$S1sM&Y1U*Rihw~$2dYfS^{<L{R_br*-?5+!fGD>2tpz&KO9C+Q9R)1=5B(Fz
z9hNRqJ2>=<AHhh~ynT*iGD6Cb+Neiasg)fwTGOuKUyRloBZoj@iQtd#Z3WFux@*oz
znZ->gjK+8F1Az?}E$HkCPzJl<E>}7pUb(puOy%qx3E0ZsGl3QT)%xQ4a#sj8gDjAV
zndm^^RD!)5+tAVUXyVL5M>gGZ+tJH9qYO8?6!@vDEaZXt#m~uLSnfA5GvRf>z640$
zG6O+|!u!%;JQt~pJ46JfqR6BxjS;y(XG8_DROf2q#Ee5jo{J}9L)wEh2HSn8B4(i-
zvHPb^T`m@gyJ6~tV)2GU5Y=xpfn;rUj$syS;_ssiH5SDG1Wu{QBfn}=!IByA!HpX`
zZbnct31{b7E=oonW$0CS6p8bNE3%iyIo3@7+Qw+SQNy4+CV7&4r=XGdce2z1sGT#n
zeR`+KWy;t1#Gb8X@POsBP_b!p!{9N!JS9(0fx*oMhj<8&__Y8;FZoz1%=R*(QoS6@
z)T6xZ6hFiuS$c@}CdE{gPPxujAv{n@rzBrqM|XRyYhSdzSnB0o8@b?t(Ptd~JJjsS
zAlD70k)-2NkzCUOZFlEj)Mn<CRJ^vgdY2tHfWYY>^Om$Ew<vkR-l{si3%C_)n_BSK
z>4n3u!*a58Zr0{OreZJv?b|P@29g)jj3b%*E#xc^Rw+`qS-L_%HX%2~f`f4P)?4Uw
z&tG~PQw|^QEB8Fxj93}&TH5V}Ronrw8Uy?S(dMm>W7bTq&IQ_IY1l&F4a+j(4W7r<
zA{80@&h%W-$<DO|sq_<$p;;$pc~Md{r<!EIuPn+eq8_k^J#lYttkl2mBB8U0hJnBY
z3E1m}VU4+ic9c<d4_mRIwFDgfcxR|`Ho5A3ix$}-iVv;Os-k|OjslmO2mGSd>9f8!
zH5f@wAgl*`awHAdglrZ2sGF1A3iWbS8oNNqzM}-&QHY{BR~hi(Lr7z*iC`VmKfm=9
zgvV5;#Q8gI&6=)+24qLluwGCv3&C;q$;Dc9pE6m2!$m-L9q60OiONP?4tcIBT7S_P
zl>Mt{&fG4r%r_UTj)XY})_9ivV9IJ@^3J)G`IIOitt~fqTf+Q!2K)xr7cu^Ju$xLP
z40^S2Ahb~Yj*|w2b~=hbP|~SIiU)PXakH_wb&QW!9!xGkD#FSNHNFBg*h~{NTez_)
zA!g738|#@jmqHehrEAO)T(ALjWjiVti{6+X);C$m<&*9?QCPADd!RyJrCviiZ5lT>
zlK_i@4w@E2@C37r7MPLdJUWj>qX8oaQnL_xRcfm$6+@H2pLsWNy;&q|ujAWdrA*3f
zTr5H911u0DJD5%K%nlgBe$<)OM?l2{fL6_t0MBWV-7%vR1Vs8ydKp22HEL8WVm8`y
z(G_W|HH6>UR5)SlP!)OX=|#pPaq!WllFK)RKPw4Wk`c9;As;<!_=kca<I@0>_|8AG
zCuDOq?z6eP%@7yDXlJT@T4|PC5{!_nJ^-z>4UMhgz$CA)$C=1qmF=-_&ky>6rcZXv
zc@RE279jc&=>vfYcZlgdnL$+A@LN4Y+dwLNvAEV*2J0?LhhYk@Me-RLQJ`d9A7kHG
z(sSZwE>WsG?IK~;Z$?5^Ha5;NX^^L62r9n>T_#JU3WlGTt+-w@Lgx69z8nrc>aprl
zd;aNjvna@4E36n93N$6W3PlI81GB-|N&*b_%B?))@5clnO6YiDgiAqW%{%gAK{jCt
z0U7T=uDk@>B*y#wWETQs>WR0HSg{_C7+XA&G*nJ_LKuNi8X@f({7+zK@4;%5l?sL|
zct?h{zcdZPh860@<ch>41}2!!P%#aLl3T5b$ep~3$F1P0+2bt>g0unO?^{`*a*w`=
z#lF)T<gH~ACnOmno)iW0r#9N>M<&r&d9urRjQuFVuatsm)p@2T%k2AT)0gh^Cqtk>
zg@ThtRofwj8yZ%M&~*_`uCLI)4GM!XalQP4=Po-|Yr~c3DkR83PVkp_c6}IX>uI3$
zEk0@q<Wg#B;hOS8uM{IdGMpfaUpo|LJ`9c9FW{`fIH!O6b?EduVgiq1Lkkrx^5Ma7
z83}%|AM!F*9c>5k?D<Tep($$@zDaxZ2gpgjKOxBD6hOGt%H%kg2x>6RrO~t`cpH#C
zr9&l5nC(Z9prABxh;OeEbegb4A&w;(H(P%j<5GJ~INF^fyVsY);JUq~^YdK9eH+Y%
zoU_SAhM7RLJ6kP9a>`_}qciMjKhH7)I9suC0KIE*IK&g@U=Eq3yFm(TF%B;#yyB0=
z?^k?XB{3VQW@Y1&G|wc}8e%aq7i%imHpCyGMjA>+{kgCs$WStdSk8EAItw%rV?x3l
ze&@OLwHoz6VWqzSb}S<MT9n4f5R!8Z**P4tR`eiBipl`*qf|<roHTkCRp*?6n-E1S
zsKq)buS&#NLD#=e#3Cgw?={&Ib6HA)@{$w1_K)@HU7gJmOzW>}3BMvG<+*K?P~DYf
zD6{@*q9`5DeMcJk&<=ZYp)ZRd>#KV3&3qFx`%_haIc1?z+0j(qvJBJ&?o=_3mfyUY
zziffp3;W}#P%MX6J<Mhq769;ecluG){QVpE7L|%e2TaF)J1s2?LH<JJ&cYCV@j>%4
z5yN<1Zb+K@y%Oh_jstRGcWHs0xfoy|G^;EG&&upv7y>HWt1+|`va8-@t_RyMYUfkD
zAzR*iXpW_59d*}G4$y~33gj&1Yn0tWXQ;_6U3PPjza1B3^<*DHo+UcXRW3^EqS$kP
zwrH9I3PH_!R?o`;n|o_rmnyh&)mH##ZR;5=Ql?xsI1~8c-Gzl=k*6Pgu4xO;Y}fq<
zrbM|PRE=^wu9=$Kq^yD7lq6vZ1Z#O?<P@LiXcLIb>zpr0dMjnl?JNRwvbjuh>mGK~
zZ1>QI0-K?K!X`q1#KEW^xgXba?1MFpfLk~BD7cpZy--sd2}W<lOxZf9^x%O7Sph`Q
z*kd_=(*-g4p@7+n*o_s-muQnPP{;Dt4IqRmk(O{rJ1O9@2o7=sYj6>W+I>OtULwhu
z)!0$83^c<P#n7#)>gXq?O0~&71>W~!FDRXWGO)iO^Kqx8{+9b@6EbgyAYNW3N9pzy
zOhd5KX;TU~OPhLg(V`*zJv7gEHRMz=6gUfu7^MhsO8qOaRes~P)1pC&m?U7Qi@k60
zp$+!TFHB^f>L-HmJ@a#o=!fizo*|+asDf^z^)u+q2$B$mV7oR=A)VKYOv5hyFQd4e
zM&q=Lvmm>XC(1sVHn|zd$<7Mk1v@GIWkc}Q2=Rty=M$l^tDJ1E<AkdB{5&KGP&|vs
zr)G?1-(t?B=GT*kqe0;NyqtY1sYM{}2XKj-K^CZ#y78YwCGz@}jo)rlvQv3%gfvwH
zGhq&v1?SrK+G&+~vD#34I{<8P5?Ka$^3ICB@4N=`mKRkGH3mE*9PJB})G8cpTeEP%
zYlChMjs3h@-lFxX*ZZ`PD(i)6&2ybvK&G<Lo#3K7*uHDGqo7oM%SLykDv7A=W*egO
zW-*Z-ev#duC^NiV*2L^n&l#iFY=W)UH4#HgnjRb}Fn2<d6UFx%DjxX(%Ppc@r(=76
zX%ay4a-#KgZ8CrRyAPpm?d}d+$R9Jw)eVM8>2V?IayQ}n|FAn>)ZI3XIn-(>QFF_3
zQEcsXndUVDZ2ZaZ=t#2x_(-`ud_^c;uMJ$U3(k;l8juA~vA5EHgsvGzpOD(VeQi3y
zFjg+*ZYa!YIiZRmO3Cb|@ru7tqCftM*6|vt>_lbT=$>_~tgpL`gwOy?iD77K{y(UD
zryxzEv|Tf8R@%1BFKxThwr$(aO4~LoRcX7@wrx&!|9^M%#7xYdgS~geK3zv|JQ44~
zTGw;m*Zoxq2lVsP@#G|QR}lxzM1_$NVhQ`&vuUQxL`H?Zc%^zJnMM2kqARYjI_;eA
zYHZ=@`o;w(LPO!5M`ms7J!`-!elwI(?S<^nW8H<dWrjb7&S=c)!a^uZWqc#!uBrAZ
z-7~zej27DEpN%b6u?W+^ZnvPQ4CT$xd#b-Z=44c74W8r2tRXa3bInbgqyqAx1mhmM
z7Xm(0Bn=3`WFhl5=CY7YD}E&AJTyY<W>yW7H(?dFa5&u-@}gx$5SzUWv@A14{=Uw}
z5bHAI)>M5c?*-e#v!$wUHomhuyuw(47^<++pq&#eM;>HXe2n#DL%xVQok|>J=65h1
zFh}sEFor`1T>#WS+n&JMfy>`(P|Vo5N3!0V^fD*$k4%ewH4TqwURu;p2g%7hF?6Ux
z3bW3h`nFex_^;MsAT8+hb~d9we>1q^<q4|Ng5KR8SsS3Og~cxZfLV<0(Ds|=IinaM
zI1&vTsgPNn*MRP^WTq#o4E`pIR|qy5V=UgdSX6JrZixqLIPjJ`b$8V?7F>hp=a6C*
zkY4Q9BMV3$?m6`W7;l;eP!~$yl6fx&8fEC(U)wg}s@{4VFWRpAG%TmqzDB>Vn)8Pb
zwj*<!kuh)u9ZhMDct^LlOL&J~PJRVSr(YFsj;h$M3<>6P@VuyC9d9;>y5wd6$<ah{
z!_Z0{_}_Y-_Z9ibJa$5Ri~Abg7QwhW{2q?g2~DGDCi$Z@F=yNOm_Dcr@KjqZV@o6j
z9qpTR#jDOuL4*8>RPUN`M0Z<RlaF^>DG6Zk-i~vS(L+kcDilkY`fWMB?(wzi?<mit
zu@l+75YB|}rmEnH*xOyu8Xz%yWzpya)x4bun(YeAm;1yacW5jD+)^6@wB&77Dzgk)
zSKCv8=}!A1{Xq|ksM}+&Pq*}@w`H_F9=-h+FcyRJOnxs7%JAZfEg$<(0HnR~C)VPy
znZqO_)mDYCdUz$r)9e@ZQx$3&kCDV;_FV84TBGhOd5t)|Rk1n9meHb<R9O64E1t*X
z&N<YDU#;wL-d3x|-uIFNNGo=vgZMhPOvkTL9x`<v`1nw0BYbzrZn-Gk^;p=OQSEs0
zUOe=T?Hpc|DvTO94z)OZ?~^*n`<GzM7a8!=sZiZZie@%YX{2U35?Kq>oc85a?wdT&
zAn`(*(8yYDM*K#}+3@DWM~tzA;yG>otK?}-3)`TTpE1dO#W_fQS1B~&q_#ZaUS?MU
zpF)6!DqIVv;hJGZjM(#nwx++?5Udz@5h$BVPS$;&LX-8-&UT~q@YdoeYE)e4`VKz@
zW|7esBKO$+EB_YKBkDQK{!XN_#8E?;#tRXJk%pN_Z25h$@gpzhu=N6mgx^wvf}8zQ
z5xG@ldG<WptY`Pdvp0}Ov$1hToTguQKF!)dT`T_W%)1zos#$cG3bdgzB(DWm(msj!
za;bgPT>PnFQwA6=W><5S<8jIf8V{zhs+A~9d&I@MeUiNZX351yFS%I^qH|vKK+`BS
zt>-9|bu94cf<}j4hJq8?l&usc!<eh*_!ojZrNC46%dngyC!t>BD&{x^@86-td2`Ea
zpE1on*XK|8{aNy8CS#oqVtH|u(rO6=BiKXb?$j1jIO1%o&CrL=t6~RUOM|7ZV(<$_
zs#F^(l-`*XC<?DY8>(%BoUpj`ANGfZAUN))3-I&xv6+E-jPrt}Lm_p$e|2Y3fwd8_
zS3~U0OXWqQHoMZU7H{-ld@K(rdaOC)+bf5~qdah6>=<4~TbpB}GHG-Q7+A$51lqf{
zRr<nVy@L=dtIbOh$#~U?M(cWx6#6EiAIMtA(}ThHm!?Ur1D3cG?GY!uNq2A<wc<!S
zu^Y+m6fj>7P@prj)?Em9W*NWDkv|bhtqr=YV%m?0+q&~d$02{TG>;j&jNa;(tjuC3
zHx*}RmK%7gUs8Sjf$CgNY2EMuOvFLR@NxhBwjWwO>BJnFF_G%IcVs;3Um%a#3@vkN
z*&tr(JK?$k#Ls}X4d)mC!c_;HrJ)Aawj4&Bzq%veQ;>7Gsy`hu)tpvSq3R*oTKe=i
zM(Wx_1pLws`mv(h)9_0z?{Z~jQ57}9RqLHM{|WPb(xcn>nq>ef`M%hy@{e62k!XTA
z`fA8f{Zjv!(C-@8Y3CUn_**BsQk8V$-&=0(=^w(}fbGBiBb~T93a&A9rs4_E?gYWI
z95_2R*Y!8l>9v3Onf(!~#ZSYS<(Wp$&6B;&XPqZ5pQuI%!G4h4mXo+!q+Q+^#b=eN
zerL5&0>*(2xu|q>FUPoyOi*6$Wta*~%tDCg=afyU8Gr;TEbJ!};R9Aa-52_2$97Ci
zgwB!BBzXrAnvx!7QYN;9>&rYs)yw0Xlu5Akm4x-2k`JukjBAyLbbNEa0;la<rRV5|
z#iaXrkt1icDF=u-#PY$O#nXj_mRcig?T~T@o$)b=V~eU}lBQn9+O_rtQLYsz$C0ZU
zqyJVF5gvQJXvcC$O|L}0Izy?e&h~$S!Z<Q?{=Yzpe?=7j5nbS9WBwPE;QT+wFwgm)
z?Lhw%;l=+R!~8!7{hwt=od21`_!qqRFT(Nv4_-*u-gP*5eZYJL6kby$_6};G9+&(E
zA(#=J4Vk79bx<Ze`GVvYb{xp3RYWJ#(<YSc#?@*m-|5uD{qT8yTHAuG7Q=g=jAHz6
zy}X;3lUkghOsk*w*5}@1Pf+KM-`CC3n%?E^<I-1uuB_5<F4dK-S_l(ZiZ45O6#rYq
zS*AsnjK&riKev~cvQ&(cq~>O?D#5p1emWbrwP)koE}x;&e$S)LT*%a*-7qA!y%UJt
zrPLarlVGps@|M+O3=kmH(GIJ5R<z=%wd%rYc50LA;Lv&QG<iPmyW-dzl1zs6NNqCo
z<(UESpNzpRU7bq>0%|$!=(ilx7`!(>y};$I23Ce&rjb|Y54Vp@b!DRefW1O=&OYa^
z?L|SBvHvP>8w6rz)h@L=A>66e`vwk`jIcUXokBmu4<Rn|K=)8V{ZjU$Z`oxF>#`I#
z$vLQpDD9F6Oc+BHkNYMloefM;JK{McXnqvV0L;X`0Sd!6K=J6p5@w@@7$OA+z~fu!
zzlOhq^t)5oA@H#wq;aR+(=okn!=^&*bk5EJc|lQa7_Z0Z(Dr_e*An?-w?jYMc^d%o
z#G!zCJqD89fbMF0;Qd}a=Iub(AJ5F5r?<9Ye|&ZINP1TXGqU%vU-vK&HBnxLjMeh*
z<o4$tK7n>31AqD?Gf4kLPf_+@xcPmLeMPs@_XPYoeZ)ckq2PV=WDk0>^>wz?1ON3}
z2|B+SI|u4l*a4527MtdUkShmFHvooh4xS5RPc9swzK$ie;BYKRAcjr8U5xb?CRJt;
z?D-dF@d83Op%{Et;H$ZpuwaaVlG?~nXuQbNlirsToUyS9mT6jwEQmMKPFsuk#a5_1
zQ1>9}jW?<s71?sa&uz6a=#;-S@vu_*P2lFRe%s^X2{Z<Z2Bqw-3E9QEP^1y>c;Jnl
zKOZ@*#z&*|dEKrV0s{brtIB0S2|%v5Nsf~r0XJ#-@?x#fc?S+4GQhYIAk8^qh|b+m
zwvdlX=}4OPBsxtM&6HhonwWp#=UX&>lhaMG-fc^OW2geoXymaud%lJS<4`pI9Qc4Q
zhS1XWGR)~OxfWFgjc6WghLO3)MW&<Ux4>Grf#wU1dE<vB(q;;8-N1~S;;n+|_o&M6
zOf8?59>T2<eXcZ^Z0i}VuycG143Q_$FPHLt(k-lv-ko-+9W<ipf8NlkP=dsLEy(-w
zr&XcJAX_`07I?Xst?orxJo{_nd9e6BHEumHQ<l-`cm$-v-ZbU<pI4qbo*ax3v>15T
z-o2GSE>p*Fdeg4!PuF4J#`Q$`@a|Pn`z16|UmP2dHIL~tII6K+*CL-x!e^tLz}<P6
zHG^+~Pn|xr9Za1Lj*ywLf%*hAt{NZl_i5PdeKj?%68A!zrR1SIrgTm7RN8dB6P}r|
z+~(P&o&c2;D*_UP@UHs+4F<2bUHw?uD#g0MmhA<)Z!`Ji#;!q<8<nGF{?RhA#^GGO
zg^op8_-x!0-z}&2VuGxlTMgPe*pcZh`udP(eUVn)hcLNBc9Q+?Wb-ytbD`WR7>(Mp
z%Y~&o=|{+E(cUcc>juAyTMAv85@=+@hO7bCownx)TvB*T+G4Smp)0}3YJ8SljCj>1
z3srB+M^n>?PVqc@I4ARK7<qUs9rJvvUbHQ4vy&2xG)-HNvj$s(UO;Ap`~hwjZnVO`
z^wH4M&Gib1xJGb6Bo7zXGW<~y3?$gX#1Io^uZP3LK-2}cqCrG@Na-{D^W-G2awDVe
z%~t4!{m2Lig7Hk#_fj<;{ie89xFZOlr%)ihi8vT-kzQ(e>j!^mXzL9PpwH6L{n$%w
zpu^|&I<%KbhwUaH`sq4CfZdHYl$+&({#>p=2-y-&2%%fIl2v<VN@lMhcA+;awawql
z4+*mat(MVxWl2r3i$>8!d@hh|k{)CD!mQ`p@Pr0gw{W;*9|(Fo`Iohbpwdq6z(q`c
z)W3M+(1h;&262tU=Q*1%GaIe@_~)Fui%(UDS3+7D3f@n%kE;D`YD==02JgvlUHn80
zzF`Su@H?vaM1e>yJU^^;pOq}NR_T*5#dX+e;X32(fJ#Cf^z~984a?9&GFBuVH%&L=
zf?lk98oDH4(D%7H9wjkXUNgM(OT)w!8hA@>va54hYC^@q9IPiZ!hae6yS)s!9otE_
zR|Eo2%Pa&?lrRy<5LlLl^qGz?a#&SCJ-Mq&LrtSVm0sH?q6Ak^5#f{}MrH)dszmp^
z`<r+rP?66v+|t!7*Wv5bOa1)LC;;&npN1_H%*K0;1?d3Fm}*E|NN5E*3~on25CwWh
z8^b1r9II(lCeg{==z^p)R6nT5jGs0$TmNUG_UWUqFHe&6Bw?;xG5a5$T&XVnM%pA#
zHcKb+6wY=QT>6Lwb{Y<p^4x4_m3R`J;G0#j3XmKJOhk^G%@lzc3q3;%ipAeeawR@)
zWq;=L5G{xm2bI?g%yk-yxzTIWj#U1lTxno9O=rBZc66p<qN`TKxL}g@nCyr;80oja
zy!>d+oi-}lf5$atE+n78?(!dwMlWOnJ|F%|YuXf4cZ&8pf*Jp`{Ja#pLVy7aysTi3
z42<AY%?Qg<pes%WBQ>2zr!H;#0M(eby9U?H?6|Phd?_IiagT{-*N>;=)}}62ZVYlu
zm?A^WpKcHDOT<`pL_tQLR@O+W<@~1&Cp1xg!(pXkw6HQl5H(xm)q14HOgt!lk&nwF
zJ!R1fCmT;_`!*oM#WXI}y2&BzcW_ns>Y*pm%%Z?P9!^*dI*1M3v!6kzXBSw@+6rrc
zRG;Azf<KbC>tX`AeM#^Ztp@(}Y6w2O8t}U5VJ=zZ=~C2_R;b%EdX&QNe*VB((T*aY
zpuWYHLN!~aRRr}Uo2#|5kafTNg#ja%bjoH$nTy*ZX$uc8oa~&Y%)}G!Ff+v4=;j3g
zuXt&6B5cFF3j%QR@C0^d09u-RFWb8dQn*}$1}wz)Oe)FWDSKws|L8e&n#0dnKEPZm
z)JfRa&uxO~I;*Uv>?*a@%)7x}Y=?9p!Cu(xuOd8qJEE^$<Lv~yGr}9&AgcS|s@o`y
zEP=Gdf%aN3sxNPVzP@qJhz*2aC3`Atj~BjL5<gJ0$>`A4#y8E)J2vA_0qC%fXNXLS
zvx{T)FuN1K-jtcEM;UaJy)nY#4snn5lQw?hfo15_kOv@0(mnNLfY^7&iG%VOXoQmX
z29UUPf(yv&n<jAc4E$N3|2z9~)=~0#-Y(6CegBaabwGoo^a8VhMC^^@e64TNiLFPN
zk$7fKM{iCcYtX3Of)j8ql_1MwdSY`}p9Y!BJigDJJmG)^6@^j{lHAR|9d{sZz_<K%
zkK@Fk{HfC*eX~a7gPKIke<d|g+<gm>f!?^aqiWCL8|(R+sPzC=QcU=>U(hOJkQ?)+
zO=|6}A<~XQ3W}^qzn&#Q<iS5GVAMaQCJ{R0hhcso4(^eV7~~(M+P~?_I6+7<%95!{
z&uN1ajzkV|8wLH<2=!5fE4vEQO{v8Mybcv!WlmvOzTj^-r_^#z!IC?j-xd{-EkgT(
zPb_@kt}{H*7teK@)0QHIkq{*GDSg4g?68HwqM}#6OT-uYE>!xkn{mI&@<(pcBSE%U
z%5Uf6yB{+N7nJjw<<P~_z09Gfj|nXU?U=$M2*Qx{Ci+K-$&W=91KF~fGs?IIDX#Pr
zfMOV<O#wl+#3B0a1twdGn=lso7d^>A10~|K&I8e52RT&pdyEUEdL$>a#1@wit%y#u
z96t_aCP^bb)zzEm3RqYK_?|Jl(=b&3^A`B~0fbIBOD4on(ts;%qYMnP#mF)}j!QyM
zul(Rj)_e(iS*;_U_qIqEq9=n=M4Rb*XGiYJA0?1KbR#1Czfn9;bns0QEH)s#>*Sim
z6x)s%4%Nck`>kt$;_shymlb_%`*@K2RQzf6i!Xf949e~JtG4`z9SEV55~|-`5QUv)
zhRi<-&o(FhwxL$Yzf_gPTv9?Ryi=)kxX-{+S$89G+F1sOD2AdDmXC^O{d65BYK|*=
znPJq8^VXDo&^ivMG-|nS(wH+dog9yZ{v!7NM)X({Zm}!I9mP#Ju2vw{r0evVR?$U@
z^HIBlH%ko@oHw_SsgAPV>CG$8s6!WjuBbs=tif+>TC95@l?O^H9JZP`4H%Gi7YbyB
zk}2UIM446)iRkFy^)^i}Ab>>om$j((FtDw@d||0j92x>_hPQH-bL0{^6mUymVPtc;
zBDq){0%-PAYLst_Ux=isSB9o?+mNc?2eTZ44{sQ40<u_Evmb_c@scT@!`CW$F<jDJ
ztHoa=4-<*mgFxpy1M6911?rj5Ud)WEP9@B(=@0KDF4Ou9PJ#wcJS;g_4-JrAQ+?;m
zubVY}pfMDNgHq`RjdRZC-{%#>qLnvD=qu12Mj^?ePNTJ4&F|RPP*6b|V>HkV*iW-C
z;wR)tyftcboi(Q35~77dsmOESyf~phQs}R({nt5jZtSD;PFrx%32vS60=W)evRpSp
zq~j5H>x~>8c)O`Beq(pMgj(T+$}6FrHG5VvJKfG?LJXt#smjDvEpRsQH!VW8g7U~Q
z<!Lr{OYU?iZA=wt`2$SW?3MCe4in0u2uz2I%F9KgQ#&5H_7e6TfB#mq-dORh(Vkn>
zQ*O7Ov$>F1$Der-&<OQxWOX2nnUG6tE)PqnDX{)FB;$&82xXTpL_c(|VuJ->hjpKi
z46Xt%QkblSi?v>BXsG$B%t^QVD!d*8FJ|KvqwjVS9d(#4C%f*jpR4+939E)^*xQEF
zVWlD<Pkj`5xczLo`Q<uyLFX1}zsLh^8s4xpJdB&5Ut*Who3W30k`kJw(}gk}%#Pf(
z#-Jz{%>IX$sAX&rrZ38x(V8b_(IW<asuxtLV~UcIq!ZeF9tw6AD%grbZq{S%RN(SS
zGDxN+2I(eoe(t;cGTdoKz26qpM<$CXuYZ2dtM@V7;gWbY$aVU2Dn?iq=nWi;VrZvG
z_hN8dh%|&ZKwP6#c)oyAY!%9;Vqh!&yS6-y#$}TkXJoo7=VYeZ>rfhO7-N>HLdPA0
zmq05!?qe$Vt~c73BbN{EyykoYho80tWS%&uCA)P!_grODpXH5ixrT`{8rGgXw;@kO
ztzDqiNO3f5!xp>;G<*Mi*%m)QaP8tkg_ecU^>KV!d3>{t8b6gNp2218aGrT>?Ra6g
zog_K0doD=dr$Dyus2zxZ!}Fs^opJD!A{AC;b2+a`xOM{`l5xb`@&G|xqn_)>iDbxu
zag{_jd65dI@SI><gD2E08xh$>S<;e}%nAg)msqlyS{XC9j1B-3?{P&T`oh6Stb*w3
zNvXBTJXDr6OBxk<AseI*_lP{$Y1g%Q<5gqB1>oDxXC>IP*zsyiY&BGSPebw(!MMRy
zL>)#gN8dMH&scoY&_B+MEH(gwNcApe%*rHJcDkV)8S!OBRFnrn$}&4*#mgEzHs28D
zJ`iXesG1QG*|o^_ptB#p4(OK)_+mGak65~ckedx;H*4(<WAwI2sD=DyERl+QVWbVP
zjsMSB#B-2LgrS_lV{e$2Z|wq#9fkU<2|4~Rc<SRiO=7=<h-seN4!a>2rW@JqRC3=(
z@^XXYZUX7Z9g(uc)|UbW6Q`@v+hMSKQxK2gy3{NOlwOulz(KTLz(%5^Ey$L^k`uSx
zknPibKUY{QN!wRvs19Z9360zU=8jlI7>HYNO@CcbAvs=9%RGXlLWBdDFix-BcurSb
zNiUwT`He`%wJYW$Yw;fVSia1Od4H!P?X|`<73hWcB|YB=*r1kWCB!de-z=RriQYPK
zR}+R3o@SWt#I;z==?<pnXb6Q3PnW#;qb%f8+Jed6CqPy4!py3DiH4210T_o=W$HEt
zZ8fU{wHeOkCo!3<*Ghoz68*1H`rnvSLAZ#*8AHa%c|SYwOkCAap7Bc&mW=w`M6nc&
za1#@yWzFMgu6Sj#{4c7dl1F#efW$=AWB4y7b`R7Ne%6Vepji-W`nf#6QV9^{@o0g%
zv(63Nk7M6g)EnXfevPdplak6<M?;;C{oua7DB=9bljZN>qc~ep8swTBl}3|wnA%Hv
zaQF(v1xm>kUtNJ8iw5u+3R#seLB`odZ%C3k4_PCkIUm01N9fdpvW-2RLZ<wXZF+&l
zk}2rnEM~nY7h?``Ap=WH9Eo@PCez~Qi5GF!w}sHeEGD|lLPfG^duS`XLc#tJI~NvB
zR3sufNX1DTn3ncF9U3%PC`wE7;z2de$3!FSKHP>}=l*?31vX`IlY70uQ6sWmGx%<8
ztj~^)dOR05NsBl11{k@YD)_h#E7u0OE%?vNNOpso_qJ-}4**C!HCBo^*+g5T+r5`X
z<_LMo>rGjCfNf@j>pf|(M*A&7o!9I7L|mU{`nw)H$5CmerhJKg)FShzHN*qmDI|e?
zZ4EbqbffkQ^3b4>S>@vl!>7@v>#ym-Y;$-}t_T()XNAhkaWb$W3JgppJWu-oMOg84
zENR?&Ej%P#^JhN(t<xN{Wa{GaIEo>I?z{R0aMmd0@`D5r5k1{vgXq3E-5q%1r`b3S
z+yptxyOO*xminrqetFCJgewg-h(nzbU(@<YGrk-dSA(r=__4_5`m`gSA?WALmo&1q
zX82=EAKNI(DjK%fpdD-j^)_M(P1qx!o+8~P($$DXp+M~1$~lz&RNZ{`X8fVidIwX<
zNqgBpV*^$}Ub%OU--+DAS9a*R`3}%Cu3?caH`zHz{~=D;eDEFZ%-Yyvr)IiS5FEcO
z7M`Q5*fqYj%b_mMjB_?Kmu2My1iTmh5Gepbyea#4mP^o(PNYW$rO?i{w~vqYO|LM5
z<=V#pf4)Cc-}TIZ=+t;@CR;!j`p4>N%2?~Zc!u-obPUqWc4{pk>{!6INH(8e<>`>A
zj)4#=6LO7IBJOr_B}-%dCwb(#<z`}wMbcjMVRrV#&UdQ9Fis&7yO>*#gEn8oQVT+`
z*d~1m6||_#=1xb>TpNo3y)1df9po0=;m6d+z>S7HAnWXeMUD3sb2mwGIfOb3l}0|(
zI7*EO9yWMBJ+#3*xXiN~o#fy{yN!C+=`lH62bN;)J4FD68mM<gaEYziq+r-jEZ~K!
zd5>FxC?OOlozeL_cyWq?on@;gVv!;TYaQ>Lazc-CbtGjK(EDNHO+0jX_*z9L!fl>V
zcV*YeRA1X82tut;H~Vu=&C~AzxMF=XUhoQ4Y;mIw`iMWBm7HA8JY{>$O;j_)Ak%!q
z+6i^{h0*NF*o*xJ?;^H5h_P@tQW<VRdO0y7XR*_Jmsogp?L@+iHe-ek=W=iohbvH{
z-{AVX!GS-$<`2P%prAibx}840ceJH|Nya4C^paODp1^eQ3~a_ncxvbi3$}3v!8$ib
zl~0c{1dH5f%Zeh=PofPnK5)&s`EP%GQ(D!RRPLJFi6sH#3Y@k!TCN<}?~e!7q1dB@
zO%Gw~WU?6TSPc!wsIlYmXZAz+Stm)J0dyS698?qkBgpebO6is06|>01U!lUOde<MS
z1d^}jhLwXR_)wzeQ>cbHn1u>p?|0eleRkk_b_h6Zg?tbLL_H=OVQbO!k3Xkoh8+`c
zIF%P2MQEy~k2O<@o?e<qqspp$pPSBZ(^7Z7fV&57{^?I}a&|N^u=zJ!_*dfLpM6Q3
z|28ae{;Nmne{m9m=^sgme?Ra4<5k_1j`1I7|5jlC*V+F^VuI^G3x@tDLWlo7LhyeM
z`ahuq*M9~;{u?@Q{d*b=|HHl{z<A98r>&RY;7h>mv4x~SAv$owD7^r%2AD?HTL$4V
zG-J{iq>xmy$lK~|v$flU^UuPLshgXi-Aq);uW#xw{9n|e{~y!=UoA=z`sw+w3O^_f
z|I6L)A7x39FTG!%H%r5MIlDLC)M1>we9vU;cbKXHoM7>IiT+JPoVy=OOj7w1$Dg<<
zzHZ54@gtk=u7E;5-l89lDvNxdk9A^kmP!vZwe}<b$V`l2;{=3(0<n2xjv-_9L4A33
z{z@Xh60>vZl;;Df<I=h0@!;X++R>S7ybD-@{F93K{>o^ZB?1troNz0u74|)};#1mw
zZN?p~o5vg9Jx&njx_*7WLgTGQHX}G95I4`oC>=PySFxoS(ih@`>^6VDdw$<R(az+^
zaEMN^O$M^z8<%lx`a{b}o~w#QPEh`y7-!s}#T6sPWLrNM3xcnaevpZ7dLQcqi<=>4
zK=Zp7m;***g^YmmJP{GqbrjM(;^3DsARb=}lRW6r3J~vK%7ade+`4}itw9}$-8t9$
zh|C2sbR);tsZuCRsEF0u5U`D}kmhj^@TH3Mc`%H$-RaKiTZdmq48}VYWG?}1$O`a%
zw|O2P=J=2WdgkW~{dxzNbMMo;`^XHQz6Jf1J85(en|^%r`*?2M(euOg-wZ>}mF$%U
zC4Pi{bZ8*&)c{IeK#)T!%!wAZSkYBbFiJ}XAG2eCTDpG!-1CbKz=b=`RnUL*x95DJ
z?7P{thg}O~AYKQK4~##L2YP7CLb^F`70880`cYOM&gtk5ki*)gf$YI{1J>h;3p~O*
z&fbcyWxj5`{`(jxccU7rq4785W=!2Cn&eJG924?Tk>GxXkVMrIYFl0w4igK3N^~h=
z2fn@05#KSJHCh;aPgj|sY@0j4k0t#B=|p?w2|PViFqsJLUZ9_l0TC0*IT1NTn)lD^
zwuJ;ktNQnQdm1k%xT~a$RJ9W1;7iOR8&gsDaP!j`X!S@RKY+XP))&P+4@#lwN8@pE
z1bVzn8h1BR`GvWT#%M?)9UHGYHHx#5$B61_ow+n<w-NYi@ct&QNRLRX1ZXfF5bS5J
z%qd^mvn#dA$zRHpPVk$u(h{Emw_}xvS%CvDaQam6Nq5XU!Pred;JZ1s`awov%b}Nv
zfpUcu%VZ=y*&JNb69GwzPSuSx$+YHXcN>e#{QQosG*bjvzn$PIXUyP{Z^6Ouk19hk
zpk5q0c>B=!IbbK=<v+C+a%T#N>2;TqA}9%H6V!JsCQW8bBVgY~fIXg%gTv7U$Vd#+
z9CES1;{qbE0Kwsy16H@4hI&-XG=A`Q+8kch*GWQw@z=3#Go5Q@q~Fc7G+%P=DhwZR
z20Q1Jp0|9VK(Kg4vp|Cwm<6=H1-a|kC5PcZgb4$3I8hk6Bc%{VPo(;EZ134=%~8_!
zonmfut<5-2W3YiEFxoDuqkTcfdn)c`QfX)>J8MV!@X&L#(Lg@&mwcQAkF?zaHCB=}
zkDu1HuE~11c3<kaM2I@UTYor_68dux{w$cS5qRR3hdFP_UR{nM*Je3Nf!vaBXaP*2
zj3k==_*Rr7!_lHY<O<1#r?n>K_BvV9Su0&rVsw?FA2##GzKllqskT6@UDklE#i4lm
z(AALu6uKB?c@SySkh8$i>vZwj>3o;^rHMB)cA|peXV1zJi5{vc48sjQ!a@R_WLo(v
z?^3Pb)@d=O_k0McOox0;eKtjYS{pB*_DAEiO_(!bU$^xg$UvBSWv$amjrP)sPWUwi
zJPwly1978jifu)PzLE;3A^+v6P_ht5eEMlcRe~RYt_-saWex67j-I=hFV{;(2u@7D
z27)W<NuI&r<agX?%v|nm0>b{xmKwt|AhWKaj^4#IJtb;EYrEle;@N+Mflg|V0bn%4
z`tX(t#zWVt_PJeRW(jHIae`N5b@$7&%3j$c$C2Goj13$w7;6_qXksfAhjr+}HMjbM
z28U+NGlqbORn?EVH-iU7<joCZ;JO2xzZoPIuY*tKw6lYNPyp2CPGeA%mN&`A&~3M}
zwF4N9^W;j{2%0B0nCoCGD@{prSXydyOg68&pX!Lw4EGh!qA6tru`-jYc2dffzxe)H
z=XJ$O<u6K%d!}|)f&_v-*uC6iyEWvZM&$^&!DjG7*w~F|!_k12t{MDM$yWmPpaGhU
z>ax#@zJ*<Zev<|wG~rQA9YH*(>!kj6D4KnE^8~{IYLU|4PcU0X2;fs?u)VlE*T4+8
zVbc_;_3&HBa^Zt)gjQa?r+dAYNrpY>bw0R2zCnLJ`~i7eaiBIL(eHBQkS6-oWuZ?K
z(`c6Jf|wI@hbf8d1|WudbKLiJAbSR|Bw+|tPM!;<;$u>pB)@wJ6wlMFI+rQ7PvXi;
z1orj8FQ#1G+gFY(e;mgzIDS=90o4uzMD$A~M|G?kj|c<PMNiLrISzV;cbtie@fnur
zSA$@&4F~+{J!UtjvJjiGgD!U$_r`osT7Obufbx$6g62~T;`J^2>BF4M(1YsKLYB+>
ziE;=W_8JGle|or+p*W{&m_g@7J%CEEwVrOD-J=Fz?bV$sp8$YLl_r#cKP;)rvEg|w
z1NDjZ@lxTDRE?;LBVgQdRA}X+#rGgZq+!T*2-<=g`jCnoHQGRS$-$XGY!g>HgDR+k
z4CjW^Eb>+0?c4gTf@O~o-Rr%}hoBbuKKlA5%_F;|T`6<$=H!`T?r(G=+$%XeL(5li
zJJ{`7i*t`(f4)vU-Pj|t7sr@?sg}sZe-zs${o<{u<xq@;?Gwz<06l-3xn?5|ew8c%
zG1vaKXOpCRsx=LpAP=R;KZD{@O0Ok3M68R3KVv6?5N46CW_r#?bC^(ui9bLfrzYBq
zEx{-JhzcZn$>Ec}Y|;+UpXnY8z#waUC+E>q;Ree>Q2@HjxHstIkLpZGE|fGMMnt<{
zSI;AOrf6?arUftyR5x+$eJR$bu<r^=F%$1UA+_h;#&p<s3uZwZ+Rt<(7=};8b0q6U
z5ZW>Qqy|@{;|?ZZDk3toBRrXGm(MOjDR?jPSCYiuNW;Hh4DcodaCd>f{7JCLAn^<7
zGINKZ0SXVzJi!ww<eOoxHxet6SRQYi)|4>u<TT_PPe2(7$~$AWd3WPF0Bf2AM<M=!
zoKUryJ~XDqpU`{N^qVXk*pXa|Vt4L?th`C0>0L&en1kopSj4MvYqP>q2$!)>F=beQ
zf?~`q>PI5sFZ9Urs0<lPTuf2Y60H<$UCbBK0S(QdQK-B@kG}QqdIVKqY+~g!ER-tg
z88<5B#P-GOH0Mz#!lcJPf>KA*Qux)B;FO8xR)Z5J*zC{w5;Xo;lZBqL7&HZJdKr_Q
z&EVt1+__yWd>rXZlE4v9V?UiBNZD-L;*DeauCrLjAij58aSOj?<Wg3CrUAIST#~{W
zDBh>Mt19JkjZ|Q{zL~OUJLfik0^w9g0ths|eom0iAwXX--yv!U6mTgkIcd)M5GI}v
z#|O;MoL!^dxf(&`{*K9Cy0WyD3YQFjQ~f-r9;PC%17^Da)0U7mrR_@JR=|jMFiYOO
zWGIdY;F0Fmn%2N2NQ0w5sf-w)UTWwuThSWh9d*h_4vV*rK(%0FaEAUas=}dZ=8mg1
zAF`_5V%r=DA3;Hat{E`o>C$cbG7d1Q^OQHru`ITKj64OP2%rYt>s1`0W+*N&uM^Y%
z;!!SkzoI%^>vv#C|Eqaz*v&Dd)*h4(#Hi9xY6uuI%CT4^Je&>ML8MIp3nC{YS4aJW
zyW#e$7b<!ZmCO1-tQM|gf}l#LY}H$Zb%WQScdk^3wy|E`2Uy-6Z9e1CO6CSFu}o%q
z0<|_`xfqhXPUKr^e}IYAaN~I>5pMG_Es{IW9<Fo}&r;nO*dSCBKyL~lcsInO_LF|C
z27~1Fd7Jpe<w;-i5GOaN2DCR(GfyNzBR5z?#3Cok>u4CNd9jUu=VzUrle)iyAAesk
zH0Go$%p9KT_V&fm&YN_nZs%7LDg>>Hl#(?hC@|G-wdL-iL1dj-4(DZ;mE~qkGYrLh
zO&_+w_v_nc_b0?GZ{6ha(J;ZZZ55T;hSO?UxNaHGjcuXdxe`x+VsY|RtyRKw1emXT
zioqGYyG~qI`UPR*4$_d<)&-mzM;QUMR?m8eP<!`c1ai##gA*!>=HVBq@I&tObyE#0
zcdnVZDmR9+sUfRHTZW=tCWr^<gLD~!ha2D;H5Tbg6TIJ-Y5OX#y}vHB_%WX8E-BZ{
zOY5{wLm~cYLZ^_NKdcZ2mMSyspG1VLYkuPJqc)~DLR3<!MYCVQWqQhab8+q##Qs%U
zBdAv60s39|ROR~7oJ#X7wnU@#s)@IVzh7P!LD*AXX5qyp(V0R&4#+DPO~~6^ZUn3q
zEC+Kplfy<6#tPMfwarUqC&PmSXD%YZYWN=Y<p=hSl}#A>u!$jY%Q1g9ETvl%51C`|
z@<-xbbDwE~qj!Ktxcci>T5SMp!s1l|H-M!*@LlP){ef<&$8Vj~WD*)vQ)kYl!ig>a
zEE(A*95>jlBpq*jpr>%Ul3~!+;GDiDS2tx)b|11FfS2d)W}w$j>t(LlHX=MC**Z?|
z?vMFxlQ;0bBij$o>R1~xeFnzOt*vh+T5c4F4tDwJAXroFVKd@@D0Ofl`N*}($MIA$
zc7*>X?lRI;LW6T)X><Fi#B)I)2j>uil<mScw>xK~Xq|~p^Eu?etBiLG?_Se9D$84|
zy6F9PnlKLyp_JRUB3-_oq$V+4e<7j3vJCA;w(lmx`}M~QV*6nB-^YU){)f+87%VnT
z!@8t07~3%vE4yu&{fXM(=*ZGfEW;wSMoPaDw$RSK#QLFmP!BzWUwhTdLz5!HFU%pp
z9TU)X&!AuR1mkJw;G=x=(1GRe`i0(hX`z+LWlP7~$P*ZmEn%gGw(9JQbESgiahU?H
z6_qq)Ee@@UALWb=<mqYgT9PD1S?dk}Y50*Pl%Qq;j`G<;GvzmjP>r^3@|0Ec^^#%h
z$RUatqSHl`EusRclHFYdSc23;b-cLPvMhk~`!72FxjlvP<+X5$)#&6USldRI-Z&#J
zRg<=dUqc_y2<V|~BVGkLb?aDrI^jm>Yt0T5)!^7+_=R~X1EiA=%++YI>Z%v2?+u&k
z4X}+-q7Ya|TB@Vs_6QvHX@qP2Tt{cNS*5;9IQF`~buu~itkkwbxLkCN^J*_T&7DT1
zdKU1T7Cao}oED~{*uBRKPK_=x=VbU%UH{gaVAtAv#^3_<S8EYH*V0@bJYa*;+1Z{P
zT&iOAv3jT98YhT!;r1kw%AP~}tUDGRf2I}Vym253xET5*ikMxvmjvXat0X{*&y82t
zlaxNq>|rwLKD+MWzdE2~d%i<uXOj?V#OdMW>ZM68<C&wH1##~6p-Uh7ThrGvERIZx
z2YM6+6ip{HQWSyTM@&YZduII*y)=CvHJSZh8)J14*882G;s}T7@rq~LTuPU#QqMwm
zSbZt^REG5SX7Bhl>x{T2l`DHkj6iw*Lww}=IAgj(XDZWR?cC&tO!^XQU3L`bquhk$
z*K?MME+9TbZ&{XavTXNY)tc0C|9$1%xJ1y%1xlKpHVk))TJ*WMTl<ppyV-CW_JVD-
z>>>-cl^p8Z(e{VUyBdzNFj2(a=DRCvZh{CS{df%eU>}i*rk&MW%)G|c4Y#>7Fz8@I
z?pbUM=X%#6^@ALhC*s%QnlNRo`tAdrw>4b(Qpe2_6@M|04f{E3YG;RUGB@&CvYh;^
z%3{o-g;}jfeP8P1{`VzSW_DdyL9aWmp%%;Zh`8?KWC<_$&Y56QLW(?QR*A82`^<y6
z<lR%s(vZDTp=jF7aAo50_Vbw!rP$C`-{DtOd&aO6eThJI=|ZfJB74ass+ih*F(37G
zW?WJ7-7ipP`5fxl9)lj4O-WYubYvWJ5kS5*i_&;h$^%hFPz%I)nqfy?E$@gs68bvj
ztqph0q}f`MDK=2~IhbdQUe;NaIFbeFi}BKv|JU_yR?u_ctX9FZ4eiq?i)uYu-mHZ>
zo2EFsrKPG?CRI0W149Z`LFxdRt2)MtBgw?q0f@_aD@Xg_i{z3Esr7A995p~ka+7<r
zP;${JzlQk)AfLyxXa&S@UE#nR6y$=Nsb`0-`+##tSSl*RIl~*phDUtjgF;69iu%}q
zQ|g9nzmx@@nyY;`X!inKA}3A9Kc!iiObJ?12d8tB0f*3zgDxNO7yn#Dx9ATwzatp`
zRT5wb<Fo+7h$><)J`mx|h3;tp{B#Jz$cEuqTU&rJHx70c>Pyl=uw>+=Ew8<kzndgs
zFYrtwYZx5k&OHK_d7)2FA*OdXkX*TG7v!UgZ7$O0YmgM-7U;utmf|o+^j?npzOvqx
z{Hkjz0KO1hTsVxqp4&=%V&4$?7$Nfke$A~uTlFGfbCyUytB=Ef9rS^<AnC#_kA1ip
zRA4YduvOp!4dHUrBne;pi13k=q>-{^bmVAVTjUh&DsJ$J)XI2sYc88;`^v$L9m9Dl
zn<#DiH;Ya17pWV$@_r}Jy!K}9aCUpnU^|Z!QyhjHxiDRSsOE{YS%%E4qnTk&u!P~n
zTyuF(gdl}j-TCf(jjStnr1QN7*daj^)Y92%e6x+yx`owR;Cpm)7x=klpqBnq8@v9W
zx{D|DI>8rgo^lJwb9`&a%!Xz#_CH?BHb`abRm;NXTw4%&c*tg3mR*}8zJdsdTdbAM
zzh0$7GAw6R2K0OYUPqLcWh*#w&-Rp`Ff#}29pxu2taL(kI?jAUQbpR?hM@GMc8q&l
zFFX=Xr#7E+%)jO{E1ZxkZPD%cCS4V~_Hhn+6aTjB-!hQr=jNtX=^ien#~FAK3!CCY
z^qB@{mo@sc7%DwCwbEwer?e6V_GGta1@sJRZR*ZY*?qeOT$b`KPU)@)v*KJeqUAH;
z<sG7DW72v69>;ct$@E=d@_W+4YWF8(8DpV}C(s0LMMbzDh4OYyhnmvK&=C&u7VO4x
z59`vNr3>Ec2uYf{b|Jsv$2n9{vFii{EE-}d_mE#g1uL38->P8M#9_-sCJN%s5OJX(
zy)%h9)*r7(^__IR>E10&0`KrU-R3<<_W@%A>|5`yO6k`0$63syjBed(F&0VeLm2f>
zk5Q{QR~8Jl#M6%r6qJxh13xug*jvU3#jo~A3m!ZC#;4Tsgsdrl2Oy$>)o%`KaQ|c>
z{#CdQD+;radE<~t3S)c57`%n{nSH2Mb9e;PQo+NfUcW-PxpoW_3I$8Ky3g~A9OzLk
zjlx{Hx|D4atLD~I4+fP&AqexLm%|0}8XF949!_-g!P0M)J`ZV6<DBFLFT!gRw?lA!
zC3N=hZmeFtCarKxy`gxMH972=!qAoCz8lTO${z4fNVC9AmUjtD+<KCd2i*cKQ-TBV
z2Lvj8dU@Dq6O`<9_;76r17DjPtpcYhqY@CWPnc9Q0=h=!gjC-h8R$cE>wM7kIwKLK
zUheuazkF!~6Z?@?&i)gmb~R7@xHq1A?ophXsZEL%A+NaKNt&`O6EIV{ndCiZ7YnBI
zEzyljK7O$pmD~fY-G}XTe2@-#6`W+1HMCa*#2}_&_-+|3*>Cwf8+Qe*bt5EM5+r5u
zLyucO8=+ETh=DrwPQj=lD8e?Y+U&THTU(9}<Q`J+9Ur>w4$#ZTG9vd^?bzj(Cm5nF
zUD$2>)Vw65=g*D#d~#Dvr!*gO#s^MrC&8j#ZoH3f_Sbc&=8r#V#0!~!A$fwCO+&R7
zuq{7V6|VM2w56s6Kt8RwrKux<!zTQIxX83eFaA(VH~9s!AEbz}m*7&1B`X|wcUr?*
z=;COf#7ZFsZ(8OBZ;{QmOdjdU3>X#VNu__9z$ew)h8SS^$_shUNmsu|zlU>qO546Y
zykp-@>d;mUJ7iHr&Gnkv$li(W5w;=Xh>vIv(Uv8*gykx4P$wBdNI^#-zM{V!W$}bj
z^p^l&4RRNonfdrVQ|DUeg>-m2do)jP#sL?|I3;<=<+)K8S!Q$O^IBz{U8-#0T;dl=
zRCbxg8%8MrhPdJHDB`_jU9#7<ie~VBX-Xz6Odd!K2WnaveRhW2<HHh`ngh#8h6LUP
zMUmiSN_?HDaU<sR<Oo@xz7L|#5f>F%2e!|P3HS2CU_|{`BYmxwZGvTq^hY@UPWl1Z
zoBDFI|9)t|u^#er9I<3KO+Saa?h#r39^|7Kk%yel6v$zkmdc6Do}asn$kGzwLgu81
zpAMUpbzH|}(~G;sW@%OMB{r5L%tcJgr2IPh#W_5liV`k5j)4*$c%Tdu88T+``d%cF
zKH|VFXUlMzy9^T*25Ex7Me_9wL4ebiaDw?x^3g91I0V?=S-=`T4(WT|d2YhK=Fll?
zcoOnS{4RAj|K2sMtexWtgU+^i>Lh*UKQ<$i0uTd4r7Ccvk7m3m=DmCFe}B;9t;lPT
zD8nzx?$PsBJq~O6@C$1~fAnwBW$AGtb9CK?iu+(VtiVOsnM=_m*9Mlns;Q)W#K&=s
zDY*!&z$05cZ@j~Fcdy7Zf3ep89$fP#PNrnI{|tG7^OehodZwu+Dmc>`T;ezv6`hk3
zS!X!;jNDAXTk|%4&5Bf1G{K5v5N*X>kt&Y5{c$Uc)OEumYp&96&f1f1o<SA$joP|6
zOfdhS`JR75oc}HzV`pRG{1<}b`aefz&h?*dUjOq@+dq-l|N3&We-8TphT8r!uJkX|
z_U~G@{~>C-07%EJi#fS{!sNh*pFV*yIzuH&%Rv)v^I&qFPhE0D8B?_M2>be0ROpFL
z!L`qm7BjSvLSeIyns)uJ=;(NB-Ps!6f~Y3P>&Fzys!}NYYpB#0N6`6K8P)dv!{vSL
z`HWEf{q1dfZ<vDV^BuDLu&887<+@PSAyTn;NxSKJ73aZjeP8BmYk<*%$9D#S+y896
zD_{{xyu33@Bzcdakj+y`uDOI^#+cm5*s5XZ$Mp;$dHEz~6FNqT`GtEqA{GioKHGz`
z<~wRt%?GwWn@Ct!kzH!&c-jsPyq=i*--yNddRoBYc)s_Yk|wpbo~Cpt;7L7UJQvrp
z-{gH7$GKxL%O-=r4`<u_+7V7kRyRaZ!}BEQhrb6UV#KHh$_|-;m}M>P`^=PkavsbQ
zzYjjK#4zPH!$+OL4>c%vIw*I=w(X7Qm(-oTHOLP^Ai3PFP=cLq452>1-IMvFFYM2Q
zJJ4QG2NLfxAc6~2*-nrgLd}4At>;i>wVK`+6p)JTt?^RCAHLGEK=XD&Kvyr`csseH
z(|-Wq%cHlO+uP)y%DJC=cRhTeHDHmJL$ns;`h!HBiPvNVoe`ed8d87>(v#hNA8_ns
zh`)D=<dTS%RWjP(NbN;A3R%n)IhYg*LvZh~aVYqloLnw2J1I>`O>*h*bO~`*VTrbL
zmbI>w?tFpz18hKkW7I@C<lX{oBR!LB%E<?CfnIjn0NtH1pDbz3<I!<<h}0&i84P=i
zNwIqe$$pzc>`ZTeK{3DtIs7t=@%%3|Y0sGvJ5r++*oOLgc;{k13X=K@hni>3BbYQ$
zDsCh=MkUeb#*i)PAT4fkSMwAGIJaZ5?!zMy^ufTZ>%;@D@j7p#2HD*RwJaST@@Y7r
z57vo%K}u&uICq7pVXBNU>wh$#1x50$?0Ig8nGxW=i|qN$=XA3&Bf;lpc#p&i()!OA
zQC~xznyYNXQPS+g2>DQB!%Nx+yu`*eiQ1pzB=_3(itp}qtP@ckpvvV}2j`1e_(3=n
z-zV7!Jas@y0jt<%cbFtsSYBe(^c7DJp!HY>T@zyqEQ0<)d%udmT?8+E=fP`K9kW{5
zN!y86%wO~m={$II>%-gDVl=GzqjT<3-=Ehd#QY}19-6s$^p2aRUAfkbDZ^fC-K%sU
z>O9&05xeh0@fOXFpY!*iFg1T;Kv9s}^kzAVHIY#`j-Xs_@~#dDV0`^|!nq_a&HF;D
zR{;c?DwI`s{2lE8^OzH#MkGKKdm67WBKW4?PBVs{s4j0!*GS#F?OL<0PsSaw$tCS#
z=2+($KCgcd8!`v>)sxSEo?yQ|R45I45LC7a(g+IwhxZAlFwr_`N|ini9@KUaP}ug^
z$o2*HHor*(hus7T-RXg?CCI$AscI-%qtLHiDGset4rdm<;C9;r>9V$n9i%Qt+E8ml
zW>)AJQ}`NX1h_zrF@v;BWN*dP{K=y@)MNELvDsdnGbkeF+G><r=N0!+Vao<9aO|bM
zk&aP)kdm^XjQg0G()mYBE?^zBikk{Pbw?2V7XB6JVbo-Z6#tz|^m9b_oyEd0807Vh
z^&~?frnjy(Q~VB(Lq%CEvT@L9I;N1Ibd&s@zvizKe7DSXoHta`X@)|5LVn3U+5GN>
zC^wg^8NP-VtTimG>z5;wY+6j#7HdD6;Q}UXW!NNyo%r{Q`TJNbnF+PG-M8>5f)VYv
z{Q00%;DV@?aJDF17?;5zeeYzWGPMa!73twUCc!L*ekO(grL{#5d<AN4BiF*3uGtf+
z6WMuTJfbn75ecekkRzqhDpdO$Ook=3S*cAq$<k<d`m3H62o8Fny?#H`p(dg+uRlS4
zi4KE$-@)B(pWy;EkHTf`@cR5j6{LvgcDgqg<z-9MTyH<u;PJC$>rP<5N6y|ft6R*n
z2FyQ%B>aL+nqAlq{iM3!>1cW)fPsn1FErfBs)Udd*rzGl%E|)0S_ocO14yUiR}gd{
zJygiRe!#n2P2ZXQQ1IOBnUFzzzedeptt1c79yIRvL7=Yf4_EmDoNRGa7T!__vQ^Ln
z@)l`F+f{KDNIO{|TV^f$%yz9YLl8>X=p*K;J7n*~%k3Y8u=!e<8kki3`v(32tzU_&
zRfMm@8a+ZYpcEg($4FBqRmkn~nP_mK9WViX(bto8`@lMC$lY+j9V<T~+|JHeq+cRJ
zIuKePnq7kt(y4br@Y2tnW>HDHfAZb3H(`u&b~Zf+R7r=*=_P)DMVMmvuPBL<+kS-f
zUIWng)H-^EG(&&;0uGgsTF$O53+F%bx}!+8VQ@#BG0>07-a~KC=XY2rBfoWq;2r%)
zQkm|IT8G<WH*)==sqpu9ZYObv3c)+Mqp{49$$j#A+US2+eG;37OIfPkSQMx2J$p|V
z)DA%6VYhMrNQ0pK<E%4O1A}9<Ln7vdx1^EMNE_EM&Y9crRLQ)UV#KCfz);mfc$MbF
zs5`6uh$ZkF+NZV-xXDACB^r@6)dyro(4el4iUg2MA27*BWE(Kqfpm3i;4hcNm$yIY
zk##R(-;;xwWWYZh)*dxYPe2~jxfP~C@zi=_0K@<I##p)hy;7F8caZtU2np-{eK^Cs
zSx=eGH&G!`^}>kCVHS$ncyG1}U^*s+_|?_9mOEM_q#Dzm@9zO_WqtNwHb?lI-u5@-
z3R|xmTtlhAhS(-snb$iOW_tm5*rL8`jEg$9Gv_xpB^U1Er)s1he8a`IcPfUM&$l}~
ziA~#eLDJ=<)$IX1)0eobmP3wII-VwzPc9s8*`2H=n@KCmX0Dm-ty^K2TdCq@b};lO
zQ9G4ESb=P+V*NC=)exVqN;;D?VXB2jg2QH?oF=jh0k`8Y_s8ov%u?tQ!0I-7TBrf-
z1_xjtlsb{WXV)h^5H39e<{0}QLzw7k$$~s4f_`vFm7*IC^7lmngWQGJ;TyFm?VHdW
zHusiyJ}>5FqOne5iWmG}+`R=@T+6mC9NZy5aCZ{4k>Ku5f(LhZcXtc!9^4_p-5~^b
zcL*BX!|RZpy|d5B*>B%>&pq$`|Mzv1uGK56SB+U?j#;x-Rduv>EaVa+(7`wOK=7Yh
zypPY#&axNBvo_C^K9!0kenT%Oj(AfHo(hQJB32wj>6tHRz7DB;?Q@^1{F#>fRwozy
z<g2oA+QKrW;=tVu0adBa<#ccyVuB?;6(02pv*G|snI$di4q}`l8Gk=IsCuB(0lw5)
zT!mPa9Vh<%6XE!N7tJp@@J{Qmlk8uf^>B|+=yqoz);pj&t$Tod!S_^ieWPs!IU+3O
zvwJ#SSV{ne-6ORqJgVz`QFjg6-76A<T}xU(ynuC$X+_8h+`=S#x1~?SSA|1|{mo7P
z%7}9{=_=_ZX}d>+s|`km`=J=9bE|8W^r7WOx}L|rql{wZ?Oq*4;71lm8AS9iyXmBv
zM;5jtpVLdk!5wAF7;7cJG8YF7#0=*qY9Lq#4!;g4^m8lkHY6Ftc64cu=ag!pRdm;V
zp2DH&+hj;>AHDm0*lSK@1WUgIy_w@KKDvVk#3X*2Cwa=argiRk$QhWuY89V!_XxFH
zv58<`QY~@djga2yH-aX<Q~EelW~e_MUFBOhFmTeHU?1kDqBhK6Og4JM<XJ}x(IEal
zWOg^5eZNqfo8i=6#Q56iwhvzagD7l(w|6ZG6a{In?In9X`kgeM7H<O$@-}NdkkP3N
zKt|izp!V^NH+xVx`YyQ5L$?eRmsGp!UtW=m#&6mOe%1GWxdKk<^n7k%fodHZRgWu7
z7CXRio+FD!QucWX35F(sC4=rIjl}(~v{AXr(Li>GN(3hl=RCX)K)*A=Jl+`eBwZ5|
z3Ab9E7-ukAV9hkUKV|C_Zg_U&(}k6m;xvN<$L-2n<2FU|7ji8#!*)n6JL@2M;0xGj
zprYN=jARg3wr2h6eh#zIu#7XY?(_F%vTn!>3G{r)-OVH9O=Si&&kLS?TCnRLYtKPa
z{L&Nr8IdmrS(1JQq5X_~DPXwq_{nVkhwgyUcWc+;l-w=Rz2b95E8uMMPv^l0dCQCy
zGYDV6l{Fd8+1830r;)*~ocPpWy74~KOd_fXMpzgeMxah%A}~wG)^DO|wY|G?dIRdH
zG{Zm=DRf1+1S@c7UuF-kh3%zBUT#}Wf6%U#gKgfn-Qa735EA08GkNJc&W__H%%O6i
z1atji5|~<(mUWD`WPP(J(UQfBuvKSB!4$80<ymyly>7kozNis@c!(yr^f-p0<MTY~
zXv=lB-)X9JvxRJrDCA`Ko2}Cle$QqY_{(ezm#c-U1Rt8lrsiC1q$L$0w9-lsQh^Z?
zbgeQ&8*iL#d@_uIRdT=g{Ri%2*`hoahH;_FWp8rXB=Zb0H0X!1_akPb7s!tGh8h}Q
zPD!awr1Lq~SRTCCbR~zRm)oYAfMrR3UprN39%i-T0Fes1_`30#Yt0h}d<Yh>(8<}4
zV;>s22jA8fDpsj1qZp#&$3OMHC~m@`g{L|OEgudG9qfwe^7FQy?q$5Bs={7~h5oV|
zc!ENfSWAQEREz(10Hb^?E6KimetnC$c(y8jAz3^=fe=gCqPQk~RIj7^QVUh5Wtg;l
z#_i3Pasm$C@xVt)1KYPuMVE$r=0(Ii2+y%D`OtDf7@b^cm@>3Hwx`r@3N7ge8mG_)
zBNj|*5A<9K7F)7J*9<hn2-0+;CU&B{`6h7S*>tJCx+U|H-FXWjbLeQrop7b#x+VyZ
zz&q?0yoLttNq3aJPdVz;#QT8i)P?uK*I6F-gHFlK3;nvBnxVY%W+Wbqxq<pIC2Fub
zsj*Q5dYr5K&!PG!=v@?HAZBoDIk~uzUTYVqy;EtfEXv{YwJucCnfIT2ufM_@Vw|E+
zgFTgZx(eQzEe&<X2X(@G9_W&}4VY)L+u=eJT@OhQ`5aXi6o4e*?>fBP+d7Ws-CJQ)
z%)8il&>9DPsG*GCDVZvoLQ<NLGeuB^#4VBng*n_ti0%dvB6?K!wMEL|@)8zEElfg1
zdK($q;Ik-+6D!)d(rws@<{{B}LknLi&3UYT=9D<9SLbOi6R^xIPw!4$Nu1kIT|z`s
zVfES|VNf>?^x5)pVdb@WawS)2x!tkf6oE7JH4cNn0keFF;-!#{$Aht>H<qx-6+Jmb
z^;Q(R9t87#+1GN(o5|d8nE@s5#eKk;Y4701gSbPm2HaLwFaZzBu3{%%_Rfj1m;YEH
z@fHcJLrPIGqIkg-^DW3S;GX@AIun$+tgVTStM!sPv(f5^4c2JuBjOQj{kx(BEtee|
z!%dP1JcwAtabv}fCI&d2ZXHY5L#KG(=LVCg@C!;?YCZMAQ42IIogLDpcth6uCNq*T
zxbb<y6Z}tw?BA~q6$+oiFbP34G|cBRFXe&l`s~?MCCb3viv+RV@$6u6`1A|t<)^*7
z3AwD2qLz8DLY_Y*^wqo5#fbu*W=d?p3ZO!$o+JfmJq>fw?aS>*v$lHqfRP-ARI({y
zJ{rs2E;lpIah@EZ%rcVieavsN3l1tXXBCJ&1~>zi36w!#%?<a-86<UY#%;5Z0VKOU
z;d;NbleeP7?U{~ENZf{9vXIf^1+uSyy&{XfbLH$;$TV_%3cIgo{6s&ictX2ge7P}9
zz=ZOtJJv^gAJ)sb(WD&DdcL=<_iv35c8y|Fn%Xc$aywwuEZ@eS2AT$}%!Ix$>o+bz
z%C%Svf-fy?4JUXw_<ZE)d4E5BeA0V$?CEvyspdfg8x~>;qRItHvO2l^S@8C#>clVs
z&9tl0kIVxj{-^^q03xxGjEWxpvE&oKsXj*BD)G_LxE>v@ySt-^QygnWCOWT{fS0yR
zbNr6^%+E@jBZRPP_;Q({I&wAfs%&~6w1@Nv4pU{{f1(<*FJT5Q|E_pNM}vLJP<D%{
zETND_Y$q)01B5=bJ!q0q8dl&`rZvDkp2KW(6s%nVy=lVdl&{DkWE!&qVY4yUn-qzU
z3W3yF`h7r{#%F*g;$})h<yuDD%@{VyN`0$%2HW!hYA@RpSp&VURvN^`?9+LYcyMBk
zb^mUkuuY_k?jtqT^*1??O>1Z)`P^~XEn2=^QiV2P_Q@JgMc>=8G0knn3n$O5kfW-7
zjvT3qmjj^-{Mh&0UrMupY(Q2O#aj2EN*!YiKDQ7#{{v~CL_S0%*>j7S?NS4+Hra9h
zB1)TjuWS;~1T0MPW?q7q6q-Bv2r;nfW1OIaoKiix`=QFxe0zp3+*r`7Vac)#05W3r
z11?hIlXMxeS5Z|@U*uAb-Fs^|S)9fUxJ74^ei8>gpxNG&U>EQd7fVR}khvkjrYz}E
z6pZ^)M3p7w)9tH~i8``6k|Wc$qp@g=6atSIqMH-h?<~2}kzX}LWcT4Jp;X!~t<<bb
z`yrziUk7&bC^^rNEyp6$D?>(tO{1?HFduUpvZ3iFri~^s@F$b;t0UdKqBtWvaC>Id
zxnZ}k_{QK1tkejJEXKl~c5q&@KGY(G@hQ{DK9jM;=MNEniZ7jqMs*Q;pavf(5Q-N<
zu^+;wdCDM@8}Yc9MzpjErOixZV8Pox#k(7A2U_Hcyq*WooPohX9BU;)Um$W8JUK)E
z8ZY`v!GqL2Wm2XI{UFQWe$M7gW?!s1UD5?c1Fk%V?lT(n@@LSqTju>!xGEds1MKDN
zCa{n&&r>~OKf4KbjM`&EWdQflLU}p7$sOP)VmZg2tMs-YRdg`R=Tk!W*k?yjy!Eh?
zFa7T$KkD-Ou5*2+DJTrtjHWrZC3cr2&T}b=diOSaRCSYa6j2tZaI^!a)*mr~GXVZe
zzM1^IvZ0Ht&3h~@p?;|oNR}H}8-v#YQ?-^A(B8v25MgHwU;8B6ZINDU9Wt-W4f@+d
z5$0OuKV9`%UK`InrX+AkmQ78nqTPRnNwvVR1`m)=1aDt|^>Xx94-=ctnV()|gO(4t
z-dtF@L)J4@Jny)`p(c5U&Mqv4yji26h@_g8LV46_rMHprUnGXtYAWwcWiu_0n)4j3
z3{Ek`FSUp~jN3JyXMnDkSLdlyaYl9LOfM(%0>XVoh!rf1gkn-ha(j}Y!{wtBtJ@(Z
zrk6(iZAakLghMuWur(D2Hu7zKvo^w|H6Xh%iF;<5;|1X{I@(|RwtGR|BQ-H;HF2t=
z4p^zTfqZqk1NHO5bkPCp<{x<~&kr4kiri)P$^VU+MHHrJJ999H+Ps(g3Y7}K`TJ|C
zDPa?9ehU6QQG#GWC^1At4cE^>6#(<9@Jwu6!R(<(%#tSY0+FOA`LWMxoDyU!Bi0n3
zt~?!63d?(+IMzQSmeL1TRgSuod@=gOGGzxw8?VB=0HKZ|`w}Z|0(2dOY?%RsFC6?U
zk`<L7Mp@c41X}RKbYeT)nfS;RENE&$me8CywF&WYwmvT}#5pW2_*&v7Kh7F(fwu7;
z+0d$&{%2w~AEYYFBZFiu>SQTR3qPI&i9~*|Us)YDxCjoCz=iZ_&&ffIMlpl1adyu_
zk93Ja?lz5S5RGkv9H>^*(UyqKiyrr4Qz}prwFpZ)Js)9xP0-%X^Tr1ixsdZbDL;Hq
zi<-JH?Gya5e0s$6jA0|Kx3g)x6p?;|u)n~k_rz0>WevHxI}UBk7h>o3;s|plm;ruJ
zg=ky4tFX3tV#-kj2MsgnbJ3-!(L)ge%o=c~0ki(5F$o<g#nIPHRc5siTh+ql=wO^M
z4NUwvrVr-8O+mrYuC61G*B`PQ?oK@;pEo|Yslxy80CuN#jID3t```uZ-4eauQvXJ7
zsK{Ll{NteujJoQ`$Lx;R>j`QfvzErG<yHi#aNW#vHdR|n1sAJmJ;~xWHb8siaY+Y`
z0flWlF=zGsLN%L$gl*!wiLf&s9)&omeSTtJBQpn7kK>96irAhLDU`9juw31}cvkXm
zPoi+q>|GHAv88QvE`r`0?~t66!fPDd)>#@Ai%ORvyLUrqIj~8Lfy(D(>rX*E`dOdW
zb2GWPx6$ZFeL#V^)TM$z*<|HT^2m3vgOlVX=&{jB&?)o*<tjmS{#@Ii7V8e7GKxmU
zgZ~w&nb|kx7sDt&W+r``vBbvq`-~;FAIqoxAIw<#Hpj>oK>w2P+xxej$$@*Ad^;?w
zZD*%%V?oHtNl0hK#!3i$0Z;h$nT-(m`u-U}51g?CeE%o`fThPR&VlCv=ox^eZ<Bhy
z{VxDLBe3*1o#(N{1S~yHe|ju2151yaqY(b~>&h}ZCi=Q|kH78&pl1Po|2RJJ<9lIC
zi*H|kyVGwsYe2*JZSK_Xb@+blSM#YDzMc2`J}lqQ`-?eN0Q#SoLi;z4{QQ2abRssE
z_P}2J?{)e9BacUaR8NkOPToe_!q!ULM&Cl$`Nv@a;Bi5H2V-6R*CPDi4*mw-YkgZw
zdmCMSTf)b-@$<+Jfd0q4w{Ld+{!_nU{p|vDzYPX4F+7%jHRtNvS#tI|cFtD%gml7|
zHs+6K^7C6d5vl@hO%H6F%(RSztV{q}HbV8sFaHN?2>Z7hJv}W0A)T%^;kSRkV+8#B
z{q@_dK&MnjS^6g(*>({3f?)n<I<!xRC&uK5mD@YIWQSj8Q7RCH!##-?gu4G{UVd+x
z-^Mrp64IB9|G$D1@CYd24>-TIi$D1c0077|;QJf@{~2y7`4J>h>gQrK19GCYiX(LN
zOiZ$r(nE41GEB0fbXyFv^s@9Hm?jw&E9e0e)$)|$3Zm<<8=z0#eH%Ce?ppQd*_;5t
zA7jZsnzfX+t?47=K$h^CSs7`6Z;L=r@_i*k;644e`_*^n_h$<VIoXNG*=gJ9f4{`H
ziver%=-VET09zB_@q+;0Zy)%?<OmJ4&2065+SCg0IGyvym471_;E#EqzZ`1)hU7mp
z^LNgPnQI$<zbhqUJv$>pmdD!=)i*XYviq$dU}<J)BWI<p3#90G2O(mk{pdF6_>Jvs
zW%X?YEX}PfE%bp-l=a)~{>}oS?n;Cw^w3}x;K(qt-Vd$jwJv}s+?n;HiNwV_)-C}9
zOX@{ijv$y?AV$Bk!jEBcU=^5{e}@<Fi<zB(Kb-J?420jjB%PQAP}!_3&4AV=w6n4Q
z4(2a_d31HZS^oP()Ssc!)xxxU^5jX(6Odma@k5k>*8u#!qUocC{!?rCLkfQ5&!h3b
zx32Gg^&5#;2wA>+Q)M|jeJkMHVc<fk-)>Ol&qaA-Gh++GpRORQZERupQ&~#e&c^tg
zum0ASfeZy2ijWDw_PewGLp;8@vp?%F(2#&fV}4`wZ>0XM=@422@9_J5e*3FyPDtnU
z?OZ`i!dHZ_ze4C+wZCBjtOVol!3+TKv)=wrnD31JR^5LkN&mM9!`00P`$!l?>H>lL
z2g_dCk7T4UywNzX;)psWGpr6R@-^gI;jkY-41Wc}4>bl>?PtRL2=%_1;0Fi{-*El@
zu*iQ3g#Qj<9>c{y`If&V%wz3-YYsmV<_A810^$!Z{C|Zo%uMuupE1D5_4|g0f0HpR
z|C%ujKQ!*ojA8iZn*PzLFg(WAj}GEL)mZ+n#4vaBAwD4lN=$eKcyQZ;XEFYMuKdN|
zm)hOU%3_>6<s_imJZVCtGWw;&JXY+tcJdQr7=9%&48O<u|1r1m-(bw69Uo)$-_`i9
z8S_ht`Q97*r{?f~Ut<{A{^$_=mBs)q33#;T-_#i3x&KmQ7=EoW48PJChX0o}<{yHx
ze3#=x>EPSFXNEU^)h`4f#Vo)Ho?y@t{+cmAeCVGwhT&Hl!}$Lxjd`@=e}OTNwfiTH
z`JS=(N5(MzKOi!Hn=(L=c{JzWrOaQ5%wxTO!|125>@kn?PZ<5NI?G=PG2kB}*Pp`H
z?|qm5dd$kq@V6D15$I2V@9(|Pe~MYZ2f^PX*Y7ba@Z5jtPZ)nl?VlC+F|GAa;QS#z
ze+3TEbU%mn-vRk8rhf$LzYfl0K+pQO0(wSZ8V>mW7vOw{<vT>bfy49{;QXXVKewD8
zeZrqZIL2?6{vONzhr#(Cy!}mdfO%2IN9Fw2!P}qEdHEOU{BXDb&~$!)_9t}ykfOgr
z=YNJ*f7j_SvI4<*4Dx>k&M$by`WN8*BvC&#oyX+SKk|y{+ok{aO$V5&0sM(s0H&Ap
zKY5<ti~n_gF#~-q6FtM<A{el%006#!Nibjs8Tgf;CG0Qz$B*^=%@P06Ap$V{D$r&6
z!x8@*qW$lghksK-Nmp-kZGC$i>dBKYPb7cQ1Ae^qAJzOLW%TH=|H<_K)=tges^)(q
zo`1B|KSn2QpiiEl{W4?3^utdA9RvXI4XJO{2c~&|jpv_$_#>SEH`x163B=!$n*YZM
z#Q&|me+tO~KiT_7?SJ-zOn<1vf2x}Q9eaNl{6D7%|H9rs3Bu3z{#D<E=?_8pPXY0F
zd-FhUZ?Eg<gFgXr_%*+Oa_v9c`$seQ+1||mbG?s$)vW(J_Wo6d>tEaZv2s5g-5>mB
z{w8Pt$ZueH`$OaY4fg(9j_%)O@5fvJQO%$D{i|lp{GXSt|AxIEE%o>P`D5jN0P%;t
zAA^B^viEn_0rdR;CyA<G4Z=Q#KmYT?ufU=7@0$Fx*VBJ1WdR0&_P^wYz@UUMgU2N)
zE-QZJfo`1p?lK|7&`iNZ@e1tD=?f)=)3Xj*_(5eFFPNpoRp$VttD)C>I#R3W$4wo#
z6z%5}DMhgIC1Wdah&p<Xb-r33>-sKdMi-;mqZz=XC*G;5G~=hUhfU~@xsL&K->Te;
z_@o66#i}?_dDEunC{XLWV=(QLHbO|u@)qlg8U%VbiCA(pz*o^zMhKd}#fjwd!7vN%
z-87J5o?_|6Z+OO%r~&%ngkHMuU2wKJ-_5+7XL@Y{9_^;Q2Z*PQGVL#d7v>-0473~r
zfaQ15egx&aksm|O-v<+a8s^uge|)&%+wkE(4y6LY{2~9$zx0#;dtLl}v`|1y@Y}Nz
z--bu%1^$$d&vk)Pel~q`N&9hd1y^|nFJPyP(RT)iP>3(LfKtdT2oDZ4yC5@&@P%>?
za(Da;Gch`Sr4ELfvMhD+46nN2Q=yznGUve5^Na^9Nt+}07T2RouHj4S!Bk_zrPHb9
z+m;+f71hEClMgjYXYV%Naf<~%$6MrRD4v*l5hpJ7)wN%^{<DqhD|Gp)f_O5jSrrnN
znwtHdz~t9iQl;Ck$yG7<a#8rrRo^ZuRhdiZU-qY);S}2?R!<ffoj{_Mjuo-S2_0lw
z%#pk_c2hGlQ_~rE7i)*4<mgzgAvQi1L(wfGX?<bkc(lMbd&4dxD((;whI5FUnvT1T
z%R)s)Yu)qiT^H8S`goda1ACxQucWki3cxwq)=sCyHqn$vY5S{~@x}(}_Diwgq4jlg
zVVR_rRHiI#;4V{Z(T1$O6cnFQU*?n++irA;F{X}3M^kXbxZ5nm*6m<fR}L|v>aItp
z$&vT4K_Ow`elGda!RGcF-q}3Wwl`vEh;eN#l_Kw*<lgR9JOkqr^K-T(bI^LjfcaQD
zmQPl4>3cJVybpa5t69x1mjny*%=(Jro$Na6ud^wnl2*loUd5xLB&0Is=nAUc4L%?3
ze{hplDF5<8!QRhmKy^_BuXsqFPHDSfS(QztUim}K!2365_KUj_lQP(^#uXVAs})b*
zoX$3s+P^=ao-!>RR$k72x+&={aPUrJ1bZ$CUo?MA;`8R2#trd3$9mT@`h=v{TVSUt
z;W?l9Qx0B2nTwlSu<R~UHjT~*$KaHjzYm_Qkeksrqq)Tio#h!}WrF%7!Z89N@0~tZ
zQ(<npXRxQwG44=&pfTTB(`zm>KQ%Ko+fun_hGE9iW>K+7-+1gWe-JT)Hm6<%R{CK|
zDdk;Ssd|BWk$TQz(PGwOPIF0fUURN{<~@O{sq4~`*7C=eNcZe}o!d_r%k$fF2{X&U
zCDtDLzIx*B<JuuwAo}73aJ=KtV=u8%KB`#MP7rA6G!C>yOu#GSh-GWCxtd+YNNbK5
zum9Ze8PuMr!Mj0JJ=P+bR)Ix?MW$9XAy>8VR<Ty7RxY8OBi}XCwd6JvY|*eet|h9a
za7q0r_oxhM3~8KV$8cwRw{@y~q<r*ff?!m0YI$OLTxo~u{OBx$mATgnQB8L!$+Xwm
zda)i~jgrMHbVJxmw_cFeU$u{ByJfw`ildHef%}l&F`jCx%qn*Q>=2;T-Mp%I=!t7A
zQkoN!vokYL>8nf8OB=C>3x?;)foO-jiMhwx4|w$zkV2;)Povi077VZ++FC?O)!X$M
z*21^-AgNqLIezZ$ez1B6yY8zCTyH9Auxp||D^zfBNJ^8PZ9LEOB(|U>0Fedi!DUZa
zWAr&-tI;=DBwUrnpnQ>JRq^Q{6lB;gHhO|<;nm2{Hcodk!o1?9`Fp;*`kniB5CFh?
zO@W=ob$!>en;Q5`>nBs2a2~T^$&6Y;+buI=2viO(-9tTrjt|X)H<QJeTOom`FU@X8
zGvlV)`M<7C``f~G8OAiEnVNQ$vg@EBc6rmi;Ww=)z3aOW3l@h3xcIAs&+DV4)(_KZ
zwlJ9{1<8!to0i9NGbc;<x|6++^FN${HQHBd*CD8I2q;^DGRbUHI8$%eZ9H7GCRyk^
zLT2?6=w_?{nYXbV3>MXZ+jE9KcL|*Dh0}ooff%)x(B1OK@?D?CyM6<k-CRW=?Pdus
z^|`WlS$yt>{O#b!Vl|rLbZF%R&qJlkRYE!5{?M&q2^ItLa`g=AtbQ|2ICE=`qI$WO
zFWa)NG%ijaLC7qh{Yoo&E=p}7Z&UJ5EYKxTv8aXM%`w>Bw$CAS3>!W<Zi2NhL32AE
zw&NBuo~=|`h|<Yi_PMrse_gxZ{;&=9Z0s6tJpu`j-C_Sr7DZ1wkK@`En{}+*$zalW
z{-=dX!|4b-*NcsJ<iT(7S#klsDYA~n8y`9pcu$m#J}HIK7_~_3UvQx{ky-Z=39KFy
zNY)~f3mb$opY@ike4H5y`moqJe~ljs5m@-Tn|jwq_;8=Kvo9)`3oNIWE1k||Y{nwa
z7#dpG=<aOS6~-Ah2BKrAxFVzXqYsf4(ZOuBr|JGkHOhM}O$~_fbPXJwhNvAv<xeN{
z+BwKjA9^n8P%l8y6n$@fi#dkX-_``kVHmwjXmr$xx(g5P9S$OukgNk&TP^D!8;d4!
z9V>A7^690k;6iQC$zWQl=cv_#@Udz|J==S*EP~|P!mh<iB^;TBnf0@kjA$WfJfSSD
z8gKW6!)YR;?qy8X3G>Dv^$R)oT2f06JytopFB+ecV2D0;!QM=pwZ2}M2&zAHpAW>t
z*G#ANJ|%_i@2}*iz^;97*9KV+w#g@8DRHPrV8Y+CALg{)6t=JM`88p+)!tMtN0<`q
zC0Ad}(+aF!eb%y}S2f8u$FiRUNDsl&tVplx*8{lfbRC08Tcvp~)>tX_10fb-&F-z_
zjKn8qBF+2*nt98vko#}P@tWqjazKr>DxyG>r_jgTd%H*nQQLbatJZ?)_4a$zQM<32
zW&=YIPGD_b$ay&q_S>W7^I*$1)42`T=2x=X%4(WfcF`>If@#xdLhff`jgWO#k}D+-
zt%>P5Sc-Z9SLWmELaa)?J)v(2=^s*V(rK~oyXyDIc{dFbpDI4n{Y2FY;>wKwjjNFW
zvymH)IGkzPA^q~;@L;lTm}bS{TW}sOMrQ#yf(2sAy1}(JcrMoSo{NLo;?q7`0xS#b
zy(uO`g{Gh_^v3EFJLuKM5p{+hDOiREp?KuZ``wOv3`gm(qk3s#@r}An)#ny^U7r?$
zI(LHaO;o+$cJR5L%-f@^t<PR`ZHODy!5p;Uc2z9Hwvx5r8lYrMgz;=FCpEBU&LiQ4
zWg4h%IcFSD*<W(AuX-n8zdq61H6>AbFS-#$SZ{F3+UGwLX)61WM$r>em9yYK$Ks}1
z(VE3by+za14U7v|8_&`~&dgNAP7+ax85p5zEIFDSHcv{9y5|RrR8Ex!U*1IG<4`&i
z;-{)>uH}*FFyu#IoMzHN_)nr!xfJ+krH=@STw2n+Y@z*pG-k7sdGYlXM5G*<j=`rB
z0wl<0<m6UYr~^_O&1UKqUMi9)KM_Y&(zww;CA?XyP9yd@LWA&k&8Z2lJJGB9t<{Oh
z$1f!!u<`^b)uVabdE@;&F3U0oSn?~|PjDUMGUQ5)7n0y17|f(Qy@urqk(lhFJbe!1
zGy0zPSEuP2=8-qm=|=*dyNiTWOmCk~h_m+GIUEmFQwhb~1YIFPuFkr3Lz5d1ZQZ36
zw`#Tu@q>YLH88yR!Yi`=uo^;Vn4V^>#;=l7P41pj;b9PSU4_6yNmQR7bf1ZHHCnJF
zrFi-_q?E7gUa;xmRDMQAfYn*ikEx$Iw09N6+!_uUYGB&S$TKwXz{(S*zrK>+F_bDi
zvac+*mMov&LZVY!LUor-N|_rS34|xryLSCqY8cC^9;WYYTk>rr%TYZQ`C|5KHxhJ2
zz*=w}91NSUHYmVfHi&}6azCtbRhT<*my<^SR{Hr~<K%qHr&53SaQB_0tcl!>o#rTE
zGeYSSfW_>c^ku_ouVX438N$Qim$TO-00W#IP;;_77eM3(2^XEYVNAA*1*r<!hc9Ox
zQ8U`nic598ZOtyw&Avx!T3Hx`Ai4aFOkGO;OS@}0DEoW1RCOo8{bz!>bv^`a9(O@e
z>yhct*<If6>_;W862BPi*L(H#aKT3+z`^OV6~>0xC!~J!sS#+o&3V+W%fp*bN1DwB
zt$uT5e3eA&xf}o@D6X)&W=AUAFtCgdeizKsm&@Gb{`mD=Sp(1oD7dq+1x{q330~(6
z{jN}vz)ij#ZNn*{RM(_G?rEr>^)^xN$tYBwS7)U^uw5U|?5%xOca79!X>v5z=nIpO
zN{k{W)>$b=1FKbpcVh;8>6JE+z$6LmBb$)>h^RRmSLvrx_NoPbj&6m==oxn{sKZhq
z7MjUy?#q2)<x*WaAB^lP5kPkf#9A{d2htLQS5GnMUggj@k}1Dq&oUl~LwI=b8KYKy
z?a~VTkYxr4oet!{)ku`C>lvo=T72P7*FBWK?rl)x7xk8pUfO9*P^sl5)ND#}atwna
z6a0H~mrsK>`18{w$EL_st0Yyn!kUOU%tz2K!iiIvLAN7zRoPZgZJwrjGd`=yJtja8
ziGDskEVs9!3i<T9w7TLM!&!5(Ra~EOJ(gmUcA3gU0V4k7dHK5Zlqq3+c`)0Ni)_<%
zr#IXsLhB7zM|MzXP)~|6EkujU8?YLbsdj;u-a4b~V<LJCextIx_2V7<vB<jABQDx8
zxh~@h*fD51(+Ckru{j}Q16G{?W3(HNIIB7rJ7yLMT7S}(7i-?bh?Rau1NLCby1TSB
zo#Dxjo!Fx`nXkFq5-rl299zxYtTHlpct;bQba?YfOHMFnhB=&FE(Y}a1Fy;H=%|LF
z`OhVcq?jBzVSpQ<%J)O==5=#mTF_r5b&LA<ufpFP6-W={>5}J3W8U+#db~5rmycGm
z@)$Qyp*?%R8Hw4ZlrCi7*P&`fmUE3D$L1yt*Gk64?{9F)slQBHGB`hGuNO<xojmeQ
z8@xiJ_N6em14r+$t<DvBB8S37KRg|DtAn$EP1j}X-GOrEYV-V|=XoIq7+6VT4}8!8
z{~-Gg9=x}<BRAi8zLHKOK9MQ@0kGFYZ>3(7bEq1|1=G;OLQ^A8=!*_V0^YS;OX|{(
z>zlI5U1~iDooaR(LhE(rNSgfKf9d6%2<=H7JtR+splq2H;_b8-&-!&xZ$A^M!1LU0
zm@hGFZj^?}tVMd_h=hojv0fVL`@v~n(bin<)<6$KyLYZ8U~)8|DI!wmsX>|_hHxra
z?v(0OX=^D(43wS2Gm9?|l+U6Hwi;BwoU4NbhF(4Kn4#Es=>Y@vEZ_9L`!oCMSC9iM
zTjWbG`=?fLP;JvAzM0f(F1N^ecVIkp=v@e!f;ipihuqFODe~?+`?f0x;0hmIgQ=;{
zg>{JGu_^o1s~};a`L`*vB?QiArO)L6!z;lV2gk84uCS*W`BQzo0$~sZwM>E^c~!jl
zq}f1yg{w`@9x|3n#BR9tFWqoRHDeu55IkP6(-8SzJ*Qyn?TzltG$jJ<aOcTF0Re5>
zMSG7DMaT8RwJUj4r>(<SJ4^UTNbBBq(s3A3QFPVL?UIy$4$OfqP}QgNT(?);A@tsn
zfWVT$r<2VHhL+Td3R-0HiM2cerihT6)-%hKU7}1<5dM`nu6(Mj5(OBkUtE&>sR@e;
zvyOSyyr6i!L5t$G+V+BVK|%s3>%eoqkYzKMa=lq4#FZb1og=P?L8>X^iO!s;`lyUs
zC)nO;WIlRfvc4W&@}z(KM1ekC_ieuXI?LJAivkxIcHbKA6wFfylsw0zFSI_@k%`nv
zOzD>WM4ulJjAYu47Bseu;6(bm;j9QxLC|IU`u#j(bKKArRpiHK5=>RP)WeBho6Gop
z&gsKyP3~za-6+e0-WZTY|GZqP6_uORM2fbR_t`QPSFV@ME08noq04G0$LR3F(Z>O+
zm?Gi<vi|z%$3>%0#F!U!(7KE0#^VvGr5w|<OhLwYjMN5i21iCgi7U62@YUxM9ko6<
zC1O>O5*0OOq4{#>@eme81j|+?XR1hG9ufz>QZDuKLu9h6u*-a5Y(!C;Pkn&({_P|p
zK{Xp4pU=8g>>R*)J#jTa>&yDFwOed*z2(<Y{!Y!PIG)}W6ILO69W4^+-i-`+WX+E&
z;cpQ)GKf1(+(NK>GT$HQaqTJV?PSm|lr}13iXX7MS#^Tw4h`jo+LBs$=xiRABVi4r
znb8nhKyr@r<v;P}?sk#qiBpCjSWZr6;L@Lp{aii05fP7GCLW%Zr#@d_*LL;gtX-lF
z`Za7gBtWi$-JI5feV!bbo#-B*^M>am)zyqU7^G}q&duf-sS~x4$U|pNuE#wbx!jHi
zm>mlvQfPT{8D0<^^6_>+XQ+~t5>i({v;ZUmibg(h=G8cu_A7W_0V{H5_y!k^0_}j*
zEr1j%oVkSYyZ}eY3UxTu6uoPO_Y1-qz&aLP;58I|0r`8xr73XWuHgGI^3SNQh+CqK
z6|YUn6#7>Xl_i`hZ%~J_btfw-QSi!QSf;b&ojW%9fPUXG>sXx`*Jt`py{Q5N4DPs2
z4SktoIJ<~FsZ`)OYJ!6W==|{7=vjk%N-dh3X6kYstL4$^IOG9+78OIRCa0=`yNOe1
zTnLeq+qx|QPLQePVaNe=6;>~&Gko(g5v=>5GhwD{RXaG%*i-z}8`nrC<`)!*D``(&
zI;NxMUM%$Dljw|Q6!^|K>Pqt`VukAw#3C=c@GTfgBZNwVUm_Y1EOW&K*c_rZPa;bh
zSfyw#W<nJ`lzCu3q!W$5ONkP@pMcN*gkAsS<>^TGy5WL&7vs}AYRwg@P6>Cnj!t(s
z@lGl#2?;78y=aQuEZBShhH!-ix9eVaw==01GyvmvI}-6{&p<C=Lg1u6IuB=CaW;a2
zGjSgGhOU7uQ}*17Zv-OcCTNDdslIVeTX-*hD)R(q^BHsjzeAx{5L33ff&o49Mp8y}
zN@8MkbYd(A2@j8BesmI^<X~i^jAU5kuneaYJ<mgC&<m|w_e6y<3f~~uI@vOEUlFtw
zwNhcp`Am>H<QKZ-dBg&G2gX}hH|BY-kG+kj`%@sFwM5bYrg6s4BKL}*F<?B;%+)K9
z=NBzuq|hbepT@?#*naXcd$L2!Kjtzk7~fro%}`Hqddhes@LYJwte=n<PN;Glna@Fr
zav?TAYr$^}9UA<C(5PoOQsIn+#2<_6rm~N^m06QGY>Wp`?)vINrx@$ArF<D_4%x<5
zKpiErk`U9=oXtzU11`a_!yeE#;8M!^B$-^Gm@uZ2tf0g`*5DD)0nkk8G(@(^$Ff1k
zT>z&bI(R+}(z7|F-PM2>6TPOZvZavcy4nWG_*^AX-Pq64iPS`9&>ERVdQl_8c%8^1
zT%lXJ{4@!QM)mmki8=sw-uj|m5n^(kso3F7h~9!{M(D1ALgwh&rk2y2q?NL5Lx=J~
zEPR}!a*WjMoy6-2tX@`XCif^d7cmVtF_4fX%q1+w8{vA^pV7|K#zuVQjiLkMeZ7S~
zemY@h6em6<@O|lWLh3*irX2OA)vM|LDFa?zZoEj^bYF4QX5>wbe#sm}E=rjH?ru2z
z>lcGu%m|b23U6PCvb|R{RuER8Q1B|se<6uhI9D*2HCN7_{X$_;L7~V)u6W{N7tsW`
zkrTTRmuj<cS}}Jvt>W_QWx15ejFJgO9|e(O3q?M~C`D_<@zQt|yy^yEhHfC+xCogU
zIaySy$spRG#vsX{)Sz)IXsantSuW4HsIdCb?7$Gu1kadj(Io<yx-<MDaUjBnkh069
zt89Ly&nH#!Wk6htfX~!8UalkFZC6wW#V%FA>yGL=jUx0FQ!%$X0$edO9t4d?u6p-U
z;e;L9`*oEM3-|RsLL*a^xvOY5YvQb`pV<25wegVnmRfb5Q|j2XDo44VQm&ku$yT=V
zvh-7>^cJ+XHg0D&Y9U=D5KK2wANR7qO6e(@u1rQBz(L1=-7ONAa^$-OE50Cq#dD7^
zzd~BSdTtWE>IA(|#;e%)MwS4DX=nq+zk{HN`Ku2)$|1~6m3U&_9ox&z1_IrBipIFy
zPbiXc$<#K1F_~Xm5c5z?j|sY>4V5ZS_LZ|p!snImDysKI>`8aZi0Vw`l)H;Kzc!f`
zp(6UHJq0)IqaiI0X>$q66ph{YpI-HF0xn+=Ku(X{(vkDr{K}^L?PTO0Q@_teb7nfB
zQRns&#zbTBs#>nF#yhVkO);N`O$@7V?o23OY`?i9w33;NzO`u!*qjT)s5^m1e`tSO
zU$m*aX);@@NaD#6h>+nb(*maG(_{j|Au3y|^+8qnoJeszIf#+sg9rHN5CSu{)3!Vh
zu~LOz%=R`n`i8~Esy%&qJ}>=)sMRyA&E+9#0E<6s^@7{0+e*Ie2fF}wh=Z<Ih37X+
zA8=uwr+}Mt!(D^dm*^cA%auS*(aAE{M#rIE_)!Ivv`8w(Z^mZ!S+P0$kLPcF!aA_N
z*p|6zeGgkKpfcp{?jD=1)K;-ltmbqUS+CVh7V-cJ2);O03k_i7eY%@}62+wP#Ti6F
z(v+u6=eBB&cy$RCA+-(FS;mMPrNK7=gfq0Q98#@Iw1N5S3*5j}X~_LoA)QOB<%0et
zGB>-LJ*gWugf@uYKJbo9xon>{W8aOdtw=b8$&&KYF>E`+np{E$R!n_CODck7p?htT
z2f5FNa_g*vQJLrgr5P7(_AZ7mrTxWe$3d&&o!G^(-ZUye0lG?lK0iK%yxi|tefCSL
z2sJ0UhAGw6X$-iJKEb4M_OrA!GR}gi=_#YvXk>+6r{W8;1fB?iXi4@INO=PpMUy8}
zE|Y@Vbx*l3qpa%C5g*<~P4`JYxdo_OukLoRhnHt^^%X5o8tZ(m>W8#nf72IgMXbrw
zC}J7l`WlzR%94NtokN@XF!(;>1L*Nm(qaNEsajj#cxmN9<`bFPubY_=jm2nm8JfER
zA4reN6Uold-!H@MqT1W!sf@=@dJN7E7VYgamCisaFZn?iAcXfSbFYJ6GfpN4e9Fjw
zeH2t;0HZ}?<We;^-gTf{olI0xQ|)CgeB%BYKM5wrCyZNwuGPb}=IpriejL*5ZP_^8
z7CbGfignCe2U3aZ`U4ow0`Z}Tnpb0AbM#H9-bx|mQm`v#L{n{>K_x64%p0SEa3LtM
zI&D!tw1={_06b@2zOe|kDD4~4s5I#=I+(qtGc%X5Smf`as#4M`SJyYa%q5x;Mk^Ip
zKr2WuD4q13te(J`VBWn{d_k2qsiYXKpj50??9p{9U6X7cr)~dcT$NF%T7*Q^u~NgN
zdGv-<NY1<<SDw~BqJh8p9iFi_zVPrnmNAT-k7vv`jO#<-^p%n?7z3{tg)PS?^8CYF
zrQS*vd}2-Me<}9z)LetP%0h3vuPmx;^sVqR)7-+&t#G1HNyO%?paWK80Of?@1>r5D
zi7$ILI1|Pv5s4AV_i)Ws3iB6L2c{g84&~+_4xk!q9MTTR=V>ZcwQJ`rniropo;oD#
ziywGY->RGD+K;=K^cv~DKc4$M2Y*mI*F4ubr#r`Q9>--qJZE~4GFw~eSRGlBq18I*
zk$WF`(Yrr9hcTZpGd<T@`!LzE)ZX9zv3;6oMEiXwcpzz@KB6h!OSXNhnS(FBon(Qg
zh_$$fZ1Sw~>=W$3Aq8HPy<v7Lb=0&1)3VdC>pdU4dwb*t?FP(6y+!y%>P4GHlSOj%
zGK)xy)-qm4u}j`d{!7J6F^W9}7xCe}ls%4Ju5*tYLU*2ft$RxMFpny3m5egYOwFR<
zDa+BLNrEYYX^hXI=VUiHH&8beH!s{vzxsY<oDN!NBbkl{4l-D&*I9Vhpafcx)K{ue
zCv@f7hSpownOPi6?Fh{p_f*P}`wb<~j@O&MG@CP1Yc>Adk@kAmA3>s(1^s}_$~Dce
z1x*V-z73VaE4jP64WiZ`#xt(1yH$LJ7q0Cslftl1FBA%1hY*AZ*7Imctz5WQ(ybmB
zJt<@9Azz7D3CXzyo5U@LmnvLJ6T3@ps|i>whwdOw4TcnMycro7P!Z(H545LBHJTk8
zot!QMXs#jUmj_`ym3Tg6<<&$fPY>I%k-n<P@bHQ$P_zo@wKcBre<A*yas^-$@wzL5
zys{*j7DNel?eoW(xD$U;{M#`F-m26a3+ej7uC!1G!)6u8n$J*;N3{TgS;v~OCpU++
zaYa40xkip~=;K>HiP9>s6_uwFk9sUp=k(H>!Y}c0=7qZ$wb2IO@t}n%49FCUJ3k@N
zO@+F=fDPw<{i1__8{M#HuV)2mQ^?f<BUl}a^azvO4>9<7mwks9tNu`eKlOC{>C;T(
z^8-ymd7cijtz$AxQEA-@Iaj0w@Y@=S;$5(If;R7s<>cN~yxLIGnVO`CQq2_$VNNhx
z)~6I}&z@SjVjiF7fJF|xTeu+IyIEO^_GXqIK$J4z7!jXeXTRUcrx@sNvAeub_ss72
zoY6Ns{a$fc;e%EylgM0G#obeO1L^%U>mKXM#>l~_fDsRUWSR6>^`fVvK`LU$I=Hq6
zU-|>1FW4>@{7GZZfvF`K<>xGns>yr-`xZ5NRASuAPg}1%`PK^XiklagbDk7?=~#1c
z7V{O(wfiNDxDKgB;V-fynD8Dco8?f(A-pPjE2FnvL>V8Rt$aSLQLO+R!?85nM|-L7
z)MTeU(AG30yg#B|cq*#7%emQek~1D4!I(6og4M1W>a?)mKB}z0<HWcoAoMvB4XKM}
zyg(buLi#xi=<PGyS*!>7?u)(7$O9Do5jxr<wd3}Mx$w2qa8;#E^NOfhR8DTGR%1$5
zMRk}x!mQHMf;gP%k{PYLaxvDTBg&(j*TTC5crkB@Kud$}c}zjN=<{DL@Z2wXT^XVd
z+YMn@9xgc+4L+GGyA<V~;A}&xeF)enY1Jd(Q8z7N<zlBN)P}VnKd02Ivs_BWT3jTt
zDNwyF=!n#$q9KkvN8=kAgD%xj@Z}pD2-E^!_P1a$Tu6)%Hk-^(HA3^OKB?V}L2a~r
z<zi@LF#LKD$65v{TM5s)7enx=$H?6%p4AdDQDTq4y7Vw$n!{$Uf)&}Nr0#0mb^XJ7
zWqS%~w9xz@VqLg`@cy1RSre{|XAlmbA$`j=3~AxG&XO+gLs`pxS!==bdU<tw?ke9I
z*{hqaqk#vOLo;_(6!Ew*MQX@3Tdxjygj*UgN;O$12*F&!SpqXFLo>7K^rjr^QYhA?
z7jr6Z;$2)-khPZj`z&Q`v02m$278^{nGF2X+avJtVh5h9%{NFVhn(-P?9KZpDYi`A
z7X=SKV)c>>Vm2TI5pzqxx7>>vt3&yOBZ2d`Ix?@EZL>UyG|<ejdBdr|xf-|=HPJqk
zHQ&KYcV&5SDG<xVelilPD>TvNb6Q=7BLa<5;J+i5a!DFWkK-T*6!-9OhA?nT{NbL)
z!Y~4Kj8rBjrsT+jVbM9E*je6+iu~M&%AF1NqPW+yC0Y6$5(vjS5S5_q&+u8{9KETF
z$PgI6sKbh+5G7ZvA})=mj3#g0v62iuWiv48HRyypG7R-#a!|XdA_x*Ty5H%cf|)ez
zfjzV{mB1;9nU_^JD*5o<SWMWW%bTfAcx0fgO+~HHkm)8mvq3nMMj$B*i;+TaP^Fnj
zsw><=ZqH!&O^gM6D9(~~uw6Q>Ml%=7a2>7V==9#Z+SQ3vbsp*&{U(ny$$Gyl7Y>4t
zI0jw&Nu5d|##9A_2D1&5DmdZgA&3cL1#b^oXvv9UFxxz>V*H3Y<Lutm=L*2pgQ?h>
zN<bMhSjiPxvrSOlH1A&&cZXk5#R^niP9%Y{^H^JHSdv)muKF~tE=|&o>>nm^u}F)5
z9ps<s(`{@8NxLw)4t)c<vmYe;klUcs?~TRuzT_UOL9|7Mb4tWd>q8LUX3vVK@6Bsy
zhgew^Nm1_<fCg*rj<PUFr7uX6+KP$FC$0J8bzhg>^fHvldPF^XSDvS=EBIWX%|Rx2
zaWCcoTeTk@i!AU%iCT&^hv?C1z7{*?vP=d{@}tjM;cetROdp~tT`b=y5!W7Ns49<X
z(ojc*UTxFHzbmzrlpjJ%p@x=3P%nIewfX{*uUy$%4?m7c90Itz5E}wW>Qj`M07RJ^
zk^UWbfqrQ9MF*No>=VuOHexozR<D?2577$+mw}`T0>flurZ=o|03SuzYD$XW1%-Lp
z)cOOsP#&DDB(E=h&tl8~h3z#b;bJ5>N5`Wng~qlqTawHX8Ez|y;4PBp)gjwjhLi*z
zjfUmg?sr0NNl6UO1F`S?eEfP;Tb6I`Ys_DAOI}iCZ7R{>wlt~RB}|_zt>3~QQt_k6
zRn%)ee3h!K%vSWwe*H4}ewQ`DF1``@g;g#xsNsEe8(U_*9K<tjmM9^4n9}=NUXj5(
z3Q6%$0@Utwj#pL|#o#nD(_YA+qE0uCiQAX-C{QVF;#b{ao<!Df0iHEFU)Vquxly{J
zc-s+Ec?F`FHAGRLoClLai>5!LQWgdm@RW#EiSY4Y>Ub8OiPbN3lrqV(JFwdpV8(PF
zEN#HKi++01@hMWv)C<23i>Q*~nz@s<4yvYkcJ1IP06g-<KZZWpxRv6n+p=rC=^DW<
z({(-Ue5n2KAV1iNDF-2!W^9{!mz;)zcMl7cfp1y|<@yxOAlA1L#%EwsB%KQ8^d&y%
zBF_r&VGW8pm7=TImNZxPqxj039xbyJ8kN)?FXo(=y&+4t1W2yMf|#;=nH$L6jkNff
zOWiv-77TQn(kJj@uA!T$+nU<-1}~JNty_|S3*IQ6%Bc+T`415Ffgf&Ce(*5C?ti!J
z2OX4&Q!ZGWKl3pNrmx-o3n}PVAO9wESDOp02NFoh3}y-%l3X!^-L+Wb9Eg4LqdO?#
z)P@Cckc75k`L^l+LAAEfXQ7toP3>!G^dj&YWIFhunf+u7;7wlnd_w!_G4K69qQ)V{
zom@1f5`;g%D3K3~Nu<TxU4A^+B=XD|gxsO9cPCV3%%9?6y>IvG$We(kj^;>u8}`5t
ziOLu~HZJ%q0`-VD#-_gegU6<*Mjn%y2{!giuCJpNY&lG3#GsHAVX%=23jwPy)qDJ@
zI}W8bo=?ULpE)LYa>~13Ec*BGWbnAQ&Sh>|p0R~4R;XsIYOe|0^!aa=Yp5&ZlbFES
zzFtknYGEwaoM=B~!M?6;@`lPXtv`Y3hUlhK^R??}$yd;#_@LVDh{HZ0&?T_Sfho?z
z!&8*<PRjosEE^@l@e!6qD)F?pKhvcf5uAqfhGdWpc~I)Lfv*(=f4Q2%OEp6@wYa1E
zd`nE>h^uW&OlXiLP9G&sy=!mu#<hsWN-&Ke46dGw5s<m0c6^2|>E#orvmI%3^&E|M
zSxlFk?!D>!MJvAoJSNLGcPOCp5{gG0=ZW;qqzcj!avz<w*2d}9t+P}FS;2OwIk6%e
zlenRK{84ZYRWM~19A#Geb_k~gWW?cuHq(!u+R)0TBKau50)!CW!&?&SyMd93Jdo=l
z6X^+n5zRvrRX^k3c+o<<^Lo0B57}c4;-)X&XR$ZD7Y?{PTGacGD$<;OV^t7(=xvRn
z#$M(YMqcXWIJVI^&}qQ^ezwZMR`rJ<`JRtD=)GEG08vNXs5LlS0U3YjyY6xoeroCs
z>e+7!6ZxvO>@eLIAIzkHffj8~ykSi^`emvD3Fw(B%0~ek;+ZcqPY_yP`3ru89~doo
zrFF$Xi+jF_{Zh8T2BOl(<1YC9-Oi`A$dsCcCCfTwd!`XbwfDmem5D8}DROppjst$j
zjN1?)x}wzAyFOls8ivT!7Dl7gL;5f}pBGY`qiXK_U%@dq4N7Zm2^$y$(0v*-;cUUS
zBu(5}&J82QTzuW~mUoqnG(^7h4gPUeD26ZIG2<N?XHF9}ZLX}iFCHx!Ey8|gY)3BX
zXQ%0NvArqv#u|(JcYBSFGU-jIhV0Ie5Y8@;ag!6V&mZ{Gi3gg9GV3u^?1H!(EOpN6
z`mKSRf5|C0tQWq!ACn*3y`)+N>krg{FvQ+o{qU^B9NJD>@|*<Io8^_IF(*M;RM;+?
zuX=mLi8k-1uL8H8SD9KKd1_0%xZdfuk~ETmMkGz_YwHJ|+b_foXeVNyO@JvCj2EkF
zAB2|>**LFUTYGiNf$8C%5K5|XaC~x1Eq=^ZL0k6}rguDo#5+WyeDS<&TxjvRg>ah2
zZ9*QOeDl^b(rQTF#}f#u26#&6(Z&><m@tJ}B&tkQE<8+r3^_^AA;>4n=@mr8cR$fN
zE{y3;kdAmIf8OiKBp-Srlcqsut}1kYK1&~Eg5rEY?##=9K3Q%R4Y4&@VQcOxl8=b{
zTq6~wnQ>;u_3Z2m0Oge~XMM>M7XmN|+IbUV#aL9k{xMrxhgnf19ERA#XnE;_;n2Q%
zDxpaz1pSiSw0t)FDjsI+(v}^n9V5}bw$8JP;jlwIHCDaB31gB#@*`>ua-p$B*j{;s
zbRK)9YlkiL(Sch(Yzg^XTp`e;VwlAkig#Ij`~u}Pclh;RrL8OBck|_Skkj4IuAehl
z1|)&wA3}0ABhqf}-YbBA?KdrEZoL$mv}#F~9LvLXmuJ1xV=OK&25TOR8Y9pFBiKOx
zD7eCQ2^KnWOTa%W5S|)h;YaC*Gyayd7D{t+euGAukgw@f&DOn9M!fSReN2RL+EG$q
z%K145Dyp0T>Akw6@QTI#>o)GhckFd=Nj(oyoU~Hmu)%FkF=Pyhd~p>;D4)#E1yZfm
zB)86#3onG03T+|vC=Z`?hoxlT<I+MxQbfX#U9Yv07tEz~X!tLj+;xctk09&wi`y^0
zO82dxi^`qT3-C6;)S8;O4B*5+@0SdHBdoTS21b#AZ0IfWu44vvR>)df3L1BCgMh`Y
zPN2iCe(V`2NikgsOsT+$jDA<;lLS}=Kda7!qNge_uNL&GEUxRFmnigZm_>H^N$%&x
z4;@0hAgjwiD%*wlYs48r#U99}#Fh#liYYc`VA*6F1@uGrY(po*&cF@xtNK@N2+2IF
zRGjKBK*Z`tv%3XmqtW0Zxx*XsDcI#HC{tmPi)819ovA~tZ#e`gh~->7AambHR`lF3
zF*h+9?-~pCt~%`!sXsY>CT_YjpT^_7b$1;@5)jg*-g4^|d*h3*hHM9II4V-Z^FlY0
z7uAo1(Xvl&Y$UXts@22Wig!1ukrFBuCN&x-r7xLBo=`cDTgkCl8jPlYp3$!u;pl5-
z&3orp7yQ1K*=HHxc6`P<$$I5DJDwnx-A<;zdIb4T(?|fUY=1mD{L4q~|9U3L&yR7d
z$4Z6f@IDPV`WnJLgb(?lXcES+jls5Gn`dVK>l2>2F#1=3t+$@7c^NwBilQqY8XA`J
zVX54?TJU<c?LQCeo5*O}-_tut)JfOoB9y^wYfIW#FOHPut$Df@Zj&xX%UteZ)Am+o
zMBgvvw$`lJs~;YIHf3R6l~_xa@T68(4mjRV|Js!9WZ&@VRHV+&+Fr$mwT|{|-hO%a
z+SMI~HoSkh*CG^Y@7`JB)^Y999Z@=asB%JDy>7@JC*FlKP%p!Lxc%UN@%GM9mITYf
z@3d`e+O}<b8q>CId)n@4+qP}nw(V(7^L5X;bI!Tzo$uc7{qz3VE2|<Rqp~t{)!Msu
z{34#u*@<+|-og@5Or<wF7A3hdtOsk$u7Zk)N`8Ul7vYSEekU&pmS9j6m->d{3UU&V
zl)i>=D#uJ;x{+0;6~<V)7@e34IHJd05=JrkjT(|iJ9n#80@>qhX7hD-M(^P{>Ta!i
zINTz;hhYFihmWu9u_SEfOb9j)oE)sSq1Ki{Sa)F`a7Un<o`(y<W88_}O>Rq<au3Z_
zJPagHHP^16(pL}9*lpo0qythG-W$NoDgGa_M_FBm<4_(wc_1CW9b_I7jsdbs<(Rnk
z%8$rS0h5AxEWD$BvbrB<iz6?{i;$T+QrkC5a6H!Zj}%WiS13-T9vgAj-51-GS38zo
z4ja9P*E`##&esYJ*7w(Pyew0P118p^HPm5E1v?2YXF<BqnW+{T2ck+ZuOJI8<ZJ(F
zoBbQc!%X+j5>E6ipUBQ%oZ%lics|3;g$(WW?M!VPtnL29zkiBkbS*!!QGFK|msXab
zR5Vl(b+t1TGqkg|r<OM~cC^s_m!*iVrKyE09@&Qx-lrAbA2afQc(Twnw#Q@or`P|=
zJ4em@k-mYNf$bA#{s1pNGHkK^7yKaZple~O&u?XHVTkt+{*&Kc|1<B^r_CQXpJV+L
ze0KjM5Y)B#FZl7FHXk{bES2!s{^8*BMC|X$=dFD(I))z?{S&MI2N3xiz0dORaL>PH
z=g(FCV}$-6jexGb;iudGeYQS=`xRX6KZYZ2W%PlO;{72CKBm+3BZJ7t1oD3%goc0S
z?UO8#wKFiZ`^XK2M<#CYalfVxuK!diINI1)7+QYL!k=6GcnthuQU2RXexz6Y7oVk!
zr%v}L-yh2dX~O(*=L{ctIG8^&K{Bwi;W2)2@}IK5pHJDRj)jHwAF_{Qwhx=Xeg3KY
zkpJoPxBWLCpYnh9|1bHcU)Im-eysba{_k}@+rPg5+I)`b^Z3)p=kaIzdH(NX{gi!<
z>+iV#wx8GdwEaA1|KK!PKaM|TpZ1^apU(%<uBrJ6So~f5zqtZF3Ag{#+JDObv8n#=
z7hTv&-`e1F9cllrBemF{<@(1)HqiapkRJ<Y|C!?J&jytLM}h%G>+e>kA6*SUcIrRT
zwZDU9`A=9e%m2=2{l{JW-#L?rPtIhyfks;4`!}r6iwYW%*76fnkT`@f0$<e_c2Xfe
ze!Fk*V+2O@dJ{$H^gg~>Mf$)fLSq2-N%XmqyA(zbY0pmEY3>)U59`nEm7NtUC=VNy
zFQ?k>@gpMxD-!wgw%on?B*ec-i3{B7?oAByYpQE%<fA(?E#j~YmnCaVh$ShO4X9J+
zYc>XI&=Og5Kwnfv(`%ej%ge$g&r)MFfebEl&P+rNN6o9-+gnyP20}?ZRi>5FP^=B*
z*o!coqQo%KFpv?FlQ3gB>LZLxmCoHrh-K4}kx<gjtY%BT2ceEEta9O-#<-g7iP?9}
ziANs{krzjYkkfxKF9)^?<J?^1?Y)D8#QBAN{Ykw@gk$a8&#o!Yr1`P2^an=bAqTe6
z)7#fbW8z3B+Vt$icJiU@X7V$8dvOOD2ieo~<OjET;<iRLnaCKp7#WBdx*2Kc2<*dY
zm^h}e=qv_Bs?mYX)?+R+mU+v)y%sVd;Y^~11tiX9%M6ZoamF)wMF~hl+~m}|-fM9)
z@~#uT-hA)bUp@WYp6+mW4wE^E>%G1rL>F(<Uz2AT(2Y0%5|R?<yWEO}Mm<)ND#D=f
z3#*OSahNzxoFvba#^;WxGK(<_pp=CwrhiM9Z?Cg5U*F_d;8<=MdWyUIetNi2Ie#->
zI!`+PV4=3+P={fNWL-OX07sFMB1xTnuW(qrSjW5`b|EO6zc`b6lzPkkgu|Gq+P6n1
zECq8D+1=o4X|FE3+R)I^0Aw+_tkuwN`rK8~s2RQv-OBC+b#8Yya&EP<ZrEDwWns;d
z#yzQJe3^YP1XM4YKCM=Vbj~ka1kBARJ1uz&;3=~C(_(Uoa|x~%S07hD(<0MK+u*%b
z&^%}YmKz5U2b2StvybD<p=os4o}&WacxSCCvsp<4tOAKO39CQAPO@201Hd_jb1>e%
ze$DwpR&=F0THjt2ZqO<66&s9G##ZAX>AY#<+GkgH@FsFUGCp!XvJ%H|u#<@bCck=i
z$z09E%{<Ul#Jq<YiHSS~dR$=KPP)OUmPFM4n?eqIDfyzt;@Ujd!b{2ToN5yc>cV+b
zEHmNq(gn>`39Kxb1(~^tIU}>$I`ew<I?nq36^V1|bA@xsbF6dGb7h=-^DOf+`|0|r
z`uX3-phtlxBBuh5(Jf5t0_zm(ZtF^#6&F4<+RAyH<(!4BWu-Ig)AL6g$7YU>Z7GM3
zA|Co1=?{DDk5+BGn~At%QCovoyN^UX0ht4n2WVH4kKbQ7yeK;}X?J9Q8G0~#XL=8G
zZu8zSyu-DtSr;yzO1n9Ga(Wtj!m$sULNS^iwn@9g*dzd)TA@`@I-Re;nKKg8&7jpd
zTa~k9tTHm2**sEoE*Ie2likE2;E%&hIE%E?@OD0rk&~OcjszahFeTAAVB*f0OYJP^
z2XL}zs*%Q53{Ps+Til!kiXBPb95e~n78YV0=F@8POwLgz?l9Bj*cgpPcWvN@tmjcY
zO)XHn+ci#zrLueTpE!_H5bI0CZ9}HF>Iq+n6q7mkCIErLns<rmaz~_BML)&AIqc@*
z_CvHE<pt~-Kd^ubm9MgH&V^Yuo@w106BbpX&X=*+8YQq!jxRUZ#6~xs6UY2`(e9<I
z<*i8AN8wi26#%4D3BmxqV0&E`=n0_*8^((T8peaOSQi3iw;!=!7)q9(+Y2|fHTcOn
zgvTl-%*g_eLD1ZFY>WW$m5TI`)p+u2tXs75(4lQ_q?EAB(1w>t**iw<64-NxLtvmX
zRKx49u;HL%Znv_{t0SBM3`D2wRT}qstQ3sy({sx$=||Ebw3I09DMGTmm)%4pltt?o
z#61#x)@URee-t<zY)lRZ6WgPJTGG%-@!mwp*qIsmm{~hJdwaY4JuBH%BHLf6CZq<8
z$~m&PBhgix7!-QzY0R9^&o>R3B^*f%ZpAr9S!j*r12iI3PFI5`S><x|*CbaM{5TUT
zne@HzSoEdNnMrqvMv^Lda_JFBCe$S8z}kFaoj#3ce38zt@m+YXU_~GvAQn2TMb{S(
z-yj!Iy(K%i;zT&!R25K%qqg7xrZg6xm)3(@_0%mQJZ(j*dK;$R7LL=92BlBI<SMtZ
zwIb)cW_yic!f{M2W*^+nFVRLeHF(&Y-<^;EAu|91{3}AaU1oKN?tMIts)FmP^$G1F
zC3)(UrMG4anZL^t$1TeUIpXRzfALfEVYb@zeym%vo#`I>q0WJ2dqd+{ZBz~6l{0C0
zXw_-f*5s@<cRO~>c#u+HU_gD7$!#D5WWj8>w`2smIMS_+t2x~2DGW*0f^atj4vSm)
z?$qT^%wgzcqE|(4BeiXh^x~)0!b9nv-yOp&d=-hl8p|fAyPYv^tSp(o{H$E2-E3$n
zSX7E^!}V(N-AgW@nt``X;iIJYB7$eDBaZ9c=^~@@CB6=5dhfvcN7UxGgS5xA+Q6Ga
z*iCO|Qx9i|F(wziQp_`2e9&)Gj$^mz>0CN(w^^Cs56Pi1Ij8&2`p;tEs1Q>_ryvKQ
z!ctHW@ma$qYoTZZF`5d4R?I(;V4M^@N2{pi_$b%DR1U0>yc7CK^9MNZWMF1rKg({J
z_P{U(RN!~NKKW-fJ!d@{7#hl%7>BG<?<g@HeGP3YEM;{Xxb5GbqME)XPA`$3l*KYR
z;w7qxm+ahyBO=mSce=)aQSQ3ABq6o-0{~>15-cDghGV>kY<)bRy-1~{y%4{sUj_!n
z#2hnyhR2F%Y8Pc(LwoMD4RX4gt&H+n&SE>5A?egZJ3G7hk*d3Rn32`mVm|v@0g*)n
z^eHlOS)neN$+S%EEfvm2<jNaRS|<R4^*5daEY51-<l~NLR1}JKvldfBZr{8#P}r5x
zOl&oZ{9U?F=!Vx^NcZ}E9qW$DTCj_e!Kh}s#8VQWo5rProOFOj8{>5VLQXfZCH{c_
zN5n^yYhh;f>rvJCvmSBNm#89XB&8q_td=ep0PU`*qU4}M)OgIU@&iV;G!7nadRYO-
z@y4nIS7@4;L%F4!N?@DB#2K5Onm7U8te{v~StDEX6_7z)ls>sUh}<hI$S45DaNVih
zww@Yg&@8}AJ^mW>cve0HhurB1)n^7m7=+z|hjRv_&3=o1;cBBdPF@pz|Ab0Perf*)
zJ=?|J3X!r4tP93PhuDqQouwy<-8({zkWwiPO=DGJAL*Au{(1RjlXndZ{XUSrI}oO#
zQs=~U7R|Pd2M97CCvAc)CqWN-VPNV)vMhehtN!!hQ`{YG4~z;coMb-67O1xsgbw*8
z{Bys~$1b$cG$3tB9+1de1=ZJ{oC2TR=`><`jKFM4BMa%Ds3T?Y^!g+4A$&N}9tgVj
zzQKD0g)P7q1E<OM)B1Km5h^B;=T&I;E}`{Pc_#)JA-x4&&=!pVFz)*bmdEp0tg`p!
z6xl0js(rijltOFyq^t8c8z=}ZK4@WI1$Kj2<03FCMkWIa`4`*TfPgq1OCUXd9l6a5
zLa+$hcc(WvyikU@$&S)*{mOiBQ3i>2ub3BO*uUMJc#S6(g^aenMu@fri$vYSA!BpG
z;}P(Mlzd$t3VwG>;CkPjzz0v|13jw==x?<}I2*XQYw?5>ekA8tRC7Y>N>=4?=3fxd
z&&1#6Mg)Hg0Jo!YYTRQGL_!jQmRVLOj@Ny7gLe8|PRZnZFnJ+J2(b=#$Gx$X)Q3v7
zmYQt*QNrk|g%*k1ayL8eOd5+d1s*9gI{GKO_wg@w#0K4uK#Mk)*6aRgLR#sfiB(g$
z*cN<yg$!N%K5C6q*D+M;p=2@wY*?c>nV)O%`&f9t(_d8arrv|e4084vm*Delld}ek
zcqL^*TG|c17Ivjaz1mYjU_2s0V08X`rQL#IhOWeq8i>$&%qR6DY`CS@^F9k!-yLQH
zVOj!d(WYJU+K&slT<}YV69n<<9_lL^?hTJ{Z}&&tvc0)^un!`QS~K4HD#Cl~nIkx5
z#&Wd(J4<xx`V{RblEH3fYqV8DNm=-%5I1SPdu;R<^$`3<c=1`2a7&Z^`!GeXb5!e6
zu%`OQfBQtEBy^)eNwcoc6WS9|xb##EMqP;Hwf&$ejjs2jNfq3_gO9Wf`Lx+J2ZrO?
zIl&g&-PB>u=-Y*8nb{!Mn?l6*I9c0YxU#$&!@CxK4sLP1{4^to(t&r%x23E)|MIGf
zSCq-enDdyVh$?OL9G&ELJM`m57TN`m1~~=hWW8a0YlIe;M$22+hHwpHGk#ToUQuo-
zY5?Ss1*Gx4AzFBB9gGfbGyfa3`<<h<njDSoS5W?1s;QA${?b-}3*9}L)hC?JA{t>i
ze|wN#QH@r`$J=y(mfeA^aQC0u`o4$j#9oGB0+r@|c|3b!P{colt<Kw7Uls%fE$>br
zE=$#0#a{?EuQJ+WiPHLQw00tx42G4*0Lf4rv~*oh<p|zawD-KZbI`@9F(CRD;89Gz
zKMadi2q-vm@4X;A4^ExRtJ3jfr{KYMtn?r9yh;DSY2j#Wn{()R+ET7!*eU>al8Uxc
zA*uqZ-qP}0A07pN3I-Xs(I<FtABpQ2%H$`_sk7FBft!)z?h#~Q;djTrkyRNC!P{wo
zr!<_+)}7rQ><>1c#OA8)1@8F`hR4U*%Ug{jb>@Ec_+xYHu`2={46qgx28Wy3$pRXm
z{<!b=3<eV+)ZEtXPY2WT7RfOxjBvANNGAxm7~F7fY7|lE<pbTmTAN>AHto1@ji#+>
zEhyQ|DA;QcwITqp62YlSL0iPXZUH;NRpY31=9@c%xgm;Kk!Erei;RU6-ooH$4dry^
zbHs}|s==Yw!?XX!v_Q&|tyNodWp3qgFLt>Q@;cU<UEkRu)zLTU&2d2pKR#MwAwaSr
z9Dt9BWEd5y(}A*`d2v9LO|SA#PtsS(qL~7pyX?k{htFK*n~N86aEv-Kqi!la#onU=
z(BNEv$KPtbGin3?ozii6gH4GxNg{X1gg+<LWpo{pTHF(LX0&}_G)}PgPeX<!a~>p-
z<e?X5q$dH?bh5!c`=*&6Tc+P}*X&yk=&KOuFKJ8yyNYIV#>!)968sTEv;*OOK2-fH
z_Bp1P$l`Y+5MXHK8;B9w1TH!2wyhnHa1vvr{En1D%N7<$?lGV-1sA>H*bq8uV>}qd
zQY4L^6S6J5+g|9lxnF*?{VaiR#A^)?w`cToPTPz>&hZ=nZrchxXVHMw)Ro@!Ta2f?
zn3lL+GXka(5`9Z*Q(1m#{#NzuZjXL2p1wabl`rU^7~?mW*=kaDbZy*vWCp452r!^<
zf6%00sB|7-;<P5V`Vp03KqyO!Lak74U9&LHQyd;1*Si8mh#mZt5gGMphG}@A9=OQC
zX=Dm=#8XVpZPglTsXz|MhpcLV$zC@+p`Oe@@kd;j6hsC0DgW#;Kt?TL+fYk?q4q%p
zHU|wX>_AamOMvaEIwu%xq7*fnEvpdKb+`Ts|B0<e>*e*6-Y{FAzHxY3<ElHc61{1o
z=tLSkoBoTXc>Y8ygsXSD0AUOZH!Os4)Y<44ewP!4{r!EUBjWj~!Kj0{IBaRCShgMu
zjc%N2uccUlUpm=zuY7$hrtb^mt#B9>;S^^(j3gua*|$DC&9<x2?W+Yu0|hcLu?NuW
zV&Qamn|gDB5d~>!YZ1>imfOZoq_Gq^h8CbJNf2}PJ5C}oUyfvcN{zya@#=K+_+xXh
zAGaX*M`Z!hBC%8=rbJzwZkmtnSK>-mt`+gjFG}xR@iZr5VepnJsEmHmE^ty(Dvw5b
z(=H~SCWbKjg$u07bWFw_``y9?n4iN&ca$cCD8T}?D;J2VZ{kOHY+%2bn6m*s#y87C
zQ7fx-j^<|W6GipsBe`<q%RL<QscQYLyFuBKk_@h5$TP7c`l;~K(#cA)Dt&Mk=0ZB@
zvzEAU={FG;(PPim*j@d?KGGzOq!ne>jnpRcGDz<0H;w1pYtiCmd0h)3gQ27$UnG;d
zNAifH0@|<(Y{Y3{0(5J-k}c@Da(#TXOwB>NEBT+x_)<q@*Rih=y&F3gpddBz&=Q&b
zIXc&XD;|-;hE&SVVj((*;`a^lE*A?AHgN{lg(ldgY~PVEJ<%#6g6c9c&O&F4H>L)j
zkM##mQ?|rAe-scQSc|HAyrl@VXF-6tE7F#QBS-I<+2H|Z0CO|`U}NM3ab?hob@$hu
zID*jpN&FLdosTKhQ;Z7gxFEPF=KiBxdxC&~HlUMevJRa1rPx%SSa@R)C{axL7q$E)
zeEJ1>hL=NA`(R7Zyw_zO&3p$;38uNs@7zQz;AV1Qwef-6eQg1{-kk>2MV$!#f&*#P
zHwEWRn$V;r3y316!hHtK(>t?+gEMjiq6nU2z(fythn3#O2pMWlrO5FYGEtGT>Da8g
zD-F3}Qt2j{`Go>n=)*T>Ew{!7p|G0{mBV-~Kly=)MB&n?VRRvtFEkrT2k)1DMEr(>
zHrUELH7EMU2i~(L`fJ0qGTZYNyNN1hNeQ8q1Ylnoa4^c5_?8);{ZL!WwxH@N-1HE2
zheB;02XNw7EH1P~gzxAPL8-gIQ@rFLB<|{lZ9IWV+#R0~#+HbH5)Vsmy<Q9KGV%a6
z=0}W?k;Y^8QcsT{SXeOq8=@AIo{-C9FoN)Q=Zn1JZJ57DukSiq($}dWQ=sW=OsnW?
z@cIOBR!|HUJs2b=T7ABzJ&ZW)6GJ|JA<16^CgVA3RipqxeR|ZsR#dq|clI0-?DZyh
zPQA-LzF}w*@*HKcQ*CL&oX%Ltf%ZC+YZ#nj4#EWf1;M{;Z)3jiB$Pm6!Xw!kSH?i3
z>*7i)Lf^43U-+U@QQ(O=17lD3dKy@8xZ>-2LJ|_J*H=Wj_1~#yqdo*~ST(U;oP)MU
zmuT2(hMuid+d-%i3Fx#~W!go`sk#MKn`wl=b}a*y*cp~4aAqUg=!oBHWL9v%^fj}F
zlHtd)4cddaRv-}vkzbG9N-w+lh{9m_5y$fvb}0lshDGP(nDynDFQ1Nt<*_c_Bl9w6
z>Fg9pIDBidl;S&*PC4TrbINo9pGQvc(h$}%Jcy0oC)`*FT?@gY^D<SGJph#`UCpTQ
z<*Yy9Fh?d)%10<^=Y|n5!}sUXcDpq(J)REM31QT;Rz^DuvN2Fw=h%nDIQ*8+3gwCc
zkxrrVtu(=2jFpNAVd5a~%5OPKBq$4PUutmcD>5bpGgz<a)5`_Z9-7DRo5Pt=qIv?^
zA{)!l;6bElC@aT}dZr)J%9!M(6V&r}P;W}*<!Y2cEJ}6px$!#lT_f`)0pD}x^-AZJ
z)XVSHUiI#VPD)24=OyR0<Fh1`$K|Ny(iPK{=Zn6UZWMK>ud388xSbj;bS%7<1*t{V
zMpkE7wGX-Z-SMBwpGqz?mTRkZHojFf$eUktT4gl-_-=_jKQ3$)3tl#~4TqhPeDh;p
z9R}t12|g9ta7mgf4N#PX-;i*Q8SRfVfi$u?>TV<40xG9DuNVc6*KpIb2+lUVB_d7U
z_S~~92wda6VwQ2g=VyL2Tc6rK5W_c;k}SU>D{?)j{xGkpX>jU{1iz6!>b9YhjJ)6u
zDh$693fm#EXm!$(P_fb2eF-67aEZ4c#8rlbDjgVXquOizG0T0L3y63*syr<d05SeD
z1f2z8Lx&>4*cOxcMzR(tEw7KKoHVHK%wduSsI0oAx}`W@wg&*ZLxA-1F!kgmht>y^
z0fHoE#h@MB;Gi9d=xyjje!RX63q7$CBP|b<_#n;ys?#Mv+aoSns4-(SO*h*2yDR2Y
zQk7bgVVN&H^Fy9<&ONo}iX(6$6hu;;N0vJm01Sm{y^L9UAFOqiVS~5JM%(+glxP*y
zzT%rW<EzC62DYOC>2bW-^`LwvX-llyDC|i2OG74w>jvhkFOM-~)n3LimnJMB8M-m#
zRmfkOP8~<UC>^LF2kE6(v~LpQg1a=(oKh%eCe|UNwYy}cdQBH$f%2_Rl&hbjr-L7u
zJ0*#4{R<Xc0+f7BRxyzVHnAMN|81?;SFAW!*)<?Uq1fICy3I@w6w@*T)|$JxhcCy?
z7|A+dO7lVJvJ?0TUH%fo_(6ri0DJMt&i%f2avNVlG?zijPT-pvpfF4JeT!%NvO1`Q
z3Q9+YN+r{-$Xwz@z7Dze_ZZq4Vb!7LEUgg80bH06j297HW8zC@?AdTMSEh{v1pvf2
zTi&BEic!IDl1B+LDow<12G#O^{|G=TYwJxN+iqz>!xX@FJqJ}iqIoMlFrtl-md!6o
z$dz0tKeP@S;8eCM6!##&`{o@Hboj(!&OdVf^&R)#N%j6{J5+Ntk!Dn@nah1&#Qm9)
zGO?0ct=ee0CZAGine&B=BDt)m{9Z+~7BIfNB%Xo~C08x)gVs{!{&;(RUv*)&zUubz
zHRLpY0c}pi5$R6lPUy}OYr)88+#$7>Wsy7@Q&_rS;hU%lSPK|;=0tAP^!zPp0m5w3
zasRFE!3w6OriJ>FQ-gHFcn!DCVvkkU`nT3;r`WTZvx3#~s#U|r%?r@e@koQ-B{7yr
z&HjTLSEAe2EP4})mhg&f&Le!cNG(bbB6l!%zjlMo1)c$~h*!{O)_d)<&eiwhEW0dh
zZ0taGB91)HF}tPhs>STC?WSJtAkj3W#bB%fVH@?PR}FUO^w!Dt9UhxZ_ORTQXxllq
z6C5mdP<B{{aHnwRv^};(+vr_}L4rYvL9j?#oJ}^b8SoU56sr{76cy<jqZXr966IQL
zg)H(CS`^KBMN=!&4zqbR5%bDdar2oL6L(WE(?K)BdW;p<mHw6Z73vk7748qDg5cco
zT+=e*KKZ`=K1^xB)IlV@c0zMe0xj#b6lz}hc*oJS#k57W#kGaF<-Dc61yD2OBJLus
zLh6Ho;D11?JW$Qp1=)zO?seYs{QcGA%Vr|n_TcsK3zHWrZ>IKGWf?8>`Od?2zXyhQ
zkoR!suDNSj<8-ZCgjOZmo%HSaZN`(6o3$sJr;k^WR~(NNZgJE!=?Up+;VIfl;wkH~
z^9kGu)Ls75&6AyHK!=*Q^82@UsrS;iunht_-}bC^_<ADqP+JoRvBQ9ZQiqKZM=U3d
z#WK}4oA%=ap%ZV}iTCCyidXC5rZz#<smn_MWUDas2Acu?rsq|oJ({4X!*@13-H^y6
z91i_FdNPmq#(<F;E+<#QEw-nNl->a4@O@zf%^K+=_ApK#7^CdLsBo#Cg8cV}r(aJ3
zS(Mq?f@xPHEx?e@IoD5}h-6n;vOlmuT94(=MCyNN0KgS&@&kxFy~W3pRwE8~?<>o^
z>l>|L?7T4&zJ{_}DD+d|Ftg(m&9eA6H=jxU)(28PgqHLl)?2OK{`yrvOiLnGcnzlM
zeoN46&Hjjl9C({&*4V<O%g4V>0wN=J*P9Mq6Y9&seKEHf55LZOc;~F(4#_=i=&C2b
z@8t-+U%(0;AdB8PGdxk9dLKs$otG@6f{X;mckjn<$SD+-83RgtGxkr{uY;O#Qc$V-
z!is2TM65l;Dp2W3O7<&oCi;D_=R8PXEIr>*uA(Xj9G8rJ2bh{<``0+vMuSPWNSfGX
z29dJKtw3^lv^YK9eN9WT0{rjmoY5|y71f_8k3n4mlw4*t#lPNzMF6jvwTdNyve2IL
zJ!VB+=}93JG)P*qD6F&Om2n%eIk>DYr}hu`9*9r*fLa-@nl}X?w7NW)u3ZSRnUJJ@
zogfNjm)e_(8(=|2AXLq(B89<EurovWfK&7w2G;T^3neDTa?<W38_+j1R(>&OPSF`z
zC3{p##phbgJML~pd=a!YH;D*}(Wcbs3{o<n5FD;#{@Knn1<^<dk;m6?UX@iw7M=M;
z=FXkeE<fGBt^c|3nVCc>zJ%)f5iAOp(A0a^E&rub!nZ(bexlKEYR<=B$$_!+fRzjm
zlSxP-t5BQ@A!8uzmL{R%>x!~N@0XKI-0e&ozf4ZuRG)TT6nez>c}^yy@I(Ntj)tIv
zsgGPIbYe>&BLTYE2(QlpU%9<6T)O8=1EK{JB`B}i@$o(~595_>4V3TXexDyCY>BPw
zpl5p@Mc!Am+iTaKD*i_Pc=j4X8$o+{NyBZ<@x5(#Mjz<Rpv37#304}qsDhKq?;^+e
zpvy*<umQ$JSfllIe6fp%gR@&dD8wLsixcXmb0<=S3-;7jKkbJxKvcRoCK@oTb+<9h
zbU%Ax)Ywk4ec~9s%#en%nQt%Lh65-X0TG(_q?t$R@i)ZR)gNp7lJ>-k>xBv#wbT8S
zBvqNkjhp_cDu!JpF9q>$@?G<TNZzb(Z!Qmar3IzmMc*IIniya0<T2y|6ch2_JA9=d
zX{=zK$<G9P0VT--oDtnOhViz==fpE}XX<;nLE=GmRyX<yP`TapWKCJv=xHAgl(mP#
zFqX_U^h8Y?z{V?oJJDpDcTQEm`VFA1v22SlIeD#uYHS_CRr1BKHDmjN*s<8yn&fm=
z3)=i{yey>cB;)0vx5*W+-VTIHv(}GAc;;a3=C+O6OwUGg@n`{qNl2dhac(~&PbwWD
zDKWgkzQ&Z#%iL_Y`J%TQizK{XWOv#3R?x3m<bx91C@d+tKQC}u*940Q>)Q=4lv_Kt
zafjtxx!GoL?RJb+YoT{LLoPB|on0=~?!C28j<F9xJX4(mkVrsS^r|b!0>aNZZGDsF
zsV}|TI|_z^or@T$oup+7jV6s(9TK}>As(y4<}XKCNR`PoOb3_-!i60q2h~75vTXPb
zGWprbSZ0+bo0pSf$FlV2sNUE}KV)-X+&){u-Y#&5DSDw#Ni?V-cG`Z*j0j*;otK|C
zCK5NNS6UrXikyvaUUQ^_c321?j;D*lM#Jtv>Y(7NGc?TIDercda6V!f^JRN*Z{6c7
zkPAFJ8vMbKPsOt#+Pj=M5FybL?06i-aeT~9X<-!6!_O<E9QALygbO*f?oMd&7+TQ9
zT@(<?>c7O{F~K5luPqsK#2~!_w}K#e^K6N@@~YzSdKfWtt{EYrnMy`Ulr>GPp%%pt
z$Sjo9&f^oHV5q&a-t1MMhjQ|}0z}v)O0?NW4wF(59=goRx-;It28JHsq`L;Ax1)ke
z6W|M}%6M^I-zPE3Uq9lns$pJJF*K>(R-!eap{2;AZP-5-1EeN`M-T?OOMbOErG9-p
zsv3}JXTpZ_qj5pqh*Y>HYC|aOQo;VR+-S~nz#W^Tr9e&{G>&81ms<sfKlnz6*urOw
z4&t>X17Btsn<3pIliuNVbF!aWV=v|GQzR`t30VjkOJFC0Rc%5dZys2F>E=yEy=GT8
z#N>4|T_-7W^reA_tvQt{<u_o18ob$s1vb`qkL>%M)Yd_`fuK~j>`0yFd?$m~9N%#b
zgx6_VfBmuDo}R(f1sc^lX#uDueWGEO0?N53RGUF$0SiK2v@VjLs&;OJZ%F1AvUKgJ
zQP^9SCL?^s`wymi$Jx7vxX><f0m|rpV7k!O+0~Dz*x(9Hr5<HEqeBgLkiu$2dc#iP
z{Sz?)y3~GK7a&UYjKVLq!ra+cME*H~jb2Ei0pi9YVEa$#wxr64uP?TPlS_~s^NM>J
zJo=cPZF)P@glrx~Z`88%ts%8NF(O#*5vvcT*PGg3%Enk!Y8D{QMIIebIerb4RvKHa
zwR*2~Rs%aGBBRR3rhC7XT<ggh1TmAySXC}1^oK;IGB6wUgi{aZ)h;oGcP~7E0)nJq
z?Q0XyIYWndB5{Et*prnv3hkKCrGZ<q_-`-k<j5`P*q!5A5z$;$rn*XCvzvOn2$^oI
zG@Bn(R14b$DDW^k-nE@k2MTYs=nPhAHV_3>g5p#onvV(~_P*=%2((rGT%v6<tvOVD
zsilTk$HKc~8RqrGpGzo})^&`6K)=B2UPVaxMeLYC$KQlvJKd_-;;3gmje@A8MGoQ%
z=1ts1m?9fMGpX&@4&g2sK<6Ql)9K&dh1F*A=H=+ML#F`CLwg$)PE3RT#ShQtz|sn>
z@1C$H*ogphskck1D95M9p%0l#KNvz8!K{ZY?DUFpG%IV&0QGx$XU#Pz;Od1P-o4S4
zTNtl!8d+wa31gj66@~@KT2!Ey&5xZuRh?cn`6_0I#@jEkYkvHJUr``ri4@%fJ>v!e
z`<1>t*pvj*Nq|UfK*T|&`20rxX2$;10Po<R!cA?dl|oO?!?_5|Gj>YasO9IkUF{vv
z*yxRG4WX@*qer-_uQvk9#P(ev!m#b)&RforxbrN_A8UBICyP86QGn>mprLHJ&2={A
zc$Vm5ayrzIBl`C{sM-sb%jiPZYblf;>pNbuaW)7Dc@qfCv!x9@4Ab1V?@TkVHQy}Y
zL^jwp_b8vMU*^f88|9KpLKa`5+Fb5Z^7W2?^z57$NVbMaG<;urd#B%<w`dCP@Vkat
z@)9+5ggAzzaP>nqyfcng(DaqJjlBT@_7undhPMGHo3%#*Irc=4M&swh2(g-oT!6&o
zDlj7iu`g9di+}V{(E9O`%9}p7dFWY%TOWmC1GTJ*`jIAX;DxL*jotQWj%Bv7r}Xj%
z^9$UXN0_{&xPH}!9WLw7O9i(2x7kn$Os^V6`7IegJZ1R=3DEewsy?d@zw?iG2g(Ti
z=V)22gQRCaa8lqbv1xw@;c9BP9fx15$@$(uBE5mN8(;=JcM_v6p{jK}gYqLfT~IoV
zhJRh0WW#$odUYj{d3Xo~kN}!=sG-k+O!2Pw7j8+;`PClFSbAiT{Uv8mQow6{rLp(o
zruKkl{AX8HtXGnE&W;4XO65fC4n(%1<kE(_z^3aXsXBWEdY`JBd3WS_=VmR);G*b6
zJF88P{pBg-@hz+gEr2vG<>=E(GnIK;pW#;Dq7Q1w$c{71@UMUgrcS%19gNysn%d#g
z-7dd<<+mD(*+9aFe)8tl!+m~9r@}|&>ei)nY8fuJ0j3Opx>9>8H;NLxon}lKJ*{sv
zV!OxOhs7PYM+J%?>*>t4)G9nk!wn-25~qcXsEv=6v#P=cwMB_SVrzp)E>YQDn9s*y
zhj{yl=r9`E_pvov&q4Aj1kvKf(z=yTJIMFtl``CK#*P$h^m*!)ON8(syZ7mB>Yi+v
zq)31(kgWJT$)bqxs3|#FGfb|!EfNz!Hv%(~TuqY<=z{fmiQDupHp24i=nP*7*WM=R
z5P!CHp}McL2O-oIHsPM;F1^=MIuIP3^-}S)yKe^66BYDPMW&|5SYah{Q99A#M?kMg
z0&{#3@{JKm3yXl3Skwe@ezVIPY81e@tN-Dk*eXr_^jg#uu03eycz9x@2!GjBKvfp$
zcR{6+yPT+UyPFH42V2|C-{lsA_Oo*n2GRVENO|h{_m4Nx=fKS<a~0X_Cu2<Vel<{Q
zzhS;NWK;FCYnT#BKL>M&lXuwF5U>^m4JRT%`!3k6o<_dMX*q&ZP<*Nqb3TCqv6lS)
z?0_@A?d`j@f<P}{bL9J9=wH7*0wl!&Qg?zMgv0+1E?;%BSgRK)Zowfc1fvwD`;{sE
z!UGcu4hXG8LF|2ND3`JZ1Ro=ARf|B=&6Om*O~WK-fea!i0h8!}Jd{Qi$io&dz^$Tn
z7YH7Ur$+0M$BCVNHJNar0}^%&*_QMqq8%WNtOcwDZCo9Mh3urKgOw3JtZhn}X~eJu
zrV%f(e8^H^NoFzl6QDVBK0CFH<}%1Ni^JTtVN03C4%rdU;A)}keNUym5q1KK9tO)v
zA1}bn{+G%v)~ZagqKofrio>2FB|%{=LGaGkscLZVt`NR?W+_omRTKj8Mi>U@6!d*&
z6^=`ZbFz)vmaZXVY*5cN{M};xQ#dU;+ee_Kusg|ik*zH9Fn<Qrcmqv+Ig*f_HLNNi
zNKfBJ>#hKwBCQI-Rkt10UMehRdfOrFm^)mxghsDLr`0xYELbh3Ikb)hA7&=vY;cTO
zqly)lX{M&&l^9=e{#m54Xm6yA+vf1~YWK{y3`hcGY)z-%zoz@65z&eiwOXRTKEIQd
z7T?Dn*<zX0d!Px|u+G3U={b^tlX{k$OMuFEqDwy}ReZq|1)MY<3UUJ9<rB`2iW&`P
z&H>=1(1Wt;Ku~aocPt7l`r#5ACJPhuE_m!?P!$R6>gD~6754&JQduGpu<n@{EB5kY
z5AJ)g^M*Tb13W=>MgqsibJb@VX9kA92fi`7=pW=s;o<r5*T7x*(an{vaK9jgE~#Ee
zGnEShv`Eu4@AnYjw!WJYA5gORNv0T&)sY{^6mc1pIat8DalR|EVsB+@HB5f;b|p@X
zt!sV$oUIKOe&x|6plkEPIr4Sx57Kuj&~5(n<N*a`yh4gV9n50RxKhF0_vclR=GAY>
zU~ChtssjYsWCvSKw)EB8yRiMps9!l0$?$CuLnM><V+mq>Tx9rkEv)l5b_jc}926OZ
zi}esHZAImH*f9qBZe1Zfr6)^Z)0%_~vV$^*YmxY)N<tJ-tZPV;1jI0AqVWkdHz<D9
zQE!VCFY&2(e1V7p2+dT=J!fxay%=w3CwYs{dMxr4l8_QUZdJ+GDA+@<wO$BX(I=t+
z35(AXkr3~tO(Mdx+rk1C>BK535?qzj=cFD<>2%1r4HnU#-9de*3s`5ZW^I4|G7~SD
z+pE(BYO@I!fnZBVpz^w@tvasfOr8-#P(fs8fkKt>dbp_EVnQd1V5Ta0B|!9cgMc2l
zEnKIkrSzUm*>k_tEsBv0iE!vG8w|ol?2|)?=l^K%t0jEwX(bKvI1*u+9buUTuV)CL
zey1`juE!G9rS=Hkc3f>brgEqesJVM6)f;X2OviXU5ffcFgZ0;XR=`m4#ZP5mA93nS
zg%j`REF4LPQqV&BE=i3-QE5$1w^s55^z69O`n#_{<=}0a2q7k(;y`nD4-Ro!l0UPJ
zSE>h(cuGCUew6RMh3E4UK@5RJ0cfVP9w~~wPF89d|NJqW8LvhY@dk$-^_c!2V1Ykz
z!=F&VM-cf(4PZvbf5t?!{HHQ6EdO)$ga5{)#Eyop(joIbyg^bIhIJ?G4M6}4CR^1U
z`4zl=QIBB^9AF8p9ok%+ZkEda0W5RT`!Lk9zj{1simCklO{|u8@H@;dvV7b4!(Q&m
zu3;Lar6T$(MV$9*y?Uq}B@eHad0R$-E={E9_qR3QMrQ80(L=h2YlZAMiq1m#SvJkN
z(aT0g@AS*jU!+>QbtNSx>L@!^_0KERn=R&whBRK>0n|JdQH$kg+5?q?i1EW^7{inJ
z8wnGGbJB?_*rn&QCA(FgD+Dszoi6Q#Ww<ZyiFPd;Go@zA^~q8NMqtZQ6M~K;gvp!?
zFndFBErCga_df$*zri>rp8(AX!t5QBS9hh&5F<iO@yU|RqG)n}^A1v}y<ii0-OfEW
z1N2PN7Y<Y|3qH;-nZ1;80r2)3V0NZEbWaM4y%?arU|Q5a+O}Zw21R#IA~HUz8qq(h
z%JghC#-e+{6q@(J5&C8B6G3~)FkIVn`)BqK4L!#uwehaOe7uYE(;nAkcvN)-^h!`I
zd&Kz#l92k;HZs}%yoBT}YpNdImgdTup-wMzt?!-a>Z-JVshz=e)BT@z#=jLzU}F4N
zRScGYFLUs(VEO+eMj|h#D5|XX-!T#aYYT&aVhjJ7A;J5!`CmYij{=C)jC3Dm`52km
zKX)(l{|=HcF#lWp{Rc?$(fyC$-$9c9viZLPN&W=m|96n&FXi<=!36(a>fz7z|HTyi
zkMs5aH%0Qf*8eEr_AiR$gQWN*Nj@oyKU4-A`yblkFJ1DN-uNUhKJ|Y{jSri@`oE;c
zXZtDpEC00nl>H$-{!9Ls`1rK>^!4w3|BxJ?{y%hoef`yc>i*IpfAxQL|DF8!_lMlS
zHuIk)`6n;&pU98@ah3i*VIO}Ag#5p-k3Ub}|GuyO6C=p-KQn@#WY9lv<KOq(f5$%R
z-JCzLk9$j28(2#mlkC#4Zkkdk`^X|ZP-wEEq%U&7D9Fe_{5jx=z(7-3MR=j$IRv0m
zN!`H!y*{A;DE<gIyWzG6$Pc$`&oYdR4-;(<9na4jxR>Tf6&EEOwwLvbE3JDBNQB86
zG|G{8>e#3ZJVb0clU+QohIUBFQY3}%yF^-MnN|hyz{z>>k~z@^`c$f^N0TwR=iP1I
zFF?pij>rZKUcsuyPt#Vhs%X8UBI>=*PNTq#ggq%3qj=|npoS6{l(VC&BfqEL@Na-f
z9>IV`sUm|hmKwd^`Sk?_^m|ZgA;YUMmO9^mZUjDLvp@;<Sa1OvEwc^!gDe4;1%rdb
zYGWf}TQTwu7)fcThIm0G1PTSwYFg}~omn$hU+#6VC<x>nM}=9o1Ocy(!GYhZH%yTj
z=$a!%Zv*IVvxM~s5D50V-_~D)YhYU;;UG551$qU7P(fWm!Cf_mK;OfG*M@*YSJ`H4
zU+C(qz+f%*Lzy%Juy{T#E%}21F9C}P`E%T!q9HUFS&J>@ctIUAZ@(tIdda!)_Ii2_
z$foa14?6ZN*($6J-bJV&Omo1!`+#@$kM=yzbfXvSe*Az!+%OjK$8Eo><Q?w7OpqXL
zrFj0nA$mbL8Ld2;y1%*CR}?j^NXVKSAaX6D9Daedigii1q3<!>G?N!Gj2=syMR^7I
zJqvZNyTJxC+`qbNuCDx8N&$Cvx1dofGwH2h3niyVfnF4$Vkw90`y5$EgXw00erkrL
z#%fc&>*4`n?N>)3&uKm;wEQgSxS+`F*dvms;12wD)$nEGoBIR8vGg&`vB@NDI&Z_b
ziI?2ptoFkil}z6W4Au7m_vH<X7z9+yJ&G*8u{743w|1OYHx#Za)wR#wTdfA6o>RAc
zV7*sWS2e-aV%1Cf*GoIe`T4}g%NsR*hQ^X$lA@zJqc)>lqXeUvql*c=#bt`VX5nTD
zW))`HW+4<RC<UQP{lzhgr;5iV*z->FGV>_&g!7E^>hrQ?7^Qk34N$9o=c6q(R%cW!
zaS;YcO9m`{<9hZ>Tux}MQQTu0hO{-x%d2Oa_bAT^uRVH7l?kQUE#+$ER)r06a7u6r
zQA)DkWR=}Z&`Nvfs!xy|OE_dTOL%fC6gL%lzjZ3UmnF=-@8K2hm9b^iZa>)yHf^r~
zPo&@M0ygW=_=fE-*e9=%&;*U{-rE|k30K6F?p)YKHMw1YJOn<6#FmAZqf;tL)Qz+Q
z$tzb%Y7f%NF3DHnb1Nj0D{V9U{GOJPQC^JUT|kHsBt<wtSr>8T)Lk4C^b%2<4Yin`
zpGO>asxN;aO2k%fD#~>2RccJDFs6aX<=$en6z^Jjp|NV$DwB!|c7Q8JwV9AmT`aYV
zduT)N*S+VWE~~y_Dc(J-ZVdZYqv?^_s_N|43TP{uaCT>t+_=Q9qz(~fc)4a9ycwUE
z2A`NzWf5@H?%*gP@pwYKu&ARXw{Txp_R6^upNM?MUL?1H5=?S4k52WA?TdGis7~VD
z&QF&}@Z|Mi=HrnE=k`a%$K;ITp3c_eWo1$Vcea=pq^7bI25<07CinMcCR_U_l68`E
z1#y70ZIxfUE5Y?YTJoH79irB&$)i?1OMW*<3OU(8vO@$@^_Z@~dx>nl*{3?HGt~5R
zywK`^o!@>ij^xzzTDu;$Z*Z~|7b4W9_UHt&)?e0h17(PPE}5^-)-78sv3?0r#j^PD
zRF(38=TV7YN6tEUu|hfz^wK||I&)_UuVoVpI}rPlU@7g`+)tbb#*2w-#3$8JiQK|w
zQzF!J3{@cps5UzgH#Aais(-7K^=s11<o8Bj2HB!2<%L5y1WY6u)7tKny_sAkyhr$^
ztV=<D+GmqN$3{ZV&QbQzt>WeM?dpi`8gVVX({<E}hmzA#GZNj^eXvFIB{`P#5;+vW
zz?#%Z9R^SO3f$?-BgdLd=bBHDjkb?DK6mcrN9t-TUk3M><CUg5W^&9+td2^acDB1F
zp)iu2413_Uz+2$Ho)cc}xOtvMk@J}tITW3}imQ)b>c*2+dLS$u$A>i>)P|mQ4H!n}
zqeJTzznS)Ej;EIKmplWVIyM;!RWTQ5Gv+Bj@C=sp4Wc!qTP>2cKyB}eGuUtaXWP$D
zH^8^ISUY&IXNTftjNtOnG+$kvA{ScQc$z}IR~0?pB7;}k+=8EXexzv8YrJOxWa!t!
z&RQPc?vb`!aN>{!CRCI(6^L7MU2V?*_1BuyPPXrxTLq0#qJ#l8y2{RG35FdWNFP4K
z-eGY|rg568CgNl2X&eSiZ}9SHDHn6QpLP|ZrM%qzKK)fM3Mm<Nuqpo&p)WQS^$_(W
z9|xCCf7)fkbmO<Na-%jS5A6bWIoA`n_nk`cq7%I(^^gyil3`!@T$UrCT<pcPfaD@s
z_SQL3_OBGDd7&%x1<A93@=aWFuT9uuH~Jz5owYYFE?ZK~5FpzT<aZm;GWh%Q_1L!4
ztqLH~UlrtHvOCY48ous?(twdR``|XDCifl1To{sL!HkyQy}aiR)fdBPGtd@=fo6DI
z2Et+6ZhUtbcUU-Q>s)-)wBCr)RtjCY^D4q_9;-m?>qYek&#`(}qrz^r@dASeg9c=j
znR+gvWRZFItrLYoE5y}f69_6`)X%ZjA+a@lt!ow;`pfc1jieUCn@%2f`onUaOX_zc
zwN;<O2M;oFJyvMt2i4D-O#m<HE?0^b={M`d8XW~Y7K($zFaQe%;C@x@7Sb-emYfKY
zv#ij(rKQH(GAZL%qhPaxd2@WTKWF!TuX`x!tBadsL&zsCtW+(;aGm_fJ@eq4$&t&g
zt)=ljTs44qqc8fRHzW`btuwT6>3|)T&i*;?fs8sPQX*iDPfY39eLULj2SAlbr*Q$$
z6;y<@+7M~}5rbg=k{lkpxA}?8+grd)P@$0jqV1x<$Qqp4O-=Vr*fS0HR2#awaJcD>
zlyXi+V*AdX-uVL2)by&o1DbSV;IK-*Vd6GT6ONT1XR!S>%EYwe2wx%y7!Au>%bURH
zMkRZ-LEw?3SyM)DI!9!N>&rrrF&vMnYAh)lAW5)9<e8uCF2Dv@JY5arT_|r_s<EZo
zYpV3iY_Do+=Mx*}d8Jl`1xAFk9XH<b-U&y%jYr}2-O|h8YbFgBs`mGfaxE$Eirf4K
zsr?V|tHckLq-q&;$H%kA{%maz76gcrFcfM)EC-ent6i5%sA$y=uE4}NsZfVu_y9V;
z17h~{J@mgXYXXaR(t(O|R?w?6%NnQGVli`?rIg-N&;W82KxP6j6&-nvN4*5h^w%QJ
z%r5$e>JPb3fg@~;d)k&%CvSZ{IVk8Sl)&up+_{W<k{L&yon0)<mv5Td&oeeQ-H7Tm
zoi$EUc2+*WeX}1j;h@QJ;eusUYk+mm6?w<GAYB=-?K9|`y4Y=>SbN`BeLYO6y&*A+
zm&bG3KHHkYn-tdneQiI<)s1sXA2n`;1LvR~n-SBXX5rs*&ey1!7+dUmX4eUnEHoyr
zT@yTH9wc|PlcC*%BWp5kuuUYimchEpt7zI0;VKbl;16@hCmqyEqjG<x(;cBkZL3OW
z#i#5gzjfWZgO`+$lu;)#dwQ{_ZR2hcy1$gKaq72dj}y4!?D&gY>-n^{0FD{WQ=@K#
z6>ajn=fVp^ds<Qb-o9c1rZP|(G(xh7)Uk#!(k`ifHAJYbgzTa)8KT2*GX2T}oy5tI
z^z`_{*Rj}X<nAB<F3_BWJnVshZ%0-@rMBZ32Rv4Q@>oYgDP8KpWt>ppon7b6hcV0%
z){#jlfPO|-0NEhKdMhHD30C?t`OHd;#Sq01A()NfwOZpZjVq&<kYq{7UcdkjLDpqP
zLr3(`Ut!!&4ySNl@Wuheo`lkiv4|u?B8RGBZ+)6*n|Y(gz$Uj%&!E1IPtVL2KcL9U
zA7USm#lB#FV0Expz%5z(3bHUq97BurD(WzBR^>~snVnu-EK*V}mMyleH0H4)%QXtW
z4r%(e!#RF~U7&i^dExavi}(wdsU_As?XFOPw4k(-Gf3>RbbIf)yzktowotcNobxrY
z5K!YQF`i|xuJ?b%J)xVCXJppmOWe|vglA3U$3@pGqxGQv`6Jm+97}H;2^CWb)c(pe
z;IauCLEJv|446pT(a;GM^@3u8VnyfmJy|W_pn^gz*AeRKE(3eQB4OtZtF@-50J=wZ
z=j5tLZLL$rs}5tcISiK>>wUL1(?7O9<>5Xm*utdKb=ISPzI!%u>Dn{!cf>EmLk=)U
z`zeQ#hF(i;F6vUAN*u?n?wOT$oFvgPns=V>R6|QGwv`LlgrZL?NP%@2m+IF-VeWY>
z`cM{qiy8M{NhB8VK^48)AEwVi-!3q$2lMLo=Ds6$Ua`#}sUz_I3P+CZHQ>GO(T51*
zKGC+M^(u;}1Vw20T3UEDw@KBp{l*4RxbvMYJ%&3BHjhzwz9A1TTC`%R+J3YEhZ8om
z35*9gutylF>(1Zjb=GCZ51KGCuW{Wl>Z#P-DZP`lg5i!A+Y2jdQ1HmSIN^mO3Ty5M
z+e1?0?a*)QCE!&Lu6E9zD1n|(v%sU;0G?bB-~&3cmaDXHXaVjbv<OSM1rTM^%{xo^
z9Q5?eR-S1Ip6vWO`_7>`Kn?`v5f@_=xSQr(SzbsqZr{B<rf>N<nSZ1**bgXf8a~Ue
zH90hwoNY09Q}-a*s#}D;%CXshwQ>hE>aB`<At17h^<V?4PJvNo2jU8N`U%JPByhs7
zoxi^8-{*65b<{NP8nTLLhf-t+#H^qPdN+G(nIU00L6>L)n$Jr0wSqO*2XffMl#1^x
zzZg)yT6!I00Wf+QVSa|Ubl)2DIt^2Q?U&EZC{Q+K!T|8~k7#$v+M+PykbD>T_E%93
z0i?2NMe33yh6TfyA(e9>yL89}!?46U&bFhc{CGlsGd(rE7^9hx<@xWdQJS22<B2SC
z_6}IQUNfrLdY&FP7d7%;vQ7pj@@n#CF-205R$YcLY_}i9=)CFoiOumf2k{>{@mZA>
zcD31c3lm^GG(7J3(+{NI&4onx8^-DMu(OH3c_-}v2hQkzt1Z761L}A>(R<MKY!3{h
z3<7l8JuE4b6XJ0(sjS+^NZ!^9=T^~fqqW413eeWxwE`2$mpGZ>%BHW2W{zeEYswoZ
zkJBo!oEREjs?dq38D;%CKA(r9lHQod_akpZY1JIS6*B)m#`TRb%NlNX0MG;WM7W*7
zh$-t!b^#UYau8GzS37{UNtZ1QMe$Mls(V9Te{g7e$yD#|y}34aWszsGsZ)o9Pl94N
z>XrRa;7;UHT8{_ZG>o#H)7Myt90Y)jLEA5_d<`YXE=Nq$nR9lYq)oT;F(xh;)?e5l
zYfzn|XwpgkAKu<7IFevZvlKHkGcz+Yvr5d&%*-s6QVb<#mP*Xb%q3=KW^LWu)4jK6
zdZuSz_9ZMM(#_J$-NMt{{X74msjnA<4_a47d?0olA|k5)DF&#DFIoU<kh(=3x<6fP
zY%!GN)6F+!oI?89XR6G6k5|wi0v8=qEF~UiS*&BI=?DVCnWxgEBt#EBj}p(5GiSjP
zR7GlUiY`r>RPUs5QS^wQ%i<B9>zIEx$X;RSOH-~oGaw81kl~s1^q`GsZ2z4OpdiFy
z-aLu%;|OjnJ^Ce2uR4;)Q|^M_Ad_cg#P~Jp=Vn`?JXbXVMxrAzS9^9-OuF>3!0Hka
z*`8u0ZKFZ;@Pmn+pz2Bg9JAu|(HAYX%aTuc_jse4bhRv}!EQeOH#{!?Sdd4i&KH$V
zi*$>+8is^)m{ud@g<6cyN<KvPYovk;OUvOy1<LnjM9bw?N4c7lg-&mj^2cn3|I^$a
zx~JQDcR$RRn9*RrsngflO{lW(yzWh&>tn2#ll^?b?4Qo#=uM60NCL;z@qL%9mt)SE
z<s;>?ncceiLtx;ieM~sFmG-B5;zB7*cq2lEm$!lE5u92phaQ0#$z27Ub+VcnmU(W&
zboU#O+`y<#8==<)k9VgLlbNC85t?!PTaWm6F04uCiPGC^lkMNp7-q<rJ?vh`3{%Uo
z__#3C0~6JMe3=bgc)DjJWJJ+@#-fBt7xu9pG)$3Mu?Ll1GyCe&elEsOY?Mq)&2_r2
ziaNE*ZhM&~6Pih0D90k`GkErG_W+KhP2{W_uuLki&-k(iX^PC4zQKtIcM>T+9^IIm
z)u^mAUU(UUnuJwQTZ~HW?=hwxGt3GvvN0YIO4}Rh-o@tJy7!b^e_}aQbh?<nUZk8C
zE=xpPHr}9+l!sMrakK@)?Mc@r=G0UUQr6kZn!U|@OhiArmZu!pb<VDN|NYmQ`h@0q
zeLzjM8X0m-qE!5Kg6jFQQC)G~GLy!TQ7zsS`_LE7B@5>t%S?o%vga79xn~jx6d8dm
zr+<zeC{Mf<RBH_129sQq2;$s@OfD`tQOw#JuHzC1rpOhN7F<3Xfr8j_9a3V_0zDWX
zORW=nd7G|bDtDL|<O!z~4ow4A-y8-xDw;R#9HMNjs!?LNa`n;G)@mU8lN}z+rvSS#
zK3^0v!O$PnQNWQSJzUH}&JQyI(@w*&NRkjFa?)$-PpM}w?xe4uqxX?v^}ML3j8+=|
zp<pP<9mQws?L3#zfmc7G%JcQ(rZDIrw8{$cTTP(8q`4Gghw?rAFigCq<M~8Kb~sPm
zZdMED@`u0f)#p2R0dS-sOacZ2ycC8X!1s7&_m})RuDt;3>iNtIdBg*L(V+noCjCeT
zJ!sq1NNH8p{_pvGJvGi7h^sdcU&HCR;I0vl*<Uj@!)~=m7Kr6KD_(m%J3yBYAmUNH
ztqs9y!C6SWyR=E8DV9M#W-`uBa3$Y?1l>dyeR8S~U4b1rMd_+`f#MH`$$<#`rn5n!
zAlk!=lEjAB#Chhr>$Y{rr)*{Rs7R6*+T^kLVFjNc(F{gPF}dh*W<;!%_e$|c1>bJ#
zQT7v?C04X1pD~m-(=G+23I)1J4Pf`_`BP6t)q1h~n_%QZ_vs#u2@;+#Gw)5<qRu#Z
z=@yOLE>}i5*U}&_@vOeXwJ7I1yHgRI`g=1N<lxoF@K0C5)Brm<eg&)E;z!q)37eZb
z95hwYh<hXc&6uEhvn#Le75cw^*|{YFiADph-M8!jeUI~31Y~h0#uIjpEm`vGMD<7}
z{Ar@QNG{{wEL%%Bh=J1wz)Hg!va(1&U{#D7qaVd@J>c+%mt+N(DSd_K#6d_LNU_vt
zAM;Mg%gVyQnXmPg|3<^!64yjrez58<^R;B~M~sJ6K0IrPsG|Xn9M>y=E7Am(3q^n{
zml1uXcs|LA19fq+#gL$D98QtrDz0sjm4HMarQxr1M46q{K`Rnvh2w?^v63;qb%hLI
zV!$6b)CbodBcBcQl>ij>a;2^Y9Ze{!14Z1HNsb{;enOVe1ye@rIDFMO;?gnJ^*U?~
z1+m~67cr~&czDPJD7t9MDk^Gf1;sYpcToqJ^rbtx1`&USb>-}Uowd}Uxd$}DIEY@d
zTy_0==EBW&H-b}6qap}kJm^~~+c+PSTDO8t90aF@{I7KfqaB<S5X2IFd|}gH9Ufv8
z>4ZnWB!>EPk)k>51?>6VE_JV0ca=A*ww3;1&6r&Q>5Ow0jI@SL8^U=-6g}61aqA^N
zXpa?O7;(UG&ebPAu?4>@=9x~aaBa>Bk=nxN=TBy|2W7Fki&A2}iua{U_-uqj$TAKD
zb~htPMbU@pwBoZ9AK++Es;`XAaN>@#lc4r&l+-UT-9+7Zz?p?52Kx%y9WeeGXG^By
zE0Fb0vY$GD0@f>`SAITu!I|-me-_}Bn9ZRBN!WGijBJQsSS4KT_ZlS3J1GQ-MiTIs
zaL!gWp*tkGQ)DtO&R<ASjttl1jU*7?b)Sozm|Vh^2=`erF6H3{ApC`9I9$9;MLm+P
zvhbQF4|w8`x<yQ-J}YB&&KX#m<m_IoN!}HfMURLk0EgqzraoqfW`d&v<NhgG6TB1n
z2h(?BcUpI0cS?8KTKWvxW||2Y*!mNXsH*_vSe5Od_#0Tg490NHU}Eq^^0?TFuuP}#
zeGnhc5ao811S-BPl+diCb2We@t4+{4v_i<ohDg&z)`vv2fN8Ho;$nU!)rlgvr}3*_
z4h!xX_o`%L+)?CmkR}q-@bLxfMtzia>|EiG)+LYCp(?aw8?4t|(cpS`(U5pR9*G2w
zx%k>12n|t#u%c90Pz3!GkRP$R6o)hg_zq>{h+(eAAS9I{%iRwqwr1p$E~lRPu|KS~
zQ5|`%LnR^>qFIaPM{4^|P0qfb9vXOj;mQO?2WEmevinuq8QK=Rd+K%{XgKLG@Eo%S
zYr7M59wRJ;V-`HLhd+*f^>$}a*X4%8j3>nULg@i~Vs)MUt@ws#?Lq@dt;n*>nl@$)
z-Y~hF-{+HF75ygV@*E1`(U~;V#S+yt19>sf(Rz7Gu$yv>ZV|0d4YHdZPl5w7nxr{J
zm)hZe*%vaXYUHgun7jMQN<2a6QG8krNU*y6!5m1PNktze7!w$+K8Sa9={l@D^f@5E
zQ+e%)&5pysrRS_*t6+Xx@+_!tx#ipEAD)q`k{6NRlYdIj=I{b7331z@dZEOFD(xjo
zhxX`Gd09<n*RyD!b8QhRPcOewzEDf1#X;+#^0xt9cXim`HaE#~vD0Tcl5;2#WR1ig
zZ)M8Lh!{nE%?C;jYc7!a-Dgf<E?^Ej2{L6pNs!K-c{*iwRB|-RH~&%e3Vt6zjh~`0
zZfF*I7kXE9C!(Xi4sNHq{-dedX5DaZsi1Vo5Y{IK8RHg%8snJ$jBZQYx8Y@|q59Ax
zReM4qm7fk$TcIAVMb`-1!K?SK?hteWV&XZKkiJJ-h6V>+?NTkcBBY|lx^7&UUFEP=
zyFj}pTCG~mtioCSwSq)F>MZ=M`K;zF|BP~pQyrGpWW7E_)5o2QH`C3$v@XY%3AeAt
zG-<V|Dt>d+{P+5*h&y6OF1^{rD(i*U6OT_;wOMXM+y(6u<r8MJxLwK7qP82So53U1
zBiJKaQ<`@?k0yTYwAyi*N7-{3V!2}3Oa<fL+>1lG&En%3=9%JIfHMW&fR^L3E~Y&Z
zXEN@X`~hFv>jsHEHRkk?BlHFiL)?1rp(FSP@KsTAh=vPx8-(eH>NjFT*7aWTqm!Ok
zY}rZe?;#o6r&Av~-n>t}(~g^g<7_LG1^1H%&MUPY-X;j<?at%fOYg5Q>}zFdD{3p~
zy#Q5YuH1$_u}<Z8!SV2KQzrBt3nsg-UwvvH^daS6IuJ=NgTAzq7qXs8koAWXXF)>L
z=(`RZj3(z%88JJwmO9v(_)CPNRt!V23~}iLlLM+-2-;+Rjc02pU~n>P9I>z1D!aHK
zH_V!HBE2HMIi&SS9s7iqrmL?It|7|&z35!@%zUf4iU>e0<Fp9Oo8ZN0c1yY5ew<QQ
z^m(Q)P5Dv{U{@4=!bAwWk^DuyJ!nKYh7X114HIAh%bi4TTpAz^;BrB>>@hrfZsb%}
zTUAUMJ!A5CQjH#FF1Q*kgh+KH<yGW($^u#b<@u)bK)w3+<B=;pmO(-n!&GYfm2+}z
zA$Jr^fWqFGnC%8Q;)ip<%tFgrTu7f=<UGxXqWl<Xri#t;C2e!6B}3^J*Da_)0F`Tv
zf}FHYhk(R8m_6P2=vIZ-&okd3XNm}EW!R6w;t3M-Q;aj;_!k5Huyt^4(rJ7KsZ2uV
zxZJKH!=ChWt9E;F?K|tK#u!)v_AN%A7M++?iqmj)#EN%<9hLZ^J}!$u$-YNuL&Jx>
zQ~no)-!!=}2Fx)XH;Of{2}@Bk&btr`&*h}oNU}L#Nc2u51FYhAdPkLWtAGG!vyq{W
zJqZuTj0T_rW?NTYCD{Z;Isq<^Gq#q~?&285?RM|Sl4TooOcXpkH0&&m#@eC-A)~Ev
zsp^J9Sy@Yt-|5j?!JNx}d2#yBEqA)Z&69k$8q$z&z4mY90cyubm|pmB%M5(CerovN
z7KsW~Nv4?1TLLN{HTZiJeF~eK0T4Ae9H-D*%3o^<^X;>cy5kK^R?xl&71^C~(al<W
zq#x*=p==^>p^%OihLGhfU<!^Yu&s#rW3|<f17uSd^Le!3kSv_G@0F<OA6H-)-|iqu
zJ>0<eoRmLH_Mvr`03ppCjq$ue@69{GU74`Q34GoDRQ-bFzi0$2S~)S!nh&h6+LE8i
zjC+jmOYjih8g$<s!G+Sb++_Mo55mGd_ETS9z$5raf%pQwD<Dr5wFR95<_UdfSAgUM
zo4S9Pf+3gjCgjyVwelCUlb&?UzERJzlAh>#@3{xsV>K7!hLfRMQKW5yvFs(eMSVQ9
zP5h#WSv<pUVO_Z)2+ZJTS2yq)j0+uf&YO^Bf)ObBiX~PPh~YvzD6GG}mh%B+Rs2e?
zTnDtN@<Nr+DaOUkBmLGeajJEgBG;&~Va(>e%TozytxSyAc(%$KPtf%$w<7R~!$O`4
zq&9uwtB9<h%Nb8%eBq@`ojeg-h_M{R!s3N7MKdpT*#EO}j2^QYX?wtBym#QzY3=gn
zZjFn^Xt&#**Qm~nLsFR$PETDT43nhSG=A>nqj8c-z2Q3T(sASd^<JSeWV=~1iNA*I
zD6gj7FEf=FtF34|Em%uU$4i@<a@CRSE)vw=QC!NnG<b@_TG)uy+cb}EANa0WFso8z
zCI40x%J|HfrNF)cd@%$cym>TvdpVtuuJz|9P01!rr^f}L;B4~n^ZBK{@GD-+7!_Y`
z`~-I}^!m7U(5r%L$;;?DHVDQzQ<)Q`(#!U~6Xv;<o}~4Yfh#wuXCJMHnwH-!ORC2{
zQhIUdj&$=lJ|0~I4s0LJ-RrtG<9&lS{PWc#><B&J%W@~1{d|9UL}gO3#MOm}tm+GY
zEO{$P0b4CfYKlvA8_qw!z$1y6-wJL_dR_#+$Sgjv^rTdQc%)B9<}6;7i=1L26juqb
zn-hRX(-zh0V^iG9tK_V?V61>2-uw;RN;z1aIaK?Xf`~-k&lWl>nQWxz<KS1{_{m7Z
zmoiW??{wBHR<aEhX_ek`t?55p0BYgv%AKJzv_a!d<By}+!s2#FGZk6Mp!rv-BRIHy
zxloW=f}v<X7q#WSb4NGw$^Rl4vT{((8uKw|51KF;uno2`BZ%NX@r^xNL!O;Lhf0YW
z5fH&@k+5ljVO?B2Z}<}x(BztLPH@$Knsx>mGU#W6Krr`#eR8D{KEp3EcT0Zg=Mb)P
z*aCR>xNBkZu^{*r^U#$%PA_o50g9)^(&5PRZ4qZNR<cuVw3mEZ9F&47ypw-Fx8h~6
zt2F-gVmy~I`W<WcCEIctx4fsin9H*7cI%W`XC9wT;?w(9ZPm8U77*Ii5K<`uTjt@9
zuPPeY;@~@LYsa1gc0(>IAf*Ue-n50r7m`-_bgcikJo+zAfF{=}D$_>G#UJlE4irE$
zqqz#=iDKbTc7j^<c#JI(GQZwzrj+DhURlfwx4m)%yLD}H8&%e)^RAM@m8ZX3Q$gNX
zQMpb<14PDiMh~681$W}(G{X)N6@B3Iom!P?4#Ee7-~3IR7ZF#Fpc#vDJX5<VJ;k#e
z@+dF!5urg3i0DR)h@`j@_JIYUx}^9#6)x?>V87*Ow?qE!dUZmeTsrW1X32-S{;jhv
zCG<S93ESGjtR1$+TD0vTe2s-7x~6o2Q%GJ&#F1tXasd_4b-5-jwjsww%S^-fGeM`x
z$tHI7kYO}FW-NM_aw=zuQmzw<@#vC4px5HKl<e=pTn$lk9hntp!0~w4iq|47jitvY
zQAWvix6qmWEHmuG<`3CTA&>OmLcJ77jLF`3E6+fTCqG?Inm&m$im%~|w#1BNO1}L~
zO|_eaJP~i@te|EQUzgB6O(@+;6n-9@8ce6@2kZaLp6vmfmo<LVL0V4VQ=OL`K+Gk6
z^U$6<_?Du@`J}I=!Y?y_K+SiRZWn$`^-nX}EXq*|P!1p+Mj$c<QO+%gqhZ{b%(IcJ
zIjXk^>)H=hn#s_9xQ=b#`<^Vz`k*hI?oOwuqX?)>>&zgklL%OprJEJ3I;E=GB_EHx
z(EueSF)#`XLe9X!nsbm)66B421*u2Z2f1P3N}~gAapac#A&M8-6O^#XLbrcL$+oiy
z(b;a~+jZ9O!|_09%r3e$E1?SPzqWS5>Iqy6@nS|hg#&7W4_sNP&GCCRhqBKUFRD;s
z{;`@K!(d}A;JRWoJ{lW@st9iv&N^=CPe)v?!^m@{^XvV4NIGK&Wq13{&IWAvYw-8%
zuW&MzqywuZ*}UJUtidR)2se~th;o5%!rsp({y+wyF{4tma0xq!XqaQIlz3VQw@$j?
z$@gK$1{po!zJCar4W4rI7~gFcCFwVd*%)p{)2((+g3G}RzX11hujY*7h&a2}ex`FF
z=R|oI-VdNvNaFy6+Kp02(&%qKXcnKZC%=4>uh@y+l63evWSnnCyjM9VZnKg0U=sM{
zn(t5ML|Do_k!WfXcuSN~L?s-mrb0Fe!PX`=b?`^fhfB*wA?4O<d|!H;#7?TJH)weV
zT^XzGZz5J6L7dPjl_vcdkmL4uXiSFODmo;>i|WpX^ZLDSaaS?y24z=ANUN$lZmHcx
zh@KH6PY@y&Dfh%3jd>=~kGyGr6`>w*;G$arbXTny7*Q&X^PgKp{I);89~AEVEjCz+
zgM!<FN{pVCF*guAmUiOt>ti2CSfeOY*jym9T|18}i&0C`uz`-?_@a&j=Q?~VaM@dN
z!#wCqR<?1MqsrQqG@12E9?4zc(x|UtGQ>8SFe+E5%;|NxMy3>7HNEbJ-I1ReeIh!l
zM*PseKgZa)$PMFHiX0)pi&u7(HR>--`m)4Au$kuIb%TFPjoSpljpE6rZ^JH1-cpGM
zd7rBbacM@|1=Rj{=QfKRXFP@Xv|(59pX5r4U|SvO2*lw^?JQPm4UYFZxK{E6cL4WH
zH=>UOeat-AHga;7RL&Tw<0w1S5Y_xf0OSU+;x8M^_~aYqCJC&Z3Wgve_52h-jVI`4
zBg4fffH|q<k?Vl}sy|Mv{ngp7I7p#!Wz2q6`^tEB5u1;LOtLDx$nA{Gj6aIVErwm@
zoofl1bX4?Gm0OBMz~k}3<!=d`+Qo==Z;;&C`60IpXTd$~7KvRzq?dY0%ufa1uIF?&
zjO;Z2M0$UHyLth=Nq_0D9L4FVL;HIgZ^^L91zNahCQ!??DUHMF2xof;r=T4(9Qo>X
zAG)(b#HJ&I)Wz2i;B&M8!NHzt%ay50Y&?UCdAEK0tVpp2UaOaWKu=Q{*7waiQ;>%f
z=D@K-5AR%l+vOBf=z5GQS|exHJ;DZ49oV{pX&dB~NMo);S*oDDC+%Sd+naMUHa1kF
zcKZ~xJDARLzF(qI2SK#b3f4YbykSx56K<huD+xgUf~c@*@436<{o2ynmQLy{U7f+?
zogyoIpUPlPfU~Eh5976}<Bae+rk(lp#K_WZ8osQ!X7in=QlFsyyHd;>3*VzWBc+;H
zKm}jilh?aM;j{I`a8x}19q6+o95Ts2_eN(3LY9jGRlBR$irKrRcJu&Z;lw0~M|>rp
z|I8rf{x{9_0$JD@f!n*^nVGfZJCy(PHOlJte19nMfK!GS-XiB<X~VNOmlpadURKed
zOS6arX7;=KCj<QE_!R0-eRC>Mi2x=vz8S1D*)(ihn<n*D8>+Z5&|GX2R1J!rJfeUV
zcTxN4wdum99Mmw;94Uo4D(xYCXQWv!;^obs!k3_lw9qv}+nad@`58VG%!b5pkCAb?
zjSK=)-jBXGZTwOULWExu+szjniHv{uT+K~I-s>36n->K5;9N>BX9|9TwqCdx;-G(w
z83GqwkP0|a^ddNh(W5u>X7zQt-~}Oh^zjF>d|`>t%><~$;f$tExV~SygqnErao7*?
z{Xy6gWx?A9I(dA1e%bTMT?tp2S);1@A{nWiVI7B(h$jK#reSYI^q5QT?6v3vQq7iq
zFaCZ&5)W7<A(E2AfU*=72w{MolS+9v*J6FL&3Qms8sXS08`gRpt!s#!w<Uj`%kS3V
zgp9D?Ji{08ud4kni)$=6va&gM?P+`M-rXKs{`pAgtRPO`@IzZ{ofcWC$y6t<wQr{0
z%jC-i$0mgq!dTWA0gfFRW+yxos+k`1gq{-)kw(|qVz!}olo&=A$b|uj1@elkk@b6V
zx&r0A!fzzrELWAPPZy$m90sfX8re05E%@M%Egk;wHMi~F>Z)5+z{N|Hwy4)$g$_NS
zThIJwA0JJbx(6PyZiJ|Yc$hb?GpE*#`&!2RD?E&ujeY<`qWDnK^j!E_T(z)_>1<y0
zfj!ene4dB_3@(;6bp)caBJ035v<~uZ<l9KPCAYQTT{#{_n|K(Vb{3wYUem7YYkVn8
zV+ng-PdKxhLSz?PHSRC{IpE<sqNazNg1{=c$MCQOEVcxzvNohR7+jr7VGx?_Atfir
zGkI)l01rFyDQZ`mvG|0~{&V<<vH<S1Kwlvu%c9C@P~e%)n?xaKI1cJ&U<rgSYTV6E
z>szY6fszrp85TLRcwZkfav!nyE;+e)NBND_FejYZ-!)l;2Y)Z^nc72dHG;<S7_vs;
zvm=Lit>IIf-SPb$;g9Bb6_2}j9{9g!&-yDYNvw<6Sx5}gl|%b*iWvD_u0cQoa85|>
zgE6-P^%^V@+MPvQ2(a!3(unlja#3q$9~tl5ZXYK7H)MDPi~(wdWn2d*p<5-3GMDAW
zAA8<mRPgR-1|b6l$}B&aN0D}bgPBEvd5E#BCF}eBA@tU~4?oDi=8YI<z?A>2r8W?}
z|2?X>2XyUnLpQ>1Z<E(DcjC&L%+66n`Gpr9ho=mmGco3cE<<(#-O0H=-yQH{=JtqT
zV~ml(67Czo2RMhS!bwHK36;fKk42^KC$JCG|Exjxfn3=h;t21LKHQ?}EQ4SyXb$vQ
z*o+a7DMdwEYDoPO(i)zEunwU21!Ym22a*~20auY&WupXM2+++ee@u!psIUezo!y)X
zSlQI=v$@G)FM2@!WbBuph5D~3fPaxm{7u+%vi%1i!ub!wz`yGx<jm|XTrG*1Isai%
z__x6LU(<rCnKKcigsqXQnV8u>s@eae<i3lmvzd_{jAynUV9Gv(2`Tj2KbpTJ0!j`A
zAO%$}!-)4*I4=OSDjTd8YnBb_V6ZP-t|m+5HyMk0&C{mFm~zTbPH3;j?sMi{h_AT6
zNnMg!+l9<Rx=Guk;#-+tPXfK`ox_Kiaw?&Wmh21RbZ1{O^_xJ)A4M#=lXt3yQ)A87
zz}mOsdim?7cUYBX9Khyb)Uh($%?_%HGO#WK+4X$SG5CdN@Y`&hMD_!K!>-t@e1YR)
zrd(u{qULIp5*+tcI>BmeS85*@<Bok{<-MAc*dX<a-3V$mD=^Otj-N-ZguoLRpV+YE
zC2|GEGe9j2-`M00TMhd6`MhHdIu=d{&nz=QZg(TZu^Vsc(7PKW^xh0lr|HSmYK>)g
zL~L=hjVaa>eh)46>p7f|b12?jdgvGvT%i#7zZjl>_V@q5cUb?$^}+eCj)4C+*Z#kS
zG&JRerDT==Go<lvI*xxv;s0sQ_%Br-ME}<6zX3Ja{=@je$^H*egX8}K)ZqB%FaMh;
z;eTWNVEMN;|97Cq|Kd^L{J*h2{A+0be*!iBn?C#h8P)jbi2oO;#y{j5|BgcZQ?&6f
z@{NBY5&uKr@jv4g|8f8K`+t1?&)CGjvqAqS#^t}lCjOf~`~Lz?{B!vJS6{|Ir=|Y{
zPH_G!<MAI8)&Ch}`v*AjZ%zM#C(K-b->iR~x~e<93{_WB1pU*V8yOX|$aR{@wNg3%
zq}q9HKXgK4<I?p)Fk;~{`2@o^YoR(q$udDxK!a*o=0QvU{z-xYNVlD(Sdd<$lWQ@s
z$do%_$?&JlH(D!6;?Vs1^-hK>Rl5E9d5hZZ(01MRe#QSxm+NxnMHGvqlFuxb=yG^D
z5ph6oa4A~GjBOpz;ye-QqTk<;hGe~mM6y&FvAiMhf$9O4&rKrY>_26<t^rHf3D;7<
z3dIgrt=HrW^!W!6GW&tFm{Jo4<A&*lG5xo6uixb*={f-m#=z~z0@Uu)I)ny8?#CnV
zjqSQdRor@-1MZ%6>kKl?fZGAyTBr4i0m0jKq2m{a$cDF=66u3U;C0~ExbhcwtnU)z
zXxl-h__67S<PxJ2NW=-A*%Du+zc7ProBk(=`J;cx#EuiTZrmWY{0O4>${l`yUrnM9
z;a2F}(dkSZ!xz70i-a7(NGnL~z&i7g7*Xi9q!YECe2bFI+`&VW#wsWqG8871p@D;!
zvO{fszsA+|B|Tl8vEY`RtbXfPen!uo24$oC?EdU?#4ClVkh|*#h)ibpQvtygDn)5+
zq<t4~6TzS+JUx$FI1&pK1n3bM9h7T~cTZ+nM_kfE+Mr4ded9Wp5!q;D+;B43S{zpp
z?~piGJgQVKsgVZ=G#MO4w%iLzkgSwYsz8qOXe5YuP~~jPmb^wxUa3aRs#EQ=buIAI
z7s<)*G`F>wPKFDPR`{9%HDl)UNW6tTTe#Au&~9YEooCG3+Lo@?CYs-ViiiSt>JQEj
zIL-8Hiw8tO<=40JUx)j$)*dxhON#uG+uvlFNlUZzaXy5zY@<_>3J2nngX*BCo`HKu
z7d01de;T>FXn)0)T*wmZBq5R|*|qz)nnt+m%Hl}#ViU2s#1G`#e<?jiS!;_Y$|yZn
zmdT`~1^qq1M2D@<bCiI%hM|P^)qD|q42zB}uahAs%L^owpwdkV_j?>puf=$+!NADd
zT16bl<xY7q@-_Q`?^b%41lZH&QY5FwDg_4CeMMWbXtdANS>|n#x=$yn39!7pndrb-
zd&<4+c`u&&Dx(Zo+M|&XiQe;~y$SG;t16e8td^dcIJbHVL-@YvMityt-SYn^HR1T!
zPj2hbpj%(U*$=xtL1Bo>ikVmD)~27f8ap3b|0#(JyABHpV`av|ke{yDQj}0~Eqkms
zO?HfM+?vD+!SA~onvkxL5jm!IniVqdsO`ixmuT2{9O^~Z%Vz)&_A&2SeERh65Q{NT
zR^^YSpJ5<L&onVqY*uV$&tYqf6x+&`+iEnL$|W3`@9(A)7pFA7|2rM&10|eL8jem=
z{ds_Mn`F4E?feWUZKa4z<C#;v`d9AAl>Df}9r+Km_Hvd=C-H%m;+K@7@uEf3?+*Z3
zb|k%$N=c2apRHDEz-9|)jbK|ho6Dg~?+s?4Af7JyT^<FqhsT;2&Yx4B1CqbuRoW48
zT7XjlL)j0DJt7%GS<2I>hC0$d+c_eBlk?ucX}?B|&)a-sQC}!>2tnS)_Is-+UV$zM
z-;SmtQlc8GY2T>0Gc7r)eCa0G708a~MhoW@RoM0Al|T19SGq#swSu|J^GZa=F0>Vs
z-OGUFjpAp-p8@9goWKp8Fb|<9R*6(4V~2brw`XlQ@WWJ|(Ib4d3zZn<iF{SFqzrQO
zRF3GTOpZ&2gXjWCqJ&HZeb*uWm>8bA7#h%)MJO8PQQIP4h~4|%2>vv0{2wD8Tim`c
zO!E96`?6_2i*mn!uA2hsxRsP1?2|T0Np%6-QI1hZVtbCQD9OSpL|kei6`K{%=%q4w
zuu0&;wV^8`)Q3F-7N}%Kk;<^gCRWSXf(J=*0W?i-Hsw83edAibHrDIUjP!i9$gvH_
z2j0J;Z^oMNNns}(Ch|wn&W7hue<{azDho82=TH4upG{ZcMVeF^(-Q0fb;+D=0`j;<
z<#qVId$}C)!#NARmT_nx%mWj^9VQDS?TtMx-A9ut27TSgCH=$2oB~FRE?&m%x6C0d
zv1E_QDD%+{o&anvrh<z({uqgtmQ^s)(UP@3iZhbaPgh{9yx`j)!m@GCT?}T60WiDa
zBf;NvDKb@k5U{q&y5pgnG&7J_hS?7C#k$^0v#95(_}hFlo+_&I4Fv_xW>o9jZGQ2s
zHfB?b+jh7;)mqQ3d_DR6-?G;q>t|;O_SVDX)x11+mrXX>_-1Za)}rou!piar6=Ofu
zIhn5eN>xB;vnIU`8K!POqTxD(N1?Z-Egy~^*xxX_@vDSOHQTqE2RQ5to9T)f$dZEW
zk5l@JNCBhdQ4)$&(rV`-RM3=G{mWqBFeVgfM8N(MAUkweoh#>QQhgLFGbJnQHZ-?c
zy<1wk5H7(*hjemqEHZEo0y=H*k_Ef*hg$e{^39<;fTiLDL4_H-Vd*(VM8&wqrg3$g
zuROWgas&c$O7g7^pw2WXzH1?1=D#&oOGvYqtMKQpmYl=$=1%sct&#d%fk|=bIMPXg
znHNqXumNaH=Nh&@@)XT8boYKQVlT(I?1rV8Ca(>KoezrpwEHo(RrG_a+Z-L{9B;>5
zQE8_TCiRn6miQi|++^b5CM}e|8#gc`eA*<wwOoLx$Qz)_rerF?AOL`pB(bIC*<Yjr
z;Q*Va!8c-TJ|dBZ#zYXM6FAGg3%h84ZK*1`F~$YjyP)k)!Ff1)jb^4plVYi@=5k?6
z{jHLa6a!|&amR%LLk*olNm;7>yWAKiW%Q;M2E;r!77vq;?nI7z6;U~OG^&ozs@RHC
z#S_|U5s9X#Pl1zcA-3m<xNcGGpjKSz&0KMCWc!A9d!`M2;aPTi91VSuS#f$mz(?8W
zOekRa26@3d(wQN>4_f`&eaPkoPV9~Ya2s^6tN<kvtWR-?H~8uqcFqfLtNY92E8Fb1
z&0PQQaE~qTdV3R{oLW0Q@l8Xngd&2ku`c<z=Py$b9Vg=l!NS}to-PtrpTpB%9XYy*
zDQ$by9Ek5h09o?Q6U-zum=bJ@rUDsw9OTU+WQ)h$Z5mN$@){_?K0#3SQE`Nkqdy=s
zioso@eX!z2WNr>L&?O8C<fr9BhRxWSnKlh!@kKl8)Nq=!56OFIB(l;{#A6Drjx5*?
zQd=3mR2d~?$K)$ys%|V>R)VIK?vzsL)8*`;09WpI8GQBgx>WXK!zrtJNu2`xrK<&J
zO>2mKJl!Y{LkRHNNYR^ga5_!s0=4iu1V%KJP>inWs+IFbPa|g$=Sp3hR2ydf^gRWu
z6qDb0rK8CD>6g>?W5P#x2dR`wUECIA77hqgV`EFlRjK<V+!S{Q2cZ{uL1&Lwp>v^r
z&}70fiPQaL+t-lOaGIZTTkqaJe(A{dE0)z<JN!F-IzrpLz3Z!UK`%cHJNiL3)*<=$
z?~hYj`+0vmwOI*FPmU&!xoIkFE;`5*r_MKM>zW6P+RE3lfEnE_^mKFPGtn-|ys%cr
zf1RXYdY5ZgD-C3P^gch0%E>gz<j>8jBY%9aW@Qs3P;N4hAWwmUzT4?Ye$OX&+IsxP
z7R1*x&e@-yR=m8@$(DL6di6^@#r_G3Xm}Hw-&oJq-!@r;yrPeJ3{8@pQ3g$NnVxEi
zje;cSP474ePv$5((Q2<k%Q`&8Qt5iqTV>xC1ZwMse}0Y`M?cn~)iEo+Ee0(2J!tAq
zvNl#6{EJph{v=ehqtLK3unJ*^LO#MgCA?YfNzJ~jh@4@vRFlm9Ky8`q9O1k*<sLj{
zzMsce%tJ=fwY`YDf$00}fqf8kd}dxpgwKGV5)i69e@F&ME@p%+<qmDH+cH)TPgMOu
zM9PAV6)%LWDg%h_8u$GvZwS<N2!QTH|9IR>za5YpwW)hIugh{orD2<p+a3(EX-BN7
znp42xpszkDcR^KMDu~Npl1%mP@<X)Sc=*LP4mal#8!G6A-dIgzrAb^;0+G6sR)v5m
z!OMD7Ri<F8^>eww?)Le&Htpu)dw}Q8)$>(WhrO4vofd|=cV!l9?e`Anw}Rlt!|M1(
zXUg^(o42u6Nz1qLPDn~GBxo-r`pFG=GOORKc(K4ic6K+NJ9SfjBa9<`(`$ZAH=^Hy
zz}hwL9dg9XG3<+FR_#p7I_K^_Snh(xPN9H-dI3dfV{oeOf^io|9yy`4;2er@OcQy7
zqp>!Ine9Q$Eiw~eiLp((D~rP}z61X66+mPTuKK;zGouN;?100bF(f31)3I_&GtDG8
zF#3RKE82MaW$1s5g39bYA=;h!WPHAGQS;_?&;b|l=5wvj^mvIqJ;6ZDX)#Uh_JH`3
z83WjRQf$9IEzNi&JrTd5JZobb7g@4QS>;j+3sH}$9ED)Ce{%PVq9Y|Xksbbmt62@J
zMDyh3m+JF>u-L!2&<>~|j*K;tFrGv#ErI3e>eDCqA$<aq9o5Q7jD5ZJJr-};u6p`S
zWO(O*lloRwJi?I*PiJ3u2e%}(^G=tCHBJuE588yAKtJWZ^rNY>&HA#FPtnrP<UYDW
z4A6XkSC8OgUl+-BN2^+($2XO!lTuievv*dsw=81w(ua73$5o%d@%v*kXxD*$rhN6q
zQ;xv^Oh+4$V>Bvy&bi(n5}UGUZu^SxX5nw@-6tgL$6YHK_B}$3$zuIXA27S_>LJbJ
z_@uBY4k#ooX?8MA`p;z*q|~`@UiLa5lc`Zx*0eu*vgAFY6c$jB--;Z~Uy=^7d^$qC
zP5s+urd%^n{pftGZ_DeoB@l0C=PR5RX6&_<un#c|0E|z&hlL?p!1$dWUZgBlQU}hZ
zOu3X)L(O@NKgQ?MY|9GTQMK1me09R3*-@=O$U*pSq_cE@zpO6T&p=49PX0$j8f>Zl
zxKwvoE9M8R(K6%Q;IiW~wJ{fvCyw{f&!W$&U*EG|QGRO*@0Y9gGi*~vYo4R=iF$R<
z>k$_wPqOYAzlMkbm*vDAn;7ooC;gqGT{`^vCDzC^z^SlssXpY}S(ltsc}N((twG~`
zj~r7wlwKQ<i6^Q&`%%|gzT2<e=m~HTO=+R^^f8jhTzD=Ly!O1do~nOZU+aTHFk4aq
zi<JJ%KU5k`WeaO8^!~I<LP99mSLp_Hl<dZvp~ocjAo?;vG`2!oDu<rUCK(&@;a^MP
zE0UjEH?QDT<>$-;RE(WL<dTDoNU6v9%;ErdUa5S+R5#|rvo%(<*R+&}hpFMQ+!;v=
z22oyVEKcU;h6oLYvO^#po4J)Uj;2Tk!(zj(5L2U$VJ_eStC1L^hd3s|V6(NumUA6r
zOsKJeNv)|6<nTOv66j-4K7k+@`0-Ic;Hp7?fwYoMi{Hsf&jnT}+(@<SB6zQ7_f9R8
zp3UR1d`!J^(8$_fZ16qTtJ;|;HU`);+AuO|E1f2G)zIK_b?^T2a4Gq6n~Mk6a!7@D
zPw{|vc9qJnOQWZvx36{1;cnjD@r699z)4kKd(43M4{0^(er|G^`?vwo$_pqeiWztd
z&RGrvr3+{NwAvuNDTFtcHPQB26T-2hKBHb!5~IEKmXlFSPt!Rlyz_Hb7$SG#ZFP!g
z1$R+ejZDB&3>s%n<vJ$9P9@ih9mV`X3#N!Q6c#tO{*5(y!*qrevIC&gkZ>BF^8b?K
zvk2F9)!N-(4|t*Iws=Pk12Y+0&h5h^SM8B0KXtHNo4o+GTOfOa%-+^pi9oH3OJ>mT
zJ4QRCzC|_2Vi8@^Cr{H?%LsMA<!NfJGu&KQm*`%~9Uy~$fa`|HG62Caa~gG>gNppZ
zLd7Xkb4&<kyrmN9#x5l^$M1y1d`J=LTM>A_V7-X@iaq<2%CCmV^Fh>jC}c4dR?gAI
z+&Io<y<zbel+mLOWiic^w4u5M(1<8WE$~G@5d(sLkT&SA634<eYMr1!q1c|=uG>NO
zWuOKAwnGT(|9OUlN7PbV21gt*V8$jF>`}xLY3(;!Hxh0K*Js@%GD-ne4$(z1xt{U8
z1F3m>IRr%Y0RcgaHO=;e$zgP+MA(_hr;BJ*KW(rygB(sj8G`9)U(LF@7zlOjnQs?;
z{isx(M;<)9SrmNOa+<tKiC48cR9h84^W354W!Vs&Qc&nLwF8EGdy&Csy;Hlmy`-2v
zY=eCF6DzJB(=waPdhY=|O{BmsyMehKMBc)(4f>!v?por{34v2hu%T=Pr5l@@0nLgL
z*r~eLbnt`rr1_%Xn9CngcOMEqFt56ieR}ynfCj<CLo|lsQX%q+{`xXfWwR$UGw#P&
zd!BSi9YP{z{^N^%d6eQ_$md}*pM@oT>GgUg(#SR=j`_XBMI0#c`oxT|tOtVoL7+h9
z+=#5SEly|0uP?$2WSi$s7ss6!!<fsqSkaKpj<t=MY--I#rLwp$lz@hrADL<GSL(5Z
zUkJk%9WfovoGA_)Tdq5~Ph#I_pNb*u%25NQSOHIx-$6M0AAhKqX@E6R6=tzTWVA>O
zrQF5hjhLy~L&ZbL!OSBAG~IQ-pkQeeoFrRS@md`yUnJ2_lrijDX+E^(4OHc5y7cop
zFdH$<8#&tyO9W!Bd?08GuZPp$&OZ-U7rmkX7HLe5yOp1fX)`8n#lV|$YSlr!dI95>
zW&j{YRmD9>=e$N7pq^j}krgPB)FhOyLJ_<!6|Aa(`UUI^aTslt?u-t8IKsY;a2Cqz
zGCxnQ$hKN2WE)<a)IXu$2(X`FR2~$J;{hfTqg9SbD;ql-aEXD{(hC%4AYV2=z-Hk4
zkH`WNze6K(0p|m1e?~}->ycQ9`u-3#Y>!YZ>1ZOwR1J>rKfI`6a5J+DF>kw)tbIx?
z29Qig=#UBU(I2Us?ir5nB`;CCy0I`6ubxslB4O;2l;W-KI!05U5|^qL|B%c}o1Ekb
z`lwLbqTf+LT~swhrZ<8W$LJHG>nj?P9$ZK}aHVhx9xtc)yEPN8<{M-!=ceT*K2)v-
zVA**G8_w^Ve3P<W<DDqb=Ro>t<NlX;K6zNSe5szK0q1r!`|-Xh3tG8GLr<B68PC`L
z*8PmQ808bd)qR%V=M|-R9+Q=(;c=;-E}YZ$F8Le|b5zSv4SS_SS(7<<P+uCT;WO^t
zva)jM!EwY!@IuMf!O#G6Bok5<xRfa|CLof|Ln^w=Ov|jZP!0N{T}LpV(!EQgM_4gt
zsZ}$ql1gGz$_EBd*sh=rcMQzXQZ+X_^WAh<XOFNY6r?^Q@Y7M+1`n>tJIE&{cBA4(
zlyDoDKX!uPeP0znZJaX~d-Ll>QIIIHv~Xejaxd$M|7(R6lEJR_<t;&T=;fT|p$+|Q
zvJj3rX#b#bJpzOYBdQXJdr&LF3t5949*735_25k0IojdPdkmW63VCCUK0jBs;SWvf
zSQJ21vlr}shPQQdL;8x&19?!9jUtrm!50`|-=8nEjmdV{5zJuN(2z+2AotRlwd(lU
z4{2y3M}&$s4)r<pi1voN=JjBShR;9#=9gTZE8G)TCR-&0Vao&+B9`xHSTzE?5&nJy
zCIH>48()uLigXkh8)PCUXFgP?BJIWkj7XY=)_(hLv3N~^fxAuyPJ*3$o7M`~D?lEb
zu$tEsX2ATo?bYgkHHiNyt+;#myii`nJrrMP#eOMn(6WWdCp3re<Yy<6F&fhx11tNB
z%Tm*pNchs2-YV5&Oq%twKy1|M2#J|8TU3c-dTe@3K^#}yWmWDccGi?vc?h%JW@^}a
z!&`&Y5BFwXCrw5V#QP}Lf{!nFsqt(cjNS81HdtBmtJaMB`rE9U*wR6V-L<1j-X8BM
zSdW&*3;rJerM9l>TGOd*G;4gTiE;b&4L%E(EY7u8Y_GlQlYrbD)??@@?{oetZt7^t
z!T|5<14R$?w2QZ~F-d>EANm4M`;9#x<mSg1l4-NQ0!!(rWaW@dSKz$2`cQLP3T&j}
zmOuc1=HR6cEb68BKz;TQ_?S&S2rdF#PJ<X~Th4puIo}c8%~AJXas@t@QssL-9?nT6
zzwWNT8>}X31wK)I46wF1X}TEo*z#?xo0fVFP>r3*hy=b^zU9QgXFNHb6cgf)TnRM2
z%L6)DDN9{Czvt&ce{m1`9-J!%P<I)9<UK40ygv8TdGLc=dxLI~OA0V&j2_B-A$H7x
zkpQ!e7D13+$;Q4gCi+P@nmF%U$Ox1e-jWXDcM&2=q>V}<ejctz7_%)1cZ8{Q{3%fX
zitsn*5Q<d-ZXEX;BlT5H`f6q9t-mP%KF@1<&tD>sF!hV*<{30a@!#+P{9-AbGVY2}
zB48}iZjarc!c*jCg=lO?vYKOQo1{y#;uelSybImj09#e(rtmXQD%Xk8Y1E|6((^X+
zgdPT&2k!bQ;(80USuD#L?CJ<Y72aNk`<}v;YkpRi-Ojc2viJ_UJv<lCXQ1$z#_`8`
zhpR8Mj6Ys*u%p1|rKG1@!eA<$kZ#UWCgh%fj)CY9(Fjhn!B5Y)O)lIGZ&jdZ5uTaF
z<2(iUF!ZhnV59m(?J=+$F|L@*A{><>6PK#`Fczn_35h~2ZsCBn+2Yd$anbS`>eWLJ
z;$|MLBOozOINxxx-um{|(aQ72fz?y{?YRe58aIU)_XX-D-EWU>T!KOl5=H(Xi~>!3
z0VOCGzaZ(`3(>Jl;R+%+p0D*2IRX<-TM1f2$OcZ?&=qW06aI|^6dx%qe*9@nDhxGY
z^?7Y9wdhmYwDK@8%vPT3r_gfw4Fs?Ubh=_cHa0abeso|k91R1F(0M-HzC;rAV<}>B
zLh-`G10r^VDa?lDBEtFsm!HH^P|vXDJmZu;U%PwLsK*3MQcqE8&yr-)@+^1TgfrRm
zD5~O>%}n<1&Wc9PblP0C=#Ye3gXdp!YeSF<xmYfM+*k%dzwfP%r>Sav6(hy!s|uFJ
zD+6_{S>COti*?DT*iCfbz$hu)lhG!oBcSNW^%$F*ORrY)V#=`Imp69LB6kOR?D9Ti
z`PT4@+TpmR%Oz9UKVK{?fHuw~M-`xy=E_@P?k(bx2&gRuM+Fae4lHF<jto4v@vF^f
z=sZ~`P7seEu4wtrT0wqF%3lkQw*@R!WHRIf9bcN0bDSL~Pxo6`@?Yjl^hd`t5Ha%(
zdVc$|_FzCKvB6CxcN=SKn+})XGbbyjm~7yeygVX0yfA0W*EV$8UADsV+LkLBL5Y+c
z?3o4{KF4ru;SQCG)Te*8)HoVTDg{6tuF^GixL@@YwLJ9NyBc_rF6caP8>utM=__&G
z5E;hC^;`Kb?jmH9^w96`D|BFfN&F%$HQtpNuDriBYmb2g#x05TmU+cu%+v5=rk(Iq
zVL6;^+<PqoG7uPI;?Rb_Z@@Vk3RLNJrZ@irrB>+EL3ySG><zBYTcn^naN@Hi(xB?o
z?N9&*4AkW32#|6_M~x9v{~j<phpw#a#c+Ll$mYK?AKZYIu(~ekA%Ebc$1I?u8A^S^
z?$*NJ@Nrtdk~J~j&x!H);QZ0~zA8$o!1r{6DmlhFBl+!JWAi5_{d@X8JzERUkL8W7
zOv3AdaZa$eXQm$BvljZ`66ggPgokFC@yPLajVz>Nm84>__eDN_@~9;Uxt1qA#K&)?
z+Qk;AQ93B0<uEmA9Vk~s)dDin{&XQQ2zyoa_Mb#p&^oJR-UZi6dlKZ+%0EDIiRtJa
zd+S!$^3(d%^16!Xdg_yr-`h5R3s62K5q{FGJ&9H+V@*M1Oqw=R)xGM~ILpXEu|d$K
z3i%NQ`4ak)!v2ypNOkr*pi*U9Ffrsg81ZE(*)wB$XG!-BcaAn!!uySHe`XQ3<->I@
zv*>K_gwB(2k<%V?5nnCuM|h$J+O83G6zLT@iUz}ew7;5s4!g4%SZfJ{2r^or*=QOv
zGDO;2)p@WlRrV2HioDM;_SKdF-WijfqwSq|b&wN<LzwjjU#9Iz>FWBXxB>YAf)#;Y
zrwT+bvfUAAT^c}qmfWu7h4F$kWSb<&{TYLqPhrI3FKyU_)0|je0amuAfDo)-5`*l*
zO$DR{{97CvW<ec#;jmXgC@NWGTRzNXMx#s3(_ab?HHs>e$M!gdvG^A!dsp_m%=$!e
zR0iX@zO+|H5-RpWK2x)xo*DSNAt`kXwH0G^ZE70ss!S@Ha^&|1Q+|#o#{8tr5T^#k
z&A0RC{`=`EWNmJRE-NFW!`Ir`ncKa~{ZZ|A(A=d*o9sed$pe6`RB%%a?Ry>H_jf<@
zbxq2rPrtp#`sOF?b>?xT#2K$F9W=S@*${d051UiK3FFs_4pu;&rztFx82X!<F1L1l
zZE#gpud#S*uq|zOY5K;GSe<B}=&?wL+Jw=&mV@h=Qk~z3rb+93t?MBgIJbcq9+tQ6
zL&D&H7zC*(Rj2|exy7WcRCb30f6qu~D>TlLWiqLr%gt8MH!A_C$BHV(R?{=ew?-Sv
zyVIj=k|_`<$)Ve@v9ES@+n6R}&Pc8MIaU_cs?EzXjNUbYRACH$NX;X$hA{c)yU$&(
zyDll+%EvtjlIbU>N)c#CPePftE|_v=$dI%Ysnn3yeTF6SA4}4t)Y5diI5>14&y}#R
ze^zR|a6YMBcKDo!WTq|d{z`DO^E=|`DfM!^>gQeW@^qQ`1TA*MMc}|4Pg^d%UfWvL
z12~e@SJBq_pT`U9U3)6(dwuIonb}~(cq?dinfl57h%jPkCx1nZq>ez^3UUP3hJ^VA
zllS?ItSj>)iGJtPkor$Tu`!VlQ@yF+w`~Jq9X;Y&L{9hDE^MPI#U|pK0Yv+b`)r1_
z>t6}$z%KpWU*||r%YI0@z4DHjcv^6o(4kV89Q^>0PI<6oCro@~HmF_{CJj}7GzK{{
zZHioFza2dv%e@qY#~62fMT(3te-VL+YVn~LjfPXY>Ww#!4)UXpQ3DyJL9~{pgL+;)
zs<22tq^7d2%3uq?SbWm6BYCyjG!X6U<n(0d1b2IcvT)!#)WvDKW6sDIr-#6ftW6B_
zvQJUr)9P$Qs9U-BAWmpStS&;{c)83fH%dxcfFtW~^oWxj99-*W18}B9PTxRkvs!|=
zM=UuuJY^j9XBAs;K#bh!gDHtt9QW9kyPnI($mSP)KF?yR`d>FYzMiD^mKWvg)4m_K
zbDX{xW3BR7lFb{=iJ**?8dhB1{RYYvb9$QjTw(lBLGp{1G6aV(cz2BiEV{G42GA^l
z(+uq^rWRlO31pZ4;GO~s*_F=nxngj;LudgRWp1_~(^^!nKa!yQTjAx)B<PD=<7W_-
zqA$S=u4>_L<11@!6KI}1Jmo9(`Cl(c6jQCRwF8YAx5E&PsQ4m{*lxrHnb}{z(u*NF
zt5m4MB+Ph0O-_p5s@@7RNt*H~loqwQ;X$5`h0Y9IJw@gP`WP<7Lza>DBJr>wX&?CZ
z_F|6E(Pu5pP5!PQx$9)Og|wRac5BNFZ+NF6%T~e;nIw9I_d+2H5HI)x2)^$q=gdEV
zzxJa~h`zTT55;gF<?$t1Z(9hZ1xB6fJ;j<d#Dgn_Dwb$?hzJv}Qx@Kl%m+y4cWBgB
ztNK@=2ULw7%?}B%@L;8n%O8oc=;6?^4Xk2qLsiCU6T?ZQ(PEFoOVyR<aB&rFnV8^u
zk~gi(%7nK1gRuz2ZG9#@1!5=!oNh_Vztq))Ge>JI3iP|JDiVBs&Mwct>4(ae2Tjyy
z96xym0d5VK4IwP;Szhumd}S&4#HGECC|%}CKyRe>SVc<vvoCBRI0}V*){X<|*bg&w
zuan-lj&$Ji-X{MKd+!t^TF@ovo~k-!+qP}nwr$&0r)=A{ZQHhO+xPt4)AM)7^mN}F
zabuq5AzyZ8M(kLz_KF=DxxNo8Fz*3{*k#UiTGpC`^XKg8G_Dln2OKniXTZ<%Ec)UF
zs~B35x`Aohk0))Gg?_6QX)Q4r4ucVkUW-MG-VOk$`?sjkZ0!b}elAFW@O~bbh|$|T
zKClP`zr6&!yj{2_{kEUqRV@JJ*_H)Y`EbROS`^Z-I^1wG!aLRdFzVnJ)%!(1__ESu
zvhNogAtP=>652Z36Y?p^_nI#u;KUdEK-J5!v6Hb5?>MWsHyb6dV^GfX&r?$>S7fdz
zA4-leL*o<itR2^gtU(poXsmj$n_T!G9KY;DWs@QLLaDx?0jtmhFx*(^ahHiwDJBg8
zhH}!}!nF1W2G^e9lNUow$cV2E*&f$F4-jhW-PBjs^kC)`eSCK0D$ht)B+54jBe-Ea
za9uz8WxhROG<#flH9=-dOg3{jD+$gJCSLq$05%MaG}ML>RE9yVwX-*qU$ol;piF87
z^q0r<`}8;RzGW+o0GPAjQ|i!jW)KKHjd}iQwL+6giB{#h5Kv%uXbpiu2IiQ=^Xneq
znyMx+2@?pC+@Y9K&2VbKYAkKn&2Kt8pGiJH<8M64si8@{6BQHm#w)br&ot!|5HFup
z?L@3xtDzr&k`f8OPKlGKtB1b&@|rURlRw*v=1M4%S&jgSMlCO^B6-@nA*Bf3!?j9y
zk9-52a%(EN>!JUInWsK0ma9IKgC;3SA3+prYxq?mK_n%g2(kIQ&z&i0Y{gnYttXrn
zZbDY6(83{uvCT(XJez|lJ3utsNi9O8DHI$xea3o8`3T7z&F)U{DYa=u7+8+^)N1pH
z*A_uX6iL{Jy-;pnCo$dH0<e7)m2$zsI58sH$0W6kFR?XDDh@01vWFqN&&kqSal05?
zV9xCv={FtYTtB9FP5DCWGeimKGT-d{X((d<fmyBjA)I=vE!~Q5=8dYH*v|H*%OGhu
ztCqJA<iWIB1h(n}E8gsV_#R{#+*eQJu9<#SxVdv*=L*2F>33Wf<ifG~V7L>ZIzJX?
zmGHxt13<n*XHB9@9W-gLB+8L+g#9BvKAM8UPOXp*vpR6|S!v3zvL#^q-2ZOnD5JeS
zQ+uC51*h#$YRP?Fc4<8s;67@tq2bpdd2*}?bJPe8Tu@?xnj-Ec*G>fY<#M3M_9DX7
z4f_}lL**8u*0CO51RQGOo#KPd7hyw=RFmSR%)NYZW#aw<txa&j7?B$?Y0_3ED}K~q
zGZl4&Sj#xSuMdUMzMq3R8o^j7=0&~tUf$f($@q?odgtld?IC(qv{3ScrQO;^9guD5
z>!fK$G0v)7{S#vBy3Opo#Ocah@S?4-ZHhQ946DmmmU|$jcg~<7sVE)|9bNB8;Sd^J
zwMh(UX#w0kS6D*&7YV~Zk0<9t(NV69E@xTpO)h~FFV4W2rS6X3jGENEC|5seATDld
zijjq%SiN*yID3d*aPZ)1T4`o0CFt?>E7VW1Yx301Q+*t6qB&=*e4-=`J*}afF<BK=
zww_UrTyj)zw#}&omWO!Z3^-_RkU>aByDPV`oLM7F#9C436&d@sX66YsIq4AENa$og
z<!P;3KvUhB-+r6p=LykEanT|xB~J77!Q+^8|0faYI`XH_%vtU4^$_EW!^wnP$Eq!r
zd82c>I41bf<m6x$4X!hqk=%tc1Zp&O8g&}Y(xLd8Z8zzlG(>&_nn2UlGbs$5$$oWp
zf%jTT5S_uu6S$vWg7>H<0qtEGg;rnr1kF0TS=#RJ8^5i|6OT>uL@+c1_caE!Yp$@o
z92^6#jh$5%%H`}H{5Lb-G6dYKoQao1W7><Ki;%F?+pf>334FYF+p_xhv$6RlRV0%(
zFmbG_br#N%<GD@lBR&cwxrq0R5fP+efTUArvO|-@qAI8glD$#dC3wqsMpC^eJqA72
zJcc}`#z8Az5wH@rmcc3OG_KaK!I#9B)RDjBf(#RD%gXFc#MLD5B1pRj3z!?qTI#%l
zUP&Req>q+UTq3<(Tkj1FrrK}w`-T%)?|gASzo+lx=T=~5H)?o$ygC^vD=tPce!0%?
zyK;$W2WkojNapcBgi7mSHi0xj=pD{91P~1``2XV4He<|n51Ln|Q(GyluqhsoU-DQ?
zH%VyrhnO-1gK8om^$ay`%3e9&2bDm!V6F#&zD%c&(55q~(*Uv@9n6+gL?H(UAd0#Z
zXj$P7JIWUco7&|=yX|i*WKw}w!01h(|5HT!h(bdtaGXzIGzd8*er!xqkoM)CB)&+5
zw3nZ6kT9RJoV=VOvM?VHA-$LpXy<_-!=PvJyRBi^iXTg1s<_*SQ3PpcDtJxaR+sj9
z`yD6~l2=uWieJQ>>w%djS!vw6$W8%i#=EOCdFAZMA)wDJ_Tq`d=j$k^)4oGs>LC+v
z)Y&8J^0}cU;PCv=|Bo?6l+_jHtBs<)G9L3P2W=`w>3v4N>%H{KPH9I$ZU4?<tb(Gp
z$q?e4H29G+GdXnM@DitlIZ(!hQ|g5&5!P39t5Vr-JaD+Gh<K|=b|^iu=vslPGGn3Y
zK?vlUcz$HaoG}1){U9yB6!^9@ICi#3$R(_qvXnBnhH%x2)pUA*7e!%XFsQmif>ot4
zz4j&ud23km*!Xd_%H2o`C>VwU#s`ujIV>#t6<@{8fXI)yA6)Noov{?Bkxz+wj2TZ}
z4p`quA15x4Q}0iCr|pl%xZN_&V!%R^bLxBUde!|m?^k6SFsInOq<mZ4m=;G+fDiju
zo!=s!*y}XF6-M*>OR-i`!(&De#~nAO;$4xpPgFUQ8rsGc(pXWz&mM-^TnD)hhQNAS
z<V{7jeBx?caoJ(r2;NWlod=??FrO68x<9En?K~I*RTQZyH-f&u8$~Z?8)TpBpO8KF
zmky|%c!{r^{=_R_6cT0at8qE4P2J5JH{8kjc^{Y>xx?;q!(l-B_y0YiZYdNskQDJ{
zeLss5<~6kji+$R{6*{^xkQbXfZN$hTQSNQJ0qnUN)y!7houC}m*(>-U*37~Da=jMs
z<?uGctVXyQi3%1`KsW`91R<+tUX0%ezai^xN!75n&^~1u!VdRDer#THtt4?&b*&*m
z?{fPh=qz_{bk}9v!cGN?{RMe^UEb?NXX-jF1Ve1i?#(Xb;o-d&U4O^WZUbO5*TSJ8
zZh2wwm{4!EBdheKUjD=@LxDKe94i;>E$&C8P%I&#kTi$woI9lhXsGm(FcitpSUEkr
zpWm0G`PgZEG^4Gq9)`{~P}IUk#WNv3p$_Rg=sYg0b*V!6YZN77!q_~o&jKL5^jjSk
z;@hgPFmV{6bv$)-q+gZlb`%O(s;l>t;bxK;?^25TGA&-;ry%iZ5p^OrrpngM_N_c0
zV`V=c^K2=zv3rm9L6KbYhGZhx^dOOySd(Z^!F(*uw2mH|)l-!ED0?!yhdogvGwn~E
zRF3XaCZd{_LDTUvwVHgk;)S%z{d8OsM3+Xg!F2fpadIWcde2qU)|2wzqpNC-ttLFf
zXxF#h>f@~&?Ch2As~^Y9>y}}_IpjWy7`05}m9ne0=}GpaH;wXG$HN%WZngzlw{piY
zje>ltt5%zVytb;5YxFC!+7H09kpi!2|6>eEdym&|*OndUqq6U>A9(MRO+jC8dtn2a
zBFnIny1}|LhH1CAoI8n0?%JcQQ&r97o$L*UT60U`r*stCwcbGlMSJtSLEn+S=ipbH
zGtSYIK~C3Mdx=7$ttKbTu8?`=>#A!Yn|2aw%XL4db){u_5ex`a<oGuCE%!p=2GRtg
z4ach`7mGDBmVzi#Zna0fLw$Aa#e*`bJ8Q0d4rCw-RizcBObS!C*)ZUegdp(<>w$N0
zl(6}Uhy!rIJKHg}P{!kH2{+?~ov-Xm+k`fQ65oVxta1z=7rT?g==5Ul8f)+?4aOZ0
z6897TwvF`%2wk-6pJlx#%Co$uzJ5R8@5<z-Cud6m^w%lBlWVBw?6><oN43;TN$XWK
zmq#kI^`98mr^h85o~Ar~vdoimO?lLIOJU*det4oIc`lrp1_?fz#F*xA>x%o^cc;$v
zup+d(P>-5-vR5k$F0(=EVH`qw6U&aO{AH|q4dc=bZ@F}p*i7mwwaj>7zBr7A_xOZ{
zD{qH%?gUjvM388CQji;H<gPB(`#i%@pJ&E>rEt@|F7jl@fo}5S;dR)aZkF^Q*+`ja
z=2i?449@H8$(Zl&*E?CCCOyZ|rrw<nQZMX^^qb4O1I}fvv$4GlhV^STt!@kcBpLN?
zBgC=wS;Q+>rNEMJ;#u`LB<Y4^+K980(Z`cVT|XF<#rtszeWg`WIc7-TLO&9^G^ElE
zJvp@zwb$S_8X^62Mn!F0-iBWCK}HaRH_tjKoY;@mO4G@~diBAW?+V|gI^>zI6Cdd$
z#kI^X7wt#wPhuYK+d;c4$P_FCTj%jXHs$(ErcYCjm`|;6R?-L!k4SG%5jLH14zSu+
zE3Sk%YT7u)yCh<kWKew>$2N&Vp)3M7IPiO@Hv@Lk5y(70l(bE%1Vr^7sL31w`~sz^
zc~=?+L(p*lV0P~05cy9-N^@e$>MfHg@CL$fgh_<6+KGEScM}U%>nsf^9xgFP80^mP
znvh)B1zp(^#~-dP)c0ymSea`}G<rT*rMLk@u9t_H_YY$CZrDS1xRevpp(;+K1BiM-
z9vV{1OwFvn9mCf1&4r%v2L78$tM(0e8HILO%z04&Gl3^WY}1*EnP+!}O69EOO5IVa
z3e`oiu!?jN@CsrQceP_A=?DTW88oJB($$#9>O`57G#Z26ur<8b?we|DFF)2itJ1n7
ziCdr6lRHE|c7D6ttj#p54IGJfB<_|oo7UJttMi*3d7VFV8|8o-(=a~Yy0)I_tiLao
zgBiB^nxus-QIcXKPV#--idK-ZEE-;%n6AA)Xm+%Ey6i_7E0%d0s(3tj=Dl9V%R7Y!
z`rh}5h0UQWY{IX~<`C*MwyNy#l68mUiC+21=k4I_!RpLT;X-Ubaeo!kQjL@x!nY+F
zI1*Bfi+CsSJV=5!(1h(O2;2vk@#=PpDWQ(-E`E6}EW(PLZ|YhF`)pEInf~o+2Ss+v
z0;H9<QjWC}4$4>OXAeRT1jU2Sn>d7M(BeN*m{qrh!8Zv~Ol*fE6&0J7Z<3XuD^Qzu
z;0Vi);m<@bj>I&)p_Ur+S#t|!Z0qRx2B1!_pTE)l`9qVl8!v<P{=VXiD3}OvNvsx*
zPmqTG*SZ=Dwsjy*6^tf(&;~D*co!(g4Qj>#H^Z;*ClvS#9mx+c6&k;r+Dne;vkT2Y
zJq+R996fJqB`3ef{ZOAPl$8fT``Jedl^*JcX;#iJI?OV{II7+SU7KP=`5xuZ`Mr>P
zb0*EcJ^c<?mQZIer+fL{5rnzE{|o<$kuRxYazee4vIIJ^JlYc>hTb+l99uF2rMpO%
z&yN+1>=3L+gaIUqutH*`ECGGIz|1@btoz54+5LwbB#wJdU@?h!sFbvKL}emTMtvWi
z<K&OfP_K_wT10@aoMV-@2S&4*heoJpDIMlXk#~p?&@)$vTWJyycH*C$C9!};v5-eP
zXpmh+#71j?4r5`K+rflbY~li>#Bi)z98?KGo7@6W<6No4pn7?j`+TiLP?qTs2swNT
z0iRPva0+4LTz3jN;&OqdQjjJ8#n4iir2>$}&~!PtDSrIj^R`l8tqpfG9t)s(YCgz0
zg2m|`(DgT&F^fmZ4Nae1zbP|HfrXrg2F#69gvXx?S@?}CQQKV8Ir2vstg8s!cF-#U
z*?h^CO&|EKh-|@^{FS+a)9xS12Grav&ccF%(wm!|;2aS8)nJ(c&zs<99l?oPHnaqv
z*!qrHqE61qtb^_F=KPsk$W!WDB^Lu)b`Wp2XIBibU))hFz0b(2JmVCjxU)coDAq)>
z^CV7iBCE0*dGFM2FJ4X<FS*8MP+IN$rJBLZ+w&?QSrIU~S$0ew56C{ScZ5%mIk_XC
z{LDB3C9HWksSB$&!2ND7Jm-JryimJ{max;^Ri2@+32G3B76(p!URhzkp>qMeP&vY~
zqpPE``C|4-HUp!DexNej0&EE$Voly(J_Qfq*1@nE0ol%7OXFBWrM0uLuOd)rz*?qq
zR@NC>*qKOI7gyzUNkJ?u%PS}-$0sBtAt1fp+}qUC(6gOf(<k&9F@JZ-RH%?6JD|_V
z`^(!TaIW4&8a;}(Lb;M9j!bV&<Qcq4BY(k@DgoPek?von*f?%`lz_Qbe-CFFT*}x#
z%lsN#D&?SESvzzQ*|v4!B(;C>mtpI!ncF&w)Jlpz5g*YCcFGSzOo7a{V_92f;UH|?
zSwjN1QRm!V+yT4FQmnw(gsxC>Z#&JDfDW->3pZ*Dncl0^pu&!=EFO3KP2PCf1b=R>
z!2<_QdunCT*rBEE-ZllF)gj*=h*3yFSRWj!Wij6t?Tn4>kUi1G<a1N_N9ECz8R**Y
zNRpG#iJgm6CS!O6RtRcaths|ezU!cc1?{a|th%F)eBZdLnJUv;b|Ol3AM6HxbNY@J
z9%{t<=|R&ndBoBPXHRkvCV+4I?k;x&9qR^HmxrCZx&I1j^WcOj{VtCrmkz?UUol~!
z2B%)s|HVZ(@Vlv%foFBMKRMK#U)D6x&40RSA`j#n&_=aw%lI_Cjr8+{h7j*}ERfl`
zL!BRPI?@~jTUaFZX=E1X9K;8t*rR&~L1B(|8<XSEd|!3slvbK|=MHqkT79V_SHF8Y
z=%zH^f#3w8A?2T(<%TjlNcgRsE1H+qx!uZJXYm(~Jk=?ni%fVPpiw~Ct<PU}5S~U_
zu`*7+(O1>$d%)-*1r7bsQ?)MXo6=u*J=B)gvws+ASrP7si@UoR30V65TDf>crB5Kd
zZU^suQuCdo<{yQ<uJc0Iw0SvmDmA4qP@E-V25}=&F$qe2jX%pmYs%uf*4CJ|chD{X
zEhoBi9{}%Vb=g%f8+%4C#Z?JA*z*8hDGJOx9rc_C=WKC*iECb6Hg*sgpi0@LbT}%b
z8Zza|J^!uRk{*VEOpUJ1R1Pgvr`J?5u0$?=%p>mU-E)y03pkb_YBc$`WSLomG99}j
z02G=0Y<4TE11tnDWVv8`c4f(R7T!$_h#Pa0TeDGO%?;+thMznxK9U7oh9$wXQkD!Z
z5LZlrm(?_?mnkWdyY-CU25tg<p&03HLfpCFxzT)#3djXTQFomU3ti(|M>-dgp?fkc
zEFw5z<Msw(OffUcAJnF-@Q|Z{T6XTof$)q7kL$K1Hb&7-Jf0Zu!$-$y6VvuV9maEP
zmYdkNaQrhFgrRk{YBsf!^D~EQ*jg|GPzcmx53lU<M)jS^VOOmk?s}VDr41VGm`tNt
z&)ApRB8&c->lY6W{Ao)$jt8D7nTU7X5$&9`zmOcZ7q;I3|1<`FzgIh+*;PIGBjU@K
z6IUiH*CUd0>Qhq(A_h72eEEmYraC1hP!v8SC7_8rho^Bws>sBvWzi{$=0-;>g(+Zv
z^ii!X14i-tva*A&es0b+xpekK+_6dg3h%{@)^nwn8`1WJK};jbcc>|kDcyRi<mo*J
zs`EgvNC7h4{hgW8VW?&1;A=jS@as2a@C-{^57PVNk}iQL)QlJ1_uZw>dq7!8o2=0c
z9*D~*)U94KS|#27cFwon`^zS&J(l~yN?%vZ>d!)R+Lx}i98O3*>^NH@q#Q}^C&0LC
zZYO$;;mR}L8tf3@(a@_m<-rK;a81n6_0Wo*F7A%4zc=rt=E2Q6(vEHr1K<%^BIj=Q
zkX*kUj$eMn%T<V-l)mq82~4b+kS_}|X}ihyyRTR8%dP>rWPbFhmJjz&Zp(d7l^0Ah
z-Jy};^XqV4Pqu9tk4zK_vNpNsk(-F#k8h|CP``5Bf$wfNZ^usUTj^h-t^++e2R@(V
zc7NfV4BGs<M@pL>*FZGmKR8&)yrVbrVBrH24fh}AB1;}iIZOWUrSGU1{0r4@N|Y9=
zX0m3!C7Ly!S}%~?B{NI7%Rfqd{V;;j_-3h0#ps$*AJURj=Ep(DuvBHqMadK3N8p|a
zK9<zY*)2yK-5F$(TycqUjT1ZuKNRXxJX!Y}i=Np21siok^k;4}?1x-8@ogv_B*f9D
zz2<**M|xB6cG+KZPePC7DPK{Au;dhMAbioM9X|0>k6vr^q7O7`2klQ^{{FMK?JPj+
zV!iu!J_GZ70XO^3Jq!iYlD)VeoCrOs+pXW>_DtD%y>DQQ^!%_a-DT*4VxQ|8-mUcg
z9;vDRja{StHkYKUledrTYkn&+d+dgtAy3VwhP_H;VPQ5x%8cv!sW~NzU9&`P59m~f
z-3%l*`beC4n@@rdW=63GEH!%}M_voLdfzX~94&4Ir#f#Qa$EOccz19+Vu&lslg!Qw
z;mh<ae@H0v1K(|R$N9dE?q&MI*?3dc*W%J6OzVT|OPjfe=7Gq$L*@1`pW$>mRmU3k
z?L2ZZ_~Nnq)VDIz{XKT^8Fa#kH9h7(c6&H`xJpFpUBhcW4g*o6cS5<RI;<1c*&o$~
z<Q{ga3)T5L6cKND>CJM87J(HOD|V=G=n(im4Kf|CI3t=(nv&h~$#s_no{3MIGmw(q
z^+{E>V8~6;&vCror}Ae%kl}Zbpa)eb3Kq|tufgeW?^m_pgFL<9g56fP%-Yu8y1+xc
z3)yM<Ec{p4XY-Kn)3pNB7==4C34J-PbiI%$5!^-IQ%}0v-D}Vux7d}QaAq?&OCeJC
z-EOFnuZUvo9IQTI(b|L18!&XP`VTOE#Qs1>|9Y1!#OA}?2fIG~c^BOs?|_#%f6uya
zosq6?&oZ|fJqQTYIt-2q5nwqosn~bm3Pv|S>`?taEUre<0ed@}rh{xC=4c?#3ha*)
z8P31b%zmAdZU3&uU7Jo%Sd<qs=05$@VE)~zD7pCBD#AJ2i`WnI5GayH-0CO(Hac(M
z30*s*-$g)k`VufS7clI}AduMHwKu_CWuvQohU<OEbJ60JZeu!Evx;5-qy`(1#4z><
zF3Xj>L@Hr8W_J3k*RKYBkAMU;WaO~nkX-70umi6NDw`Nm_Km*<qi>0tBevXVVmr|}
zQ2ZG{$Jg+_iC%?cBZ2J&;)(|TJYfsObpvfi!9>;$<iVbPJa+IqJn?vE_{j0*{Rr_^
zrGVyMLvmvawL<SHf~SroypFa#3+vcU6nbI6RWfWM_Pq#kMXai5&0@!GA@XByac7;-
z@oYBTbbrWsOGp-)$(t7P7F7^4`~oH5L<<1IKhgp$zrnyk$3ag*(YOE9Lv!yUB&<!5
zDWsG$K^#~^_n*2Q9kuHO$^O#-e^c7{1OqDxYj9@%oAys}h$x(=-XLdW2>eDL;$_e+
z5e~oIG!Di!X7V;w7tr%WaM6kZ8=u|4s9h!DKy$Y-*jG=22xItv259)VPWitb<@C&K
z>}>z!XZ(AQ=KpL<{}&tJzcLs8JAOvuU%x6JobbzgxQ+};z$Wb&h#^=)6skKMDK4HQ
zbqro|AQkQBOPn(eVrXCR#d&#mNqO1l)$7r!Yr~kYl%TgngLy}H+PrnEtTV%j)7kqZ
z$AZ%nRnzzKipAtT@!MnT)S1WS2L8s4^tU7U_VJm%4iD=9yZ3k`{o6~KxZ;ZL<X^=q
zqHosq!7Hh@B5#JY3tK8llVn@X(rZ;aNkYw7&4@{u>%)Pw_=oHMilNkS)w)3$PP!9j
z1&6e<ulSlzgBOg+4o!|=^80bmD@&}4&Bcp_M$E?1tI0v~f$WhSW}>dLQ)z8ELH>TZ
zL<EIgcv9wOUh|-mamals1hSmzeRC;>axO-q7l~4oMVUhNxJ@WAl2?$yEiyDjH-ZKw
zkC(<P#6N~v)vKNL-UG6PSFPr2W@j(zAux}xNFS;)VmBWzwHE*_On0w1sBSJI3=eEh
zz|6sV-$|bHExX6nu4Ajqt#Bs$YraK4suE&%F4y1fp)o!jcVPfLCF%Qy%{blhZJu4S
z<!-P32Dj|(heIRKINhPBH80>*E1#*UAv63Jdz6KPq`)~P4>;YuR@`1XFMX;MuskE)
z{9d)7uLO$V`-)Nz0kplSMS~-n5Vyjw{>LE=xo>lS#~IISr-4V#BS)xg^`2w9tXFs+
zYMO4~%mYdOHt95h*Iz6ekC({Z)$&jg^plqUjQ2+!?!^Zab%nk5_=Sv@%|Nv*uBRu~
zu<7#q7bKOAhS`6Xp#R9Y|3MI8W?}hfdj5Oe<o^qTh@60ihL9Mgl(~VigT9lwt&Oy;
zjqU#e5BcXb-aqF5YitMu(?9&Iba*UuY=03J4F4T7<nNOIhz$9=_g^0T)9w0iOa6Oe
z2*Y2N%|Eyi|B)o|Z!nzy3VZSIh#~*_KL1p^{_kV-e;O9@uP~H<P%i$5*Old8;{1<T
z|KIWdR}B6mGUeZw`+t5<|B|5pQ_=dLAyfYMN%Q}Smhvy6*#AW{%lfZ^-@kAZV;iG?
zRDr*&lm7(k#P(lfo&G&7g`S>`jp;woQl>oIwUAHVZa$_t8BL$l8f^R7L$1KE0{?`P
z?c47}F)!u@hl0QX6bvHInxVV^M}g2Y_Yo~O4^wCuiZczP#WP7OZ2UF37fNf68TbZf
zG_x>+1b<9o$t`T`d~MEro#+g+Gd@f|^K87l@yvwM35fAs!1MQkqRi-q_k4e7f)Q7R
z%yq$5YT;N-y6<rajKKunZig2^qWX4!+g^bceWFd<YN{!!-Z72{X6XNr352CkOq`_5
z9le2r1%VE%#!8^c`Ajnp*h6EHD%0q6zdxBvP-ERNT$ice_j(CsTEbzd{Tiu?IH}Q*
zu+?|iZAFX@ki@0XZO@PX!pKts$3ONF%7f?%tJZ_*v!WhFO*(CX`#?EPMF<y3yGr4>
z5m+ypmdsLju^dgust=|xTkMK_?ciO?pc;?r;T<d{h>U*LDdIKm7ARxG!p=(NBMxGc
zM>qgd(vnLcvQH-i7Hov95j36*&|l#&O}pXW$hR}skV_P>&(w5Qpx9T)N-k_wDpW9E
ze|nyl#Lm)4SvGDu8o-sxKkzVRjXc#>arIeF^bDs?zbC$Ywl*QnT%4z;2@CIgtb9a2
zll*IrV<dKysHifNsOU1gPE-+{+uT=`!wBzpT9DJYdCObw%xfr^0EH+sC{Ls)0Z|Aj
z%UcZ0^XjIP!XklAcu4wu)%Vly)6e@1%nM5h6yG;8kLRMNBWELLBG+%G)6ArvN;U;G
z4KX2Ax?>iIQX^EJSn^BPlP)FEmp2HQ#bXhJcF3BCGXrA@#6UPlcz`KxDOMydC7L;p
z9${Y-bO0?e+UI9;wNsF3p0Jk23PeOyD;YrUy<0uY6$B?gNv1c|;dU>6e#FGZ8X12Y
z$K0^2BGvIa4zb+!Im^m9_g(6-I?W1=xQ#n;wJKN7X7ySO%E|n&7HRj{OT&&~Qd&Vh
zjB+bF8i;A=d)2!byHy<55+-oS7nf(<vwn&ON>{4E>mP?Fw^Aisrb=<?BJAiGpz}5{
zb#Xl@a&3@dY3Fatl`(}Un_Ke4Nj&u@wxF2faRZauKGQ=)RJdfHma~awre}RzPMzd8
z6frf4eycI$_O-SiN|L(Dtuq8Qj>h@A>Mf^WXu!w@c&OWyjS*HqC7qM!&(SVka}uJm
zUk5>`mgSDcx@Qv_R^Sb_l6ATpwL}#W1CPT4Wi%FT7j+w$4)s3l71N;0L=qoshdka&
z+p_N}!1O8-3;@mqH6kNB9lv%kz1Wpr+ojm$k+(N`?z|*k>!{akNZWAOG9GtErJ`@k
zf0n{moOCkvpn*Uginxx*epvGYrx^@xTu#jmP=xaQDgl!7Tj)%bnf}@f;N@^qD}hO-
zF?T!6oqn<|8^}${G#y{YA{nAo(f*X4$xv2Sx_{8r<th8nqn)oOZx#(l=~8HF1h{0?
z$`Nky>n2JJ?Z%DLGm0W)=vpCNsQ|xw;@7V+?5JUSE%m@7hvP@d;bbio+Gj#aZisKZ
z$XZ*&UR&X8f(b32o`xYzub+Z*JUKD_o9UbBQhqeOF9tT?`GFtCwd~kPXslR>(75Xj
z-XqsroXt1poPMa#Z}Ng4QJ7cIyciCZC+pxA`}q&HKSu|=pJyqwD!4QmB|rDa(qC8Z
z#_c`pwJ&zJJ!zFdcVrk%bx&H<QRn1X{Q8h#bm{_=cki1pnKGRNXTKNN0IBE?h<4@~
zc#JyHOca!rhlDDicx!%fr2~67;PIy8M3u0aa_>JgM#Y!FfAuzNQ(*Vr$>81_=A^Uq
z&O-5Rc7TjJxw=?*ge)5ak=6kp<lA5Dj|w}%>lV^*(7pr6OW2VW=XGKM3m_lCh_J7X
z8U$AbWiNfbInFG8;nlL<A6c$E%GO=b`VK4-ySyAb%bFqWS9>+uT-~W;7Pubty(b~k
z_BdP<6Vlk*#_>e7_iF{e(L}$qCyju}tsD7-we~)j0z@ms8z8flxRi0Dq-u~#Va(o2
zQ?9}&5us5yr0*UJP4n1srX4XnmHYxJC;4QTCgzBuoT3!7k%0=5vXyR3$M<@~SJ3J_
z|E4WnceM54(vSIG^yQ}OIeU@vaekUo{duw%=<#Xs^8sdp<HnkL3=yK8C(^pv8em=*
z<V18GWG%L8Ndc^t(*X%$KsXGQ71octBW|5nkalD3qzAdtyQzlhy11BWtgh+c!?Enn
z`y!&Y7GFR2J6Sk=_dB_BKj$(p*+_F~-del1aLswie93+p3+8q(`~$AAD*eJV86OWB
zixkdYM@+v0B^dv9lpK|jLc1~NBF4+KulE$D>*^g^#*K;NrIexizF*1f6<zY<Zu}K5
z>bl>+-BYE(;{Lf7z{|y5W+S-fPgz!mJ9O!Ui0^@oEdpT?aSX{d)HE7yWv)*RVFkes
zNtR+l)(mIJH04hejo+$+2O3N8kQr1&zposp&?I>yFzL6t1)OzlWvR<y*zIJh$#gxj
zYJtVCaPXV3OxlQ=MsgLQansPfw|?GWk1hIT!Do1kGsq}Wq=eqwD?PRtN?3heh>1Tt
zcQYb9DX3IIUA)FfrLLlF>C-~LiR%}FELcYIu_0!p?YXn_>pFa9^n#|{0Yz7IW>xjI
zcrj0T^)(J81K}=;6wGTe=2T=c`_(z&^3y$GevqzgG9BbC!iUG5er;E|9mR#5Hj_j>
zxC+G~eSY~sDCNMSh?uMYgiDJhHk{6tdP#k!t0#bsg8{x(wfCNtjpa;Mfh^18<lqVh
zh7+rEbzV6C(tFv?={&kN=fc7(=2s#;EA46l#O2;d)m)HDl!7LfObDQeeSfi>GF7H<
zB3WDP0aai=9a^|BwU3dXH2$F9#MzVlw?N7S`&5}4+|-*^@DSJGAMGSCRa@jwoswdT
zdb2#bcq=B`zjp=EK3lm>cn7@bG24GM3BOGT1e7F%LF&=v*?S|$0cszQvUumj<T6KV
z{@5phn<1n==uB7@t*ZM``~~(DHOQ1X+VE{4h5T_3C+(apk4(9%^TB<V=h;W@ikEdM
z*Qr@Kd4&C~fs#i+q%M^VGOkZ7EIp@CS+=dD``7LfRd_!p#sDwfkC=FO{`&`uD<fUn
zq~TWJP3P$2oN9&YhH8h(7r8pWd{jWPNR3>195TtFslNxKs?V~N*$7&bv_>JhVxsA2
z`6zm6I;k3Y8@U_#JIXA=xT95joxoO}r7QyrGYhi|(;M^4u@APcYX(*t3)L`#r=~ER
z$9(X^^;Gq4(YoDn;Y8PJ$<k%l=qqXDR`jBjnysW=L$~NeS$R+33-I%L=mf9p4@}CF
z4lyY}io#sToID9E^<_a`(7rXsI~B($Q?T|72kbkB^@i=jER?BM-gr>fK|(1Ma@5BR
zQzPc)>hJQK`B@(n3?_9mdp0<jV8OjWyL~MEXg1Mw!Wr;M@M-WVaWa`rv{kfCwDr_l
z`a1GiBr6DJVkTl77%UhZ7;G7~Of*z!-4vfq`%U*v=S}ZT$IXxO1Lc#7YSpb851l6p
z5XZ}rOP^!2SlX6{ozwz=!-?`!Y|Rxe4%?q#YG~X}g~xj!<;P>>3Dv2!$H8vsoSueS
z@7E}0N=cKL9A{OL!@F=&7}5D|wN|g=N%|ehiP6nEqa9g7lH)wbMYB(qG>FW(XGb5N
zIJH2csv4Tn_JsGWjN}|vZx5Ysrt_-2h2j(FES9C+%&vhaFR%H-%sVrACVU-7$w1eR
z&nOq1`vHKD1pwJ#$k!6fPz(^5bmUnm5LfU-tHQSHX_u;t0M;g5bd*t!EOaVp8tC|q
zMm)V?nP16jmzf&JI>&i(W3FsveiX+#t-7u^=!Z^9D#xjjhOPTgs3bfpY%}*?X^uBt
zL-J4W=eCxxS>QoD6j=+mp?M)`U~w|N80gBvh_3=t`sJ|)ZRP~BicgmS-8grNd<<y#
z0|fM90I98uFam0Z;4&*40MGAq{c6%sa1l^gbaZ_5M{;^+35M{>eTsi#R!1lBNm=CV
zNuHEucFM(sWr3O7Jy6Qb2ErQJUwVplMd)dyw?TJaa!Cuov20E06fUYl?X6SZJT3s_
zcT1rPg{`#I!pYRP(bPehTQC<c#+P@z5V5dde;*c{%0Zi}6)@$`VHB`4ryMVHrFD~q
z?~@@D%X5rJI*Vw_yDlCCswxf-@naRP#&0Cwr6aiOhlvM%L}d7$j2wPZn7k)Wb<n<a
zn!^2Uk2q(<$yI!+xyklvZp!(lDN}($m%lMPCpskXpU+nb??suUixP-1gV2wEt47aX
z`751x*cgWJnC=Tpywa0h;Xl4-jgaT{ZG+%i^b<I}HVcnf&iw8EGVa%fV%gP&vZN_-
zbd^ZGzbJ-wYJUAICpP&PIy6^9ZZA<Owh8mPXm$aY#3I59aWlz$D^Xicpj=ykbzMFU
ztB`>f(Xirarb^dZ?$pkv+d%GAYrgf&^IxUf&F0^eHwZDt=?-^9*fdp<A{FnC>3mh+
zw-R2j&y<!aH7uA{6cY=4R8^6KO~Cm>5zwhTk7SNrvL`hr%II6E)LbdC9^hd2ohW^j
z%N9!yPh9mx=m$5c`cwYwZ;910HMD7Sdk6AlB$|be>5WtCI|yPpF7{=tTRyP7jZRkL
z7uXr@7liBrTpTW+eKQNp7Dv~KgI=s#qc10C*|FlXotzfWgXkQ*gnGj1U09e+q%6tt
zUm;}-QsT99V8D;ymVDWfo7y1Ha^psHje?6raVBOk1QLd59_a-BbypO!sl+N{^?&d}
z;*yAO&4Wo|)0HtHH($5Z6uNb8ePiQqumDzJS`CVVyH0s)4^MB5CE(D9M1f2HoGQlu
zHIIv<izA1&jVsxADoAaSqL4=nF&ydJx9#uKNy7I#a@oRDGk^|`LjE2C-sdo<JvqY8
z*S;UsAqFnmMWP5QoELWpkC%id5ghDO$mRlfxMQ<mLYIv}Bo#9}3LDpALPb@4iEneN
zW7ABpm{dG5f2e%0dboVRdeA~H#Y#~;DvZ||RkB0=6wuF8!%rGJk|@$BQdXzLrYto!
zB5v^4?5jai39TqRa>!~I(KM`boMb@D;|KXr*Y|}m=?Zxye2)|K*wUeRWSAZhp4nq(
z`yu0L4&iyZGAk}`f8RiSoY*;DctI~?RoR%!5tMSjYd5Rw2s+WCmO-5<qfUpQD{H*v
zGIf<>G0iJ3v&hTGsGKNr*ah<H5?g6#!U1Iy>T>H1rW172OONl>&_>BX&I{c@Fd-nC
zFg*<Rhq?N6*X*9k+ELwc#bByrRM{G_!fB{j!#QVU{w#nNtneY^{n_rnqqy1Mq?s;x
z*CN*{Pd~>fKkm5SLR?bc>^c{)$!nigKGPYpc400nVTYa4{QcJm5jhDc)<9v3ij9&I
z)dJ~4SEAiap1!a21rxJyg)s_?1QJdzQJ$Vxq`qKv79GmClyrtm038=X_NGzIy~94w
zn~e)Oj9n4gFmoIcWN@eBoa~%zo!k{)6H6iG-z1k|n`Nu1N9(H8D)B`UgnH4mw7k@u
z^z3oM^1(8Ka)P2-&?9a=ud}a<qJy%bC9F5Av^i3EmxTnWS;@Y5n0-AUM}F||ahD@|
zapiXNoqaL&9<&t_HQuH<C=1l^jy9e{@wrd()ly1ZGpnt)!q!NHamP-@;9?6W#;thK
zLN4Oope?uz{|o@H616&TPsg!uI6x*~JoM6JXi$YVAfv6VS3<)`oZiM&OEZhnN|-W|
zVUG$cNp<}m5%9BVN6yeeI<wM<!&A6G{cyfw%Vh>O$5?UPr|YBFtT1~KWdcOJ{L#MY
ziR>$I{wJhW9<Mz9t<$l4JjKI`Dn3@ULrE`@JYAft{{C7IcA4{;Ru&VYk%ZUxyfN=h
zvE&#wONHI(-3cvSr0FGUWLr7!WI+`l6;$rGvXCQz*pQ1gUu<Fid+TDC%Qbq$q8RD*
zlR%UdFSaXQz)bC+s6Wsm-MI9f`n{GpdhmVqh{fT?RXVTFa*D$r$hFBvMlsAr8@UTS
zG0xWxDAV8FjKF@FyPODeG+7JY)^l(B3LC>sGglp1VRl8^n>k^lYu9Z#J_+&n;>Kq)
z8<@7FMFUIk&)tbm+mA6^qeZv?wD<YQbH7`Xl8iu`{9Z<%C^&jk=HWVG;|SbR5$5_8
zNQCT6L(m6z;Y|z}_LrT&5@7u>UneII1-rW^oh-6?mSnf?5pvFmc@FB)YQVPSpEJG@
z66Vsyw1<aA9!nguD|qe-2HdjG2%K6yrIyypiEVZB?khaAJ8Lg4XKs}jOky?9nt5dC
z@YAsjDtp2AUmUW#AgW1w!4nm1I;L(A9j}xI&4I%j5Nw#2zELIY9IzLciQQX1TY3UO
z7>8V)Rx`79&T`K_Zu7sl)6XU&Y+GhwRQHg*tD01yyLv#rKVi-ReQ`V_qT}wbT}JhG
zD0ztGLJJ@v8vXs(T=Nun&x#NxnOvg#gc=8@y+@{WGcXKq6s1$9GkB)lLi!T+dt<!G
zSkDDNwxWc#Nx99f4_guxdgAflVh2Ww-}d%WwwWaX?G|hb0+O8_#(ohN40{-1yxTZ#
z<ia~?y~b4Op62N9pdR&*)wo={U5*`lOINtO-;NTJ+DAuw+-aw&zpHMn_<paM>Q<_I
zMzkpRc}1eh#H`B~46<NcalziPkKFSxPnmIQ-DH3b-j(ILhRvCXbr;!&Ol<8mI&#1%
zx4G_gcX_@r-_V=vcey}&KFy5$G!-1IH$_MH@cdeswQv5W)Lz+P^yUtP^Ms+g>Ajk3
zGl<yIN7Zoa1IQ4N|MSo}_XZ#$(4@u&X~Um-K=mvTq8(2>C9wu!te$RyO1D?Z0NEx}
zGzSppxN4o=XY5uW4xkk*Z{wJD{R2s(XknLTM%!m|iQx52gar?>?syA^zr%wfi$bz?
zgM8hRvM1b6@Zr#V<ME-=H$(t=OqMpvG@$N=qL77G2h*Vryc)Ju3aB=<f6OFvVC^sX
zC`Qw<73UAKuf!uPhO~e;N4%kkHSo9bEFME#WS%fB?ow=m&W0_A7AhrpT+n*p@-6z#
z3=3x@>R<%&U`Tvk$UUEBj$@8xj%WLhn+a$p*CZDG5y}LFbATZrqi+T&e9%BF?1jyw
z6(v_eOCl+bp*@k@SdzL(i@b-A43Y8@604{h*^IfmVEM123R`hxS^d1tEEi@~rm9sy
zgS<vbrM#k1d0Dyn=vg_s>Jw$J(~_A;qPqs%&z2F7lSH-lc}ej#F3ID==d1X83g;_I
z`E^FLqZYdM0Pv}M4wbRnH_f{qO2O=PNV>GEno$>EMH?HNFNK~;a9qs<L*IO|HiE4a
z>JEi6iVVKI|M}XbVZgg<tFj5IV_uJgLj^uPN^4Gt4?gT`GZQu+Z~BlCxV;dUSQrsR
z_(0<!9qt!&LWUKcb8OJ^&Iq$6{qKnzUEj(F6K~}6nWI7!I-6hRQN?Onqa=%tX1}&h
ztCk8qKwbIvj5Ga=<`6^#FDY`hRIrc`u-ASqUWsh8NDNt(B1eUHQf`!v%CZda%oWBk
zk|KjjS}E|-0$0cr9@Nd<h6VXzu}Fk{BhZ!9c=KDF9C%*qs0AuMQD$+AYHDigzOSW5
z6`<cFo;7u}D7oS?_Mlm_xvw8EAFhIA8gZO@{z^xI7KbSuH)B^mrZhzvtEhxgcOV4l
zP?v#cvO?q!bSZ#DC&UQ`({(-5PFIH(79KzxkvzaY$Qn+`6+)~uF9B*mX*dLFr5U8Z
z?7f^nho!917yd~SooAJoRB?*wwPmXE^{_kuXh(s31NLpZjq{m<K3RVhjIj4yXwiJZ
zUNhfaCh4sbNv-kI4Ev*bgrI4oX|#)ihcHvVZ@tOTE~!4Y#!?!J=c~z#xtp}~OYR_L
zy}75&y{GP5@CSGGJ?27fp$8+zbl1}kK0B}FT=XgDyb5;L<P%TFKjTTlyX8Aj$K2oq
zB~>tiJ;dmdkBMKvsx5px%P;-4ebC{Dz|>qqF4Pr%`8ZK6`!1B6u4sCrf#LQsfTn;w
zc2cs_>MGzjrD?6M^qi7(gGLl=*#gi)z=B}&jUEksqs1?qd~&H%m4Wd5?6tYg&VstK
zx1u^xOP)TV9+xW7ABdRYF<0CSO-k<f-5|#UTAfzAJJg!aCxEA=#Ig4$+G_t(=U1Oj
zblixTpY~3PpRThFP`++wJY9@eAr4$soLbtJq>c$7i*pC1Yy}yVvZAv-Hy#>#Wxg<~
z3q#_NKUPW}mzF|3o}1r`pT&Db+HdO5XkSjX$=|f~`WIC&S{!m$KJ3(CwpFbTKcc$0
z?6c3&-)%mIL!_`Y$kE&lKZ9q>?rS44H|vdO;_l=NNa&B_F|1u^kJ|2gtT{#}yMfxC
zvRq5=21D1RI2+C1`n3yUw^u5$0Rk$E2-3ylZhj-i{=KpT{(;Hlf9@v&g#-7^P}Gg{
z!?BDPs&y%T>5-eU3L@n%={0=eqMUvY#*PV=X2aa`vzNxkZ(NZU5Yn~$AjVBW>0?rP
z57mec@^B%^_A^PgmHPF=S(MWGrIV>erZ(Sy$s<_8AIjaFBC&5Nek#v6Se#_A$@IJ<
zcZ+*%<(yd|%jif|yFxC#iw1W^`*oeCPV~n4Vn~x%ZCdEES5T`?U>{Wms^$SJnA1&5
zfZvTy-QTJ37y0kT!i{?K8Ht3O6Lt-l#EW*1#-1kQ@higpn)b<dyWj;vBb5$>#y}k^
zl#&mVsE8adM?r>gSt@y70<g%$pe^Iu1|s{zC{JPnot8x}V%qxPn$`CRKsoh{1ij62
zakE<ByB>k^UEQ4Q>odbB>NC$^DtS$He2?EnMh@QjD*2@w{N&2=_5K8jT3}d8BS<RR
z_Z;IV!}ci06b)C<Bob*W&bO|jj-r<f`g;!0fPDLQeN{B{BCDkbZ_9$}9t7i|7{u+s
z^1>P#?V$L!)1F79c579z6oC*leM;oLF1wkuEHe9yaunHQY-(##+xnF!l-|H#G@1u%
zLMUi1kO-FC_5SG2!hJpeb-t1)#>lWAA;C|rC&73CpME0s^y&Nd9JCd-9je<`R9N78
zHD*ZNKmg$|xbqu?br9FR&3L66#ZY>yy;y&vIha|~GCK1wo%N3PE9XRK_2n`Ombdec
z%7({nf3VL~HWQDMm6g?Ydw%n?`J*d&N2lw3Bl%_X`yfMByVK3$!5#<}_bg!u(oGFP
zTA*8xy>4aoeDjFnF6rSHDmhGF@T!oA!*Cr7swG~&eBuzt0-k7xi9n!V*!M3OIRJ!Q
zASpZ^II!P9d3^n3A7mqBC7Uz;pf7%Irz%M%11%KwedLFmsfH0hr7s3AO*ob3Cyy}z
z04d`!G~ISGye*D9-C3M3%!;zIX^};=)dm&a;=VGvRWp$>J@PsM31`25jp_D4<AoU@
zlhL=p6qrKz2Eap4!%PE1MtUVJZ$S2xwx|kvtJan-ZWd>#S!~J@f{0M>MsVF?z=s>5
zlZy$<T?4VL?yboj0`lJe0r4J%ZDWI>c=^>y8i*iAAOYA_oJ)rhsvwVnGRxp*f$0I7
z{GxA5Q7+JAhR6Z-k&_SN_{p5kh=TSOOJD7c+q9?D8qI(b$}3pyc$<mE_Cl_u3orsY
z2l((QeV^UNCA?jr!oN8ArwjcU8&n<>U1s61Yt>@=2?oPYM?^Hz`<Q$2_sW!zsvbJD
zY)<5KKJ1<0DO`8taz3^hy7ehB3?y8NaxIk}O~!=kDbK^yuo|)>y4n)I60k#dPzi2$
z)PWLLLSj6G78HWQD_9y>0j3<XHiYD=)^Pg$kWp?ah?{Rt=PCC&4@DBp0pTsq0rpMb
zLrg9_-3~<RnUET};rAg1hZs?6UWz-kbh8x5tr4}QJbb1#9{Vdf3k+39GEyI6@xUq!
z6Sl5j%bz!yhPq>OqS7XXv4nArf*nejZvz)H!h72g{wV}2VMdLkc0Enon@EH8nMoUC
zkj8kU>LeMN&j(-E`x*2&a>nq0D%%*$jh99HB18SlY=c$iXg##yk*KLqcYNoXTPi`E
zoD!5zL}0cBY~QCD*X0-6o;U3oI(P6FQno|6o}K<0<2sy>*v~Q6o(mlc+B3|auN0Yp
z;ZzW(M2p{FOnGBczo0|D_8!%h_#HeWPFdxEyYgO09D$eSWAJIOL?_7fQfspdFg!vQ
z+|5Ybaixo82!6k)#BwoZPKW}2;bTk(PTfrmvt6E~&1{2YZ~mJ3gf7?P6~Z5mvQf|-
z@Z2)Ptjy5c0=xiF6YckaS}yQ5jCq_|d%fKTXH)~qwLA>OP^0bJzzyNUhC&eK1BRQ~
zR1XYv&3lA>u7Vr5=Tr0biv@fkUx8Q9ujp&FCRoL)w)gUjZ2-epMZ#x2o!bhIHT_j-
zmxY>r5#su>w*@5Qw~*2Yu`)970N4QsQ7uB&h@JPlm1Zya?gvrYx<rv{SA>y)KvnPq
zfDw**-?x{3OQb61`;0oP)11_{k(AyxF^)Cg$rHg{n*>z{k`Z-$)KcG}JFv4oITLvd
zJ+AXJKERzlqw^5YdhPIpgS{#N)%l(=D|2xyY#DqqEThmFki9y=&~i-H*+B`P7Ar0l
z73(lm$R}RfM@z&9NfyR9;UtIBFneXp(fDwUB*^_Q%}I-z4m3f00_i?dBpXKv#wywr
z=JXI$)_f9ne^e1;ZKsm%BSD-|Yo#*wn5+xdX7dE^V|hUu!aRIlmL#Do#+2UEx&8#4
zvw<{?t4`A-yEcJz-HvH|p~Dq?(kAWFW`K+%Y@0Y%`{Znx*fMRH(ddMbpkYD6MdS>-
zw#5)_t@{e9L7Q}=Ihk%_I@bE)tV%OJt%}&lGI1O5VLe`o#kQUy<6!K#dHZ2b$0H%h
z>W``|8DWfR+=$lU9LasC*m6n|{e^RVwTR)e``Cab^6{Qky$Zf1hLTBC7E@_qci5u(
zn1x@Z2D*{T77?W?l%5L6SU7+Y`(`6oHr2wIAV--t1!EJ3Iz>W}yvLZv{qDZNai2wf
zYwV(uq*RoM#qz=uLRs{@^6hwehLQXcx=EZ21!^)~lBw8{hljo}LqlyKRpdPKSRob-
zMUVLS_$ZJ}Js;_VvjT@LoML%`d%)-y2l?EXx8mq#lToycNeuB2N1G~X!*uM;#bGuB
z!vcSIinPgQ6$9gPe1|fFw~`Z68b$n=v5^Ach?E5ZV#C<)e0s!7qt2+vg5M^YDUsNQ
zro$=;^aac&ky(*A#0&+@3>4#x1wsf%;)}Bf+>fIq3Sy>oK?{GKAfSu}5aehybignQ
za77`IMrz$r=qdvDAsT63nCKS7?hNSp37dT|B&wtVj+c{qpkrewsaTw2-4Uks!134(
zGum8Z<BxRehT_L~qzPyEX(wm=cYute;viKejIRtN1z|$-*iuFi;-L8R*hJhCC4Gwv
z<6`H%R3y$w=wOJLslxrW;1@*3XyVD-QV!ta5{>lYFR?<c)N>*T1x|pX0{pOu6!?9A
zlE6L0Zn?1kqySeE)n-Sdig_hQOA-Mo?aLDI*rFVCgt+aMZBy;fg<<NPFNaAI%7g^i
zt00DKO|xMQ!WUh+7zA8cnT8@SS}uiwU|KWD>wjAy%I{|8BckKrdHz4WU44vI)e#S=
z6uPCX@*-rT;*E3>U4`>~&uQ!07F<PHKu}t>YG2pKx)gTTx4UWA1e#)#C82-Nf;EOh
zo3=n){D_#SSrIe@OZfxZph#+Hp@gPs6H1ZjQzZ0v?qfgh%vNpx=uI~7y}5I~X6DSy
zx%u6lHCJw_-?XMPY3f^281w99hbQg&ap&ZQJz>q>+rK$|WAW`tpFP#G<8xoA{k0zd
zl?{`|@9Il79dqA$u{du2g$wW1p5MLsHGJ&&(}hb4-yJu96wq3RN4W@E^JyxE(JLeC
zUJZgOeJu3!DT|V=Ke%j<n9%pn-kPglnLYQ0mk!j_i-9|8&+Qqw>8syqxc}Qdt2a*l
z@V&0{g{y8@_u7<ue%3hciC50Q+c@Ec>;HV>Zxd1MW_;tB-ko!P+kfK3r8Uj_YuhL9
zfAD+Dw*6|}@B04H``1H_XIq{>+J9!+*n?d=`}eND`pc_kY*=*izOz^Mb>6l1xuaut
zPkf^7!{dd%d+xsF(2RpC|9EQ4rU%|BY**LLdcSdR-v<Np+J4Z`_*|i3|I>f?=@mEq
zV%y<Imhbt=+7*v)Zd!5ftQkA*!mM4_{HEvCbL}k;JbUO&|GgWh7fL&>SU0Bk_t!7J
z|A&Xygmq(|`C8A`yFdTvoOzGABYRih`}BsL6Q93z-Dl>uHWudg9C-7sUrxPz;ev1M
zE3AI7IjP)PJ8Adjw|(@ZV=pz0y>Zo5<5x{yxvWz6)VP})dQWdZzU_GHmMN9X9y``r
z+>WmcDsLTGf2_50^CdU0efNu%y1SA}-OuY@Ke+GqO5K~&Ds?XxKAJEv{a@?<ep+{4
zTY0j1s(Z5kog+t2?OVC^X#E@Jzz5fy47-|7Us_r9_SQ!RN+;i+;!ghM<<ZnXSh)+p
zBO~mv_D5EF8pc@t$Es%wn-<M){(8fl(z4=`p2ekd+foKttlmqqn;(x>OdX1xY2y;<
z(tsjoB772HF({u0EGlgYU@>-6g@|>RRxC+;70?*ri?<E_$ZE5-EiVDFm|?eah($jL
zKmK14i=#{E{|s03RU{^bD`Ih4h9nrDI3u#}Hb_{6NNjM4btXwwz^6{E)VQBs{KI{e
zpfjjyrnSr38X*%YR0{l~1;Gs6h~KN7r|2kRBT-Jxf(H#XYK_IuPx{N_00;55AE%K~
zae$+%;=cg_X4b$<rupbJb7nIF0$ANf3yZC#uFMecXnUwDxevA$+axY)nz#%`m{e=8
zB~{>T0`W$cYVV1!vV;gPTm+qE9}>vk__K;joZZpW-i@6T(St*9#F4Pc*(e>^-BC_v
zv=rOQ9f_P7X4+)N!`<DTUz#;5qqUZcoe#IQbj|E2w_aD>uM5i^5B0R566L3EHF9{a
zt=Yxy;_{BxOc<G1k}5cIxYhT|rKL3jBJwq2=t`Wm+9perj3%vda246zq`gWL!dnM<
z#A}!)gv1`s)4Vl|790xu<@uyA2A(q47R48%>If|a=rK=ID#h9f&BF32&1>i~&!?p%
zG%2#Gk2yXmbx<&ek!?{L(qc>JX~rlz2IOa=VU27H`9)ViXhBC?%k$wMdQ-WGpkoC^
z!sqC?LWIEOCuB@WNZSCHl&3)mmaI)cM~b$UA{AVh!7_b_RMGV!Uck!8xKhF$Qksd;
zB3?tbCS|JGT%?7^V|)m1losOdkJoU2N^yJ9j_OxPWi{1@G?L3edCBHtY+!A*;Pz|<
zU$54&erkTsT94A74NUghTPAz$`4~pT=#?MCXtsZ)(T<H_ET5l=Z$i-i;1DRy3O+v@
z!)3m$5*`sOPs8poR4(9SvR6_FI%kzS6dcX>r{Htw{8VZKl^;9~lf5=3V$|a`WLL_^
zUwIn%EFBlgn4$ACQnNX0!{ukBipPd{4UKDLOc@9*wMZQZO}ZFq<2BqiHO!x4Wz6ST
z?fAH<M@E_N4}8p*SnZjdZ3s+$)(GZvz{lk01QtxjbxvtU6Pno{_>gkt=j@P3QTe4>
zvAE@&V=)hW%<fZdkg?^*NJGkLn)`9^2|7P7T})5nHKaGMEVCDs(^XWz9>&4?L-^%<
zDUEpu`vO@f8P_VLvV?}fz{U_z2<5}Jq<h8-#rzQRSk4zCHSJFtyoyEVB9T^8T1=xU
z%`v~`C68rZDduy)$NVYySp4<M@U_92Fqvw>_Ka64^Fv+><`bcF76-lNvBzsXkDxL@
z%wzgM{9rPL(_!{!K&1WQg*YaA<5-OH&N9E@O<;MGPX(71PDpgG`jp2b*bvL5e9B`A
zq9u-E#5SyFKF2$OQx@TKqwF_qX*NHk*i6pOGhgSO$El8tkqSN+q(e-Xa5`*$spWG?
zJ@bDap_}awh=q;eb)dEzf@3)iTsz$hh{!CyMH<cPKy!3$*!e0D9mTAjt~b)+fiGTz
zeiFI7q_Gh+MfVJ7hWc0>76hXyYiMjlnh4`1<0|VtkstU1^<kK@qW(TEgZfx_I_K#a
zh%z*;!r5a}levIK<9<x*IG<sD5-FFW`E#UEI{*!aMaD(kr||>lBSH5*XesrRpyg!M
zT`uBLQn@BRoLJoUXem3y#^)}JIy!JPkD|W#Bz124Qk=l6r~2yae#LTkcJhsVI$Kj;
Kf6IcVntubbe=z<4

literal 181776
zcmeFZbyyuu)-MVKcXxMp*WkfDIKkargS!N`;7$k@+}#Nt+%32VC)_4)GV{(ibMJHR
zbIx=An!R`J?ymanswGv`Yptr@6pCUJ3@nTsuoQL26%Vj%#LUEYhL*7W{KQPMCbnkI
z=EUqkmNG0cF)@>bg|)MZBXG1fa5fP$F|so@ffW>lb#itzF|dJk&p7s3irH?A+iPhj
z_02I^W$Mf!!qlMG*Z1FA0Uhh<L{igKv&Gi!$MN!idO{Os9gI~jO-vj<Ik51Us350M
z?rKbchx9%D>3H8(v%4L5x-|sud%s<{*LGIy+n)9Fbe|}bf5Z3racN&cVe_iN_dG?H
zsFmL*UgAgB`h(p}W@NLv{CC8pqhM9GCtZ(+V@~_|`7*)93->d{D+vjzZmFwT947on
z=vlE`iR|nngN?c9<F?C$cLPY@eS5~`I4w#72S6-6Ei+F8Ka%w&H86SA_`%nF8W_Qp
zQ3Q(yO&Uwp1IgMjaK_~GXVLbAfz@ihS3X%!nAE$L9`*oVwf&guTzzxD9kl-{roTx~
z6F>T*4efmKwzA%_P0^DC(bkQXtyM{TNt+JJ+OY0eE%rxd1gME;e#CmMtyt7_<vMfg
zDF^)PSK$cE<m)q<!KB!p<trTIE4Fn(N+Lwj5R)kadr0mS8<5UYM9$wZHpx-n|2!1h
zTbd75Ia_!R4)qQ3^*w$6K-Wqp&y<N?{LKG^m}6L@a7%>^lP%QYCV#z}P5u+*{tD6C
zV!ft*)?47|W}oSY6Z4GkL!A>y&P^wshA!L$$ogB*Dm?Np@ovTM)>?$xd{DE&y&vWp
zP8!|?A*24Jxh>wvzI&81%nbIec)UJi>g>=MZhrLXz7c%>F(>5q{PPfO2mTgSi<3RC
zbtp7fNgC;ss)Lx;0^aSWr<mb8TtAT6w1I6l1L&WbBd1umH^T>O$Qw=c6a!hcD2-@W
z;^=J&*9F#08+_U1do)$>>fDd6Wf1u9%M*TZ9+)b~<iK>E!-6yR3KpGGWP(KH1?xZ|
z{7}uw&EnkHeQz$&xBwolqF;9r78OGU;oDt+T#fY3%vy0#83L4`3FLyhHmTXZ9{(V0
zobb71Jn6$X$04ZE1?*4Tfevx^4zQ{Lk(6r2@s;H6a<3B*;)yWKjZS9}2x!&fP2&$9
z)y)KW6E8GnX&|yAn+<6F1m0ukp(BGG(MzJwb5d+UiW$69mMULH5K9{sjE{oGC2Sau
zrLG!KX7~DR<jPMNOwk!Uy-Zq`S~m<yFAPVJSGNI~Y+XORSz3i^xL5d;d^^FW(x!tQ
z4XV8>yz2ig1Ch#}wOrT$e9Q>(xDXOlov|6@04{qbpgK<-@|Fmm54ltP>}GU3wlgv|
zcR{c=&>Ol=ke(<4F2_cfAY#@h%-}(>lj&xbdSZbq1QqAGojjJ!q?06m8*E)M5{`I-
z;7<CKo=6Wo4mDaixPuFcNy6UuGsJht_wFv-cAC8EioF4qmap=my(Q<RVsDV;=w73}
zK^lhAxqyxjM?=&PQ_hMXu~^oZBvwWJo_N_v@`EB_c-S3Gxh(GzgY*a^m>oyDF!HD(
zL8*KrJP3<amiQ~oYRxLYY?sBY0sLU)K_IN3c;Jkas$RuP6&XboWRNG)SUg1dMZ#*3
z#k|b$8dok#b*aF4#zeAj_JZA7oKbW{L98(P7wXy6t75}#)Da3rsoIV^h;;+!>58+9
zHy|8u{J#YcNq4O$at6U{t73{Kvt;`|J&5e-Ou6+^VszTH=O{6wd;l@d06l9Ep)i@V
zvMTSKx`nNn6nON;R)2*TkXaK|Ch&;rDxhtous-GG1IO}7HZ^i;w8Mwfg|><&M;bOy
zu40ZS+`QOX8R?;_5DF}a7*yShrRYYW#D4`F&6IL|daHZY2%F8X+34W9YZ^@_@-25Z
zaepn?aqMbmYS%R=zM|h9q~Sd5hl|ldZ`~bt?cC15Ft16B0R-2t`#k+Effd^X$c?zm
zEoY4$0euk0wh{~)4xp}H9J=LVHDuz7T*!e5GzIw)DP!hY#uQ7<=ms6xKd*eVet!4W
zd%pWHefO?d=t;=;e(sLQrHQ~aWPQ@33e`{S_L-b)$4;+hFXy{)Z0oVXm@k+wtOR0A
zBxai}+#MQx9teemOed<KWnoxHfP)`2oQgZy`goA#@N|Bjb!32CS%RHrSJC(8*2`Me
z=t*;WS++JosgDT5jQOBY7~Zl7lqM0MO~Au5>^!I~pkpwx?Xmk@_b!mcGzC&_k`pre
zp=(~JVai-?+n2qmL6KhL!!}6Gdd<@CSvGa%t|k%Ix3vlforSX@$1ZxPWu^y?tuE<4
zrDn7rVsxpX(k&o-V#$2>>zUp$ufMi>4;l(@0hrYgzP55JM(;#&1Zslig+eu27q5pD
zYI|}4>lI=!bE;mk#nuWr2JsPQhBuFtN<$`UTAIVWwU!!RRenfJ+y~wUYeHha_SQr!
z`eO=+CKg#Ap6eB=&C1UEi-x;!BZCQx0na}9$o;Q9zPbuJlXRuKvWr@a5vzB8)15Sn
zQ%7&%HS6OKERH&9*LefkV1nSe)bk<vLgX>Hg?0}h9|BC_W(SKK=qBl0CTH814qCpk
z+{k9Tv0THddOz_mwKc+SLW3`Z4nBhfEk$F(N4k;bwc&UEsQ%EQAUCIvv0}Wxj&LTQ
zabZ#iF<(6E9gGV#9id@02+>_ZdS*317j#|h<ORWvj6XUfb^g&0wkct`G}51UXss~f
zGF(4Dy;AX&plVeeBo#`s%c2s5&yCJIlKFN-OGm0E72H(_`LSXqH23t2a<H57GrmTG
zXgPT9tl1wXQkVm}8D$XQxYv2{HxD$=O&4Qc-4$--kmpQOq*((V;Un($ZAq;~53G~l
zqK-f}^KjpD+QDCpH|uFE#43UYDs{UxYk|5_bEmn7S}J-eQE3DkOGp&USJQ)-5%{Fg
zj!^|fTe6-)`}tX#7tC1TdETAe%~-Npztffj&E_rK&|L@jC^mq=#R)9K{86rxkjut9
zlfGOnZ(?J8!mXytUx(X`RtajN%GXD7Z;t1z>LBPaYVdXL%c7;FoP_J=OxIS@t<rDE
zS(bmQGsabjM4xxOBcAHW?k_JY*ccIOF@!kt{pozS6&o$eDHv<5v0TdH`j)dldDEv;
zDNTUUW*{ZpHPjma%lSZjbWbJk_EvEUlK)bN!>p^$y;_Dq|CBuq%SuXk#TRdl=x09N
zpWMAW$SFjsI*96rvC-L5oVd{yBmFGmLdHM~JzsfWO7WJ|`Vac`iK&$sd2c<>PP;nR
zGJWqF64K@P>Oqkfs^oTi+;~#&p!7|Z`!SX+OuTO~q4=J$kCx4y_jUu*gm~GUbo2#G
z1>;i5UKjLYCY6~C&u*}syvhE&?=m<*d{%XMuYxxr$V*~hsB$v}%TNJXeR(U#iy|v|
zpsZn{Kdzh(i|M_`i<!{0`I#eD(nun-WLnCTdeN^*SoKsaS`mN1Mx3xAX>3w#>Ch2Y
z-=ZKHlQC1V7;Ti9Y#^*!AvLLYA4ippO(VxquzOk>_g2D!=u9I#v=TPFl!Nulw>|vl
z;z6VfEPPaii|Rh~B^V(DfloNEn`J+u>wNfrI2Jj1Y&<-<#Vr0IYgLS(?c#kz``oAG
zjw}#enq0(IY<5_IB9}OSHSeY)V@m(%69e~0FV4a|i#4bHTUs@C`+_{>@62W~FvPw)
z)ex!7U~v%@4a7z>7-57WTJ5UR-&KMOXT1AV$il^?ArQ)()g$+f%xKlk+q19<k+lvg
z;7!<_RS9j*P?4HyxC+M3=7Szo<yZWl{Kj)JnZ!fjJ^ibcMskR2%iA{WvAGN9GwA{x
z#YrJ3DRW@Oif8ItwCMM!O+pYo^Fd@+b|&FN1pOl^!V{Bg+;aCGEM`oTGp+Lb#`?Ne
zpxjRTRwhLHxkpw+b#-0b3U7l?emYKW>mLW!36WY6y&vjY72@@J1&%`b$d>-l&0s-J
z<aFtxE9j_#Nxw%h`kwir!R)$6jz{Am)X+vE*6Op*C==4j&n?HBjY9m<pHK#_2=*Lr
zCsCcPG|*F>?KirDTkeKugla#-knk5}y{ifIvES~B^E&JUTf=B`$36_C=@@8V&80+&
zdBny~%M;9zIyx6YCCDjU%K(Ev1AUV8hmJg(4rfkFP;9G~wfY`Dn8B4C;^-kgi9Ov1
z&z^dCLqOmB6>KYtT$b1l!IW~_{5%sAHbFJmnFLFOktMLPZVNlh;TGAip8owCLsL1O
zkt?u0D|^;MQc6>BPmh%xkb|vgQjlPz`=C;9f`041tcB4X2QlSho*I^WNXWP=>`)4q
zNQz;edMi|M1$gDO{G$7JC<TQqb7`gU$^n!0j$u=XmlgXZru|%R^ataE4W%_gn^Fjz
zjm3mUb2!t+Z0q~3WnH@{2=goY#3=b59hLU3b`~#}$o2D)kS^!GwsnxZ=vsaVaUeZi
zm0je$*0ijrH6hTe4V3O!)TQ&0?q8y>gz)c^;V<bAINEk8upVoED~wq@8#`oyv0yqY
z2nW%8zhD_cXZ{WTBMAKd;sJWHN~6twtrbS!^-P4NmzEr4`?V&dn}1wl)d`qPLb?nB
z+iag<?fE7+{OhAa7(C@!gqAeHQ$FwS0=e3T+oq+$U?qZ-e9~4vkT(I$lKSORrE2}U
zU!igI`}#M`E~5<}Ye?2I6fJS}-QT4Sw<gfx$BtsHN^!gvO9D&Lj+Tki<AV^iuV?<i
z5ao}N=7DNmSj7CHwyr3q)_E~RuieYG5`Dh?OFI1f<68JrFe;keMnec(Dfq7yOob7Z
zr6QQ$F=-tu7xHEH@jb*Pl*>!sSaPhZ`KOip6rD>!YL#+xIVPpcR-pgTvt%u@IR^L)
zD$r7i>$O6DT(lru!6r(e)^hIE4>m^6`!$_zuLINR4izS1DR;r<gA_zP%Ho)G-#jm~
zmlDp_l%98*x!apQ5)5DTQts9gQP%f{LsgB&R^N~N3bDRnZ;2o>niRg=NiLkehUVZ0
zTm(W7Z)gxGpR2rqD4yde<)+*SRmE3!;8uGnb*z3OmpKwiOIdnv0oferfYkq#RRek-
zbu8-aM$XN9d%M1cl;a2Yc^dZCo*Yr|=eoC!g~Q%f;0Gagq6UXzOAOD-uO>x2?n9)U
zH_#94N;ln_KM?W+HLYtK;{$xIh96)qtApR3|JXJuMHVm}u%g1U>Ps2Xvn7JHA_A8P
z^Y=xDekYPqod;&@6@0U?YY2s!+%vq_RNd*#+Axj*Syg7~rU<_MZ9K`)t%7B?ut+>L
z1r}FlzY_EEhFL6A!cO{)8{c6#@|@of{wx%*SROi9>-alNBRyKJSdY>Y;jN+%q_xye
z-7o@`+y)rRdy52!;r^--erO>S+2Nb_$j;@j3qodz=rA)B5jKL7Pz(<$qRfK)q%uD9
zq<DQ?gR@yv$mgs%(#0zmlyb0t=sNatYJoZ(zSFcNqPcV%V@SKlT6`KY$q!sYvVBHr
zd^$5heE-~Y-qN)^GA-;#X7ckr?i~%<kwE^5<k;7Uz!9hiqN8Vmg=c$PMBC@CrndN9
z-UcGHxxgh~LR%r7kAY9mRYz;6P$ZVqKR7JaMCt<RkSdl}Hi|x&?+Gkt^6u$R28t6E
za>K={qklJ8L85#D89UCEM8bS3q1RIWk_7!R9?Uv4(YpUtBeN@8T)wmn33<`F<Nke5
za<L`m3`l0^E}eoLhGb=H@v<ohE*b`nYH4m0iNsY9cPhQ!mD36mlApEEBRMkda2J(N
zdv{{%BdqG~b%h$b>1T{2JZ(A5(nTs5lPBv^?ri8Uv<0A^AIf16zFcWU=xz;01b4^Q
zWpovt43|iR?ZuMeF@{kbYLgdD$UwKhEs$3;xmUI}lpd!u)PRV<a8VD6*~kf_8Azzy
z-e97bq5P53vb{t4sV+jXhYtB<(F|u68)bS>lem&DD5t_XYH`%@@%~$vC<r3xZ3viO
zG_%4|26$B6&j&v*RwkWAe<rkJL>lgbb;+cF9vt3+b*i|4w3YnoU0<PSolKal>^g))
zuGn7#Dqp&9gM>i&EHp7dy7o}SUN#X4^tKdY{VW<W_jV|#dsjx=e39PM=trLW$3P_{
ziKilYexJSewyi)Lr1~es`?^j~@eacGU0n@CQFh^wq4ffd*8>|`-y}cUed}H)fM647
z6L6;jDGyL}V05R_&AAypQSp}J`o8n!or^DNSb7BSSB1<z5c$!zz?1@UG@c_zXs@H-
zWM#8?E704~G(Q~w49EgWJ9LVvIQlc_)5io)i_XbD0mJk)vR%XGpQudL;7V6CQWI1P
zO#x?!EFb35NV$f|4O1uO=Fj`Q(6(U&=0#e+VEoKq6TC(&TE)gI7O(UZx5h?dHiP}d
zg=-j;1l@F-F+?_v5yEpu`}AX<MbDXfCr4aTE=W7e5IR@@#E)4KhCGR-FWCl>QWRXK
z)oq+6941#)E~WtLky=KCT=zCMo`R=8rDElQX0Jk_m0~h+E%Pf*QZJg7Sk!xY1Iz4#
zr&tAgxM{kP;q4aGIZByeD+Dy#?9eGPwZk_N9PaWSpArxJpX4d8B|>4?Z{7~>ZChH)
z#EyalaQOHX_13D`Ot^ezCj7yUOJw*^XQ0hMl#dRA^eL2eFqQpo_fSo^EvN*&xkz0y
zG|)pHtV&VHZ+E|r6+;5yvGSxaFfsKJUe>=&99rzws--)*(b4b9MLk(M-z%lt&P|xt
z+?6gcjbO;LAkap6zhXDQ`D}i3Wf>`=dag^lV3&Tj&Jgl6I=rFC%2+-83see8hIJ6j
zkk!z(r(6xWrbJMRB`o%p?~`O(3>L48`}e))?ulpk=bx)j*Xr&{8G5f1<)1z7pU9`f
zgf_ChO-}C!L}NHo$sy!Jr&Co}cFVj<HxKta6nxVHK@`0(iswB#`Moeh><Y!UR~@Oc
z(!XeQHB3@GM@&F3!sz(XNa^&$qg09|?Ln^j;oG6k9*I~4Cf6lq&qGXCnm8BI8>wV}
zf*bV%H!XEGEC@-Tz*ca`?-87tOnJLrVXq(C_KHiwaMF(m5>vff%zT&7)OkM9zda%0
ztxWWReo^gPY<8iIFr1ToW+)1IZW;~AydPqxE;|FAE*1o!xLCA_0U&tFhVlqM@tX^^
zJ&F<5f>vpZKYwgZc#L{mTNP;ZwpNc%mzp508O9{Fke+X7UOXvg6*9e}`WxO>2bXPo
z3u@>)0dh~~izCs?swsl$E5g7MQBzslZ*YgbT+mRs(+F#FJ!D~g10m?R=-zLJxum2r
zL${ZaT2c3#k7_8yzQiPM=k<k@E-@>m&#;|B<IzG2H^~X!iGC&vp1_vq^N(^vxC#oS
zta$}S{yh%2EpbEb!1c%q!Wx&aU55iIZgp-fg%<J^n=-$eLVTQQwX0UyHQzkxD?*~N
zNL6+VhgWEio3aBl>4wq6P~T;du1#t$MOI@)$J)|7@U|?|@lvBi#e+Po#&LaFOv$&&
zuvAZW3DZYrC?ZtMbVE#QaB9IWiP;18#X8E<;j1eP`)Izq;KwgFvroC;V(l`ZnmXf}
z7uGEaZ&{wHyRb{k;~vt9d`PTF^fA~RsFg01yy>UsA1X*y-1@0ZMujxlaIO3HeYw&U
zF8TC#mRd5q9LG0YQ<pL4cypiadd3<*3TL_urB1z4mI>Gha^Wpe_rS@eB`(VBO=A%#
z7EV>_jZnqc*2ATqObIZO7h6TC&*xEGr`FO}4*}Ps_rb-U)W<yRo|B*`zEV0+4n5ko
z^pEu0Yr#w9$>UPs82LtVjS-ZRdhGo+tiE()hZ0Kd?KHg75A~z3dCQAoh~JqtZxFuv
z*|wUPK8wS9S6IKpF=JKWmjZ`zc6^1|xUW{5l}4?I_szr%;xQ_Tu@%K*pRkC2l|Slq
zI8iBZfN45WNsAq^d6wRcuc(QlXt`l*wQk}(ou4(eA_?}mvEGNKTum!<xI9a<vi(Uy
zPN(i7Vh1gQqvt4%I`?xE6_2;bXC-%3FGAt;WhWjnXhd=O(mAaD2|eZ;pU(+USw<|F
zSr4sbr6sQM<stBongR?6fiQzh(4YJZ({_Sqspa?^zll`izGidW`$9D~Y)7W^1x7MO
z{o{gr4>r@0sDd1fF_%S>8jDD=7dov%aP7_|!dw`<dy=w4I2Y|Tb8>aBoi;`HNpK*~
z`_@9plXq0CjiQ(oXcL5=>b0?ZMPK(fLU`&Q#YAD@a8=G;f^eL0=hipv>VLlcSlH*H
zl}l-`)~q~<KN|B`7gyUR8+L#Zs<<&G9p5-t#IBs?mBIucUq)xK%%PhrJ2PU)+Vv_t
zfiiV&9jp#qazc)6f$*AJgl|V-aZe8>gM&`raXBd`edijx*>Tt_@+Q7lFr;K_y8vgJ
zi@r<SFiu^fk4kuilGj+^{x0FuC9J8FfRTUofOv(_(s@E-*r(fgD7T&YqheZp*AEef
zyW$Zs0#}C7m%Ny*`VSz+RbX7<Ix(*681Ec<R>1a4z&s^PEV_IKmh7afd%pOk-88ik
zdm;Svu|d=aUuhoiL%;C%{7BoZ?`dUYCEvH`Q}$-9co(91*+<d@UaJv%6OToRHJ16B
z+`;1K@V21SbEfqNP(HBJGyi=91{=dWKN$)Arjy;<OUd<HSQ7R0_L8$^!%2+iARj4K
zT_KGuA39N!$U&V$SFAA(2K7@~c}U9O)jLXgRi(ag+K5_xrG710tV5hz2V162H<p0#
z^hiD7j=Be(&zoWx<nnbq7*;o`O6>|?;he=YN=AE25vs#gpxdf13Y3oquF_W-H@9Ug
zH@r^Qm(o@@_$z0uQE7<o*D?A#muXaZy`j@KtxTCj(>|@rI=VTdwflFF&)W;2MR$#f
z>#FUZ$lg8Cha^;_u(qm0a;(X`L7}mhaU_m1iLdYWZ>LNY_Af(8Q%sJaOe_pAMr^?I
z|4^p5X_y=%OZ|$qx$G;;<B%GeSRYWD2TQ?W*Ec1gmUx=73r+xILgSSCS=3qthS1rs
z3EP`mZu0Hdp_4?FRM=i*MR^Q(g!`iOmR&<xXWczvh(YeA^EPQ`o`;{kd1cvRD`4e4
z-nK-lvVDb`uxm20{H)PT!$(xzdWP7h3F|txU>PIiS&FE#-U1Ti%=<1Z;%JK6)Y3{e
zgcu*Mk|Su_W?Ip$PF2T<s3yn#;`Vk)Q*>}O(R99h?OaJ2E{Y1Z&2>a_^xYbL$bO6X
zL#}MWSgu^MV>$HUyRiZqsnlV?f`K)C$me26I*VX}CJG$8JUYQ>+(C{M3(75~R)^g~
z+?j4F^I9{`E0MI%3cR^HZd@9>ZQ6!@MWoV{tc7_)vZW=;pwb$3;hEJai!_v+iX<kV
zzfRxVm8_%~qJ30W>I+G4Fx=1T{p6ipQ1MzaUS(Lv`2hLjk$wROqu`L<LDFHYo3u);
zfH`C$rHvPzZ27{-E)ITP#}}E};a!1uu&IKV9`Qt+*p&)r0z3F^Q>zqGNdz|3R*)Fk
zxk^U1^hE(OdM&2JWw-CRBiu$J<px?)TN5KFnF<4XyTt5mbP}+r^A~L|0t{fjN`hbX
z%~RSI&i59osyfh=m#XsFVX(AhXwJi0lQR^K78W8_Nkuxeot=>9PA6vHFNMQ}oW8y^
z_7+)8&P#9Wg;>^uTFsnsiyRp#Y~)`RSJjc#a9-wi3|OMNcTeFW(a`9l?qw5ismWxc
zDOO~Ou%GXWobIe$WyYbykn5L*2uDUoxY>608`q#TQuN2euWLGut}lPku@-qt`zcoG
z@-6*}iuj!%2h&7cViIf07v5e<6MZE8_pb3QMUma@g^5!9ZQE1#`BE}$sx>KzH2g^v
z_B6YCG!Mvh=WD*CoO+G2Jp|T7D-6N3o5G!xK~2lX%qddcs(XRqa^Si22->Gyu*SoC
zvx{B$d0&g9tHbq6OGw{*E!AkT!`OeA;eREGni{DCV&N?JGf}G8RAqf~XLFmZ52?Rs
z%8|k^PcA2-EeOd?BB^_4$t(B+PHML1Enyq%REQo|NXxY$!US%RF>B-#IphWe4Rlac
zO-_%Gb#qf-MJ%yT%s8ox_%vo=K&^l8E7&ikaQj|({3=*e6c(Sq>Q<V36i+r(!79xA
z1ZN3MNH3#G<r0iwKT>%YHXrf4JcwD}ozqsBmTB4{f6^j>qF9E#Kj`B;7-LAWzL|VT
z!4~=W&S}%5&z-f6Zds?U)y1XG2G~2o{;46lgxVDE{^U^jWFtBr`tlKoJ_WD#T_g(1
zJT^v!Cd59YAE1QM#SPH{;+gUT0^IlG>q={3@~O^^c^Fn-L-vHCzZXP9LLCq?cv0L}
zmgbHi44aWid`!@kk<DJ!z=zl~=A{xwR}wBt`24X41hj|H8ac})qfgb4zrHr*L;lyL
zLQ4^7q?JBPU8BWwYjexGinMG-$!~^_$Ww|n_Qx9sqKtEDQFFPD<FMY&^5*9A6}K))
z%g33vhN9^>%q+`Kgac@5bW;d%gXIDEnM2aIo30rIcvGeM4ii7EdL}tCV!QAlDJcBA
z1$54C?0I@S`NeW=5oo{zXT;^D{p^~E6=0`thr*L!*!r^jY4iuWvkQ?sb>k65S(q(?
z>Ro&mb?~QB;F+94f4uSv8Kml4IKSKp5#YvpyFO`<fxxe=Eb~VF*vh?DQT|M2k<sLx
zf+QwQ|I_H>M=@c<uMmk7^PGd9Ud4?uUog4<3?`X}VdCckeMbSmw9wgKTTT-QS?soX
zbneN?Y$0*F&B{qkquz(N#l2&J$xYkr<i(<S|AtWuQ)j4DCX5NP{$c^`5)Q4S04v>F
z%^x$EnF)SMdL_o+r1$K0aN3^x!W$~7v)i2i5LCit)3b;{wVS}<IO;i8_0u@~hj(F`
zbco+X_peG7hiYOzMVzGS2<(K2Sq?FT(XEn}*Jo?CI7jRyMSsv-B#%l*h&z=wz^ho-
z8z8}fPaAqGhnNe06TW2vCz>>kr&XNVnReLjS3G-`Fva`>3Qs}Gf?kMZ9<{a>Ens9F
zfmsRUQ0$C1G0;R3w>T#nwun)l#|@^kWt6(dnnCC(0Uq<x==Lsb@Xd?>6^WJ{sdTrn
zQI>r7B%QQ~gitauh>9aPINO*$vBOVG>5Uj-Lf^8_JJYOtVtO$w+cN9*kY>5Cl-QT{
z9nicF4Y=<^mE5Agb(UtsA1s8pr4n>KfbNc8o^_Omd?eR0SY;mlJ}W8I!&o+<SBN*)
z1&|d}_|Wi90yVdHFv;lP%HoKu+Lhp4gvTl|$Kth8Qv?*n19A#MOe%S5KN%xrWojGt
zW8o)#p4XgG{NeKcKI-9S@lGzp+7yJ|lDfI=v}ZClFw!~KxV^?98({-k_5Mc)Mb6$~
zRR!jxTW7B)k%*aKXLLMmvOJek5y?pFKxIojibk5I>Py=;ao|eo2;sFehTG~^S>Cc-
z&4yI<G9+8ar#wnbUv+l&Y$fzCB7R4$i^Js{y+qu7N844DXMLf}q`b2bJRjv)1-{KW
zhAERpy{wN=)6iStgr|ny2F+`Jhul!zZ8fF!LvVB@V-Ri+sx>nOV^)Mvz<GhVp`xQF
z3?@i{M<=Ki*3!gU+SzEnRy49}QfEk^dm3deUDzR^@?%1in#l2ibJynu@xZvkn#AUw
zg>w6M4L)?ySNsLais*B1Z?0KVZBLF{Wv%^N9H92RT_|+i()=+69Bb4Xdi|M(F1B-f
zFN||^KVHo3AWhX~T0n|ifaf`sb-DT^Zm@u>LXOM0JING>f4fqFM3QJJnouRuU6vJv
z$c|gD+~axU`ydWKm&#Go;dJ;l4!;~>8-_-c8^K8dix3J|HjK;s@=F#ciZ`2$9Y~u^
zf6V*DX-xVZgsQpm85Et3Wuwo0{Z$$mQQ0b}9oBBzLvismM>ax|ut@CTeoIFm9137t
zksJ&9Cr<a@m<-D8ow5*&CN#s+c__PJb#YYEGVJQPE67sVIAk%qqK;>yIJk1`L!#H6
z>6LmMSUY5Wnr=uywwJVfi+G~JU2-z5$IO<pFZ@LtlaH{6(58AT<jfWXZ>EJA<AhHD
z5@sEOAakZc>_*!QemLOd`om<o^ag9l!0QT+`@NP?Y`xc@yC~lLI(19Zd6vDc{oW!Z
zpJ?vkUG1_zVlfVAYF`#OxA7*?PUpj0&Z%j@)Yi{J3$P7FZ<6XV$(888L%EE8U}W7y
zVZ;00wfbcxPt5a}Wd1E~f`*sSfO3cR1ueOR!j|(cioO+$E6W>pwwn1>{r2ILLH>C>
zj{=*dqcQUBjnT{NC&DrM<)v?AA*Ojp`i=oORb0nI{%o*o{W1)cH`wm%Gk7X7JeCG+
zj_9|Vx}mj96hSBX4fB(IB`3Oqs363Qx9E*>W64!MgzFFMd9e<VQ`%!<T0zB+lXiH~
z7*hSBdtKy4$%Ka~fz*w;Q(KEG95N*3=kQ#6=cD#xj%~B5%luz1^dw0eou9Cx9n|qa
z(Hx7dqc$KdW-B3w%sXe-z`XLK!&1|9ESLZ`4ap4mg1J7#fd@BD1=ZQcbZ|1Z!z87=
zeS>N(2wUx9psN3{?htIKhss&5Xq~z`(S7==z^@YQR1OpEOYs#5jpEyDrOiU{OOYy2
z%T#iqQT%n2*TS%)6is~fEFZ-Z0kv&Cyk@!9Gbc-i?s9`Wn^s0-pUsN*w^%}d9pUL6
z^VYI$f7U%}WEsrsqp>*!3s+zqmxgtqxp~s%nfm0sOT%l;-hc!rc(-R;|G)*jEW0(E
z29REP$mkSse&Yteb)N~_F6?^(H#pdBw*!)PU3-lAHZUgRn`Vb+zX0sv93pgAZkY<X
zYAi}!@9NjI$-=mvuVC3SgVO`AvgYBQvB_)vLNwFnLB0&=a7J^re&k)~z#ho)3jQWN
zpnY*hLdG<h-~$5FM8zl5%@BvB_~Gyw;;4m;Nk6O5dBO?xN%vZbbZip0?BwvFyI>wK
z`1`^4{Thn<ydaj*p0>$cLj(94`^s#4tI_MPZSg)mOzTvSj!x;Dh@rHS2y{`Hv$)Pe
z`a^n*P`1!`v)FKUoncI{_`5egF^mX1=bb|kIf|>!tPe>71%anKh{8kP=_`*G)}wIv
z9;F9X4i>Q#hTlkT%#*aa#&~;yRHLLi$yu^_@NSJ^I3VbKjCS9BZz#^c)}bq5v@o~|
z%Qabhq6vSpBTpN(=)%9UYNf3#>p@5lx4LVFTaK-hL6*fgY5OV;0<67yNItjw^arfc
zJipS&V7sUA#Z+)%7!NVo81(>j`;|$W&)cYt>0oKw2by5kL|q0uzI=Nh9c{Oz;my{!
z%n0)&I$2DEJ<ga{yp$NrT%EzKmH{5>C_D1k-#{OYm2sV~t6(--ni)VJU98$zQ*PVm
z%IW<pAdY;DBxojFFn1YH^83WSp)1lNx#4aI7&rNsZ(72f?Cmt2$gtwp-zP?LN1i^+
zE+;~&Prh4fd3Q`C-I_)z?Et!O$NogqEM8r>Uv64+GMggIZ{6_opyXt^oXLKziK^f2
z(CobOwk@Q&i6!FVi25xhT}?1!?Sq{2!sP_T8eDc^WTQ4G`2@wvNZSW%zm89JUCx_p
z%ACW*gp_#dk}k#8=#82CmD?WLbhwv$>eeO*Ix=eBG$xUFy>IuZ**x@0MI8+29Nh>`
ziuVpfC!)j+$EU1CYh|V$ady4Pbmz5B`McT;3g8BfRyk>mmR;UcvZQ@Zs=;rbEC>5B
zsMgt*i<QbU4aH#h>5CnPr|={QIb(}Na*es4X7jR{A-L%zq7$X*N-~w67`An9w#r7l
zb+&J8*|6=$Wi>LDkhm{-Yq_7x)S9sSe;AWTbrmpZGFW(+PFs+rHJ}a0UVrPttr-HV
z>`z0n)s3Rb9T$VmbbNani){+Z;HrmM=6XiLZtiNI45^LefHta*naqjZ?EwbgZJoW8
z=M`_UtD4uUKHe8yYd63}&Tu#pZ3-zd<Gixpu)_wCtfb9z@nJDBuR`I@=0r(gK!$pi
zBSnU9kZ&B*O@WR%UIp?Y)!qYVJ)x_UtKFoLA7Ni9Au3Yon0=_kel2sl^ebD1N>0^#
z2mg9PKTr6IL(q~HC0)eVE9>`tmerXa&4?Dtkx^}T&64R=cgI$^>@iS<bQzM*$$`*!
z$d2M2)6<Mvi*R~w&>mSJsqz^om(o1JQgd${9N5KJ%osC$$*J;MI7YlIG7$y3>vwXe
z7<}T|2J1Q8*|i+i=jSj!Y{t@OT6j*{j|{wy*}+MA=N`IZzk!geq;PcOv=r49wE4pn
zJ}tM@U799oWbPZB_P3>+UIc1Uj3*=XNYK7L_|Yj_n)4si+GHZxPt))>nS_;bsLd_q
z8kn+zvk4#>Zt$z+<nvCH9~tw(rpb2@P?x`d1CNsG@PxKMHl)dlf$}MtapoL`Vo07M
zCfps+A^4X0Ue@2MBRa_A(f2SqNIC_|hJ18-=lutvLA?#FJH0O?T_JcT9o5#`!u;}_
z710NJ3xoEj^>OyEo`@{SHdxq=;HYcZm+IqQGp~I_3NFtcMYFz?5Q&(auS&}yqEfJq
zexJpu?TW@PQLfr}x+3T2k$W>G?G!1vX3a&CJz3_w;Kr4kHUF`A#K*Ot4*qP(feZBN
zO|6pLcenQwreM*VW7d4jwNW9}7Hq<{0`FBZcP%s?ij*zNuIBn1UHC`_Tv2D-B<8*h
zjxF`h`*3v$LEepaj}kw}s7QhTc=Cezp)*B)?ORkHgzuoi!cWlb?PmK`v%k?-&tK4H
z0%=jI%6%hma*h2IF?!D+A!;(`I^76)-s^-+r{`II2^y)(c}Zd(XR<budHh`46{Q07
zenKvYHA>Qkbd=;dMgUyoXO<VV(_Z$H2=+Ywd-_@9r5}=uBJP<>BJMxmXhVNcr1gd~
zh^aoE7pB%<!)ov4MBYvHyz@315d_=ob4;<#>#2BvUhm=C>tFETjnYkrXyENZhunR$
zFaNcdtH<jL6}A24s&%PwA2-xx4A|x;ubPC&yYkbo@>X?4Z`kW7eDYv(3hjgit1)(B
zY`~~jZl8F{uxAI>2~U#TY>nPzgt^;cC3Z8;#9?AjiEZ`I(3BM&y+3n_0&gZ=v7|cR
z{jrZT9di@twXSUr93)vv7VL$%Dcx1NzI|M6&_#-&&3=beG5<8I>sh16&9Im$UD$B0
zyBXM0IHcUBWG2{=<GvXf?H1mHCLw@usjJhjmlsY|i3(-NZII7?`Q~ZJ4s~EiOFHUl
zF=s@li_g<g)KE0Z_A0IcY$(ZUn5nW5=~%|u<HuS0#Z(-=Yr)i4!(4xzxv-<EX?FCX
zv*P(T-jWFEWkGK`V$P;YDT6L!zA#zJ%{Cv_(ouQ`2uTFjKDH)(FT;iTG`FseC)9U7
zM3#tlOB3a(+lL%8qIQzB)x_mwi(ckVq5dRGgu8BIj!LJzP`IY~vtL$byqTuLCdX_6
zkBuQAi0gp7%AqVb2#as#%-K}5tXpui*twWh1@A{#9pkf}X6P%*-HAO?$sZ&>$4=)n
zX;-q5CIjJd*Z8kQ5ypdrFGh?TeR4*aidWYbyNOZEU<KlLI+WnUY+FWS6qlP&_S8)h
zm2^!MY=cuN2l@g=R0xp>MM%IQoS^xq%Fn~XK*DR?rJG@nzY(tP5|Zd|J8I}W1!p_S
zt5*aHv1SC!2$b{Ok3_}76PfO1G>>B#@tY|jCpJ(g#5y^BbyIB=WI}k0q7rN(rnHmT
zN36@Pw<%s=t(u6F$FAm!Cb}g~@6K3x@MtNy$si>2!Plokq0Bg2C~Z%5(r6}NUH+$!
z#bXf2IUKo3T1d<67TYuhYl=)o@x3s6dQz~<;TL_a3$Jaea}o3Xes_`r?{?+`3?_)$
zuG_frF5kWx(>HJRgHyImv&BD-hh6Y}&6V3rI(wTl0C!phg9diieWo(fl+O<3N%KjC
zv!G~=No}V28EK(>x*yiW*7)~Ua^UP`6Z*@}^OqyA_nd`=o1OUu@p8@jk4@^owxx@^
zJ4>oK16$IG`T1WmfESYiGjKu7Bq~hILd;}j0DJ=*)q#S)zL^vaoPnL}w!bj;T*O>2
zTil76?74}#f1mLX^ZY(zVF4QdbIwZ4^3wPVmW7QN_`IC|u2aI!*7<J~m@+UkFcWjU
zApQ_#%D@6-asF!-E0D#){I7XzFM0picmKkVDFgdU-v6kM<0bEZ)W`Xf_lu!_Hp}&r
z_lvdPG5|>aElZXcKL70aSM{(rAqIqFX7YjqP8>}Do_=xvD?`r2*up@>&Yf5r_z}Py
z4+kR~F*iF4BM-6eFMuc@1K=l4#J?o-D@)SR&c*(3a`~%`U%4;kFYTxhGpRZn*gDz2
zv}fe;CtDQA7c+6SFfvh=6nV+~EofyECp#BMBNHd$U%GgC1mRD|cp>!<Gru2SVEqg9
z($0T+e&HqmFOoDA3@uHJoPQCm;$rChOBPZ#e}tiKVGKMB!NL8j{Edl)nYr_yD^WXZ
zJ4Y3J10z6qe-SL{Xz+^-CJ_r~Cq)xSQ9B!ZJKGmwa{ucS6DeO|174#CGtJ|PDUNtR
zQh2hSLy&5LmwVys&a#Qcl1$QKZO)9gMVnqla-w}RZLcHxPTidW3Sti0*wgnGRhi(8
zV+(fE&Lu{_DO__+>ueK6_7BESubwzy-Y3qdhF=Uq*gzH@aIY67e&cg{FHu^|F76e6
z>c+6%ctDM$FQO^>bzlldPEEUCnZ!k`P`cVI>Q2ysq0&zU8QdTYs_hMiXD4;UW@?aY
zQ4YD(h0funYHn}SPd>dLMMB?QDD&D)sx{~_N7QczG)>=|emn)gv@vWC9py^BJ5kYg
z3ik9VD=(cbGOM?<<8n!ear=0mK;YZX7q#2M#p-r>K3%?*vI~>Zp@97FWB-@hUQ`Jv
zh?SG`9~yq?cmGqv|Lko4_cZ*wOEO6T9p2I2?&XOXVrNH}zXr~K(E3Y1Q;{=pvLa^v
zYditH_MZ>VXu+tWt7Dp=#F?ULvP+oEoQJ{Z7;2zn7<1rYh}q*vifKwj_bb`ML?qyE
znd=ZU`itqjzBYY_D>hMO2Nn_bDohHUDn@DyzJh&Xh2v(<PHWm(lFAIsImTtRRHftK
z>BhG0`KQ<E91{fvPH2}ln(+!@&X(`D3Tkr>4ut*S>o>3PBo)Sgcs;sFS}(h~itgcL
z_#))R=bG%_3vkAaIA29kgT(lEjf<+OOcVRnNtUk=Vyge7Zb=(z`MTY}hUM!MfVmgY
z-xx8_E^Ls_dk_90B!s^NKZbD(P0myt!*#o!b=i}$J%Z@n0){%vYjE9(!E&P<flnny
zUrISZM>noQKb1dmj-kD`>ni_l#?D&3GoD}-43fdRp6IOxeY_tH-w<QRZvv@kVG$h{
zQkIvOTk6Gnco;=V*&d%g1+ptlX8xh_XsofzJIgC2p96KCoH;tWIKX~m2Wz+mp<!Rz
zrV}m#5{04m)vH*L4=KJS;N*SbqCVhM2UAF;b3x%8ZOhGFL5q@k1?hV0JSw;O%^^jJ
zWT~2bCacD%WnK&Fc+Mq;@SU$zF*zBP&9N$B#;iimvx{etAbL>2P}e~}Q3&!CPE;&-
zl7Dbn6o$HE?MrssSu^#nCrA*9v<^Uyp76(J-6MXmmg&bW;e0yIK-Vhhi2Q65imhd+
zt)F1AL=uKs;&+U&$Yt&;W8OE)%2LDSTM^`*mYWT(W$5s5F+(SV0;A=@;@_`5V-2IW
zLXG`i<Xc;#lv+-j;tJVUMN#Z{OK@;08zGo)ZPdrF8%@>1sP)qvsVTl)_b2iXSz!#<
z+q`2GeM<N?TA*h%Rl!!m2BS+gM}2h8Uivmj3lTizN)VDC*yckpr{C!^`xR?tT0@D4
z0lqSt9qp56BfWm-SToHDB4IV-qVYpO@gAc!9>qZYILHr?eIrRXUneUnC%hC3w(tI<
zpYa*2b?0o66fBU7bg_IK+YO6WyfEt-O;72W(|C}KZFh_fwxZO&onOsfNf^lPlbMab
zc4n`u%{JvB%A4?sIUE+U5p*ZbXZTJ8FPp9t>RD;#|KOQ`<65FUYLg*n##42$`%zQ4
zjtvM5lpf6@A(9Wi_6iNB@qjNQl(SThcfpQIi`7^ObTkYfM@)m4ww9-VOy-H7r~Y8j
z$V<gc&RPSrO3JH!wZ&Ywal!rICk{pQHPK?J@#1?y)#qcFTV}^_g{q~Co6ryIC5S3`
zTthQ__T%k?bl97To(ANntE|t8OwTK9yY#&($Va=?w%>>4pz<Q0zm}uD?oNKfx{~|=
zh5a<S_4BdIz%4sRYWj1|8*vxxF}@g+i$yV%Cbv45A8Kmfj<Cvg+eyF=>BBb7_nYaL
zsz&W@Zih@ied?(vd;`s!L5asO%Y9TE%$JMvq*mM<f|+F)7TJ-{rUm{kZ&mG{sTb3s
z?c70if9C<79`YvNsd(M0-#J-;5Jw>`<{Ye$3wF76O<h^}t&$Rfm390iId|Lw;@NBW
zs3o11A#VC>h>jC#(fP+=AslTpJND-<H?qF91)nUavO3GrM0BkeYPPk04vq4mAAi1+
zVf}c^QmD{NQu5aRXW7`1>CfhMwAzQUvy3YV!Dg~7Ka%!Oe1*AQ2hM!_xI#lmA`8=S
zCgY7i0)lAUvo<uQgf;IpF3P7N)>N#BVmkV*w#IcEapedE^3P^4OS}eF3FOw+(Yhq3
z9+o&e<lejj+a$?=rCVdVIQg({zEzqOD5;0n^*Wz|nGAE|7?_@>PDqMj9kmq?ZmK53
zWl5tDi=t3lVk9)kbZKwXxWv(4#e97*nyzsBz>&q<x6D~oz}Asj{cd|CkHCla0dF+M
zrE5U);KPD%#Ze_x!oyPiI-(PGy<q(j42URGo{HFsfTecMPTd!)je9Hyyt<6%6KIyj
z1gs(1P$^BwoM81g6O?ZgUK70Q8@ECEs@oXh3IlzIdK$?h{dq%_U|U6Dg3toHt0fc~
zQmGh@Q0HDk!WHDF!kF5o;YI|*1fKdra2W2;VNQLpFuA#JwawOWi~f@4CFUff_H$OM
zlMFbIz01YPv0*K*XUMzlHM6aH=G<n!O1TLkzD};$Q~tuwpABt~Gd!akDH>v)HMJra
z&rsYgkE;^%3P(2PE|xsoVSX$PnL=-+Lc2fhZOYr|Ubw&|5U{~rn@zt{a6ZrfZ2I$2
zsKUVJWt+CVGJ}+N^^Ssxsa{TD2rK>r-`;S0pH9=bHD9j@RZv9FrVF-MxJ@n=ncBs=
zc-#5pe*DNy?~Rmf$vy>3m!n|yF*@8fH%N=(J#w{p+EXHn%e@XcN<3LbyuH6(9}>1C
zl5fPd_qp#NSGD%G?z-KRP0N;f(Re*GI2wlwLQstEMyWpuiiDj)ftAN;=Z7Ksvh92j
zKcSvo+Yzpg7Q<J{7^Jj=j;o~Vl_2yP`HTW$?J^~vCwTZpW@nha`%$cp7tmEs+7`_H
zsRtr{0@x~<E(!D&=a{)D;xQ-hPs<mBN)VNB(|MV{<cF>uFoYUP6MY}~a(u0zA}YU2
zH^iH>b5$5K0|_dDbHRdxRgM@xRNC8*x&5UFW^RXN4=3vB%$@NlO@pkH_(DrOL9Tq8
z#TR$ZzA3QFJFyw*(LGX*NZjcD!^bNqc&NMqF*F(V%ILUOyJ<V*4f|J#5@FVFKD+y*
zj?4~?46hQfFD-b*9KvqrFfqMPStO3C^gh6-8u#o{K7`0RyIWu!F>Cp3|6_H#;qa0z
z7-@lo@)9L0cCz;fb{sM=bBUH2%>t1SIhZdNS@+^ikquW!*4GZXcyt(O3|%wW4k7KU
zSG$h3bPk_-adQhugNywUP(U)cjjsL4<<dv|z~%141Sw{uEt$7%r4S?vNj$?^WX>Cq
z*An&{$oZB{$FST;IpgsiqLE?ZlO7ASx?~jlelRe+eMkt>6bwAuxle{POUroUUD9Bp
zzGb~zxCZ#C(j>`RQlG|(lR8=}D=Wv(q%E%4^7)r&H=B=MZebYE<)rV8R1;4dB7WHD
zR9_RITPa8?U5}tUFvTBTT2?=_asjs+CV@S|=JUjT4gR8Ofvd7^|Fze?D+10JbP#uF
z`cv#>CEbXLz01wH5557|%ny~pMKSGmiW)k7TmH{CWZ!2Ge?AB!$%&r(a`1XeXefH!
zpAu9(Tk=0$8|D`CS+YZ%4L@6whvq%jT#ej5cMRA;9{Yl($Twj92UGLUL(ea!COZrJ
zA6xUqiTa<W=0BXWKQ81i-+|?qQy}uoGy3HiaRaWwUmlT$inED5F)KG4^Dm6%zh0_Z
zSX<bd{jCl~0}ET{zg^22I6GSW^0yc{Sa~?PUz|PQ{pW&%i;;_&i;IVwn3IQxk&}go
znUnjsEA~$>>BSNL?cDrwc->i<iGj~wuIr0a^-oij*a0B?R};SvMmEGuFL*IKVkKhO
z{~)`+`RHsce<a8H;-~%*orH_6k+X%J?Jurae@Q{i&IaJ~mlw(M$8%%`E&*2?c>i`K
zSzgK+xjBIspoxDw`3oga%<^~t??pWSv0b)*ZI^+IhZy+$RmUF!oqz^^QLg;o!+%8p
z1a|)08U8DR|LtDz*Bm2a=K@4GfeD6ziyKH>K;i@v2awo-#0Df*Ah7_6nV5l-2S@-8
znD`ht0URfQ;{<S=0FD#DaRN9_0LKB~fQg!c1Hf?rI1T{E0pK_Q90!2o0B{@tjvc_U
z12}d7#}44w0USGkV+U~T0FE8Nu>&|Z0LKR4*Z>?GfMWx2Yygf8z_9^1HUP&4;8+11
zD}ZAKaKJ7n24J8tumU(%00#ta7=RE518~z|0D_AQK-`f5h(|I2aY_ate#rpDH5q`w
zDFYBlWdH)J3_$FY0e}H000dxONCR2{DgerW>6`_K^05JbLc#$APPu^iEYC}{^d%?@
z#A1OEEc;7P6sQ|$0%!?n@a5(P{DzenAO@fbAPt}pAQYe%ARC|_U;^L;U<u$1U=ZLF
zU>D#TU>=YGAPPVtfM5Xm0Ad291qcn09UwwLl7K(~xdP$^qznifkU1cFKm&jx0DS;z
z0ki`s3D6awGC*^H0s%b&>IAe3C>PK%plU$lfZ_rD1Kj}V4S#hIaod-_Q+c`N0UZA~
z{Z|J6xBGzZ-|VOt6Y!52^~-GgW9|O3qJA%){LP;Go0ZDN%)tf>pcnI!ftit$hl3dy
zUF@u!jLfX;oWMxoVr60E<mO>x=K9_7Rm=^H0UP+GX5jT=tNzaUXZ?Q_G5vd({dW-d
zALVwAzvfsrZblw<9@by84=XD>BQVJSk;C#=#;-y5`*;7aM*nUV{x17t8@@~;|6Iud
z3YmaaCt%e97_g=W)=nnBzyDPGmr?y^RpRgB{Ie?YYkBFHIR6jCtXbIqvTuJcOR#bL
zs`%gK^}oC<F<Xt`M~oh1AfXQ~>GVoMAA>6n0UMM~&bqVvP3Yoz`dpmVN%s1Pni;&2
zwa$B+#(GUdYiguel@U^ITPVYyw$%!dR$6ibP~~@|l9Bifj<ti6zfU~nMT{8F-MV3R
zjpv-K`E$}yqs=d1hBSeS^qKe=iWB~WkMU=T3J^OB>pzzQ{)2x8Oz*$7^nYTp=YLhK
z{~K!oe=W-W(*XniL@Om)9!(fM*yGu3f<2l&ER2}+f(#7I#v(UWe-qDKwx!0`CdD<^
z^JIC9HB%x(IWT-RA>pHig<1FA_38>EeV7<&+#7P#aIp%;k7nhj`QmDi?(OEYOt^J8
z%({f^<Db;CwWRQ$kp(J5z6oD^H&av4i1z$3^1W=*+}VnKDqU|r8)c<3u5jP&NdMA%
zp4X1uvRJU{;M*4cNQR9a73hN6Hre;Zc3%Q<gEr62S7ok_S9FYA60Pq)`(CZZ5fG0w
z9Yt;ncR|hW54^h6Jxb5#-Q`lU6Jw(@<1<L-r%{%GgcYocLAuElOy`zmZzv*T2w>3n
z4?y~ykL0Cqf=ku#6&DeTdJ}31e9$?<dS4-f=K>0XNCWEBtsiXy6>(jf3IS4d5}y{#
z88xJFE>?*8wsUdK$IMh;&_e)SQnyDV?EAG?i-pFP6g1G#b^RJ<CWns{GHtp4p2FZz
zeWT4wTbbotw^baM6*i)pvyv#|He4D4l_ev8RkrGl(0F_OI?%u7{hDjX++j@>^0+a>
z*hF|D7CzrETD0-3u>I4~+hfR@?JMDmk8IP?t<GN^L7JmVi0|UQMFiUAoKt7vsZ8Ut
z5&76dlhJFBD%nb{7vXEg$1(zA#^=f<zKd-#NQCaKZ}Yi){e2P&b+;JQdAQPGj3`Dh
zZGXV5p^zk+y!FQ*f21^{bP`|1Gyl5w=BOq7W>yMi2Ym5)epmxT^bqON*I26O)||OY
zQMqFYWQ9SXD6PySUb@>z010~K^cy&_o)L-$Xp4%aF@g|v`2nuTwHOS&Y+BI-t31#>
zugTz$Inv>D10G-WHL?SnMdG6Epb#xZ16jZ;TpaDx6k&ED=B(1XF2;ogaL%M56X{Nz
zO9ho)(X23FR##eXuUIU1no4`k@`YBUMf-3cTqCYI5W@HQ8UtXBL4Ek!R!_w~ef=u!
zx@4pwn55}JguvHajLAOd24(!pu{7E&j5D%B@xr55Wva9SzHcpO<fqt+i2BA(PexVG
z1CPlqOd?0!8o1&*kZ5L=OI2xvFrG1(lCy6Ufd2ifn?DKN!?1ZilK=ax@oOr0xrqU@
z1~=<Jf;xZZlE3}I9bgdtnKb@>Yx|!;9bh&9?8U#Vwck-4R+hi!-QQ82KbQZ1qB>m6
zoUDL_`7&=Y1F@W67py$ojGXN3EP(CG$;rbA+&y`?Iey<R|G&aIfRX!B)60&8e+%op
zQ2){hVDY{j{)+2x{lCU_e#zvw^w|C%_TDlovNg*V#ogUq5_flZNZciHNL&(kcXxM}
z#NFN9oy6T89w)0#b=9l7{qF7VJI4D_{2?~Ph={%Rj&H6t=UnS!{FB%DOq%~AG59Nz
zeP+>rM(=+D$yiu_W7l7ijFIENi)4#`MKUp)zakmy^k0yyuTPj$#vkfu^ZqxxO%N}g
zyGk>Nf}k>5#jKH)>8u%slr0$x#aai+ZbZ6938#3FhdK!pcRlPtON@qZOM&11@}Sh(
zeg>7)?UiOwnKNHc(ROr6q~%xtDsvs@S-z$nSW3+;FxwF;gx0^fJ^zk4V_;(YTZI2e
zo&HR{{*3V7Tp#}<p!UBR;r}|Q{k}^S{*G1r1hwQ*xmA9Ifu|t1-L42t_5|!k6?vuH
zul@*=*OWfj;^H&Wk_hZGz(C4<licY}FXNT%cC0yUT%pWayn!JGRsFBrt>5?e)u<P!
zOB5*A5<?qNmTR}|jtaHL<O<a}s8H>kI<2$^pGH%0)s122JkjiSrNh{o2anfn*l|Fx
zCWCyy$`4s!%wB^zBbQDbsrD2Yyeb%Ie$nzwViy%^^I{l{hsy2}ka?2YuQot6Q$?7)
z9}jw6-US#Ut>X7%fh4FJiRI?V&+&gXaP_cd{R!BcSE6~VHeJS7`k?luhM<_CotrN~
z`o%zDH|S!?NTmGXG0^r)xgNML)@;~mh%n^@jxE4Xzpl(u4-~+p%Asx)<ZA#BmcoOg
z!QQF0QfgZT%^#eM-{eM}$F<beZM7H0h~bbFscZZIA<U&~$%Bw6GO)~tWsCfxgzIJ#
zA-O#B9wQCtK<%`}^nFDpXKtZC-{(SX^OY4A58$Zs@GFBkb|MFt@rS3YBnc8e5Dh8P
zq56|@=K&L_K*Z5iccxxx1K)O#FoLC9@U}m0iTr^?0iK!8>(CzR=^v+9*9n~OsX62Q
zo;>rlY+g8fQ=lhuuJ}f+ga;NXcWV`t3t=u9@6;+M0J7*n!av_wv3c3_D+(kRFLb@A
z3^fR@PeRM@7i#IO4RJ|2oE^67a&13n1zOZDLVO;|EW~!40>sw?qWcQ`$19y%S?W>1
zdhfXNlSI-d8Z7?AUG<HrE;17kUb<ks6vX$%{R~1Q+u~0Sb9qfgx0cE+jBJ0)(R}d`
zqZBeO^SlW|d3!N?2nH+!4~QS1mtuY8F?3#KtWnm6CNKbYv|K&$8&T>I>}>Hg;*UPj
z43UzO{pHi6*Vi`JBmte0c*|7>9B9}ji-m5u&nuF4f@$GAJxWW6%6w$TKn+~kZF~mX
zNH1(SXsmo0^wQej-@msP6&wYxECHT8<!dTj4g49>0SzoS9fqS7ILCGg_z(arymbAF
zfynWit(r&p`ImrzfWhN-if7dZJZB%QC7<j82cFu{Muinb(Ar8;TILA0RB+Q@Y|9m%
zlQqN*sdz?2H;YLo95k!G6yn1Hcata3p8;Sxn!DR;PIeQ!7g3YLz2Y7U(dNNBCgvh4
z<17<L038H~$TB$RSzFbSDq=1iHncmFs!8tb!7Jf;{(!1kye8)Iqypgu1r31F84PmM
zV`Gy@F=Whm9?RsYD&&;`8PWf#R?dD0Ka`(V@h=vuKl%JmEamvDHU9LD{Q;c+@5SnG
zb<&?T<L^4|pTP8!I$`AaM=)jl2Z@C7uZRC#F#W6;Xqng;+2}th8Wu)cW;QnZPg3VE
z@BE*D=^qr)Z|B&*1k=w?{|AbG5=wsq)6ZxBuSAkhis>(L`V8OSf$87ZFMrmVzk~H}
zvEn!4{hNILZ<EjeRxtj36aAmuM1NTp1^+Ep{9CN}w^;FSA?7n}`TwU7^Y>!K?~aT=
zv(Vr9)1R5=Z|>mlDV@K#PyRuz;9&XPEb$L&1uH!*2OA6hAFdiUc3MUj7JByoi)sZU
zJuMS6(;rgsU$u$9{o%i=ReUNgf2CwT6VA_{{{yY!Qw05|l>So{{hwrb{-J|{;V(!3
zb*aKY&)fUs<AW(1s7CnxLkwLI^(hKws!14F+WzbKKpkw@-J=M`ln4S!Aq0T$WRdzm
z7dO98@2^xB%ins8J_X@_4#a;Dh5r*&*Z*E1{u?~ZAJ_69d6@p#Zm1r51mTyD&7J-*
zf=rO8Olom{ieO)a%N>abG7m-!pvs?H-9}#uQkGNJ>&#9y&U=d^!p`5fUq4E(I2(%k
z?3)Z7o5r0&1cQ(G=Pi&M4~j;Dm~C0Oo@Z6`a&IX&Zk*VgEBNIUAQ5Upqo26yO56Z6
zAk#f*^uxkSvJ2)(ZG<Q69p44T8IzHA2z?CB{l_jMEn<}tWb_aGww0T$fNV6Z=+K8p
zZAWGbf&(dVz01`>1r_@{N9HuDJV~BU6aa|RD4p8$0i7ufdKV|Wl<p?O$1nfIRsFLz
z{k;DfKku?XOV)qEVE&dX|FXl$-!B&bRI+~B3;xm6_qj&=USj@A|NeRSe^RmjD^nlq
zC;Q9B$jJV={4jESa>Dd1pQeHT?}GKy!SGv6`j-XkAOHDW%>VN1H~IVd<o{K@`a2+h
z{YLzUsqfPe@z39g|D2lq2VKi!H1e0Y-4;&=k!LphyC;AjCp7^C20yqN_L7iL(AbDH
zU{9oX4BX4h_jh_HVm}AbCay9mjGUN^7!fctD`P8bwwKkjtP8JJGsngW+V{%zcCXrW
zn#AQ7FVBsS$u~Z$SG@O^Nw3zAqlop7v(8BC_Z40#y3jJ!%!kK-AQRr6qPw2DAndUn
z6z)`-4b!HuW)UtwC(L$nt8*=Lz>m}OBgD=4I(NkMT}undq!~HTs}MSJ{s`T2VYLW#
ze_mZa&%rLPp`>K(I%hQSqDgk0v_w}#IR02IYK77k_8c@)VPArFfb;DzAM*1J<m|d1
zF#!02xpVq;O<u^}?0}QJ{M}EDDsrm)@DsxkGd-zmgn?O)D^ydOwHRbO+E5tMrVaFP
zjkfjd6qF5s375K{yIyZU{H!s$Wm**8Z7dkpy4<#hRm6$U-WoeM-f!<@JPfL%H#@94
zKT;S5dM6*Ox!ut&iEm6m`LH~t-&cF0h!@?P_&z+`{65;_!ko9kU){SVP2OLaUNiW-
z3WDqs-}hfdJ1}Sgm~nER2&}y{J2QgNDc!dt+PW>XUA&Px%Bc)-l8&v@*wmf_S(Xs#
ztbg5rtH-{)S9QMa-NSb}R{J>edoE$i_AE>>Ep;`C0GMDtpkObx`HTC*%5ENdfS@+w
z-wk*(o!=Z>S|H<z7Ka6cbKkJ_m{>PH-w)AU1->?xD}}<>{|W${5nRUxlp?K$cG+AQ
z-R65P0RfWk?EtDqGx-HWX@(G@f_32~L7DI!vAa;m(3lGET4<9of!YOucW(W2LWGpA
zu!4QfF0oQMFY~#82wo50@bd-)2|gs9QHU<c@g*+h7O(XnH<C?Lr+?cTTWAtqpl@q3
z*fqFfS5JfPFE~EXOu$UnfUJ16^yme{A2UO;LoyP-KJG87d``HvP(ii!eDOB@?lIMP
zxL2^hjRDu~`#dob29TuTHVL^SokOf$C-8L+!rm})bdjjTBpU|cSxoEjoLd8|B<nS8
z1(_^BgKhSJCXL|JvD-b38g9?fNv<+gUqpHH0kd`;r_}2u*LUq_Rryu$4?m5(@vg|l
zMOSor!@J#sEbGz<MQEbYg1=aABqo^0=ta7Dj%SWv%C6RG+TgQR&<i6ExA^pK5<x2v
z29w~e*NMlJv7T**f;*jIl1H4ckgee_uN^OSr1q{l`*<DS&r=4206JLsZFYM3RExH>
z%7-<=R_pe-E{_V*O-PdC-Ctky4-%yr?0rX!xNmUOA9}EgO(whGX%(f@N%jTrMnAyE
zjWhuj(lfRh?)vc3dd=fZ>I*+!z8Z4Dyf0(Fup!LA#tU~Rgq~aL(KhC{w;@J@lm%}3
zF$fdHeZK%+qr8=*RjbbKy_F#E1L^hlMwBnzSYNU@=pfkBimE4AmqPn&-X?cyw1`?4
zZtGciGJ*qvbd>Hq;7Eh!dY`S5nMCvexpNKfh3L_&d<&L<zVRiP?~tv7k=V9yOTDmB
zX)_0;Y@-I=f-0%vP4^iLD@5-*U0e)l-yT{cE4P1NiZFd5$hP(1!Zu@zgNVE>G@7z!
zFccq(*e^nOb|Tt@4iUu)E;OM1M1U6syQbAv3K&pbg$es7C2C;=;dW#)yYGP-B7oK;
z+!!%2)+j&3LZkIYDa$c>14sd)i5dL!nXwRadcXI*N08*7j+G=60VV{IB8Urz2Yf|i
zO{@13-j>4?rnU-&lIbmWlO~49KZRh#ntB_v?rQA3W5U|qYQ~sy&Cb3HpDMn>`Rpl|
zZ0|GWTi}YH{a);d@Wh5SMutPNrtw2K)KWqlBWhq&7>%21pllHj(^^jDaDu>*F(V==
zd;J&p;v#$Vmy0&#q^1st3!jkHqM9=DSAe&Xje?`_*C$7}B*4BF+P)@{S~2;Tx{3+v
zLr-|uUm*9&hcta(nUKLSNnQ5H-*rSpV1_YOc-~E&BU&D98w>m8Sng>weYaqmc>08k
zer8c0n7IY0jh>w`>Yci=e)fPlNAG8HIWD82OPAk2N}nT0)2(rpIizuQak}GLR9_2R
z5G;k#bw`}6Py6~joHeUnTZp|3RNe`1i+wNcmGTX+u?eF^Y$gIpC1JW&+8;5m5%W7P
z(_Q3P8n9{nrssZ(Tx`l&mSkFbB6MsRfD7Z1B2!NCy|DydpJPZ;`3I9nelI;`<zp%R
zF$2_d0}@yb!np_J6sAapd<EGO&-5(LTRYe~%k!$}!wFClRV#!o>KfL4h^k(8`c^CX
zW1@Z_==tv9YS_0P)_iVDx$0rvz@^}REL+4vA$9a(9FLymHt_Qi+^yCS9|z?6$(7jI
zpN?t>d{Pc6;<3rk>WT4q{>1>HYVUp(j2|9^Lbcvk_OO6}sF$>5V~}r4Ck>FtmoN=b
zEYWS7tb`h^5<=gCiDg()#qr9ryIb(=x>o5{<$7GVl)MVRJPw}x0#Fo_@&x;l<%@i2
zRaK8lu3t{vN|zo1hu{mVRjoR;5M+6&lx}A-AZ(J)t?9|SR#2$!NnlfdE&bk;sH<~j
zl(<O<1xC{e^Prrl3vF@#97vnENqR_@sEfP~{Q1ZRd9*6z0&i4~W+M#h!A4D}RfMAu
z$IIVQV<UkyhY!}c46U#rnrqcY;Y%RbPZGH!sCS#}wgQ`*00^xHy<DO>zXdoaUKA_0
zP2bxhH7;MenP<s}l4sQ}sR%|-6Y%nav1l+>G`$RTHy_K<a(&~@vD>7nE|>l!vn?SM
z81t>q&xO?ldLIlX>M*&6tpv<AP4n_KQln{{GJ~C5qbcO(-MpK%3}(?HBfG89_yno=
z`;!XxGVVTbVB}Zd^F>RZiaGJ>VjAHCau{&tP1K%v^N!&jB?#Ei5gj7w02}D0r-_U!
zji4;L*Pet{(PStJeg%7DS*IWPBMgE`-&6^=55NVrNy!%1$mmu)kL<-(+JxI^mmyhp
z=5xajA^7$CPM}c5h;`z|p~9WDYY-*-PAsrtmR7S*@~1B=33kYm`mpzWLNi@j?>M~%
z6-et!J4+ddik>+sjeEWusn2NnrAmA);^aR3rkvM|Tz)%j6XlwhKXZUEv&o=DSSCz4
zBe7?Y96ASDj0aAxxt28Lr?w{J+D03C8I0A#a~K+{XhwefDAX>GFEYl`hZGL}El&m-
zv|WUy8SP6i&%8HLJwHvg8_bt-P(cT|dF*_~;t;Flr1Txu;)3sAY4vK=FR|y{<MYC7
zAcK(6b3(4+9P+}vcf@IOH!JdF1vIhVkgRYu0+Ob})dFe@6dItamI(X5Se!?}@!klC
z--HRrs)i{OBx_hK(#4XfnarhTgxCyk5xa9L>fnBXkNS}#x&w6|D1#LXK<iu>C!%1w
zBOC$h+=f*h4KN}?KbZP_Y?4Kvq)`x>OeW<RE4msWF+7<b0>`I;m6>~^dJ6KDC(><v
z;xq>?lF{{yY7B*Urm5fV+geH$y~D_iw^(i$(q2w&famQd=LDt1Pk=5hp84^UBgI4#
zgnn!MpA$jp1Y_ts!;E&)5$Vifiz+hqtVPs{tz<Pa+8#s4!k9-zEOyKizTauzGNk5d
zxi7-Lc^eH@>@1x1)9=_#(ajo~>84~1m2k;Mxk+BPr;#2s^OlvM;$cKOBr^T1lZu;w
zrx;ALMhxMwN+!%^jJ};e=7>?{P7Jqv-1`yf$!i&egl`nKEyTs_+Tp(^!fCncQHj0C
zcn2WCv*6KIJpls`rqo63-6-<~flvSiPABjoJCGc`UXKv2hubl3rZl}5^flv5(IEw4
zTeVqQ(>+Rsz$A&n&m&@V&cB&B-<x)pw26#X5&0ZX72e;Py?-UJbx{}SMU36Z$$zA}
zGk%@h->o!3{I!j&V~{eO<CMTF-pXZJ&@hKyH~^~C&)W`i{F3t4b>3K_I-f-=QI|t&
zPS2CnhbQ@>;3$FY9yI3pis{HCIUN1k3G&S8E9fk03MG@<+|-&#9HqsQ8`OA%Pa_Ds
zuYDW&S@(&e4)-26q?}SC>3ui2{7vQ_SS`l-+K<%wUsB-}X<XU0x4`2RJKWQ}jaM{F
z9DZ%E+KtLw3ht)I`qG;N3p}<`wNbBZmNQz<YHKs-nmqB)%z$#~8Z^Rf{u?|*RdQ{!
zXejFu{CeBaaW;**>}k^!ntn0_<*p^`(qnbj;({*%MOF-^)HBGYeV|c@6P_lje#1F=
zj`Sivri17w?eQ-jtF#IPO~GZ%Lsz8(%n&_1iN1tbzd+u6ag;#NdQ{|cw1Q*mq@)36
ztH1DE;;-UG+`^0*1uRaLqhU6fEyVOkrE$-Gr}xv9%g?+>;-mJ9dK#C45V=mX6ukSz
zrbx35xt39>TS02kvmQq`Dv%HKu!c2+Bx1hnHiS8iMtjq{Q*{6=A(G(_<8wU|)=nU8
z=xAXh(mH+8@l{No+y%2Y(L<SF)e)zWiF7Yj>tGJK@}xG@yMt_yVk79Jwbc9Axjw^o
z<TQq0ty=z3JZ<^dpIablI7gp5-U$}=7_glT)>S%jF0|C!1L22<4rrpRk|kC-6!_+M
z70Pql6^kLHG}5vzPJ_T7Kc;^981Hfhy(cBQFU%!$%xhD^Xo$`q&{}1j%{F3$Q+~-j
za*oqeN@D`UxhMzj0@=+$zeNS@(g21)yG>r32S-N**o~#Nr)wxn-P0jh>y^n339=Oj
zbkLwV;d~sGsac`zW_buxk-hNd3pMYKonF{~F6z&X4pSh&aZ>Z3L4$Og?b5r&u<)9K
zU$mXZh+utolPsGR7#KNXbud_Gx}T5hT9^&9gz`Txi$w<Xdj?HoiNV1saum)4@v|Zk
zKyPJ?!`?NdlI3=|_RVhkYIe0mmE`O@XAuHCacPNvq)}o{B=Bnv|HU$oPrlI;L7ekf
zG0JvyZilh;=+w#DayCQS8mXHsnTeaa9{}j2geh#NSaR6XP*?MWTLF9uw1i}%6SEpj
z&cI^e)gfXyb~A&!1QNOd>J#a9#tdB6F0{3Uy^Wui(mbA9b+hT1_;j<yMM{8Kt3^wC
z<DJk5i%TyZa@bmI5C#$txivbb$sWI!zp;NtJ2f>!edy!~{g-%_W`pRs1l^_^r}M|$
zWvj3GehIz30SZ=)QO1Tw0&4N;idv4c#1XTx@wp7tl*~Lo>s|J_SK>Y@bfjKDjgBMe
z0XM}hiO%~p0|C}A>HE&W8L^D;+7WXJ*?cHaR)@9t5s}9}cTHPE(rL6A2-tzmy%SmQ
z$rIv0@8MYrSApsP`0%4}=+U7YkZl?L0nJmG2r<{P&dSq(r*3~s`xw<7ooHdZr6YCp
zO&-VF36|0Zky0Z;7GR;1DApkuD-a3HxGQSx@+yJDe3li`dmuk=w1!i3Z$=ifQ%J1u
z@nyGlVVNXkb697U26oH95yw0;3UP>>{`T&QhvS;X7Bg1jYT+_-k{gS-aMFR)3#aeP
z@u)DKBDPoBD{j0f!$ES!b`y|@f52mAW=JKOQJIN2a1+QrSfl@-&lJ;8Zx09gc*-WR
z93{pm#@krdCe@ETSCTx8E~JB$vk|`UWBaM-s%34#v-<3hqJlj88hO~q=O5QmO&gam
z#PRJPd`*w&k53P)7avd$)i2;p4G&%|AFwKD9rrY^b_8axZ-crF?*ua9m1`faL5|dG
z_OC%7ZXcTuUbNQ0rvutY3H9E!byPR_pd}+dkxUbi)T`f6N*Ex8@?fo%wfnf8jd@b$
zz!A8_vLqo?XCyFLzf+|{5F#&2u6oIazg9it-h;x&6kjt_9l44YB13<=L<3YNrL;zQ
z^gs-;6chr1-MDTF9{gYMe1VPp!MhJ+zv48qrVNkFYxG;okJ}Ih5{QSA9u@zjX~r!2
zb;yEREsY#TISL1nfXX-&h9B}68(Gi#E8=Mmi{?xkxhzCxyn)#1p-?$(yi-$u+jA{i
zg0eT>r~?%X9b%{b3oK^0S-P2US6J5it`M@*!VH@5kC0F?$e2!y%Xobh$GD+W&0ytq
zY5}3gmzzY1$ZWfYd(RElSKYB;)qaKI@1QO@Ye1q}Y;>yM0HaVN-RK_JF<lB{6A9Ab
zhGT~4xTM-b@>v3wei}@OP95|lIj5y^5bOA;mIol<(fEC&AWkmfvk||m^G;o^%BCY$
zbr~6rNM7M!zh+DZdnHN|WbnWEav2H%UcoR*G@4R%-8_;G&#{qYnqC&KjCkf4jvR+!
zJ`a@Bc~vVD;^7`78n<?eWEITZh5(H+t7TSDF_pM9W>V`GEV<UauIz-EccO%Q)^*|i
z;vVkSP(>y$pt!UPM+j{-VUI!<Xwg{wQ6vwD(<|(dkA>^pK!{z`Utjkn&Qh2=g9sB8
z?Ch{=>DZ7+H^tesAa%$LH(wkt0*UChI+=}9#uk#*TY2PS?-Fa=Z4zLjb_PL@3XSaL
z#N^na4%{1Gh`-?+*DzxchL=lrYZH&@@#se9b8i{E%V>?9wKdwsz3>$Vom|o@PQah+
z$bdn*#zovMwG5^-6WoM{3;8dnIX-vLr;|1DC73dU+Z4QWV09AJiXvC1h44HuuYC%f
z{aYR?UtX$@S|yKUr?bA3+u(9OJ}H_X;h|j<z=S5Nrg84er1fQ#YYYn7Lt&x2DvQ1B
z8a<plq9{N-#<(7R2hs{qLcW|t>5nNDQ&TS2WuE#8>o$2VyO02b$O77`x!T`?Srli;
zeopD{X%2HXTY+0_;7W{a5J0}rG)guxZDYyUz`3W>=z*`4z(u8-nvT0;cY`1R2WL6{
z%sK09sa7S1Wx$;_!F&&5v15~OAnS1SOCz<9XD8;MtKL3m=(u?DT5UVMj_}c{ey??g
z56l1pPelOJH|b36#Ob<y^;pR@iex-u3lS0A9zRP3v;N_w_c%&1xN`NERK+mjW0*!9
zepS9Ebl=7=h<oP}Jxg)VG5aB7a2kRMnO3zh_u)XofZ-3^dl)<{j-1WQoEWmr`q02E
zG*1gaKiAA=Y#oCNh>?4f)YhiR=2?Q$tC#9>M+1QduFNeQXZklSP`q%YZm<brJG^x9
z$2EXP2%Yjpg83*47|lkMA_)YX0kyGMUbBn>9gRy7WX#k)EZa%wBwR6n9fzUSY}WlK
zUYatdKKrOv1oib5bZwiWOF$rAPX9Vl7}@(iXd&@}O1Gft-E20yLQ;2YWx3@zZj=$D
zS&R2TL_H3drJYy*V6OS?BE9d3qj-p?-H2p4?~Ar*hP#l662`<h8ZG<Tcgx2=%l1))
ziD_6@l~zkgxP!P7kQ%nnEy$EkpjL^ji(F<Y)|$uOkkrLS)((iZ20T?332<PP3<}_l
zgk=1kx+``d@1(+MDb8{u_Rgi7VX!(_Z&fo)A5x=Peu};uwzAReGS)h^mX;V>`+8I#
z(bv1e=g=UUyUy&lQyz#(CH+bW>OnG#P!%E7_=OoFL#zqA(#(Rf9_Y|F5y5-lPO_-x
z;0EuI(scC26%3nt&F8)B*WnZ7%SSGlRjR5NAms4rGb^MU%-ZF}1mRNNy=7^DLrs02
z7vT#lesZU`@vkQLG-K_3OV&|MJtr*9K1yq-7Q7Qyd}+ZL_vz;Rr$f=QHb|!`Hu;Ea
zvX0g**14M0k##*wjlpt0frpJI?;?*73#EwqshkZVMWSg|!l*dJ;mtaK&nl16qh}bk
z<4j%sOG)ez%dSGsI8Hy>AV?Xo(>7PelD!>}a)&B%Valy2qIV<jc5xp75a+_NE3)(h
z#T6c3zS4wt?PO%s)2n-IYVN5o>!Nq!M>@8F6DhmO*2MuEb7cgaY*l{gZq@`tif895
z!FjM=QTCtPw6LVvJiu`ugds!*kq984!$tT5@6#<u8g{v3U&1x3LP1Zk{VEFpO}hF~
zN!bdvSYKM+3}EKU{eWXL<c-~E%DSZzOVCSLtcnKc)D){l)_Vpu)BS;FlJU#LuEZd1
z3ugf6vBUDFj!j*Rj`ybwXV<trjNA`LYp)r`h3a+@;pc5!x3)eU+9_S;!zusG`?MHB
zQ4^t<P9FC8w^&%nOkX9mzM1Xw0ic1P$&=2-pYtuPPiOQ^E6Vq2SjI-wT61(K7*q`B
zJlU#9OF<i#C!zVEW|Q}{p}&AYkPBvnZK7~9sH7M@i}r=YjU=E?38J1$rJ!`fRZilH
z?~Xd&OXi<NIM|-NwAk2=W)aKiT3nz!ip_bGTHjDLaBmroOSS33wc~FVbO=;>YYjTg
zL)B0ddo=^#9o1|5ORIf{ib@{qT@eY<C|AEe2%~;JWqTFUvsI%d2$Nu7l*!P^d93HB
z6th6`@Id%fcabGk^-q3645AUa^H*IMUd;Rgh`h}o!iL}`yVF>hv1&L7a5~T7?`TL`
zfROsYKX$47yq2E%rBV$fNBd7UUqv;i$|Fas9S?$oW*JFzvE;_$?AhQI6<32apC>DV
zr?i}QBt(YacDltKU9orD8vIGCc5AQ_&uR)6stvcq$m61`&j_1pB^#g4YG*^K9H+!<
z!i<NQB^E68iKqM!f9M;qb>mQOOo&Wj{tBD;+UO(-za~q~z@4^@N4o)b0zB8XocYK?
zrCAO39NI2Om76AfO8GgGcQ!QF(o{SVpmU9}MD4rkhhRO8nx!r1ylJyYoH_9xnq}AE
z2~8?vRhjE*`IvVZ6m20fPFOab06T@R6;T_sP14ST>XNoXz#(DW{@D33O~KFv7`O<s
zE4g=c29pu9G}k?AI9H}?bk_Y)BrF5put@w5GB@m&<C37-=YA=|_1jqM+ACIZcq!RC
zj3W~^2aQa?*2^j7g@)zAlP34%go-xDh4W^D&ZWx-Ho+SwAeqzf1p{rjBq$W7Pyw)F
z&s~XX`dO_Ln{2PJdDSAzJsi0x)c7DEw1yOO(D@wiL8;R_47&r*?K^#?o1ufae&KrC
zP8(yuxo5^i_Z7f5tqxu9%oYg=j*ly-cer~BFcCSmJhs#@`Dt(*Io@YF9QvRP7H_pK
z#rhf@Uj9`U@5kjWd7VCG<eo^?`4hqe#BZ2Zdx?l2O_AVS0(^H_+((+U%M<jNJCFB9
zhl-^yNHcSNPHD`zo^)g#G0b9vGnrYY$~Ehj$9*9x?AVg?L#6JMw%m2dUeznJFW{^A
z_I6f=07|76=_N6w@L<sBjJI?aNJZp%!22$ywk~9KnWT|=Is6;T2z-2`vOgn#t%zR`
z0VK+8-zTSLmCh?#LOGa6P9=+8)`&ErL$7kQ-nTt~o^}BA`ga^^I<GF{Ipo=8G0Af0
z&Nz;t5vmBe&)upymK5NQTGkT?TQ%rvQ475gdl{SJxNsdsiNcHZxn0$g%WC1|)R+nD
z$VvX9(|>8ivj?4T2W{M(oP8MZt0fX->64p(a6wI?c<nWcpnQdSytFtey-q{Po;^7%
zrzV`PCH6|fTKDng*4h$5b+PQZEp}s8T)~-N4Xj<Epy_Ij1kTQ|1MLYJpAmLOU;8Oo
zwe@mH&yU{mJwyk4bLqYg{N3H6m6`yM_oU5*V_;p>y=Y%ny^}JK#BWpIuv$Q3f~RYB
zVeQcT7wvgJwimfotI0{WNiwnQYC0Nf)f93eEw2k^2`kz+ILJuvon)ol&!(=m?4{CH
zFL#7ULKwgR#w~@aN$x^3Fc$hYT<EX81dS2$KLOoV@lX}NeZ%r4S#c;bdgsh-vr3UG
z$DUzh;PDsS5etXWdofl`ShNTyi1V`JC#=}we9?E3=p7INasA|k7-=FAJ0VG58O$`O
zg`52~>fs6mD)7RH1BZ#a@_4MxVMicKMj*av6LYBzY4^dW7%%AZkL{|fYi-Q|snVid
zF!LFYZDb45N{Z!%r|jp$w2Q=7(h39LkvEAH4q%!;N%#>NQ0RPn)K?b2ZtB0rq}cFA
zgd_8DACQd+c00|d9TLs0B?>vol;xc6$$=L%74sEaB}UJr7ffds9z>WnSFu}Buo%p)
z2)tYiKJy8IXSONsC%KL_<quG4V8mi3jM$!z(!yO$kJd%g@I~6aDb*0UluIx$?o7K?
zR<3A@{7FJvkJE5+h&8yTdY=NHy_;Ie>FwFphk<^==dBY=D9|H!WbpyQvO;kOn0A0f
ziI7($5<pAEGO__vr)1Cz8oW140vORAXeTIb+aDp59#nk<3frjA?v|HOkjgzpK=XY;
zRPEZu@$yZjald!?fdYK9JyN+5bWjoA(5(@pq&I$=)u8&ypINJ6FfR#=D$F<eXY7*)
z3qQH82cmpxAOU=_Pg~*W>+t9D*&Gk?=!~3ktb#W~Q0v9&t^2wA!^Kx42iOLe;y4Fa
z@b_<q2eO>x=^u4A<>U5|0ueni)$B4T!sP3bB!Jg~m6AZrko2)2`~$Y{TYWt@>K|B7
z)-wdgZ!Y8e=m$dQ>Nb6S2j$Y&`;E*!RERSRL48vs!_UGu_{3G*?fm-eTVd=t^0o4J
zkD>%O9PE-h3U$QfF4LwvUrK?n;g4b})!aOWJ<01AWjy0}ED5Sh>7|_^eP#}0&--yQ
z_t_LwFes1Ocl8?;vj~v4o`6^T)~<zW=xboB8f2i>BznXgmLivnoNM}q9!Rzu57R6r
z4&yH&+W2FeIEqwIVfze#Iw#;NMk($$%uTi)tSnIL^4IXb!*q)G_`=8^Ea#yeZmw$5
zk#ph3>8Icq;(6M@B`>BBY`}5kG1&#8r9rGC@~_?WpN-Xdaq#!ziW^|c*1+HAa<u*6
zYWYdwDAraVo;%uBFO=>W+mO$}v<04L$|V&nk!lb9*y5iodjch^Fez?{upI_!sk7v8
z%ph4k?|;9M5uH6qeQQzQE-F{<+H88>tZ4Z)Y~}nY&iBp*Jv(*bm_>fwehD!XS0f`c
zx23EX^agqfjyGPj0U$~n80UnOHwe~z1ZaN&Ink449CWBk_SAsJFz!2NjGQ^)>d=J`
zSB81BaMP?J&G^}h-z9fLHN?Z4e3nN~MmWtYWDl;Gfi{uth-vvzO?&>{{?L!qkng_F
z35KnQCC}sSIkeplmT)Y(4F~&QAs$RU8-E0uW0&$(k#jOtBiTn_#9lH(3ewIQPc|^v
zqV%HLWsT{Z_VUn&ZL41`ui|d`cRG)622Ng=QTg|%{ODDZ;U55h1(88mF_JG}oexp@
z_D);AXMyfe?0acZJz`SgJ7t|Hb+H#<+`;_HSU@E(&VJ6)+BKGB<5A#P#QL2+M^FT#
z(cl3_DxLd27l4<kQEXqQ4)9>NnWwAi`(%nIg+iZm@GNx4CeKaH&Qx3IXpKwIDAxGC
zQ5Sh8ubINuK^CvT$k-Y_^UYlT82>pJPU)g=bz&T0C9^`Z+=QS-j#X0IH;1&J${dR$
zvTtLH^g3R7sHVTdvDuuRtvU}aly53c6_HO3#o*=>$N)ntG|Q)YQy7vvIXA=zZX6-o
z8v9U1FoEH%G$P#Ch0NNK%{wU;jAE&2b|?jYw3W&WByMG@9C`Y_>y|COL8Z=13#J*j
z-<?D5yLgOGLN2IY<Biw8ckHW91){_^n$0RdXZ8+2o=;DSM<8cS9ULfk7Lf&tCpFJs
z6cl_*qcs4%B(&UB{*qw`y*gakp#w0Pp^+cm!#gkkR1Cz6R)d{8PgCZ2a24($2g+T~
zmP=Md3W0B-h^X87sD{}25FM3!|GgQgCewpi7AiiAt$`wheALb0B-GiC=6TUU0@&oZ
zM?h+xyYWLqfV+`!Z;ynDubzOHPUwnMtq>V%2Y+E&8DX;3jqqUQx~;OLc~8T{vu&ul
z(x<~1(}JS=1cN}Vg4fj-=Z0$MjP#IvK@|FpxVDpNX?O3kATu}OqqEG;d5NdcVyt9+
zSup7<ZmNIgPcZDr<STk~UZo^0d02QpLQ#Uf4!EXLEWAaBl+|YK1?t9H0N$Ti@5x}M
z2{0<Xx_)O0uzdK-%~<dLH(7}h^;qv1b5dp7wuI=)y^WCcUtx7IOpICF)4)CyVY7IW
zeas)F?zu_=t*=+bS-9bQ%|WC3sf`;+r%w7W2`k|eE0|k(q5_Dq&T}3!DyW9dbTQP;
z5(>d%ww?R!Vul(M09AND`E4GD0(BNpa%(TIhJlRdmhB$Zw_Jii^=G6##TEzdGnvQu
z#GNAFNB0|a_1H0NVDb;o=s?B{kt<p-?ijj#Mh8<3h*xR{KQYccbJG^ghU#csHobJd
zAGFRK7Qli^kQ7nalCJ_rR~ZbmhTdc-GO%OvgJ%dP$Uyel8|p(GzJ7%LaJn6M$-rz{
z>Ls^|G<9G53-pvCR4m0Z`i&CzldKH~V~vyK3Dl9^p<1piY3xVZt?M@DgpjH}6Cd65
zU$V#b*qUrNL>oJl%SpiYFPMFryJz7Q#$Tp3G)o%EV-js8>P*OqV8H3J86M@Y=w~*G
zoL@z~sYqN_>CSFWgiQh9tx7g;PS{i6yF<u&4Rq3<?+sDp`hWw4t#wHNq*D6#uuC-f
z`vzbKONlXMtx<VeBHrSHtu}uZxT68e^Q5j755nV3y?hCYQ4h(6!D0`TC+S`h=Yzx1
zi-c}7^?tfC2j0T{Ie2+GB?hvM2g4f(Wy4<@cZ}IH2FJVaQ<*fCE$d)8lU?@C4Nu44
zBw%;wljr8BC6ER(Ie_0!zD(ZyVE5C|`WHN>I=CCn1FHN1<rq<N5ms6~S*^@)W~yj~
zih`cGkaEcx5HAC~Kz$*`<Ir<`Spx&AQ6i``uCQ_#<7zT~_)I9mcdqj9ICJ}J{wwq}
zo>tMUbVoG=XU592`gITwV;E<MpkI%}15N3=9bu;@L|H^lSG6{gb9j7jR{$(^29*I<
z(4NJ1YJ)wu(HeKX@B2+OQL>388wzPEj@0LGToa?XbDqhp`b!1j!bs^MB-iOvbiFrg
zNjxwtn}fEnVCQ3p`pwlCad-5tBj%E`zg0Cpe>HC|a$YXn-rbIE>CsaOOnv?C?_YO0
z9i(R#C)3)~;=;-bAIpBXz`?HgMxC^9w6whpW0=N!TH+_$lKpN{&5LX6%yXs5^d^OK
zE2_A0L9*Y)26xVN^=<RU55!23<eh8vsHq0>CqiTy_Td1lMYC-c{1S8i{34Gmo?2X=
z*CtgaiOiap;Yn+l<4sKY7!Z2K5T|h<UsS&}COgZ<hR|cm-Aj?_fXmlG6?3OG%IoFJ
zGs>o~1va5;Re8`npfViTajJZaWF;vnLJqfBq{U-QYZEj*cVg=y?^ei>XubX^=FIKn
zls`=wq(gyXa6NCnj~cJmo7S4W6v?3G%AUchYf>|ZjKrqRD;H7ATu(5)`tA8SZp=Lu
zy7R^^;&YFbwR~}Ab}LF)LOf@#UwU7u$KrG~%SxEm<)z>es4FFD@j^9fm*=|eh9TWI
zp2VZ_Ne)kJF6#MCP#8j%iaX2zTZ05vw-eSGl(M|JW#FgA{f7POYk9!lboS(U|1Bsw
z(p1_*E(I9HcXQg5Vi<MOJaUUirz7FJkB&g!5jCF>sCcNg-Z^Q<X&3}@IyyF(zP*KL
zq)Q+(U4!^c)vI}|)WKt_O__A#2Go0p{mVh}epkBukn<PozN|QkpiTa!-Z56{FP_9q
zCI(A!CQp{f$eW9Ol7m~&D?8A;*&MNfGy^(1=;PC8JD}5ct2>}E*X<zc_?N!Jj4kh7
zvZwDfC@I3g_wTD>=0b50D7ukZdHJf@!71}L<j@bIw6Fl~2(R&->NwVzJa19AQ|uV<
z85Q}w(RtP%_;@VrcmKk@`F9P64D_G<?|=F?e|NF}#q9mtdih_N{r^vM`u{tV_5Z~{
z|9>&||38_(|JjT9AFj$j-RuAT`TM`knt$=M{@)zH|NC<Mwiy4_U;8;J>pxECul?(v
zqqF`q|M)+cM0tioNk(HH9z$P!;GR0V^5B8}__O_(;rB16a#|>*2yVghISwBN-PxkT
zFNYi+OzWo(r%Ojh)W*igEbTSl8(z2X8%09XSY7MczTKXM6&lV9Z@znWzCE0Ip}E?B
zyuD2}Znnj&W_>(7?o6K5{-P{)-gAj!<L16W<fTw0qS4A$A>Nucte5Oj?kk@uc1Vb&
zDmoqr&ZU}vM#H-jv5`>~HERhk-%or;MaXL604O~zb@5d$Nf^Gl``nbd4R~GnmU6k4
zo!w*LYK0_;iU|cx?93d6Cd@z|H5?S82l|x-1+U#L!cXBO0oXnDY97H6S+HD^u_;#G
z*_*wm8@W+=(nO&GN+pplf2Gnli`(;n7M7bhQ@AFu9_w)fD7HVs-t7fwOWuId*ZREk
zdgbHMCC6eu9x{mWvC91#L85;P{ihufGh1Vpm$v84Q-G(>i4~t0ZRe{n#Qf!C7a!CI
z#4Eff`Q}#EODm~=$z@!}U>3e^f&a^pSlhw-9dy7Xv@N=4Aog1lEAKBjc*1R>>#O;X
z=quv3uxaNKha}o7(sC`7bMp6(nbBkjw#O{Uu104b?H*WWUJfmk&7qD!lYyu#-H+Rw
zi^PxDC$pJHe3+?I8_A+*F(6$tT7l}*=%6EC^G1ap;!>q<8x5@i1+BIZ>ZD76ro;XM
zN%D}#2)lD$&m4W0bY-dl?f1dW!ul4mFJ!l8_?LSZTbsIxy6+&1(W`@k!)FhTo!zBt
zmbz>3(Rr8m54vvygh+<w2&J9AAkkENoF98tjUO#<gq`p<(BjHvs2a#8SxI~-@jbl>
zGty<j3cm6qxaN$&U7daGkvA6sS53Pa4^{DCiH^llY_?Iej{@NO`IGVBMDm$S(`Q9v
zR!?}>knr2qsG5ZrJXbS3R~%#R^F42dR~JP5@Lo|b7cM$rgsqhPu0#w)t_7DaQ3EV&
z7sQ!}O;KL~89O3eJGVF2CY!z@#yIf<(S<u~9f!B|TL%TBM$j5xfvGDFeyq#)<y*$$
zoqyTNA9B-!s)RQ5tSVsJ$cx`TtW9!2G_UWAc=G9zMfbA63;j5EA@|Thx<L^g8Fjb!
zuOz%)B*T<IkR4X=JMdzQf``?DhHqf0QGewPj&vsWl2YRT>d||ONs&g7tNGey`Ixn+
z1TE~WED9N2L=f2gqqI56BW!KUqCOC!W3mlu`$mV?O>iwr1-*{+RHLqjTm}QS0p!~|
zBWPj_h`Qu*FQw|wM%f$;Wui(ZPkKXTrEa%v$nY3_gkbX&9S?$?`~u;Ov}tdru$PJF
zy#b!*!2C>p-8Qj_PIS?URx&L3cmk13>$z^qY`4|p3eVO!O5uETeRWILDQ<p9woxGU
zjkF)jZ34S&b9!!VZ8@8KQ?X+J*k7l@X4Z-Uf9OT^wD`gE&zcj~*T`K7tc+9FaEl&e
zcff7yyU?M#O3kAA?8#tAZ}_`dj}eNxX-3nx7D30lQX5{w&mRWB%}8&6`j7%GrF2-|
z*&V(Bq(HoahzxZfA$l*{GE$VOPT8-#CmW7zevXsBE?E4L;2jL_$VP~JmY}*ppDZme
zfEcieaX0=F=-;hIRXRtJe~Lu#Z97Q_irMo8O8A8fXbaYizcVV%s-b&v*t(OrtvKS+
zc~zXC!G}zsC)Yw6Z5;xga<|RwQZZhwAf1pJ<+TUX_WT7|OFTyDZfO8xpcPJPw|~Kn
zZL{wfyO&o?>6<uX9BjiIFTdf4Z=dKPvu_Kl8bWW|T{Mw1D*=oO7)iGAp82LYpn01h
zq>L(Y{?8C3MtLGcBGa?1k87eX-qS9|uG9*DKB#IF%)y!j_5OHQ5H+4^S;02y^4+x`
zWHG*?1GUhSkIID=wd^d>OCot`rr_JfC}s7ah<YxPRCo^v<*-^AnooO}b>2|mqY3P~
zM;LTEwC%F|rCm5Gpf&?-^v?NPz=x9n=lY(Kn9k>r0*&|U?LlBGmDPMV3a94j==4D#
zm(slzxv%~pSygcamaa?OE8f#q-PoRn8Idwok5KO=Mi#9{UJ`D^XN2XQ1xW_Dhvet&
z+*Lxp26YBw+*HtCw#(*c)}O1R!M{cKw;=;Sl>jX5!nj3X9etf|T?EBYl|BfN-8k_U
zq587?DF^Dv2~q-j=IgZFb0R6obX^b{_liVSQ>taPw6dt<N)4e^-JPGCYD++RL)i?o
zc*~insRF(C1%qmF8)$o=y$r0<Cx`@`Vcsrlst&t03{|pB5Bxk7RWGOdh_x7?6KM$Q
z(suFl!oDx(i&h_CgO?Dsx{m%Ck!7WiSW_;IqN5Y~y^}aZ4{>Se<x>CaR)GPuyTEnL
zC|?v2J_%$}WIVw!*4XQe=-6xbojE9V$VI3ZeyV_Tu^=-9oi#R;htLBDG9~ulrmHZ8
zb6a9bIK<<^(t+<t>r1j9D1X4OYumdhFcLAY+{yjCOZ`-zEXo*uC8<2j!-U-ghcduc
z#?0<QtV#vo`#>hb=6$^b7H8U@%bMh48s!?gwcplUr~qhi@ZX_NF$bDE&;30;+y|R9
zngNumSvL!AdJx@`u$SnO$F=w2M7k|dHW$}mM*%L6bo}eBABa~!1;bD%!j`vZD<Zw8
z6d0~#l5p<x!lDA&f{6hCP3$S-l9vj#<7LCGVInaVK)OvtoF(;VVMhd)Z|#bpEJ&U-
z3b0T6G5wKw0#%&5GU8@^El23Hh+8F*h_N%{Jky{*!f`;Fx(!WS0j9sGOl`m$=LyXP
z9#}HyH&ee1TqL1XXsB^)IXxKlBbV>My%9-Q5AR!}fuY3}oZr^V2wrnSrWlq*r`*B8
z_?t)!r8kO(#D$WR2p3`BriJl~CJBhvM~Q2Il374XPl>>!g5Z$QPwzm*+B#iItpPqj
zj`QjiVS<P3Bdw?EJ%|vqw+(9$nudAvVod|G+7s#O5bd$Y!9j;+LLAXL*aIE1CS_w=
zC=@ia+=HxZ>p}B3w)ai#=<P}tlyE3g<`vQ|)fkpmNO`xT%5SbNz@9WsEUi<2ul$Ma
zjZRDM#K&=E^!)*14JXNy3X407ZkY!fJ;MdQpJ<1uDpaHnf*B=NHl4+EH<!Qxc@7bK
zad3f_p9xBk?Li>P2U;=|{T={%5zYdz`a0xS_-ZZ9r5{$4LxF;}pfK1)e)^Y<Sh#kw
z%9qw!OX9UWR@$W}J--&A5M;`C3|87=$a1M7tmZ!40&l-H{X;8aw&i`ACa!T>i}c1m
z?WhFkNfn4q`*E%48x-ai_Ly01h{=5y<V&4SpydOaa3{b@N~-UaL4HRiu+#S-+vP&E
zsGUSuYIX$;A6uQ*q#Aa^S^Q+``O*59LGOo5vMH)Oxne%+R!1!Rbc?jRV5enF%S?y9
z>_HgR-YyhI@fET1`g;@da^iarv7dS@4YYvI=TgyZFfSQ_I>Y^`$7WRMgnR=%-Bx6|
zY~J#b9AYgMt9hvT?l6H<)gnrB>l$70;GhGJc^}O87D^yj-?hC?YnboU<hC^ZjSM40
zrin|@nq3={X$}{adHejU<oWW(VVgcz%dXeR7xa6OPi;0y@wYZx@`pAnN!<#v_~mDL
zJwT;v+arcYus2n$B;%HDuJ<3>>^`8=V|+aL>ThkfLKIte@|VIO>o+CvT^hg+>s9VE
zC12+Stj8RYmbOoY7W73^-lL(6>(l3=A!#`l;?kx5D8_Z~49BaL-Dz`~1KD}bM(i^g
zaPqxdh30;yFUyY^J4U!1gan*xV}l~-YWv~Y9@mU!HH|hXXQ6UVcWJ*N`&;Q9p<WW#
z`ZsLTE89!JaineD+YsGFQkt)BKb#jxRkJZD63If{ERK@(W9hl?f<Z`A>b8Ceme5V-
zR}Yx3@P_JVS)E^`He@M(iud7Vhhzbqz7OgmlQ{?~(+4|^eA;Dxf|6PdcPTSv^eQLN
z`DJbme0{0J+9`#X8phhW3l>Ks{I<jtEU3L2m182JF4(7;2zhP|lm1-2Hc>BQb)Ydu
zPna!SZ6?M;ELc969Z3E8_BN}j7S!etlMR(l)6(iG;e2L$lq`-5myy}0dgp59#1%jf
zia<TxMp@IZK+=H;Y9fIC<dl{ewEkjuG&!L-CQ(U~4&AV(rN@{xB{1Y^JD3ik$7M(I
zn6k>Z?m8zk+5<!p>X2D#%@DjxP+oxj58AVuGn|!@)-GxbW4DPQZ9r$d<n4PHYwE*m
z4$V$j_7p6faTeyq<%W`M5)0qWO|rpz&-&-A{5ayLa2fNEhtTJheoMB26|^d8TX?cZ
ziIr@D9IMED#vM}95gmqA+0sX>h^=-l34BiDxiSEV;C3x%rI6_P^<`e!?n%jBwvh8*
z-$l~QfuGRHz2OgZ>x^_%bs9^@yu+^P_KCU4#C82HV+q$qozb@jz;Eb&wl>+=3ir&X
ztk0*ZB4)taEQHwRh<s(Y6V>iiasc&bdQ&QEFFJXa_l3DTqrW&DB{@^TFD<1*eXcZj
z4b(U*fKyLs^x;%fC?EV<+ZwauQlhmJeqXfdW;~~M*B0+ypkk~4poP$xnO{w+v1(#i
z?0|I@5pQh5P@QsNPmbKgXUgjzf5nWfK9xem$V*a|2%6#H9)_NuS&cs=e|%Kj3vqLn
zfmE7xk<wh|t(~Ovy)HUx$-{vrx}>k#DZ<U(F~G;*$w6aw4neIXlUL_k)ozz%^-ez5
zFYL+PT;GaB({TV5=Yk(*7`0*d26kRRF2|xGCGSC(A6%BoLX4S3nITF1yJ+KaFM#5N
z+b6~`b5cM!_e98{7io_T$yecMg~2mM1pX-K3~YElg5qLj$9Hks*jDKL!8Xvfkxj$G
zRif&GXOPc7(T(Kg?C}gFvP2#amSU_s*rzH_ux8@pF3HR|+cq5#GPijp^=`=azZY%N
zsA)r!ZtB;Tu~G)^ecD=~M(b_X<MuF4@)*~GGNv>89Vucsds)yknq&zpL2l-X9pRko
z>DMVPO9C#MDUmh<IDb%rWj<sSgO0{CRvrO&oz<qwQENrxIUhELX@JrdZ_^6A^}hu)
z9Z*|o#$qk*zi0{79!fSBKH{X271!51oTx#f2Y$nS>=Mg?mLD}-^Z!yeD}pA9+DbRe
zJK}fhtqZ0D<e2A1c4S+q-Qr8|5+OvV_{;WF*}eW$cFnIL9`#V+RQ6<`=nZ$CH))=6
z18OiEidw%Q+h5E8(T%i!M=lhLB7eynmv7f*3wxUeYNNX2!z6&bEP(>UB$f$(I8HVU
zA=yH`nw<f2fMMioKyac+p=X5l2+I2&MyTvIzBZ*mVgeoVWPND#r9YwB48sfvQKkr;
zy_Vnz_~*Q=$U4J8L!kjI*~`nQ6d2CV^C&jC`i~xfDly4#RG9R5C~ko;S~&sO3N7CH
z+LPkA2--FvC~}O=MZsU7%y+gyoS&mbE4Fzc@m30~l$=rR`dd0A_xabZqsJI9G#n)W
zDls2PP|tgU1tD8E!)_Q+@l<V7p!l>FilL&sqcWWIVK>OS2CzR4(w&TbJRs+zPpuRx
z#5&z1P`vTZX#5yCWhD~zqdj{K(1i&Fd;<OMiuM$ALsHQ>SoCGrAE}+~!X&sdp5rew
zLYRyZ^H463cN|#WF(ppLHI2;!DI`x#6^!YRp|9h|(_IO)Yy=dC?=>HF61gxI8GZ-{
z){XXZMq;ZG<Jq6+vCkG$HPbG<7P4q7-?+62<AWSkJ&pI-nAj+;gzyPO-23c#3%2<~
zi4d}uOc@P0$I$_e_p6CL<RY$;bdB?C&8Tn+USeabCtJ;$5Q|#+U;5rWkho^A^f77;
zspM^zY3vqQj0frOQq&L7T4$n9b3C+7rYhSGmverDVNB;FF277-Fi>GK+DcBFpQwmc
z;ND9jPkQ#_&L34O>RE!-WYtySU_B&xbZ^7X6ct54HYbr{4dJ>IW;#W%5=~{`W}=xe
z?eG6Vnp!Qa_4SsNk=mBbiQ7krT~Le8h7~~so-iMZW{$T)SHMYFplSG8Ys`>f5hF_8
z>=zS^znGf}aR|dObIG7L?W0uqG&2p`)9r<3OHvo#ys5r+s5*W4H)cvuDN#O6s<(5p
zct(fvuEt(9Rs-1wFeWfFCo$#<Abb*;8_H8^R`~HzZP|@T@LRLn^)7cMz$9$8AAQ5H
z4SAZnCIm(*gz=+t9zH%jU$JhVYRmZ!){RK-nwJBIwI4Vr{~zA&IXIHAQ5Se@Zfx7O
zZQIVq=EP1mwv&x*TN`6z+qQA@9ar5`=boy2?)|fSrt0mPx29{l-(Nq^!{g+D_dLX#
zhqh71R}Ry!E%M!<g*}l`yy!mYxH#q`;f4CzALW)~3UD#V9PRbIlv>B6zP=2tBf<~S
z^Ljm<iXZAs;*)}C8ssAoX%bqkxLNcZwssI_lCaGJ?_yn~-pa@5X2#}8>()O7F-X%0
z#30H}E2&~|G#HlQIIB*VYoY$e*MbHyh7ecq*=6yj>{6}2gob3!SC@oK{Ai~e{(E^G
z&o!zdYu!#w`%+t}Wi$%+>|x!2o6cJ-G^<Z!c*{MbTBVv6RV#Nv-M73R;D@<V*RukB
zByb^+oMJwl=k*0$$H_nYAhd~(Lx;Ci9HQ%@yGGvI>u76^Yl0{}oHN}qX3=Pi{cMv*
zx%a}8@RW59<{1YqwZWv9aAVYL%np4k(!9{W6(?P|1I`-~FOdC9Lz2r7@fDtLUK}1(
zfCV5buH+UO8wgdHr?yALH_L|Br(3_Jge;r5<)L7mleR>s%eds;I7>Jh_FQG^2D==*
zz4o&{GxX${?rsuvjS#EW3`e`4U}rmwgunkq!YX&Sk4)&vanSyk?PjSWC!T)q)d*%^
z00uxY`_DoN1J+p0<zCJ5AFlY5-&i!mU~gqtNTgWG*ScrezB3CmH{E(5ZkecKXc>r)
z7u@f5T<x_~aFDx|&|;}WT8NH|QmaXg89)M<8yi~sN<TCSfNIWYt{p@!KUxv6F`KL=
zVKe3FSRhd%rK~5Rp}i{EWXdntwEx<_P?r^nHwsOzHkM?nR-UwjER^<FM4#puJ9spo
z!TLm=R-+3JRu3wlkvhOS5LmDkR&;VU-HgGed1>opc(Gyh3h>ksyxBFk6{EZqT^vH+
zdT%%P!FLL`vRqDWm7OhZZdUU_#hOKGwO%QRU!q)=%HQxnJ+UfY|A<JWfRRtVpz1JA
zu#tE{wN(@dva#Ts1ekz!$uR0+A5W%U)CK4VenXrR)){M@@-6#7Fs1I@gC9(TWiqzt
z;-xR_=5F5fac|2PKl}L@yU3#ynv^#w`7SSVocayuQD|Q}kKJ#%9L{_1VPX)LBL!ib
z8afOFJb(s7wTr5J4z>emlnEMaB2%s%8}03%)<-$H_%Xi*OAdcla?>D|%hTe|mfxhS
zEsz9t&XO?vk%o|G^>;Vz(Abn|1RY3bw(7Pwchw#=lfaayz~<`<cbKk-w%YybNEJ70
zpO}E^?|VeogF0bYj0fTn0hqNquY^UqIt`!G&0G-2qXJVDTB)jN0l6z%oY1zGLYirE
z-UaTMs0FGDvILMnD2g66pk|L~tVlx$^*1MzV=_m@+;}_pHK3Bv03&3Qf8WW>pSUa=
z2~nn{-Q}iot1UO8LjPXH#-A1cLR7<Zf}d23YZhym+KmId>zsNm0XwUJC(5p}FwPz#
zYZOw$kXv<G2pja*4fdWt6D4XT_vtq9l(fuEKVfd+C3T;(nKfe+OPf){eqz_`pK4n;
zn?h)@DaycpQ$3*{hW3K^TOd6c?IQD%20L}`T{<f|HSKl^-ptWSK5S9lDl*XZs71+L
zVYa+dhJP!B&!bGbI2ZdzD)ctzRb&~&Ex9zJ{smJW6(y4l{yu3trH0<mSUVZX9i3d#
zMEt2gCshr)$Q7!cd(K5TeP%$oeJt40o#0Z_F%g~pVY@nM3%6!g0{^vv{>M5lJwbZ7
zzA}9d;mEr*kq<m@<j`Nz-VxDPuqTgvMgAH)mF=x^MJV<->dd=sumTn+>GfbPl6x%Y
zIA9t=X+Kbd4(?c*djB>Yoq^J18x0iQWbmv-m*l&DoQyUtAOObb*G%vUj?8J`0QhES
z^lO0WFzq(Vl%F<d3hlOuBEuwzJZu{!Y^$7q0PXe!Crg9>8td~H?e_5qoGGxu_n89S
zA#qE*-k*!Jd!FNMAJPQC{XLp;1^O6%mNI7HE`Gf)a-GAXJ+8KLJsX|V{r7e}M;o2!
zkPxK>l39%T@cW-D9E=AYPolln7{xFKl>)J+w%D587a#Izv7@Kqq|;xHMR#vt&zjya
zF2-AjWk(-V_{KmM-bFd#Ozt+px?HVU7LAxu){Y#sizjr9<<I)sOJ|OBMjEzk$O_5b
zcXDX-_&@;`^GfrdwC6X7_hk5NVXt`!auM!&3Rle()%snjVRmOnA2PG<lxMl=X3qJ-
zh+;#FL=*w4J{Rn9c~MH2z|l7jF>7}_pd8T#;bc>Xag!MPzZZR4>wByS43YF-Z()B}
zw7uA$|G{)%NRP+gg(!1aZhWPhqV9s+yDyKNLvmx%x(2pVtIkPaba3=crVgx)>Nr=z
zVc4W8?vY5T3eCw2|2gRtJijo)>80J^6iLd6lS#eJ>>5cjI+byGT8Q~!gycU##wHgP
z>eL)ap%C%j{deXYwnvM_BX;U7PIyK^KmS#<OK<Ujvs<-<3t6P%=5nBR-D8GpwQ@Al
zXtSdG?GoaYSb@HS4}U-`aFIlKC(@=}*<NX8*V(Uz4nw9HwcrJc?kH~xk(Ig7RqD5G
zoCCj7+~2UXZl2^OWTgG6o>@)LoOy?Noi%4qRTy;<L5=mB9rjwJU8H>_N5LZ}{Ul`a
zjXWssCXW7G*=POHp0RLT7u8?s(+7vAkWCMLc7xtpTap8qpQX@SG6)qM6aGX$@Z!g8
zcFZ~ItgW-Jg5(p@ytPQXBay}mv>eE<U>BAaM2uAum3%2sg4v-v-y14|%i89u+~N4u
zgZ$R+bx}uRd?&4UcgeOFOB-7;;?&8v!kZ36WyquokJ~^%cecNiQ{Jnvts~%^><uS6
z*7jCI1B!zS;u-;ANvYU<BLm|Z_5}hJ$bBOp;e`eTjFMV;GNKYbd!`dOgq0D8>vJrq
z#p8t-Q?PJ~N|eb6V4LPhfh@2B{dY-qFrCR;3HgXA!S6Jx+dRcV>euyA(BpPC+G{wE
z;1!HJe*P0&jx90;dCnZdue>Y9qkC1VqI{yCqbf}z=~%b5yG9SV7HZ_J5;QO4E@R}S
z`nudp`#J`8H)NLLKLzAipD1^d9#MAiT^E%Wr-@2?-jn3<>)td>QQh;$s;ki!!7M5#
zS-QGVOYf2jt>`XFw!>XD9)_nre*zBxi_K5<&?OcRqpEZPiihS+kCYkwq@(D$q1u(*
z_fZ1~D$Wi2qXWnyuP8&g14D`zlnJK7Gj}^u-1cdkMBB<B2*#AHm8wg`Kp~gbhnX{&
zTN~IjdTXxNRxYnjBH|GnYLIlE8Q)wgY)mAT*BgOr&dG6!*?7nBjEY9$fuc{}5~Gj^
zUA^{UX``{{mPrWXS<QqYIL9esX`y*m<v7(vTl2(#64n1CB1|bPuaahc`b2pTL(Hvx
z6kgr1P{-dA2`3-~sp?)sj!M1RF&sdW(VXwm$UV1VB=VE)9Xs?0Y|ickTR9uB-^+3a
z-KCB>l=;c20;0lp^bMskIz*$uaH^(|bMj+SDp+#MtWWx%8ay?e-}dZL0@hhjK?6TQ
zyWjEN-^OppbGNab-hj?t9^cls{82BP87{+sxqjMT^&IXHRqM4Zwix)ZbvlsH>>7M}
zz16G{+`jn}@eXL`v(?2L?S=J2O1GojD~~BK5^$0P?35aD|GZye0lz}<Isc%+JYqVY
zP;2Dm|FJ7jpdudWr-p|zoU`FMXxaYxLBk;cJ{RH{cERE#GL|N-%=zm_@-4;wOT=~F
z?Mw-kOch84VdA13fngGVQTF5Y1!YmGs}`c|FK+|{Caqu!m(VEXh)&QffCf5yT>tap
z!&IqLR)*!TrSbb(MAX~u5b#@iR-+^uZwU$~?(>P@SD0Gw7ZF1cWw!ES4-j^K=A(zB
zp_XVNo8|*%0}s&|ckHea)QMO8zt2MQc{^^mFKIH1i14>`bWAXOfwSHH@HhEaMiOXQ
zgqGAvg^#zn;g&=w29dp6vFKq80B1VgL=cyJ{w1DD`DBMwtS@JEM=YrNWCw@0oUtTH
zQ#51_n4NN~CWCdfdR~`5u{|ZSsXX6gSME}ls$D9+BEg+8v1`G8cz{T_$CtOzBU8HJ
zWXs@mbY`V#I;q#b*OTpvZF$Y<eTIP4whx#c$?%JDMhm8si-nnpwE-CNqNMlTv-}Uz
z5w0h)e|#j00V6&7ylv5KE>u|uI3Y@|=!HJBrGrSacRL{r9k0-SRZ0eZJ|`mEhR;Y2
z#|JGJ=ki}Cal~+8grfuO*Y(Clf<)ZzmsO=cs=J$l)-`l6^(+_dzsN1eSi~rLZ9D*C
z(^*!HYt(fn>H`Hi=Z{NM>JJWw+x%(9<*_qkXfNh`(3W?_tjp9jB(g*&7Qki)-igOS
z_B>b6W-!IEkR@}FJxM~|3u)nHZ!qUoKGhFl^J}HY6r@xg_)@$b%56g6R3)ROF81ac
z7Sw<zD)|eQYy-+!4I@kBRm#jzB{95$q~-F~j0KKRx+qE&xog2Uen;ctFL5rrVYmx~
zB~CGq>l|GPHJYC^^B>yS`FE(jSQfJ9*)J*y6FFhwLs-3kUQ?Q&4Gq&iw6l($2mY}T
zl$F^I{><1nPT-%P0TKFZeufSStNyvuOekQgTuq_W!Xw*bz9{DIS5#TR*DUJ^CW}5)
zmwbOMkpgBlg>tAo&8nbZ9P6)B*KHHGH8M$tbUWK;_k^mP_2c<dHOsyJF?x1pj+L=!
z=cT;HgMs2NG9C^|N_F`ua~>P#iaY%NpETY?hbpf_^x)9QkdrRC{I1l|(D>?px)3Jq
z8~{!wxn2X8-(H;wn|K6ZY9QXcZE#X0A~`ZPkBiXGl099f19|srej$8`2=nsC9DuyV
z{SNiwlZO6j&Xq}WZLZauCZofAP2-s4L?HgN=Z_!#@skbUJyYnS`FYRYVS|yLML)?L
zUi@q6xQc9N_)b;YvE}DCNmuwDmxbNlW-0PTE+x&I%Baf768Akmf{3~Md}x0gpv}lh
zs?09SXH2#EBfO9-<+Yn8vSQSx8r)Z!M>rt1Gis(ba)hiLBQ_ZUcuk>~$gNOg9VFgI
zU-GY9Ir9`+T6=Ju;nDPXG2WT{>Ng5^r{cf3wvCd6Ky=g95<c&Xn7g)vBRO|K$job1
z-y-iioT<snV$sk6)ktFx1|_=X0#Z<|mT>Bs4m@0lM-Dh&b@1*M)ex3e)_TmJ(Cc_P
z7Gt5^rX_hc$1hMvgB(kpU^|8x)RR?QiF4oACwQXF{Uz)elz5`6{;?UIy=0YKb^B_G
zsg>G}^6pWd=4qY4+vBpE@Xs0<oknDlxQ+HFj9xmu(~MpxPV*l(Ki`;WU&}T3i6Gid
z;`7t*QQr249{<`ZhMjL(@{5Nvl*8KfZ&^Hsj{F1x%wLN2%|3QN3teoQ@=t9sE~nTa
z*A1UWC)U<G;52#NkyfG*e+ru0V^X+`ev0e`uNIy$4b*=ugLN)li#?jaUega~y!<|;
zX@;?ITL`uE2Jdh9@Br_x`{2acS$~F(#ky|OYg)&G*pWYB2fkthh`<0Z*tkLl$Wo?8
z^X3R|(}J7BVL&gN!vGI>a<mfR%Xh03<~TLwv9f<5CA|bBR+o26y4R1k49KBxL9aAt
z^iLZ1dsIFv#w-v_9ec;V)?$+f-IJ<^Eu@P|yAMxBIr2}1wXBRC4gX}@z#>(>QM2MW
z2Kq&Im-c&I$Zu3g%`x@(UigY8H#Ye7dJjvmtw@dj%ome8^j3amrVetm7YoWb^RE;V
zYpWmydh(HUZWlh=v@y;+CmAk1##s_C->LSMBgu&Mh<fHd_TVKjydj0?`z<(!yXP_D
zqTv&V@@=93dtycoxoZ>Mbz!l3OMSMuNr)c06KCNi(aVLAN=oW;ak>vzBhxNnzu6rz
zf^J)*@C|2*oAMwL2taMn2=+4sIjr@E1D!Z74XT4>|0YLQsLLM=<MEgYeP_f)r>B@b
zvL|uO*@*2*p8y5mOdS)-7owahIZ*8E61}F}GNbO<b8K{`S++S=TZnv~N#UtJ^@`As
zj9z?~GQCD^rk}R3^918XQ+08ot!;B<PK<?8T$>VItXedE{C5tZ@QYRhn>%|<;Bkz;
z$Wz%5w#n-#N;-wHxOV=zFuSh5%ldQ^(MggvkmZaTQ#70zKy9=*on(QglVtf-=3$mT
zykI{q8>g+dP>6&0Hc_WI(iMf9mG}z5jSI3V(!N*Ax#jK;!}%|OxE_OK2o?BvsU~+;
zub(ubC!Y1uY+HGp+ql4AOiN)=*mf?VCfY3CvJz>U3uG9Je>oW`0A0m-b9uf1M7lFN
z0a*4F9Unh*Njkdzu>^Gfm}ZR!ykxVmTZew~Q@7y$R79~yq)aN-6FsazpD1UhaQ>uY
zNDcY*+1t3w2j%Fbf%?#DB$(rI%3TJrHNR;iVi()ac4?D}_Pqd4hp*&TuWrGS+Q1pu
ztJl;)uBI^x3@defhTzYjIB3(huRnY3v?#Mm$HcsPaRze!8IlpgK7$0)<MgD+3=?pR
ztG9Kr1F1^fuoi4)%TX_142^o-QC9#?=1q&*F)L&ThH~o7ZUByVkV!5DLmKKfBsZj|
z<&3nL{^={{Sjnk0i`5S!hj338Y7T-QbTvu-F@v^x0;J~R54vte;W&<$p+~qUt-)zw
zTW8a*!F3KSdiq##K6b^y@_(RVF<hDX2c_-LDYZ0^&j&~jmoCa63ia%?m`i>XszCY>
z?v;n^OkpaF*;?O<mt+Pxt!ZOkm8r^=+1hR%Pma<=*vb7u9L!+|z!}QddB&&2{ADQf
z<ib-_xu=@+XyN1L0XkaV9mu=<Cx@0AE0L(Ih|WLf31Wh}i2cxX&#is3ZT}X;CzysF
zC-3T^kJlYo_-U3#l<d@Ob<jgXkkXr8gOcLBO*b#gN&GM!dd3|@>6V3}q6FaJ1U>b4
zbQF3@Vu~PK#@(nv*8J?%yuBg8k13JMc!xOg1&OAB+!@R}XLLQ#WyDlIPT!Q7gNfIY
znZwg$+0@Rs^T?1eeZqDVlRbS6lYlXuA)q5|LJokKHi3NZNq*Nx`B9QKp%Dj}KG7g%
z_Wd4^(g9Pus4=0$m+!-sJw!hiA-@Cv{o`L=u2Ga9G3^%SGE01!0K;TW&*UUvO0U_z
zHfEY$l$VVdi%ExRo&~C0Xs^l=MNI82@Yy}Yy%=Pr1Rk)F`S?<4RH3)*5a!7bY+hNV
zdU8xF$W}ZHrTN}#++m24NBobyOSO7L)JpJcHV;WM%hiesrNI|44}*O#d>p3SO7y)9
zDAERo$gL7OUh!hRWRNm{Rw-x$1N>u>D;5)Fyi{C<OVN5&tZGIfTcGw?*F@V{te%^Q
zMlGLl-hn!C#+H&y^9Wd_+063r5evExCxEj?FFGu~tEN61Rrknmvp@oe;rFFWIHgIN
z&hO}AxcFCNMeJvnVX+Be5+U{~lzyVi)wFqok_Ok$x(L4}Th$=+9I7~eJVe!w!Hee?
zug7mc&Ux-mc5D71$eT;}h|777-Zw&LozzIivfaV-rCRdf`%pK^*yWAX>m+TY)#)TH
z1WcyuB6>(20_pcOfQ(#3<@)dGyS=>(So?EsQz$UL64upY!P(Vnk~tQ*ZfhH4>;pXu
zK9A-~VLGCQ6+I6^XvdxUeT{^U-1;fxpUeCw2=!mHaK9r&nHX8v+5Qco{(E!7{}@93
z??KZ48>;$WAk^<>(|=c+|APqi9~kui148}hxZ`g}`Y#CeyQ1~qKhD1()bGyLe?6A}
zEW7tVBGdz)$?E-fyN7iJC5D-pPe1=4e1ISlp&*15LYz=s-)7en0uq3uR}RASL$RKe
zq0MH6Y;EI+@aeaLMw1@9nDRccScD(m=grNMP(_%l+dbmJ`CjIMP2&Xr=h@v2L+lss
zGs*i`&*#SthyD4@)mN9#-O{a=m#S{pZRZgIFW+4{f0aZr--e-h$?;#Cd+|BFiRjgI
zK<eLu{X?S4n*z35CcfRwgp}C8I{*&O2FX{t6z}z3#EgTUxpp*G$R>f`XLP=MZ)_S~
z6X#gahJ{V6oD3h#@K1;SnAtW@2jOVx@QA<@aF<vt_>E34g}m8Ni)Gm|<$}MvH*%Cr
zPJJz$ioUGz0$-8Q+P5WPGzStjJK{fwESuIm-^Zq(N1}Czd=q1?J!EJN122jBrQf!-
ze`VmmMbo^}o10fa7JN;czV~cFvQU$>rdKC1+!GGKccmUHE$STL_k5W>XV%!C;uHkD
zf3m%w+5cj~{{(#f8L$u{=$W;U@I&?CIC;}~MtDlUe!9;_B)HF2Xf2%!ahN-L&mOvR
zpyRzK>2dI<$Pi7-CKy|Pk8_~g8n^LKeBD@k@_YNZ3hVjk3c4Y+{V8eGg`2LS!MHh-
zm{z|?VAMJCt`c#>dC$uGSZ6qdWS2x)cfV2+#u%r+n>v3_aXoQlJ)k^sH`(9E#=*qn
zcVv}9t^&%-6!#1&20IJG;8Ei$m9ztY0#9S=oJo1-KzBn~KMRz5&e((JYKD!#c>R+z
zzJAFy{L+|PdOf~sFTrK_%mVL6=%+<c`+jWAaiY4ZdzXn;F6*fZ?x8n!3Ph;iUp9nJ
zqC;okz=Z3LzCiwvh>Al<C-}~K#xhqgN%iHYJcaZ=UM0iB77S_A_jl$7@VWg2wVmd|
zo=$J$$G<1kX(iCpT?x~;><TRG)&x}Xy(>6!#>1N7&mKD1Q6*oiwq5CH$0NO@UD{Me
zq9%p`p9EWeU$ILghqJNLkjZe%(!8xCYg8Iyf^K&}Rav@i7N$WF>Sj=$R3$0e`oD|_
zMh8KzhGcJxoRh3MsE1Jl(&S#hVkea;_LlnX+uIM--&8X<FPfT#`RZ`kGT%oktcanE
zSGDSvj`sG_&q+kR1Kq}6$VZjC<m-?2eJ*z!H44;BN%S)32=Gi3H`vT$&-wLb#ILnD
z&2lfK%wF{=beOqbUS*qqV-^~T>+d$3-pBK&Hz$b7+&nO!U=__IcHNV%{!L>G?SXP8
z3kh1BJ6i&n1N|N?he8mnoHLjuIj*YzwWF+eM5?WTOu%R9tk@$~@lt<hB$|sJVpAk>
z>BDixCAK}~@y93g4Ft~j{d~t+l<u0(I~Bi-k_%hF8ok9OvrU@%UJ>Iv`DYmy)MY9P
z6?iuIdWyHO9+gp`AUy_3aR##9`92O5Id8&FS8huNweZk^N?ZsN8G!(a_(W`eZ%3R%
zVbFshSe*%k_Euv&uQI0LI!w*wnQOv64TQ~OKw{7aX@=e)EsUd5)U&G4KMX_AaQLD3
z6adcbj+NQ(0}L^_6^3OwRQtDqdjz}@eZW@KCd2||<}`*1oPbTMv!ap>gG9*4eo%pJ
z=_gW4`q`vXcH>fnU4eKV1gHVWlI>$uTEBD|?P~_A(s7}Qr&oLzI)sH#?G6`K3DSZ4
z$VB*GY{$e2;U6oQB@f?!{Ut6F`?4+7QFF$Qk_0VmELJehd-T7@ZiOYDZ3vGH*(0jK
zCIw&OT;8pTxsDv{U#BgSL4jnIzGAgMwcZ;1p{owj*VZaMlijfs3}2ZDn64GuiuXBw
z%Q}oXH^AiUWSHpWZ7^Qf15nB-kR4G`5?<ipDGg7c=+9~R#L9NzM9=qUj#KDE@2@6a
zmC7=?SnG_t$EnHM`<Jl$qwE9dw8vw>YT#t##x_h)$wELAz<MY$Vhq`6<!|)rc}#5R
zB<P_x%JJF-3`%rVRI4nK+u27J-At8l_11ekJoKFkOi$AqG2Vzr5`VliEuwt+H8JeU
z%ev7-KWh(e-&+<rOz-hU-5l4$kFP~oeP0au`cL8kyX1G-E4>~$iv5vax#bb1rlr6h
zSv$eYcY7wL5oa1#4JnUCx$d{>{|L2iqnP6WI=XU>!yI^^Sw|$vBAMjdjk{-+nvzS$
zb98woAfBn!8=pDxYsKLjT93S%+1T+r{_7aQH0NU`ER&#er(Xu7o#}GdkgmT64-Va&
z%){Bto7w<LzAQUy(be9H79E|<mg`+>gC`@&<sBDBMCUn+qU0fk!3)3VnXRGz*Z?PD
zI2GXzCw2RmQzO)+sv?PdUIh8r`qwqbV#{`g1j7U^OrS4KR7seb5N1S{4iG$~spCzC
zx4gqTNf1}x-y|VKLueGnxz0K-A59=<`2srs0!y-qr-TIN(X#`WW1!KaR>>+t<pEbH
zF+W<sB9QJRqk@dl>Ak&XFC~_~H~lL;ZTIY<$n%CetlR1#N(@_;{mQ#DndF~#CCkYy
z{iZJ>=v>(T?%we3p+P{;hk{5ujrTiic~t#y$fc_s_oXjUKqp;5;p_KgXPes@2kznP
zI}2DH+{3(BXwhkQ+De=uW{MFF15KPqmM@tj&*NxlnUHTj*5n;J>ZZR2fzPwQ@i<+M
z#RvnvVXY|Eg<dTPX|u_B)=2KSgCV8hi~UK3v4P)GfI9?)VRj#~bsh`X!l1`PhPneM
z`}K?TOPfTD`$T>L6{{*HOvCctbQn0=F)d4EGhdV7-@{(QSHxiD{<&Ro5DBZAOz+n@
z6flL!#HJK;Z;t*==@mkvLo?b@ZI+8zv7KeiV&oS{64qH3IJ^rc$Yd{N&RvnG38lf%
zNM;e_0RPstXmSYI`dpa1c1pFm&4LaVNsyQk(J5`m(?oqh7wKX*regzJ&SBptVXl_{
zW*Xrr83c8RDOO{f%#GyLO%EzHlQ;m^#+q8q>0>(ENIq`=k>*xD!Gv1pctim9dtfT#
zE`;lz-V4O2NLR|mMnRVTZsv}bib;M|D=x~-V`Ape7#Eo16)ed}Lu_=B+O1f1FfP4G
zS67YN_}Et2y3g0j%m9DT*3i#cm7>r0_gnjHH~W{Lo2^0oxLlKuZCe&%loY+N9y?nh
zxxaj;tAMMOtVye_xedbU{zTeHcV(zm*o$8wcDW8I1lFJ8!B^?hAEWMSihS|!<20qS
z{`S;)?Ow_UAmySDt`8~~S`SB>jZ;|bIHWKyYf%(>^tsZiXSKwwIkbQ}FRNjBHw}d$
zw1pV3pmb)}C0L4m`e0`DOXw03B-s#2xpMFE5@{^u%+s7(DxNB4@+aq?gBF^a&`A>)
zaX!^vW0EM-gRK=_V^BQQPLhYIZ~3}>$r1pChxs`VhVq;-RRayaCb^T`VdSFIG96Kv
z@2HOa@9~n`+_fI&V`Tl5ALi+HdudHoa6cAQcwBO;bFAhz4EWTJyUV=F<(^(nsgQdg
zk{474F%*C%Yw))nbski)Lw8w!ed4l{!=&sTQ|C%Yq2iILmZ4HbpUoC2m&&Z-nqq2v
z#bc$PC(6J;nLQ3UdV(i+g?+?PSl0DG)-0b`lfMCgld;oNgkSMKzYM7JqyucsZ(j2m
zyC_H|9BozDrYs`4%2>B#(Q;|?hzY72Q!2dK?J9DmN!sZgJ2B_gJojWDlMhsM-W9z3
zn!QfZ<);@^Fj%-T6q?vRYo&sB%jksdtFomBS}WYjhu%?&RMKCF(8ibMJ4?Q|zsyfi
zz3^aZsHn-rn7uF`XTu1d6-9$;ed(`fdR1G8uA>kBpppv9jqApO4`axyF(2Rgo90#@
zTuqDV3c{<8-lKM7@(0Z0xF}<L!8~!lmfL3Ys>lw#P!6PUwvQ<!-vLXT4I&Ry!fh!_
zL0^NKh7P$Wx0j0ntEi5a`&0RR8g78gnzfNR?yt%sRCe1qmM}OIj##uG$CB4iUu5NL
zv1yO9oj9sQ4wLjC2vMeztNs{F=CaNIsk;B_se@2rNLD7t3;BYsS(c4I>O#}!M_xT4
z(hjS^AAL$}sCC?pq-iI!jcw|QSOZ(%nY93|eQD_f*|=VOFK?4R?1<8A)6hepi~b19
z&)k)AaSW7d3k{}0&xMH@Bv>ndPtqM#-QDU0djh3tVp7&xwJ)`Gx(}10edj>R7ADpS
zoiR0!+I!ReYzNE(#hDC{UaBqE&jgM`H*ly4e%n+r^5uHt?ad|-l)~trN3Pf~#w>Kq
zU!HEoBLRSzgdV*rR$A?Iv!C>)t!5}$SKXg_GS%tl2JO;HUnnJsp<Mi)b?PMq{tf$?
zWNS^fR;#~7j)!zTVAG@<+FSdcm6B89^?^%!BUJ{oqS@2DEaiVk0ighL6q0omFhWtS
zVTg;rd$S6J;TS6yW;MqnVJ)i^PZM2D>|w-~s?OGUP-wp9-~2&R2~tzjdSA*uIZ_+c
zYa4p6CJ<a0@|QS(ygI$hN!vy5zO@yZc>yjH^7@4A4gqBzw7Zz~dLTMlR*7cZL4Q<Q
zRVsog^8>AFzR5~s5_IBT?;wIa%u5_*y?U-_(+bu1``!Xw3$dgXYMGIYnfxgSA4gW&
zU{@zSUtSZU^~O$Z3EhVsgE880<Ogm!c&ZS?_d`~kf9uLK^m{FATz~M$<cSZFC^=W3
zIlJB5=sr>zW-VY6C>us*Dq8CWfkZS3o~+nv=J&`$Ehp^LPl`vhUJQF}#u*u)lSoX3
zqK*mh5^R(=;}tXnkD;D9dsVLT+Xn`Xlutv}!0T|lvRzD~m-dYDG96b_-`U2v{s|R=
zK^ff-7#forAI2~m_qvJEbo`hP!{@vMi&`*RAO{w8sHNo5?b4@~TX)Lz5F*lUAQ-a7
zqVq~7j5Be=WT8u)BCMx3v|)#Au!8f1Msu5$n}i1-k--P?EFqC$5H%`#{r31oPcIJQ
z4vR5Dy}^j|6swbCPo&s8`ym`b#-bw4`9A4acy)CL6$C^9d#N&m1sJ9fwL0;(2}QoV
z`F`M_e<5D(>V#+x@y8d)^6be4@fN2KdaWzRyLX|ef?lM)sRv~>an%kJRYy*zQ>@=>
z$HdJw6iJfLJEGpZ_v;<OK+h-6#sEHnX$k(<^)t;4`}?`h^Ej2f{nt&Zjknpc0tvn!
zkp+V|ne1oS*VpsWus}*nJfMKw%Z%<$3S}-;t8yYXgIsOpWm2&+VHzR5ulXHw0W6{r
zizXuA7V=pQb}1BWL%6@eW>9wPE>a`hjZ^ehw|^jz8tND?1WK)N_X*%UNIF~sD;LSx
z)9^0rnCm_a<G=Wf4c4E%BYoxI7Fbz{8;zeT4)i3>7P4uTMnzw2<eyngFzLbRPzzXM
zIYL$u1IzU#$Q@#>(3t@EBlm-D_E=$Q2-5LOfxg%ijw1q@bMwJXSA2bES$U=bdn$YW
zghcegwky7WbK&Bvc+RMK|9w>1I|z=u0Dza^3Lm0u5XWFI`fE0UZ4fym44%q~6qD1~
zVLUACF&CxZtYDK=m^4^CdH#xw2;mkKav)#l3jum)PWW@gnSe*J2v;9nHW%4rAJ*&R
z*W8v?Q?p*x&x4OmaIjwOM^UuQH^P2xw`kN=@&TT}#m-t)<!wsD#mcI5IArveU+`;D
zDY8|x;&5enR*aUk$BHZ9H+8iu5IRBtGSE+G0f#7SSUG*AFN!KaGrDK>!FuiJB1y&9
zEPL`48mx(i96){OQ%wdc1wEz0#DuZv!WcbZjkoceaLR-)!4Y0V!f&g-`IDA}`A2JW
z_cB)+vpP!VKE#1x3)J<iew2F>;<<!g62`f^92ujimu^Ff;1%n-`r5OIU^dH*XSCFo
zfqbC3JY&`q>_Uizruf_#f--!9k^d=zmmT#Hyj)tiY*WTgrA(+)<$^QoCp2qUHww7h
zY49!m^<<oil1hZ}ZpmdYs8iud%JkIYFth;5f2K9zBr!Xi%u;kYw*10t4$&mAL&PM~
z(@4WU89mnH>mR%s*Vn)pyx}=w^SVf&8IuMgip8@RK2`%_@cho+*hE_~ig8Q&hSF@_
z=dbbpVwTmzsWLFgyfcF)L;n&PaoUevy|`K>KVOr!N)2})v-b;54^+fVTC}c8riwY)
zt=W>uslph9Ho4l|^8g`+$Em<%?s{T2u64yK-a+j8Pc#8n3u2kbA9dwt@*x*msn68C
z8yydIMpPpKO_e~j9G}b=4Agon+om{|HgxN2gfM?fq*n9L9HiRjjkf4HMo%#H5dR?r
zG@bX^b(po({@;q~;2h=Al%FH}k;ZJZP8&$_q`37i5{LYgtJkt*5_B;KN2|_Tnt_=U
z-W|nU)5uhswj0VYGg;KKZ^2<Bs}MGO^ty*y5xh+D=$a>wd!x=o`m**Di|KTo87o+`
z4Ntzsp?!g3Lhej@Y!mhfTQq;FTRSE3GC2JsL@+7B$OHpWmtAN2Q+PNFXaHeET2Nhr
zfeY8Z{zjvpsB}&tZi?pu+kI-p#_D1D7o!+?c66c8U-<FUOT=FKOsLM?{*(CKlBl6%
zPPskhs<B-;xoUr+$yN6W_<c(F;z#|0`3kHS!UQaa{c#@rt?Xo15^-<PX4=B7f_-uz
zO;>VIuBdU%%ZTpe(V25_Q?*#|XfW(p1{w253#w`9x_qm%lu^rYye{%XV>L&A)us@^
z=(#E5vTIYw%fa^r0_g8o14Sy)mj}S>!mXI{A?%N4A`?FRMNj6%k?~(e$xH?L`{D+@
zfB`{69P_3U-JN|F_czw#zr!8~Y2!;L-=)LwB_o}(5%ol4kA<3Vh=-y^R4cOu_2Fg)
zzq70-5>Ui$%%{SVBRE=%9oTrP<QFqi@v+B?G_#?p6EOWN;fCS6nT%Lct2IK<w=oNY
zA$P93Z#xyX9IN*=>l<mnX{b|~X4fXp{fWod^w@{Byz{*&zZ``dNb`AxO|yE_wP-Z_
z^csZ8Xf-m*1PaaTB7@L15hIb*7a~&*c&)r522UFmY<8(Bk_QhT4>EYD$n(W7IfuCO
zjm-}V1DA$S)!j!@Mg;28NQ<eNKmBz(o~`)ye{r_rn;f4Adw!rrr>PxR*d?*QD$pXZ
zrnWJnt_qJk!M`&rG!#1>zkr{1mYQn*o-z7K<Ue^Am@pNaF(;5wl$VgzzgnZq<+H=s
zWrHfuA3RrpN;AZahk6$;Wq<#w)DPl>w!<<KV$x$Zk5t#nzKx8qLuB7zrMA)VS0w75
zB6EB>6nj8N(>)!(@y3n+?5L5wdRsyb<L1To#?+K;8X=&<>ZZ{N8gVu+vCImTY7Zdf
zivL^uJ}~klzEtOe-&c4=YCZ<5KjNIYgR}~>DIfD9?sk6Li-=j48_@e?WbvqR1Db(9
zlt)YMz^&7#YNNs?JZ#$l^~JArQhUlb1m+3VimEqpc?77D%{|bVy6T$5KpTWqGNSd(
zU1$vqvac17*meTR&toKDA@Hb1rEBoezQ0(aq>-Q+Xk)o0ev@+Kciwb*N)TQd3f79+
zq@_e1P7gubumnZo4+mS8PJw}skhcfp(CIu{?URs5$9a@W)ast#_$fz_q~<%x5uuto
z$OBL*Z~8_^6NgN2HQ5|w$?&!um3n;k)a`jT=6wDMKNWh<Y^K*}7;qqMYHSdTR_7zZ
zaW+JxY+uI|7p++gFvr$2>?No*5t!OG5pL%mdxX35IdUi)vY$TrkiS&<^y=I4iOXo~
z@8S9<KwD4Z$}awj9^bsmPL;@-wVO#ovP1dZpk6rb&ri8L`%~2(i<2(O>#pIYXcVZ|
z!=24eKJn5rIt$gT#}5ZP>8C^(5+|WdCkhP<FJ2BHX=+Njvd^1b$V05dYYQ%Gmpxw+
zj(|v=SwQQ0A%rOQDdY4|1R!jYkH7|hoTYMs6AhKJS{R*4d83bDu7a3@=XJQrUtKC%
zLd8q`q{JC6c$Blt|FBF~wGpebf&_;DS-v1LdRjHx%(6UMQo3d2y@UBsTr9O_<egsd
zHX<2fYh@Y)-Y4h|^Xxb^@QM8@i)fY)8qbq7g`ycu&By}Eq(k3GbH<HXX^72#)&G!;
z90qADk9sR{K-vkj5Bj{NDY-ib5dpeVfm>oG&2+BnDTTjeeY<@32O5;2PA3UoQXB7j
z__d}Ju-X8`dImRn5clVYsqTdHQx1PNQKs$aqn0n_38ndpvuuT7@n9jNmE6x-T_*Q(
zYDAwOD3Sy4GE57r>cmEw^XPL3=tK9QY|&~fQn>obZXPKQyU_?q#T3}I%n0?a#@2hX
zx#4ZN(6OFwHeDLq7TZ!Z_8hbn!$;hSj>1gtg!b-s{YX!moT$^$8G3HK0*oofQr1bS
z#*>hLcCFycKf%XLmvt3j?F7nssn`6cZmUpGP<wNq9UoN<{GVkIcqOzw=W8*TE`>4)
z{SYVI>&}euCz=QoZ{iMSirE^Wro9NeV<2NN`j-@Pe1J`v1(+3#Vr?vmy(;j3vlRB2
zP!kn?CCZZRn6f2TFYsF&AFRSGEOzJQ8F1p@N*8y;({Mw?Yx!4oKmeVE?V>Luq{xt$
zOqdXV%sK=2C(!t;W?lgf2qS&kOF|KN%4gRw^I2UiamthbKy?I{bk~Pm%kYp)=$WtK
zrrO-m4h(z>u)e0;5*>f$38m&y!N5xFbaD)r7w3^*c=dMv_&GsiHm>&S@Q9LA9sFVJ
z7$SPXTew<6crD>zuSUyJh(o>4_f?DS&GN|;03Ol;rY#AO9ef{QYe%vYXubU;)AJBs
ztZKFJzfJ<xKr=`bAdRKXyGE)nEq62RJLoJmOUTwQf^*-dYR2JQLdH^bf|-MrfEpYU
z&-SGg<c>NCA=5!Fj?@MxUN(navk%Fz<}HUldqS&V*Q*EC2=(SQ)^r&GaCTTR*Rb$L
z16Y)Pb;!Lk0#3)1AstV~M%N3iy+yN;_!*c?+oy9Uxfy6|Xg0N=a<#+zC$y;QuSBn%
z5&sGd435%GN50!xc`mAU(%<tx@X{oH?w`)A-&OLR+~lo>8+K1IZiOvpYz+c3($$qj
zJ6X<_<O8|e7vrEQv}P*g2j$H?jfVH>r-G<?CU`4idI!M@0Vb~HX1&hr*P1i<jLA3<
z>qag4M!g4f6a*rfC+c(jbDu20JI5={a3(%~S4R_wlPSKF=!(e8L|9)s|1ft{pId_+
zu{E2`Sz5T`ZX**LVX!t<2<nxF%<njy(0Hxl(M?c^wB63IQqFo}r+8`yP5$wIT{kFn
z7NllCKWU7JE!&IsoP*?2LEuH)Uv-8$`t|%+>%~ODx3<cs#~t$o4NQeHGtdo$?$JY`
zF>SnifL}bEsK<xsQ95*wpDF<Q5#iwUB3sS%tDq2M!rsZp6O0t}y6DK&)CD6SlOaVd
zNt9y>qZhhfBDg<Jb#Nj==0loOUC+BfFN&c@D7hD_NBGO8A1f{&=dZSytOm$PxKcva
zdL124ZBpc@U_?jj9Kt0RR(SGhR5qN#!vmM{tKq{7KZv^k{T+)YO^%9++8?GKAa)B`
zF}}+3>}uw4$rFr0-#R-`M8=D<Pby}zj~#B-%bA<FS!>gBGQMBNt0fzJUE>Gw1DfhA
z9_kmS^i*mchF=mgo2?xFb%4uTTKv*UEj#fvSiI1q7FYm}T{m#Ly6asXJLr>mFh_59
zczM!ph5E`VX;^FWEeZn&*>Vg>jh4Du#IzX(n;zmKWfsNWluffl$ZrP`s@<{I&-5S|
zwF@r2W?fA7BU%|q|LKWxS1?hV+Cg%Pdq;VW$gb1u$pzdr4QNg`^-&7~<Fy~W8Hi_9
z<yHDpGG;LzJIfzGj|3F&LcE<FFZ#2ac*lP2Mv4LE6CLL3|APHpWcJTGIGA73Gdy)x
z4L5hvRk|D~=X>JvB7VUdw4UiSt3W;vXtXp?Nx%!zT8FCg-2E%Dyat9xt3LNA3fIP`
zceq+aR_xr+Zj0^)0oP_qGUvl=8blloI=fl<c!DhW?0zI@TO*4}&5^)Aq|&GJ<5(KA
znB70!A#lcRkFaS8`|ASA5SiCO*Z=M=W}RYZTPSv*(Ws+Gb}!}x#0=Zk=wTm1CH+se
zBX1T?mJG}4Z6xMttRen187|9K^}1aU^l)+SG(^bk>^$mHyW@`dft3FxJx5MN_f#~4
z)MuL=uPNiD`(A{#d)tj1dXDQ}#3k&;b9bY?<DQtUz0)2Ybe7Xz#P!*_hYpY*9Eb0K
zix9^q>LM0Lw*{{Ex`&E>OUF&Y;Y}9KG@xTVngiT-F*?x^wH@o!rS-;P^Edh0t@9Gx
zoMQDx7o2tIxRG9+Hy6jo_#jX7U*{{rHs|3kTPHv5z<d<fk>!c%@H^#_;n77ciZ<J*
zJJfT@V45B;sOJ-Sf{T-(I#D>8;phFcv6trBk{|^N%qLpMvR2}xFaVV>tD7pl9iiQH
zCq5vdV&yw?z<hG7d1l}l>~v|h;nF9EbV1m3m91^Bf}0UKdIU_?Y1lLY_017I26i)E
z5s?zwwlOK=W3FxJtyW{{4XNQmvUK(5Hjm1Na{1T~-Er4IoK?+Bb=(Vmktv^kyp_!r
z98ZB$6vukiEPm#npGcd>x1(qZzz}#{=s*bwT+GscQJMz<*g(oQ=<c4nP(UXI>ZDx{
zK|GhB{&R|Up#I<A0xS^4E(4f<<~R75pO*qk8}!5gvWd9E1<Hczfd^tQSz-Y3pNqQ!
z@t;h0hXImzF@OSEYq(qj?!_TT0qOmQM8LiKxz(Wla?pBkKv&z`K)vKk3c$Urxiz5v
zJ)1ZiP(b!T_)tKZ#{95Ao}2=)<l&vQt%;-YSUy(vHU0(RqSdNvX9@i(3+hxMK`8NJ
zcJz^xSsoRoFsq2X_H&ax1N2nH8g`TONycJ{2FzPD<+BXyTE9#tqkmNp6<g<y6Ya*8
z!!#YWESVX?P1*giYOWc?;MB9c1h^E#(N;2#Om492IZ9OWJ+bC>q{OmJrb1xe8Q&&+
z%Iv}l@oQ%acW{u*4X^T5hlv1C`yK0#Gv^Prs_UmH)vsC$UJCXr!<!r}oXbA_%Rf>3
zrtu53PcHfJ$|~I~#5WpNHxh2j@<`%+HjJOD0asdQQ_knbO_ztbJPq^N$IXQtG?2xe
z-SZpfUsKZVTuKO;cM+pWscP3dKe2Fq=euC&q2x7vVsS+TWHXXO&zf<)cj1kSD+hA2
zc{^d`S^jdHKbb50ll4p}Khgo5S<txGcM#B?@||Hhc!>EUyxNuu<})+vU$?_pNRG6z
zeNjFsMYlo(Qb1dO_?v!DDPiXRW}sk>$VeuV<j%YtR3X^`3liy^4-wc(@--c1;Y33R
zqoi|AHV{$z^_igL_ixGr)hUV;IfRwW6D0IpdmJBg7WMFeb05vy6DDkZ7aci_H3Wbj
zJ~OaEw&4O4zO2YQQs@Ul+)~|>lE3a^IXqW;$<s)JIP|P^jbdoV-&i2`PIr<ZkHnnq
znZo5j1(iO{yJjxI05!Tz^;Zu6FFS&chvS7Sgu-OmL*kNt$sO5kc#Rm%-OCR-r3boh
z`KUkX4z_<#G|lwMHq(udQuI+YPq;(5s`@sGDK&#^VNVCK&tr_PG=nyn4m7I!HU}O&
z;hQHPP^@c*Kv0$xRKfbN&l#?ThJg$bp9?6NaGUf7y{Vp2QjiFMuTqNjfj=v8(43b7
z1^Q`&wUae3ARP#v$3@y;-|50!NuFgy+K}GaB6`SFToK;M5Z1vz*;gFV-^tpqK>WUs
z*SgmL`^I*=hOAs=n*rGu>)BeN&H(ZA5(zc1r#NrQzo*&g3fRw9#h2>2BjgO|GecJZ
z^s^qk8{z!}K;R<qJigoY9T_&{jsA|6Ah*oEYoklpQFt3;EtDrl<6inmFT>?tPg_Cd
zu)nEtvh1II960FArD>zue_GE)i!<jSXDHAo7J@V2jHCBk7L+Y_MR0)2Hy^c{yW$Fz
z5@lsJmr@fp>w$^Mt*A8#x5^k;w{uk_VF7MjhLRYKImK!f_=3uXG+JUzDB7%&M)w{m
zYnl<xHAHe${KM=-J3MU1jOyKgcTfszJIo#_YJ@fT`|g}md-cE$H)<|xtlovK`wwFj
zqek@#J)FRZfrFY`t%g(1)zXZaS&p26R9BywUdHo@a+Jtmw50V^pLTop*}4JK6a7N1
z4JKUs^N7#jBo#B^U3Q-Xi;My(7U?2U2Mw7=JGbA6c9MBYndfuRve{}!^s-%Cja%|w
zsL1}%j(?+B1L*4&^Mymt@pxQ{t^1}%^Pw!&n-=(+J;9FV^PX3P<+@V0^Nlt6!On{y
zO5$<mFY)`zmLq?H>cUt&tCQPP)701+F6^L%h4bGgwe9UJFHD*Z-Yv#>Mna^;o3mBi
z1G|A;M1`x|iK<h<pPg4rj*!qn-kNH_P<rJ8$B&fsndd_OY{V4!&4v&?Trc#abzmnu
zn-W2qPmx7}-fmO-HQ(;8goh*1N!k{k@0^%0x{+qgx+18)Mh3Kvl?x)KhRnbEmkcLF
z+_dw_cWJJeNTPbxa<G6GVvdX85*|n}X!|M%ucP2nHPbm~UIpENB8p1~*LnFz{9tfx
zKug*H4GYk0nGz?=+f%S7J819V$R1NW1_(QY_)+@JC6vAjjtAZScx6YjFk`sU=)8;3
zCvr1$bSb66atm(r;nfU*tF5~>cop$-kgl?jIw+W!{X;Yp+TYV>#oyIN%J<aIRdFP6
z7;$@4orh$4Zm4LAF73>z9i$4{6|K#?ar<>a;!QL^bkM+5e(4|<a8>)?PoRJPLC4Cz
zkDIO(CS(mDVz^8INK598)jkA^-XG%#|L`KRJ?`$^6PGw|iPH1Ot0+L9FfGmc8%U(q
z{uof+C&>)BN5msGd0lpB1H5v)M&UN^IZg2RUO0yl`LCb8p-x&@zx$kM?osOHK;7Ib
zRu{R*$U>yCIvV37U5TZXZHQiyqllsKtRqnAk<_!v{!XLJNNJg^APSnev*s^2rq~#p
z-QQ~apbM2H%N0`A*bLtycb(`NaryF}S7M}jw?(%oR421f&Ur>CAJEcnp|Q!-1~uuH
znTnOos(!Vux+QBc)4U~PIq+7hr|8}nMTik7MeznSfE@&CN}=(Go+}8<j%&T*rs5^x
zfH!1Zn(l0-CBlFKfc(bXU++jJ3t~<2o+sv?Jr|F6{D7aONk{&7i1<%-?O*!1xj5N4
z{>{1lYsWb+@Bf%X{J#-~|2@O_Upd78STX)T=MewN1OC5vh;09uj{g{j$@U+!J^$4q
z{xeqmCZ!DjCx>{!H(pKKX8ZOU`5B<I_y!DjNi2xeD~K)+F=D(ubaKaNI0$@Bd;6BJ
z`df5CWTQ%XBYinNilyXDH93-)s#`SPFZ<Ks?W}NNlAGr()9LYX(urNi+}`i4^JDm;
zhujzT>+`W>?P_!RLgC8?aJS?|%SThKk7fVXYd%2-(4Lm{Zta_p@0+oC6d%x=m|Vr`
z96#1_a!wp;*P`~*34JauJZRX)wKr+#*iit!iTKt`(YaOMW$Ec5zPx^bKi_5PA`?^E
zyiq}6Cb-kz1QB-F$Vqt;-#ndyV!kq1lTcG1=?Zz`YU>|e=_x=4fvROImX2@amFel6
z!h*i$0o}Y{CgYPc(rYW!8kdPNliGKX1@;7>+7RL^fxckkxOlD7?fzCAID){C2#mOj
zeG3yI^rh+?5MMBu-}#fK=4N0V<H_$K&ipzg+jo=N0^U`$zn<<4inn}xRJJfD4vuP0
zQgbm)c;Ej?AR_yY9C19im0XqU?qT!$_1h;_%i(_>jR$2F;lRHK2dKW<jegJX(|(8>
z3`a?nlc$Jp976vO(`LZYPl$JG7{rto77#4Ix6k2RKY@?CX})0K$CO9%N}&D`Nlc0%
zt^R8*ErRDG@P5fe^TXMu7AHBdb)LYzlPV+<<!c&vVibHIEU+@HtqRy~aL6nexzdW!
zH8i83mir%L(4I39ajzysJsu=MmfYDH?cifnH>kH5z%2Y=pbhS0y(f2kJ8(Tw5uNc)
z^#;CEwJ^2etncKFSxwkO)Z$Z&Dw<;jnqpO&V!dE#gE&;x4si-&+$XEv#D^HwobB%}
z*x~fUE&ad~Rr=3TrN8!5pB7NhQ?{%&3*$U)#i^|}(Njt_!x&vUV;CG&vg|o{fDW>p
zIf(S~wh7&4U{q_}&&k|+(fS>YdXV$Wtse~&$xIP2_>X^+FR@!UZS(%f*RN<oDqTE<
z6yuIJ5_(syH>g?`Qjt_wq!AwKt<u7;B9lP!FQp*$+&K#*Tpwhep<K@1HShhba}#;8
zC_{)Gb^yInH9WUGQ2pJ?Rrq}9{E<x&LT`$6p$dfL2#?q~acy|xX>{AkSNq|%+Q4|7
z+m(!{P}hCWQcH)KJnRv^d;B)-=L>I1X0i9cCJ0(cUkSMdhQ0h?mUlth3nY=(wx8$d
z#wr*3zi4}hAW_0@(XwpYwr$(C?K)-Kwoci$ZQHhO`<?&c#vSyaBf8%xBfe2aWDYWR
zuDuqUpEsBdEY2yaxpvNC@~M0Ll;u9NB;Tc}i>gw3(lJ&lz0|p65~<{BgC3aZI1=hx
z_6~XtaV^;AP(1i;@Zot(ZSAqaEu;se7X&n3BCF0Mo7Y|1`e5KGP}*Rb-bW?_bJ}1V
zu-<SJ3PVlG9=O)+6`fldDq~UzK(9U;O%5#(>omBx%C#Gc<u1{)L9xRu;OphPii$nG
za(|`858;y13=W8FE!N%+7+i8H{vhTZoz48MA)sUj)UD!RPZt<SIQnI6e=mUgE{3VM
zv7WAw5(KWUMKBf`Q;>f58~VVs)~3OD^F4h;-Uk#OW_`i!&;Vpk9eoCeuiFp``jUk(
z{?`xJJr6=0s$o13R8TlL&!7H;JJ=!-#Fa+>VDM}^nNS^%wzCdMigbXabxP_Dkmz6u
z5hMYDA2|qD^AxAdYrVzhx*{ZI@KgT9k>=$$>81p!StJ;;M+05jBf$Ev3UA?GvA1<@
zC*(UmYw`9@AR7b&0E|<}UocY~`FvnW8~{1q$cbLY;M5`O@HK>?-TWDI3?BDt3xzp`
zfdgXX>Q)Dz@w`|K8V3Z;Khc8q*=uN?dh3P7H`*|@@p&3gk7ZFUj{A2`&SiXsw~N>N
zfxdG(f!Tn`>V-TyaMr@qb~y(CSbvM^BQb=E1SkDdaIm!t0qMh!j1%`1d*~x=9cxKv
zETcmez*P_{-LJFM<|(-(7NbmI$=MwGa?q(^Di0dwSAB_XL<cIR-;U+hAWH26McY8G
zt@|VInGxJz!WitgtH25Gm0*s5J@^dEiOh(2BEQZ-jm!jz6JaD@p<3be6^02X7W4<U
zL--HP#VnLUx~~9lYlt6%26kbh*Yobgp*-$7%>jD?6lM_^9(kZVB+cxsr;>dl<Q?Z5
zWrt2JoPs70YJdS{2^ZL6CBb}ZL%i{p=I&a{`_cXsm$EU=NNvYQVY@V*BxaoVLtMg`
zVZ!54ZP~2Z$YU5{OflWbK|e_9<4t?=Mh=?;i}A_1S2a?yYV7h{J>wbY&2Gx{vx8u-
zP>yZ*+BFVsZWJMrh#~VUr-`A^llhJguLz>PnO%#D077&zQ5n=qCa)ekuZ+g?2X^E0
zcG&Lwf?16kqTs&}Whw+Qc%oW?$0jbJ6K)0oB@FNiJYNcwV$1{QaXaW5i4;0y2Z~@`
zCG2oQVm8<NO#Cv>1j?MU6M}TPQ#*dh0AHHrvpRiHE)v`>*KPbV57kRSf?D7<S~l}`
z?TF0?vRJXTr8Jaqr>r*=0RmZ(#cz*Kz$YyA^wB<9l_p|Q8mhC8tGrR&^YP~c3SB|4
zAPiG3!z)Dx&EOY*2+za;mn`;bF6WYYr(f_7^>Hr8Idiq{N~ro}s<320Mv3IrmaDIl
z#JCiBIjG7-(&VicW@`GDw8L-r5Fa#3)~{Xz-I|%HhHgY6h+f0XHX<A>Z!~FKqC3My
z)T=3qqE*nSP%)`^BU#Bki3t}ij$YPV8mOASkuD*Fm7RJ^{IyiRHO<Bqd(lI=NMC=A
z5;Y8PmvjHNZ+9r*v&jbxb+u1&s_%-pi3AZjNMDYTSgz~-c=rU*?r0lLBt4OM6s3a0
z7u<{hN8vH=(U_CIgYx&%@r-435Op-oVbWjOw+>?jev7=&sfLNPG;P=uR;mH3Cc?Bq
zP01MxPgNB>gbN}(TnbO;_Cw~gxxS`@6}XI|SOx+!+^f32{`Vi#P-Z$2!(z(nq7`I8
zM2L#v7JW|TwYIcg_i(5}aoJNJ`f6iw28g@LL6oE&f%>91XM^}}Y=Y0w=o+p87+4s%
zEFJdRdxQ(gtG^<IUdot3?p7eWj(^c=R<D#;KP792jWVI&q`ey=D9RRn^@gVDsf;op
zQI@rGUMj#1CRCqwUjlOj=sCUQg=sCrSqpswnD@MwpxTkBDH?Uz6#`cQ0W0QQm60|f
z=yKw0#z+TQgNkgoigArU(ZQ<=utuO6Ogl2>;9m4)Hf$;%EKcHfx@*hu9e+Jw=9t*I
zCV-D&$W0ra4;Myojg$XjY2qbm4!#5z24=~I*zh)}7>O+|8-X@bX0qmkCc?;v&iUT8
z8Nhx=>qm%7!y~ihDm7`ZJqaw~oNmx8lSFJ}o#XXTDr1#FUJ^(k_;_P;&L;(3-;uf2
z-?Uiet3R0Powr9jl8syy4Lhn;E%BBRVLa%q(dUSelWN*y!7*%|vF<T9<k!WGi-K(b
z4s2T@=FSVu&5`q&n?o`|w`h~&5Q`a?PX4?kLjI~ieeKTQ>=W@q3?`CxLcqJ)YZ+|-
zrwEj+#;>?j9#rQdbG*Ij#PDJp_hBe$O|Cuw>>z!N=h)~a$7NMtR6z`9RM)DGZeth*
zQ*bX?sj8h4jRmDvnbpgY5wr`Xc)yG(dS#_z<Vz8^r=2&eC<J41%FC7lO$rE6j$TtT
z!<}#@ov>r8%RP3})OZK`({1vGrTjy|+>*6}Kl-sJ(&B?{C|V^JdULb#TnTHP_<J5M
z(Eg2xq)^#I63NFfL~%=0AvoUzIiol?CL{xbMN`0KP9+`YT|NX2#%6@ZtRbjiEU4|8
z4ue)T;QYzUumKy@jd!M5#lGPy8d3|r=nwJU;;V}D6}@N8z?H2Izn>9&r6Oku!j|rQ
zo6>0B!nh>zZ`4exHFTth1~f!p?-*2<1lJ?qXzGhO2wWg<uck&af;%b9V@dvr9|^h<
zTJoVfQk5|{Zl<C&<rXOIwVROmT{$ViYM({eW42Tjr)I<`ZAGzPPYXC@re@CSDG9kq
z_8Dk-e}9wX^|?twRH(OjXh=o4d4WTc_j*+qaml??&V8c;lv}(?7VDDZ!HYg%i-Y&J
z=%pYnm8-Z(P39(uC<$#NW16n@Td-Nnz-?<ab%ZY09RQk1|D_7WZ4XkRHFXO7Y$31B
zCyR{WS6AFG?_DYp$SlLZ@H21wx2FUd%f+KElWmbgU%c&m!dlE$w5Y$A44Zp9z2R}Q
zKsniVg|QLBV=2QFxA7Bh1CSZL!LU6<dPdE#uD#)fS6{WTkk6&BN6P6-gTj*SwZqv}
z<hk}h;%)X2@rn1ySCnf>kKc*^ePG;(yx@*s`Nb#^D{-~K*2hRg01yB=w4YRaJcm>%
zF+v1?I7^9_|IU^4@ykhtJuohl8@pSm0??W>oOXK;VO%v8fFi5mUIfn^FpKb8;3)+(
zZB)ymWLs|)e^4Do_Be$V2!Gd2oiowf^Og$g83cOrvz~!o%WU-tUy=93Wu`W?)-98|
z)0tL_9cn&eP}@3vEmBb?zc{J&4aMz810~!&Z)gClFSirBLS9UUYG6Naa~p+!C`{X?
zjTUPDZscfSe-fUM*U!v)G2X3akW|n*_li{0q$-Hl7=f)iX6KqXAb7>2p=vqfDT;qp
z!ziJ4vw$#7yTZZcdGXgT-@_MBc<?S`s1M%S(WJc~y;{Blmm+d0%2V=V+=YDxu<3f~
zGF8Sa5KWWXR0e1DO9VM&=unH=1+Z0vLa0D01fh1e{ywp+rWV*}LAn>OxV|Dt?rl(E
zk03GeK``t&F|`%6Q!PM~py5Z8P`TLL)1Cf-S`iD4nqbT_hH(vvVlaU#kPO?#0haPG
zmp?lG%el7gzlRXRiOJ00#RiKZ0@AOvDokARQG&M-d0B_2MRTXIEPUBe#Tdc2c#uKz
zVZ87(jIE5sD|F4f22So;DGm2+jMwqhr^&Ezd3{+>w(#<N3BIs&kgX?Zh<Q<lIk|0*
zbjaBuNJ2(_>T8N*$BZJEq!B=mHbZ2p0}GQ`hB3v!r{QNz8Lb7N!-R(NLP1OLWRuQz
znuJHc4D=;8CB57v{Q8%cms}Ewr6lG#nOT(9zo|_E8Yl523r#}7ni-x`{P}MX7)V)X
zWvUsLu1a&0Y*Eb{dX2MTAU1z$=R?COT3d8~kk?N*IRX3TCrBG0I1NtG9y{e$6$ZyF
z5XW>on6kq^E+APik9wELm&F42*mR9t9ZWvzp32@3eU~6L#MEY7x}9E#FpCTEcG51k
z_qsqLRTjU+WC2={A0;9rLj4aTol!7*7YS$6Js-~+>a3}E5r4z2bWy8C&D~hyg?=wN
z8G@?6JdE`S5}hB=?L;}|7A9P4d-mI(=*jlY-fw6kJ{ZH`hSuMJe|45ze)--n#2dp_
z`1tu&zwU2T1suFjG+)km^q-d>^doUg8=3g;Nm&baZn_8kpU0QmR{o<`z<lCQ4^!K-
zF_d+BAIhg@Pc{G;;SVM${qYDFgg_Pd0*XB9IYvmZ_xi0&r$qPm5u?M5I|jHSP2I!o
zL|Kf51d%SkQ=Ko79i+3QAetf2n1qZzfW&Ab$)^LklK7nT0rUu5tDcEzPDkQGJ8RNV
zFBMD?0xw_QX-dMV{>~|CabA&^qaQp#;B#JJuW>#C!zn8-V!So(`ok%!=J`em5K?a<
zc3Sw9V@*OW^oRLFGKW(#Ui?v`4hH2e3Cu9O#7`+{B|Gq#=4MP=0}&#P1YSOfBvQcm
zq)(+)tf{h03b_JBnUcTY+cM~c-#t1bm=6O{iabRA?iMo2C`dbB?y7eh3KV&D?$K7f
zX&nn_;A9#qdRq09(oa()x(9Y5SbjC(M3X<83;tnAkoaTB6UmH4e<wCfQXNRX3E43U
z%`>+ESyGorUkYyQxs|mfCeGoAp&;swL7F>8MLjV!3W;{e45y)B7ko?Mh95bpEd(fz
z`!b$J_*C_2rDwrMw=2-37yAJvZ7@}{TfYgGs;wLrm1|O$pB>K=T3SD@m)AR9BbH04
z@JSYLUO_X}?ACBLNQI^vRu^n?j)C*EBs}KG8!MR6CHS#RX}n^gD>8<ulY8brA;`!a
z3!0^t3@yhM4~TY*e_0)6=MP55!7AVBU_Vl`1}<>;di<LTj3l2IbyT;6AS-GT-*Ze%
zePpCzaP3Zl!8z5QpM$9-Qr#I0D?MjCpoSncWmHCTD(^atZ0ZBa$VrPx!@wZ?_y>df
zEP%eS$b}<k5$KNc-%C^EQKdijb;ewgKl!aoB3g)Tb0y-W!6h2Q^L5J9vRbSV>?37>
zco;7K5M{lt&EMmi1R@5%tne?3qQH~nbrpZZRupR=b0j{lDOTgL_*6PG!Ua~|1UVy4
zqgRqjfpBm-DW;8<Lh03Y2!Nb#HE<qv^V#9=wxz|t#m7c%mbgnOql!xk%#z!gFfs9J
zmuA^}rDJF15A2HY;sIWL(e$$k`pdU$-W#FqKp3|G*a>G*AdN9D*e;-P&#Y&(NNP`>
zc2`Y^yF<KV8)h;o|FJ=e0*20^9L08z=s0x&awHaVR0Y!sr;r3oQGlB+jB(K7Cpz0;
z*_u@H<48$H3slC;+{|DW*&tbqz~SpWOHXG#TUmTxYC9{22lgsukLsaL{~-Lp%tZg9
zd7L{~G831GyHg7jXGdNatF#R6P~B~^+Ft5hQSQN#d#VU-KD2zT`9I-wtxHjfX24$^
zZ})P~VAcMQxn<jR91WpX_v@{T)cvwFzANa>G|Wu(4kv~T$C=w2=LOFsTRB?f#!$A2
zfdeH@Chg|qD@|5PdQ?Qhw{jTA#MF-T?-exx#J!H?&%~>UK6ulf#19Xiq#M**VPa*F
zPj4m$4QM29wnHqQu>ZJi9upHi#{&sD%YV^VWXhs3ZoC9~XJ8dA&B_5#3#Q$wg#qP1
zijk_w=T7@Bj8-z>@1%=C@As4aYLr1D#uuS9G6y0_$OFJzlasi@ePDkrK-q&7fd<q}
z*hAEiit2}Y)(jW8@>9*jH({<(vm*?Ss{X#l-qPlC;6IhKq;IMpkSjR_bR0&nxJP!c
zNmMpn)fKxg&blO&v@f`+xsaVW+trO;BFKoKV<^%NzGowgw+Z*tny2g-xmB)MH2+-B
zH~HGJO=h!{=7%kXuW@D>)^-3F5@gY)<*~RA_V{T1vnU(>Z3Z%cZE0NUYcE{ZWtu=d
z>DS$kQuO5r@GBa=&=7l4(EYbo^sn?>qjBi*mrj;Q_i}x0(KNOJMtxsC4{W$5nK0d5
z)ikAWuyz&<(jLv&#~g`?BWtBVQD46Vh5+Wr5J;!pqm=mMu|FpM=MeKX4x+B2n&^Bb
zh^PcM!ns69^gAHNI$RhCTlU}z2i$9eSGX_kE2}ha1tGTz)MgDex)YWcCxxhX)u2;E
zZ*y%&Qqt!tj}|<gX)nyMXceA`cc?`rdrj^emU&Lt>&DP;kgbLr)Q>_PL9Wwu9RH&J
z3dPhXKU}ihqA8&5Trz^5$|#&~?Mg7|`Z2;rh&geh{t61I(Lk3k+vaEZVi+hcWn1{w
z&8Wx*$|CLNZW&BJMaiF&kUPhF$5TW*2%S2tGFfQiOu$R@K3DZj@Pdg?CO-)HAlvK(
zocf6+Y7*sRziEc*3FK{EYE-0<osywy>E76uPEZEr2Menaq<kNUx!G*9a%vvR(n;l(
zPPAS~%m0?u#b*OburI6v!zh7;ai`K`4oh$kHj{MsJ}yU{X$VA9c&pe1gZ9s*Caxtk
zs~!h!TYBYk;i_m*(~;@XmLiWsB&#r|8hw!mbs7AU7B{L3`B^!6zWf;|BpuiqO5qbw
zbRj3S;TnDg`T`BzB6QdyS0y^q9-Pf0G9YgS`UXlHvUYIE?tvx-40vz-AynpK$&i^M
z*_UF-bg8Tb$@v(P=y32KBxivyk-PN`!2bTOI*z>Iy1P<a6MN1g1jHYvKD{C0TFku!
z>aol@4jIc<(BG;buwA02-ARMo9Ve6e++0Y)d$fw#qI$!3Dv%GGfOe(&3ykheil2_P
z3WMy-<+jBfGUlZ_;>{b{k@Lvl!v2lm&cz#IFl*$SS!A$FROl3}D%n0S8$K2da0gyS
zML*CQ`E|d4J<#zVYb3#poW3Qc1ZJn%p4GYWmtqq0OfNnzP5zYa9*}bq3D&Gf<$c@W
zPaEh|CHGI5(^ngd;(;vqs*D}af_5qM%<JI?V7`^f<h~A=G>BQHw0ziJUPDF@H^Ag-
z1BN)k>g(WD11%t7o>hr1>dugaDE*;PU*pZ6!ts<D%%?XYX=v%)MQs{~G)W6p_XE1c
zyxLMqri^9qFPs3!ZPEIRga}!g*Nb_6X(>Rl`X!`)Hp$fzh9*g%Aepn%8O~!hg6AVp
zUIJX>S&+^og0QZ$1k}dJ+#$4}B~FriWZ~JKvtz-1NX#=stljjKWJcTy{HE7BeL7sa
zJ=KxAIfth(lg`qEI*ye3{vIV<SLW&oUTs(9jz<#&cU&W1a;}hMmULr#=FU?eltd6B
zM$%q|@B|>(=o=VW-4(+Mf}C;IB{BNvq0FNT$H>Hx6hMC0Qhk<+jXcND6bwD}bD7b;
zVbV4<m?>{~jRg2qG59?mF)XINm8k=f#4v!&LGEb}YgFUyn18zDDvjKu_x&ET=#vmr
zr&28f$&Wi7Rhi1kCTALBBMTsd@f0iNI^q|U5x8<lh}Us62_SFg+Gf=1kZ<V%tm}R^
zS?D71#x#PkcE?p3o^t29*eBu&7n>}@>rZg|*Y>`m7a#2dm$qKQRr+M}PNQ@QclM;j
z$yB9l(YAd?p|#LX<lVXxoL4T2O|qWOy_J-0rWWJ`hy0>+hd6|t&cVo$TF^u5y7Ni1
z8-bf|gGF|^Bd$R=*7E#NI}qHVSg!d$)l6P-{?p_tmbNcmiqqQ4X>YT-sed+#rI#?R
zP7m;Olh}0C{y+ti<;icfk)ExCJq5=^0S-ae$pl7Rv(A}j(1)p_)y;0S9#>5O|NPo+
zw5kO+CO}h#VzsFO>%p!*00Mf!=wNUcozp1fvf3FU{OR(R=-mx<$*l0!uRD^6xn&#f
zh~6|wZteTmEDV?2Np#{(t!BFKxvwO~_{<lp>H=D|h-1&Yc_s>H-5GE}UrOCj7RKDH
zGdPoe5kQTEQ%uedA5P^;<J0zlrPUO{9$>W&U(Ar<g|s245m?BeuF@GkvSCe|_qCu6
zSj-X2^F8zzi>n1xY0Z*sR+qexX+cJJgajg(6Q)%M6!1TSl(ORuSbU!tAk9w#;NNwK
znHA!|Tk?k9EJey`AbyG$)pH5adYjI!;Bt**)CLvoDFYM7{`tYev90sEv_5wH&$VG)
zS?G=Rvi>Nv74UY#1b=j;m~PI+Ci@|k&hRp^bt$-)-VX8*26}5`IwKpR<Y;YxFi&0W
z=h7a3aCckuLyCeui1YA>*kh@lZ(uEII~9Omio**@1z{2o4a(0f!dakl8V4yJ&tg@M
zCCH*>U*a5?(V40rauDV)jUASSrT=!!PHO!DsL6lft4(v?Dc-22YYr(sKM4D`kQ<#=
z)n~O|9VxsbuvQnctp1N`{~BwzN}M9b;Q={{0?^l(fQRmJ6Tx)?sOGUw;6ast2E<K$
zGvg~rKVFBikfXeoKluG}nqMN&Hso89DzByeXFknazAA4cUvFT08K0d}IeAIkhc`k<
zB%dEm)u&TC7sQcE^GBGK(w-x6^Bww_`o3Tf)?;{mPHZwGLf`-;^$4^Eq*jhpMZSYR
z82-Mp)A4I4k>QmB;UQsUr%*3XR<N2J?_NyJ9Q|pEGj8S_g4HWCx?C;aoF(~SG*{LL
zuFp_fFwXw>3d28(yjdJ>fWI`f(mL>pYSF;oU^_$e(R9xWLm)Ga(Jq(;MS>Ozg<*x_
zu<7BZ8$3az!Adofs0sS^-PkUIm*zHP{J*aEguH!@=p-}_9#ps5ZJJ>Q6TT19<}uuX
zUN`2H&1RjfHx)#W`Xbb{i@XUCNhPeVfblASpPS@z9puSHnD<VFSKc+w7-8cxZOq5G
za2vb8Hjn=vyW1G=bxeQDPhufe@`14aNkPQZZ?#4BqWzouY)?-JaBrUpa<-l?2#*e^
zZU&ZiE;Gz@aLi_juqn2V6fpK(LQ;ucj%dw=SJ;sjq-#_FT6QZMH00_=k~%)#OfgH%
zZ%Oseyl<Nyt|ljSNYmP{oq>>Qq+Ne(7U!J2MLP<Bv=WAu1eAqRi{jU$<7LBy$foKX
zsvY=l{sBy+bjIK?=q7U5Y%c5sCvNtcFhVMMXrZ*H(+o$5@z?Cc?BCSB$m-;cc#Ote
zsJeggezfAnu|E62=(_T6Qgwvs#HuE;I0uKVEQwb3q*SF%1X(+XR}Ixnv8Cm^zgot(
zsQBKd%B5l?#+tN!u1si2KsVd+jfmm7QNF=lP3$;wh0Aa>ioPQ=9f6#^biWImB2Y{C
zVt$Y#15$(&U1ww{KE71nD)VwDTv~CE7R8m=1(~N!rDS?i2PBR>a)(wl%95sXh>UHi
zaN#kdVBAt9aX58hP;yE>_0zi?j^VC|q`xvR@?AW}5<q>W31@51IjRopLs2*SZIyGl
z%ymv>$3x5CYSnFi!6;M?HF5~wRP-#%R>WAwyF;gIpZl0-i@ZE`8id<05OyU%{;Wk+
z&@Z+{EY&`GVBa19O}c$InV`mg*gr<8Z>(!zz`E3>ZhQPOHu1are8Jd7Q2dL_)GT$N
zwKF$$pO5u1rqXr)ggdMv6o@5ksB%la;(fexUhLY1g+D%-aD+XCU#W1?&qhQJvbeTo
zHm`Fmd|sWGdExqq87O41^k-1Ac^)Z{yh|SxBWjs*r&VzX42_2qp-#wL!xo26HM;Jq
z9vWH0rW?ohTIS8tKwFvV*Ul_nT6>7w3q=Cq&#KnJ3VC#>J#ZXIqwbz;!j2+=BwQou
zL&VIl;pSUpjNJ8eiNiQX@`S$SV9zS>3tG~+6N%kQJJhbU=EeOBdfZQ2%Gny@s=1u1
zwZ|53aA(ZuSf3I0Y_~{*>LG!IG#H@#OLwwP9WpG{rK~b6gnPuWyTVw}Oy2bUu8iJc
z#MrRAAg=<0{}juYu)EUX0x-K|s52NnkavT~*Sw*2NpSOb!%GM8KcVIJ`jl1e#whgH
zVFBLfoSfb0n!Q(@DYHJIwp8F5keo|(w8sLQ!913018cFYt>gOCb2FxS<*rxYDdK|P
z2`3IUgcPb6mmWB;?PU3z4Df<cG*2lg`Y$E+a_ZNzxblo6pr5ZLOpJ1o=MC)7AgmkL
zn%rgau}8YXA&w-qk|A`a=~ZnIEHJ(m_g<Vyt7L$@lyZxdXy;QEAje(27HVGD$h5iz
z<Njcl=|f$SoUF%A$Ck3_omzjfvK@Gy;#J0D{xFXKs6(q&M!Sq};b1uU*OK;i9ZgBT
zM%R+g#l0D1K8&k^>s)xrRz|5#n=U-NZn9*RILO&#j!I?*BxT8IjkQx1PmwkJCTtDk
zkmpGjR$j+xSd+g>XCTpqI}DEb(oSE?XNy6`Lab72t)(XkVpKk8x<zuiz2!#)_;1nS
zgkg^g7}82!PbtGBpITpfsFG-#Zazfl6=C>D2N{vAd}iF3#zl{6ZJm#V+*Hv)bx)ig
z7gf3X8kP;yN*szvDkoBJG-THSrMQyRD5Sy2ukuZ@)~E%YoXf%Q$Z7GZnT~b>VMYWD
zMBLW}o&I}^l8|yR!$XLqr#yb4fN7gM#$RihenaZVn$NA9VHkJNKOI&l(aQrpDU5gL
zz7-Qv&%yioC}qgY?g)Y!W+Rq$*MK;~rz+WW%D2AqE{Rc{PMg#?wa#dK{Qg%XW0};j
z0>^Em1{SmIKq~kO<Po6U$3hTjrD1ox_}mch4FGDD*Cm5M8pTFlJOnBQw#n(TNf8F5
zG1?%FCpcTX^5R|;WtpUKig+Owt`yh@>15pIN)5)b)bmf+v=jU~<^9(w+EuYR4WcT^
zIDqv|8mM?a;`0S^P0z@AMRkqru`Oagi@&zy&alZ5FC6*Dbo8v0PO|sjFig`UII0*u
zbbkq@E^46etd$1HKe;(Z0B;ch)5AKz6=~ZH;M#uK$eVTMCHFyXSiGK72@xyrpoh*<
zacjg6vaBcbDu*A}L&o5cEYuL$9fknu{o+}R-GQD6;0QCkg=1%8B$~Y9T>&B$tOL0k
zkiH%PqamvmgmSPKs>(kK<D)3?el3*lby$w4tjowiqTVy=#Uj3j7_&V1gw#44W!}ai
zvq-#beVVc^<qsD~@Sd^p_QSE=T~uf0A;I9{o~tp^{7w0V*H?<|+->?)>|LnwnPD)$
z?0bfcSb*G+`|L!GMs?K8;2F65Gvr@kVG#oj6UBG$0E!K4{qtp#>GZ>Y>{@Z1J$1*y
z7kBIYz(-EDOg#StHe#`b2hhGR{Rs#B3Iq9%#Xl9%6h^pTPh%DXCjG9%&2h;560tR%
z`E!wns@^W19s=zm7JYc~?K;5L9w@C0*KZxn+O@Vsa|HGK%j0Np;s<eeR`Dz&s&@O_
zH5rb&;r<TA3NQdZ2>-j6z3_y={MZR-`MuLQC+j!;wy@Ct{{y=Ae^hz@fG197PPYF-
z*Zxo7`TsJy#zxCP!1!Ot)qkifGg{XFoc#yQ`kzSH|2q5sj;{Up@bUkT=-PkXC;k7;
zjx+0j9>;%2*Vz8M5%7PbYi$3EZ~K3Tu8qfDjXAjaihlPMI_U%C!-K&919``@_`?Un
zJ$o_|xWh>BoxS3=i<rd^OEn~pvlB;?cAa0)(IwQ2n}{6kmhf-=uvxk^&dmIjWOe&A
zW=*HAZ|?Hj{d#=nM(hs!{{HB<`n5N1`hDL%M)j`DE;Jroq@42Z+}%xyzcuBgzt{()
zX9tQmu4BWhGqPKo-%%Bsk59`wv`tC-NXPwebdCN$=vpt-K|m&Q-pH&PQPs$l&}}XL
zE#n=WBXVOSnz%#VXY{G{qSEX@zphS%CZ#6&f5<fngd+4lRvh1qYipq7l^LYH$#^PO
zY}!A&AY0GQ-^ZyS-tA%2Tf97L?%YnsW2Sg~484zcE4ERm(s2IPvUDnSYS*qgzwVh&
z%&pqt9t{(3_HB~q_6fjyS22UKcym87mFdvBXAo!V>|%LutGQ&%)WmI&e&($Y(s||P
zD?kxd&j1AtTRXlV9v^A7b|=_D#a~aX-|ueGkl?>Py*`I`>4WCw3+9HHUw}XBPu$3N
zv!}DWi*7`IqvW7|@$b@dbX|k|$bZIq!)AGQL2@~}<>mGRzg+7*joaSz^a=O}U*82Y
zy7stvL?nP3s`Vq|I&k)PejXNYOZ`628DdCInHwwS#%Afp4kLyB;a2=!mH4p=(gVsM
zPB6iDoXrDD{QvIll3F0l`fsSUz!PcTl=-MA$cCig+6BhnJCs2~S+u6yh8?QbVZ{VM
z4#Uvl)1Y11S-NEDSg0ZNbVPqmy&_6>qZTogFaJNwdc1q3ab-Lf#>O}nVW$w6gjB5n
zWZqE<(10-S63b9F@9rR0m3<Xb3dV5?)>3A8$^JDe`?vJQ_&rVYo~Ac6NUQ+wGqYkA
zx7%<J+m&OlHiSxB(+gvN5)SlcGQ4h7uxIiR3R}EU_4+})Dd_|o3_MSEG@D2FuT1k;
z+nlZN$Kmbq12<-;obXd@fvsK=Xox<&Q9bV<ad;X8a%F}HvIZ*wY^L2X#C)IkbS>uY
zT*EZE=IQ!qR}FaGND{j%;6ec6q6)l<kkFC5ji=MslV;NtX-#`5s2v!ld-_Rg_q7Hx
zQ;_<bbgPC!92?P3u)Yi4ulhIc`?+*161J}ixpV{wE;#B0CYhn^eMxcYdh|k81?o)S
zSUK2S)n<Y=IkmzDgSu-&#X+_AKNDd3B+0!OGe4Xns2kGkto|abX-hnG!mb**-#fDO
z!O#rq6grdezzPACP8rPBk1!lQe-edS0)AI;!osr+9U_^XJSb{;DPEh+v?<WyBCkh=
z`Ei~R<gTNeW}DT3@mv~|L<bMwXM(_UABnd)!5Z!%<N-Ky1?c)kg)a*BQgdSuvVPGD
zPNOSq9u10wYue*GJ>mV_C`;h@KD>TC9?Duj`M8s)=^Uc~-__#CpJpBi^A%o8m%X`1
z@z3Q1PXW!QUD%%|>l0mwp8ud!9!>^Ju@B{v?K+7s$)AJe<Yv(g`2W)KHm0!{Ocp(`
zGr;#d$L7Jc!OJm0%5)dNNjiey+|7QZD}LI8*yNjGe#<BbS#8En-@J_aiH{93M=QL%
zz`s4b-rd$N=Kcb$)@_0hZMXimeZv~SwE95vX8}=rd;MZ2LF)K>LG$~8<${ucsqp+9
z_uBb&eCKz;GoTL7P+O<Z8m0M_LmYU*u{<#mhbz9M5RR*qVLnK*Dh~5eqlY-hyZasT
z-0ROhvy?vxvig2!PhLHZQLT_BJgMFq>fa$mq?g;rY4TA(fxPRwCnhUEI`1na#yXLf
zDaT(+?Ufk`y5Q93YiqziEz||>?X%zGiN4|$P6uPApud6qDps#$IS5b5;;TxJ*bwQ_
zJivNNW(04X&6vs@4g!A!@wv<65ZZ>&oCMy*<Z9|mJbbE8zdJA=gDijpYO7(<;Yt0<
z>4wBXa+W$OYM$_ts!)pDYc07(?<LDh-yN8LJw(;;cgBVaJk<wM)ad~3f(>W#Ujj}>
zA}|0IUn|!1IlyIU)U1DrNaF7AS8(<L1Ls3n*+d1=YElF8dxm9YL`M^A-w!K-%hdQH
z(yRv>Z!0-e9rqIOQpAZvK!}F3Mk^pk5{@<&@Zhawmo?0$Y)H-2sLe0gaI|@8Q>_ej
z72KP(AY?!h;B1cJ&0Z{j)dQ-{uUIiOM>t<t{%9aDnYHG{$5sT~Wt%Uz=iZ2<Q9lfO
zoqWp&4#kmLqf3G68za&|6zG)ow9)V4A-h27OVGw^3qAsvj#(gY2S`6JUcjdI7(%)Z
zO=f%l5J+!qyl_l_!*vncPX<&A#Ixhvt-kkp+V_OGhOGfKw~bxNIe3<?BC5#TJ`bEh
ze^!JS5-42|9Tav-_9!D4i==LV9v+A7FdNc%DAdOz=dbZ@Yh-B+NF!3I;bWCojtLjE
zj*SH&B*s-WA!1oE4e+Ws^PMN&NSlbcc{@RRw7W&7RR_;2h5|isgTfU%Fguw+2={{<
z_D_6aVOALY@*%?b9e|#@ovS71vyF`$DIOA*mi3!ke#LNOy2^<u42Gv$8!quPaux_%
zjS16w<P-D=p@4x%lh)-*u2C|bE4Vu#!wmSgCxCcoOG(WFX+%vDs|+weqzF0$tZ*qJ
zRD?+6Y0&9CYc4rim48;a8css_pXEg^r$HA>${d2Xt04?{%N&s<?7nGw6m`iSgClxP
zQuf}d#Lo$ipooB1h2fToU0_PQLt&D-TMlTEu6p<u895f?Iof#vaO1ziBN|Yfk$o<<
z=}iq_1KxT8yw!&TumatW3wMam1;QgOLNuCSGJ@`_26wn4-xA<}_d~y53AN`p18oRK
z521j(&fX(+2dqMdi^4&?B{>H4RMAs9t`VMXoc~<q1G>WyWSUYMQ-g8v3}ep)*&^9o
z?ckt#TAD+shvde19A&|!qyItU0_bRNMHd}J`aZ7YsK;9dCE_H18ZxzD^jfTi<Vb34
z<=XnFiv?Fzkg-Sb!|IrHX-BUoDN$cY$quP&o9PdP<9Lc}guTc{b6!%wyh#v6RuN>~
zhf5HnBEC{k0X-E4#SRSYgYOu&AP2?Hx$MTWm~PLlZYC`EjbWVy2!n{`{rJFL@rJ!4
zw8mprX}~g*V@?h|w!rR|K<X1ymbVt|eVyRK5--{lMfIP(U!=Zjhp-2~le4T9^_T7I
zEW*jLy%vRlcUhdEm^T{JQ=Gj=2M5;(u_?>G9?_E#2N)T;3U;}>0S3eveZvQ4z%r(C
z#GOWv>j6`XI%=9sh$d$@`umljuT;=c?rBe{M4W&Vk)qTjZA9Mg8BXwtaxavjJ;@H)
z3N-_xyOV6^O`f`oTqntZ)r~8fCO0?|(I%=}K410QpEf@dpbteSJNT!YBzO#;0IzXr
zz@zc}c({tAe~^fKCbjr2s)@Os9z=>1_@P@oMhdsG4*^lWVjb=?6zR*mrfDgz(vOA4
zB(s#c;jq37Dggh&+h4vUJA|E0ZQ=U%U2_bGt<`?n811?35z!{UiRp@i|CH0D(W`b{
zYU39wfN<kCSJ12u$T`fn+oiG?sA=47zT-}LruN0t%+SwXMWZr1C%aj14IgXefGafB
zI*H=dP!pP~sCszyI6`o2pXzQeC75gJ&+w#&eb~Me@K%BQytVp}bv%YQ@~FVdZ9yAq
zYmvORcy$;wUPV;|kPYIc3|fu-`gl(QmR6JCG3G5c>jJooOTZhEd^at+u6-#DArM?n
zXC1kME^-hz)4p2CP}N%w3$v82Dfxs<IVWPXE6tYrmAqpt_mm9XT(6LURe*11ICk@4
zr@<+f56EXkseN*Ik(ggtxJfC4vp7UFu5-(8a9Na0QEmFz61>+4d!NuXb+{N*^QOvX
z8QpH!=I}^0+g3K{34)4yEs9+NLkR)*9-83erL}W53RhnL9j@+ni2b-x?K&w0IQX*0
zdG@ZLJNnjMvX)=WB55&b+=gSTxsDuH&y4@!88}zZoxyPMYG$|ADrb)eZW?FLr75h7
zH}l=ZtW*bK?5(o><e#N(tcQlutJW-Cr5bxO=76X!D&~2jx%BL^0ZsDk?T+^)u;=JT
zY~WewIUTp$4ad3Tvl3o_U~C*+KOqpS1wU~R-(p|7+;+A!1jRn?b`!CdCgIvb?4KK*
zfX}Kz=o>zc0=br<5A~z7!1TNp=d!}dJz{Sr+Rz(U=f;20oKI(RQ|;|%j*j;928)w=
zpUUENN1lOsVLRX*Y%LY|?udK3zUhHUtcm?SPp#3aUBR~%=fJ@PP%e$rk5)^D`6cPW
zk5)Hyi$1&8FRWMf4Fyy1pXHo?+JHcfcn;GM)Eo=s2GNzyFa(eQS(jvb;44un7=k|H
z=U8@TH$A{W{62o`?0xGK5zx;kJnSKzJAp!H>}7K+Z>fJJ3Y^-|f9>&-emlkm4_uS}
z0~d$~1$dn?PLr4`Ft=Pd=U{0$bL5*DBAjt^LLB%^uzwlyXeD=7XRca=Q3aSj(75a;
z**@+kJTxpEgfVq!Sh~Y&9XU_f8f#ulC%}a#k$cY1c)+kzYgeKk63DR9JUz|NT|{Na
zbnjMb3Gm<aY?s8_^I|y0enb<{JKNn8dj-v~SX_i8IQz$~dff7x?7wPYam}J4MSfkv
zBhnB1K%b&X@Um~Vz1WyKhS;87Rb2ddD%kd+O(t9XDK|lff@u*eRNLO38J5=-ui%ug
zpwPlT@Sse1G+}lIq-Oo{YbhWvi~enc@hk+_h_^-(bOH>lRJ0(kZ}aU7B!_NiHxT74
zmI1g=iu%ox`%#UyTqJ(o)T{hWvZWZOWWVrr)3hJXCf8B6ctW`$mOIOx->BNSPvgqa
z^zoidP4;bC!|fr)OH`QJ96Hrdb*rlUu*0>>P8fxGrq~xbT}JM%G{KwwcB|3r3<^W;
z?O|83;hG$-5u^xmGgA<_MjI`F+-VdndwC!Ix|75E(542nTEScx+^riHZ&+FS3L~Cs
zHbdU=_D7(|v5&&Ylpwfej|>nY$svQU6-!ME_k7M`2yk~|i{h_5^(|R!ZT42gw<N2y
z1(msMat<~d;2viOgiYyTO^Y;U*h9UIrr@%i+J;)s``$0E6DAozpnW<4V5<npF&4Q%
z;{oK7zV;Ike>jc(=CkLV8O=hx(F<Wk0C2@D*Nv<|N(Wa^n80_$!2tF*CjqhGnSCH+
z$7OPt-k;>!twqJZXj17V7AqP4W-Nd<@f@#huF}Yu=g@$eKesAb0xHUO@_h{B!nz|h
z(q)Z1N>bYbx)-UI#Wch3#Zlx8=*GZst>Jo=xJF)C@`Rv;D4N8OSbRpCMj`7BnNM$v
zrV|OfuPtq_#3@?nJ*yg8L>Z88bRk@khy2N=RVIP+p(57~I=G}jZNX8atn7&?`n-t1
zc}Pc9SBT8goJXt98KcA3R+MmYJo4ZzE1*?3%ut1_?M2q?A9UnNXiwz1t*D=9mMVJ;
z9oZ^!ESF5LA*$R02}pK$jEF^8c$r&q+g<gvNq-SQk4tE;{N8T~lSsOcvH-qqfWmMT
zmd~ob0yH>n155+tU#}tV%8Xeu;DgsFj0#h7RxLhTdUXuZCX9h5o{+8kmSxJRl7iGF
z*n)l97eLO4hv~Lx(*%4Y!v6#NBY{sB<m-v0{Jftd^ce|{ZtW@CEa~z3HFP7Rcc!|@
zOpEp0Zo9rcWgqvv8Q%M@!sgqy3sxh=<G+Wb)ZdAUzVLwSa8X|PN{9MLR6g@z+mB>z
ztEKa7{LN<BXXv0h8}q!m=V`f|lXK~~`Ow0JM22(kb@dh0o&BUcK$C*Ljg7fqWr*~J
z6u3m=o<z{Cc?a{T$sa?~<3>AEJ0}n9(}Pf+@0*d@SGF?=`^+~aKRK?Uph6ez4R&fM
z!=x6lXxs$CZ*)dOov|K08tI)#&r0}9F6pu8%pO}wCH!~X#4oE&uYi$B<L^F;tCF)G
zyx{q)BNe?lBqCIr)n2_{2o&7k`HnqYn|6?B4P@DsmlVtkIT|F)f-ZY}A*rmKMkT3h
zXEddTOdX0uWshb<3!~$vGzc_Y&EISRB2E1;YBCdqZNs)B$Qac}MtBV0C5<9Txj9)<
z!Id@Dmv~zb!+dL-_eWIMkHL080v>i8OcyqmD%M}BH6^m*wX75mGd0zkLh<;p399l6
zzaIbHj5Z=`^I-j<b!+Fi2PNh;a`GZ%@@LK>ZP+aL6U~Q+m3fiv?&#2Z8Aj$JrOBn#
ztr@c!XNnWlCt`D>7Ra^bsd6J_6YQHEvzZ0t_2ACRW(Ij}!M3oDJeLhA?A=qP5GWl*
z)X)X~-2D5*Q)407sw7V@Es_X`0}nk88<zE>A4sgW$ogtrm%x!n(`Pdt3;_r~@jiJo
z9*#!Bc!(5fTd28c!!H?T9226x^Js80SZGr*SCsgse@NO@mv^w$&`AOyeMFdR<FZl*
zJ`J8FVw&XWqH1<ZEJ&+jBL|~W!k8HLcc2Q|wqJPw3`gl5QpR$Ah;4=ohhf?G_gLgB
zTR)JY)JJO0rx_C<<7b_&?Y92CFQ~1=uvaD<ujZi6{l6rA`@0_Wj@wbWS7}A%8txn|
zm1Sru1U6(a+r~ZaLKX|_#_U9;!{JnNsEZc5&KN%D49uzn-FjmkeWeQzzMvdfV2BF@
z7i_upBlD}}VMfixqHoX8j1ByYCAyJ>Jwq5wFuy>I>&11j?7s~85(Qh?-0_$Q<&*%w
zq`ph~FdF1P-)($aAB`W1&4CeEerb7_DE_I4d9>w&KqC~23az8>6?|@m1s_W|{5kw=
zu{7wY@Mo$up>ihUj0mPBv4kaGP}vp;2%A-**#5H*!SKI)V+GEPj|KkO92%U~eFTnm
z7l+#p6OTbn4*+D$sTiHy^}kg)`1(=y8hPgu;IIL=<Etb~7sC5j3v=C$2!{6qh@=Qx
z9Pn;W?v+*MmNR0=C3N0M*zww-szJdn`}M!fwkjN(0vx7sxYt`75ya=$pbrD-Y~J$&
zN{gFO%>3hwbrRVd$-?lbzWP=Wp1wAm`nZ_oqv9g`&?t<J2kE&kj+gSmbE;M+>^^j!
z5QpgZ+6$Zu<lZ%1C6hv5&kdm=ZxC<q{c@~Rep0|w8>MKQs{x@HF<~4RNH$LJQhn#J
zZ}P<4@@^aZUxPUkxMxo|OJ@-XX!;`ld|a^P4Ury%=*vVckaI~m<Ap>}haA5}uH+RT
zt0SUKmIzf9QyqFe$lY<Qf1>OoFeVHZ?>Z^7DbgV<FNKxBLfyZ1Bk=ncp-D<cddLpE
zYA%9|`q69cPOaV(jRrVfFzWDQXNWyt;_<E{g%{`(+?YtZ$L$)-Ss;V0^TTx^@8X0J
zJ7F~wl)u2}BF$Hz6xQ=Vi$UFUAGG%~!CN#<gDE!c7h*9R%M$Mpc@ZXTlzBpUkN70t
zXvu)o3KJ&nvE2i{Nc0e34F_^Q9UaBKmAq9_Rz~$b!f6xF3zW%nkgJ$;!(&k}Z1Kn{
zgsS>y<7kx(`gxN+JoNVWmI_M$GrqIA7+{8siq4-zLYq}sk<`Gkh_&bEtmtYyD4Ai`
zAKa!%KfUEeu{Uc`Q^UjcRN{P-7xKE@06D7&Hiw?);^tbK)O4E7wi42Uu~eTmy+G{-
znlDmsia5*3Agq$v5_Vq2Kv61N^XC=`>KA#LLZsK`g7}?-g>M*M^w;-wIpCAWwrP|h
zzqqXHXS?v~d!hX36e@?tjNLq#x{|Ph?|9@)6D_yPh21P&8s|(~rFOX@>JeE@&N-Op
z!j)ITE?OLyw33zRO_W3DU6g)2s*}Fc5f6i1J@;_L2=r-*sfvZO?kM5^W5Ac{rkC$;
z;d5$G+Yro&e&&UB($vT2pfal1{Z7<jt!b6iE|g0l)<&pseGWZbNJ3W+aAXj1N$am-
zW;hutHZ?IT)UV`9k~auq(6~W>EU>Xy<9J!TpO&r#c{1!!yYAkKSIT}>HYTU5T*?l!
z%KA=|4D>n{W8;V>h5V<dKCb%THh0@;3D7(3-eTZkfCmApYh?i9V5R_~e>LdxK>w@n
z%)AZ=4pp{6Rj;VX`5i{7*@<&mq$I;b2wFX*S!7?Rtw!2n7@IA|=)5Z7>t~LiZ<l3E
zJ(_v3lS3qCUv1Xh=UC_TK4ESV<?kWwGXIgjZpCCwT4+Z2EM>3AQq;n?2lP`TnpiOQ
zfqc?!ztm#<JRJMo*O4=#8P4tkv%_S3#T0Q7pbl2Lx7c0};u4@3s+I$7OBu1vurnp)
z{JQ7_1RbTOh?1Vym#%!(lvMQCn-uymy@UQ5dC^_uma|<G<@$2QLXfE3dgymZ;w^8K
zib9N1@Qz};Y8B#iY3KL-E@JgQq8NqOC%E^!*W2sr`K(`n_1d-Z!PN_XYcC+spzZDe
ze5t_w&W>MAc7->X$!}I7;lcs_&*#5wcl?P>|8T{x?gq3bDWu;o>0;f#;rUgkYf57j
z*Ce&5jnOjtGMJGQdxRJ0w{}^^mhoMuOYUoXlq&CXSqAEh6<L3PC!SUwN@}M7n`Ve^
zP>!Jh_a*hzNEz<;>Ejuv!XRRCk(g8vK`*_BaO?;*7(idK!wK9Ja8M;SF61vg{E}|m
zNQC;T8{q>bCLK2oyX_+V`Whg!1gSL7;i4bn`6u(-caTdCyOgxnS$*oY;t@<@pD4u0
z@`M#gJuKZJ^gbD@bEwkh6p<X6x(R1mhD>)#bpW4K3IDDBPC)OI7FPuep!0V^eGiS(
zJo!)caTK2nC02+qF*G$W23URQ^`lDg>e3rj64pl%l{MHtrG~4O;klXUt8i%z1=03>
zhL7GoKUk@PQQ0Wkn|+g&Vg;_xet4A+uIrhzG|$h|XMM;ah%m}aWIF?S%t0k=#b<X(
zm`nA@KdjGXQiL_|I08soLh_$AgIQ7LmG5An9-=eB0_q}fnT#Kste4f7yqRzX0=^=>
zCo-ef4uxlR^;!CAtQQpp{-wp`rB<`^dq!owjN+jbe$NQ8N9u|Wib!RXhr06(ncuR#
zCt0=I`i`~o2J%}`&$57z9FVxvupwJ_JYjIyo{$|&%cAw+C-J`f3^XUy{Z_gltsKHu
z;5Gp}btdM-;F5etF#kpda{S61i&xB+$5}4WPDM*tUSDV<Nj|MM6=nP+f`KDbi})+#
z9lb;vOu@*iMuc^K$}s&$a|7c6$04*0EX>?E>Fs$z46_92FG4VGxs6D4r8sQ;Ulds@
z+4ZL)7#1{&1*jf*p#&VMCB&&B3RYP^vZqp~@!QGPQY1-lLfSZIY74wPlV<zZq;Rn%
z&8Po4iDb*JRU#tRSx}1@RAe*Yi^WYtI(UrPsasta5Li0zvtAq>i7h0Fq)|aBck{&U
zAAZuK*Kr<WXrYiR4gy$kcYMIDwx`?vg`Sy&?<NQLV3g`n2!#7!OAmnYF?OLX2q4*w
zV5;Hq(ja{x(FsrKE#^DPz6&?51Uw&t5CaqRn;{1kPI+iZ&hmECuW!*1RQ>>Im_wy)
zPGRGj3gMZ40wIrVM+C<T&aZ{SJN3=h8ADrZNuf!$Br(On;qS#5-t`=VbPQ)m6brVJ
zz`URoiywrvr)oPLjUKE`#EH@%%~kfNPYB!*hhqt!0Z!j*p1Z#xNw11ko*)TsceLKz
zb78`SXyb)PjS%lp=A)+PGr$-Rj3GT93m<mCla?MYhw52f<WZ{W+DXG9+V~Yn54|vN
zR_V+NMp1O5PyVPVHzM>bh)vK;CLGxd!TT2I25~l~{5){+jwo#+@l1u_)Hd3m^+uS?
zU%Ti-3QXgxB{*&w2(`t?H(k22HFnFdL>9K-z65wVL1-EFhwfm0PG_$34oY?}g23HT
zmRt`2zgiFxfw+quieGfbSNqkFjllJ0dDyu~*wzhJbJ)a1XMFS41<xl_HZaJgr{toE
z%cSe{Kc$)mdRtGoC}Mi#e9f=p#f)r$ZUV((7Bw|D<`6RvDLK4D!N-dH!7KtFP0<~2
zchS>Kx@}>jblabKoS@ph*KC~Dod{ZfH!;)HzAOBde^5ty1p50$asto`t!+ir?s@(i
zk<p{tFa2avCQAtVO2v^>4CH_E^niluT}IU1PdF=Nhf<WCJh}(<O@`_zd+{&;T>nZk
zBFGy`l{$kg&Du1DgtM#(#QZn4LyWjbal~b5;zEIy{ZG|DOerAQz)_jCi$~2!eg7Cu
zTxVpA3TI*et**ip6K;IxXcm`x{5t3p#G_ij4))^!=QJh!b^UWoCpnFAWownK@U-%R
z^|jrjZdxL2UVjtx^}hF^+0(nq9ZVI>$AVdyH=rWozPh1w5Kax~^XUF$sng0h>ra3?
zl45yLXc;AC`pYbjMvsh5ae+{*d@AqJ;DQ56x~=%5^RauT|5Y&QcsjuJz|BiclmaC?
zQ96DXjV%rHhXk3xf<>+jutr-t(PnnTa5q<{Q$lblW$>pGyVxkOd}XvK*Be_}i>Q=3
zZQSm&cz^x@F^Onj$Ym|$KXl5~K#!r9Gl}}$LzQLX6i+x_zHj^vURCOuCF}I^oE6yP
zK>*Cl3q#BNOT`?4$KPkWoZ-`zo;CLr6drC?8rw5TL3f21e=jJQi<781XKfJ;k?X?2
zkZ_8rV|*HwJdwYB^%kjPX{7gm@OF+tqC|^&9ox2f#<p?BbH=u9+qP}nwr$(Cc{2CC
z+~lQlE0rHN`Pr!IuH99;tM~ePeXLrX{VLo>5KqhEeC63xkM-y0^n;mNMGYX}D@$hG
zq@NzRC?C2d);&ClFHVz5#yz+|p38}~FhzhofGn&9S^~c7;jGyJsr7CC03>b;B>dDk
z6K`&5=Lnn-xzd%)J^la)g{!?-T*@95VRq=3+&d3QK#OnLbYlE$fcJ9>Dy3iU_lgMs
z8pI;bea=4(@>#7lC4ZWDy72OXOhU}SLeKJO=BEQ)H0n%rWkodwNBVqmlIe{@G6S%S
zc6;bx!90(ADHw1o4@24ZhbiEqs0=<vd5s=D@kJ5iDW<bFgAd7~b`m;qQ(mrw7zvD0
z9~!n$M?zozPUO%Ev2~b{lB78fbR=qLBl(r`dLSsKLErgq*?|k-Ivd@mSKk|DSJyHD
z(00Srf33}VEc&^PUy`@*L~O_#CN*&#YBvZDI=uPVedUPz--m0whhD`&PRu5fWh(c#
zxOwpR$9v#|TR;LoIuT!*q<$Ifi4<|&x%S5o*3_+A$_a>Ho(WIPnBu0)bUtd^7%nEy
z%e6FiGAgH0{S^O7xJG7X#l}X%Z>3JFr#=PnEQ`9`Yn`p6)`RN2LLXW+)|+;1as@>y
z&(DhwmWj4?bVqs2h9Ia%PMC+ldb!5ehNKprB4mcOibFM1zh;|~wvu2>o%Ev~_DYBA
zXETcw&NnK-VqckZD%?$FrA9Hb;nAuP8)H4x`WRMnE1OIH#zG!Le*ClUp^sPjH$u!y
zOKd*cR&RsCZ3oiA8kUpiG%YyJ%yacjh<g#rjSzL`F-e=p>-2QkOM6hMAS|b*ob4u)
z4T5p=L`ITO1BmOigd8SFTGBq%V6*j;NZmiN$r8`U%TaO{X?~H$kJZdwe#T7_U=Qyc
zBp%lvyw@i}hJdWRS~otu6pOZ-P%cS;mm@Xtuz0;5TRp^1gCaRk4_BiZ8%pEEZA%1h
zC&+D5)i$@E+be8rh+rkn`QD?O9vep_nk<3G8h%==&A-}ESR$hq_l&!eYagHo@~t!P
z3`^c^@F0){ySdPNU_QsBm#~>G9q`5XVqrfgq!*PIP_{2?7SIV|)8Wq#5GUmDL3nu2
z%FG^jQzrXy4NtE9L4A$fURgL-a0Jq~I+be{req%TVq9J6D{F(KKM;~X>JyKLdVH%h
zW<+9}^(D@>{tYi{FPv|Xf^-hC&OgY=Y6`wUbV>d)M0EOe$5sgB;w3*tv`R~3TbM@8
z;?E1R3L1}qyUUtNfJIMswQ@3&IMZfaK^>=vKV%z_Y!(C#=|yA>CF8M5hmXQ84ldKF
zB>%bEOIfpDKYDgnKP@VQd25%akO9ymcIpUeCw93=GM%;x3D`sJsxI`M;h013+U_qc
z_Q<RrXz-Y*$E#K&Jy25o+1yY5BuAV#8yZ-RJmTha`V`2hgT<J)C8za)?>0%Hzn{-g
zV0G>kD27x>Z+V4U?a|!i(pV?uFFRCt=&?-nm{i8>aqN^k_wwVaxaY}O<y|ot5^B+<
z(8D>htyOd1MS2UsjcyFTz=<}Q;JmUW=>_M+kp}u?gd0H}%!B(K!CrzB4fE;*Hv)CP
z(>!1YnDHmXpcaBWgt!mpTo!(Oh4rZA$To0O`VRMT{f!{*Nw_Np{G?#zjslEZ&#?4B
zz{)KmoG1D>9=dkxP2+)_Ng$ga&ylMtrbRgPtPn0dG``m;#f|QV;k@MiS}+tkd}j~o
zO-)IcFgFA#PRW-<P{fo@-o1jPG`6=&DL*-*VMuZSeP(_;g=QbjlDn)o(HN;G*R&Ps
zQ>olvpGt4K6S;+u(4!6fY3M{M>_6$CC5oHBPT2!wp~R<BC^@Yb3&B@D#O5xRgFy2f
zTM?6wvnhOG!P_P5+KIbt5#Ub-{PDK0r@JOSrYc$|J-pg08@4ULJ}pDA?Q}9wa(~~=
z8?cLHvxXBlqbq2)QzUR*|EvRLoAYDcZY1iRBv}HmKj+uWHA(3iw$`cRpL-lT(z09W
z6$jn21EElzliL@XQExj;giwP;$NMEloWI`~hMRG}`@-cFIpjSM_=u{OM7kq3PF@mU
zj0|zJ=8s=rpznJvEMt!q2j<&w=RvEnQ!7Q!2l2WB3Rd8EI>e&eCH?YjFK<YvAL!y)
zEEhs-p6h`+uxnwtHk-RS9B&S>u)~-XF1~+i0z4taT$!z$o;01WB=3wdr|zr#tUNpb
zgvyHRGIIDM_#QXo-S(5&#u-M{S>)hWuLV&REk|JPG&A_T--E~qm}-)_=NW2V5Q?#L
zxXdFTvHl(Zyf~rnaY`yE{4VqxTCS{Kpu(X#EgNN-`HZPJh1bx!8X+Wo*et)Jf_QOy
z`I>)gZS?#A)58k!`dt4B2Pa{i$Y4XY3(CWDvV*nS%|snS6YN|Owh4KUT?#a3l6cyO
zgG<gCjt&8)-hq8xW*0Ch;1Yx*_jbjIoWvJdy`QcQd5?g*WI*^~&KM{eo;M%UhzupP
zXi0M&_a24;nO*P!DvSV``F92ssUmmdGn7VNKL=apSu!>%@FiZY757FZ{p;woH0c{o
zeZ436mIk<ZH(HQK=x#svr5uxFRt9Fvy7e`JHfud|&Hm-)0G3Nl%ABRMilO@+k%tu7
z)$mqzY&xC81OD+_{?9*pRy6y%r;e>y1iT_*QtnSuE5>uYhNVS;_#<#&n_wu8p~<(=
zD-<mZ#knS(sS!}rbVioKgZ{GRO=i@UZ2D6PL<p8;`*B6Uq9V-V{P1@0+n~jo1#kpr
z?Ya0MTh;mCowAO%rDX7f(gc$?pf1DlGmoX<LNjGdsdnXNOY-izT*xx6SnT?)r*Z>N
z^tWUNmPdzomkYDCe_?r9O{W%icEMjOqXWDr>FQz<T&P&n)bUO%wxRIGCU4_|zPq`b
z5o1*K*rSTG!J5S^eU^^wsENaPZrxmp98F6Y<FTx2kIK?l=l*8XC7sQe;eh=ewlW-T
z(QolBN@OFF(Cz}>^CnNel97-jx-j8Fc;R?J?pgU-d}UFtOnny=lJSfhl6?U!MmH#7
zyYn|q`;m|ks;*(U_CiCEX!*o~Ie!?#s!rb4Z^+^+Bxl$IF;C<aD3oqer!G<BbV0A|
zC)WIlR=8F0HaSy0t9kTo4e6(n7lDeGBPjU`3>|-0^}h#6|08_(-yMiQWz6*dGfDc-
zmgawBlJwu38vR#F#s7l@k@df}7ytW`r2moV{Qn?9{Kw<?Uy`K%)#>=pB<X*~P5-Zw
zq*{_TBpmkLCpD#fvzp!by}AF0l0v`MIs@~<JQI`^f}-I8H}JmRaQTn@HdI2Z2p2CO
zi7m;KOJYpGG~|920m1zAdYd?V89GgPhz?44zJ8p7oW^k}@#)O@K6uoLVBhQU`Mi28
zLHB;&@Hv<g#VBqK+Ms!m$?P^eN<)Cce_J(^;~bNkjY4~|={BFBr(xbE!Z?X(bouJV
z^Frrg4Yotx1v||OF6Mw<<|jsjP$1ed(t`ns7NDOLb5PIl&GU5;m$N>Y%(<5(z4HrE
z5wy~kF;cHGn%8xy3`f~M_3<9==Q<VgH^aum3Fxreyv~pd7KfL0!&S9yvXN(^Ig;=_
zfC)SX@iGzha0UKkB@hn^jS&{K1m*19fq5R_D9!~hqf=+HAc-}1l{_97vH+h@xUG-M
z-Ryzaa7q68Plgu0XA5!|YWU(&+LUb91(U{W|F#C{PL>Z1`hYS>t0s{yn~93LbGZ)!
z>nf1z>(%OQVTA1~N{G$dle*`-p9B5%;VYwe28q|ZaHi(AV6Q{1XM(LWySnS};_Sm8
ze*JN1ANK4a&EaU*MQkTe;9HvyTIhNS`m+yF0>x}`Wk#?#SX-=s*9%UPRAF_oL%N_z
z;QE&HO#XV?t?e|JBxj*DF@py)BsP0O%d?O6?Z)Tp?&K)PhnpD67M;x&og&Ddd@l`X
zPekrk0!@zJIe?v;6e`!9mi<q%5{eXB5H;kg!qeBtPENrJc<V3dE>ZtF=#EETL919P
zFsiDq;uY=iYB3=?-tt6oluVURY1QPQpNVru?l9*#93TUwkY)>JvS6;`lynvI6`n@<
z`&KL`$X^8#*0^TQ>~dmbVG>cD0lS=;a!8oI<*Yi9Pp~EU4HlG-IS@LH6m||%=}A1?
zQkD|~2pK@8SVUIYf+v(%X5h25aQzJP2;%f*0mrX6s{+Q3KFY}=!q)}Ns;RStR!)Qh
zT)UzV&2+0F4Q9qc&>oon_sm}4;cYbm5R7~V@~4@M?<2!?#ZkPUnuqjDL1!!wbq<?g
zqv7!iqXGh~m}lID@cZX$fP76$6q~esUj@r(3Qje|sv|;oEUXIRtP^}sa5iPhjSNnA
zG_Sp2mtqw{x-J2>$pB}|1>CeNZwM9MZbwpa*>jczptQ|oIa0@Kfz5F2?Y(Yf!uxcj
zpSheRN)}IVG-REKp&(MBsMW?k#IZ+>D<HP;qZ)rv#UHkADa3%+aQf(dzD~liQ1%t<
zp^u0AyfzcN<s1THbqLdqHr!p8KXxn_oYq$qLrXxOmO}wgF3jk888QV`04$*}Z;$U?
znoOwARJ*C}7rQX6w}L7MBsiPKzw3rwZ?CD@UKUkI^!~c0|6U8TMQT)maU`O*1t7la
z#~~-0v*`QkQVxW}-;dwa;|(0Qc5w7*xI49@ZZwc@A1}{iUk2FmNAnDE_{{@dpazj-
z1R&_y+6<JH4Qd+ttm!cq+iI2_lv1IT-H&LKsxaU3Hg}-XYZQXmG8tnK4N5@*5Q(53
zDC0uid+yHMUnVI;n0QF9*$?3rf{cqG0c2>O7wffH6N{D8qW2s9_#O4t<>utnZ!z1?
z@9BK|)rB2x))8ijq<ydAVg<wuq?Iyy2ls2{kqSr*L!LQ^Nr0)O@21<NfRh<G0d=wd
z*LJYd3<r82Qw5CFmkU`G-M%J7ZOZsGA`%TM@B_?M<gzyGaWoeX1eEz1M(tuK8bG@}
zt*{e8V_%Po6B;0H^m*W*MOYV*ksvAH**z!sDpt)+-?L0I;642&Rl)V`W$Oyylt(K2
zup6!~i$D!e&Y=^D`$!Qj?HTUAv+#i}iBnuV2bGgu!veShdf25|Swu!Z3y)LWlcDl?
z{!konS;S<lURgwOyQjptJ{Y;_dHz_~&rac&-bIlO$0-RdDSByUCk9nSiF2Yj9$Ke4
zyssG<t;t;|aji(@@XYqnac&x?xlD%cP?tCbbY#Q8LRv5?>z{*in(6JP7S(T%Wf7HN
z4f5#H+c+*nFtlBXz*!K!o|~q&HN~$8VVins5zyu#ZU_g+=xK5dNa!u1`?}jdSE8}8
zliVyWp((yCD5SyKWRGte-NZ<4GCi9qA)%3vF(#!^_hgT45L1MoRAYu+t4th%!Of+N
zs8j#Lh!%FKhZ%9a`u8WwjM5z&IHX%O`W7zr+~_G{QU6K=CnBRViGUbijZx7?s=)yA
zJ!dJR;8ezSw~&BpmFvx|Hn+cO#|Eqp|7$b-_MN$-6$ij15_<cpjO99pGDCznG)m-i
zrOpN<7;w8>B4&7>uUgd>47>euQ4VC(kC&Kg?c@6V;2ZB1W^$vKA=S;|(=K(({E}0X
zm+<mjPZraxHh|#jIQ_i<7<QLodpY?vq>eRJu}UOzev_zC*GlPYA-rm@<HGJoghSzE
zV9FX{7^EKXm-}Z8#vae}_1dLgt;8v2Cjrmi;<KoRx5xd!Xdz=Vp@TG(P!XBrfH`4q
zU}7i=1RknB?2r7&xf877DDwzJ&#p|rV}YaqddtJ}r>-b+dgmW%&kmaz?N<9X#JJ5i
zmH90sD79r*v9JVoZD+*s6swfmBW{JSc3$%7GmnroWdZ3pEl^b!Rp4p`1?MDBZD%Fj
z_1si9&oyzqd$ScuA64fjLqD#NMt@9yN`T2Hn!Tm4jr42MBr5YQ#$W(B0T3?+Veit`
zKoY@x?Tv6~GZYbHDq4zPXGBW?D2HrBPl}p{@^%`YT(Esw+>TtsEt`<{dFO^X>T%cM
zs0hnb6{|(?_6F_&h-b%@x8a@CH}*<_>HAGND|Kgb(6Gi@rgDLn)Suv9Ow;DRB`rUN
z%Q9?{fyMzX^i=Jw1|2TSG^2=Q7F0sMWY&W|5sTVh-nZ-a7sG@4xW7JH5`>*Nl$b}v
zC7!xDyuE|Ld)VI<-K0jyju?>iB4MK#u8~2<j?$sT9PuOfZ3lEoGFjmvgm!3yf$y3q
zD+%wK<|@Ykn}u6`j6}eYA6R-BgXtICQxE*WnylvO!Tzvt_<IW=H2uW}I20Chbtp9c
zsG!qWwAHEoRNDhsl@>%~WpRx33BOK{U0LKsne>8xHlyu|K)_JR?u>o$l9J%k)ZATy
z`8pT##ww;URLXx5qeMOwmrn-YpHz(dn$^())Ws+!#TA}PK7QEOC+LGpv5O%kYcuaG
zTDK|rlLp(GLMEr2D?)W6pnSypesJiJ*zlFy+^|@ySFZ)V;?h3JY?eeOAh813$-~^Y
zNklC-#hp&RzQ<d6Vb7C#)Rx1nOb%`i<n79$fk4ZU1EA9Kk#?vMWtJf~5M{P_JWbRg
znB;$8(39LvaSg~;?p=cDgxN^zNy9odsVyL;Fsa5!DYl0gzuH!X-O<~fTJ-nmhRbpe
zWF|QT3Uk_CTKR^#H@*)S)rK7sq=KW@Y}l1n=xnrmbcxl1^~L(E8-jNlzv?^RRFOSB
zBIz63bj2kk?pd@mgs|&~rN_GTs#z=p?7?*Zf?k#vySQ09I@z;?vs~B3d?~QViX|u+
zQj+Nfd`L>#IX5+X(1q7RH^N=u-Suv+$m1>loMom(r)C7wZ2CAG8>vJIO-<=b1uN?L
zz7LGoIb$C?r(;XvR*U}=BuIK$Avb>NU_)XW1;4++RQP-RzR9#$$}x0>zW(yAsaFV6
zm^kEJ9U!w3ENDk=6mfbvytXQ&C3K+U8@k`Qb$8v?h8J1yL`F(zmCeHmM$e>ugz)nD
z_Af{vPY4T$9-G=iOfB@*0>U%to{n9-G=xWZEJ7fUsu!Z3NqpAeP^J)qvx18TL<Smg
z?2VIul;@BWm7BGuc5`Vv_29*B);#NWGPu5JC!VCP#f74U;yb@%G$eXlN0ax(+z=qi
zugyZ1YS`D%wc`>q892#2H<HO*I7x@fm_8UqQ76|E8$V1{sx4sY9B3wa^5VY8j4n<H
zCZw$cT~Uu$AF#>Pek>rS^hyo@CdRD=-Qk~G#5A5nKmuX{tFQ^g3^SznH2y<SQ`SL~
zYS-nMBN**2O^xE9DG)8w8h3KVOdzxeme!xaed&v>JeY(d@(4Eo3oRS2`-<zv1;myK
zl<`womS;QAH{$Cz%w^z35oC#*sxa#c5GQqWne4?GWND=tLfYs>5>$B~zLV)Qr7UYB
zP3^t1W>5R*2-jH0{P3Z@6t9D;D}SS8T^3adX@0*IhvUS=)M-iCCZn#yTtB8(GIL_o
zMRBIy3C{`Fd0b|dC2&iTw77NBFdX)w%(w@v$^-vuG6)6airEMNd^g+1oPpY50u=mN
zM1gQj?Z^SBCXE1|lle^qkxRqznHj#~=w`8<>D8S~c}9o#Nsv<j)1?{PrpCe#8s}*9
zP*3VaOy}8(B+OW%ARu)S`5=GRdf8G6gt_UeAKiT^|85Ca#aSzwC&@gi=GQ`LK(e!S
zOFyM1o|SrBxp}!HU_v^_Gp%L@|98e#xwtl%ol1Hc$5#1g<TH~b`+Mpe7=^?_8yHo+
z3K|%NoyuzFmA7Oo<qHc9$J018<>qtQ42F1`9bfTt%T>1vX1!Mb{%K8?2i;+;bmQcG
zdBay9{wfbT&if8w<!@x9+2h2!3QQTbt3X2y2e)Q<Rs5`d*2D5_T`LQ?)g$%5aW{qk
zp5cdQ!Vu~eN?-u*6(aJ$a&9gBpfU)7BofRW&|Qj})hk*xuZ8~t6{m1Cy|}{9BMOtp
zqqdSet%Fol<gC8r5!&#hu-|4ITh-$iu<!bLaRWdd?6dYt-LF1UjsVo`e@~0yN0|JA
z4zH47#K-pH&L_oPz+oQpQRjbfo{bL-uGUX}EIf+HCEbcchW&io_kb+X!ddY|McWu8
zq>J=~>=<@OKnE<vNp!FfYSRuR3lXUyWMq`dxc!A$K#WLrmi8Dj^E3Mrazlqt+)^qv
zLGMdtrGjzTJf9OBN;z6=0&e->0fS~u-IW-bnGyyzxdYw%dD0aTeMqjLbVpWBN}8`U
zzV*Xz$W$(p)%J3#n)3`g`v;mEEDCKvMnK!jEJr0jw}#fAjAQG&kv{`jMenfon<;Ls
zh=N!>J`rIeuw7+U7*T1+lI~d23Ae=st9H%rbEHkEyo>(C{b_Ylb2Of}RYxF*S)Zc5
zl>a~!N9ROpu1?nJ<M@`!viO(5FGTKE$>28ng<Tqef|fyA!hQdIyNYj{I7n+9;@@p&
znher(EKyzTrY2Q1uml+_?|-FsS=v_);KzVjlD>)7`OD~R+66z4XhN?oqsGYC82zau
zGi9(H0wQ0DCq%7C*p%CH<#8o(aXqEYc840%Es7Vkvh3>%$lmpt<f<9uNf2cwUk(~y
zUMHJEbebQ-AP(lyE+BHUtlPifOu&Q!p~Y-8jzTX$Exm-9XozZ+!@7|ZyfCgsa{)=y
zTp@AWp`=t$^c&Pt57?4}9O2>~D3g9XOTP>`#~fJ{)9`QuA1iZpM7)UG1C!@&=a|o@
zYfdn~l}f`GL(Jxz{QTpuhMedR);v57--b7n`{t*(`zAC6|7+Eie?IXI@Ey8$X@V>C
z_3aFh6TWsfIvtO>w2(=#jcXE<fyWd8O7Uw1FCHZ|{x+D)_t~u=$s&Cwl~^q3;h6ev
zTcF7xIr3@M{!oHGvLc)-z^fIf?Fb2nb>Y4>hwEt+#Mf%Gl;F8I7=wxMf@mW6mSuDO
z#<9d&H|~@N`Jwf%`sZauw5G}+iNJ}~-8i%~?GV*ZcEo|%xJ^zHgKt<=+k)6ga+hkS
zf<_7`xUkuFhC%X;JB_<AVLG9Wr;|Z{*(+Cy>|>Zg5<cMFJ$KT<pTLZ;{#wCk`8-ZR
z^^b%&E641?BT#r)22KO*FR#fO#$dNTJ2%-3&<nx+ay$-Q>?o+P`@Ft5<{*&>RJun;
zEFr8$bcQ!o#b{4fX3-eEdCjub<5;Dosrv2SCy`1N)iqTd68O7Oj^A!mg>34<T={)5
zV2^!*16$sjUi=5Jz}Ef__lo>{G~F|D*6G-q@FE8+Q!ScDd=_F_a}s;$D+;WRX=~35
zss4$V5gyQDt~{)bW#cL2!11W63aKek@xHukF8l!>7W_HR1xl*1#eNPv*PBBr22X%-
z4uC3|copsHAb=#37zIChi<v2ZS}bwzuF0k)N~N5S;yKTEk?Y-A1LAWzj25m<wkW8x
z1KKXB=T)Iuz$J;ZprjSY8NO=ztbtSyR@XNzj*z;sxNMLpNU8GiSOai0bxqK!%BL4a
zqy4ZTqT8tJm?IDwEh31T8{2&1JD`Q+xg^xz@QsjgGj%}ZH*j>p`0A+$-!Kcph~K&*
zqYyr`i2{h;9<O{4oBfIDsr~8cB^XthZKhgtr*-6cD_G7~W(O9Ph{M2M#-rdIvnGw_
z$NaYhOI3M0&Bycg5(}~dD)iX5=2^qp{?Q@?d6*pqfCdMC!-U-szp1X!xvhB)LL(N%
zxT{A=DE7@Hc>r)NQK~7YdGI0x6ZHh4ii8XxI1$}{5oMg=d1Sj*5qgNccm`Tq)C9Ln
zI%!EJVDjwZq(=wSFadXxJL$e9E<|FJDoI)v<5Ofuqo(&k*^mCoK*hxXNq<&HuaC*5
zn9h3wh}GHB8?tqb1`j?HcNYH@IR^!Y|GUB;L<j{KFYG$NBNVk0rkH1AeoglGiJ8kX
z&T`_F+5pSIgT(zR^3X+n-m~K!ORQTp8IK6B7|YpQd4?>`uicx~y#1rlyyj!;**94(
z#Z92C(0Rs*VB<S0-Q3yao6-^8Rk$f|4<?eOk}c3dY)7j|#Ex>F3)Q>LBDIUt8g~{`
zLa#iJ-M0M}j@bAxaCo#FrsX5uyFH;S2P&&F9}K4i$8l*16Fi#i4~8?-yXV`N92)Il
zpTo6%E4a_Ud;3itK8XWECSr6^BF%*_y=VLMG)$?lb&fH19&y#t14Diiw}0E_I(}E;
zaB6lcVs>&y$FCMtB(yECWV|HHw-MXKghcRpF}?^cidpT{#%J;RkeICgi4t469Tes`
z>3sBpjcsJ!b1P!5xtfc{>vHW&Qf=SW)R}cUZM}n0sHr%Oa)PflEQXV34y0!+#@5Fg
z>-_@KJOB`U@^}VS(wEx6ICz$f{j0-i=h+qaFq}UXbQ#k$c5RJjRcwJPn4|)23?{8k
z<C>u5CI63&@)%=>G5x*{|0lDOlmTkAuXD^yNL`7<xV~r;Y2TV=s6<qNn2!~^U$kj)
z+6KG&NEWZY3lj=%_xi`d%c*5gV;ht0FhCfvjsaafW+*t|Ou@jAbciYlbkRlg`{vTK
zfW=3!F$+20S2~PotD&H?-tYLWuO_c=ANLnJdwAZQ0Ylth7iTU65cnU#J)L04w(cLW
z+Tg%o^N}Y}szowAeb9QQ0dziZGYdUA-}2fJ2T0%~rYF77YTzVZapMP!al2pQ2Gc@j
zKTBH)HuMV{E`;WbwxA&T3D*`eh|A~>PLY9zGMXu|s|iP1?R5xpyI`GJ8;*bD0hX`;
z+!E7NgT<7z{iWGH7+MKC8(S&G6}0o+F%||SO((bj()Qu#R?PRgY1NY&t(~T`Z%5X`
z2Lji*L#t-pELhx`3f9h53UVNu{Kl{Y;r1+4!SnBxFegZQo8Y<yHMA|Pug^@6FWe`I
z!#Xy?lMT{~d#emP!X~KqwJ`!$-^ktpSd(KUUSgod8C5ZYhXx$Xo$wnkWhWpotZ6hM
zLYw+Nf!~f&i!S#54BF9ysHG=D-wm?ud#u)MF{LhaLbsV%S4B6kG!P0N0Rs3+xy8~T
zfF+haO*Vd}kQ+j!@2h$}Ph%t_8J34f2rGWe3@<3mN%|~k%xSQ8<UwrGEuC+f$4DT)
zOZRib1Fe79+}05?>wjT?B7GkQ>9?W9Z>S_m-MmDFuHK}4TRe)`n`N)uSd?&MX3ZOP
zqhYBJ+^rdC!CUPbEd-Cchu=}fol95!XkrT0QKWt<X(8+0T76p_E7WbY>Y3=ep<g7W
z4hL(_8liA2Bf~XvMjd;W=m(AQH8z)HohL+GD4Sl@G12KxKC`Om25H!X+R9neMAc`%
z;5rWCLyX#RQn)F0B5t*!B#EpRd{D?|DZn`q1_Dd)Pe^}@O`jccdqu0_ZgSWf!2HGy
z^f1_c^YY4#lzp2%u#X8%p0Oy=-ztvGT=@m0mY?z$G{`GL?q49Ee>y^bH~}jIBhx?K
zA*@V4h~Xb7=-)_u{uQJ7SDui6MTY2qd?Nn?X#9g|7}NZp@XmiNh59$*oqu4K|Mz(3
zKgRxl!8`vHyl`_9(EStd{KJLvpZD^wI<EdPME`jv0|6ro13f(yFE5mXqrH)y6_jgc
zWGAF9ipV;fwvyM2<ILmcZ?d#BDPtr?KtZ^Eeu60)6aHy}ID!|_K*>L`xtc^!?Nt8g
zyO6(-1bY!|!$#d3YVk^2p?>{p7j<)qQzB&AQQ!gI_rCcnCX1`3wWT%U@R?mw9zZWB
zCh8O_&?oLdHf<pL_mf)iD@Ne#A_0vK#yb0DTR+fx)fYjB-D$g#qvh!O9WyU41abeo
zWJ;T}X@hMZ_s@$+>j;zA_~4k$2%VLn>7gaX1vf5~r9<M%-lrM+Od7ArUi@irB>3*9
zbYLy3$8}+tSbLI)>Eej(bt;qH827Wskt{^iH{dz=$y5&GO-_eJkFaSZP?V)mAZu~}
zusT()b`(g?K@eHJQVVf3&j^8<?u_0cs@pY=9$bQqSigoH_+gk?%J{~3h&lR1NMlj~
z)To6D!MP$veQ+gWD82q%62XGK$jPh`ilGJq(J5r$Dr+@n*=WG<X^}!@1CC)V>!@9V
zb3y<Mr5aiTW*d(h2r|ifem>pl!0m(EA^{vxWO>)t@B*6(c1?9vH*+DX(yYtIK5kUX
zfw`iVB`j)N!;kPmkdW$-D<xUjp<r(oxo|5$$e2&{$zZ=~kkfNykGve*MLnrC#DaCB
z7$?<%Vs81FD1faJ!>2_dh_KI;h56N~8N5Ef<H;KLO4YzFl}68_fq1p-QZPBCGM_}E
zeCt<PC}Q2%40P)6`otFTL4D`h=qr*9tiDppwS2A!t`tpQlY9csu<8C$n5HK_<Htf)
z<!xt~if;D5IFE(-OIR@j@ETTk?DN~|7TVsG3WVj^F?lLO)6-cI5u1X{nN!f63+?Y?
zcuc>n+uMHEXm43N8`jO?HnBN+(YE-AOno-PpQ^ryXPY?Wef_%6S9vneAn-`~{)F8(
z?Uu+Ko<SHws;a1}s90Q3!8XJ`Jiox4iAu3vEVo*!#^!No<(N0LinfZjs6S!7Omvm$
z3d0<WO0<zTW>RRSytfo_{!r^XXG_E30J<vRA(xk@&?PYy{G%HvW5Q?)M)P7EBnd@m
zGcCZW2$>6Is!6URo;LSawL%%YqFWIbQ*lmx4$47QBg)((2ERg*xD|1pW|IafqN3tb
z9rF>71D6|rTGTnDVl`D2BZ60U=V3**?jqV}+k<S*y;kokJ=m*ag%yEoy35CIKce~I
zZzr^g-qV)L_Sc8bjvIE|VM5qmE7dGPfTd{#Z{QJ;CR=l=#(<r5+yO{3DYeOORTjkI
zyjtaH5_%VX!+p@6rTQ^HT<aEDxy4Xw8^%4~vVKJ~eJSk@1DDdj^s>~fkNQqlZwOKI
zCOec~-DM)ELh5Io>-)`%jaYfDu2p0}UC-L(86s0is4N`7lE#F<c^J_{%KPRXW_8FZ
zm|cx%8n{4@?$QSO?#?ItYA3_{+3@hXJs%%CK3xVCZoL7QuM-<FuxU~!o(Pj}Xp?Qo
zM)@;OV}OS)@p4iuDl}1y(t5^r4n>q?aza?kV%1m3*K8xCIkRKSOB-W53#@}H3w)cb
z+a3k@B#}1xK9D_wZeg1DrlUbL<r_ScN(bpD`kLMoWL6!b%u!Rf6F}xfGZ#qSqt_<V
z)>=i#v`5D&ixsL*pu3hjB<g|+JPGjv0N|QK>e0C;hbbU|P<coYLm49CfF$BhmSP(m
zx)-XK@>Y@d&K4VO;mW#Jx-aYY2Dg@XC@}}?Z>v^+{FQ|G(dhXJ(Q&D9@;kGqnAq6R
zKV5G-24z?8V&LmAbvWqQDzh8&u9z{a9WlLT>a|=OKgvXLdSR4pwf7$eYt(IJ9~?ht
z)3+A{R29DQleuRa`&Hj(?YepjcYS+Wx>`H}y#hOiwGX@#xyQNld8>G?6oi+kW=NP)
z(>95Wveip?D=t&uMn6!8iYn#0i6S{X{Ee!Of`aOFIaPt7;-Z7|u$bYk1UCe*H2IP0
zRiy~9th^I;{rny^YDq^jvjD3`8HRu`h$HU+dYDcEea~tU^AtqI)x8@9nSEwMZ*%t!
zhVg{i*XE1LoxX>b-@w@VcGV7Wo6KYBPf7{OhHfR{HN#*r#zF4`qf-`iDT+O9j%Dex
zWIj#4U0yD~f9uA$47EDV@O7CVf4Me&93itKPtfVt+s{Ntsx|0%{9T;uh_o9Q|Bg6x
z(1^oc!WCwmbY)j3n!~(-Oyi_$)RHrrBuF6}qGr6gXCjM8j;gOSkDy?u4D~ANX6fh7
zlUXIHg)kg(&eJwUl!5A;l`<xRzwUG~FRwtKF{@IX%j{5<@c>t&`U66r@Qg+pp-R0U
zoGnsNv}|iu*91diyn3E%D8Rh4d#_=PUa8(>^Vi#hn$BW`wQ3}he5?>wH8rc%Mrb1^
z80FPehrh&rjR0H9^j)A(5a0f48Yy`!{_yHvJZ%(*kWB7yFqhzV$%+49FmYZgI5woc
zR2{OMy%bKtV$to_M%6fSMfDQxQ0ee|IbD)PaD633j7kZrG7Jcp>7>2|#(qgm{7y8U
z)j`{Fv&mTN&U>7fl~5#uHnb`sR3nCH4Zg7ay+K!rI89jX$*RLV`gKjfX2@m{fn7vj
z?co@N1Pt=@{euj`lp<-6m$o!7W?u%;1~CcH`~=RL;m|UfX4ek#ns5+v^>SAzN(k{Q
zNq-_4B<g$;0bv(M99gH~&P~1*Z|R3aZ+R7Z#YQj|5FA8RXD3eMEkc!&MN>O0<?pw|
zan>Qd7)}%mu;#L97*D0<yz^Bhr(^qtQOGVj@wvRX0GPw&YYKPg<NXj|m+r5@hmZaP
zkI4^*gVnJB6=$OYc-So4iPd8s@OAsKg9dU(uhX;U5b>XWqyap)+$-e7Va!eT)Zfsf
zeM;`k7`<I0K4e3v$}|)H!Y<4ddSmFLi}Sri7cRPhb`^l8zalaHtsRXSLE=KpOhl4j
z+&%I7GYmzPje=d;acDat_LwkSAT}lu+=P7~It(o!hD==^_H0OH{E$*MjDS`3$@U<6
z<LjqaVj;hug6w{Pk|zD*GkA23%;nG>c=p+%%jiHu$hA!81Pd1v_)a{#-DR7w{>otf
zRu<RO*Y%pscS4THnSY3P_oQfC)a4RO1n^12l_BG-d%}}9m4TIn_G}S<sqllzv3zuA
z?hV{wVr?hU+8fN6#ewSJJ=vHcniW<(6I>siaVn#L^zT4V24h-*B0-h9j5hd%oRuKL
zeF6m=NuLY;4e4ZTtA@a_edZ1MZ)d$c*I1iooZ7ERo#cC|W$wh1<MapWw&v()+R{nq
zj8@Uje(p-{5SREYve?K|fE`Qk1fC%uqAZgcjqWC`L!X3C*5CsOI*3e?iF|Q6!zuG7
zW>WC0gIJo?M4VjNB%0%03uQp|8S{oA_CCP!b!sXJVHPgMC2Dn=<Wy?TU1ty}sM-lY
zdF0tDT?3H_C5DQ6C1cEta*BKkh(O(K<2+LZXU%y<sk9~;qeZgMOj>X%BW@LKz{_o6
z(KGoX)S0I0S|lnSCNrGsy<<BkoB@HOuh;mmc|{=)w-C+B>gPtKmHwF%tAI~7ei1C3
zvQ)fg6qi9Ou<-!bt5~?YriqxUtKGMr1Xb$h<w{)SNp%ibX4!$<_ukODDDyv%@dING
z1h+Fp4)=z{zZyZTq{kXsCEshz|9Fi-%tGkjA8O|zV1wo%2AoI0@(_~ET%-Dz$zvxP
zV;0@!0w)uAHLoUeuMwckle6a17IHilTfp}?=WMjjq;q%3!qp21)A{}ZeiX%j?gP}o
zLFG4<@UC6K3xQMe1Mve{Qa(6Gpl$BpN?9Weh6qX11cR5rG2d3|L%ZQ@t!n)6;|UuU
z>R9(06y3n%G4aaSTyH+gIxsvxS}<JurXsH%7dgg`ji7z3wm!kwmT@+hURRlHd4`@O
z<(iStzX8d&FAHulCFe2W5r@Y{!8Hz<I6mQLZC6xdp*qG%fCJz$>%V1!efpz!O?9Rz
zf77;0_`tov^OTJSf1xK<w~z$(*!&lIwqrrJ`;!RbeI0|xEQqpXKD*yN6D^E(``1`L
zweRI@zVddaA5A?C4OUrhsYot8%o&6|BFOMlzTH(q1aHL}gH!_cgUMFyE(h!TZFcuV
zFba*02LJLVXUR#xO*3vV*%mCYg7NMKEI1<gduyd6<nK6DakF1Emx&S$#G>WDGp~`L
z(RZ8eOxT-|@}Y5%=}o!E>SjgK=*zSh$T7QKP*ajEg<3&#q1&t>RLjXu>3eZf6hu@6
zmg*S}7=&iFwnkb0F2i4ALa;BvKO~2Y+ZKEG6iU2lFQx3rOwGhpWMvs)YCV7-s#Gk!
zF)d-fu>@T#v0UNV@tkiIappYn=D75FP~4=x2yc5#&)g64(&E^HbJzKQ#<OG7Vf1eQ
zp;xaAmqs-iM5D4uYDv^t(lJ=BM`AK=ism4_&W{~n%G=s>F3jpFXzTBs>zvADcG#Ho
znB+^tY*?FVr4(~;!?S<=0y@v2LI>0}W0T7WCCbYrvrni#I;SWX37G3Y&89%VLMb6e
z$~|S>Mk3!hV84!bt>-$%*^|8`=~cN6yjdLLH%He{NSt%8>%6+Cp$z2s%}|{rxVgTp
zE>>m>0J#^fP-~1KhzPZuUqqTEpfg+0IM~}FXbm4vhTv;`ZJW3U$|Ro0UOJd4%ggRC
zv-b^cO_Al~jzxRjVLdcI={{3MexvsCNiS`0g8$rM!@=s}IhTpKkP~UV%~QSuT@g}^
zb538;of+zB@o}xxl)df&eufP0tZKh^e}1iXYvSfjV<R?#ZEjtD>79{h@Bzrn3+!kN
zit8caBS2P(B`3Ma`%C4V;wgrZ_y`-9_;X>@&^nxXOzyx2(zDmg^zY<H)0f4F?6r@3
z&ono-7?`FX|D?+GuNT<+DQHV52wbt~^}eN~#PR?!ou(WEU!O>B^{is=DW8jXSRH1I
z)v;9RbWkGz<z}Ka$c6*TVG8{wVdkqsR14)Tb%Uyg`sJYJOyYjXy~tRU)r-g|JxYTD
zXE7?Vb9(?9tD_SbcJY8DnZBkz_@v@nL#$uGpa&N)vc(gL22{M7%ntz_7OXCtD`=i}
zbNeRF+jWK`>Ex`M-safG%kVeilK}gcH{D<77bQD9V4Z4!2F>WF-3UJUJAKAn^&Jwx
zMZ6pZ4JC$j3D+sgN8A=ZdAk$^64p5*TI{8}i5U|F1rT%LwU?N5(J8|d2hs;gcjr=e
z#moxXX6a><ir58FZONOaGS)I3(?2fzUkit)hn+!tK^#sTKJoYpc#|HjyLtU3M_S_w
zZL%j<5#KE5<CYTM)f@Hu2ZNiTL=D}#i(~1WhVK+dAHdsCHbpM}E-^2GDJ`zR+ilxS
z+N`@<r=;6LhA6Aa5aniA%M5e3;!+69^nHrF?3$#^OAV9DNReETGnrZ9j9)T-PcHPJ
zo~tPbOIO)QbhdH<u?g@jI?p4r#|NG|h+R}r&IZzQl89v#<y1r>SgYI|6sZPdyaDt<
z1t4x*S}dp*AplHG)A;7}C{1W|!}DaaG`0#bhNqtn>ex{Vnn}jL5PIFMKPu@@C_>d)
zGK^O+cr{>+2`FVpdo?{m>v3$c7(<x;IIAiRI_svM97!<Z8!-LhpD4`d6m@d@)vwri
zG@@LsDSpISovou`MdwgtO2U@D;RkS%>?AXGUy+P9<QE(;u6q>@Ho@aUts#%~ws4_A
z<>5T$qdR!7GOTuy1j>{=<=Dn)T*-NVdx}{@$9D&LeVxPNBaw5hCtGORJD&HIatx}^
zw#hK%aPW#f(f=*gk*Tohu=Z-VG2EG2uM@-HI6n*Qvn~5&Hi+=9)m{?lV<-O0N+(s~
zVZCVHR)X?!Vp5_APe(%BQL!nWpe1Z$fI$i&v0s!P`5bX$uGVPAmuS~gfMOG*#v`6b
z$><c&7ZBD-w_RDqZ);W=SMqNW3h)y6?`W)d07tajA+_E*yvK2Y!vbEAS#c6mmn79v
zC>s-p#KBAU-;Et8mM&?oBpQA<a&=VucG%?`Q5u`8Jc}l)dWudTw6CMwJI*>?bY})$
z62k4r!3p&7{`2Bzm4gyOT`Ee-l~3i%v^GqGfUBlps!XB7Bj(0S`9Q)fmjJU{mGORx
zbLsZ00E6IRfLfB!k(;G^jds|9y6m>8;YRq|pNd7s=FDm~xV)d=)=@Dm+w>*%j(~2p
zRy$r<@9_9_cDP|Wys!ogyl*rgve#aUp-Arr38~_jK*od<qV|$$tvzf^{1};QY_sGg
zI@b`z5*RrgWH)#n9I{czu{dOG^K0@**T`oZcAB=1u8M}uX2qNn+)E5Y4U3K)?j1&L
z%@igAhOiCWjxp`q_BqX*C)c9^=f)GpCdwoumFcYrt74e>y$vvXb|mE3<F2$+1z)1O
zTgvF>HG2ej!4|jNosbW$kSiB)&uVJ4!4u|mM#5geMHJ>C8*kx)a@f)9qVf~t8)oy;
zl*zdEaO}<$ku3BU<164W5^0Y_N7D2-utzD&UW;;ibQ46wuX0qB<ZR}qeSh~!(1zKE
z#5m^e=qix6HGddA;=r(r<Rl)i!Ftx;_XmZZ>b-QD4wt2yP?x@($f^#nsiTn{u}=@G
zZ?TT2ZiX(j$1^UP%WMoP5A*R&74jKZm!h}r50!02HBD}+nvL(F2pMYCSKKA1G1l6K
za^DmX!(p}e!f5q8R_RRICDV&k>2;0G3(p8=0j4lbR6OZmvjyp=^`0c3iodLqmHp+F
zX$)gXBlS?Ll)8r$vFL6hxu<e}aQ^W7mZ%N^vJ_HBBR9AP+YmiCLWYgIaAH&yVrKZp
zNVQ8t=2HSW9MC_5cmx}<)}>nYtFpl=s0T7ZHHh~?@vKnizKlZU$q@ACP?zumA%Vx8
z1p)BEO9jkSG&K{+inPJgL!9!zRvmE;CR+sG0g8_+L4t)lU#7mT)-`GV0_A2a-A-&q
z$5MkPhMF3Kh9LD}umpnHr;DUahG%$2K%P1R1(@<7H{kQgyPCtz+5Nk=PPd^W<%WkZ
z^GJAbdmPZR<w6JX>_kv84y#6*d*tp^)F{4AyCg|7k9p=#LO@9{m2h5Yb(Y^CFCP!w
zJEE!!Nqo1+H{rld^&l81bjj+>r7_c7YogX2)YXeL2)34BJ6ta`WC6hvBr9;D<1j8?
z$=Q?qu7#<)>J$|fb;&22*?MVM(3{LZ#udMV)lCRqzI0S-M9rn_DQT#sSlxO#9gozU
zu^NL*LEFqdk<|hLl@E46xHTggO;HBdZad2|DN+jEG(FV1X!>Wkevc-|<H(%+2?a1^
zuv{a=bZMz+cpPjOai9jY9<&fr&u=u0P!*<4-^e0bMn>~{*CuS|8275j<E;!>^C77#
zhqRj8iBGx5;8zVZ&YI7J+-0t+m6bjiHqfS?klJbBcVvFkO1nh>b2E`DK8c?$7ip&2
zA@%rW5(ix?C55w-%M`{bUaB1Fc44GT%uFifw7jvY!)61cy8jIq?}O*D2j4~Jf#&j>
zF5@Xw0|U)5wNZ!ptcO+RbJJN)8swBA3lnWm9m)QEhV<y=6bGe&^zso_n~d>M(5kjn
zxD{fcIz2?fRV$uOuO)!WuEeCSO|DNGcnQjv=ecx`DTPD(ssa1LfmtM&id@xKITa)b
zVBS94%D868{4(#>Q{UNz%(SNCakL#amuiky=V8zZ8trOEYF}5q_v<a}7>z6`?G9I~
z#fH)G*}=&6+ig}0pMM*zr1yjrbL|y^R)%2l9rPHHcUJrKxTLRRtt@<<8k%_ccs&M-
z68IIn>B`l>C5!WNbb)E?m2VzEnM9kg8+37flYcXN6s$b2m(Z8X2JvJDv##;>T)E1P
z`xE>2^;%oyi$7PIkJcS)7te!(gi8TGeqgJK-f{N|6Zl)QarMlmrO)(ty1m33vrytC
zo<ny`98{Yia?^a;p_*31giOZPck|jl{RXaa#JX_y@|7{iL|H~lM%bF=T-NH@<AyK4
zPIK+6SC%_{-Ea5?HSZ-(fsBf(SyuB(Wpe7<Q^HzHZVWeO_&ZCeb+`k0!#;RIR2MV)
zn~|wj=vto$YkzYA0ALU+DCRxzm+cJgtv0bLJfR-#%3^H|gg45ZZd4%O8wZOaI0iTp
zI7Y{+J-yx)ztY4y19%Q0Df6$8>OkS&UHhAyAJxNK*u$2i8%}(0g;z)8O7M-kc6(mv
zJC*}Z>+c>hJa1w`MnMsuGZA4!2goVk-^0MLCJL>mZ-XbV){Z!1rl;PRAk)yE$auxS
z85Cq7lI=K}T=qcjv;wP>Oo7rPlmV9aW}O$JX@Ut@HfI;>OBkB))fL$DFoZ*Zv7n3B
z{SF3(QHHpfMq*aBv2pjaT#-9la0r!m)phZDmbhFF+V4VIi9ZSVVDD&p==sa!Mbk|v
z6Q)`=tXp;rxGX=`Uz~<PbL<Bn>$40^y=fFC=3je!D^YdhMZ`#ZMY^fgklntmdf+3K
za!y|uQbT$93XIL@k3N3EvelUMq#y16K}!-vlR|Ox`|!d5=d5`}P=h?~2<|uyck%&E
z<3El^4J4f+0SCPuek7TPj7+jXU(lB03|dYkpTO0zxJF<qc>+afW$<9mpXA`%hY^|J
zEWynh=Em}rcxnRRQ*M<P-Ha>2dow#(=DK!=!EgL~|MEh&b-Ou7K4NmUz183;Kan-k
zoy~b68&lPi^LqHPWst-7`Pd$o1+$TGABZ|E54_>vLyZ4u?%f*(OJe#C4HE<H59<%=
zx`&pmBe|TmthUYQ5U+b5+x^@(?YF&+NqlvXb<o9TJc(qSMz&_cW#VSRm>j?HI#j$t
zWAR4QZ+t~FV`d-DXY{_f|6o*?Ni3<f1x*rwPZ7LGLSzM{ijIMY_;7QW^E9lqE<5+N
zWHfcIu4n}l%OL1HRZFSGS|S>xY`s{GDX10Thx97fu)WjWs;5_zc60Npdj<^dLZi`a
zv63|brkwD?5Yf@YuBSuf#u+Ep+3Ybf@p?Bnz^B!_a5sr>QknPY1qOD?7#S6bb}AsM
zQbpRZifTx__N$(*UKL0hk~3ids?TPEQU~n{k@0hvH)ugg66$V&7S*18^bBXOv)EWO
zT7|g0a9W^dUUFr4-3PQN=&@gu8l|~^F}c4IJz*k>X9xf7HU$^G-sMph&9&_B2J-1<
z)ekxVCeUCRu(>5VMv;V58Gkxz4d?gr1pxv;{OtN%#O`%zQdsHLUD4HPQmu;q(OOtP
zPobDpEYP&HTR$~{@XE<_$a?fN{@wlV`$+ovtOIL{PL7TitnSZu2%s5gE!#Ys%vsxE
z7I8>d%g%)<Pc$T_AeEgKM_!g{FB?`g(U*p<Yr;TfLKOT~NlIM$TYmQTJ4zT;e(1&;
zSctTb07XO3y>D~@L5dbw>?xgj;3~%=v*#t5r^$U^rv@imL_(CO_I1bvjmA69!urF_
z;Apr7oy1!r(;df#m+^f2;3m`ai+xg(f+6z_@sb!{yJKd51kJpM?<(emLsa8=lzyZ=
zNY&phh!iUdKzCiUd?eXoT*-cETEe7hv2)3Myy0lg##U*q{8DKevl;UlbGqnL->K}$
zdE{z(>D>JSYy<3rCz|G7W<l>NwrTCI>$B>>q)GZ?Delo^jT%j)Vcn8ZzZ0&5M?V4A
zR$q=<nN&X>mn^}uWesI$kjc9S^o@n@?38bx{F_X^ZbyH`s=XjAa#0$UbxV|NHF`C)
z3i5?hw{NY~CRmDYjand~8azp`NM0|PQalJC{;H{_0F+bm7Z#KMM6tU*fW`(z;FB8+
z$i*CO_Jh2=<&#^ZGBJ2+Gs}@piK}v<Z!)m3g$z|{lW|q2CO2#8HVnoxFvc^2eEdlq
zr5m2kNt-hXAKxFel!l4@<Kn}&ujy8n4e_p(MK3G%8iUsL><s&+KEH@7+JU&JGF51k
z8e2yyik?2JDEs2U%z~Vudf>VmEaV1{V-#9!t@zYt$%%=vRHHG&hxKM!^)^d}G^e*I
zp009H%_ox_Hu~f30D@t4N7Tz*2#xVaqjaTYGa$d@gXiQ{kqUh$dK^(SK5}*`#?_W!
zOzJ%}NJ$~sKj+29wHN*olMYrcOC9mF%OW^`V?N|ES77uEit1UN8Av<E6&Agwe5{VA
z1P3RnFjY}$R8k)QRB|@Oruplw)a<cruhqX62}DI0!*;*}cyILJReHbIHA5PXtaFKO
z_H<q$H0EJ)cB4Hq1Q4}{{CU#ImT&h!=)kSEF@f#!C`+fEXewT`e7HLpIdeVgbM*r7
z)EmBVMBSa#AgbFV%IFZbl=zlTAqem=3_4wt^CB=@kK-;YKpU}h1GxVE9tK<}Va1In
zE*gGNsJCv(9VUfjBH^+dw2wRA<=W&L^GMY##@MNk(t>OtujwiJ2?34uq-i#dB(EDG
zDLn@NsHuUIP#rHNtQM`i-<zsyei0X@2_q($T}s4aoGgyq%p9KId$$;)=^JS2)PYId
zU|r3yl17)x@gVr4*SW(Bq|yV4cLZF{r-7m2dj1$jGXLoS&sm_AC$eFpA6>~!?qMZC
zD0=%@a5OtMU}$f|iC9u5mT2K$`q<bj73*>=`)`E3W0YmhvM$_ZyUSYDW!rXDmu=g&
z-PL8=Mwe~dwrv}?`rUV*bM|-dxZfBn*IY9)5|I&W{>Yi}JbFmSfbQk#q~oh8dIpM}
z6$(wOE8pa|wr&BBB<YFHbfhF96%m(~=%uYf;m)HPN@*NK&x$9dLun;D@`K)-nP?Q4
zj4;6ouA4jm>d>FY_N!$MNfUjap3z9p5H=RA&+x}`Ri-d;I#(gh%Z{l0Ki;+*Dy+1c
zmpiF<E`pl5(=j5;njZBKf5ZO(-z))v+;>K-iCFGMG^U@T8E_5Z$5EtG$kEiQco$<`
zbEE*x>vI2kzS?eA=v)MvSn>aAl+6f0Kc+;i{skXPP!pEGJdy@YNDdMYgjR@)EeA7Z
zkdn64e}a6guEc~S9bT3(o?wVLD>~IrU`|`x7G!C}0+ZICG3EelLx@(}98CxxNtl~k
z8k7#HCf7V||AoklEEjJWC$2PZ3>S)AQa$gtWkJFT#N}eX<*$!&kw5yI2*SxI2r4ag
z*fiS^MHA>J{c$YV7kX@FFwj_pH~Y|hzB2CcgqN~8wLAIuKQxcuTCrvjZ#pbU4@>!x
zmE(0Z-10*ZEI*in@{=(54c@IMI)QVq7{*@7g<^|fExcvhffsMWiFufxN40AuCE#vk
z<M44H`^Uj@nxJ97&CF;j8XG<~hRi&e*%znEv>(k6+^`lhAcyd=Y|%AXce6hg3M4gt
zm+4x|={w>Mt=7EV_u;nftrAV4?7TPFY}OpfY{$vxvWA$Fg>c*wdA*|w38dbL+z_a|
z$T;-+$~0Lo_|3yC^XIX_RgD(a%B_P>ys((zcR#HGX(;;{RWG4i8VF~sbB2?s>KC@6
zojHG*f;+#&1H@03?$*p3SA<>T?*d6xu&SisWRX8~Fxr$c+RRVr$yn)Z*HV!~;Nc_%
z{2-JMnTHeo%DEtgPmna5krgh|bR-{h;}hfGJ6tA@^Izq$8mwwxFSNN_Jw=jov0u~K
zy18m{oR!5p=^F<3y_p*=n;7P+lspyjeLdr@$7z%Nn<g6uj7ndXEHv$x--v%ih$-B>
zdPVOzLNoI$5Rc5bA$BjjX^lk21JH$Roz*w97IQ$s2x`dAW${$2?G!0CeP2fNu1)2M
zBNGaDN(_V91l9emdmCd4c94%*+^DrB7U&)!Py6m?c1^?XeBXY!%X@>hQ=KJj3iu?*
z<RR?iPpRA(Im*#QBawPUOH2sLHA_|qwNTl$j4SmVlhg~L3DN%;h8G8Bva|Y=8D~T!
zkt_DKNu#EZc)&rSI*jI|m2~pWf^|Fmoulg8HlRp?KX=!1_VE%km_^IhrVL!wwt}O*
z!`te79qY5xG;^fcV#D+$B)tEq4tbE4*!Xi_lV~gS-ImUd65C3H+3I4b-w^j6Snh2F
zrfTWY5}|7MW*V%0z;Fi#tnimXRY_$)5<`0mSYdG<0EgAd8J6kZAslTWwJ^;)&c`{G
zGZ4n!BhX_Heqvp*s-5o$=VYxSH#@6Dr`V=7CMV|H7&1;EZe{-a9BTRmH~tI#n?l9>
z`A&wEp^ZW2CJlziU>$&h$vJX92W@K2@p0Y0o%HZgW3OY`TiBUBjIiInZ<qaeAXUR<
zvFUWJ+#?4}RMr`A_-j9KKb+W14<r#<q9CZ+)!+*gnpoxWLAJ9zN2{*EA*tBSgT|^N
zOX4}F%e%yBwjT!MX%BdYpd^9b<ygsP;Qp1N=z<>gUc1RNV=x?j(Z_vzp>xya>A|GP
zv*n$3)5gpBxhA94MyJN1+{QKE^rori#l!B|M1yXls^DT|Oh=l^&2RYAV>HG^$K#!O
z%P({4HpLMB$PZZ8ogs=q@Cq?ImhK0SHJ%fF?d^rcGVuy)F=4_-aiVoLEW1anbCcQU
zNBnvxyz4P~OCwBY*(<0w6R)&B)k$Zw1Q+A)W+@UD9#huro*=J=Iqwt^F{^Yr#Gh8#
zYGA}%qxMufB=;uGkek|gl$!%ou`-N0*FCjd@V9aVKL(y@<b%{pl&h8ARC9i+Ptfc)
z{H(matS)+TcysCTdD0Osl1gL`)`Loxhz0HP1KEj!Y!gIu4K^Z7hb<LKBxXaR=cgJ3
zSxuG{GX@f7vR%&RqH<?5Jp;e9lCL)Z4cPi3L0ZvI$@NA$;k|c1n&MC_Yd`UksfD2X
zwYr7);9gE;s^6?Sfnf)Y3Ic&{2n;+lMs-L|HWV&+!!I}`_7E%&+&L2cP(Q?n1A&xf
zX$IL3RNuhVWP0NkfOe=5YFCIctUaq_<)<Jk+~_r+k7OG}#DTLf0_vh=el?Zmvy>K7
z8d+8b>k!r>4XcSg;P0eG=>5^!C+WF&+ZT!YwL8$;#8cg5#Q?RI*)*K(ClI(~+#97+
zQie0EkLfSucc@wtO0|S8**vRr5RmL>NC)!#&Q{-!Q1Kh0p|IhXTon+N{CkA4s~<&$
zwFiVhj9Msn%y5N_q3y}VdgpuENLawt4l|&)#HKY2&yXDyMf%A;k$jK~#<Y=e9Z71l
zMo`itSw2(x&;5xpK^Nm3HQYAfn@-`$(>3KJZjo~inCXkp)-qPdxltILMos&`w^N9=
zYrDkpGh@55XCw)j#hymUOI4z<i{Gypt$T`I>f{&Z>Y<mcp}1BCOB6XHObc&x8$WF5
z+a*)uS*2{!Hs_@o@qhZL@XmK6TCrrBfXc<vO-kU5(vgG-GnP>_s49*J0=1Tqh)f&e
zjmfHc;I`8sQTr1?WOD=;SAy7yd>_am3#Sr?1u2zRLIoR6V6nu`-Y78~O$=>wETRd}
z^-((vxpo==7PDE$F}xsJPMDeoS}+=%nIIEf2q<3cSfFX}R(KDQQjU)<o2}{Ku)6K1
zPOQ(ZcA`KP{DEPtn_7cCo;lVO8ktJYSYg<@3k&KFUsr~?)rC2@ob#25<0INUz=QiU
zkk75(x|Dr{4343B$zO%I!TVYf!iV2*Q#2Ifsy!>?BK0Y9Z@aJZ9mWGyN1Dvarx&CQ
zc|INwU+`C62O^YL=b~{gEoD8Ygis3}(Jug$&=0zBvg$xF{~-qc%)`<E5*#Kt#`)xf
zloQEx@pymoG-*H1i1u*%#<?4dmDpBStJ#w3W+FVDQD-r70m<e+a&xbkT<+OAnsZ_D
z%ehV8@<F?H9I}ZBTFDX$3iJre(t7N=&wO=@4$%>o2+~qUj0G0NYdg=Jv~lUu7i!62
zy4AyvgH<fO&ftQXI_-#orfi5?fpvA(_c;P&iby*5(LfGHg{0iai5M7Bp7O*pK!4ll
z8RM!aG(&Osw0Cjk;TdAhv(CjGX&!Vk{xQ}lWM+&TKD;e|{?N_t<XE8}U|-?PNK0@F
zIoDn#gry7cA@xo@tMfK(2#7eJ#Yv4ScsCmg!^TFpzuid%(_`t)ETF?wE6*3E29b+b
z$LjFq#QI)+G@i=D)1Li2I4?=5)f^b9tRNhE{BbwuFBM8%)bvZLQVqGNS44?u)wRxJ
zr@m4H1)sYG;*sYCL38R{?0TB_{Kfn&-DZL7o|quRyXB3d<G#J}y13nB)2#Eon-qnY
z+m`Hl{iS!{i3`g9tgTw+nPh#~LCsNyP+zsBTPd+d5-@9O^OpKY2xAx)c7#7+h$kUo
zrd2D!npKNA^(X{-Dm3g+fAOJhCd!P7V)k2ofRIEG>2f-y3|%!PK0{g4!FuR#bd-~e
zc<ps4D>bXBD**SV>8J>hjs-l^el-9p74kZzqFv{L<)d@M=VHZ$YyR{7B4f-%rGw<&
zs`tpF^};$0S|&N9!?3lwk^nDaHi4rihM1~5yeme~5J%H^xCvZ(aNHGR=ZbDURC`MY
zl0lL^%2PkOckPGX7@Ka4P3iXfzMy(cV_qfd2Nw@DvE%G(r7ih;^?F4-!_&`Lw~%s4
z$+Zwl+vkqHImJ!68x3Su%Q+<7JYZaQ`7<QPK73<3y^57mM^tze*n7hRt{;bXC>vl^
zf$J`<As2)>9%``g%zNlVf99N>N#`wES%?SRoAJH#WcWsrd&S|}WCYip*wN1f$4P#r
zE(C@>=2#i~g7&v4Eg5%U(qn<(8f(|_baY39StY3hkzikDPY%fGgQew{C!-%V3SkYH
z;JvIy+l8pmjGyCyTT8+6hWm6M;L9{>@u<~%-{z<w`w1bccVe!*X}M3T@Tiv{7%Y2l
zPj8oOgUwKcW^HTqjmM!SUmRSpTsPB%Uhf^4G&2wnTaS)R+AP8sH0VOq)Rc?e2|dTe
z6z@<Djr~**K6{C3r74gb!55459_M4d#Xxbq*Pt~3@#QmMgxZyrGjArq0zV<AIOUgr
z9w%zK%>Yv<`m@1Scrgzb%Da6**$Rs@cUeJ-oVCNwD(Vq+%5jqe7rL(LFyBqi%Bzv?
z(PX`{kt#hFp}aUp0CLdK+NLGjGIrv!J0o4<*6EEG&lOvQB)&jbBkoADX9ZixsK>vW
zoJM`%o06<k_r=hsi$F-ZPWpYEx=`bpX$IWbfU4Ew;+zs83fuk%Jx*4?4h~O~+k4X^
zO=HFf{dHxaX`7GZ4faBReKv->&g8CQ(u#^!UX9lugYq!OWNfY4`jp7w3gHv^K`f{C
z-OO;4FE~N04Z%2Zx$$z}-ctW#WF)O;&Oq*BTzNaQyj(Ul8AdlOw_!)_!Ib^OrE=#|
ztM0%p&8=+?J^ne>_h0%gK(Rus^^Z*3G;kY_pN&dg{=5~y+FBrz!y|Krq6Q#Cmua=O
zNi-!k9u+!oC?gd*5N$0JX{k1#XoE)sU4pgBXKwax*SaC&b=hX)W0=@D5jmGS>NgMN
zC2^N4@oYXP^F$r1wN6&=TBFWvnE;7InHG!r(yb5HLT1U#E7g#4l?xm3w>P*t3`;9z
zkd?%k-!vx~Rt5>jBZMO~`_w_$W3bAfV+<^kLiyj2cMMSo0m5?gjhG8SfJ`|gIYnh%
z_!vPkAyAt|qrMthuy#1#3`sA{s<uqbZ?D)%$EDdOArgTtvL#i+0>$~tN}^Cdu%M8G
z&sbTv;Rc4@W#RJB!?eCO95*pI+5}ovy-VIsAp9*9ve)&iHJvoe0DhLi*dnZ`AdzPH
zCaT}g%uJ<mJz4~(rR)l<RW+yce4XE-3)`8MzW40t@0MW>{2o4NP};lZZU1mL$o($k
z8q98Mw8a>T3oyYqPcxbV3;|z=^k%C6anY|C-N~I}R-xJF9DU!XAHzBz6j7z}>GAx*
z=(Yy#%>Bsq+CDT)MPnpWtve1v|5I0)o*&C^Y^|uzsxE#-U7y3qEY&QZ`qh#~{iAtf
z9meLjP)k_s;%Ww#41=l+PO@Zo{4l7oBAt=QFvAXHSg0;?3>hP6G{u;(%DVi}_PHka
zVo%1ts&%&5sALc@JhYQQdl#gXAspRLx<3>ySkdWU**OJ6={;jNH*=!2h`!+^Q!G05
znMdKiV&IOU5c3`)u%(l9YbKUA1_oXP5g|vCs>Hsk`hKhvGtn7Hhhzix{0j-d*CZO6
zW6phQ>qteooA`cb%tA(E7z~;Xw<YrlE4mSa7~cL)w{kc1Xe$k|t+B=DGhh|Xe{i3R
z&kHCuhFCXAm*Vja#BMYepcn#w-hgwvB%(heIhx?xWNopn4sB5x*U+h@o2B7slF{5$
zqAfnjgyJ`q`%+G@9Dw(BBWCbfXeU;{D?mltfP4G+>yb$<64Ouyj851W1Hf8+Z`SeE
zvN7#Ji1G`~gjN*+3Vty`yDggAnOm8s+S|tKQbZ;?RPD|y?n>JE{lZS>agL|+aKMU^
zkON8Hjsz(`!8Be*Wy`KJieWe_R(ZQLHx9`$=qwy3<r<?iLyDLi)}8I=(L)`gHXXbl
zO{|O(9uYD=@8Vq6KDao0xN2?1^rG-T=}SnivmO^3H$ow{ja(PYIHR<m%U_;L3rQQ!
zmIEqgc+wE+CUf+)x&w`B*oeMj#7&wNCQ!VL>7!-xH>?8KoSONm!4T9J&*0+QYNv}}
zf9Mq#`Xi25rd!K%@^7^#q?iQ0iYcR40e>}dIdtE1A&8n8)nb!hlRs#pKSC+4LAm_s
zP@~8CDe1!659-dC6DdbSH1qiqDi+L-Cku|<rOjJ~|7??PBlW^;Pq1h#3mJa~3!P?9
zBnFIWeRhPrTRjGcAUE{w7s|NoUS4BIO;`4bep`3-vtA>EeYnGHFP{rqZ3b@w7wVMj
zpxnzBXv3i%99;_1|6|rsBi6p|MXMggT4m9fP^dJ5b<gwIy0CcOVEJMe%6pV2PPY_8
zavmV}Q%UXIA9~~lKulQH`vBh*Kpo%j;HJjHY|)Jb6;Qw<wWtq6<&G!@4Tu&7DXWFz
zwap%?&CXOmH&hp#06wf&ax1zZnvlw<_%i}RYk^*=BGTaMG`LVFDTSi?d+1;>SKZQ*
zQ}SHBsniiMUi0!;zk-y7%VFcpCbG_x*J5Jj6*-CLnaJ+gPh(*$wc{nTWOl&`x5}(<
zB%}3G{Te53+In>CylB!g>&3R!-{2IU6ls7OTc@9}sItYQC%?X|f+)nY)U)BD;?PBV
z^>T~(A#yLT^N3i>D?rQriDWVPO3}E%BGN|v$$9gp9InHo7SHbd2KT}1@`c2e-1PFo
zy{CS)-_eRSg|ykxK^8+~5e53DyRH1^EockM5Q68(_G3taYGcgBClu2z8{|Dr%YEm=
z$9Gw8>-;mzc9tgP^`GTw`ZjNkxi;<IWs^z`%neS3@tple&7LDczjPg~lnt<jz9+qX
z9fWCHuP{OprNUppbm3t->_Vk#>!`kuT>U&8Mwf|m$y95~*ITUF=e&YEf6#!ad~(g)
z!Q_Ss!_VqoAq=hjM(UNe^f-f5xHk<lh_}kuj7CT+(4)VlhOm+SXcm&Y;M`D58p)xt
z+c1#{RNU$0`=`@{3d;c30(*D5;g<$gpkBn}jL?(@iExZ!ZGSG?8B5yi{)4M;&&Z?Q
z5K4ZDe(j7R{voJGy0;&iq+30AI+-y$H+<2ofdUcvs98Yyc&REC|M<xiQ<;>!P*hy4
zDl-_;M2T&<Xsv2~JYl-4B@3mlQP%4Dtou(_Hs~K<`lO(^l4;uz{&P(C?rB%;9xjDX
z>xZ~A2e)<g&uvzCyD;OQ_mp*I__;+cZXZ5A!6I6u`-2q+6;XVXYF{7zN#-R(8HF2p
z^K&xbpy%Kl!MnV@yPt8GKOe|Bii#Fi4|Q(a1ob7@w|bMUar&P^`*3a2hp(Mts$X9p
zDSAI1Hro=L?qzo}G`r8m+WMJwN?f0Ed=BWc8lRDQ-(ELF4hlA3s^_u&6<&0_f8UJ3
zcagRpd*)eksWvW28e5*8;iD&0Oh8pN6z(OxT6Q2~-(MIXCaNC08C!=YN>d+yukdN3
zWlU{>zpr=vS$PTrK%qytLx7E>i})fIoJ>kgPEuDMJ*7e@Yo(G(ygjg?PF0ihR}Skn
zuUDo1Z8!=b$dWkl+fWL+6^k7`zcp@NCyTdI9mR|4*GH?(Js5mC(Vb{ZZ^0oUU5#5H
z*|z5NVNI()k=Ss^+{A4Tjsfl0CBjUrmG`J^vKZK_FM#h&p*;E8fj>2`cVfn=tUsoG
z;92zAXhO9Oh4WW?9Ay3mP<Q^;!@MWwlrg>U+<dNA2m&O9!}75hOaLm#IrL(1x$*Jv
zDtIFTC#}uJak4;vE*Q|!#i?wA_j08WDp1jUGhPstF%rH9s}*0|pP_7Zq>sFUM&EBF
z@hZdmKqpS;@(xS&QR^)z3V)c#Me@T%5jp{DAMYB^EN&)OQ&y7SC>i+I91*fwtpAV0
zZ_;4=SVZXoh|)cQuQX(Ya;ZOd$c6F+M&r@(Np?8w;vf$(PAR5ucTgZV#2SzUOhcK6
z;C96bRC=v|eO>)_n@DP`vr3Fj%=_yTFT8WR^9sV9vl{2)7}hFRxifN|AdH|4W71+j
zX93G}QbG`0@A$J>vI6y7#S70aB=m`Dr4jqZbM9vJB;2bTo(Qy;h(p#<tZf_4@fIC#
za_eox5=+jV_l#9T>3fZ9{8hq)M+WUS!Gyiy=Jwa)xwxyz={VnOn#DnZtn@ZAjEwmb
zequaP#-bQvR2|z}d=nk39PMvT8HhBrxm$7eYC(FAtuEJ=?p~b#B$c&JFD!2;+jM)>
z>&5iW+B`LJB`y_CpXO5xubQ^)%QFs+9@R(SHwxh<>r!JuhtlgD#_fTp6jGBX3$(}h
zCA%VL>Z#&zPrLb~iIXH!?sHYxye0r4;F1iPO=(G`6<xy+Fq|F{8n?<TZE3L<65`bY
zw+oTyA<&4E-1>54l|y4e@3u7o!!6by)^vXM1_p6Gj-S;7gH^=*-fXMA9=%;gv1rAa
z_*7u6kJ<1eUSKFZhNCzO;^QYG%nrIQ7LKfajtc`6{ZA6+_=@g4h={r<dfGd0G{hfK
zpmb2g*+wYx-?md?z|4kzTmE_hWDJ3cjex8ShcHCrPr0H&cX{Y$f799TDi@KX836&|
z#xH*dp2KtE!v%725)dxNSW*1Vk;gCx)-R_r2bYj{Q4CS~ZGQ^oUZCACEHwt*AEByX
z@u>rxxHHH$voI7>{6z3>Cf*al%K9fnpmXlJEBH!8WOm*Y@LD|tu2960l&Km19fo@F
zNBDyLCU*Q<fOTL%zzwf~O%2jY1ISA|2yRG=!Bj>uW^)zkGp@RyGUH{hR+%1XO^#FV
zl%^v-Ub<%BKpx}S`cz2wkunp)BJm)}r3_E9Cl+@AJcA9%s_vYpDKgGr9Irh-=_e2&
z9UgaJLoVYJzZvhHBW!6vYE<6y5mI4l|FGHcW;PgsBX*siu;7&4nt=Y*9r=;QS@&r2
z##MY#?ESET>}XW!wBsG5`9MJvFO=PGoM7yrp2$ib@zva)Vjx`KJg9bmX@j8FXip9|
zAmh?+aK0Z*xt-f+B-0HHa(Ztt#3w?by$Q`nv`27`$a70&hBQUC!s!$1nQz|?T2QdS
z{&>M(yn%m)tU(PzA2>DW)SyrGncscGwYpQe1AEwxY(kDAIsdlL+dT$xLhkFqnKNt(
z9{z~t`f|t?jDQ%FuA8Z^qf2|65?U+HI41U;`!}9wr9P@VRv*lj*3<Wo-*@01+j2L=
zw<gZ$ubFg6?p}<k0T+U_*`K=D7yco;X;+R_jte^wSIV9^S$&7%G7Pa}KX~b9Q`8So
z8_;nGm%z@}*RU?MKRop<cT{&SLqCbaVlAd@vqKW5UP7i&rfLI@Kwm&38IL5!^iWuO
zkwDWNzjuH{a$b8qiMOF#_C#DI#yv^A;eMchVCs-`(FBra<BGH3=rLriiF`=n5t44P
ziF*S&8LUatLg@=6*%kW7f|UOlv2<5wJ^SBRlP(d3J0LZttPY&-X>Uc^qq_<>!Hj*l
zRC3KHZa%mH6E6_6kYXW64Ac4^k~Kd2O^)Q;qiiQb-L_+rStGdPQ_?x}q(^ydb<;7R
zTuEw%C3T5a^h9l$gg0~sBJ`4Z1^W22l=a!vHG_~7w~G<uu*Q++CtChMh!wH_{Wbs@
z9$HN&O_FsysmQ3195nVfjc>AT)N{adSW~~EE5^`>rOUWhj%DD%gtRJbiFC<k*{1n=
zjdN|WZESLT@k;9L6EY(RuZK?Wi&oq6J3J)*FJ``s%AEHjBgb`op3!o{7lzmA_x$Ah
z*v^<vAZ{7HxD*0VvV^m~(;@pcG5aQBPu3YY1Yz_gvhe%UY+%|L>oLSCchT&We1#LU
zwg4}@So;U&xe>hJj(51swm_Auj6G6qemKC<&ecRGLy%>-8$^cjgs$JZACD1G!?yAb
z4kK*w7HR_oD_T(U;FN?U^-{>IxK7~S=ni=HZqAciGz_5~(npZ^k6>6Z3JQY`0hc_r
zJ%c%D&o+4OaMIe@srO<GTEWd+6F<royT+U6Hk3}`uUE*SxU4^VF8nw8?cj~sAk>4(
zQbeD!hDc43IJ&<OvJQkz-=S`h83Wt9)_)a&Kv0QV$XeMGtB*t&ZT8M028iZCdZ6X6
zG8F!T<8J}ZA90N~gYa!l<A=X94CV`kATyzx>L-gvjOwZe+XIF9&IID>2`g6JnIqy&
zWF|1n#t2>lLb03C7h$S-qgKbv4!54_iC7QeR>jf`o7sfo6~U65;p(&l&xBz3N!qm<
z(Cobjx=6d6Sx%Z2jbwO>e~2!^>Cb)S!KN+nE{kx1s6Oc(D3bkqFL*D6Z`}=`*O;p@
z#pej`{!G}m4PFR_N*Wy7KI}clb##fz#PzJn;A_Oh&5o^<+k1rRCx{Z1yir@EJ)P&_
z)>v^(V^l!gFPs6*>1?WlIBJuWgdMRLSS#4gr(DR}dwAaj1iS(?s6JMzA4_b2nL&Vo
zdI$Gd2DKn+aRLOiW-I97j+Y4uhEhpcT!J7V*U7t3g0O%w@9$GyA~;_1siYt?KUX>5
zr(T7V(D-$35f0)s>JbVe?W$?pfWSv5%T}qXV}1yM{w6KF4f<IY(i-yNUh)#9e2}@j
z<Nh5@MrX6J5P{3OQv3q<f?L>H$M<1`WGEG&atS}V8n(_|6+>{*q4kJNR614cuG1v5
z>2A}6V8zdka?ELG|6a9i@cJ+e8C1H0KDWCO*V8zcXItqmF;?vFj$K)D=&=YhVBybb
zYBSZ|-3~^5%F1MRl$e^#z|Q5i^HhC5)<^LIZvnfpTD0Ny%078nbY-h?S#43-nc7``
zd76ThUv#=y3AbQ_&-3t7Mu4TF)Xli1jeM+9+kxNa4g$NAjl}PYt)|7?fL9r;0&XT_
zS}FgYhI}C*VQvh5T3}mwb$8Ebp=<7WdO98Pb<Tk&%bU&(?fC_KF$xD8eqO~eu#Dv4
z`qC-;o|R_(a6VvzSKCadN~N|C+_`c&c7p8WK81X-0+T(DV;rvKdSys|CHLwZ;MdDm
zKA_If660kqNJOC}`#!FPkNK&r$5!RtFgXVEUj8!mUR_09`m*xyhdNu+hY9F+MC<qM
zC}NaZVo#x0%xS8EIE#Gn#ma+IgX)(z&!0a8zHmrQ4G?zQ>b$ylNRZ(tXZ@qQu5$F~
z8c@nwoCCKJf{s8pSM&2Uw(>iypO)s_5Z7a;eeWWxOWoxKE9*4dcW{I&=d{}G&mU6h
zWbN~S1T*gS?^Y&ro6o$8T>cDJd?t-5$S=-*3Q{e(cuBciLPWgvs-3teSuD;pyL((#
zOM;6Zih&zwg5~1){9)k6ESsxEdb$Reld(n?%Kn)L3h_E`!OWV!L&5(2<<ku%`Qna-
z@cF&Lk@2*3;KOy}9O2N%G_xkt4?F-Fhsl2J<^Bf00;r@wn+=fhtv@fuK(Kq`-t>$7
z4b)p#)j21JB2PPn;8cq8+k3(9nIfO!<d_MSZv29Y2e5a(sXscKv^Zyt9mel{g@)_Y
z+u3N^KG8VDqKlKK8V(7zsj=ga#&eIWvS0?xxGq*UW8}}T2+}kS4*msiCiH?#Onq@W
z`v<d*K99kyKC81VQl}K~!3t0(MV6?)g789fiW`HySL4VQS_(&fK2LiEkyx>~`7=e!
zmcfb<ya}I)@&i-@gZ(BZbKJ8$K)A;PK7#L{Ah|Sk!Z!I_1UV1|c#AcF?j!j=tX&se
ztsQINDk=k7I8C*hw84+bif_5{_n8p3VFQ_MsfA9v>WzmEp+5V9`uyN~UmN&Ra7R3C
z+tKSPN%t13b#esAcp=?jxIXD26}B^E1fHcIgqflm&`)RrYQ~v@JVXVrrX9pW__B|M
zAPG%517EwG{hfQ9LZbpmq~6DayFoaiePCr;eGzYI!hzFoIl_x$;bjPkyubB&VGw}%
zyCV~P9Y(IBfmGY}=3F~f1siLEB5;8hz#H<o1*8j-^#bW}3V6FZA2<fqU?D-L=YO`K
z27_c`Z}`ee<AQ#fh8akWxYfbcRJ3lOD~$d_@!K<S)iuYPuk0Weq--O~9Q6yMK>t-6
zvZ)1Be!)JXwotJHkfb0KC|MW?kW-Me^D9`+h3o?E$^uBH8qnp!c1nBpxz`rEm&Va&
z5p!`Nf)J{1j@`E%W<H7bZ`Wk@*h?z;CKzfMtS?Xk$iM->h%SM$P<p_D5r_@^TM_Pc
zhBSewh>?6vx|-9NF1-Q$?kGf$Si>DDwPE42p(V4|^8?2n^hza;LsyC`CVZvpi;DHq
z#3eiM?eb>U{1o-VzfVjl%7m%8wZdUC0{N!6e$lfBQ(=H?txmAXaf9|;9V2H{pO1#3
zS#kDMK{5t*>t=(+Qo~xy{t@OjiY4Opi@^u*#xBgE&a_NgQm-sH0G^T0{cJ&j1v>(F
zVQ#?G`6p&@y%1ISmcX|m15psY{k!67ZPWdB9d6j?USOR9Wr4novHG&$3Cf?3CqR|(
zGuy$Sk4Xo}FWQH%JVqu*BTK-NpoqXFH9feneNz^Vmc!IgA9pr|k0`^=B%hH*MGnQS
za(mI)kK|^)Lzk+m-Gt!z+q@v)ss>?e8$TNmsE23{7z^kUy!gH+ox=f{2Cxi~Meqyp
zknZL#+RAJsXoK1QPIpb7FNguo|CPqD#VoZaBv_}CT?A8}!WxYYe$VDME4E2oiG9qu
zS1Iy>mai7wA*F3I1f88p(iFLc2PY5rMNX4JSa~s84HnD&XAcrq=G#srA_YKEAo-gf
zA!sHJ!7^MN2#f0w!5zz$urE{gW%!-iUH-4T6d>*uY*Q++Jk!OC=m1j<TaEam>2Zzi
zc#-K>{6L(D+%guvNRjDP6@jns<uC%#yraF8=sY>cHPE4HGIe%jdqn0KQtgRhxOk<B
zp6*OEd+hKTE4rVJ-DK;*s&t9le4RCQR#7Z_hrPeJa|c)UAx={5*7Y=92rE307p1zL
zTy|O#nksM>*TYZsn<k=8Yiu(jPvN&|=)OCt+Pw9eX+CbXG}^6OYc_sc6t>d>UEJSl
z0np5*i52VdRma>h$9i#->+r9%i^hPhVE7}!0jY)fo=5R{0t?Kr&F09{aVjmR3D2H+
zJ)@S~!fS;cJhb_>fwOji&t741fcOPLxx)<|F}n^~Tz!M-Lq#OvGxfVd2_(vS?VgCX
zG<^~wY~Wi%5&#Q?LR9{W4`3UnLsCf4aVb{2sOhT6V-b}Z#v3f0Ic%gK1l$U@7WC)f
z#(DS}HMT~|3}NvENig|Y;}q&?Rqk87C$yh(F>?w(9^)d&P)PI@IM$c0ER3_EY|MV)
zLEky<gvg=6D2D8k{U(fd=7;&hpWH(?Q}=({0}~6wddmZGtaYgaOofl%Re<>EydMH@
zKBqw%PQD_5@j$awHxXPB#JAZ3uKYeTKWB@d>*|n%fILaW*F$~O>yZQ0YAG%9o$Ar5
zBbbp5maL#XOl2vTS;Uw?soKA@Tq{>Y<j9{DY<0^3f_lpRi5fz*Pm8VyznI)t9*tQ)
za?m&o52ZF<$J^GIhY#A<mAoV8F-<!V=E;8%DrLjD$v?YOO+D%^t*b1^;ZR)erQe94
z1^+ftwcpY>h-6^BlXnB(#k~0)Yo|LVXe6R7U&wue^uVr&*F$rp?SSF@&_R`MZb!cr
zW|&c7ERv5~0^m-<lh~d4#RMRi@BAL;uF869*r>*7VH93pg$P5}<9>Br8QCo^6V_C=
zg51MFw2}dISyB2+3pgGO(7Eptpxl)@DIfMphGHSS-+5TiVHNc4GBL5BZS}{3K%&fv
zvKB|yuK4<n{D)F^!Cf4jI^L6P5n{&tF?%VCLGn*#$O5gjRr>fxmPV^IAwmnr>68n{
z#kisYIHlpr%C;1w_JxZ>&IM0DpX0`7HkOH3t1zDd%`*PUBidQhDTVLOIY^STj1KVk
z-F14a${94!k;Ql4*;MI^{0;1Ke~2ogJvM1YN$~k>fy;eEhmQ-~Lf)?068O%(h{*)!
zVk=A6PGJYSdsnKGvI|NV8mRjNdry^aFb2-hRUJ?RE2fDCc}`fvXShNd-7jG{CfYy~
zO}$MnMvJ*@z#*L~IS57f@|pNkdGVNkga(~nhT6;+tO5D6sR3&ro3ivI(Tdj(m*P*n
ziX4qf(;p>R?FHC*DO4Le^y%~&*re~{LH-(JisA2yBu3_=!Cuj$GDMZnD=k;dF`ar<
zT<|P@9rnZ6W8zGQQ!2<_#M3G?aVQ<XRCk~KN5vL`>%@iv_%tZX7v(LxCPX+k3;TDZ
z;Di<p5NT$)XTa6;TNC$jt8&a7ogLAnuF?c%t=cfR({fKs{Fac`Z>2J_FJ@|lDi_kR
zLQ^Z@E_eBWl<I>~F6LWqD}h<!OcLQBfOWzUCN(_4Z|GEF`80Y2cNC<wG}54sql-Mh
zjgTvX2cQE^3gyt@U$-_7JDs1+l|X<aY#^9Wij;Pi`0*OifNjZDuWCC8A(O5yyQ{aq
z;g%{Cu?H_%?eLQI?^;>Ur*7UH=A1}WqC489&f3XkBWRX>d}{$ap#8sqU;V{U`ZwPR
z8w)G@f1zLfH{Z#>VUz%@bpKDlrT+=9q!lj}wn~S{clm+JVT}+*9btJcKo@^b9O6Ay
z$J>Q(zc95lU<d#F=yVrMJr~^-X2NtU5_8kIo3zVhP4Zbiu}*Gnj8WtrvH0BJJY9Fq
zC7t3_h~Fwj?&XqXJbc6b?AU32ZJ!>@&WR)W;o#%8zR>FSvNmb;7LRFgb7_IUXvdLO
zv}r@?&9R=iFVog%#we`3SQypYv9@UZyr7votZ;K%y}22+`tBz4ihh0CA+(FEp?-3}
zqn%V3X2F<Y;7s;V#1f+Cb3!Hk?sHkjr_SkkIiA{cj;H<INRHG#)IWeoj+qb7JR6xJ
z2O62I>UW4XGW(ya)S*s3I5+OO8|hmPWhhx0!@wVN{2+!X%fR}mVLI82VOc&wS1@d<
zZ$BgYCQnmOirk(OQbTmQCQI=ZYMw$xb`FnLc1Xv*N(;1i?)-d|ScpzGdWcRx7p`|C
zIs1Jc`s0;@k%Uu-j%?3lEdqRJssEe|ROfFkyC?SX-b!<Vx1SH)C0P&tI#U(bw~o|L
zZV&udx014spGU%1DB}j7IG@VhlXCoXQBcs{kzXbE{tBf9?Tt&sKg-nVjSJ=by#Y<`
zYtj5Q%8A?C&mZlXyd1Yr35r)w&(V=JnahJY-fMjLtRgNNi|;jJi;6A8c#pko{ZVO_
zDM_NrFK=L=&*U}#XO#UDIR87!zL2>79b>HY|2z2pf_nW6qfErc+EK{J!NA_k*3rfu
z`Y(ppUy-z)l@WlJUqV4jg`bk&-b~L@O7XucMf9x9EZqQP|H#SzCAQQvaR4y=mx_RZ
zjVnL{K+VF!1fXVQU;;4EF|Yx?2!2=rTK_1CJL*}Q8Sq=1SQ-K7{*mxI7#LYQ0@&%8
z|GE7;slWHs4D|H>2n6+P#f;2MOdbE}<{y!Qqmh*|fbC!H|K5oG`{u6=Ul?UZ3;>qD
zKxY3F*^Kr7<l*_N{jUz4^c~%7zbqFN7y2vwyG9KE)ClM~82y#}Ul-*|TfxoYYkYBQ
zW1GL~f7e&u$i(am{p{~L8QSO@{j*MgmsiH#(8%7*+5|u*Zun)OnWNi(RVg^x+FBY}
z{Wbd^o4)?w|8~fK`v~xl7ykvrrUKBQ`&wpJW;y^13k!gekrBYm%mQFwVEE_COh*S`
zU}gQMuztzdzUu#8|CayI`)c!V-M{j`ef=$e`}w!--}-;reD(MD`XA+g)_whEXJh|D
zfMfq>yuaiByX`;o`>JQ5|JS_!%Ktr|f5!ZhGqW-NGvB|u|I?;_&+9+N{onIoXZn|2
zfAv|v#?#XJ3q5CK{k87q(Emmo{Lh&GPj~<I^S`3#|LJF8YXcj@zpkVGx9h0C-p+pc
z^k2bhsP`3gUoqnF*Cl_WO#WZ7u4toVZT8jD2*C3HWl>`NZ_LC0e(L`><lp}<%pL;^
z6Vrdd>=k%Id43muuvNNeUY}*0b--sgCW(`b6dz(H00lngLym-mDuTj-67_ZE>mm3B
zT?|M9&UDQdQURJyAlMdTTX5Am#n+4yR#`lw`Q2h{<botOJoZ>>!ngK$@zHVlIG+D9
zf8SE7-R>@`B!wsfDQ?QFA8qph$GAFl{z=7WI+PUs`gDe!^z`9;^Rf9uu>p@jZ)mN-
zjg@QoZ9F)7B@B_(edC^Wyxn>+nppOcy^B0+lfhv^L*p(0sdSouW9vCu&rOX7$P9Jn
z_|`_X=Iv32Tv}|>&++me#$-}x?K>HE2K=##b#il?R8{JvKx)IKg~r^>1LfekbKpSN
zYy2rvPR9NgOgrk-&^xH8TTYr{v2tIv9Jn|zcK^_y-DWbq$Q=N(9cXJbWqvv(K3P_F
zIyFA8Y$OGsLep1N&u{aL)uaoA5KZffz8zf={yor>3Kl^SMr^4MSA^js!5oU7V55k3
zq4w9H`#dAln9HED3y>jAK*j}fHK(&WDmS^_FdV|OKJ@hWMch+`O1u0(HGD2mxp>#*
zfHQrT5yYU%{Mnnw9fX-jhDVOa!n>9?dUu^Su@~77EH9ehlQo??nF*PRQB_)NNXNc!
z;FR$CvrV4Eq`V^=gWMF{fK%<6+Vo0J<*9y&A6-B0&B2Fx`Ve<|hl1&2T_Y)HBv{(D
zk=^*Oj)l^sNo(BIX!KRFd#l_t^$fEaC>hi9(S>j;Q9vUN)CA~ah{eChOdL77-#Do*
zM!+Zz58}__E8Jp^P3526ZUakJt=f)Tsz45{@7YD+e;woo2j{x*BUubQNi3!HeS`Mg
zm3iqmmQcfdOQ|Pi;2d4B+l2^PSbrI5;jj3F6UdR(1G4s)@eq3jyqMbD7<8h(R-*z2
znuuSBCO*H9Hev4aZl@nT99c}u<Yw82&?cwY&~{mVs`f@cmtZf2X20szWCgeta@ChZ
zgjQ?U_fRPn>$i(3hapv~a1nS@+G|&<X%aj0fe&5*)8QBhs0x$H;_I>iS=`{zRv{z#
zC!Ytq{Q9_~J6%wUx5$SiR*mw8NL?AllqL`920_?)C=@23r27$Ui|;HdW5DWxSUU~F
z8(|Q@>lIE$Yt8p71ITMGkM|xx@?e(Kt=T=LZ0&Ry1SX<a?per|v`N_xXea2P_M#Gx
zOEC_{08LWu)hTI>IfVb6RsDVj_Q08$29TT@-?uTk)W<h!bcni&f{Z#MqP5r-wEQ)?
z?GT8g)sd6<XP+n&T}XURJe`PvtL#uUlZL-tn^Y{E=y=)MKHy~g#>q$<2!<Lw7hz`}
z(j%wWx_Re-4WVu}rZvIgyyBzw-Lc0H8Vf`*UPHISsga`cXk=GmB@&G}NT5F+jV{!i
zDw$Q66)&tv6u-+N?^2|*6@=spr-R;ow2S#^7H<0R=&e69T)L05{<$_!>clk!@w?|l
zcMm^q<4P!IqM&mce+=ri&S6;nE#vocOEjq^G$QB__DM9-3J3k79MzcWGiSE+kYT4G
znTmCYxMH{g?vHp2|Cu@O3UZ#TcPVtz?@ddZZ((W$4(6<@t~}9bV^mITzr(;0Xy`X1
z)`?dW55{ohO<|G+3KE|bZQhTI8eOyu7&7#l!>`WAT;gd-`#TKr^+W+6_Ft5#$+XvI
z>yHbU=VzyT5|OHF=^8{4BTT1EqInkBZohoQ8l^7KcmY0JJV?CJG7d%0v~VLd>#KW>
zZ=)@XhSnw4Ae|zE$*se&(&Cq(*(<8u$|SC-aVxQ6vC{|wr8)9xb=U7G@edBWuX?_y
z??GV2?NF@sQRcG!%3lb16?yahJB1>kDGOCbwsuIe7+^Cq0hlZtL$S7W(E~CoY*p`<
zY&c%GX&!l-Hhmos=v1y-eqb<oL}o5}-UfH~HlKK2Zc>(yyR9xRmYeNqH?Bb8Dt^}o
z(O@ULZ7B#x3>n5ITLhzm4OS@#d%yhu42V#P!g3ERzGp#9U{4fWF9(+dqxFKkSS4zi
zao5OV%FdSg-_9I>E~+goUr4qRYEi){-!i}01#>7w_!y=}CuU+&B}lvxn-TlPI{GEC
z)gHNEGVIsY)%iwe79P+fCaqf6Y$mrenY4RJO%Ogn*gq7VBVZ`+QctvMA{=tXp$zZO
zwiwvB80`nXLqQ&QRLnW1UYy<(4$fLfB`U`O>@$E6q|3xThHQOSD9tX5u0NQTyK3-2
zDW7~f$-{rs_qC+Ep?)LO%4HIeC^8BpS5)8{{z{`$>c3C68YsKQ90Qc|m15SaOO=6`
z>z6kWpiSydRt5eUp5at<t<PI3>G8;*XqziZj1SH*H$~)PsM!X(WM*%lz?=w@USOZk
zD=Y|+!qdDAb^BE`K*9D7KaUT|IcI3IblR20UX`bMSUI^A%g>;w@{_GMPNMY?R8K7{
z494Ehn`T1l9=$7<V!)fDi6%}phrigLDTfS;4?Q^1MS-RDo4<$W=kkMhOD<Z_M9_+v
zxf~g&CxirrV*@$OwoH)ejpZ-pnOI{)9Q6LqhB;YI&(u^At@WvZ83UWr+zolX5r2rW
zE>;LQqZ%oiylLrX*n@*puNMX>i!Iq=B-hncesmLZI%{J(6pVZ#Sgvzhd;Tp0zsA*c
z_=V%D)gum?F1%6yW!8A(r89%PNv-;u-AP_=UdoqtH<8{RU>$qJ&ZQ;Wht()>TW`~u
zx$-^FtaalGT>A6v2vJrW3LN^GQ^@?4xWmY@_S=n3VWxEjD6T9hE*rt&Clzk7&<que
zJ0pa!C=5JBXNT5&!W|^RM$w|$ZF)l{9m4s73l^L`1b6MEjcDF@>5;>rOSoV|g&HlX
zpHQnxdF+-oow~f%CTCdp3Y1Kyj=)4NWi`X5C9Eviq0>e=o(_l@py(QPm_M(Bn3EH6
zLvq^K9EmMtnK7ld;Z+O7{H!OdRQbFetKGxGMq(V>ec#wNFDe=J^GJD}L{56<a7!#p
zhbtA}3achEX0Vbd2`E%kCz!jr6qbQ+3syAE6aVxS6sB&)<aZG+Yx0v8RqOMm$-p=Q
zo2#0dWXFQ%;00x%mt{)X1_b+Ncgc%zt{>;~X~?SA%;@B#z(m9cjilBcL{P{Mi(xa*
zeEmR_Fo+y@yYZ8SWP_)Q*DuXlkyC(l08Dsw{eT9p9(-ahv5sK;9ryN2E1+`)`~7r9
z+0vsDU*icVq1o$T=s0EU#!MwC$$*ReGlmp??UsCDTlVh$s9J+HqI<DYmDzkwe*`8i
zcd>TW7yWyDIG!8?Ty<nMvP3dDW4v0gxYC$vud0R841)L$lXvQzY05$Jfw?3P>05L@
z$ZW4*0SD>QktN%md%vOMi&JKUV!HVR3zihWFwk@KpOe+D8PcH)d88}^Roi`N)!rhS
z->>!*SCmXnusgU!9eOmpD&}A*yo>XxV+uJo_p1;JDK^T8N|w4@UwKcgdL2*C79Mn=
z+DB$f@(>N-2DfW!jhpNq8}2Mk?cUONQPX}$%}1il3J@Lo?k$;K<ra%^oW5ljV6TNp
zj!hs=r35GsI}DnVzY}6y^Pi)hAgG|z10+b{4xWwS4fN|%sFepqszM`KgMbKyYnF*2
zl1b!cNlQEKuC$Q`g{a&$<6Uq8OARd?n)%~S1Hv6nelof+9A{V>g6r^{JO+c#jf{F_
ze#tp2+yn{8<m1kH&Jw)Ir4tMT#qp;!GsCcVV#Ll<k9s4}Trzo2%lCuE)|C>WnGaGp
z+O^qi?x~zySI?33R;P`yYl6@&QnV#2wufD;bfy@c#sT`QswBsy8L<4wP^r=A&$2*E
zrPj_H5q28pZ{JEW5TKjctSRITka8rRQsJ1IA?)ZXEX}*^?{U<|g`2c5Kp&|G-I|T9
zQ5S(QaguqrXpl&LO$%$FratR5nD=l<F%9B=RD-Yl1bI9aWcl?yy?*nCB#b|{Z%&{e
zCy|Z|v^;L;@u^Md=Y3wmv^|J5;7?ORdCd`zfy~fmjTZyueyt3o=n!(gAaW+~ParP1
zbXwjVsUmT?=(?bFpr2#tINyz1?Myq#P$>%od2(dOv!VO*lRXQ8<IL5KcBJs;{XM8j
zsrr5#{hl^=E0Z)V^%iyw0dSf@hj7q;Aef5>U#BH)ddg8JM5(-_350bS1SV7;X`+m?
zYi!`F3#}*lT}pS?W(lm}nE)a3HfhE25IKt^+!?tG2kTDVNfJ`fbO%Vd`B7f4R?{^t
z*~s*!ne3x4h_ceb<StsPrG~eD_-<N)i2nAxcV~K(+xE!5<;Zp@Awh61Q(I-D!n!uJ
zrfG~fxS@s{cphMZp$sKiri`Pumn1>8$HgU5D>Q}yX7hmEE}$Z!(Dz#+smV1-FbWA8
zt17QK1EZ)$`(nOX1ZVJzo^J|hu{!vTmma<&;fu@{TIuI7cOpzP?s6PLET<fg!B`r>
zM!G2SlSJBPi4+wMXn6}lM?DT+nqLFLcn#=>FSe7GlEZF7UI;>3{3LjzmWtBNdiDtS
zbY}n&7G4Hf+dz9%a30i=UA?>{GQ$&tNpRj6eWpw6&kz)q`Coi5$>CInG`32)eD2h&
z4ohf?T(iCwHn%XxT(JTwtCTjku4nSy7+eQ*k=az987CCUW_U=CBHZ_c))Fa7914z$
zS{`0KE!;5XkabgPznBQDXkIBPijNc~9ux#O<VD)$C3;A~KrkfN!}Ybd-a8zD{b|>A
z`qa-@{GRxM<y*6fG=GX}otSiKPlZECh+{l^QB|)}S=z~QL>?x>OGEz5{CtIQh<p^y
ziogqh=@>x%z)$xAs^tAxDx2Pv&eU(aj>+&*oxL_VRAgPSV&q8hr#z?tC4J~W+RQuE
ze)_iQ{GqXCo1?pdY9!np{zcJzKYM{|;^lFjI%$h80zl{aJfxhq!XNk`b=NzJ7S8%S
zsHF9(_1@;QOZZBHaR+0IJG4D7nhwHmM_+F?puYa2o@ogK_t{eLURZxvjF*a>F~kD0
z2`0-!BcGO3P%c4$wmhZmTBPShaM}xmtP5T2YOKihJ6s=2DxzT^+-!N4&nS~Mt1&eM
z^EYm9&2I+_IHkyy^3pZN8()PLSiA&nmLms4!NTe7x<gFEsxr-EHa(DCeJf$C@zm0b
znNd5)g?exhOgmMK$TY%SZt^wQFhg)r=B&kdaX-0{JY*pobWLj>QVo32YXlscmUX<z
zL;+1mjw+1=S-Y0a9U4=z&T!0?$$rd_Ibl>bTjy!vT@(celxZz!EYJ*j?-Wr(Q|9^=
zb;bjuNx1q0i<jwP_VmzZ8gifwF$|aq<j!SdA|U*$-}ej=ZYULV1%^@@vZ;E^<!A3#
z3u+jhS10CF;ijB5#4l02I!$?Q8wdBd8W+XGIQla8oX{YPTrX>W)cCsG4{tAiFnLjU
z9Sv<JwJ~egV+Jx@AC7|te6b0T*9hHjMmu`kWZ0(jp!)D<Xv-6vdvquZL0a2<s3i+Z
zt);*<QNxp&R4gWy6B{w_-#aCi$nm!jhGNc8mc5om;xn?e5Wr{+eG<n_6nt`kXUggY
zq_1lIN&9o2<NULbc@j{+*RnH`v$H3Y`zh(m`=ixzwC68}qo>llW-^x!$9<O+4{i$@
zZeqtI72Nm;*QJX~CCz{|BFSeAI?+9HAyFJxq$G$J6q|%KDHRL}xn+zp@lG60{z`=|
zW5kR<9;F%zH>ydwDDR9Xb;d=WMgIv|;{eDV1*&6}vz1G+;FP0VcdVbq1n+Jjo0C>@
z|CP!<2ZK@0jhkve*_OZNvv5mEUt8jG5dg+4quqWtOf~gDo`MoGj{luIL!G|K-dp>Q
z3A^nug<PRXI>pXuUJxY0a9}rJWYE%`?x)yz-mHVg0vDGp(88MP6$rSQMFpgc>>&)E
z7DLj`Rk#FJ92d(j!ib5nT~+IVmyvCShxXOPR{O;(7biEjc%{dNSghNIuFI9RC`p!;
zjUz4L7l`f~&<C@&H^Ezsfc#7t^mucy<H>zNnVH&^ZBZb4p^g~oF*AAm2$=2?f=oA=
zuy|<xTXauh{$7u|B0-Wm095K;VRuO;!l3gcSDISQ-WSy{K&ZWwhHO+Sc@HZPt2rKB
zF^#95u6Pu!7B)iLEkv@7A<_?4HX^d>tOUlu>e-s63j^Kc)r9TZ#PKqyB{zIlEBy*x
z7mFF9I@BF5$Mqz>;S!h;#sLzX;~rT?ZRAGJ`?aJKvR2Hhwhs^1lsvseDyMg12}jxo
zQIm^@rW&FbnmU43VC=R>xEpR1t+7v_lheDdHBo%zm-inPP~$NLDH+_fhokmNZMn`W
zXXp;&tHt92I3*QDbV~P|L;k3>&8BVHy4Q+&6{4gTCuZi1FFZ`GwDfI>OjT~G7fy*7
z%39B*x?Ei|cbNM5!X8bPF3r~IthrFQLJ^5PgN~B<nUkh@r#KJnWs=Uqwu6`Uo19b1
z56Z7sgq3H9Zl{Q+h_7s;|BJV`431>kvUJ7F%*@Qp%*-WbW~LG|GqXy}%*-s6n59yQ
znfa;C?bF?N`cC(Z*|YhP%RP3wLYeM6-O^V?e$F8tU7={39Gst`BwiM&IZVr3wSU24
zV}IFv=6I(8$0bt81}<p;1+QUkU{vS-yH$ArizR&^WFQT6!7kjA@iZPvH6H3-;aV*%
zd_W(+PT`jmRNC(V^jy0<MB$AlX{5JiJ!>RIbvox}eh|3V)gQ_X<iKWSqcDoet8jNC
z8OXTg=Q~O#JjIG5fWHH2qdpcnI;!uNRF@ZLnvA|3opI}len#NF)BDJEQ)ciS<nWF(
z>oqZaveWMpnAZ6*yDF|N7JM-*pLzFYn=F;U@S?=`Eih=JVy`4qI>Wa?3K5yZ2shoE
zGJ-jH1_#k<@AYLaOgNW_8NQPSy;eY0S_Y^vN3Bi8_R!hhvMH)lFcKx{`KH(&B@eZb
zO8bj4Ru{iI=kDDcQL{dwzR5LmXyLVVjSO|`fA)2SIy#8pZW&$3ai-mC(NSxFb}XDU
zb_mgGOD`e$wi!q+iQj|*wkc*<W@Rj4q|whbP2RScPEF{fIGT+I`mQ3)Hph1wKrN!R
zkn=Fw814);q61rdX?g85H?9MHmwHw9gO}tCxof-=NGHT8O%@pY5e=nnWe&MvtP$Vb
zSIcNq(l}AeJw+u|;4i-qY&&LSUj%6ZIM!=;$dY>U5RBe_CA18O?tn{1O92_=cSd<j
zwp+x59XM?6C1=FjZSOr&hG_?S%MjqzXZ4O<;W>_i*5JWeaJrs`%&l6%d{&9d6qqBp
zH3>&rfKZI~-Ri-D#P#sq*3lbxS<ZGP^e16-t#2kpJYWdgoDH5$>Y)k_T|n>|jn%wy
zi>Y)8Aa8<_7yz#v$&MaZl{0t=JV4PF2tU3Oxk_U3<W579q!z<mC%tMRj7JF5m}p=V
zjq`H}<8*F#Hhy_Ha}zx()DYhT`Zs>K_WJ=aZ*!an57)|d$C)eYe%|j^x-BQ`X0@=~
z!AFv(RV`a=Z2WEzF*tgj>M&gh?_4j0A1u!~_w2GTv9k3rSZwD%4%c;aUSnHe&KsoX
z$NMp#o$NT8Ee^<+`z(P!AP41`Fa0h}1s4|Y)HdmW(}|{0zrj{XRd@u~3nCUVzO2i5
z1cdn)q2ZHl8Yfy>H0%OlHy`)hOKCWM15Y928T`1G;%+kCld|18D{H-v=zBrf`!<J}
z;ltD#bT*jYJ)7&r_kv|aen_3h>V@R?By`)SS%Lq4sOLjH;Buag_5HMuJs0jH2k%|B
z$w@QktyTb^$LHuM@Hi&>45$>>>xoBrAhtHm?2ap&<g~Ab3~iX$vxp_B<hu@i;JvHZ
z)Yn>(bnw__v}#6x^MwJcTrX6FH$kI|BqB&3Z_f}jS+ks)le&`K9TpU9u@@^#E|y4D
z!Uc)gB@sw<CV`1JY=JAq06q~Y$f!a!Q9Ga({%Z?Y+vj9B^-)<$WXI@BJ0Rt}v8rrg
z3yUeZJTU-_x9fu~Jj;T09<0<^Vp4KdBsKow&;n)q-`K+0or)gNuZ03}{`~l*uD=fA
ze-2_!0SlBcuVGH9xwOU@f$D(ST|2h=txq7vAY-xx>Jx=ydKMu+X@x|^$Kjpw^4S<i
z`J?)9bld6&bo}ZcoR_o~okb39AV_K4m&Te@IkcDnd3&EuVv4~N@MNi#H+mE+Ey9&B
ze+6~@PQ=rzru`Ig2m6#}cyaZ76n|NGzHRlMn*TZFoFnLJJC3xaKPD^${{ixyAdAtS
zt8bwFiKZI`b}qUv`U$O5B`$!21ZG$`7>h^FUE+HVKYbXcwZdq8|CxdX3b&wV`l1e@
ztO0g0=Nat0qj!Zf|7)JT#*5#(NIL;0h8lv%Sl`Ra7d^cy&QfD;y1h7m9^{zI0^KXj
zN11CR0*FB-bx5@B)Hroh(jeC|b;@8;3P@U>8t^Et)W{G170&c9*yxT2i7FlE*nmtz
z1e=g(<n%s#k6FN3>nzC72f=|Yh$CmeS8pl2H(*C$V|ENZ^3Gbi#;T0@jNz{DjDaN+
z<<z42K*pPxrJHx*hB>yWqm+9W4}PI|NFd%^T<1z-1QsfIjULZ<*a)2$n%sraU^ruK
z9o^ssz-7Nhsrr^VDoS1SvQHh)2R1g6FNj^lE&DAE1OoXTq(pqk-|c$kh_L9KR35Oy
zknAcKk`x&Hw<gx}u=HyXJS2SNp=cegiwhOzc+f%qL#-E%GHGmsdK*5PXlAodX-P*|
zxgtG=ECb(Ix(y3RlZ|j9q(^hnp2|>-Q;GIX=AN$dr@%A%wbRs-q9U@n&lLUMH~MY%
zyH{zX@ok`PgiRLbk2Byp=0bkei%egN7v;O+>Ge9V-UPiS!{0Bgx4$dbeN~C4L8gob
zFJ8kP^KE8Op>upsW|5s|t|Wuf2$my7SY%Oah}jcmg9vHvTCBiA4bW;hi;y|>tq^hh
zU<L4HGE{&=HRu_%gG~Gv;P!P|fpxS^59zqT@(NgTw=damg~oR7<_*a(c;81mpcyDR
zhQONDM&`FWnX6x^ues)>xDWy(RQMNDK~jZUP=-fP7-*D-hSGxsZ67RbZg*7{+z%qj
zlD4;1Gz8!ws3p;KA8+||=_>p1(u4tNm4KfO0l)PwM%wIII#f_xr4eJ&2!j+M3qsXb
z98oyrP+bSWqvxrr*bB^0Vw_51YsxkwrL?*L&yccQ4TkuDurNr(lVMQs2tZk0&=s**
zwLumMLnb3WH5|D=TpWQs6yF|x$I8Dy#cSt>W~%@`SI`Mqw8*Z`tTF1)gxM-mDz0Gi
zDYoxy#<W6<0@GbO_4kK><BDs>gf_&~y~$-WBK1*VQ~I3IkE1^y8-Ie~4SXNUIV+|u
z)3cr!hEJrw$@xUjtj$19l{&LFx^sRRtgn+6a^|;O@RE)F=^=UIL@Ru<>@3!0ZU6eA
zc)PrTlM9Sa^Mk%O$0^UY$($k5Nh5cUnZ3S3Co9IMPxK6qxlR+uv~V#9r4W@kcts>z
zGS=+K$g`kCCGP8|d7So>{<s->mAzhNlRH&xk~Gz`i^nG}QFPK{>@y6=PVA<tfpb_S
z&6uSFbEgDwo@~V92BGV1ouQ4xoGd?e`Es_j+Gat%j6J(i)+Q^nnLGE&%2ANqpamn^
zC7Sd>wyaHEYj^-gpz3oIczT^~4i3w~tAy=$I!{k-?8+Xesb6>MN%i4Pxw;&KQN{a@
z!`&p0_ObroZ(=geh52ye>Scwa_oJf8`fSAMh7H8!B2lgJq3aCLiJ=k*I*zUjAvw9T
z5Xl!{^3dNnFf_>19_~sZR*z+I<LK&jCsS__$48j;>t^%K+S2kCm=<*n)(zIJj52I0
zY`)o$Tbo(q)KjwMR`m`CEYx-G7l><MQ)X*pW3oALmGXV7Os&5Q<`AbgV{N~)V)xEF
zp*&aM6HFz85vjEx_mQ&%S9F@ep`fH2V@O2pdYSw+=}@iNqFq-YL%-#U{ZQN2eU!8=
zJSK^Mh$3G}=M8{=>2+Cl1eO=e$Q7Rr;yE8N@Jg$R)2w8&mmq79J)jQ-eb=`De(1*|
zgt-RIhWNx+DQNc#HK3Bmij-zRe;i>7O0E4`cd>vS^Cntz)QrBCeI3)2ARl)GbYP7$
zn3R*%x}>5zN>S(Hit2n^_6HRbEvPG~tfoDtQX+UL@>0urGRTzBKKRB}5!<Yv>6_n&
zCW|hoSA?$qXzVwEv<p`vn`LC80LAqKDGVXmCPYvPJ`{<qF{&eb7<W!rQ~bgm!Yd0I
z3_^WJ>`7F$p_7o%A=N&`Ay`N#ZbIDe>V>Kc)&cR5MJA?}w)u#m1&0m<?FK5trPS(+
z@>x50noOry>>3(kH?hz~B^FCpEVtw#L(vYrEpT@m?~uHY7`*sAHE1UjQi)>Zh|s*)
zkyf3Tpxr^ZrWmHQlI5mWuuV%RMX!R8QuT-{a5}!ari-VtdFM!nCQ@t$0c7R(#&0zx
zCJr`_J=5cjQv$Odo}OxG%kDUvkUyto^-;Bu#7$gJ52WCWKF+i0MGJv>)z6h_ck9?$
zH|tDwC$cwo{h1%d<;A~;<%IistM0od+&b&5$C$zMU1R8E4iSW!%z99A<V|zza2*{>
zdPe$ey7asB`}7xLC$ms_sEo5b7M=lD^PWu`<6d49)~@mxtteJ2UMS+}v{P?pUl`yB
zx?*)~HSt<_-8>}mj(I6LqqTqTOH<0UF`CGZFD1b%JFoqY8!&}0K@eptRuC1VFe=NN
zqA=6KF<?;1JtEQobCgvE*5%YAtA~2Nk)tNhapthcO@7f`kTk(`DCvGw+OVHx+g_h2
z;{XR|_~{FkVnyK_2$mTse69S3Qfo0~(g>eT23smt9JNSkk~Ix8tL-`#KcLct3ryb(
zPbw@Cey^AV!npD?XzHU6%|=|jur-d6qpLNn-3e&s28dd3RE4YiS=QWK+GxOA=T4e^
zsq10xd2T<l@KB7K0sZ~hm*&GjZzx&0#-i=v_b>YGmzU>Nod&9zCGdUEJ=>juF#>QL
z^Ny3wd7ha!f|0P!OnUNz-&#sme6k?t0uz%bxDxg20(XIL@N4H`j;V9`7Q?LxPxKjz
zKXsJCxxB?fT|S@Fn0(V->9Oi4ZQVfySDyFxVz-2DGSeZ2W1Dna4x!E-<jOG`D8M`1
zWU^hRa=<0Ue=aUFRoWg?Zb;)|M-7k2HAwb4tsd#He%g*~PP3m+PK{+IjLH4Rv`sxH
za7yDge_gpR`*v7s&|@q><En-0TO$}>Y@1abQEm|Fj{%bh&8R4=Yt@~sL7A!HM&^(Q
z_ybp=mxwsyQ3GW4Y+6QG<N{PT0e5^%b&GZjcdKg)y)&yto<lP=W`UP*MDmcy8>!8S
z?ndQJq(o<3H!nsppzbJ;tO<6j)jjgl!ZU$tTpAl-=Q5Rxj&U3UXdIbCG;fQ)Yn=s;
zIz$w?M!VU3en;!F-~iTWWO7j)Ji*re`Nw|Cw3ppM^AUQF7w-$P?rCn1zU+Ea%L>1l
zRt?TFLkXwbc}&HUcF)Jqkfiu>HwN!5=P0s1elye&B_Xh<GHs$y2$Q1g1ffU0clMiE
z`X#%5j!P}3b&5gMF4X|t0O5cY7$P!mf=6Jlq-UU?@v8pO@JvO{(~xY)D9sZ^P;y)z
zmM1JZfdhycA#SVqD?CvOD9BEG$os|@+0z+|CZbl@T~Hq+wk)8MD5y0$^cvMY%G4^$
za#?O9gC($4h!a{&%;QafCZDjBd0?x&Ghw#!r^%0DVmdZuY2ZvoP0rfPjhm^yK!Tx%
zy-BCZ8anM;pF84&h@Qw3{}Mc~+*6Yi>itZW*q9NtND_bW;o4MNoCq$(d6#`*ONkwu
zfL>;r(|r=`5y^y6hR(sTC^`71<8u|6M(%L^xCGAZ4Gdg>MI!SURz`$(`puJ7{*J{9
z$W)xB2<e!Nb)^)1x5=Y>5x6W?E+tx_ORDMx%7b=w44t<peE$_U@MjqZ>Q{tqKwD9I
z>dIZW2EF=24z;3JkK)9BqJuN%FypI%V$#X%$$`m%J>q%1-wd~8#9gCV`g9VL_7)_<
zXiW=Up$|V=r4EerTs7}dc{Zo&Gwx8W{rdpnSJnDn?$A6xZ$(naa6`q+aD-rCg-Bt^
zPF%36uD{Xd2T9ot%BF5Ncw?BwTe#o$N-80D(RvPG&I(D7{qR?(-w-3(7Oi0Qa6=vS
zN3tb9!V{fZ!t`-0D_&z-`ufe3!#>-@h}fKAvsUkDV`Y<HVlXVyRq2rR1sQJnfO#!u
zG+3nZt;O<6nrEjf^9S9xm#-}zb3yO`(yOsLmAXYps7Q*k*`)ZorVxMp$g?!E-h9$r
zG-dNj_746<jVhJhPtjN|v|gVfBeqoJSIV(FSdPrit9wQJRz6e<gU>5y=XW9CRVJMB
zq6?3gZU0fa!y)?UYf+@ly<dU_$t0BeOG3GWbNWea2gqA8ZLr2umrjhSsunHisYwD*
z#O_6Pg>;*v+h9nR+0K%$DLD)8>DvWsLyUg2i}an%Riv#{dY%2mlFMoJZDMW#|63eB
z@9mub6upo4+~wZp8t&bpN>>i#Nr0!uxwDs16BQXetaNw&KtEP4Y2J&<4Z&zIIDEws
z{T@5gL_~ry=~yL^XEDH-iI2YD4DszM+O?Jirsgys=|wzTSZJ}+UTlI9c!%l+VHa69
z<$F$+F+U1_f?Oi~>da6L=>U^Mn=^P@WS4NK^qN!<m=APYN;dg)sx1k7oe*l7NyVVn
zvD9X=VIWCsk+)GAjLE<rLs>tC0^m?&fiXGWl4Of>NSQ|z$%{rd1sPo~au*3IBS?Wr
zjS)sV={5CXz_isMLvRS4|KZAjF~sKONqc#?Zpo!;c4A3T8<8NYn!hEF*wmhpXRhwo
z0vjT20HRC*u}lFH)uS)BsD=@R&LvpD=OI)`>UlfKG4>m#IlejlW2^p>a2(*x<vi_u
zD@^O#2d9j?%^(-%QVHEsi~MEbuvp?lcrGWAMo(>{zRu8c>NB1<h_ptpc;Wk;eBt--
zk9cnHz9H{tBUrCjd1?!QIcL(!Dx6tJITQijlUl2LX_r&y^^J~Jop!S*uS(wGz~4qo
zy0;D$ebcaP>Xg(t;G>sG$ZWe1TyRG;XxeC`W2qtu6p9J@j3i%s4t9Qc^ItC%?{1ex
zkPoJfhHbW1ThR}vRfn_CXTn#=FQ(*V14p;h+#BP@jV11KSvZvF%~wNiVzn$!vt?VI
zz&EK2w7T1_CAC7J@}K8-+Rgnm-K#vj!8WX<^c2frD!(=@cJcaEa`e3aJ?aDV@Xcl!
zA1p_M)1m*ZnG$(@Wvop3gd5B@Jjdr#evY{n(XRJ#ms6b1yJ^=SHM6-=2lNyu%HYA`
z!ecOhx4c9bzyJtN6)e=5<`5CWscrBO+KX;mB6|LS*O$PzO)}Bn_tl8t{iXG574gce
z<D}l-p+j(ZcQlPR*q=c4WdbH_72=P>#Shyr+<D#g%=Hw0O3**wYs^55R?I9Xdiw--
z%gr27GTw(Cry%%VAP}aZIx`*Bg;aY327+%?VoBoKmyHNqj*>%Y%bgp{wg6whANk5Y
z?L;~k^TXBN264QjNgpRqMovs`h7^8Bf6+6_?cK0T6&n$)qTdCoe*^b?rG5ZC1>tkd
zcUJLx2ZwT|+_JC5)-EzZ@YsB7zkl4g1YN3j!#a=HY*uNTYZgNcpb*E43K?TPg7N_5
z{>DDTv)xVOr1P6?K)AXDW~Mdg`b=gsxsCZTJpgYeU*(YLG<%8L=9FpGrk85n&u}ad
zFF-@0=o)628v?#Sr4&PjJq(6RhAmKMt3nI6+Wy<kiSc}VRAQn>WI}L5V<e731A+7u
zk>;jxL%9ab7K?VgTB_Lm5%;|LkI=(T@*$J_L>Dsa8<aMArU@oFu8rW&^{2vADSuZ~
zVA*`vA@6Gi4Wk7zEEe6xQmIQAc7G-qGTT?B62CRiN>>A7o~IjXtVt6Gp5Gy>xjl~;
z$5xr@l@V}nAJI**n=8zP)!iP$LE%$5CeiA2TJsz=!47bq1<z&h{N9!qF<JeE>^-<P
zT?fDFm#+sYmnYMd*b6=MpAy#Xx*WEuG8OmWuFxxK>mI&Wu)#1dXMDS(cE)y|v7b3|
z#d6bv&%^ueSGV4|{X*qAv0=p;TD5Q&9fJ8=a><msG}I&}G&`3nceV9d4F?@`tH>Jx
z)KVM9K4Kf(&<|-nFFb(jn)zBr2*r6&w9kahT}c}YL!11RW@T?IOd9l=$-+K<<5Ln#
zo5W6tIwb&(gw(+Kc$xz4)0=D~2-QOBKAC!Q`QqtbUc>v4IScFkYW;AFe0hV*qMs)Y
z4Ep-l&#`-4blc$<c>aOkN7YC3M*&9<!ZJ56;C9_sw`+?TIVghiaDaL;!?_i~`l?c4
z<O#julB0r3n#>TOnQ2t%CYrB=>H>PhN!LbcjBmn|!kw<B)pRqsxG8ZtCVjRG(v?|3
zJe7eB;kILR6M#uWrj8zlDM^&*1xmI-8i8Voa~l{2m8~$eW~mMnf}C`T%lY?bT((`U
zx?1GlgZK>jclZEcU;N)#Uov=yvVmwlr9J@P0fu)ycC(%Wo#m#1X&-W^$Y5a`1l|3h
zJ~gBzSxEJ0gjt5Hz@OLXr}W7P3)FYxpB9&&25Y*j6(Wynx<A(G+n%22+XMvFF(BVL
zQ>&E*#q2LV9D(PB0pRhmA75+NucY7~24zWJq^k$v+xB|)Enj+`2vc2o@pbAsg)x?h
z3qIa`yDTXJud^;$lKSkY@mZ3NRnvcG9Vc19f%5PkE-t8S4?({|PM})!JVe-$JY#~f
zixIE9y%1WjJ+d`_T`~RGpY>(qU<h$uxLO$bwd!BCCS`OKAk60J4xGziXfR7~whPT^
zc4NfoUZ4?mv1G~W?py^1&4O3>L}QMF2f3pG2q-8#x-)<o4@o&1MKcO@*-Q*xX^iej
z3@;@#MgdxEiSF@E0lVbJH4gAek8I-4o*gJefqsxLNP*v(KR}@g-J!sA<-jCVr;IM#
z$m$xAqA1ZFQe8ACytfdZBiu8hnRnBE6+8RjaW))mPIGtfb#$%E;)mzwD=P?Z2;F!o
zpggBBDU^-S4$Y6%!T5lR6>}jfKMc3KZse8c4ebe=9g6oBKU9h$>-VCp2>lZAjKeyN
z=O14a=m0OASPMKQg5UqheKg>6<a>whEq%t*Xerz>@H(zYD$$H?gsz|ER`;zfaSyQ8
zG*+LFje7}-MN$}BlH$SOj5$x7_yyGy?ggd4>kK3Br;9nQCqzg3GQk6YCzNQNOh%gG
z2K4N_1`8~$z{IRrBY0OZZEFtqSa$d(4ma$rA!z%wNYxRwcECtti6$o-(F0>U)O{ZN
zk%`6AL%n)kM{7j^YTbw-eV;Zi(8L*qZ#?xL8~g^E7tsUHq&Whr<)dOrzUC3!9g!#U
zJMMd6Wki*b(X6rgvuaj=4+jLwXI$%;RDFU6{O?*MRzbVe05?Q`OwOp7JR^Zj{ye@r
z&gNYb9=MtQ$DQv8>63&b>Eh|{ldm+UxqzPFe&mj`NOvq;VZM=Df+LKfWw|P`HAB$X
zY;PDB#E3Vr&pC^AZngY%z}gIJ=<k$lgb%n^>EJs4YI&*x>w5Wgjri~IF97er@5tE$
zP<R1{`{ec@kGpnZ67v$c7R2xgC1W+|kdwTVk=Bsh30*Nhq3>xOiR&bjC<W-QVwaI0
zTraj~3THYyxWt|OVU~UcEr9Ag(YgYcee3)}UthbFKl~rz2NtebXU7dY@wQ{XN9zq;
z?$sD1Nxc4uHz<PA(vd&|%(f+ejDO9)-@oD&<Ri;X=t;Q5h><h`V?LimmI*orQ-6Y1
zGYC8*XpXBgDrsO$ODD2rVNYM5;+^Ok%-)@N=Jdw?EVl2c6?<Iw&+_LNQ*`!aK{^N8
zS_CAo0+8Z~$pPu!hIhI`Q@Hz{H{x?dGx>G*+qKNsorcwYP3}D1NP5xVuFl<YyV3cB
z@Q3904h=vUz=#C4g^Lno$e1OeHHDYrJH~vU@W|{E;KwBA;d$Md0LcbXn2geoCsikb
zFb0rJNgKc@yx<!`Ij1{EvP`>;UksMAtf@MZbo%%vFAN_WE*;hF*?S))FF>nPy;3`R
zb#@>xcN3qzKeT+=Kg|GX%=2|u2s-KCl$S#i9lm^!P`XzH_R2n$`p}gX)mD5aB?f4v
zBRrG<k2IKyz1-4(@cvE=3(mVKxs6IyWD6>6z&Fw-2&%rC0#zOZfu%a1QsnPKFDt2I
z_IH4`!?v#I4SrscPjd|f(ai~kzaa3!9}*pzqOHvkK5#C@a)Ep3#UJ-iuMF>KE=Gi}
zt6EWNgf5Z6nK5ew59-JvBSm@8as_9Bow2#Wbpk(5!Bg|)XVvFMG=aUKM@ww)2qur5
zj+ozIUJ#w?>;&2w38GB{lG>o3d}s@lY9N<ZsWf73;|P{-N9KGdiAj=fh*wYvroRj5
zIfVKbiUpAH;@X(tn|&ftM<4V-1*(R)4zy>+iVb{y`dfct6j_{DY8)etCJ<>X-kWn}
z1lod@xyjQYt>bkNyDD1~dScsuA8dOP-vFd8z-Abq!@k-K;Oo!S$Bp^8+<%kLJ;M1J
z**#2`<sYffd*{UN_^pk1!}o%HgWH=>!3)+Ch2v$WcM2&=pUo59C%SutD-E0dD1qV5
z4dSi~P)8ms-N+op{E|(hL6cxaoJ_19W6P0S!H&D~(5RMe+ApgW>m4i`1b-ZoI0N?l
zbceS|;1E;6i+pkiw-ws)x8Kic!SBHi*w+a4AZyCIvhV>vPlEY;0=o0Yl~2{_MuVw%
zV7Kmh-Ibm4g8NGGE`?d^0tw2<@~D2d2wXZ>=EZZs@`Jih)e1%DQBSn?=m$6!A{z=z
zP&>gm%fQ@l3wV*{@3!K48U#4N5O7xulg>#}sH-kUAP!7~!qQ?ZX(7?kQPGUzC#7PK
zk4=xmm==N0zwy~wN;xKsoENOOsYPlsV#3zzBDpxT`x9ausDWE%_{8fw1;K(1M~xL8
z_sWc>d1#6`4T5X3_EaKYvsx{B_f(b%O|^Y0DMv4>&@T=~)Zio^9=wzTcaL(b0_w5n
z@YMnCxv7I<`NaFu^65s}E$)GZy}tYHRJcyn+=$vY)Nm;|?Y~7YPN`nC`*>QY=&M8~
zrA9tTdWM}4qB(%AJs2E9REmZ*cpmWuID;Lj3?i47$Fu^gHi9FP6?*>8l6W5sIVmUU
z>0zX24-lV%n~cco9Sx%_QWY$0G$nc~4a;NQw<<0a%=CVB^kUyytjg1zBJ_~cpPsD1
zCYqcSTMOX?Iad?SqLyp(mFu6NEyP;V(ajjNu5@jBF?ZY_cIlS591NL|e!p8?fw%<F
zPEcIvtOLvFh7Qx<UInj;Z;FOR>_p4Bn~R@S92!|hD*eGZwfsV4sBf(QF>IA-V9A3`
zY(6jhAr~ut9)3?K-(<I+6ynFP6pvz_rJ3A06T&9fUN%wnve82`HnCZfwjZ=<#zIO|
zzk4GwQOrd9L$#!CO)`}t(jpef$e)m?dzJ4<QW#*EC5TTeBrm!l^o#JpV%Qro>5pj<
z9afmZP9<!?Hxz4+Db?F@%?*NsaP;{*m6I8n(>vq_w?J{6JXHgBoPL-%Ux9=?v_6ah
z>Nm;@hmdsYuY;`>SupT56np>z{BrQMX=|Je_+O8&#~^kmYI8IaB5Ly1VI@B1YD(lv
zx5Ckg^D@$&^eHPP^9hUS(scRk;C_jZR%*?>1<<-L%#?6e_iy=#XHWD)wAVLlWBzO5
z3)tR^*qO+URoOR@DxKb=#q}aIhPaEpB=I6qB#c^=3<ry;R0|@3I0no+vCC<mazTJU
zelpe8kQK1RhVx^S_I&d1IYYNk#PyctYhXQL(#}nc&d$;=4EV->h+h7RhPg|HO<1E`
zV7E>3Ra658GT$H0@T)O3x*bm6tXpgV;v=oC3q2$1U~5)o*UOr{SlN}8jL+!6GC;V!
zp6zTM5#D<Lt?WR<KcMoFJzcfHGN1UJa+xO@cz`?h^JzaAuvm*-`nJWPUp%0Mfrtw*
zT4^?xUyPh;G5jr;AC%|ajLMDJKPmrpWyl<uGLm=f15`G^9WY2L%r3y5o_6_!AZfTL
z&!wN+oa2`~qSCBXDLY!fN<H|Z<H9UQ7&yTZ;Rk>K=GP|V(AVVo(}rP(LapF?bP&3u
z>_VQny@q~nz&P-Pqg^q0VD6|r;G4i#QWRb?fsu2@YwX=o7qsTNr~U%U1X-ae)(G8z
zHRs4d&g2LQ04MT9B*F}>1eJoL5C>!w%rk<c8F04bNu0WZcb<rjo3U|+K0yg71WBE^
zlPwj9H)JD$@*%aTLij=-2Le#N@B$K{Zeac_>3+E`=t8T0nZTFOUH%GNv=Fddz(pZ!
z5&C-(dA@b<+S=wuwUHlocs6QKz0;K94Sk`cJ9WPU*+k#m4?JtjMj3x28u#Db$kX2{
zq#9Byb)<)O$Se^xDH-4i+#^6lFzhSRg9M;4J?5z*K&aH5Pg2vI<j2#EX%q>(%Z`E@
zu!4ZO^dehXpaNC(luexE)$|lD7%yGfUeG{{5bH!#ly=V#(}<^87@+xC{Q^z&1a!$y
zUj<MGm^S?Fw;=mk=9->VusEv=s!{_0&5RvEjS0SDqx&Nw|AW1%xp4u*&dkD0O-`|R
zFv?I{3l-T2AaQKs2qV8?^pv~5bXGZ8bDQ+U;&aK3>Y>1BQcDaVb!nn9L`$yb7=t+9
z8^W1Hxm`qfZb>RV9cUm6$oN_apK&dpSJhOIyc1%r!Ze|8>XvC4P<b72iJ>gp)$S7U
zH(%9S*B$NbR+yX)<JZ-BBSpL7(I~%phz3lGZcQs2D|LGajUquZXjB0LfuE`fg^wR7
zro@A6{VX;?WvdX%4Tzp~h}wpO)_w`F3go$({%dI_=F~yB2xhy<4{~|>v1pPrR3`=-
zQP33mIDl&gqxa6?Vr$ImB}3(^PA+4^1rbJ*hAQCx0*9&2oI0Y=u?(DR3XUDxk|_CA
z%1Qpt(@)v}1%cCjjAZGOixlw%iUdl>!7O5A!;uUgky&{^2`}T}kKUBX6$9<aceo*+
z_#H4#Ny*#uP@6K}V*0zsjc+*L1qq%}&iyb5#YZQ4uXV3jIxOf%#f!jI0eB#fIRU%?
z(13Y1j=vAA%eHp_2yEk@vv3^gk4<FfzljWH#)okvA|XZ=mNEr)is*`rT}5mI%YZ)-
z9gA83=n*(WZ%KRh$@l{A04fE90B+>^)x;Ghm5dQOBEY!PAD^(y(}{3_LOr<Npzv&m
z@0GoHUn<`4c%XUv&_BDF%>uV|bOaphE+D$&gQa>(nnf%tQO1+o1M@*AbM<C{htd2R
zn^t;BsLB@i*}|(&wpP_CwhYNAxiE%eg1UinW$K2}%c=R<vY=iTH${Nuil9+zjLah)
z9}Dm(pg?F%ip{k;FL3}66&@3rw|I3nYdCdfy<oVbMRcHaj7h5|xKzLe0kTzx)K3Lb
zLAU{CyP;MO)IWt_>u+C?(g4!01Ti7t-3Ta#t^XyNA#-3DHhzBuODuEgMF|3>5R)MT
z@Q<)Ynf88R_P%6^!TftBV4>zfDR`7;?;n9J#A7%C{3EP?M}$FPP#IKu6<GgK017Yu
zIr>vT0TcrK5rF{;fGD8eKLY!A<O(nZp26F1cj1o!!{F;bvHTH$ff56XuPr1)fG{FL
z{wkpKDX>Bcre^-ULU@K3fIq?##n*cT{6`l4Eizi~GZ{Xv4tM~Pmj#f7j5Q7^zzIk}
z4sZ|@;s~T52QVH!IGbudNYKkhO;{OFiv=`v4!WV+`$u3~)QxJ25h!dy7>N830i(h~
zz63&F1c11};7foo5Mc{}8Mpxc2ul=P?-9Tsnf*E#)`9XjeCuI8_`LlYw{9N@mqe`@
z-N4!k<x|*~d{hKxC;H0b4!u^^mpONirR^`p+6n{83URrxgY;{0SI(}iY#xv(53U~u
z0-Es5uNJ)@8UcjX6{p_}!LUd~)<{+;yH<FGx|6`(E11te?TO15yeIX$|KY=p56`tK
z8Db!rxL{)*?V1xRPfsv_6i5!LR%Jj?{wBldD$-Mkqz3EbYxh*&h|?7`r@I~8Rze`P
zC=*sgM$v7)(p6Jet6*{<aVI%p5*V|%pYfXa6?RDrGsnt$bnLKTGZxSjY>*Fvt57Sh
z5M>Y%ga-l>fqPRYPU&{u4^mwZ6d^JYeh_>cAWj_p2aQRtrcjKl>1uUYiK263Q^2kG
z=}91f&Fpj+05})Z=^M3(CxY=JQv^N$=0}>|uIw#kg||}<_v!^NklqV9I}8D3v)=>&
z>Mo|;`&BGEW%{N{KPe$OFo$J#i{vg@O4;fbGS7=YgNT?VtPTZ)F%>eRv1cj$Fd-}N
z+@<~HE*StUvbUJDzJ)R!4;tYeSZwYSD2zG_hIXI#!P2PRZ~0#OY}o<4*9d6n$HsbZ
z()jIT-ueFc#hdZSp;CS4swUOQcNFRaiIIQh=Vmqxc3F5um*p_~TI&|)=A_#KSAQAe
zYd4#5bhicPyW3E{*s=C)M<>B;ykmuXntOqJY&{9^IeV+3OZ;oQdSY9G8N9ot0qBu_
z3MQ_uLgw}+x+QnJoANCgyYx$nVtOp3?{*ejic)|oD0aN)N12IpvL4=+7VK;loc)*v
z752#tN*H7yK`ex-5{TAZk#cjGF7<Nr$IhKGi-@@Mt4FkH2re?#ovsN34R>Rf4#9)+
zjx0UF`nZDo3WMW66V}Fv9c+r+*vhjHBC|4aj)sw1b+q+KVl*rj&y(Wg3G>%%3E3!>
zu*#z$?$ue(2Hc&9e~FF0*hc+eao)$6(#jNhWPdPde7GpW3##)v-;9nPJ!q}#S2e&i
zpsOf*VUPVicw3)K(M}ipLj<ofdjnxLaUO%RAYMbt$mSPY`|F&r%%FnKqHq)n3)@|-
z&7cZz`0oZA)o6wDBsJL9Rft6eGEfCscBE%>);Mxv3)Zwk_b!4wVP1Yv1$m~tJT-a>
z%tlX|ANLR0cdF{=x6h4Sm=M`NPqHQjQWpVZ05{5g`tsDMcLrb^(QF}}8e>eX=x;pp
zrE=6O0{W^Kbbk$L8O6WlRv43%Cux@}6*LX)<es|kyI5<YpRUyB$sK*(E-*0#bwH(7
zd#Bq{u!5I=BVZ9{+vM0r)#RNxTyJr-Ff5^5;jwz~hB9jwNdeO;C!z*c?e+<#|IFM=
zwQw-Vv&8po^OPFsPF+kXpB8GW<zi?kud68N%)ddmv1$FOCj8vvp~>l^32akQaI=k~
zKEDUGrbcR0k<hG~uV!we+M?85W4BTwOnh7{4C{*61;VqD^~(<DSYb^}A>;z{w_BAA
z*CbIV_VL%3U`_@mLqCDY8>(9>3&cuhE#sn&kZ_{qaf6Sd0e80o34d!R{a?im+9K3*
zp9IR-*YY`A0-B@+({GPX&1t@khUn$CRRR1G^m9Po^flpVpX)OT-yb#GosSJ)G_bUy
z6l_S$9Bqsl-oLX20LZecvkGnHMS8##9-Jc&om^<pqlDxkyF=Q<3=5@wSZXF80Wu!%
zaDxcx1e5CIBozdY2n5yy0Qll)E~VEzPZ(>eYk}SCr8pm?4iY|<ptyRziQd)rpeRsI
zh6yibfyY;2e!Fc>aW!`S<&rc{4G8Wg^uvu@wK)5k8?%w5@rj6#puGrj=(`N;IqzJ0
zRsrjV;MXF;$h^*#A@(ErXDZy8Fh8=Z!(LTn(=vS<2jTVG5QQ$ME{2vTqJ;&JD7AKZ
zzQEllz)}90!N0(L{2>PX4V7VIW@Z1IeZc;o;RiA%wr0-e1ng{o0WtmpOITPtn>c<E
zKdcR$O+-xoAPW8oCZLlzWn003Aoj=;oZ1x$#RIk>fjF;vNf!B0YJm@MMkw0OI7%4V
z=@Z?fNR0~lHE3s?%_ZJEZ`?r^ss~nCoAK(ba(&|6lgmdMu-+L$`I66LRYK3F)9*@2
zl+W%RmEL?o4s;J*s@=sqCeiFJkIOT_pOi^T2hw*qCH6{g__5+|T)L?T{JET!<y7r*
z9(W7R^6xhrxthtG&mTL=-dc8#l;>uHuQmpv>8w(Y4Tlr++%Y~J4s|v23uW(VIn_Hm
z--oOs8x5RueI^H7uyj?U&zTf|xPmj~0jdOgDga{%+K^cZpw)rh`DuWz5k3H%Fe3(n
z4dRRv$}im#06F~7`i&D0{$=j*K=@XHh2x+6%*0m(qc(qHMGDlTWxTc$ysFqO8G;wX
z@(mhid0WE*;U{kDjV+RUVr4?|rF{^M#8)GK(u^W`(#*mL$9E04_Z5TiMN>t7gRzG6
z75k0CpT*rbBZ2p3sUmyDtc3YynT6jsv!epx3)Ug>6<~d<oKjc2`0eV^BKLX$;}*@x
zDr!5j0s9SK#=nQ#H9eJ<x<_vv;JV;n<iww0{<oZ9VdD7rjQE2?`4j$U9L9g(MgE;Q
z@(%=zmb#3HtoT0=FtkE;*2e!k4h+GcC;tZ+3={ho4CX8Um>9m`9*hhu|Np>XSlIso
z^Y}l2!Tg2W_$L_5-#Dg!?v8(^gZwuznEze({68kb{DX1x=Og`}h%kSsD1Xscz9=bw
z%0JYVzv(G|>VH#M{wB0Ae^FaFzh;a-agMM0-);XUvHX4fhqCgg{-4kJSDSx3=b!qY
z$DcNT|Ife6Ke4}wGJj|^|GCYd`d`oguLPIBGx@(8qklzk`QHuB{|(0FPk#ItjLTos
z>OZB?zkqjf{P*y#KZEs;8JUrQm4%t<pC;ZR4l8@*<@9Y%^;j$38j^_w>&dRY7tsEd
z__rN{Gplb%Xv6wOAobA#Ol)Zu%2{c(9KmU`2pt6qCFd6jHW~FgY=mUi)r2Hu4Y(^w
z#u;+v3+dT1zVR|<CCAf0DH};MH!&;Ur;}v}8rFNd<~a|&vM;kP9lE_p2mtg0jC%bW
z59jVE8n=Dn{l4Ruh4Y5ONiCX~fcXV50cf?lId2z+`eJnh>g&Sl$36P^cwfSQjv$Mz
zsyoE6FlFHdto)(`7?CStjUo_q-(-q<f=8go_PE<I*cP3ReZtvu(c`Zrhn;N&x!xx3
zewn-5ReV2vs{zbv#gizEg^z6(+x|dt&<@-Jgc1a}VS9&hvkEdCDk=mO>&NB<4$jDA
zWe>MMCG*8EgXMgSk+K$K!qt9qds*c*i!;5z6)G0c=RTn-Q16Agmnw^I$P__7kX6Iw
z2Ro#FaVU&OiOO7Wb(n{uy`{aKW@Wt<(MW@bYH=mqelPy9(e<<{r>pB8N%O5$)OCTn
ztLLn3GxM8puWioFj{nzfwC04A&gmer0~TmJjM#OYQ?3;D>34LAxH17ll5CuZ^)1Ol
zVCh+=hd~oT$l7>@;QCQo!w4*b2t55kxKQV=S5IfI4dy>OS5H@uA~=nNCh?f<zC4NO
z*@W+5SA@1&?rusDGI(8rK>m{JuzRR{S(AmXgXg~(JKpQWE#E6zrLfJCG9`^nMi(%c
z=t%LHEK;b-wX4e=$FdR@nrbfi9i3;M*9_W94W=w}?WQuo+@6wd^z1qvO77brhD*3R
z{Lz%rS9;;)sUR!#gXtoJaPPV5Dnubbz+H8*U6Eb4Ky_RJHC?xc2^v7zR_RB<W`gWY
z)BQ84=*}Npu}DLa*)V05@nEk|9t5N*81P{l8-soaiag;M-Fg7zJ`3!`Yk|eJLwTh4
z9cf4j^_i||m>1sEM@Y4tnTz!+NmW0%RhQOrCPkF9nh0rGuhq44?Mb{mHnJ7>9|U1z
zupFWNwjL_Zmso7ikD;o02IiXRpejfkM-f`(pF=tULl3*UQ$=XN*AZ)w`dyDtNeb~)
zUhC9QtssyI6*~a>8I+6CATTaL!Dp-V1O&tKP&?)<cyndm6S{htUhkGVZPL>k1;W<t
z-#Aann-Q5(Czh6d>ravql@efDZn{CGrME1TZX-73>}H@yu_7QnuJw9)`uc4GZR9S+
z-W}RXWSQruqUI{&&raX8=z&w@*9X$tgPRuYjsXmD@FZ%vz%7&X+9{4IY}$|j$_~6X
z+P)ochLwJA`c7=`qLiI+ynU(ykL<Q|2sDSX8G<xn)geN@WBejIxtbDQu7-3v=LCMO
zjWsUp2DdTB7pR;>od}(~#V0NAEa^Q)i&7UlFCE0nEw~E1$XNRv$j7K<B|lw7ZyIQ*
zAC*9MOu#vjKu1WPJkCglN2Qsx{sQKFang}RR|Y$q2){+<Q5`2P`iqYWLd0UD&GDRA
zy5FX`(d^RQL`Q!$idLKwQ{zaE+jZ+;QZ=<Y>xj8Y4y171_{ZIjt)1Z?)4jl{^w-p+
zfdDQf+n5&PwnKHUctlW*g!L!VoyCcFOH*+6c((;GYFDQ*uBRf$51~249|Y(N?ZgF7
z)n0LI_cv<BSsC2Y)~I-}P^O>_$uvKO1tJ*DX+O9{Oj(A?io&HZ#YmWF>QcwFY>V{O
z6aT~*LJoLFvW5%-(&z<omZ0-!6i$Ev37V<PG|L~LAp%5lTxkVgpg@<w*15xMOKn!E
ziA))Sv#Tk)#E<<sc=85T$AVh9UFWNL+>U#yR@sp7)ZcR=LuPb7ZRU2CwxMZ-2%-}^
zp*~k9Z?T14K{d<BuVg;(LHh!^WX~Oh0*Dh3coTz3&2B)#91s({Y3<;8)NON8T&GQ&
zX_g7U1^wZwj&xdc2BAt<QCedK0UEgx91=NZ94(*XvqI4`(PJE*+eB~mzTBv_T^g3<
zF)1f1<>9$iPLIKy(~>sq!Ueo-X<leETaG$KU-8~w{j2LVZIy7+jGv9>^=FbCy|zq=
zBz>1-O(F&K@^Nx-Ec)#ebLFG$k=h#=J(zuFa4XrF?bm|(G3qcQG>z;jy`W!1aMHxc
zzv-Jz?HC(qmOi>Za;TZM^g7zP%r4+|a@NQSiDaHP<2PYA*V4KyPN84S7T=33tZFG%
z8~f;Jua6R4w<xK(Pb63S&o{qOjws%cncqLnG^XwMh2OiMNI_N%Znd3}OZlNvrSNy}
z^HBHj1bXyY2g|;JViuDJrJGDoRToeK&g`PsG$4oeo>Nnpo?jP6uw#z(I76jzK@0mC
zNwwOVhO1?-3QjJD=~oLJMy61!2X8*tpPBzWaTfO3q#8dN5fv};ypJKP<H@qL#7#(O
zRuDDoQE2{AF60o$ZEB}FqM$rs-`KAy@TuI2zJU1%qarF?Jj6!Z!GY#Z0a6g{k_QYa
zj_VuexSlX&2)|0>C1`~NMzJ7PkwS0X4R<HO3Iq@8&dd}D%8B^)hKfI_-^+e#CosA-
zMrV)Buz)awm)Elkaq%;wD^q8bP9Ilv><l+)t#@@52P25PC~%`VQ}IK7<-wo)6}&SW
z#dO^wEoSx`j{MSGE>P|}(EJsU+H6-Xrpk&CO)XlpAh$Pgf<175Tt7g?QSdj3^N^Z8
z&z0~-1SPK>$fJQwO%N`H2PkWQQx5-<H|#4K?Ev&JNXs3El?W|40vp~+KM)o|U3h-~
z?LEuQE9M)RX`2r#&nJ4GKy%dy&1hY5c`H2dVp7EIrH-Z&uZiE)vf0>1xYz~p_FmsA
z=I1-REjHI!E3mOotkhI%D$6P86H~*tghKUOGGswJ=kk_!kAspCIWrP|MkJM2#Bp<#
zW73tx$NBojDUp(h;-@GUCy|ly(v;=>+NzPD;*>n-CP6GBGcVVr6g8IY!b~aVoZn6q
zcv8{0Nc`ymdoi!C6C9#}c>U@Sf^r=bM4DVw6o$pik`P|hUuw5xZJD|rD!WK+uw*PY
z8x^NT8atg(Zdw4?NLBBe0%T`0QLgPl!dv9}NJ6xW)YBthDA@5snzgY)Og6PK_Z(AB
zs)4%3tecs<SD#8BGa+=I8<{F~SQ3*iVN9kx#;;u)u3{qh4W2%Or?NU}0FjlTuztGg
z5uKpCTRX0JQm1!n;<o2|TEet4%t617J^}M}cV=7<1n>o{TiC<%yEQ%eAqs|w2=7wj
z=q?gWiZ)O&*=)%?%D%SVuh#u2C+m2p@19Z*4GN-4&zJd#HJ;WA<+|Zp%iRZ0qTNM~
zsAYY;#MUzKX20w?4qI#>RUwJ<if)_5Os%XG__BqFADG$iNPc2@sL&>@I|50>X}~-@
zk~LC3TUZ)&K$Y=6Yg)>ZOg@l`GL_le2Fj#vB(_GhY|ERT79~s&R#y2~<6A0ngB24c
zNWz?}4ylYG{65sBRNPZf=5yA|&BC}aQcM7Kc_weo()*^E8Qkn6>ZzEfX-jih3_`p6
zqR|*fAX=BWo)Jf=-^!9C+E^ti6^EpOGN5{c1mh_IPo(YP1#aYEZRsT*-ZPWy_0gXq
zb>lUkTJZ+l4nnfAt!$h9>1M@g(VTyvWX$o_3x=;$K4ZsFbN;zSZqhwUAI0pBHXS31
zrXE9%Zh^9BPJ$*{QzX=q6c>8Hhv_77EXS~(R@3z4`Y@i&`wmIF_Dr+-fRM6Z(>*gG
zOl30y5(OrOW>mh5&GN>#c8%(49ZzfG-qyfAz%t<xOkiS2r9V#P&Y{kIdUMDgaUdJ>
z!$dN!ApK7JVMX6mO_8ZE{^zLH5AhgSlV4jR%HhpjRpEuC^7RK<vyxmbO{z76dkbvT
ziDfyO!7}#`<kfo<dKqgeX~jiVu_irkAh3gm=<y+GPBC}U#!5akP5BVG;d%u~ZI~)l
z>@!G~wWVYpt+K2WHc?ysN3@*n{&Ue7Xi6gGx9m}m+clp@T|OP>vTl7N?=gy76P@w;
z`}EVg{2AvH&EID1?TEGfT4Fb{LA)-sn{iV#wncpBJ;~%hZ|V~Gh2yFN&q<(x&imaK
zOd;a;XJxxX*?-Gl<JqHaZ$IWme_&geOx4DZ{W`4ww3^;0GE+Rk)V2Uw2X`0cO0ast
zcBd>Kas}(vnD|(pQ)@wr=sB6$jSky;&j;In%1ed$jCLb+Otufw#X<^JBO@`WAUz{m
zjP`-Tp3)Wf9mqJsf%{3SOB&Q$oGNlmt1>CDhxCm%DAd9*h=XxQ!><re9Ct7utPG@@
z@QtyVhK<ha-LbiqYTTC!#SGN$Zhzu?YgX4}m+SEwX?f|wiDt6bxgLa(Ui;{`g8m9K
zz2foU3+OUvZOf3XY(o0n{h`#__gl^u_ZY09?*&;;iRiF<{N3hgGkZ@)LPO}`x^IYc
z;q*M8PS>F`9YfzaoK(E=OlD?b_qG@Ep4?_oBfr0HC|-kaf0umYBiwtGsC&Y>4qqtY
z9=y!KLu$z)1DBJ}`cacjHh#Q#T2MlXDxXb*)Z=th>W(Bkon?;J!`mj4l_9b$E0x%k
zsQqYcnNV-@X^6DR8s6=R#{RGtZbk0v62L7O{xr#$`&3o3jT|fANx~=VONU3CMIjpp
zsq*;KU4rLjO6+>{Deg&Di<U2Z;vA2kL2jf>na6vU{9_7PK0I_dWRQGR@tR;Q1q&Ou
zus@B()h7yD7&MmOh2UdFx$rvP-~XxGfAhKvc<gCb;Jf!s@AT7-fF93WH*a?#FWzPL
zMTA}UMbx8=U6h;r$lkXf>?2leiB@&7MynVt26?=AxaN`KU|Rd&T4T*yoIt6OVL6lW
z$J3k_3su=v+q`)Rluezf_fqmbmT5|aTl{fpq`#cE!<9?&sv4DP&t*%^q+huf;XqKp
zaD)M*%p&uuzV<m~d=q3GZU@Il;&=)I6WG}yB8+8LjFx0!VHie08g;tuhu1d(hmY9>
zvWB$5`~k^=s>=iS32kzG$Nyi=rN7p;|7I>Rv;T*?#POd2!~f<ta{NU?{fDjeKlzRE
z6PAMvFrtqiP_!kHgt4Y%%m_dx?PCS-84tiX-y~t9jd0B3duoV-DSzq@TrVb*a<;L~
zM6&`Wxbc^v0pAT<#@;r%2hZ;6SB^T)iUnsMsT4XBh5vTV29Ak7Cs$OB^A>S{^9>$I
z%;EAz0Ep}Kh~8QOgwtzDsaYFp!^fEelMvMj9OnDs6@Q`nMM_PNjgD!DJY`(_AmURG
zjYBrmPRL-HmZQ3xhodNGsm3bjtJca}{JdL%TW#0%k(S@pgpps^Q$aouIS4+Er!=7o
zo90~zZ^}BJRAERKdA{hlf+k%^ZqQCAv3m8wHCwe(#7S2s_8R&oz5aH2s}%X@pmHb4
zQfR|9y!Vd3`HKzxT+hTSX7pe5|KAMbFBgG{gYj>3?+cy#e`W4z$_UHJNKvaAy4X6q
z{JZh@H{SUl;s4&!WBkG^(=vXUMa(Q;Il;-s^grUAznqRg*2ll&oxlG0ufTucoxjfV
zSLFYM?#%wb0(Ck5w!;5Av*^Du^!{s?{J*vG{u;u6f;;~OPyS*)vod}?{@8My3<S&^
zYy>O}Oax5Kj9-B3uafl(fXu*3z{<|@SDSwVAb;6%|0*l~(Z_!Sum6>Q_Fwzr|H3)@
zYasrMbN1H+@t>VDj(>55;_J=*L3aO1lm7{T%*epb%JxszS+pm#H_Bq$liT#<+1Z)X
zL%h!~)`nGM$W;<(4<ra<Lij!bcgYQacmekaDF{Ts1A}C2SPH?@1}dsBEm~_Npv)(L
zZ`O*^#my}(&1%P8ie42IO{Gm4o1bo`=s{brub&q(({9~P)9hZ;-j{X&5C9nZ;P!dV
z+pUejY#&n)JKeBmsV#PAO5{GfUeF_EfI&Z!aVu;m!*rV92&`~oN-En8ZpW9~J3gQ-
z^g!&hHM<OtZxSail>r^O?5hn~<<ctOcsYFGM%pUu&encDVeeYud?Jl7+i5I!qwEBB
z0KDPh%(OWi|A2eB^yH0E-`6-l(w@6sA*RL~W}H8=1s#W@-ia<j-96!x(j^+o1CCdF
z2<#n^xJHD7Arc0Ibie2FuTtKTIQMHjQk7TuDEDk^m+V&HwQ9t&L`dxsX7J6L`Tux(
z#~|6lHEna(F59+k+pb-;%eHOXwr$(CZQHgzbx!x0>5l2{`6l9v?^kB76`4QQ8?o}q
ze6Rbyj_MEb@p}55DV+D(YkqC}jb;DBn@N9BQ6cyMq1fHTCzHy+rduC_&<m~Cg(V<a
zG@v}E`07<r>s3A>ePJv0yRoQ+LiMEh9qZfiS9lgSGGoz#ii~Qhb*#ROAvesxuoaB_
z8MT#7Q?^yeDiAFdi6xr+@8$l*g4uPAyn93vj8qK7&@cjNAIOH;2W=h1+&aVR->Fer
zdB$PGxxYuL6ZNSYMiEySB^-+3)vt!<Z##jrkiGVI%9ZESnrxuV$7WNj<pND*F<b=E
zD;HN~xBFt|bZ8cVN=xh%!o}l?YI3q#EF?Wwe6Fg(!lt3)iAP9-b@YP^*@S0v88ppK
z`xQ~o#|KYYIe$d0!eJt5Uw25EFPAr;Ui|^JD+#O7GM6{HPezm4z!}H9o`fDVjyl0z
zj?!Pw4`83>fS)Ja8alho1l0Av7DSUOdDogw7YN8FIR<%O)8<YS!zoZACe5ryXuV4=
zlUS|XPzxjH(j)Mc(To^Kb8B{0uZ}l{H<Gbv=}9J_{*a|pU&c&{We@}wc+Tmbwj{(j
zl)!N9IuHQ&9m>l-+z*Tzt(o!wWac2=y8;%*k!=k~GW1H;-E+P3!+!0+d_l>)*37C6
zZC50ROthyLyTnK?615bH^WbXW5@r3p+#A8e%~I6J=O$SMGJCm6;Id?zK@*!&D|)k8
zN{#NhlA$q-lzd9fHMo|Jm5>%mV-~@DboXTL9j`{&;9S7iV37R6w3-C@i)cVGvD0dm
z%hsaEgWj-OE|lA*mQY@v>aq;F96u%(%O=4ths%W!vE0e~!sC7QaB7Y1v9r!gw^=3J
zzSb+_`<sD~tF>1IqCYOzLVH*8Yd_Gsef!2+$}zeH_ZHU<dyHM<B~D%0+H{GwM#Eg&
zbXBV)UMz}dSgwk;k?F)S@B-T?{gA=R0-z8W*b7fOZ%k1W$TG>m(D)sBv9u06ku1!t
zasBhhs60xNF|ccMM9xvI$B^4|7h1(P>U7|rODD1go}Q^Rieo#r6N9|~PiWq6L@YTK
zRl-14CxFb7|0@xaKuDyh$3n$VWCM$cp`>mv0b9xeV^|J)vKzTwH6JYQ<ZwltAewGz
zFLAHNLz;)w0X08SC1yCpwMqycks71lztRO*T@t%6&xq3sIuF3s3lu}CCp&*$GjzF&
zH>Fum+x&g%$5DC7>D=}VwRN1L#Qof=^bPF~J0?GF#O>`lg~4Ov;(4ETp44o8j@9k;
zfbnK#uci7}=Q$k_H8;<gP<K<;FEb3yhnPLEd^0bb#B$Ti+t2<e!RVdosJo_CPDfv<
zQF?5wYFq&B>QT#_qBN?k4$Pj!hMQ$xn`l@DrpA>%Vl=&Zfd3LKbNmP-g*f6+C!uvY
zd+Ir0m9LSMzGfj+K_;WxWI!&i+KL=Ln*@s@{wMf>_>_rT#B*08W~RlW2~5n{bci^=
zs#gl!?oO7*YJ|RH5K5v-BpqUmbfzLjt+^<Ht8`yo+T<_KcGzcY0o|0T4brBH#36uU
z*SZ}-YIoKvy@OFDmUu1iq_`u8_Y~UHt^?z?(ejE_u4%!8YT@ITD{OY#=_ugj@Uq2O
zy(=dsE~l-#`sWbx{GNG$vR6yPtxPuu+V_Xfyo_kHJ);$Q7Dq4@`;zB(MCbL6yFw1{
z*xZLKS4Ykty!t@wK6KxCL}4)S_kjLBTYUVGgnhXQJ)B@cN0BI-jX!v+@mC;G{p)<r
zJ?IX$y7`?@O7{r*()V%URY9(4Qw90HHN#qfsMyeSqWO_jsfla?pnwy-HKhRBhIOLD
zzfrLv>4x(r^Yncag7rRYOD$%tyXV$5>{!3|Ed3VAo6NTg>k|^<AmkX(z7y#_ra>l^
zwX<I!d66AwAlYs7z&y~vh*y=0O29Ozs6_rQ5@~u((M;3OUf*gZN(-YsbX^_(*2uk0
zdbo1HL8CS(05m3LF-JKVD~Qa&OdiD&a$(4x7Nc!=T+1FfF*#NoBx*z63h}+`vI&x3
z1pQDgW4=%t@1aoVtiV-qJx|#9Wu}fe)VEV%Z}L?yB1!`?pp*m{(Nu+tUm~W6hO!M-
z=X|a)?MGl+k2frk%gt&!!h`agUIIaTEU1-zmha<UnWd}ijQlrj$D4N2b=S_dl{GiQ
zbm4ML`;rqjsriMohueN?X7GsOJI|-#JlEiR&%XLdlGMDWdp1xU8t{(sEkF%|<cevs
zWm#lYZIGqC1!ZOWU_DD_q_~a9Yym^&K^)oasSjKkqVNvz18!UaD;nEF4N3T*8Izni
zgGz-`r|=y7RvD^rR6d9QtVyFEe_APH1ExL^P7)PkXe0K+<sRK605&sBO$nRS-pl+H
zKl)NGTJY#P9%7X>-#D=dO-8(EZ6V%$s0%56U4?p+1$Qa$D)qUHT3I}|9w~e+o?ow+
zB(vIbJ`Sue&#j`jRV#DS%bALsQR>#t>`hI=5e*`=le4O!1i)uNf?km?hR8=sG+fjN
z#n)qLAn|L#fy}MxfWz5ahRz4kWX_OsmA1qc#;41}b$7Kk`gT~bb_j=xF9#dQ*ly#^
zhOjWvbd2#s`W*ymTzM!>LG_&Wx%%P$I0R&b2N|!<QAJGh<ut4vOnoj9H!m6$Q%WX?
z|7v1+OQ?I6pg1aE5JDhh8=(@a?cm6C-zvT$YDrDmDqQR*w%3`AL9nGs|Ek?nn+46g
zVH^1T;IAJ@1vhugb1^Jq-T{`r$dmb4L|wFvdQgo_*Qz3nxhRN=Q<B)^Wcn@zcD}B5
zENnx9npdzBahMMEc*zg)tY972CWj}-dVZnaFTR>{!RtG=^}ES|LDj}l&35u=s<TTU
z@r&o-EhxlUuIN0)(QaogQRYKuEv*m|wrP{S`IdB(+IhM;ok~?Xx_Xpab(VtncEb@G
z8<J!1dxfR_ppD@!RxydH_q@!AM*U7diIoXIn*G2Q--F(Ss^$mLLFmTp$<i0O5<UR9
z*Y6s(Yl+-Ix%M9dmFkEEMn_f#t$C&|;}CMPYv%%u0G;#zY+iLqj-{kKe6#yNl<F{J
zuv1OZ)|p0ht}@R8v;#*^uVNG8M>n64>t~2<7sF?C4;512!xhF8`RSz(5x?xv3glvs
zKFV~aN31)Hq6SR9$TODpsYYh)PI>@6_phgEh>B_;SaY=!>Z<vYEBYBfqE<G@q6^6Q
zAZhvIB$B$P6Yb+m8N#3Re8fQla|=gO@auOFRp{8Ro{s*c+uiSZPgPfPIvy-kzw&qu
zPcB!|jBU9U<++~Hw&^!-OD|!hTbY@pV^EN_EOI(+K3Iwd;V?8hG9@Pf%~7HxO?DeT
z^@pQS3v6mdd1MEBH2XlL2lWJ5WJFs`=uBV}#x`X{VU-~=%w?=<gxl+?**n$O(NzAK
zU4$r*+&bxC_LO{rmmX1YnXSsv|BJ7IMB(o<UG7H~j!i&nH3D8C#vpp1ctX#dga@g%
zynoI(d=f(`f2(L8ohWr&G&2^a;GyYtkxMJ%ao7KH47>TXwAQ=jh{&0|SWND2tybgi
z$=;f+@O9UE-_3>M{n>i%-S*sz8@OiGS>`Ew-PIc1Ir&hAEZMGB(Wr4Ve?!qNb~mb`
zpZMat4_Lf|58xh{xlf;RXPUu1d02-J<2P!u7ZEpjWcSM7<3g#T5XxqXf82A^W6yya
zq$Qdhe;!Ak`&8AyG<w+A5imTVpvTdla1^5MX3iS4NqvWkdLI)zp0_Pl;z-0~M~`dp
zY~mQ1<fzT0<(~KvL^hIqxMk8_2;*&NdWaMjL}4aEnH1(#_1IWkpQXfAh`DxteM6lk
zr*-<!k@|RKzLDRKtJdvdwuG2<_cXP+U1`t=>x)fx9f^k9kz&4avFKh18X-EE9~3>$
z^AHlJ6?et-nSKm#3(ya_anJFICRk{k-!eO6*tVKaNrc}z#?n7j?8<G`ynX1{)@Qfq
zq~M*b%#ixww^fQus_b|cig&_)?I`ZnOtW3~H~+_xHg~V7)rr?mcybxkuOw42Bx!JM
zagA`zL3<rJTM39RCxlBl+?Pt?n87y%W*m6`8x_F}h{9#lPhE^v%7r>{k2#P|H6_rH
zjAXR}1DXLvZ*6!i*}fMe$;{jo>qiJ_KqlG5O*L6lBL%1?dpQGbrd5Mro~i&P;yohb
zHRb-XPzif@f!49ivtO3#zWk!0YUzK?>%RB=Tv4$pqa4vh1*W*H)mhnE7u*pj4C~7g
z(W+=7X!XLyMXF4NTAF=yMrq>Tm8xZ~CeC`!y6R=YS>-+YB>9QS0(opFuQe=dKu~TP
z6N;_&r$5CcDU(6kVQj!62|ESeo~mz+OytZXe%%5D5MY%`a-_sdUdZT!VL2t#BFj=s
zPs{jdl6JO|OkE=AeG|S<<+7zB=+<XFql`;+mciV>A;1=nGtxheMv3sdhceoQ$x}*^
zB&3icUct+Q0bPnlkwkfch(P)I%a`6fIC;y<+wFOW+m!Llxl_F@3>Ip$#p8K0zA4(O
zP=*>ZQHJyJN6j~WJGQ@k=S=Wzmy=)s&Hqc2!^mP^f3z#0^$Ej4^uy)YWz4;-0N5AV
z7yD2^%SMBJvi`Vmk*~3@UBfics=0S(lJ(fVL#w+t5`OuQ9e}|Gfygy<a++Y6{KG-M
z5`~e!^k|(MSKKmYYz)jF6+3HZ#6fJkYn$%NqvRIwoaN}*4#GHG$$m6f&J6KIZk|1N
zO_+roG^l~UN!LlxR)VScH3xNjfSYTgXz{!WqW<b#e4xwX9owk5#tm0`+<VZz!R-A8
z)P6K_kUIip4<aJtDK{n<=}@Rv%`k-grr>5~hH~DQRA$Oab|`65RPu%5gM(`Zd-Q4X
ztX-!)4}ZHpvpi)w-}{Qyy*qiHcdkD&tuHs|8&38cE*u@HXEC3vGM(1f##q)9$XS;C
z%JwJSr#d<LAaGw_bFC4lyX)N6o?Nv!zK6zC?VAyPz85}D$~vtXwCnJ1(K}^aVCHtK
zY<d@$5|<*Etj_zBM6sqNW+xC+y=~Fx01tZ1f!k|mjQZR%7}ciN|K`6R(r`+`VKeFX
zpvOwlr_EYlF?2~W)|8F@0tc+1Z?1tNQe7jom5aDSA4%!46P;+GjnL>(8Oup>(C^aJ
zpWh&sALWt_kDaKRRpg*xKf;TD`olAt#qk<+)AF$XY;alX;cn&av|V}C;dl1#Z9+L+
z{cN3Y?u4jo?y-I~+Y6JN7GHNRu9EB;!ss!s$ORrEL{Dx+5zF-nHJ8(!biVXGMpA{)
zeA2v<)!Z2XQner15y%lK4SBeMBf*`eFqy<~m7rJ;F%_XJ6lcSum-M7_g)fQEba;8x
zJo)i_WFaz*Mk8T7SUrr`s&W>oKRPO09%NKqz#e!Vsa}6{P)v;C$?-khjH3imm-zTy
z&)21r())ZHqWW#9O}ru+Dh;)zQfd2r4jRfqwQHqiYjT_UT<Q$vWc;UEeW^Q7CzOuM
z&280BGZPU9t2213mb2Mnt;|<@fD|vgc5dHVfCn?w6AUW!es@x&RSLPUkKoJA3-z1s
zy97^yt2WQvYwRX>SJJ;mq%GcE%sFkJc8Tiu@U6&0+3(@=(%BR}j$!)*T4X3`emWf+
z#*@#yDe^E5aoRJwnDjqnG$atd%joxy1Y?9Edb>Hk*0A70E1LPCzKrs#Xs1G5+F$G=
z0f~<HR|mm42cS7i2dFtDt%-&lccLeM%4t1i1<gsQps#6Q&g8Y-x<uuy5)04rZ~(iy
z)U-3Dexf>h8cSg)(gzq~r?JYVAFdt<wcj7j*P7H&-p#%qh}RgJ;-1w*xH4Xw2P&Y_
zNg+FmLBWc($G1bN_fJB<@re)^3dkJjq|dR{yn3>Z`E|B?_+b&ydca8N^u0`kMa=*?
z$41K={bQnB13>X^>6^N1c)Cb#(bdDNB|k_%Wj;E46(qH2`)yaC0d3%}d8j~LRbbL}
zQMamlwR1tUf;tbtEPSYKe%&UIP&NRf^ua`wW8W~MiM9-&yTCUgFlJ4`SofHk1a*dT
z5BM5C2v9rp!8wP$M-Lbm_-+JP$N8dg!A99-_g;g`kV4|<3g&@r|MAQ2H|0Q_w)AJB
zDmUUoq#9!64mbA1{t~+jTpIx0@u!;@&SdTHtijzPazBA^W9071L_i_J`LjdwBIyQ}
z^HjxO25ke$6?T2gP7ep_8tF0O`ZBzyJ<u(V)x(PGZ<hk`Xv5ewDeeNf6$rbFYXG1s
z?*D*M<&XNJ2(G*bmc<S!v18U@-22<ae_e;u?!xvY|GjndHvYC+Rsd^D_=hq`3Ayfu
zb9Kb{;<Ff#yc<Dd$ebWGABjIur<kK~<K*V+J_4e_y@s&jWgYnpefN3C<jve3@Gf8^
zxkHQ$T@3vb>KVEp%1bDNJQAGxk{-Uxp%P~82)O~{+@ncWIeg=V_0-E~gQQ0X)PIBd
z^6LvqyJvYoKw^YQ?vGL&<_L*h2vnT@f#n^HWufHh`~y?krNGAfuQDBM-r((?Zp7f1
zfR`&5?GI&e$vocM@PXn`*@GfKu4%z26n-G3oheRTS}s4%u3y3UVb63Q@LT@hB2(fn
z<0+iF9;Eu>@Zhl!48aq`kfRiH!YuK)G4A5Dt^r&kc?Q2^?kQX|KYTv|Gf1`ZjAJGj
z#3~hX*&AX|X7$#DlxMBhB()3t9}GLDXSV0I=XvK~Pq$B4Ga~KxGW&sBPB#`e^sKO(
zL)RxP_qF)Ex&|{3T@$hsr;j1&!(D@TC%PxS`@9L!0^I}O1A_x$17RI=;vM51?H$S;
zVNdkhoNFo4D65cu-am*NB1*6NbgmuX)eyzwF+WbzhL+{G9izPKX%}NZhdP4wM&%l#
z!UkJ$=q2Pu&D6KqkR~!pb+-2<%@P+GGsG=J(*w*V;rix|aF9(b(>HD+-hQgq7TO$V
z{(Af>J2%+vUu6pfGdInIx^s{{xXF?S*b*znZ-Kn=Q@l>vAq<;?wA3%N3!W+DE_>yU
z$5$-Kp4w|5$Qvv(!(mYXQYFfXPW&E7^M<tA_ZgU$lNvDxJ3^ETsdQ%0k_k0Kaz)MH
zm-NhVCP}FJr+kC~Eiigy{(!LUm(eVz4sW-_3-v1^cpQl?^BL}qaVz?U#90n)Z?{(P
zE|^-MY07A(-{1jH!`D0$7~=_tONM*k2P+nS^KE&{qRZHy1XAZ5>JBi#4TmkT`5iE4
zAT8o)+ipUBwh3zj*4TH%$Nb8h!Ye%QkaI+emx+P&+vgF+11Y_fFK7xxYdgrj@)7+G
z)XO`ThAruX7<jFoV_d;#Teydi!(8sI@VB&}u0H~l)_l{<h*gBzIfEO%8fAE|GeY({
z)R`1z98iDv(0pvzG#Cx-9t%Ph5h=#UB_xNUA(2s$K_G{YqQMUi-|Rig;xZFcW21yo
zLDYgbNz|#0;%9sGQhWr6{;FJCo5<(;Hj&}p$Yg5`41E={)jrgPHkE|QLo3e-EwV&P
zb;dD7Bv5__GGr7$Y3C8usX;Fa2by(iM`l&sm($nTSOML-pM6l9J!Aw;&)M+gKu@sU
zyxxE}Zq>I*N5-)<@~qX^I?8yeV}EI7&;C8H*3>1V2;lLDmnGDbZSKyGZYhR?&b@jI
z^+b9w;!<SV)K<oQd^=x(&(qNQoI9Llw<mmbMCZ|#l+{gGXnIc;?&YO6gEk}jTW*QC
zxF{lQiRlRKj=fU&gq(G<iXE@3sy@@O(d}`%CzhbT*7sBcY`fi7;yxa7{Eq+C(#bOC
z`DzBTEPt(<U#BZ0(~RM1XLWF=i0e;H{et;IHEC{gZrW4n%t+%V-~#95@kBA2thQTi
z%xJk>E<4IQ+1+;h#)2f~CWCZj`Se&^92|^bjNhqs*-EnaENss3K`nXC@SZWlXnpU)
zTH#i$K~8ZI|6}`nQmr5#FzCWkwKe_I&tw<GJk>rR-6wsJ?P~_7xUR@0J`hdI;OmQw
zm{aWeJ8pMT;HLD%4yiw_L}7i2P{!c?;<Y4(^nEdl7GUs-_xUuDQBt0<jq6oXhfF?7
z5+djv_11(Ajhaly4Sy*Q?>0id!PZrFcL=TW#(9LoX@n;Qv3FRFBq-*X2RHt#N(C)x
z7q3m<iillFS5<^JK(IH7%u=6{l%}eHT8EO8rb@%DV>0^8U1&UgF7K_UkhlE8ZlO90
zjkxN2`Y!CiZQsLte<KjSv8$MRaDB+U3XOP~R6|WtS60+AU_6IB!pLTg!fbC(a=-$P
zUig*kW8O5agNx)$7P%2Uk45OP=~R40@8<O@8g>xjcvW8Q`BT4CUxXB-8cU{4&tvdb
ziW>_j1$Ji09OdZ&txCn5uX}!een%P8ZOtud2!S(6clPocJ#Tu(*p1_CokoHw32iG8
z-g0HrkGA$_+VnF(k@WsNH3rpkw+?N5lk8Nk4h;Ux<mH}v>mB{P_Ixj%ReUpkEJS-D
zE|59u1REs3B`I0V?s*jXtWWU_Q5HfAh6xQYIw9`%8EwNAr0&MQ1>Zyd0BOlmsx9E4
z4|@@y>PxH9j<T;@x$aR4uEZL~WWrL3%-7Uxxdr}Z1>+MF8v88GH5mWvjd9dy1ek6M
zIK@Vv6H<pA7Ed4BOprsAx#;mlYAy5Pd&tCkm+!CtYnqQWi6EH0RF1x5vz|tQ{AEoh
zPC)-kl>R#wChR`k)KC);CaA7kjkk;`ThJy#C8kN5dY%6xqj93i{>_7dH65wDsa_qf
z^4JLs)Pl9%J|G}5V*I|}?WnDl*633y0|_h;tI<ptT|gzsx|0Q$m6r}4HRWr{fkE^o
zuGlnLEl%-!tR62<vo`16R}Db&WxZp)@Z0Nx#2xt88V|J9@(u#@k_lY_zq#3CwS_Y@
z&hm~fbP$tDe(x%VMlpY6R!0B3d<Spud-XxJE+-Pg-;ju1Y5ZLQ1f>zUqpYDX21Dxz
zwEjdxiCVSt1RYAnYB`8n<(f@3I!*GvBgzta3fWySF`#{vmQ6CI_CL5$v8d65?UVVN
zMm=fuMcq0@42lGZx+%u%iaPE{nA_Sjr5#~1<!f+!g|rWp+bDx#_T6_f#6_f^W2_Pp
zaW#Uk!3=pGl^q2hr5cqTvNwJV0SeJil=Q?ygp2XO^lt(yWfyWsySpL@f5xE4{**O2
z_`|l>$eIoZqo7bJ5S$3uCX*<xA5s8&AC<^OhdTn(3q(=q9$FPPh`BceaJwm>S36J)
zhBayG+O^k?)*seil`w#?j?X%kDx;(j*DI{PXRW+vthoQZ*d%$9Ms_C+?L^kIZe8J&
zzJLzx<gaCwxtK)AbZggIQhy-n<gZ>ne^6Q1ue&h71@fQp$>gXETfBw3!=RZrKrUZp
zC3XvIR9NU`o*R0d7t?<b;$)(c&)1%O9u5KcjNi!?$$Jtp=`czo<-lJ-LqxpKOY9vg
zVKbI3h>merw_%aE4ufwYK_Jv(X=L;t{Kiixb3W!quaLRuC@uunz%=J#ej;xw3u^lY
zZukjSeUn|a-ffRy9$VlDkc)x{8P<jLzp`Bz_G_^`7zpE9WZ;H=v6U06^~DG&N$Nj*
zy`Jrjz%6OeE-gdHX4g~^GYlZd2|nJha4D-S&&`G8&7S<dgr#p2tPte*yv_-l<&XSw
z#=w?|bMT6US)>s^mg}vaebqcec33?iji~Z*6g%dDT*c6AdcQDq@a+G3Yvbwu-m``_
zXX+o_4pTBG3iBi45hmo9mt{f-{2N)Y>mHYfBz{XAr)NnT<sp+#WIAysjKR20{^H%H
zBn1g_zD%c?ig-HT-+&SkrFI?1S!80z>R!whPY-o%lkEeK2n1-9BJ#~tQhEz?XofJC
zn#YlWP)mO%&NJN<p^GzOkI@KTJXu<pS1K&OieN^oURR^Q+<36cGMY>;l_g0%%4XTm
zO~YxdygcdRTkQ2`v#=Yw^!!L+8#r>-?=^B318TxEPbGR)T@!LDvYpMCY3XOHGA@3Q
zO?8rl{R&~XkX>8?o`5xKiiW5jSuRx61l+18e@7(QzQ!EzgZDEck?Fs{IsTP!`PuSj
zW&1Ju{=2%E?LUUK{)N;0Gm-M&ZjS$WkAI}ohPsvzE*Y9}lUDw8Z~@m|VcbQ*U{VNi
zVqm2bv{-NXb3DIRB>fa33^M?&wfFf;6(sRIC!oTIiIUF>89Iv(`XkGXWHhZC_DwrD
z2N&)dSp|#=+z*w*oSB)Fi10P0<BxM0Hp#;L;->MWw<a50m-NSF{6gZKi&r0yB+{=X
zBSjxK*Kl!GTqJ~5<Bn)Lt{Q8tCwmeGZkp!!uRlAWYk7Zma8m0=5V8wICgUxU+J`h$
zkxW&Hku_Bcb@IPY?*dfTOV#)DG(p_caGVSasN}prF8MGTq8+68K}{eM{9$tR3oIP7
zVmN)LY$W~yT4rtuob&x0XUaGS3L46Rafl$2XM4uGpdEH-y{e8pte~c1rZ#?K19Wtz
zS-^$mdFo=?!u0yUbZU^K(CQwc&LRCTR^?yWu%A_7q+|TQ7v(=@eg1(>{7?!%(&zs+
zK_{&y^jB2=-xGBIrak{}Gj#uU`hP}lnCbtKqWe**)6@OX6!dgI&;EBP)ft%nm!X?~
zG8_L9;`kv_{=W&6{{g!B?=R8+Vfg0XXrh0BC;uTw_m8~WKTPQV%B%g$uKusw+&^<`
zKPK~kJpS|8zvtNg)9at}{~5~pU*VMgD=6o`zgGW0;GBOh*#8^O`L`J1|D#T4|1WSp
z_Wv2@`^UBWSFDYmnVIoF!#SPqKX8ullC`3;^0dP<mz!2<hcQXKIG8IGQ9#Ttvz`kW
z4G>t&0G@9QT-Gl6033j72)v-sMhF!|c#5H_k}4|wZ-IapK7&}~CBxY8s+KCNBt_ac
za*{;%HsjymdtT39UeC{lC8wun%cb()_EX;(X8)9wQxlA6HrX8MoxL7O2D~}*U2_`3
zQaN}3^c@fdFl>u};Z~|}8Sfg)cr6Ca_+<Cr{;@|<Q1&o%-T2l0+|T@)c*tn%?8!yu
z^S9}@Cm?06AVx2>?<ajtwo0qbYguUO>^J5UYR@MDszTzVP}|q%jzSA=lqQ?~qMjEP
zEnY%B<die5mRgs~U*%7X6>H&;?jSaW(X<zdHqe5_+>;#N?tlPE6&X?+uDj+;>+9%*
z`^)3?_f;yK@M-;9g}V}c^w86n1m;tzZO={xF@7|1O+pvi&R@?qz|a5zq<2^(N)axH
z9_sCL5YH`JOV%3)eR)8nQ+*KRY+JS0DK(Gpfj1s#l-(dzjkzih4mNQm%kbhk0i+3c
zT(PCIc(VSpaK4!^FWBMw7Yim#KtMR`VAo`bmxe>34Abg*gjh}#p?*9PEEpk!0THsY
zD1<Bn<j2)n*3Ab;YIf918sR@htLwP0!5YE*s`iV~6e-fV-+qE^GprXqw3dixv=TkH
zE2j5xP#IyNsO}8Ay1z+OQvvHiiCo!PjMjS2<nQNDXv`|vBe`9cS7oN^62c^>Gd)h=
zuN>z)w(BJ{I`x%|xjS!ykF{Ro(wAH>o6}LJ1JQS9Dyn2&Ai7XO$-onV5dV5sFj1F|
zs2fLkN|l7Km{7??2@=>2lZXqU9xjoOu6Z0Bl?eh2YISaTDe5j)lP|vk=Ti=ju~k7R
z?ow2RDTFG@D$Xj>E7mI7&N*;l!}gcefcwFu*RbM~yZbO3qfN~P<=v;$^y2{RkK(@r
zeeE7H7tgmK+iz#tAL5oD{o!f6xj`PCv6Y2uvZm&0PFTm-S5&g(YN@PeXMP;ZcHU_S
zln>|S&ic!<#og0&8oI%sYg=3D0j&*qe<nEYCx~p;h!#OYkX|}yhVKK5!=D_fR+;33
zzPf)F(m7QVo1o502`%1aGU%5#sb!u)tcDV|fUmvy(>U@|=hRn|XiitU8SiX<Brva%
zuyf8WW-N{Jw5D^z3R+g`4<?vhy)w^WI?-YeJ6&}@)KCLS{gEKb@OGS}Eak>judU-H
z*t<|K%Ca9Y2wRcHP<Z=pZR)wZ@cvz^bGi0j^yl?>FYQsssHEv!-V0wlEN>=hM~IL)
z^-mrVVyAD~AE)$0HmV!JT%(hvbD%Lugj^eBQF;*o|3EyyK@Rs;c-E9iBSbq25MP@G
zzsaARA$xw~th$}zfg00|)?~*POn(QnOChP1`)&&vK8SH_x_*-(ytT9nJs>7)hg$Kx
zOm^LoPw~-WcazJNtLfF7CBfD(_8HdsczDK7=h?Q+BJaf-r}@!Ra9nY@JqHs09L)+q
zxrhS#L~MygOyq)2%p;P$iYPk_C{(oMo7)1O&7&OQ^f;ZI<BZ=ZnQn@szdB1Ph-=qm
zTDrMo5a_~IR_T=S^sNIc9XIUl2^Tv~I;in!N6T+-8z|a{a}}gu)UU8lXx65J=9@z7
zuOSfzzxH?gf~jHQ8*)+rcN9el?8R`mKKVXyg@yDU_7uYxd|BBAP@qhyn81WomM~}z
zRe|5uv!N)nRn2}0*J^?yN1zRv*7CK^m>X^-=*BvW4I#@(g^&PI+lgIwTin`2lRv*P
z=8mr*9rKeP@fS@^v%3~uLuor3&hWF9;~mjgyje!l{Js#dEEw#J03TZ(2~^spHgTN!
zSX#I}fYO4(U56V&_DVP?wUaw$)wY(Y-JxnZBJ>=MGHGh7k5JUq`Ezej?VupukJ9cY
zng800S;do7ksr)zg*oUkajTd$uLEE?8B<6Mjz%4XXe5MR^FQx!iE0VKQ}hXI$c||+
zp-vwj6)EJKX-rZ(Q$?3ZuSPZPUv4}hIah2R+6WJ@#m8b2>$5&_e!#DiVMdGO-vUb4
zpSe1u+5LQM03=pv{}kY_c>BHDBi{J<kDQJRfY2N!o^{T*)a*rG$JGkVdOh~{leGar
z!>)I4Uf2FDmU4&ZHnWQF5*yZRce+h&Sq5{sX;n>TVp{E6w`fD-YASNf9>j9v%M8zA
zuAJp~AK%pn)tb@4Uc91M+1L;fVd1ej5K+KFI*Tk0tS6t$F&Me%j28YXRu00vd;)AI
zA8?;EQnXaIaAGx6c{RoN`5re<F?IK%!>J?GK0k<+m|5tdwwT((6$LOvCZunQq|I(Q
zxFO|?$o9K)<A*&7Cw!D*nEdHF#K_F{y?O!>1M5mRJc{Y*M3y~W3=s$&D*c|TyjjFv
zak-JulLK|>0U_jiBFqqz0;9o;nsu=N<Tfe=*$IGrMMpZhO#S@2(SSc;=)!6d95!@H
z!0iOc7E$1$V#Z`bWwW)PETH!3&X?F20QZ3QAVK<&Lc>&Z*h()IZAlyxsl_tt_i@EV
z!0+lw(eAcOMVEDFdM(N>rVe)lroqonOW;pa+>FMSt}CA199k8@w^~8BYcm}`5k2J8
zJ~0CuRwGp)RtnG(Kj=3%faTmjB)R+y=$9bkP2_1tY*YmG*rQH(xXRRLIem!E%=Lg7
zQbmo=6M@5^`#z}%6DpY;)f}p38#}b^Tj{c9&O45?7L&J0`WFIN(z0<{yaX%RSsGeP
zE4!q}7{lFPTrWe&I>UoH!wg}9SvkTb_IM%2QFkt~EQst3TJ_U4np)?<h-~3!ag|8`
z;-h6%Y?{$7gN+xh4KDNz=$6JLk(oEmm7-gzOjdo!c7d1r+m-6U#d@D@j+|c~!=kI*
zs6014h4YRp4F<0i1*bHi9uMrjz-{R`4}j7=rw|+kdwoT{0I9%*TWe$s=hRA^444*t
zEl_?X@<{$=^o5O$iiW~xypmwo*q6K@oF(TlFGmoLZF%oo&Y7Q^)<n0SODMtB`<7e2
zOYTD#D)l@py#628!^~XCctV|Uw9qHzJ1Xo!gc(SHI5L|f2r{npAS2m3v!{*={qmh!
z!>(Y)d>|M6K|Vt4d8EJ1Vje*j(**Ss97jqryqD1loCVjYbc>56Dqx$hz`Gk^t!`}5
z_fLBv@(q$S1_s*;y5>|$qs$W)rV$;A8|2N7v=X!usPIAt#+^DfuOtx;f1%?=7dfBb
zALz+Zp^V&%2X@I(#Fvj!s8LtNET5kjHr~x2khdvzCvz2VQ(ne#&(AujCqb8g*Cgv$
zj{-2VTwFyTV;j#-!|LKP2@<J~MxJnqoO!PdDmq&6H(%h^JkCE^cb)$FivMKY=>58M
zuKO-`Zur)+x+1;o=KS@w@<rR&a&7VDak^FWXm3J?*{|HM@`ntN8T8t}79n;H${yqh
zjGv3yxMh#s8OtJHzokUQ1{D3YCVq}J@j+aE8gd|Q)7F&0&jda2Yy*yNuq`3d>ip;d
z#Jdd+Guh~f5y~!TxtfIZj7%`1?oXrSi$;qPcy70|)(ofM$tkR_nNz*E^>0uX{#Kk@
zOSUg~*u$9sX!K8el<BRnFS)6t$*$LGan9k_D_4?lRCkY9UsM!J-UMEw3wOoCbp$=N
zCL~lOZzk(QkSD$6u{QS=W$nQsEQ#?IN0-5dcOH|~0Ly!n>MZs{@*c6}WuMr~oMr_F
z9u*u^OhjzqeZo@0zTE<Nc$jcK7WC3ZK4I~MQlik%h2)+4xd0&T9>i0+8w3dnq(T>S
zO^DT$l^8gDViF+^Px!oFEJ1Nx;PgDA0jdI8y~M8<;3LGs1*LDC-iobBy0X|o!uM!P
zHd%$Y4&O2O-rr6mjZ%s1hfbIWmLFB1c>*RF&OLwszF<h4n*lo%_mZ-W#4(nDZA&Ts
z(q&~#UH1x(9d0CD{<1j3D%YRfQY)t>G}quayWCPsAKdo77<gFgM15YHEA!iz7-{Tq
zM@fS6Fz`B-u+kh28`<?=(md7ZuS{<pU}vhi`)N_|Fg=ag-G^Hq#7i!PI%bIMz3mdB
zttI`H8{yn4o)PS~-&bQ?yB6Zt!)dEKgAk=04NMkRzpT1<_JB!!=)!0!)+er&7%ei+
z5GpCx^TNQ#ucr6r9lQ1*K;R=2*|Ld(8b!d~{0m*$rKY+JxVU)$W|P<bSrSns(*3!2
z75Y1+g}(DUhaFk|?EMk9p(Xb|0gqXl!sA+u@ZDq<5EdnZJWcLyHICUl3=*=MrgAms
z?z<Om9|Dg?oewtM|5*(QCe<_#l`A?H_0J6@K-&1^pnD1Hta-C745h=1iC!M-PA!3K
zWa#Z-RAgv60zwB*@5QYeA}~7x{Zu;A6Mx!ipq<~h5^U$<O+J477KeDy27Y)r`HWrr
z-RPrg%=)aZJH-=L8q?91WVx}WScn($ySAo0*4UK<M6s8aV!f}F-^29{%G0c$p?MJs
zQ_qT`cL(4@4baVw0H9y(k*P#2^dEcV;U)O=q`o#y2nNwnqu$Ea6daF_wz1*&&8)Pb
zliSLPgp2Ou<w4v}&o9sUY6~*6tR2kTl?37UASev2Z?V&BQe)y`kB?p28gr%9iiHJ1
zUteM2_^oOWkMWvaI$nLgs$INfc#q@c-c+1sN}ebZpJ=As6SPN6eVq^z@gpJsw8FKD
zj87vg47w1qCF8KBkP;q@yV(NME>VOY`?c}>U6V9g77==km?;Ek@p{Q*l9LRt$a$Z)
zOx>~>r$;x@kw`TrZ=Kq&gNw~4XkQoQI*brdBhsh)N69hitw5(;%?+Bm@NL5tLk}K1
z<%OyfP5L9Fg^2W4qqzxI%(O`N{IvXZeJ!aZ{F*%+3aqKkF?&RA)#e!6`n_IkjaDvZ
z>$!|RQeLsSZpHOIocX4cQ)L^LC2#YcmS80*&+@VM9iiFXdJvj%i^$SeW4qN?W%;X1
zjb#t-*J@nL_v62_R+)C%N=v;52i)o#iDKoh6+oZfYx6u4KzjB4I53ki?g~Vxmjz}K
zJ_G$Aya=8d%Vk9b0L6+zj#{-eZ5!>gO{2Q?qA9@To8)YJ7k*gDNHo6#G)}QE^Ff)r
z{oQV(C2*xNZDKOE{vK$NZKTY4>j<|VA);KVFZE3|4s1MrTpVjn;j&*noTbXdP|g=2
zd$(C!uI=@iW>af6&JJvTdb<D2=)BmL16ja7GdhS{Phby!XNOEVxinajP1qP8(g_k0
zc6C0)^!e`%f(AcrqF>siDK;Zh_8i=7zURv7nYmQupQK{|ssoZawxigBUSwxz8@=x<
z>`CKO{7@ZWUT;V@5}0meY-0zqu7yReur9jg!$B4((R%!6LuLRklsL#wDE06zH7dpH
z7R;<Gm1+eEG13j8PU$#gw$8|Wvtu+ERo3E5>1t+Rtfc}F9E+C)dsvab;Sz7)&uiGb
zvCv+GPvdPNNvhD|+-?&;U*Z{C?7qe?w4XOPo!%dafj?fNHV?kwqO*a+HljXr1ifc$
zCH(;!LiXvf2)RroO&1*&<>m3Aca1rN9CUb1gddgn0g~5GlF5K4p^S)UkrMX)93Xfg
z<tF&hf)mFS)bW5D4m7Q)A<7zMiI2TMiA&$zju=YTw&ej;Hq9iJGYrHK%4@E=CX%YU
z<;t|GI`1z;=%7uZr>u;3Zwlm0rtjky7k%0e@^(G9bUwqTMT^^iO=TBuEV9`yeRVY4
z-hyu#Hy=>nY`W9qSkq#&U}1LC@@O{hHMZkwZ8lG@?)H<&VAbd!%{7yLJ=IKypQrae
zN!LdM*pG$~z$1e)K7^H!F#F*NIPtLu5|o`qgFJ)-$pxZ-Qxb76g<|bQi^io<WOc7$
z*ezf;C+4{wKdEwDM9wO7G!h2Z7CU!=unm0GTVQJmZpk4>&C<C1W$FBN0t>S5Dgi7(
zhR2O(V`xGU?Vv^vaSkK}aJRfT7blXVLs8vq{FEhyd62&n&Ru;!&P~+_*%{8BBtd)8
zZtGiQW}gn-aSg>KDH7Q0<wilMDjGW>=>PF+6d*T3IlGK@A2;D4hW50<LmXCFZ}k_P
z**Q&UbMtdq?`DN>IWk+OlD|AA4G|?*Ca`=fi1YEB#8pbMKCxK8$mRKm!S<xvl59^J
zq#=mDM!D=C3v^kfbaM;Cpw!J=`ZLj7S<i>&-I0;fs}fW@pejxV9I}^7Pw#6Fi&KvY
z?(FZ2mV}+75A=3X<*L<M$FcFiRdRBbw>v?P9G-}{(0KEewPo*R1gx^x<Em>u<$ESg
zc3H0)Sd~;M!VGwVCCP=;2(S>tpwN;Dd{GGk0vLb!5C%?LA%kZKf#y7`)}r-#A73S#
ziqaGv)@lS;UzuLC<IXqPt)5tSE$uf}E>QKFRviao&cUzn%>J#TwID;6mmt7(FBS36
zZO02EcUCNK7$BfgrJ8EjpJE*q99$;wM3X3SQg9I=gVBPFYZJ)%!Kf!Ml|GdA#nV4~
zb;t($m6zW*Tn5VlwJGOt6&IgV#y|70j`!Lp28_j!mlcLn4;FY%Fhoi|ngRloez5os
zoOKkwTe|-M#c{vB;w@SO7(-<4h=CSCva0c2NyL45<Jvie!QzRue~$~m_S8s;2@ipY
zaI5qy>g>ZEZMItTAp6PFO1ax_i=C%-P83%gX$I6rC)3f_U^$fR^w+b+*?6vZ*sJws
zSoO{q|M~gj&CF-3?+L_is?W`guIVqiL1k#R-e-Pc1PZVx<i`wYYHmoi)6|l`#fXk2
zQb@qu5utG6!H+g#ak?s&66Hr@)Vmy7MQtDp^J^KY!r<&Un3K1Lr7_#S_O$hyS{iO?
z^ck0@Y>m;{w$|e-n5e%_gw&f$e`A+D;_!07N8sssq%yZs85K2lWcwgkf+SekKL9ST
zI(2Ef*0<l;e@%Mzl75W9+V7HjZOMH4X&*1Y3wIwRljeZC{ATr)+990*?*rNd`UJA|
zW8$|GifoBBCyMkSv_!&ijC>QRl{HIn&dYQmZH~V<aGuNTlirm6l(zkuov)tdVNHZ9
zTN2HQD?KPJk<}b4-;`<<%@PS0DK33{b58*TeA-p(3)9hetQ@u*L_ci3q^AOI{q62r
zC&wWms<>S5PUgtvX{@<jE9~XHI=v4bRPXO`FImeBV4SH*d3lXzUcg-rY+3GRgG9Rq
z@rEd&p)tEZb9JRp^<Po}*I5-ORtAhZmTpRp1k+ZQi6r~GI88(n1<>B(B0|I;F_+X&
znuYbpf6=g0_MQEOGo9<<^}^D}zA(=iO4R*EWYd3^eHt=ys=8;r$j)_x7=W+>9Z(9Z
z^Oxn`2ZT1M1t{m||LZScenP&PSYX9a2m*k)1q`rLUi=)K$$JysucJ)e!)vgEtM3AP
z2#_`a_!7Su)^Gq%Tw!G(Uc4NN)2X)g+wcyj@7zIvZ|*i_IUi)Klo+S6q>vR4z~iAk
zS1|-%nX%pegj2b`?KvDlNV<|H)GRmDS{Dq~eV-%!meuN4`+^fZ?XDyzt#j6Zs49+f
z5Bds32Y3M|P#rGdDlijEiWC>uAv^3*Nt>@uAkYQB7?=&vfxit1IPE~~mEZc}1g9K9
zh*qw|a&B_dzV-IShF2u*<p`mu_X==V3wRbPpwomeF)thzfQ%of9Gw~jRP3E!8?79{
zX|65>yf`-)2sWRPa!~oGP;6Nso#G!cYEz%UX2<hWxAw-L8v*sn9L`+m3gE<qBv%hf
zbq(n)WP7(I&*9}q)gi&3>lS{kme?@X8jP42WBF0yoktO!CrN+)%8erAWj@G+;0xtM
zn1etm?Y^;nl2YmDb8&yK`cn9iBDDeq<{$&g>K4~}MM^1kW(H)v+b|{jHtLd%y<ZBI
zm2p-arImi3n`6>Ld)BnY9rq0Oo;>>SIO}m+dZgJbUpFg(%gz-@Uhl1G(MWr8U1=9f
zE-q3tJ+yEwz+y7=(LT;lrsEy0E!Va#R5K8+)3C}5L+DTTgaWr6Xh)}b5t<^*y*^uj
z@zwV}$;m!CAqunvss6P9=RFwfGk}?-&?fOjVs<5Hw0JxdOk16;FI!%VtC)0eS&&yT
zkX1mIf4mO?s*-HN*(*4Tsr>4N@C43&3x3{uW?Yv~UEhR3UQBHD?fZ4+gX8KAX6CoZ
zVy@Us4lSz444c(@Y1!1^)Z|G>yNl5T3tbblmjU-efAil=;P?gmZp~l0g`(e2VO(8T
z+|zV?BdkBY?ae<37&9v`zlKMVT+Mf8lJXB>=B&f=iNITe!N7yDK}hu=!XYbSEmpu1
zi4u%d3W`CU^n92BNX}6EA_loC93zCsjs2}sv#Nyi&uMLL4a=etn6K6PdvBSlr)slf
zf-jsiUkfTIcOt888v^K6^8GCC)CyU9-NnUE`w=sk-5NWV{fbX{Ab5}el?lAM-@6=H
z|F?Xy40TZ;X0#$0bj3oczAXraMhP<khjNQW%*cf*Q8-ckMhG>mk*ti<7xTnHww8vk
zU~bLKF=$*jxA2N{=2i=GV@KG!sOgNLIms*lg(Rud;SDweuG>a-_Us|#AthP5d%=0=
zWj6SzF{{x=aI`5(LjU5amzcP<UqfcGyghje3YY0cr~Vp0h81E+1(2Qx{SzOJ4udV;
zBGh^CTv(b^Rio;~hiJIn<wC_$8$s2mw|o|%Yl3xNZi`gQZj}D#@4gC>Oy=Ba>?9*W
zkL5XcL#0!#H0*&=c}601;(Y^}!6ZEy+XA5jydAj=BH!@X7BZy3{1%=P*sK0m3!e7r
z-Eg!3kloUz(x=j>Qh1g|yt&Q`3@u0DES&PHU18;e(TE-MIMOb<&(~+8%5twOa;F$i
z4OcU#u?qR{>~H<upu40>7pkN??V|Q+D4aUu$&<bxv3j@Gv&>WV!-GAcC{{_jLdG7r
zMP*k+{#$@eZ#lC-Pax)n72E{(?EOOIh8e?;*NwwjBXx>rl4V@AsKhk%$N%1P=@V>%
zNviuYG|Mu2Br9H0MthlkM7CZPq)=4Da*mCXzi?3i+Ii91h2?fwn9zQ8>Y*ReO?G**
zeVl~iHP^B;l9J#D_>9~2RX&NBg<E_?r;c<_T3z*}XXe#4>_|d+AC9`jGfP_P-Wk?i
zw0e4=qqag23&x&Q0wZ}bRr><^_-5lpT=JS|l-zt*{>{>PCjg>)cuJKzHtFR2WjAlC
zSVI5KVb6qa#~);w#*2v~wX?{<BYXY=AU=Ne!mxX!hW1Mc)T(@Pb<)mSlDs{;xKmD6
zD#&#uUD>8*-nP%*o>$MhPu^Rl-Ws=?hABI~CpxLm9{QyIyGCia+}zQ_q%sP&a`BdX
z>CDXVv$Bw5<S+D))oYN$2XDpVX+vWhLj6G;$UO2IL}nXLF{n4qa7b*NrZhf}XB<}u
z)PcQ8l2;B_7_RX3QglN2sDfHfc3#!o?2lSqfreKMX9sttoYIkZd0F!Ou=1_Akkl}{
zNkG)9a>kNfE8^O9JEDBsU;`Z0oDCw&2Fcd>gZAqrQbBIERx`3*mX5WbnMPk|+^?UG
z9${obp-nGgv00|U`A?5B;be8W5WpRqCi-BHo&mT$R{&O+i!7WgAlwG*y23ZA*W<yD
zA#j~ix*=I+IRpv}x`R)>l|-Kt^L7wB8`qujt5ViF>S7~BtX0}K<8)-L-)U!cSg>)7
zin+>v!p%T1vDa6LVhstZVu)nTr$KLJQ6KwvuO)y+5uXI}tXZS#1D&UWoDhZ~QthOd
zy3qz>ZkuN+Rm0HM=U9e}dmxM}pB@bL$KETe67K}cUJ~zDU}K%PN7o+HqjMH_mwj)>
zQ4(sGvG@4~W?AU#EwbE1B`A-+H?RtNaE%(U`FzINtMhwl&(Lee!RbemdN=6aIi`=M
zf6%6XFV_qsimyDNpW`p>Obi3&ByxEl%9`KE)n);Uf-#AuFnJXg3jF1A0Mt`uC7o}(
zlWdqU4VFoq)fW7mg^e>HJK+x$9`P3(P<j5-{vUu)pr;RU(3C>E$Yo$GnR($eqTwjW
zAvl;o`Z>20aJ+*<!Y`^8ddaZ*QIXavOMx(e`E)kR)&+9j!^K2LL2B-2zv~NI)3SZA
zgn+c5pwx<!7bmG<7UFdu_N*CZ@NkA`A#~q@9ze9tV*MZV_`YY=n6Gf-u)RN@L|YE)
zr#{)Pk@WkFH&9|aGV7h6u3LI1uQvGi1X419YW1N9)FCBgw{!Un>Gf3aCQ|OY1QHgp
zkhhzkIgz?>iwo4&))?)fNvpS|T{n1}46gFX(?6e+CJw(SxtXu74*I&S*c}O&Kh87b
z9g!KEcCd$8`kg4txt3nQRBJ<OMJ2M(I*KqDmM9jG-+uHav|Ye%(!kv2uLw%YpK!=M
zd#yE@kocU%ElFTMpkqRQo4WKX=^Zhy3-*XO-F}hR%xZRRr8Q3e6y}+JgE5P}{;R?t
z-hF@5Fj<if{)JntYEt{sK|1BWqEw|$eu6xm*|0MZM%r+Y{9ovxQX9c*2Z8&ij*Z2C
zF8^x7_KQ^9tNyr)GNSBDh{yN#<yW0FV#i^q^g-=xf!DLb?~`{uzQ#i1>!s^CG(6pw
zMiC8*ZJEnCD;Jk|bV*<J9e{UeLdyJB(LdisK=m{Hz~xpHr5na{#IM`Sy65Z5ymzX0
zX3+9|Z;DPHpm?+*8iqN8*Ww9-VOk&`=4Xov1*d8x!5?dyAT4u=#P|Q2?UIx6gk~S4
zi6Kr4I?Z4oFD53Yn`4NnTfx$P-cSf2703yZVmT8^I>*WyLTz9+(k7rTUC{P};yN2x
zX0>#opTi<ogwI3vA;MZ4ZBLVt4Q%|BP+Upl*19shhj4GVxWP-Wy{?Jog}gpDC(>{{
zFH8(JD)!&2HF<>C4@3QVgrVboScw`^bJ|5;8vMdQ?%YC-HouvXZ?PSJn>>aY_@01u
zp#|trHe)X6GO?MVPHGiPrPeFe%P>kQOn6K^rI2X^A2H!;BI`|xaSIpSB8uJaDD8R;
zZwJjzG=;9^xnf~)s4tL^NSgNEn*=@P_4<v802m$N{u!LnK`5!^#?5Q}p$?nX#l>Td
za^>x`VPrKI2g(_xxU3JD?Xi+P!DE!IG~ropc-T0~DB1mzgRabV+Y4GXv-W!c9{iWY
zY>p1o3nCwv;`s#z{vKI$@4POBi4>Va)2;UBtY6?!YjQ_Fn)B4WtTb(axrKC#b3RHw
zRS&5$kbj6;rIpmCQgcMFq538YR4v%sZ`l$lgz*YQ+th~~$o5`qfBZ2N^@MP>QsyNj
zWZgllXq4(c$t3QuE#6z0mN`m;(H7+k1P6>_>0X!Jk83q)o;ekHm(S8|#l<?+myy$F
zHKzqDo$C5=3oz%h`#VVYBV`+8i<KniXH=%^jjqp%&DV=FT9x27C6>?&Lh}aaV@EO?
zlROs)SdagUy|;?3B+Aw_Gt-b}W@ct)_AxUvGcz+YGc%?c(wt^yW@cu#$5nN2Pu1<}
zTh%jCOC!z0c?oTuhrM<vLh*m=TQK06cvrDS%|4|Z?Wekx?{sLTFZdSPY>z+KrXV%T
zSN<I80AWS_#Jc~klNfGk1Y?%|yHAzmcX3NfU$UDC#C|l=7g&Bx4o|~+1=SD8w-nP4
z7q4fwQnj`}qZ<WHTEjO1L&o!NNOU(iR)6q#hygLVkZHYKsuaX!=6PxGc&!hySdikV
z?Nf2c-#XIy;M08IhV|;Mdhsj)HN<`H4?j65p078#J9b#w<)}G7t_O2~SRTZlz0>sq
zsi+|O@w2vr`_AX*T%N;VPXK_`uB6j}IzLmFN^TQ*wgS@o`~ALweDwfFsKF1E!V7|V
zE6Q*T*a7vRm4J{0D4D^o7GyhY5iX(QwceDA^WP0lwAVq|L8@3j(bT}pW3&a0d?0L}
zZR+QRxX!M1&knp#%RO(NfdX=orW$ST*l*CjY?r~*)yar(FZPBisGbE?G$28faIy(a
z*hSo@B#hs<j`SQ6Tz`JelR{)51UdTy;W-|SMfRhT5FyosDV)ES4Cclbm1{5nAr_UG
z09V|<vJtj#x|0mKD9<s`@2wQ~B!<E78Jcg|6mNt-0Ivcpx7!p9<7+C+_EyWK0O8a+
z8Eh1=T)V25U<*iAa1*RLWcltwuEB2{+~7{*x$oSUf>@UPLG3@8^Ra7wnshsPJHnsO
zSN-C*_>D2wBPHM=3&PP`aT;eLi|yGYAcL$PLsJl7intOSuIGW)@!dtAPFdQ+9I|y{
zKi6g(=k<49X>f&aN$DkawFv4IgX|0lRrfM35YfY*dCskk`Xi85sU*ZE)IS8q-SB}s
zM<Cr*w>yuG(@eVsY!R5Sb;w)Lg@IJt9dF_{?B;u1g-GLq=1K)}hr&?;AXNtvjWSWr
zkAOVk8VAZ}`F5F_g2`c*E3JTyse#Zberp75nZaH(%B?f(6&Hi2S18F-XtZ;b=xzEp
zG6t*{^Cu6zwYKdM!+7XczNrKLiah8%SW_=t@e=4l@QZ4*?~ZgxR>(+I{;w!Xaa^gr
z5NPYn4c{x6ISMO;M-`8-AxzZGtoOeiwwXNmZS@H}t_o-0HLN<XhfjEY+sCC-ZqsOO
zy@7m2Q+M<o!0}}|`F45h{ig7fS6T)$Mdyge*3D4+sftkIHrK`;|4s2R7xP8rpeRIk
zLMq|q?YTP={Q!RxFGV}x6}OAMqt#>eTA8$X^VmUe<9<rO`TJ&T5L79?Pt`89bDVdG
zG0=m@N7N536#)fBO@2nc3}oxZsbGONFe~(igeiz82UXZr<eG6mE3r~o=z~coFX*Ts
z?*i<p0X_}zLu3KoHK2+|#lr`t2Cb<&!N>C#nCR|z-{G79bZG82a!2h&y(Jv~U#*jZ
z0UmifQ_NbdTP{2erC0Py$(p7KJzi?II=q>WpbbvjAI-VUy&t68w@PlAwm4X)tpho`
ziMBeAIyeoDdBJ&hCm!figC+c&u>2S=fnC1I-GIBVX=u@Y4>$rd_M#xUlUHm41I_RZ
zqy&Y3n3KOxZ3quJ)9O}!!+3MH3~)xy17n*6_nJ@+B<My4G!Y_!4CYr6B6)qwOXUaa
z?_t!}<Ate;`3cuoEieS~=<F35`{hZ-G`#*sg0Q7&LnRPqi;Ii(=tnE&zdMZQapMAZ
zzYGgqCH7tIl_yx1A~OfV%M8zlLo)|H5cJ_B<obCP?&J}y0VVK-wEVL~T5yp}8rHiO
z;f?C2HZxc!N*qci?5ihaGt2LN1VSI9z5JxNpg35x=UZoczqs3<BD1%RdtSKD3MA}{
zLK_BqRD?cEag34eqeEtZ4ZS^Tz(ysp4c*MZ(6FTa4wzd<as!S}WD~>8$_Os6ve4HU
zyXflun2uzj800tu{*Oi?`@7JbFO7Hf)36>udz^^c`9>U(y>DprYAi)>cE*WjsUH_h
z>f>t0@+E}iX2$Zy0|3*GCJ0M+qYvfg7q>Z1`ilO14qtc4D(AQfeUm{}*Bth?BA$-!
z<{cBjGdYCw)2%A(>?0}Q!gx<bnBhGs;H;dO6KGFu$&H0CThDNimbf(_PDk93lTe1S
z&Z<1fI)Ye6IF<z9JuQ@NXlQ}xwj)Ql-ZQit$)t>CMo5@}Zl=3O4`AtzlZxarC%O-E
znSR0Cg9j?hI4E$cA0B`fIRXG!-aI+hZ38V;M?XC~Vm>@Mp50<~E(u{7>#D*kgCZ8_
zZs06&^b3>Y=Ih1AEpKwe6o0mv4^se?8E(E2QlhDKjtQlh#2b;+&50*dHBAwF4e3Lc
z=^MfmLZYkD@rKi+N*zop9DUvFGWZU}^20+|aKC#*Df~U3&!E&NhR&emL1QQ_2<rJD
z>#+=tkKs8I;%3li&5q&aTa$C_a$+V@rHz4~U(wShM8VHeu<#$BMd>x=EJ=kK$OGw7
zHiV1)T8p2D6d}LJhVO(4q-sZo01~w!A;1lK+MglUQ7{f~hG%rb$0~x|frS~n$jD#B
zkEuhcBn;_sT!0H>Lm`qDN;dxu=5XMUlCMTE22a%*iM-y~VY(nFBSSF40Cey@>0&>U
zc+OJT@hnNudwljtC_|!GP;}csL;Cn(Q6Iny{f<mh*`^SKal&1*7{*!QvRJv~3q!m<
zsTZ2q!K|4*qL_Z4NqByzWc*NQN*pkN%eHSe=eJfLvQ2)~GSP<6jy^F)ikLnz0_L7U
z{y7s#ve2p+67*Cl3BvK+v?w6+1?=Q54h(=5xrD4AP{0DHr1PXCMEU*82v{yX6dlLZ
zxK9YlJe&XkfQlTlty&Wz0to$%7z*X_KYG&D=a{D#*p|n@<I?<7f|w6SgTi1Lwj=6K
z<gamc1`W-2?{fwFF2i&7d59~t_z6Te{P^vEhNb_Ch5m;TlAex*{eKJ`VgGw4;eRmf
z?0<n@|JQ=Ie_+@XrD8JZ;P@`zAaI*QkX;A<0Ky5BRwZEGWoJLW{UC{$`$lkv|Jm7R
z(~uONC`xOP;l_BqS3O8OXs4?6VUV_>psB?hxsG5n`#J+~iB8cQYyWL+s#0*buARX?
z+B{zJY8AD(yCk#heR-3kan(fQ@_5&hF>$SMkU82#tECxyy_4<TmHl*l$Mf~t$sAol
zS=Za`RJ$4dx-zzzZsF**^5%Kg^i;Ev(`@yr{MI@-Ev7Fcem>W~y4GN4HXt$f(Eot7
z*14H2h%$K5<=SYl+G4YrPE7r{dXpb(^&9|9f%ip&BOxdeE0UCREApdMsI>%Whc1(I
zisperOr?3z%0ep1{#46`H_yvfI1%c^L&1Neh}c$fg7ao>+ISn9-BpPz8LaME$iP+e
zcx&(*gLR3?QKfkT83p0x7JN!_Ch_)jcYpiQ0_N?Pr2k%E?4PrP_e8D+=^g%Si*%3t
z3H%=E&75=gMFbbPOV?yaWt--Sd>;7}*V|u*j)C`t;3;W|!kf4$JVza>i;pH;=MVoi
zWm(luiK5swrJc%KAQy6%ZlF$B+Yai}BDr@_2R3iF*7)RxZ_bMNDegS<0<Sw#r4L}?
z>(S-yFZZYV!0UTgyoL4Sv)wlC?6E<5!{ullbUahf46xf+v|c2xf_3)6VAb6-q}?IS
z>pwYX|H(~%fyT`A4F3t`v;VzD@ZW&)6{N%@<V7ikjLh|vofPz}9i(imZK!4REzRtl
zjQ-YK@x}E2rwQ|K%kciP4(~4u@&04se-G;aMbP*)?uH4Em5Jpqoc_O_cJn1t{R=<+
zKirrMjLd(%@PE58|MEBgHmCnreET0b{r~JU`F|+K{MWnof0oz(Yt{cjmdWz9=l}oj
zf8K+C>^=DBH_PA7)qf`h{nz#X-|0d4tL5`=tt*N)O4eq789#>i*T=;_oY{ZU1I7N|
z_dxx94+0wt9n(MfLC4iRJQb9(c@IA>T3T2y3&qlT5}2eUOwGhi$%6!d0$_0nY$S?g
z#r>|x5`PE?7h)Uc5;TpO3WL@<e~YuLsT)$XLmr$E!N!H6r0T`nRaSFaAIS}X2^iM%
zVFj06PJ2J|Y3q1i_n72<%)a&b>^w}A6$njcg2%gfcDg+=J7kRjw?o;P6*<^!Uhy(q
zivX&9r@+6<3%ZXuQASCk!6#x4eDBh1sI=S8yUXjn{%{kB$AzFxRq?Ruu9;ri44DiL
zzV@?Mq(g{LjygZHT|aReoKTg~dzH4l)Na!M;1Za`?S25UbeS91P@#R<!ooj>)mzot
ztjYD>Nh}G`^`OPyK_-Z$vq9~(q_wZ$C%N0P5OR+isRY1@<sK?->gw~%yOdYc4e!)G
zaiPel62&RSqCC57RMBfc7xUljqWxl9a4t(D>*E6rK6C%ICcZ+Hr_?46jO|31KaVzE
zGUDz|V8k6DmRn8h+A{gZuZIwA@`$vXMv#R%Fk=Mow{Wd}lF#EUT^Y^v_yFO-xAim5
zO+YCt^t&Cm7(q}T5=g0>Oes=R!_jJkqHQcfz|Iu%>R4Q-E-*T5qSo&<6LO`P8G-OO
z)P2`_qBh|yCnRhH$I$QIA5CH|o1>Eo)fHaDvspc9r8;b`pF1MBk=95Ru!_`gbUc?3
znJ#pz0k<$P>}hf={FJp*EG<fur$~y4y_U=?ir?irb<N5scJ}MCJ9YK-+XnR=B6FQ>
zl%;EhlT_FwS#J*P7~Q)funuyjB%4A$i&@?6dX6?sKFC5l9Fa~O87JK0vq)It`B8#{
z&5_jzPl(|B!U&#-GLeKtIu^8TD(52tzpFCFH^!Ta&xe)aRE$<JqSrC(mLJusN+f)B
z9a0z=rA((U$lsG?()|)JFup7e%&M<5C6Ow|85$lRR+!(n<2+*tQx66XK`A)FWA$<L
z#dxj|G3;HJIJ~OA!*lZ4#ObK}WoP%~y$x-2mw9y9FrE3Kc}K_jzG2c94e`}|Vy(4~
zHJ8VCp!uqp8QnCCfV+$ZL53h^M~rzNA5A5mjH0Hg_t<+J(N3Klyf^N?BP9cBTYf-g
z>(_fQ$<MzbsOCRZLeUS>K-D@WeA_RdNc}+x1x+zR<%rxG!DSH$>JeZ-xh&pno^d`N
z4Ku^fnFw?4z3S}|($PB|x3=x5DCY>80aS!3=4FaPsC2HtG{;!Tc0iV{?}*SW=<0MC
zLwTvbF4XbndHu1nDC1D><sx^!vq_Wn=*-=ii5fYJDqZQhO};u}dK-M5;PWUyS=;Rr
zNr~g_#5a+n*g`3H0UsZgD#n41F@jeHFb<fjnMO&*jHGsCCMqBg%I(j)HOWmZk1hYy
zl<k)QLtz9&@^<St<?qg*t=h5Rry1YI{D`4t^FA5VNc!bDS=Zu_LYu?sg5HiV`Kqz`
z;l|t$%3;PqUAa>{ad9C{lvIteX92PzC=wsWnn)CMPGo6b%gTlv()bO_y^C=GdcY?#
zsRwhV$E++33LGIK&9y!hPP^TDeTVpTL3q`4L<Q9h;`41s<;`K~<EGP#wxW--EG&A@
z=BE1EH6gmsH9fqu1N?A;ASTE@OF4nSTojOASbN%QZ7OCVL2nV-pLl_l%`rm+n*vA=
z)@VOaKx}Q8C3QS5-qg5esEwVfQ5(um(|P-*RLJ4HY_gf81vQY5-BB1DEWVbX(L&rj
zK;4GiyzmQh2`HM+{tvn+c;QcmA8FrJS~RN?Ek>Qb{CE;Aja+4G%GNR!`L$=U0v(Ht
zfUXSu>p6U^2P&*CgZ`pSUE4n@K>ppC5+w@BG1wZgDHmw3ESF(TV5BUPIW0UKs%*91
z2Y1lZ-TL<@^e$5T%Zs@iDK!#k^Rogt0&3}!r})3Ln^-iIb?InRFd0C0>O<3{V`v1S
zw?t(MNv%N|fOwG|ARL`5By9OBrXcde(t#0Eg=)i<<swjTAzQ;Wm}5wfM4OOuH$_n}
zU&dv@KBGHXci)-cWZFZLXZe#tNTS_~U;cbVlR^&26OR8z$l|g7@s6$~jCouj2=P3c
zP$Kl)*mWHm)Ti&ta?|<!+?deJP=BbR8Pjq#v}0ZuJOMz*bpl06Jr!&10_Wv79d{7>
zc09xj5qp)-b8CV+pBe>HaS`|txE**M_%4J|aievp>O|Q_im1fZ0IZ*B(I*Bevp&ds
zXkvPx^9e}EhgiSg^Up3)2~@g=TsRg7g((a$#b}(7d!y=Vf5^jyr7ek2sn+U>mpu{Y
zT}9hn#H~ZO$~6sx-nswb06D!pUP32P@eEwAA47~|d94=Jppz$x!ivJOsnke4nASHb
zr?au$XjBo7N6YJTSDI-wS^!`BB746Rd8hgd&wK-=A}qTd2ZBC~TwQpMB6r>lgyP6i
zU5wBob;wYS&^MRVUHp!R8j%k)tl`+O1BS7qPYAA5TJXmualEry%*m{IkMeC}CZ6*x
zMpssn6I-RMIx@s^!<?|DqEoygu~bHt!|^+l$Vk%ri#&&-dimJmFXB@si#@<QN}bXz
zVvF!6u$%uyqO<wRKIwg$QsD>#QB*na)luo;&A~wRf_2Lq&8Ph-$_H`s!MlLnomS~v
zr{Hhy7l@Jd$WD61caD^~5CHp`Kpl0;9)^^0L=t*D*zi5^HjrG#a%OFhLQc7rvNGC9
z(S8{;kbQzB(P|~skTX%+STxiShAto`>`sf%BC&j#XZr=UtIbvGr*VOL4FYPV21vti
zGLIo>lR>Wi9(Cj9u<XiAO^LA#I*Wbzk82zX@7ALL5C@O)6c$Mj)7`j$H;s?+@R;7m
zEFI-$>l>jwr-54TOK*6xt<Q&oRTF6(W+U6}RNjlvz1<xG4%e5t=X&o3Ji*3mFm3z`
zA<T@Sl_}E(D*8MnKk~rTND_U9BWPC>I*b~L7?MYH$MCcxRmwBEla(<*fOdr_pJ9S2
zMkQqGxOtFtG&n{iQ1VA(OV=+0C-s8#G;}i@YCy{f`TZ18%+*4u*P~Z`lf8R(z+_*b
zOlOgBl!vn?m%VTr8wUS)8k@HO=Dr@+Uc6Uc9B7B`TnmGd@RTW|RvM2mrMXiYP25WJ
zGDemj<T?POzXq1_##d7KP<%F4&J4yNY(Q_6;saO8u=eARI5;6T&Q@L_MdBfebvpHv
zQP<Ami<5W9<`(M#DTw8FkIvqli^(gK7cK9{Z!*qR*!5~X*);sjC41*K6MSQ5g41VL
z*NLbU=H{PDtR1`8GPG1|O01Vz>=DV5OFa93s%T}#-%afHnB^5UIV|nrEZHX;-%nJu
zX^Dw@N5w;ujMN-Bnw@d%@~kQ7trrP4!t->+N>MGq2}yDp4#1ed|D<^Yfqbu(x4Z^}
zmt@K4hbn|E`@`<-1J<Q->WM%OQG}4C2J~xg&0O=>6pJx^x?&=kMG<a(A0*hs7;1nr
zGRcZkYUzR-ECe!8MEn)`udSa??A~GNu$oUVn}fi8n{#)7bUlO1!p-vw>d580Zxft2
z&kOiB(#fa9wc4fg3ldU7yC6IAsbR&Z26Q!N{u~BllB|2Ouy&q?FpdCL$o*;7!22_%
zn5)HD4EoLH+q50^J5=Ph#9+<$T8W5SzYE_cs6Og$G=Fl%X$d+s5h&D`UewJfA@jym
zkOurHm07g(-0G_sQ)hmUADvU_r&mTY4H`2zsVcpjyE<2pZ;wiMr<g~=Ngkvx_T&c{
zNb+#vQf4HSSogZ73)OUsl%sk0%)<qwH00b$M&;FA0VppY8cs-OwI`|s$s3&(pr5E8
zn84pa7@cFXmN;r1Han%;_l!(tMUFWdsf<l-FIGivEvCV`SY963Xv;6xqMKOZbcRMk
zB{lS%Jnir}fb}EYWIfg3jwLF=!x1fhjLAA8@)Am>tKSk|vb!aEgUxqrc706UZ1DCC
z^7z`n^g)BO)01H9(OJ&2rW^FLFc0UE63btIicbWNNC<5{1u%1khfn6oKA$yAB`9dP
zoSSD|FQv}3b8$qjlx8Kvj2)&(0I;}iw?vO^lVYOLaOaz=Ixrd<q^f`1BWU{eFKEZP
z3PW#bdX!lVvN^VYH+0}AwK-dNnUr62s~SXgdGoi1p8%Aw2IIQPF5P(zev}85Ons`$
zR$ELp8})er2{_AF&&{~kQ>8Wrx<RG&6&k7;FskpEfu(491=WH?^k?oCWv4!Qi?@;B
zx}Vhwwg)9o?>j=ZKFYYoJXsgMVa>}vh?MVlZB;x|d_;!Zt;kI@no4M4Ri8?23EB0M
z5L?>NH5UGo#)q+(DoepCd*}K<Y2VoFdVTh)!q}#}Zw<M<npzlXp2+0r%<bTV{-Gz^
z(;bwjr1bW9bf<ImXnt@mVyw6p+UiP*a(F8sXebOY&5MK6_Qf+ehp!296#$0wWZ3v#
zHZM*w1xH*ii#Qy*|LyjgE%P^=<cD5RcaAHN%-Bdz5c@ruswxx8Bu2UfZ*Icx9PjS7
z=WMArDo$)}D#>u1uu5c(2M2JsjIegS1HQ3a=b=hG)<iSnoYb=WI7h)XzLP%uEEIm&
zxHxufg_cmi^jKlQ1oIF(%}yBs*qloMGd;hgFv~A`L&kZcj6|kx;-{cE|M1ObFsUBM
zbkv4w3++V=htiA}{BOh!u`mJlOOhE!y;Bexi6li)JkT-2yebbfIszqc?KcEo*wG`^
zWM!dFbB)6NwM$J=!A#JYER@3u0PfJoZb+0%Np-I$VfEg}H<O<t$0`uNRBrnY3n~K7
zH)XnNY2ioTLGVka^ZE2O^zSz}laJc498^btwIL*Xw;?1@+AJrTLfLG>t&=V1d(2yf
zxpuH4-OkDmIjrNVu02^9GOOeA7Z%EfDDs6Xoj!sfa(?qd_5MceV|pPtCsJ|jsm&jA
ztMdHX_?BrHk(rD6lzD{4uQP6NBR$ZPL60hGXg5^C@$H9t_+bXmkZ*%rVC@mOAssLi
zn~#0_&byXrz{0Os#ZwO7ab17q^+~vUdE&J1jD2eHktp)df*GOXo~%Cpm&G5vItUeA
zmwZGkFcPsr2zzFzH-&^Ufdh16gkgB*S7SnV6nxb)+Y;)+5uOB8f^b!Mz>j9k1jt4+
z1HgUjuC&8KXjBs4710hXM|r_gynWA5$eHMI8!7Tjk&$#I3&=S7Rx!kq_+<SW5EAm^
zZ1UQkx??7;0~}#Dg-kl_B`c%7;m?bg2-nEjp7l7$lRr~*dDKH|jk;ehWckKh?@7j5
z8<qPD9l+667BC_2b=PXGhkqM)@1i76tp$TXVwhgAzA=10&<fCCg%90hvM%%{4Jk^p
zc+H{c?9Ssgbs(NbMML533INF~+@Xt0(~xaP7FsD&@sNOdXxOhxax%QJr$XNISM1ro
zzEgxoU23Iz?96|*MJyufA5)W0Q?2*y6Pk5-MeXUsx?+|aS8KAjmHWMX^n7x?iq1D2
zUV3eHwu_+ReC{PImapEH%An1D%*2s8<G6+K4u0MoHaMD-4e8wS?e2*&<;a&8^-`2H
z4Hz9u?h&ICGV&%yHVRVXFPwt(8FfR%XM>HM5(};4QnuF~@8A9wcEa9nbUosX;#{a)
z?yflAZAeXjT6|mIf2(xOj;S`YtZccN*7<yqyEF9EhMiaqx`jxU)rN}Vqs+&IknHoM
zqIVRfHm!x_(?T6tx`LkyJPweppc7W+R>>98GgB{_@N^SM;exK8O&keNv14*tB-~Dn
z>+~K4eh@4<YsM?g^GrAq5x}QLf?y7+3ziis$VHAgw$=Mxtg0=H3zu$MVH=2p7<p8J
z#AROj9Y??wQ|e&wSpS95+nGg2A?!yNvKNH1_ILrMTLs63Tw>!7BPF=kB{<J`_ZDT-
z_&*Ywk?BmwE2-|ZeW=SPJTp>TYJRy6l6TDBC>;F>6i1Qe{XB6pUbX6n&}zPO3W|~)
z00f}~$p-g8g>F$9%M_|o|C_=L)rA`_rW?jN++~6H9Wja<QA4m8S@?~ZetGifHpIas
zQLP~ndX;T#<BH#2ila|p1&zL-e+)?q=}QhmUQAf;KVcEkq0tSbbA>4@_Em(UUQ8tm
z1kkR7b9nnvuS-flIj?ss+{)X_2Yub~o1Q+tlM@iwRbYa<ZY4;tFIH`*X|@?lpV8rM
zBG+12OVZqXz_%pSxDK0wQ=3c2n9hY#Dl!_wP`-3UErkUTA(9ddE5-*Okpvhbpib=K
zf3?ljg~jYm;m=9HPM@19;oE8UaWQ37hBz!GL?rqXB`oJ>yAQuEA^KRbs8JUGsaRqK
zmeYWKup?@0K6nw$$GKb;=Dyo;VqAv2>@8NEB+gTE)iEVLx<jk|u^iZVj$D^>MpPY7
zW1seNb)2D^44S~r<XfQK!wPiA1aK!W;~$k4w&onxzR?gr(x!-0Dh;3AlbVs>Awpd?
zYf5n3d1k6YR+fjqPr`SSV2MH{*5I#-Pn!!rWF7JWYox<;p5+|2m=VxRxhhu0=3LlC
zMGac+ao0mVMy@#KzoA!Nm)^5SRr8Zq8-A4~kS0<Y8V(c&wucK}et7cp9NiOiR!0+C
zsL&)p{Y94?*~iMg7g(&oFym`X*cPf&EsyQ%`CuXC`5Lm<Hm>DwqiLmLDjxKDu9nUJ
z+|0CY9Mu*fdBMQc+E%TVp^0BytENTO0qJR<a&-IfQ82N=|BOhY^1Cg1lZA!;#A@E)
zdbt6jT}k5!E$8dXLW%TBzvmOC%KCmbt~0Nt_Y&uu-mU+3z|IEQTEThk#b>Xk!g6yT
z@nGUrck^Xcmv_{h@I+mGoqECkDW~Cyn!+ICTt}TKc2~~?N%rR3D6&jEojm2ttte$I
z3*k6_xllQOdUyk<8OuN`YBd{%82}^h3E*`JH}k#FxiBlt#JmltjQCm;+rW4S^ZtEU
zlvq>(;a1n30H?4Z%taiLD>~{kC)$|sTu3+&+|Rs_a%k9GK$RQRoM%Raj9Q=MSy~{G
zppZwvu@n-!$!QRLx`c4MZozjKodb*>hHphG6ufsm@YI8mr@1unQuW&7bTyD@+k@q-
zd3(tj*eDuq#z55T<P+LpWeoX_D2D1!C7vz{SlLPlYOD&N&pMC1;e{DyFuI#^aBIKf
z>a@c4u84DK+Tdyi+m;CIa}FjX;7Xs`v9T92Bz_4}Vp|r0D+jo1&-RKPh|?80oAHmI
z39jBxHY_$8o;Dv8j|X_yCb6|H+K}@ckXON-POPQTZB+iFhF(T&ml_i`u34{h!=v=2
z>pRm0yPsU#7!O>?h91d13j9ms+lMN8i%PEXz0#Ci+X2p`Z;`z+>}Ok319?t<X^qyt
zBF(Ey1u#n=p=nml-Gs(VO>_xXkUhQbrpxY;jkZgzMd4Q5pc)x{)V$ZV)JiqPL?3-W
zGjJJd$H}i^!C4x6W7wH?UB~%NS5o`Z&GifrxRzir&A0u`YH&m}aRXnkgI)usjsl&Y
zbhW4}_ib@Q<}08qlfGjpqtt-HP(tS7c$~8Sfgq)-<{U_NDAiEzKZ)koO89MA8$(^;
zZ-j4mEU)SxMLei$ca#p>^Ca~f1!dbvj+&}34aK<U2jiT5>SSJUZ#%T?xE{<wp@)?v
zONfV+EP9|?K&53e5CxVkY;Bzf+Za?26wGYN@scB><ZSmGISfl9cCjQ&JvmIOWpEq2
zWNSsTlzB*-xgJ3XIMzUng#PZTo+iSY8}h|(h-Mq#)d7;)RhB<XL{D*u0L(ltumUQ&
zy0IaEJsD=6fe`>LFJQZ9*wXduquOlkj3Jp7LddbMswfrui6JpD9a0+RN#G6vDP{II
zVL{8vA#g!UIIJ_nZgsTC^?)o{G}~aTN?R)6Oj+L;2nIdb&LHTzo?L5uB>BEKF2vDh
zKJR9}nk3e#p&QBAMX4AAi`+sZpeVYU43?k^_;*BIUvPU;KIx`}eZv4)+D`D;sPbWF
z|3y%>W0quO;Fz{hH-H~zPFuvEBx8dr#i2e4k`O3QVnVQE7EuW)eKS`%13`EN1u80L
zaQR)Xq9KxGeLtk65)Yvg=y+0Jpb&?KfDT|w;#eU@wHc)v&~AMghEXLtgKBm#5(5xM
zt8au&k;uA#^q|sm7t>OC5FJSZ{gg>8?j%|Kuu^0L5X|p#<%kvG638TH{O6<uMT9g@
z>#fBF$n%$?OZ)%eAx?rRRYn^BsQqzX+?dfk+y1%ev-fFx5&8LJgUF-tp9GA5XZ>QK
zXQBHa3FF^uzy2e~rvI`!{o6ry!lZd19bCvIk8t$4-n3!Cg+G{)$Fkt3?CQ@c!!-zI
zaYxwKhp1<0jndpJcE&VMJ4u<t!+K2RxX#yMriO5D+l5&Mtq%O@X(QV(#U2=Aqi`9<
zCWrXoor9)Irfe-<VkP347&uL3A4FIg=aVCPc!5Hjjd<KOVJ^=sjCS*?+c!bN79~S5
zEl3G3)r+Dmoz*xYj0hJK%$;8M)u6hr$jMbn0paAO_%teN2aBQR3jwjDpb8Wv+$s)y
zlh6LgpNUQ#&(>a&Dfrx@;Re`ZeqaqTisrG=iIlR@lHe44nQH#-Q{N5w2Sr<f8$<VV
zVcvfSe77qWe&h~?+tqr+>oW|NJQJ?d`R<<s;2rix2lGx>(c=Zu=Z)^J-c#BtX~BJi
zU=w{hh5_b{N{GFpgu#14&K&k`w|EdN*5`FpISWyczZ%sm+$y<_LVDGc0^yB9RJ<CE
zU}NIKUVXBx_s)@WxaWy9dc)u0vQA)QYyD)rWwKGa{s6H(Tl^=|y}uRjKZjVdG5=?w
z>FNI7di8H)$ua<bQ6=gBnk5U^SQ`E{QTvM=?td91|7F#`NRhw7V`|1PVuF>C?kh!R
zrvI0=w|^%^W~Tr5Q{?|@1^ddN|KI7}{>6s<pUsf}R__1LgvkFG<o-K({y&q*{fi3x
zZ=|??I}HDmN{;=%&gG=1`zIU_J>7o~0{wlEOV7;sUu1IY9%inJN=*+NCRr^MW%x;o
z10zDjeX(iZzy-sHkc_*7=?H-hk&xj1iodtu>;8c6M&eHtoeee9fTIuY_9ZF>W6AIP
zUKmGdUI5?X%ojLvpz*2*GQGO-y8C*~Jt<<enD(gcao)IbU*!ZL0FKY0#_!uFmG%0^
z^Z6x8QD8>>`mCrdh8x3Wxgr%@>@yJ#-{Ix$=V3IWu?`-QME@x*FPq8r-5zGb#EqAy
z@t;UD*u<LS_3-N#9<D_r&}`Y$AUW4H|3PfyF|WJpkpUVnu;C^IfuECUtoPsZ_hd+j
zOt^4hbG~L}-4^Ba8wzk3_z+ot5Y8SPb~y-j?<NG2$qC^xswS}suK3MR5Iw-bmjT%%
zmK8*o&rt9ap-Y*l*M;6oj;1A#!D+OQW7|aJ;3I7Q2)*&@FHhXU<mDkK*<xH$IX<WD
z7qTO#k3+hNJ;c$%kFz_ljSx8LNrLe3bX(g_4Tph#IJv^ZpaB4%*0soFl7&394z8@s
z>{$#?H0|#jZHK0)d;Owbpj@DA;?l_Go;02uz3Vd^Fdi@(Fd><X#ZV`lJ7O+A*JGYY
zze*2HAKC(EqUVQk3fwnzIZj`lPfo>*B#pP{bUBuGn0;m@Zbls+hH+>uotnB0;-yWi
ze@1Tg@p)WSe!JiM<?}A2Vw34=xONxNzdz_s(htrKJDJ1sSpY;Hu&R7Pm3FuA5Flcp
zOnWiY!o%*?7kU=uS(P|JAfy@O&={we4W~x`z1ENQH$P|jQJth>+r6ZM1dH^6yv1l*
zf+x<G`65ZRY#v2q$25~V!Egr4qIg`8>rT63kR=nUr1w{^)dTn(9NS#7=_vR;Bz4tE
zXW`L)>-+00Z1u^lDynLx_hbp_Dh~o_jz$AlUI0F9)h?M`5nI}lSX7BkEF+ufH-1*|
z^ks0orA%l2W)5moqTjV@0saA06I)xk0v4ih;0qLq0FA3@xQuy(K#SrfB@a2<O}I`n
z7E+qfdwFLINE&FG-rTtUaHSXR+HyY<bZDF15Cen<=XwQ>ZbWi*+<J&|sYa1hLjQRG
z1gdpQ;U<FDR6MUAX?#Y)vi@ci<NKq+4ovAl2D7g+QldWgZ^bQ-QJ0g!%ro5$K7?7d
zS9EQ0ypBi7VNyG?n<S~bIj5whuORY_aiYHmsa%IK;#%<{9Fu=_CZkk2FwJ9Wc$&VE
zk_OIpB9uKFJ5V=I7MbSs|2EDeO24}&ilfVQZ)uW-sVJ})hV!D#Cn&@(<p2#dtw143
z$Tw|s;)5#h4hgS0L{B%hYUzWXU2*T9SWFBa_*qGVL`@UDR7pg-TJ<C)P4(dA_LQ_k
z=wQMUZP2`=hT(F*n{(0+Z6U7H1c5j>V$;4#eHk^Um@Xn%n&!U58*SxdHmRJcLpVVT
zu@8lx#kH;e#ST7OLLU@xAR98!i6%(BW09#e#Y{H+gb0H4?a3W>lzwSE50!g0;cl;M
z@8q#q^zZ5<nrnncI%z-Me6r9;V{=>FD?^3u(i#B`eem6cxgrut)sh>=SQ-`VX@F2s
z4FZ|6&`KVN7P%CQ#;a@TvTPoN<two=-<BSow=WyMtXVjq)Kp-hiPAw5<iv;hzE01+
z7)0Q7Om2IKWU0*Ae6FeaT9;&WO1VfyThVnhzLiB-GPm|RmM)!f$l~>CHJe!;>5hLn
zN1Bt#alfqQyfNrGE$4Kc)pRMBB84S$TPC2C&TD=K+ND(~&`~yXTiQ$|<62Xwo*TV%
zB-bddB88!!X4&|Yv(m(!>Dish2vc@;W(8<{4lZRiVjO-UE7*RorvGqYHSpMxGlR`;
zyDXx_T#ZpGDceMZa@G8U&1iQ5v1d<wrNZl%;h>L3g~{i;dgI$_W8FKg1u^G}Gg^eO
z7~@J!q(zb>iaQs-G5*qCq*GaX?vb=gWd+>;a#e<Atv(rfiHMMh+fm#VM270Nb&Zls
z<g`?+90WQF@lRCpI>I~~kxvBe9f<|&4Q1!^@cR|ywpm}T-pv5$PnOO>qN%C7ZwmwR
zsL)PBT~wCVhhL>7INH(Nde>tnOrgg99Qf0Cs?LL@#(LT<_(-efC3W8R)k|_2wN8F;
zE+NxpvzO}^)*Yvja?X|drCG}0bQ%k%!e?{dy+L&z#B^4ZB#nsBYlF|o=Q6GZpqPhJ
z$i<a<BG+H`5qCN+h4(*cpt>TC(Lx3_21{uU-XDjk<|Pot0JZ0DB`uKkRg{I*L5dPE
z>!C^wtTf<_=$W8x6>2tr$7M=As8>0<dNf7dY-`-<>AnYoCc-C!k8uhpsyJelJ`;Wv
z>d|3pTQqtIR%t2c3~bHcb45tfwd)^r-YRtjT_?=lqBN;8bmy7CLuV2k@`a)o9EoL2
zgklyPonn*(DfC4F1Chl;5e2dLlg~vl1#$N?Lqi9IfcM_%6^j`nWD!Zukft@oSvh9Z
zKsSZ07Fyk~7-h6dtrpubo|Cj4TkEl&p}0u2?XQnmJ2f|HY+7+h!p!#e=&@1ZB*Tn`
zB=w%?o!59T&0RhQf<u8M^oh+7xy3VxWfflg`BWFcARYmmS9WdE3H-3OZdMC2++DqV
zx*NsUYK6v4UbK=uZoRp2IvpKd{Ioq^f#q#zf>3FN!QE(Fo$BsUe)!Hgv0;EaCAkvh
zT$ILqX4e$Y-HlUXag=jp-x|CMwmw7y!AsEl<?CC^hI49z@*!E>PjP}1gHqBrTz4M`
z$w|<B<(cCNUY8Yx^25>~=(yl)GBS^y6k(LEO>$&!@0Gq?(jN5=464flj#G^h-Vo1*
zhLHzbGD4{OS<qtGjK&3$!kjQ7P}+MTDT!dux!Ts#Gow@?Zqc5>;%4+pyzqWnt@^R3
zV*2&1%v1sLffMId%KB1e`<-I0Fy40By2sm#db#T^1JM}P2~1oc)x+AvFPinGvU|hG
z1M<{vo8WZ%M&{)qCFN*Ub3<Y2lAsSS=r<Qit+cmbDPeU%4xh{g8BedAXDC-16HlT@
zu&aCcMXP%f@@Vu(j#m<B4tj(a*tr)UwwK_JS8R42o<6SBGPTPKpQ+ILzW<-_YV9O!
z)(<)Ih@{}ID&ZV7-9Gp`a6@5aXL-E?Pnmj+7hmoMmEZ7^tM7OTO@kq86JjnIA#?>h
zWhE2~-1l>>qr6(54>$Lxw%cce<A)Q>KAz5$ud(l>Z9_cyW{E(u9FNxkELQQ%CrqfS
zg=0C!!A(D~K2Xrtw@4~Z-)?-c_K$5V_VdKrTJMK9((JV^-qWHGoeg0ZJGcWlDyq&#
zuSFnY)OWk!n8N`#KrEC@VGGw$Xi}mG7I?)si=c&X^KtmjjB&5R1g*x+GRckhisO#W
z^?|NXUM{hTw?C)3uUg>81}EfLkuO&n8ccTsyRg}wZuZ7IZes}?3t-+H+e&6NI&Qn3
zw&waTI(~Pqhg#7RHi3s)XK;6XIlAN!K$?jtmJFMT!qPDvkujZ4a}k^QzTFA@2v522
zV@@wD3#anu3nMW)A~`*z&b-7gxN2+&@bTSy{=8UWT+03dx;h&cq_`sjY>psA7m-d-
zQE{x!zi$b<V+JD?=qie2%v500;U0y<`!2iM$X-&^#{#e2k|r*(EN>l<VkfUNO(mpa
zfxS#Kg+`!0i8d7p<9FeX&dnT=#b60dEzK3>0LxFqIywtY`lIy>6rQM=OdyXcUKUQU
zBfS^1VSq@yiB1X>+meU_?Jm@EI(dIe>tGD6;n-3KvH9oT(OZN}&fs^C?01#GX70C^
zQbr>9nYa%9t>{S<_@mNso1U<qs65yxw(I2$e2J1yC;tV_k{d`X+|13Ijn~AhWP=T9
zmH--WJ%LsAvS(aeYYwtVv$mVQlOzkE_POXzll~S%cLL&_&`L08#nSn1=sPuA0z3GZ
z)wAMnsQZzW1^rieymn@+8{dlZ&uM}NKnzY#XDcM6H9sCY%rsJsq|D6R+{}(K*r?ZD
z9Y$N@3dm=$%?q?d7-t7fczI_%FQ}R?TS`~mOgF*zCbRc!+k_F35fF(f^A5t<OhY*^
z^prx!^I_sbR)ST70U@wqXBnne*bRf8pSj#kuY<^!q;btLj+ncr+k$p+0NX4AiSzF7
zFv0*~WA_)6@HF}2%re9BH1*<aGYT+DTa-XlAtWIbA!H%cKBV8ue<19F8U(cSDrHqn
zDesVrM{2}Pj9iU`j0}wwjU0_6izwlNqWQB4j<f<#nyFNm;^-W7m)o^k-h*8>lUQrW
zF8fh;OHiP)K~+HSxW{Q4s1cOCyL69LtVV;9R1R-{vANmD_<L)j4$7f2tfYmBpk|R`
zmLDY%uOMqe9G9oLab4{~9KtTU{05sDeA=B#=n%a1jADxEAY@+LP}kO=thzgl0j%Yt
z17Hjo1W-avuNX|2NLK^C!76^>A&1I(zb!{H5EDFxl03S}i#BM)7hQ#l+5%dP)F>KO
zw4rV|%7u22L%#;TUf7eU<^iR1++-4pyq$IjS#d90ZvZ|>ye`LZ61EQNT=2C#<hnqf
z5lyTQQtPIJdMG=Ceww*ji*-d&4s>vScDvxPiAWiUw=yp-EZ`IzcO<)pP;2P8UJh5D
zjoL`_+?ZZgw^Xy}TD$YEAU0oO$=qSTT7y*;N7*ugTD5iQ?Z5vHGBJ4->?`6Vx#+Bq
z|3Hg#bg||~)zgk7`55Qj%+QvqPEM-wz8Rh`GCEy}9(CUznm)67pnmnk#+9n}@_f*|
zO`Dv2xz`b({iCUetRM9&dJc?WUv<`yP8^41*DNfz@tvr0#qWhi<a12GOC;7&#<0)A
z&?XhtUz_o=(Y=uZ=5g6Lp4bFnPX)fko$~h572weoL$GE7z03o%t4c_nOTXI$i>}If
zqN*@kyOR=buOM%VoF#*sKTl3x;_e;`+A;Yt!E<%Tw9pB<sGVXECrIQb!1TjC>ltlM
z%-5GR1Joij=Slj-0aGW!54LN>EO38!z|;Pjwz_`u2t@sUkk^Xa0m<7NV$qcLVf81y
zXm9o`H@rDEJ?rsgd_kQoX^$>qQc<^IY?baOH%;S{`xCf>uk1R#Yr~R|_z|gN)g?Yh
zidJFm{r!%i4#0>Q3F6V-l@wAgWp~w$apI4~cN^2BB92VMjJBcWhc(-ZOBJlVETpZS
zkhMlwi_s><lq4k^^4Fu1rlwQgXWLquSptmVPGg%I_Xp;vTwzOa4L?mgXzBvWB?v<6
z_I`_RY%&SB7QN#bimDCaQ|1zabM^3j)|a@}$@@cXRM*y(9jg}?b%Tb|6}je7n-2>O
zUdzYJ$CvN7H(~K7cQ5Yvgu1RhyM*C!Gar9C4F&-*njr#P?#a0uhv5lflErTFaHsU%
zoMm{|&^Po13Z(e<dEfTP+}Q!<VpIfP$Vd~Rb18M7R#KpX4h*38;MuxCy5UgeWa9oB
zaIx7TSN4!nRP2(kGu|P~gqyoBYp}GN<=}gD!vLC9^n%!=^m&dnWjv{*m=l3ee<FUE
zx>WBhew~p6mRPI96@JPDgWq2$MJnbbBR~D~-5kCnv4-{};!%or0`~kPH(TRO%J&k=
zkcBS&Ip|}s(xCm&TCT~6YhVe-U!imoLi{M~&z8@b89=bOfR!=cnzy9cYSD44aRCY&
zGER&X)krVXLLdg2?87+boeEL^dL-MpiB{ezOmbe<3g^@&V(nlztKA?otI2G>Kw}{D
z)m97!bWPw}2%igdB1=-*h*kJUgSX)l+-r^ZzCIK@Ql6aDG3k1)fPB0<0~E@OIF^E6
z!U(7>A$xIh*-$ErsnOum$z)U6O+;MlP6mS|v#hEtJ+s@>a%HtNV=4ktLac4~6UD0B
z^O-hQ0wI8~<)n5lA9#vg2mwe)MG-4di5AX1O2Egy<>a^-gHx-|XPqps!%^(A11M~k
znsV1lJsvmrE8lWD2MeBDL&;MnV+eE_qsdV0veCU!c95Bw+E3+_`C0$GdSh6029t%F
zy7#nW^ca*x9M=GVbnz;w53?nSb}F|8nYO5e#*)YVhr3VvjvK$q-E(vy??45dO{sR(
zIn>Qa?HA5m&=IC&?{p+Vu7?kd1z$x}0g0fGt!@c1KnbO4qW;D_l+0Ob-r<jUa1-H@
zf)oF?-?s@$Ez4?cw5jEBwfnQAi`(dMqa&l)l6<pO?>;pcJz|rJL!zh=F5_*2(dUz<
ztoM3tLg_TSbfd-a!oLWc6DKr+^YLW{+xxj>lSb&d#Y?}k7|<ezM*|mi0>nCAEEz>2
zfAWPfUwV{1AGX{85JEA5>^6q?c)7Tv)T36B$rgSa7-$6nih_eX4_xWjEDEaQP=%}8
zMwHj5_i5*dg!e&A*c00W$D&O;q`JuGo|3v-=Cp*<ozq)Ykl7dy=QYd0a={WAuQwB|
zy?=E<jaaZ^yPg+2y?ulwaUSw8p7s)+1=}2?EkkbP$Z56N_GZGuOy@!tU=*HTx?IY=
zT+N|}ZL8sSZoCPruaF9REzo3rs%i=W1jpMxlO&%w;r0$gEsV`?@0hRk8;XHw#ZJNO
zFm^J|6cvR9{wOE~8Dyc`I3YOX(SYarOGc+F){8AFs_lS>i{Yb_z7LC8#1ucMeKw2V
z*{#7c9kZ2p=Q|)((wXIxC-=>u;UnbtgORI8%n(Y|9uUO~DFhOc3rou(%u63|<wYct
z9+I=0!#e0Rik_NanBo+nSQJPZjLin6(P?FpkIxjR;UFf9##H#s;m{YU-GSkw=-1Aw
zVq+_dCb@%m6ym&m^NQq=NF^ViN`V;FtNpF1N$@VGQx!r8x@w<K_E``{lCHX_db{>8
zz~SsLY2opRhenG4v5KL4{tH9TeHG=?BdM`;6yDT_qBbr%TXwnP7ru6cBvty4<pZjI
zqwxkzx!D6&SfJE3J1xtF!Y3h(&~85Y*n>;L=1orT3`v^20#jV)(D}MqPMhiPj#Ixh
zA_}3J!hY$>)R@@fX?8(jIdEQ35Un6my+)iphZa5~h!_&mY~;0tKA`XXNOtxwA_(5F
zOqPH5R*=L&L5;wK|BUB`x$y^B6rv*0LB<h;DHA#^kNM4QA^2tSA+t>DcySAD8a`g=
zdmZ815uPfHx|kp1pSjSDD2F#05zxAUib|t9sFH?4Y>E;fld*v`ppkBraWZG!M2U%f
zX=Y3<f?5gW<@#MIfFA-0lrAg)v=7glF1jBX=WpvS*j-`u;d**BQ6nRc913ocG|Gl|
z>>zfUlc=1h2K{oa;TBckVWIFCKCAfBhPS3(jPZ%@;|<y4oMH;5b!;u?Iac>~)XI2J
za6QYGFOfdyCAXSmL)QVKd8Emp{BQ?X{HeVeNYz60VI{^{zZK=0QaOP&ygC^H>HUO^
zn-(&9{k|fmOgQ$jlB5{oC^R)lFJfOKR@)uge@TX4d;Pq8wRf)h)v#CNr{lL$1~_of
zM^>!#EvFIU!hcm11L)R<sf9-wo}3SuDE^K^ePbvd>X;H^M<ZqrvIXgoIxdbx5f4-w
z5zq_E4;el3x93$SiYbPjL1&;v5A3@wMCn2pjg#6iZI?=2A!FVgf#2*(qv-UZ9IW}}
zWU3Jn%i8a8Hk3>jw}t#{Lq>c|MncK8=8(I`MXrD-U`B(C`l{^*-_8eRQ%hKR4c+QR
zx;}B}mVF+iyvL0_<S1huNIXZ>)+lOW8YvbY@l(HiRutPy!-KSeX3wcvZMFzT51t5+
zA^`j|EaIq4gXobqamcv68Y<8{v1cpVnbarB?NGnC@7Yym1*gHbTH^7WM-SJiuz@RI
zi1Oql?ReGEyv2HDiuc1^#Z&L^kb|gqLE&D7jET=JuZEkr@`^)N<!Ei6-IjZJxzpy2
zQY@pVHEF%v)NuMiK(IT9T7aYwlSMdLC<Pbk^4R1t)9;b0bf+mpOj$V5Kw%~`c>cO|
zJmwsO-6S8vy`~#RsW)I8lNr47D<Mg7=>jccP2A?xk*29*H_OQ%O{6i>CK@+KS0IkR
zUAIkl6A>#TX?W<1u8-yr9qB1K`MrM~s%2NzUX;?+3r8^o<%7v%#fG+$$)`Ly&v7Pm
zte##Rg$~I=R^N#PldK3MpkuDgic99_9a}0o@eO|}FMg=VdV86006|=&OJACDQ5ADj
zGB9O}Pd=)#nxD0Y3`D6fmMl)T8CT!BE{t#7J5&enII%WW#e}PVu0=WZCt*(N{Bke6
zk-LOFWPSF!MSB?(07?-QEho)%{{@`4Y(1~UPbBXw%Zh1d#tswU{$eH>d>y_m-92Q5
z6f2}Hk)O1w%+>6KjVbxKUihQU>vZ+8FtSM@LtKLO;_YVb`O|WBe^61=$c{eRjHD=A
znqojHNJQyQ3Ys3a7CK8o_>)O2eWV^lE4d#^izJQT8`lZc^G+I!S-;rz4K)y~Zww~B
z+(H@yMw(eu5H*O1S@=}oHaB8L3bKjpY1;1)@fwWW6lKWAGOWOqPMkn~l;61{U5nEf
zN(<R~O)@FoYg2G&d{WlCsy+|EP27)&vUOap;;B>;Z!CL{Ri9Iisrk-oh`mbhT6ylR
z=e0`Mqqj*gvGh9M<fV4HC`Ekpi|LFr`0kD<R9v!9r8Y@pk+YrOGcnh^Xdws)?{OY6
zlzE{al0eGuks;;BT0C>!FxsvisF(ouo(fTz!>EFQg@(e(k@RPw^25GNL^L$E&z2vm
z4)4>Bm&S{o8;dIS*+?_>nYrfL>#~|h)8d&^8#K&w5gXP!L-5^IpNLRAUFaR)vpjk$
zJlr--EG5>GeX$?4BCLe+d-34J)nj>6`)6LhuEbarYRIO`4!v_2vm9(x+SAR|t2rq)
zr}NXfM@f+<pqUDrDbW3xOIvm5+}>Oi{!73beQfGr$+cc{+jXniz11T0#5~C?-V%Z7
zsRHAW9x>Ul<$l3@b8L|9IbWuy8;evzC4phjfy|BrhL#sM3r_G!ERYx8W}C=WF-n2J
ziN0IB7IJm8>aRzso0Z~?=yfgAj_ASOqU6ejjt^OmK@upjZC*8{c9Q>qSPTgnG)N?Q
zti=4o;n<d3AX>3!K021lNwHPXB~vSVMhP2Ccm&NYk^$2=oN+&GMBi0Yor+dD-|cL;
z_8Kiq6j?)G0_gn)av`TK!g6E<ba`7tT&BL(>OHV0snYkBfkhy)AI<P)vGHOK0fTB@
zE(%`6AW~ewN5A>;rO4jHMeFpUA?o9$i0wzuR^7}@qlJXTXy8!8iP<3S=WWN=EBO0s
zkfOG<DUVCj`EZ<psY;=f9+S`A&`3@-rUlzK=P(O9Xd_KQY@sn_q}+IYZigA)yM$%8
zG*DQv!XAyg^$trQ4|iHGRP1{~^$8RRv-TJ+&Dn7PZU8s=T$F{#8bcin{#9_dYrU)}
zQ7fz=Jlzchx;zPNi?ol~wTn4|wKW%$NGd;RmT^E;Eq{qcks@%2@&DD{S4UOZb^9tv
zcS?7M?7d+J4HD8NAl=;{AcB;XNP~1YNP~2@DBU652uKMibvM4}`_3zV=iKj}amW4Z
z?lByjJ@;JCTF+c_&9%1AZ~kU@F3L1Zc@`y-;o8nda1`nUyQ&t-WZshba>1+xwD2{P
zhB$A+xtQA1r%TMFl6arWl=^7GDTZHatn)l!F$+7Hwe~h#45!rA|K?N1X0OKM^}!|a
zGXAqy|MVNLnX$G|!iX^hS2~peay{EzYaQZvPFaU2xvA8*?`{T^m%5|I?jh;1tOqp-
ze9ELtwG%L`>EfgU|2%XH`O)0u6;NGeHn}hd)!#x(_S~o^pldkW8WA+Qq^R3ZKAg}-
znm;~nJmcGlH{IXkTE_ikM4u|4P?e=p`RqhXwXCH_#deA?K6s68NO&w9169L&vudBr
zhuQc@J#Au$@`bbHdZ$h7@J)6)6ZFKU{#%Q=f=IendaCD@E%S|rfA^dG8J!cC&tG$>
z5KAH*K}uJcVM9cUi=Pah2jQIc)~^?2dr1zIB5v<XqecZocgrR-oQ~a#prWUe&lpu3
z#Y{3P(2_o<5aNBU`T3}tM7X=6W_72U{c;Ml*AvdlLh^XdHgIOswPv$xhW9-q1KL^H
zmpaGw9kA&`j7c0`CywmXOvTolDdB>1dj6pn_E`p1%IS*Lwjys2Q^mPi#C;PoMS2;t
zr_JA63wqK_jx|WNaX&8((PstYpg85hLQ#V8x{9pzF35H!^uwwX>5RlwMd{j00j&Id
zvh<HU%$kIi$ca$A$xQvzoAg(}Ux?~{u-kP@Wj|%{JP#678~XNhxiSA)$(JtVQAGWD
zjcTjakX^ou#P0;*wW<0I``gtW&Xd;Hl|izuEmuEhHz^JCtrSvLs`1`E_rb%75x|~c
zZ(@rEH-!2seHz8};=URgW`TZRs)nq_%Qr3gF9usHqOvk8eDHKaxO!2f<ixG!me0vm
z-r{>^Z00mFh62<a11nG6JGRd`WQuvz`10r8Y5t;}_s_i+_N#?6kL}uTXJhu>vnA(M
z4qe+0VXG(NX;i&Cms3cEd^d(-P|sq3I*3<Zx<hb@_*)d;`@*ETcP4{GN3_rS;~R>8
zXqi8Kczm_y#iz~^II_ZGnIfP-ni)R%R-T|A=RJ3S$THBe;xvI357;P}j+~}QT~vIv
zwf@QYA$GbOj`4VjP~_5uj!j)6ddMqlWiD-HF7nWnyfS93^=V`sf&ezqg9Dk5sRaq5
zCTU{_uMQOWJW)nMixt%z%`U$)AEhhl9rouQ!V4*t5k28X6Rz%-8PK*HD4M6Uqwxg`
z*%enz5tKDt0Y^DyuMMP5k&I}sOxsJI%m&YvsSZ3Lu2(=|S4mh?jmcrC4jEQF_XB8g
zPRjT*jvBcX5_8-mA`1Tay2D;3j<2s!COQd6VpxB_EYxpAr9!7TRNcH2-%ZEynrSCf
zne%7MUIyTOtc1;S99V4n%W0E+>TqRt$wE0N|6qQ5!q8lrXcD=tj09!Ud7h_Tr9b=U
zMTraR84Cj@qsNH!d5;MOwYoH|E73S{J(YGJnMdyPrT<`DWSp}%yKc>2(hXC2QA;Du
z6Cm67fj&n{I?rfqwZq6Vs?YzNQA0Ik2bXTbt(`OXz1`DCRyLtpHc3nzxW#)Chawsj
z-$^M&g1ma%$1u_>@@G1#J`lMav_y`nZ#8lhTWKQ?o-Q^VE#COkGto7$RN(0ePFhdg
zu#GxZ>YW6tX%@|+J&GoLm+^6g$KTIL7Gq_FQsFFC*vfSDUKsZRvp=7I7p#5g+y3>-
z2Rcg@=dMgoIwz0&&*)`#Na})9_3JGOUayl`Qop8cY-?dn9Ps)%6|u{wD+L{9bk?<*
zOL1+(95>njl>CDni7vQoxRteXSeZe<et*P?*&e$uSHKbCrH(|uRKf>wWKKRu-V44m
zkYv{CX5D(yoo2CAEil3A;PvcD_+!d5`Y2+&`m#Z9<G3piuko;pDCQ3s&QC8oL|k|X
zi^dG%8gSzZe(IKfXUwVQBvAi>opqg#m%n@Dsi%fvXDqbW>Z{a8qWII^R)LYNmN&Ll
zcqVB7UbGYu-D#vwPEZ!93x_wh<pp(c$W1ER<I)QPzM#SD(C+883G6l}l=jJV0*aT)
z_@O185zRT=c)<M(hx2ysXHUMgge|U}+FIXBbwoNPnTzTXI6qF{S<yt=%)+B={v2w<
zlA!U1$T)%Wxf}`_qhVJt<e?~?G-2f+$qHQsOhG`JCfFj_E?PWV`bqTTecHkt0%`hf
z20xQ%j%ax&r97R{0B6Se$mR8z{T!5SY4<3E720NL+WL4JJmxDYZ;%gRl&=Xcsa#-W
zrU?nD!ahB{lwc{ZeYG>9U4HiX_Z&Hm!7KKILgp|xUBG@(KJ%8A`@ORl_|#rybiyi>
z3z@o(W%tu1vOB6`-}GMg$(#pr_=~O4JEf#_HroS6y3DtqFr?|VElgg6(0P`W>AkoD
zkXiC7oFC1I{s_s*g>48_>a>*r5Inr}1;Wf1nN81Uq+BCk)(tUg2OOm{Ur6y<GA0Ln
zHsRQ(rs-9p3Y>-XWDKnFovN~*5az9V_LkRjnqa{HAE6IHM}hKN6U*V50{?+#D2oaD
z3>#QBxn9U&F0`&qpR()Y_ewG8E=`B#y__J6IKaDC{zF`hXPs_tB!eR=KxLf=@zRWB
zZ6=_Ql<1@=q-SiwIVx!i4?|+YhE#-v4WnR*lhL22Hwo)}dk<M=)Qx-mcL^k=#BwuX
zo7--7MTffEH*qCvo^`?Qi!=Z}kzEudH`78`f(_H$VV}u3ChalJ!zbxa;$*&FQmcfd
z^H@@<8r}p#A{)*av;($L9b!9N#y14E{3dx)yQH2;vCjAETd;jby)lI(?U27s=ZjQu
zoD_WBSYQ&d*|JjiqPHvG<>!E5idyiTSl~A_EsAH}7pDhCKpC>CCvO)J?OY<Z6q?RG
z9&+WmknuFZO4Il*PSKp_UN}(;@K%z%_<@(!bL@FRGId_y!2rD`l3yTzx=4PBnPet7
zPXD0rS&>^ng`@<-Hg8Khj%rG(*s5-0u`E?%vZeXE33)8pxbRZu>|ptMEhxU*q15GT
z-yC)!t;2P^H@%~TnS*SXI$K&^6+&;if%e-HV7V^Qw0)0y=$`x1b=b63MOd#Z`kaP9
zE5w1z-cH~JX>F{p*M<@QzIV7y&!o=<V;yI&x}PmqO~CX*hx*DlzwoxbbrIo1-|Kvo
zG+N))P#+z?Zw);WL&kHY(^Q=hw(=6pFTL8b84>rVkIE_AYJfEC-@IRDL{$5(miT%$
z>ZA0)n9p?(`6zeoKakhFa9ln$v=$w0MN22HNM#T|G7x(eJHo%t<q&(I_Z^j%Y_<S`
zqD?@{SDGDuwN+=o6S{{>yMb==(dqTIU!+0P)N2yEmlWjThMeuLez@8wHq*6~>9s?>
zuCbAkL>9+pHs>jbrs!C`khDm^tDfL9en;V^gh<q`0I4S8;NGZdb5$%jN_E<ypX8n3
z2I6BK7JVBW8;^7EnfAcr;B-+bgwu4NW0@}NU^jh~cV(SqMg`qrPL0Yn3>56!Po1sa
zF_YF(D%TLcTc%3UXWOA6ir`<a8N<823Bk0c4E`b<+u!q%-XN!NW0Es04-zV|;$?`0
zHQ#9YdYnHgFq#eFyt(6C_%Y_0Sg1XJAXD4ikCut^8X64*EXb+fsn?YL&R(9V2`N>g
zvU&y+rlb$e$BVJhM%4#;Z6Ev3OjoJ;rXPkK8>HZca*uNd-Z%E)>F-@4_Dh~QI2Ns|
z!1QX+qrK`{%BNrXZf%_NmB_&}z^w!<-2g!@ec3h1a6T15I@)U25kY#Ok68*jrzJ0i
zEnTo#h~jCJd>CI8+N<aEnxbxL)}iy%Mv9kRO2=&Z!6)-GuzgDTfXGj_YFQTf<|XbU
zFFab^CNzEVwg9$s6u)CkA>oH?o`Xv|EGZ?ghlH?Vg^Ulj`C?8iSzc9Q3JnIC30MpU
zabpVoREifeI>^M%Cw<knG#&%lR^_=A#9T0Us6<zI*O*IyxnS(@inQtT5+$-dH>`$H
z%F1Z?;}VNsEeS>YbvSIPoRn-qfCUV2J05<pJ>Yk+fqpnFTI+0qKyma2W!}N3{hF<y
zY?rgSJp&u+0$q05wWju)k}<GHYa+w+*ey?PXYU_F_BK8M`L)hw#<j~fzRr!WG<*hV
zsvBc!p2l;XUE<;&&1vQEqqICQN1h{XYRfRw_E&w1Fqc*<Ge@`dl3gIbQyqC|g=Ppe
zjsIXGc`VloIeDx-WYwc6V<*v1g~-o*xF(Gkb*LB@D!3j8k@u0Oa-{dmC$(u?#X?zT
zg{o$O*gQJjQ}*0Zin&FR(h6AMR4H2Z<Y^z;wUDhz-T^gqtzy)<S*qK;0UF&)Xxf=4
zT~Zo-2HmUWmx`Zr)-kU?V8+!iMPSAucj6<5kO=e`EN7cpW+D+!K3(Bu7qSX`67dFO
zx4eyBsAI_x`Ixld!y<>L44o=zPTAdpp??qcIZ6LupeCl7S!ZbS!IEggpaGd5KJwH2
zx|~AHJlrClZX_H)LcamNU$C+KXqQ2P62j_YfTJ5=@V>FU53%m9&j_X@@LWvQ|0Kw!
zF1=j}nV#fJEoLA$$%aoRX5cW7C8}RLilNdI5)HyfSi9&FXS2Ck4kW`+9kR9zVXE(3
zzFuzQ-)K&-f`r_%6ra`A4l~VL2YGx&ig-eR;h~-Ln4EAD<3WVG$Lrh$;w@dph^46f
zHjbCC+n*{vTT=Gbj6v^LQc@I5!>@Sgm&WpVD0$dV^ejAbhz5r!<r%_!C0(waUk1D1
zBTMW;48Jd;!@S%oI|8Uq4l$iH<o5k$kpb~lbhO;~AO|jbiqUES>lICo3wqQjMWi~{
zfg!)9tx7)bR#$fk{?l*mIbrRBZkvL3Qg}zXgvgYn4BS$cKK#W>PG<qw#8M`a1{G3h
zm@BKJIp?Oh@yHc^Z2|O+Bwc_vlJk<>Z#vY1-}*=)<6(A?!YWYAg;6o&V>-}j#|>j2
zkF^;F;5Kn}-FJPpFxVEzT}$+u=t()e((F_!<1~jRhr!|3M=+`Q*8{k_Q@Xf2kEDWV
z#^;4bihUF3)Sr!XiS#CJVSWH8m1F?qF2@)Web?@_^|i}0$XiB7;t(QbSc(*je6^I`
z=1cl{GbDU;qvdn+*&Dcab1x%Ngyhe3g1;cH|0Kra1pxmOXa08@rhjG>{9;A=3pj3R
z<80~#uP$z5=nQ{IeM^t@8<UalyU*dXBDfM~*KhR{i0QZDvG5<iWg;hj$-+QwunRF}
zCHb6y<V`)cX+?(wud*@m9i|4ZcISV^i+N?EE}UomT&`;SXJ+c?o_l(diNf|5oB)@+
zy<|<c8%Vr6hkD5Ip=0vcI>33#sFu4ZJ>(Fgh;w{Y-<&p@-$7FKQ>fZ<C#dS>k1N+T
z#oi0pwRAjBznSjtS)Tkn{=T)KR}oiVapm#XOx@k9OE=vw*UjhONn#u|wPmbIZ5zT|
zV)EQ!`9`&RLLOCL<Az$K#4gf3R~`6W20R4UH(g)0=rw*9Vvkp|R2C}wl!;&!@>Vkd
zS#9N^G7(!QqyW8|QAT898d5+2iLk0X;(RYrSn01aLAmoTR#!}1j$P<|&4EO-KUZ{n
z$1_)!bGA3d=LP*84-2|GHZ!UZB;3uqQAz^JRE5r8v-u5;D6$Jl_?Eq%431#IZV@q6
zIHrH=SH|Gy$JMsE#NM~GR3!6mgPBnXe!Y*#>1E0XyzU!3!fMF+s-_1LGhMxbZs!Ps
z#|ILu=M=}svx-c6%g648S0-#!LW-_9`nfDCe(l!6+oeHVqc3svBju0%Car~YmoVsF
z4~_h|r!ReaPrv&S(jK!K${uqw_N?L#=7Gc!()nwf1BrFNp(-TNW8<XzEg~q0ucF=~
zzETD*W4zZoj!D11Dd6tdG<>r{FGIKpp=Q?2+)Q*|7>^*I{*rIW>;2<kqw%cC?J82p
z?%0hoUGK-m!=QXM%zx#c|A3IgvDRS7uQZ8UX9WWOPP_GQBtbk;k&u3THwof@oB#0N
zr#^tex0UX13H0D4@8JvS|4!-y&%dAg@E2(P?`&j1z(3N1{)ZHL|Fxa|U#C6%mDX_!
zvHy=+_y3<a?@!*m|EW!WPt*9<Yw52Hod1q*@4t4I|Dz0zUu=1IiT2>BM89&^;AE?&
zb|!zV`G1w-2K?_+-2R@T!3*Jq{I)|4xO-?2K1({|b=f(|{i!k$zmrE!)?k@|loS%i
z!eS*6_98gD%Lf~eo(AEqc+)*H>ChLEZfI6L%1n+aVa9}%tC4Q>febMtp~+!AeGD@u
zboDS<jTeCfOxT1M>R@s1#s0J1<EvxNO<rBKd<C`U&F0I6MGrzlf7~E4T+xN@&%`Bd
zF5a#*gt183$q&m)4<Y84l@Ck#aXUO@pK)lOns$0S(-EekoW0;EEanshxSyE9gu|6g
zj5YhRjA|J8;bjESjp;udv|U=yKk_%CTjDFV(Hxi+BVILkNJX3)QdQ^F^CzKi;@V)-
z`KDWAv4?)jn&cZ<i(1;uPQ|5J@m~EHD+NL$PA!4S7OOq2;{G6Kg09xYWbtuQZFx8`
zh(qRU(}Exc+EioNi~KnbA=##(6?RkQMH&2=v-&StVDF2~UT`pK_9|lS^w2ityEllV
z54<@DHVH5##hfu$578yF4ddFkzE@y3-6tAbzu${oG2Q&7fk)}x8koeBDmCUIDb+T<
zgl!5l-l1Id@Z5}NbCLEIo;$~+%{d}%gL~tJf%tv}tZK}>e_#rIqiosvKnd4FORA?%
z3FH<t7Gus_CS@m;7vLtD47Qg{=Cp4Qg?KEyzQkZblcur5mm%BwSQ+|>Ez&B`F*s1%
zIExj?G?Kg}8#*v*{yZBiJ1kp%W@C421eo2N?KxASd2RWHr_*_rXKXyda>262vI0rR
zH?vK{fbD?z9Np;i_gJ0W%ux-)_iqYM)PJ%W$N&6V?=IF{v7l;Q8c}#Qd9h<`eU+^h
zGZ&rsSQYkZCA5b$Gb)iDf7F3(kOD6r&k4qPt-2dA@y7KDW_V9l>i2FY9UbW*T|Up!
zpS$GW(z`YmD(%UOIP>*{PL5sdTb<S!e<&VJeMfxiNF{Xocr5NylCm*X-Q`NRx3qK|
z7qyjpWlPp0^YLknAmMYC2R$g-ib3gg?ii$zZ}OxSvT7%1aL{}Bxar8A4wIB0ipn;K
zZSA3dcVW#_{EGeEMZY!4t6>K16Ozl@ml@){A}A~)_vKY$Ey#iR{tx%aylq}{ik+C6
zX<R0@)H3DeDx^flK@JxcPHqZIu;NE{#-(Fa#+c;Jzm^|4f$|X+?jKoDn=)rQpJbi*
zOxbc*B$<eRpfV&t8)u{nJ(HNmQq_)^A-lpBbegHF=$X!Vh7xVn!{6J0U^EQz(g5_4
zzrkS2!9l5S6w__i^;}}tMc{Fu(hyTnP%P*rjc!kVyu`L76m9s*!mxntM6Q5S{9B22
zT|?>eaL3nZ8%v!e+JQu3$FN4Tx{W5{5xmidD~=kPC5%nOcxZ2%uNROCL{#%D4-<v;
zuS4jcnC4X%yua>K*Mz#6guhk?VH1_{%N#u`sXw*5NnT%<yTq8&7vyYQ=5TY9Jr7;u
zY*uQ?qS}Q@ruEkNwS<0*po)7<qAAeTweOO=b3VPr$5lJEu=VIjsGB-81dXm_E^(V1
zMGyf!VRY4hVPC0$eSD77S(L}+#S7LELKU(8#MD$Tc%dt80mO!Tix`cJ9E^Yu$VC?B
zZFRl}qX$ufVe*ZxVDP@Ba6o+crG)2Z?V{`CjnP{0^;~{Jp)CKx^=@{A@YUXDq9-8_
zKeaY{JoEA}tf0`$oc6#xU!(}5+>T<<1iLg?5l;YNZxFQbbGCJ+50U4wQwAN<#~j}~
z!Ym9|yS&RxUy1(!NU7-QDdakJ56Rw-*zir;Wx-#U83|P=7HdHKFhepD>SbihLoBg<
zl0`0I1WhN*wLqrXe~$q2oS%RFh4DnAUAkB=Vr^!Lc4`>>Dy*JKFXVwZYgbEoprmO6
zt*Y_{>N~v0T40;%-KG|<bYaztn1tr`GW|wQ?{LcWD-^R*YggO(a&3di{f!{<$#k1e
zQYUIE+C_oyI{_hOERMk_M{6(p<=qk2beSY}+yvEqMy*Dlky2F&<@#g;2W^&}vmBba
zDH0w-QL!w}^N?&%*j5OMg4ybVr6?ZMj%{PBd7HI~=miKXt7R4RtC~mlhXT+G7j|k3
zXkT4AMyI!KjFctpgxGuWm_}TFY30-#KSD{;RdzfZ_4Xv>&sn6*(8tCSQ<Sod67s`9
zlhoOq&9<)j;rcT<E17`IR^lE<Xb7FYOfl=$hH{(8d_{PUIMD);J!U8WbYs5k{*Mie
z%*|vfjR;2V5wDa;)z}ZN8c*=Gp~Z+V0F*f~dpW5|3Ke4`+q-YJ99-(;-wJ{{eb9=^
z3-=2X7-<P;`X0I(l?Xq@5{o|lUNfL=tq!TCj*1AiErER>5~MaT8_HW(M8gQtOFKJ^
zhn+<feSM!c8$5J&Bm3jicFa)i_2uq|S^4gWc{#aDfK7fQY6bc9Jy5nQYw{R(Lnl*}
zw1-AExYIC20ppV?Yc^>RFez6;l9I75oE{}=CTGeL%pvK%(00)Ay$JVt`EE;!o%u&l
z!r<1_V5Iu6C*}SpA_g#JK0|dOS&10=uzU6M>X7Q9YOPd-{0I~J!h(nOZtuF7Mi@Nt
z<4p!1Z+EEjbn|pyqJDyMiJERq>{>NQR;kyjx5jB(zkS`c+WEfl`!ZtBi}hKpR~IA-
zJ$*rr$7J<!DP;v)5#~b01zX7vtR*Mf2taMnREzL;472CVoLG6xSX!Qlg;^2HY}$Uy
zXyt<TlZRyd-wc#fVygfxsEqF$-qoqdmH0bD>umJ%hmn>i61|w_zei#$G0{_WSW#n|
zf7kFlr1NNK@y2e^)#u_*4EerJsP@r(AvSE&WLd}ixbcWo0`hP=n_?Fao}9u+?7NIJ
zC(%e6O4ngXVL!R^0h!*IEPu=rt<wPT4w*7sTniTJ2XlDy2ui>^xQuHaY{qHiVi#mo
zf$B8eLmpf@*dfs%?h8%E)Iz4uj-Aj>RmSzBb_v|ePvEi<+Z5(mS%h+k=K>W)A&hL<
z;{~CwAqg*pO!3T#m2*f#t<zrT`SMba5GTNiO;z7>a>oZ(Z)iCZ%o^4_*BIIgUdVx`
zMKyq<>~_t*beTGk&ND^5sMoOrI*|-l(hx8l2D+^Rp0=g5F{7fzi9gHY$4wjvHLvV*
z0};u0KJAbB!5Ve!c>k#gI?sXV82v`jkC)*uOJDB4j9RZtVP%&6U>XQAPP7cJ_vZ@J
z37K4W>F29dcxtU>T)J%SPbM4YSyDG!@u~V#Gn*6lY@RI-4_R$uO=9hV_HJ_bK<U8#
zKomwBPKE6-jv58jAIDFxZ_RTw6o;p;_Mo4#vTprzS<UBId6-^HIi7c&?@S;!8`~QA
zsNl#+K%oV*)#Fe?iYuct7P0oDWm~TJiSLQeC$V0v(P76x51teAf>;O&g)o8k{J><7
z2M>?LN$9G}eMcvXn2v0e8zHPcM5wy&P7sgtn*et;;w0)fXl{rtA~tQp>B;s9_9^yB
z)ZB~wi%?<6Vk@s%)r%_o=euU!vT`A{-Bb8;E5c;Y$34bh@SGMb(lgpi30VrWra7lL
zr-j0{8%$am^qh2@^xoF3f!O;UQLBOyvLCmktSkbaAbormS0z6;C0KpXmS_9@oBl@+
z7f0Sk7qx+;AKI?p=1$gQ8B>j0bgLT54UU?YS=;kvUr=K)c~<9`4W<MO%g9Juzn?u*
zQR)`pp<XoE;AYPh!qqdwH6URxsK>X+9AN&r!7U}(|H*GhXX&{O&eo!zx>TW7%=`fU
z?w778K6k*Vm3mvbvPfJ-O+iK=&MZRSh|O>bS_VxFm7vr@N0)qX3DuH~=ldPeG4nAa
zNY{t%NRL-ET3AUI7RwoZb?Hu5)czcbxmsMRHI#yMRY4(E<d9l6!js4AM~f|GqmNF0
zmOgJqs0;|46n*cTFP>?|D*9DKy;LD6YufA?IMTFnKSR^LgB8_))<+V-oS1W)DifN|
zK0XmYhK66n$~lhs?)VDoYvTLuUSe=dM8BKrvfyw>$4vt&k)hcu9(4qI8)+O|ti>}`
zknwPTjyqo3#c;Gh3d`c|zVO22<msm}Cc88dU2dnM7q&%P{F$Jy^7%uOb%96Dywjcc
zwo*A}l&X}+iigutSBROneJ@!6^K+D^)|t##p;KzPZBCcCh!4D-u%jqO!V@Z+FHZO7
z8|`n>%GS8bzn<FeMz^M1=9iYv)iyR<e;`Q+3l%&1W}@k}=^@yHvKS#UBvZlH9A?xt
zrHSjplXT(|=ZCD&n?pluF@Y2+`n-XC7jddFKtaMcqZKOZiQqu-F-j%Q=K%)*0Z+ph
zJ!=U!<*|5@_GA1wl3=M~apvG?F((;3x>rfcOdb{SBZLcMjj|Js7+M<N+zOU{Y7Z(b
zu;<rv*X%cp+=Q?2(nn0>a+ndU+f#iKT!e`C6|wbyBI~`k@xTIXQ73l<<7G%l+AGGM
zuuSkf%|b0PXcra4!hMI_FsK~&0vt;3u)z8;)$hSz&YOps_;sj+K-JW@s<JLw>f?+S
z1kRSFSfyrDh7X^i4ksG+m9t<wQ9qRbczOO~Q@{OqJ)53MF|}=Xc<+nLx#h<Vw}w|W
zS*;GA`-2|t&we>siPZmsa8pB1?JgzbQ2tsf(z=Y*tZY)nyhzezmhLING1glIw0nX>
zp-#`GE8Z6QO!Kmdep4wrY+n%_rEgtYT(Uo|TH+UD2<@XV#ClkrD0I}!?^|ahncSq$
zO5SpDij`~Amb>Rc_F{jwy2?@UB`+bC+xUE=+ggVaQ^jT3vpBt<d->GfCo^+~*No;x
zm+a^Sh4-k<0QTXbMqjo7L&;ba*}^u+R8AU2ezNm0IDKq_70Dh<>Z;0_D)0q;4=ut*
z@(EeTIO(+CWV$=aNdJ9a#G&y+NvZpiE54ZC&2tC=S@<6x*Cs6^p_+E%(BfUL%26vI
zHI&ifSPaNeC43`9KTv5RuF}#Y#J9{swn(Biz!pIt?0udXv~BaV+^oi|)RhW4q!bvE
z$;UNHX#Ff3?8bQvXPhm`1Se@-X{~BKEqO`QDx+bmxu-{2&u2wKgGBjV>`^|Sr~yE5
z=^689cJH=boy>;!AG$N2fM<BKnOeNwUfR9cyaL<LBlxz0Ec-RO(}@-jMEV<)^VTF$
zQU<y{44oI}YA#B>r5j+CgjP0!rK6UxrpolF{lkTFtz?9CiE<5e>K@?_<3M=`p{9bq
z-nLI8JFnFG>}A-x^1_Dp7pE%C^2sBFUCG)Iv6hxCw~tbL0=ZhxSBhM|s$ssgT_SFI
z?S8Mbaxj4hl{Db1XDausjqoSoPEq;pjWtwWUZl<u(n=|PlLr+YXDm#}w&!|33oalm
zddZ1`Y|s~~r~Q@1U%nJ8*H^U+Y2)HhsWKwXyOvl2tkrH>%{c?OE{DeA*1e-^h$mSs
zF=W16zdTznF>{HbX=;6r==>e6Q0-7iaz&JWg-%bO&~So={w;3lCX1?$5^l{VicH0q
z7hcBd>XXHZGc(-grlvzFiK$>&HPy*tO}Wh_H`tRbU$lP90t{4{XbwzYdjB~NWKL63
zf9YAZ*hk;>C`03FW3ii{h!>>R*4~Qj&4=?KwGEXw+uBR^K$bT$xuG;G74mP6qQzA=
zrN3B@QI3)&Yu@NR9FN&m6hwJ?!aBQ^0ey>;(f^><^&LH{1n{waU0PFZ^<kMlW(R?Z
zei6EI;p3ga@fuYh7K%sCL61#2TBu8D-W_-v#P*rNOTWxU>6^?qUH|YrQ^JVvy9iPW
zN%^LI@Z$v<TKYSptA?r{R6dj?k>n`LMPd`A;}JRW3%(66O9;D(pJFj~lktU!SW1Cq
zUECN)tvNZ2Fz<<`dZz9uNZIEn-4KE+eRy`KtiERuUm}C`Ng@qd^tYNnhK!w9QWU{b
zL{qc*QbZGr1`mC!M*7_tJq(1+*3TT)T`?J!amws>TeRVvZQ)`9HV@`@hF7D5a2Zqa
zbMpc+w6Z-h36Kf8oTNIph{7oz1-dtWQ>&DD);-Qnx21-6@~Ko2_LXg}@>3mKi(Y+M
zc)H^XY6l@gilHfYN3Y$ky?31S_K>cG-RS$q#;pU_OXCUintPI9KPn>OGsH4hpp{Iq
zERi0f`k1v_r=VVT`S+9aNTT;*<rNa;2<a6pOF5Sye(c>vZ;@^9s2fV{>(LOTAA=?W
z<U`#r-D<utQOD~?&k?U)x$%~ET&#m$#y4p{dg|hgU{ZiY*_{!e<Cb+;>=JL`Pu9|<
zmjzq_Zvl;?ri=~iEY`-ivN<V++(enAIQ$+c$L<bL)uTj?y;r&CnPyapB<2CuQ?oW0
zzNpT#Gh>IUO}vbiHvG(d;BWr&leHUX*{W_+a>QD;8xFPY8f}J=5~hNfrAGFFEHD&;
zo_<{D;V!oB-=Jw^2)=qr@7jOC9Udu6Eh6isuUq16IFxD3MU~dd`JAfRQG75YB*vrl
zr`C0u5_0(b%+XMpehZVli92EH?!DGNq(<>f&FCSECrxM*fbM<#hVc(QMo`k!H=PP$
zgZ*gJR`))ADcr^OZ&xvVwaBugL>gt1&@T^>gDBJ}630?%wX%WOXDcK_h~Au-t~kOt
zxF?GX&NFr)kk73lfKS>9@6|kw56L;Pgy$DtMV9pFxDJ}f3%@JlUDj)SWkR}d^W*EO
zXRj;U5!C~7yL&HVL>5e%^BH>7jX53Tx(<TD1q_+~9P1&`%_Hs+!ck&gVLc_lSzZ&<
z=uUnOv8=_5O|*$L!I|wEK*}6=HdFWVVmu|3``g%=c9EUX&t+&Yc8z{i>$_In?|nx^
zUxLL@6jE)qN%&qKC30$~flD$t+s83(KCGLTU2JeIUWt$V<n~Y$oH}*dE}bWT!6R`0
z5I}XZfc(`U5{WWyCDBMQzqgwrKRtk#UduAjO{b5OF*JOFCM5U(nbMfZy=?Q|$2I5o
z>*%=rjQp4Z0Dh8={IQeB(INNmdNEUS9T{0Rx*SR*U(ZUd)O07%Z5<HlJACG07>b?6
zfsTOAx+pnfXh7m8OQM^qtsoAPymHchqC{Hri{o!6Qvm+OE;uPO<*WF*i<U_6I?Ri7
zdvBF(4JWp45&6_gc~yvtGtMYX>S;$dJ}?i|FsYAUugW2F;534rRq<9bEKQOGpJuJ$
z8?A5j!-a3kZ{aMk%J!8k0sfN1TF#K{0fq!5JzNgrb!tB+W2feNp|3bQG$2AAFCvjw
zix1~9pBGr(T<2}XU6sl4>HR=sI@+7NI-(S~-z)5FBwBq~xE{}?(Bk^zsCrSy?W^a;
zVCXikVC_9StHW$Jb|E~<D|zYqOBBMvC2_&o*h_S8dRz=q?4AH*`WKgohzB9a$Z)z?
zF~5z1UKml#yG>1TLsg9Fk{|(NpDz2yW?l3d00SEGCT(%-wgJ?F*I!uhjV2In7?4|5
z#VS7Hlr0a-xIN`>K-d$6B?o^}2G73MTE2X)S{B~gv-1v_o?6Lt-=lz%xkEtG(g*xW
z>rsaXXlY>+&`MaUJz~6b)wo7kE%;=?a8kr95zD-4f>}$MpR}`bE!E*!dc*6UtY;&@
z^^_JrErSILXM))WZWqqZRGvQ2Ec$a~t%#&y8TF9>l;=L5*N3UHq2sP7R~lE9Aaw=%
zdt=rT>*a&T2dDJQjwx?8Bk5G$9vcQ=3Q6X5Y%!@05{qIK*hV+B9FURZQMCxy>78I7
z8#6^=Eg2tBu9JUjyNJlFps{C_;v?eA{-|h|t#0%HP4@)Mqsvc;A0XLCwcbAO9_^bx
z=B9+FrFgW2RS%f-cRG|mM^D%-4y=rHQ66Uh06ZLfJC{Sf?&1A(NfzyTAotm@``qv@
z<Y`H*r-6a15V<tQtc5Ch@Kklh;kEE}cCxn|+F(NJH(QU3c4<F*&vFa=(1C%Vr|al}
zhL`QqtcF9zRLe~>)EF2)Qf|b7d=p6CXX($#0>c-tTD(6L%H&@rS7T%SV7s)6@1ydU
zOMi8C(L$8>zWva{+mXW}bTWHYj(aN~Nj@KFfteCvIFzjt%^TU<;wv*FkN9F+UUk4u
z{1F7d#DwN6z<l@>naEh8{jl??Zo&msl7eI=@Suq=z2r$Q;2YRw(9#)^Pi0@3xdGz}
zcEUNVD6)9}iss~SxEAYEu8seT&S#VNy`R=8GoE}s2+XIw_oVIp>vFj_Pv>9y*A*#c
zxuIOhX%tcZe1e+jTYrFmqUZm>Er{sx^z7S6ES*W@q3Nm&ziV-~TEsNR6w!}p#&`$e
zZ-g8Y75u;K+@L8{6ZdW@gJvV%p%M<?fAgY?>_C4h$<~}KM{zN_FBx(qX-?spozO&E
zk?OeSLQsFH<)inAsSHW#32ps{v=nIMbL68PcGsU)Z<>sl_h^r-6H{XQK7)S5$|-za
zQ=KDp-+5%2{8-`BT9^A#v|M;{A6EqFHrL)-LR1q8-Hoc87oL2$|3{3Whhq;-j$Q$O
zXoe(SbEJJJUAM3n;1%$r!2hWDw6DEn<RnAR>nKIUdxdrgZLQ6VTM$?Aw6p2TtWw|T
ztljTo*F+z2&WMQ<|H4LK=E9k8o;^me(bic}V5a%A_=~xZ`>q_)?yghZ6!WHZjkCb$
zyow=*wM6WidMiO&p(n0FmKpq<Ciz{EcFi%1(YjR%+jo88djZb9yp`F$^DUfdc3cc|
zjIQJ#t2xtb=8ZD7v->7beX%Wl=8b5Rm&TIc_Kj_uWcvwBJWk_@3|ujqrHR3cMVMcr
zQ!Iv#F+VnGPAo3k+~y-M+=R3G6;?-9Q)pJr%1(V@EP5s}GND(=_IA8Y3_N0zD@PSC
z{T-d4B(4vgK$EsY?Q7qW>FU-IdZi6TVKHD-##a?mP9&*9Td{u7chqQNIm6qa%48~w
z4*x@Cvh5LTSiUTJAAT@r7&9ZFaP1N6Bc>3EqXaqPz8nifHqPk24%MRqIds#bRZ^37
zcaT04QjAoK992|b)AKdM#C}eu=eui9Xh9dWX@h!-R4dZ^@aGtyF_FB7F_sm4d?f*L
zSW&Fv8Bc9YDq{scI-H0;Oyn7nWLAp|CV0R%BFQ9RkU{X^$R{TshvZETb97d3{q8w2
zC|o{s)hw!l*Oku|xsSASgo3{>Y8psEnrfSyjUnwC7ht9>9TyM^ii!fkfA-`jf=Htb
zv*~vk=(|QR$<eT;#&DlJHoU-`iaGg!nj{pQllzv3^L36(dEp3!Jdv~&VsaK&9xEq9
zf=zxqDFZ2Slnrwqe)5AXW}=ub!)>0!`yk8*<Z%iJ4yYd)40(c~62s?@@i%Kn>*~93
zB7T%~aaC0CtsF}#>C+zeXcRzSyYWwxoNI&zbn%prPz1+mM5K!!GJwMCbhpO^<Lj16
zN}cg(37B7vvl0Y}h&QIbCF-)PQf^G0W}GymS5Gh(e8Q0dPicGrLnT1PIXdR-!aVB-
z0oyU;@VXc(Boj%NI%wdm&Da|bUxQl`wmuNQuOcW3u&{VzHA#RzG=gimY-)q<8xNvr
ze~uQ7X4l)DoaAtHGb?;@qwRC^mD;522ARKgtMXp}1b#jL`w#pI6u|qR@D<?SX%hbd
zUjg1y1OA(p9sfp%IoFvbt-g0lh<P|HJbrqghqU%_7;OW}VhgafJOCX%J*Kb!VeiSP
z0MtxJ^XI<V#OSBM5sN3EUp;@Tp*S_dpaT$m4_0w|Usxr*6EkP4X=&9DU{>oM#i7<w
zudV2eN%L@*A~D`h9$S-qZW>f38}e*#V3s=RV=;&9PLd_OXf0Q&=N^-hrIZk4wzt=X
z|L2ERqV!}&CWPl7a?IpI_6X|-byy2Q-V?=Smuk!=C#`k;QIj}3jn55v&puai#JkYo
z6~O!$r2G_oKViP3&l5pnL5cNMpxnX(V)GftBa9oG_J76mc)+T(D~Ez#!RKpaj>x7&
zljf`B+gU~;a=?y+>a~vcpp_2)QYPg=gx6L;r(&1;2#)UabLqP0=fN73UJ_`p)4S>&
z&ihFG()~Gu(z{sE&ZS|f=hDthOU%nOOUxkv^uy$DVik%9o-5-6yuvny{hjajj=^LN
zH)yUk9_n@8_XV1U^#0Wp|AWsF{xFvt3jOEvVBp^=`~D3Kh=P=uoV><Ah%il^EY1E)
z0Lbl^|2_Bv3gLx=KW-~0LZG}fKp=qk{|50T{4#$%c6T<lRi}Xg{`o=bA0K|vbz0h(
zg5ZdgKS&IL|ENCsKSY207Z&<|4E^{uuXh+P0W=U8n1&n3OT)_pqk-@Me*F!GmyqOv
zliY%NA-Cut8YqYt{>}}ryvYs!9!kT_4TbCSz`X|E9!?9&1BJo$fxp_{>VqM-*ZB_}
zZU|f-^6NXu?fZZ8?|1mbzXQ4XS1gzRg|+`ruoJ%~{10|Z;IG*C8!qS%MpPw3bJOR)
z+)LKd<T;Ht4cxTw&`1OK=-W5&FIWW)_!j{t4fq#Cg9h>|deT7tQuzz9A!hGl=S%~=
z#Z~+Rrvdysa8S(2)X>@9iH614(9+4C2Kb2g5txR>!r9q@kBjS<%-qS)!NSt``6GKL
zbJo8WosyHiiHk8DT=;Ld`g`~PfQ<d;A`mllHng!f|8={+Zk*<JbNIV~+?-6!(BTBO
zKqxxkpD!8+7|ac(F{Ak<144NLVEC=wzG&?Jk^z7~UNF4B-(>I)w<h>a2G`?;Tkr2O
zIKl<W4L9s>GI&W<xG(=EgI^570}pk7*8>1yJm9-B5CC)w|N6Tg5Cj8*{?G#fpm+NK
z@j&5g<hQl}5E#Y{cZ%Px#|?%2aUWm+0KUe4*8@W#@BsO{3<}_e-RT1eg~4vi!2Z1t
z01yO%-MJ6Aj2HTcO+h@j<v8!O<ptld^R4}Eo%?q^FfV*&|B%5EeRpIK0Q3(TFA&ak
zd`Axkh5ZY?TbSbQ>!1Dtg3sLDen9~6E&J>pJs5mjxhn&M{%i~T!~a0=3;uCE5I6L$
zT|l5)-sU@ffVm-eZ4Uzf0vi54KJe|{cegDJ_=gMvyz4IjZU`7&Z1_%F2=F%6{MH9t
z@0QB>jtmNq%fHKbpggzdx;uKjf2<iE_;S13FAo#~y6b;nDBLUWTo1l;fbPoRdhk8u
z_kO`pUf#QXK;TR3?tFk@pj&d`-^L7q-X10H%6R{{Hz<5f|DgwiN0>Wp;d+1c0r%3o
zF$Vwx1EF_q0EO}L-1RlM9?#u-gTejfZd(`_eAkEI=veMQVgy|FM~ndQ@ZN4Vf42*~
zEidd&AMn@-;<+>Da2f2j;_`28;XclD$1d>jatqqMs|Wj|4-km=uKj=@_;KNnKDeQO
zj2Q$M-5nnY3IW{lT_6a`d%K<fK4vH{?2j?SK=5<V9X%N2k9f)r`NN-qaM|6t1j0{5
zch}&p>~`D#Z7keS?z=Gut_QvA<3Ju5nD_4e^1vYQv(@j{<Kg{tkAlm%@6IpW4gTmC
z9u5Au9(-$r-dS6>+vOkQ1H-YOcgF{p!S31~4293!oiT%<F!*`%_xpgr{-x}XxrFe7
zZx3U?*%U6jyY~R$L%Dlq0K%u^?s@}4p?}1`TiM+;2;WyhcjLjW>~2hi%ixRu&iJ6b
zK=>K@_c23x;fvuvWzJ59@ZTU#=(k6#r<U%fzYb2fSX&i)duR9uxLN<>XSTGR8T{1u
f>qz+Py!G7K(8>ANX$yXyg2x1OMn(xmN%a2(ae8er

diff --git a/demos/octave/README-OctaveMatlabDemos.pdf b/demos/octave/README-OctaveMatlabDemos.pdf
index 307420e8bea015f10e01fcd255870c570ba49769..965d791c7f20eba3c499c1883a19e7ff9e0134cd 100755
GIT binary patch
literal 141877
zcmc$`1z2547A=gsyK^B}aCdii0t9z=cXtS`!QBJF2@ote1cC;44FQ7t4<zZ%^mNbb
zH*aSCeCLC6>ejiZ_S$>xRaIvPQh8xf8U|Vx7}C1^%4--V06oA)-yDXU8$c&*WNqST
z3SfR{QiK5j0Cb{emX1dD55Fz-9F2sH3~UUIV0d|9931V9^sHc9)Azjwtw|(aEib(9
z{0Q4Ow}_aX-38*1I!-I!PJrVfAFLRUB_6f^_0orW$(UdT#wd_^J8kESXs&+(Zd86O
z^X&DT!F%od=I*Kwi&L9dNm^<SjvBU3Ud0^N3yG&TOVjr?cSc84clS2;^>;h{758T@
z)Gs_WrEE0h?1pn}T0>5A@*6+kRm}{lTrt>?u2ZdVDY7I~Y&MNLt(puCn$#6m1nE!U
zRV|+4Hq<R@e%afIhOJ*DbwpJyu_Udl^WDX<VAN!se0FEkdc%-%<vYT|y%E!ZwwvZV
z<5%dNS>giCpo-pTPtfRpKh+$p$$CM-PGLapSE*!qHav$Tuvb9R)dEszO#?3tXJsKg
zZPTCZgbjtnm2_&DHIc+Rof4`KVw#UVHhVKwBSx(GhFG?&sxWlAPIUB^Kh#xHp<QH;
zyMm0b=9Cj@sBu)OX+*g?eTp!7m&3j&`ouFn%2x;NLPv|vN1El%yw0M6wH8=J5bSnF
zH4;$i`%DN)p|nOI-N+O>O|N@2q7%8;y+DK*{t}se7)KDSK}whbiY!QwUsVzGg%gD_
zHjF~T+cFZB6o;c|75jLVJ3|V)CM9@=a2bd(yU1=AKlv#%Kg*&|5|Oj7J4j081Omm-
zN}r)8W-!=UEQ%9jnKy7^io^&IYlLU_NYP?}2wO~22?R8DZscPb?K+79<^*K}XQ>1P
z`($a>*QxHZZa&BJ)tGac({NtiO1`&nIC-72nl+OqjRdPq$9MU9_QO!~?V`{9H$Dt1
z5GzxOPMvAK+c!n`7tsek*Msg?*H=aN$<yz%?s9=4KM(WR*jYit+ACih3Eb1eh7;Wi
z<0k1?T|in3m8`g<PU*-zoC-R2MbA~;ns@Qp;$}9y$kHgofUW`V(Lm&6Z=+aSs6;xP
zhs6y-JV-inz<!&bMS(WbXs|cu;4(NQ1oELEmg^hRw~huHP{+X(G-Zulz)8J3{lTZ}
z1V<`S2fgRH%ODlgfSp9)S^F<|dkKC4D(a%IhQDf7MW&b6v0mXlS9gEE1y8f0dDw6q
ztxXrImZ%u;A`~xugx#}s-3P@g3AYDoAcAr=^xfR2(^?fnJT)jQ8hL!r8zgRc+*$=O
z1j+q#J|CUzF($noF)MmqhgT35RuQBm#h2#|8*+4rUpqRWF3yuTKE7XpJfv%X4|R`n
z(<Qhu#&x3+<dgkun()@<+t$Se|NE?U)VpyI5duMh?uOp`>+AQl_usfAJgr3t(C}u1
z!miNRbOQR}^tOq>a9XqnaD^A!z|#)}TW(IEgB4o~UqvZY_b;Mek#zDzFmEud`LyNH
z8sGUiqtN*8DcvNp?lF&@+r8ErKvFOmRm;Gob-BnISdPY(HLQa0^aSX^3|w5qct6V#
zmbH|>T)+gePG)U_S@C9m(c9ntE>MPmxG5gu9p#ttZr686+X&e0%El30z-Mx9pZ$<N
z+cb5jeM2YeW9mMf$@9KH*HA~8&`Ks?!>k%F#@p}EeT6TgE-FV%ecS$7?Bu8_353+6
zyoundFM_=r^-_Z0=KSlJ3p5<T{z2;fSJ3-2{RkwWjE~X0N~Z06Xbb~ngsNum9p&c2
zi0wnzKdZtKK%*lQkK}1vG;7yw98Tv$11{UhxJAQh7Ym3Os)}N3qgrCTo$b0Q>%&f{
z*wcLC__(WIhzH08KrBCZ&lFoF3%@0ET)v(|-=yjm5w}n_C|M|?U%G*~r#E_6$uN<`
zCxhd@=|h2HKJFvN)F>3U{QN|1JODL*dXYjLh>dRh?fx?XW#42j6+*$qm-N97@oH{N
zU5&vLcGx?dU8a1-N~2NZK2&pfoaHmmT{e`2ym}CG=nlrZ#K}H2_ke~*-h1hAhF*nL
zofy~)Nq*sxMXE7fdE4a?Il{^HwYKKW$zh4iZtwLCui139Jbm8M68Jf>xos{fUF{Xx
zLFT&7m|8<9=R2^DgFJmgQXo!=*i{2Sr@HI3?YC|t44r&k{8kQRI_l#0WdUnF{R?9g
zj*=l(HQ-AT0gHN4S9$4ls+wk1k)VxD9rF`Q;0pQSko!&!S&-_~GY{@&KrCw6WrYps
zZt+i?at&JHi+Bz`O#Mv+Q@jwU0;d)ol=W5eK?#*6?X@8BiPp;tv)!v=3;OY8ZGmqJ
zUuaQJGxSI2O}t0sn7{}LJ7n-TU=bOt+RiN`1Gfhxy9t%b3?$^q;XXtw)|n)#Hs4?>
zrBAn@c|{7luN<)Z7&Uk*ycxAVe7A{;HpXl<3N)>*<xRUsrMln0kmpTBw2X?AzgRRE
zzQ5py@X2EvL6YL~mguwF3qEqtZw-_@yOt{X)kZJ`M_;1V(<tP~uDDO3mNs73+J0PN
zzB8&{i3z^7AGUmhaVPtXS*g!6fm$9lqb8G_YFtT_up}cgunL|9l?_%Tp0WDK>oA)6
zxdu*{%2c=H2}@7qAUz**Z%jxNw~RIp`HMG!fk9L$&47NObB0w$;lOXuue<x1)7y?2
z*IVYuh$NG;Y9ufm^s#&1LFZcd=Y-Meon~wv5qSDlC&GWDTGy<c6SJ|P(g=!eBi2^M
zs&U~%qE9hjw*p3sLDy6~rw1C?>*p=@3aH$3YUl3_RY{-v@*>r@Xz~JiXzyipGJ~2C
zu|9;n40%vgvg);93i?ap{?u*eWVgzwyjEz!-P1xh((Fy!cM_W;wa14HquQBeO%y5E
zMY%y_XZo}i1X$APknb$%*jz5y`ILu?dBojSL!yKE<M{~HSVR*!UEail`e2gtWPlGg
zM~hnTFlNV+j9XNBW_I=Qbg@<ya3=uQi`|~7=G(RjC2QLs5t^BP)et4_Er~vzKNvxo
zXVRrahLomsG*uruVTFY%u$~k-*po|Xr){_JskX67p2^=*pb5DU8OoDp@Xp=J+I*D`
zc`0{Y`3eGV!ep*t9@1>u5hX*)1!dN-`lHgcYzwVow#76L8J_bu8KVl92I7<cTqn<5
z55WzCPtb)!#}+Owa->!z9Wgw3X=bTIcA2f2@dw8o6vNJ$AxTLQZmEcjCxg&5W}vyv
zYr^|o>4Ck-AK$T_E4{mDl!lif3Na-cu66X^nK9h?DCxxz-(up<l|Tb&HTVWkveT4M
z{7kK~_5c%})BqS2PP^bR25I?l>qSH)lA7Qdk(R+{5UJNMk8uavwW)`59WGAiBSJQ4
zOx-1j2RFD&an-$Cdpi>@;+)v&Kb(w{d%iQw4148tJz)x!Y_&L@*ZjuujX>cGuhjfe
zDC5*tc4?n4N!t;-6#aa#SG?My@4MW9Qh7PEpq9US3tMb#u^;KQksZq+x1!jOix%+a
z_#p0}?D7$eP<(aAts9fzFt5SP^UsoTuq79!w`;Me6<D?Sh8I%8m|u4K?0Hr&$;w<+
zeRQF(E4nbgC13r!XP3Y#y5Y2??M5G-sd%Q`u#2Z@((<o1PrTzkvy`{GV~E}`Dwly7
z^R}=XZ(K4XV_;0CW{|z1I(ep(;psndW#ueSbjFl-W3)>n2Pt#rDSvqc*Ul&hEdKFz
z#TL(}_?ykhOYepr1%k+rS4D!Q#~NPmKVP%tWeUIEqTjqZGtE3^%As~9mxA)Ehn=T$
z?T*4dfc0J*N*ggqqv10%W@Ed$W|FC~$!WV;hm_jhs{eAf2PJ2n#nF}=POEA^cIYWq
z#{V86z*ahC6v=MC1mBU~1>7)wY}x8L@;7nDF~^kABK1)h6hZ~*nCF9sjL!%8oEK8`
z`{Q5bePSj_tEn!n;O2NYjB_oxzM0J=qxbSKj`@z+4c0n}NMA|)JvWCG>^x7D<5#o~
zHVE9$1J*FPmEVTwsG1I^L*|ac7!Fwv)<M;FPp};vF8kkLGuEKIP6X!*FqDyib$sbi
zH1rZ#%9{PMAP8OY6NuFC%NL)CKSlVnD>>87M9h*yM9)rbUn)=2Y`P883eCQ}fq6H9
ze&AEAl{Dst;v=U-hyL;H_Bdm6HOB@SSpd!z+HKES$>&a|cU|1Ahd~$!LOq*vRknU1
zL9l|-SfR;C!<|Gam-E3vko2FXDySnJ?Plf0VVS8lk<3>V)rd%GswT>f5^1V!fyrUn
zI)*xhmbt46=ag10$iAYG2W7F^F$eq9hUqweQhLvMUX;MM>$otEmd%2;Rnjh!8`hsQ
zVli-)b}5E`M^sju#8?)c%G9S=Krf9;E+KVZ{-te=Xmq|}eT4`F5fM4C(HF9&q)RAU
zR<na1(ax!?KfKeIvZy=(90!3I$_a_K%ohbiZFe$vVB*!5(KkfY!5h$EDQuUBo;j1A
zH;rQLGM{5vPrRmhZunw7y6ICqUhK)PvkKJ147N;YR|(nJnUvL*uD>~s8@-+KVxUu)
zX%R;L0ufVT!$NWzH`<<Zd>A)MX+=H#7XBu?jDgC~Iv2_gm8Lu<4nxg+>g@o=`7;;<
zK5YMzEHF)AfzEx4+kD@w+Bb*swxdz5@A2|!wrVz;HFVRu2&wSD>YsO9zuGKh-ZsG-
z){?f59NJ!(_i--&;N@hDM#=1%O8s(KZ_FPlzCu@(<+aFKp_6K`NHUDuVb!*O14i-Z
z=gibEk<7<_b$}@_c?4_6P_7*#VKSr#NBT|6T)xuc{B+=*tJ$ZH!J$tL{q~tfP3Y?9
z*Sv0i*2xkh#?LMF!>8a#4@N%+x?$+2`JFK?2;HlgKt;c0rRi{g2x%EObFtiKeh2Y3
z+7ec6L$wYw>4aS`gF?(;1uZep8^Lj>f&;f0da5uQMjDK}W_`!Sw0bjP;Kwln)9TS)
zh)cjyvskDbNl9z8_t(nMGg)CxO^v=F98{=nGj2I7xQ=thbLyQ;Z}6NB)7Glzl|eOb
zMxy^%v{+MnB6}=krrMJtw=#C)A9Du2YGqi<?w2@^bqtPGKZZc~Jc4bK1V80DbD9p)
z?9DGQn0W&iZL)QgU+N8sY0TN!cqg+(SC@G<Umg>dUwX~75Q5?ai5<fV&SFAfc)?u;
z2%*cA;J`^<nR;PWPsEl$GrxTJ!Yj=ez@*ew6J;WaCHNo5eT_qnq7H05zNIO0&ePc0
zyxGK66TL<mq<~C15=;G*Htkw2HVJ)AUf8U$$gZKj7#+E8!@67@8_V_jGs=y%lljYU
ze1zEjcyr8@ai^HWf(sj=rUa3<Td%@xKc;5ciw6x)qII;b+pQGN7Wc80J2a++Acx>`
zkbG@2Wp&GrxlAMOp02GDlzgdMqCQBefoFz}H^K_0WO7VT>F>?GlA0dC6YRo;t9Tzr
zAGwF4pc<z=VV$#JfJ;z4r{mn#FuQ4Wo=N$tS@T@^yyhA4xs2zU{^#@EiLR4|g^4bi
zuU=mk1`n0lK5ft)PrOT>7-g+;p!>R4Z!epaJevr%Tm%YRb{?@s;sp;_KvM-HuoFQ-
zVW&JOn`#6R+~n>lY-4WLl^X0^u5ohm4ieQw4(vgH{u?Kfy3v7)8uk5Kx6L0Gs5H{R
zq%V_q9cS$&mp_q_hh9#rwVn~27f(*?jrHTa89Xv=p__=)7WMdqe|(vCJv@E{@qYGz
zW04WAniQ+U6^jD@Ywcwru)gE|wDXK61WG?5tuuAX<cNZ;<GDRb4?^wsW)-D}sPj_h
zh<*rMRMGLrdI9}exSE!C=d$Mkm=SFkJKRi$Tj;MprJbMg$W=?SCimYZ-6rjAHPM!M
zR7<Fr$UA1&7DXXlXLNmYfyWu_eg}rMuBv~MLYsmC9!oxYZ2ca@Dixxuby^blfK!@f
zU}ec;xK`Qm$YqH6Yz&PxzSl&csLg~8es$fGqD+eG!}*!&rTu8HOs$)dbLtnyRQ#`;
zlV*0#Y&7muyMq&7?7mzOEPeDy-NYaLh<U>9c0o4IBQDqD*DQ3Kr{&Ofj>#+EL!EiL
znk4$A@>yywglW9o1n*Ag=_SN@Nz(+?W~;P{@Qlr+rsa8*TQBBG0A_FsthK4QE7yR>
zkzySGXGYKJjiyz%nU~}kwkx{<9szYR+M^amUz=DPPexp<33PC8P%#m`gty5m85en4
zrs6IjsM0YjN8eq)W}?QzHpLv~W6JCnw9%$Q7}*I<%A4Zk;L@mi54-v*Pagi<zm(op
zN%B3~c6%SK>w*1n$i45mD_1l=^|XtDVu}Zp)nL}Nn@yjkGo<Io^HSF))ejE*@6>}k
z**cWB#kMI~KAYRE!NaGpl6_m*#i^7D9E8R3ejRMxB6VVH%u_rAZw%b$LJwPlgcP;d
zus5$?DQd^kUlrDi6krjJ&Au42hf6p^<p_NlpjO5RkL_~!xy?N<{>E{vQdb*TseYbJ
zGA8f}Oy=N7`#8L$ffz7o?Hc-tKD!2M9N_2RO!G<-tmj>G0;)jkrx>^e>A_-t$#JlW
zm*lCbOa;1>Gq6(AiCPrP6#PErL$Cdb;taYr=feCbaR;q1!&bKYRb~Z!^r*PlgfTta
z7IN({>fr7{jW#``IbA7$^jC+Q4$^8fOfIa;bdoq_Bt*IUZ-Kkkd(}@k(4kzP>7~Ae
zQ`Vpx;#+ntm5oBAwj>JbzY>a&@5Bv`=8>J^LoyEuMwVhh(eHoJU*&Do9mzK#n5RjV
z_l-g({$sgMb_&z8ob-brk-hgZ_k9<9FE(U)2oKZ08D1;oURl)>Qd;Xdk>YjtXYBiA
z?GrR08cA1CE|^2R5sc=@R$rJyD+kOh#Cx6A7tXk(OtX+8Rf=}yuQwo}l1jj*d1Hr0
z-aa$cU`UaxHha#Mj74+WEX&Qb5!$l>Nw+ossbC!w1<yEx(0r}F<v3C^rfIH8{o{ML
z*JviCQ8D14AaDWGu?CP3im&Mhqd_Ip$7+%6bjXaEM|XTXvUf5InD0+<T@PPh+B;m6
z9n)-7*xpOhD>w!LG#Qj!v0LWIT^qSdZ(M6{LG;q8j1`*u&^I-dcQQXbE4&{smzun-
z&rIfIEQB2+-@{4hZuVZSPSoi+)fs8z$Kl>|pKKffotzVh*Bo#n81%*)y)=4xzg~D+
zrg~$fb$%A^6ksC?6GGmAlE3*bBEXyF-e-K1aFW~|bl`Ikcb#m-eVNJS!OVq_)O(!!
ztjePtY=-=z({H_|Gm#&)R=~g38i2Sknz)P5U~f9<5)%M-u~sVv0}Hy|*<~~G#st%0
z`}Vn3+PAw((OWgWkgn7)4+^7z!9*M|7Y<5xuvQSm-U?&b?_fmFvcS?|2)>M3LnV&T
zB3>*>^QV`CGTvb3MRwL9kId_Wm5g842qDIXfEmDirj4k+0U?u0wsNR|{W8SP_05t8
ztlyzs_Vx7!IL`G2IHtvmTS##GLaw+TsUYausU8n6!4l^d3kEoPOK7k74)7)Y?d<r#
zYwHWAmYC~suBCYHQe=t6stq*gF_c?;1A&Ng{D3&bo9cGgFJMG;(R0Fl{L9%@1(qFy
zLP79wc<X(xbk96}HGr-$U{Qo1Mc+%ff>0rYG^~QI)g8V@0WSf<+rj@J8QFQBsO?(u
z)&QB`>yz&RV4ipcu(}2$+qd??5mxU|vXquC{E&ej2)CL^8hY2n+T%lrP>u>?%^pfw
zA&Q#mpaH@c5O_ii>E#7wT!mf}v7=c0%JSpS#w`;(3~U!D@Ktj#-X9^)&;v#HPp-m=
zK5cG8NKK*pUXZN&&#!4b$Cv&jl7wN3oNLrF6qjd6R|^NPYXfD!K`ufao&$;=#>>Ai
z@h;#)kgq7jsv$!M*sYSRZc0XbBv)Io-!}p}%|US(&<P<dBPxyI>;*I6V6_fs%9uF}
zo0d#J@>!D2fUp;~IpgcvKqRl3KD2LbYn5^UnVrI%h9^ERcE{}YhhO8Qk*J9c&&+1)
z+@cnHw`xFP2~l7aH&Ttg{I%i3GRR%xg@-5!XE1{9&JCEX43|7!3~~fJg|F*5B?q0&
zY!t{_hczSOFr9$TJY8^NDI?4rts@wzZTc8c*y75oBjYJ`wOlN3f)WzifmN_!&hxsx
zHR%w&*sP5YHd+#E8j;~D=XB}!zN=VL0MUSo<rm(O=%)K{?{VOa@nB_^Mz<jD)WBBy
z&mn;YT1KE$2eY%Y6+)5LI;H)PQG@swS{39+DM*^D4078;r&A4!rW4C0Au50=Z`jC&
zn9*Xx4P8({qKB5XqXq!`J>Bn4M)$!Bi>Hr>%mi8xgg+S;O9=v%$ftv870T6eBtR{)
zgmgFoE_Mh+LeZ%Q3SS0=+A#(~U2#4;6a_CJH?B1e0?ATV6lqB#17k2l*@12}4Kmyp
z1j+9bKV{9=@0OMBuLvQ=s>XuQ&xx+_rbC(veEEhLf@<pP%%DLi{uQ#Yx&6m)-8|0_
zimR^mlY}fHJP(>(8VT6nj$3G#yo)~G92NE~Ot}ok4J~<pBtd5#>@13vOT|-BM96Rb
zg~Eyn$Mr1a6&|bSg$bpghaV~#&<l9mR|lFhh8wWYP#W1%O6^*r+9mridv*j^%E=D+
zD#!@|;cHSR{G2Ycxqf>`EVvLZnK4?cf?Ox}pvJ*=CV{z!g^<f1#eGMirNr^!GJ*U+
zMQ%M_w)Wzdj$MZOVhX42VqtCgzj;HTX^$U4Y<e98t=j&U3L5gL0UpkLl$<rfca9&9
zp!4|v%i{A~lJ$WIqKw5bztx5v*kw@h<r;fY!DXUMy+A}#B2Vqm+*KC6%+3ZxKkaz5
z?!7=;d({z&yp+^ec|!+Qst63Iq}m8s&#{d;h(9ESL(UsZS+U_#61;teF6caK2b2#*
z57oRCzTAfsC?A^bP>v^$gFib+4?_fcg#3&%*K?Bw-W3gyO_I0(_f9vkH5!bKv*%SW
z&=J|0h{Bs-;{IZ$&f^pTXUXh_ktO~Y2_{4OGAxv@k&wlrLMbwq1C=nLgcMe%jL13~
z2A`Gcn}_Cf)c~;{f}q!}f?JlpjVHpGq@2ca?M2Kq*>H%S|I$$t&fOM);M(@te<qRw
zT8)cfh&Y!g;?(1X=a+aN-SOqVuC~J)%T<6MB;{=-#vvMx5GA2$TO}gzXDn%?S#N!G
zRSxSgELC^`981Nhxh_W}PwbQ))m07zWo0X<cuTmf?k{nAeb&$MRZ$?MNSXW_>0yR8
zg7B#47JC+*Urgh$g60c0K9>X$wSC*2cVr*{7e$UNBBp&*A0u96;Yq=Q{uN45?-&s&
z^E22^I{|SwiPxTT2xgXLff96wG(?X`{t8B(83tLMEC!ipsvq={K5s-gE8GxiCJh7X
z5ch^I+S@M>6P)5XwQ<Il{0S-WaN?_XwR*b2$a*@lP?6h|*H!1<=BO97wGn;oG^wt>
zAI=WzN1)P0__5CE;mgp?CUL~Q_pL8sp_sVd5zxO*Cz>H6hcTa43`wnH$RVVN7u6$&
zkRro?1m=j<m6s?9rzi8wl`@A@UU+z)bHwq|_|v%ICpcNnSxAYVQc;1%bV`Lt+Z?pO
zUiCoKGuti2{_fJftl{n$;b`LzHWnwQ=8N=iK%dFpG@BC%-KZTtOVg^)@1^Gw3_nWc
zU*vy%gmuMePIh59Nk25XnSw6B=6Pwo4yG9_HjBwMf*v5`_3Zg=v2qiIXIlPr=G4U$
zWBj(T(z4M=S}q-T8JXK4t`>>JfrbWIK+5yFRDL+Zhz@*WwwfNOy(4lkgc35O8i)#8
z?9?DTqcCuN)A}(O_!Kk77C3`?xxnhM&???8YHZba6#gt|P1kiKv{%x{#m@*MYvF5g
zje{kGK-cFGAdR<8b=9(g^V$cColGS-a9@VAGV9a8V};Q&3D)If$@rN_&k9h?2Jxzi
zA&A~9&9HWpEVWm8f?`|(N>XR>)L}J-yvTKYH7Df0!K<y~LM6)4bFQZ&bJXESV!onz
zQ2~%Gt0qg4!08yGN8y?7%Zanr@bBghR6QV;Aw1?t!95Rgfa?p<a6`<xfs<K^8b4?4
z+!^~?{@R9riz|BzRi9l}&fwksQN69FM5mli>)0I1v9|dr>tX`Se)y}m73vK^xaHS1
z=tQ`U6)l#B^*B9+wgz3!LA`N>AjIJ)%wy%E9n=G8=&Ify4M{8-W3FwN4nsIwhC@wZ
zu+OVJ&4paMn*ge5hM{~-L@mi)ip%E`e%A3ES1ixL2=OC1O+E6c7HcARO_#ZlIGbyU
z!!H<$4<oyzMYl4HIf)8*@I|E^Yb~$}YAsS2P;|tIG91KHa3<7C`}Udh6$4@PM1qx3
zVX!^t67`cHjr*Pl^)P4Vq|bMANj@KB65Xg3jJyz_%OAJ>9BgEU!|!0tU|?GbtC!}q
z4CsGT9)0MQn`S1fy5`mitdJSNRN68gMt&JM+b=Wzs#^7{Cbpk$!U{YiLsvQkb?`$@
z3hV%v%q#JVpD<hatnaDrW88wPf@*Um%B-96A%Ub=eXMVwY1IrCEQ;EV`Go<phKjQ?
ziGf=*R{TrR9(lf`R3WP^q7N~HWZC+u3`}-bUo5(9=IX)gmaWj-mFd43p*6I{%EHK0
z2T?5);=OrgPvy&<%K)M~uu_wktIRC+wmtEb8(`WJ8?hyci+Y4B_l^}Mv)Y=w(Kdr6
z!wyb+lihc3W0FvRsMlc=o;p|^rGoSr&CXKB;#f<O=$oBpo|X3|6lRpr3^HZol3pPX
zy^?9Oe7n_D%nqp$OEB47qjepGart2AeJM+%gR|@s91cb-L(4}DWb67+JjMg?`0ew0
zgveJm)oB=m$UP9z?XYTKBQV$l^cZSB)E8%T_*v6<tZVCn8J*Qc<&)(@6R$Y>Zt7yq
zTHfo$AP0&d(da|vgAf_^!nc{~6!F_Y?U7XsP1tFVHtjd^OdyLIR~~dOm@3a(l6D8A
z@6t0xFP&q?GB@q(xiB-mtJk<9hs6zB^v;S;LzBH*t_RhC`pAA)63m~QQSW#3?Uuvy
zWpadEpg*mH1-d~hE~=&@MMq4~vUIZodw?7!)-xhYZ74yD9_AW!E4T9~Pd~wM-53=d
z#MJ@YebCH&ri3C$kI29;ELD<VqDL?vt6_ri!jc9P{e8*O0g=$pZKUntBZ$@NJDJ!7
zH>_CTtd)!X(&JYvsW}m?n7t5F1clPtLJdy>{M%8B!jEc$M4_mgoeU@fR>qe*+vM94
z1!JL!%GSjj=h71jPp8B2<q8(G!UXTFKnYnnmioAL)3>5&4K8XTgKuG%y3yu8kgC}0
zq3~?GeypHWXH^-atyv48HOca&N$4EM@%NKgBcAxwSL}Lv+iO%!Wv72{mc&+;0Bubm
zuL**xW2d(Qe2%5l^ftimkPu6sIo$|lxNxwyZ2s%RyTUqamv>QnezVL>V}$#q12*n5
zBc4KTxXLG$gP3jdl0NPx)2QxV1&*3W(zdI6Y==r$(r=7>R`{mHme$K#ZJaNe>v`Mm
zQ>hk@R;HG+dRa_}LvOa+=!;ZI6r9{8&e&R=g39*BaT}rdYF4+|-)rX@H4Ggv*T*a9
zT#83uqtrxR^R=cAhWZFGULoYqH+ofo7f7HS?`MgCeVXc$p9bYsdKJXIyU*4nbRSee
za_+z6r@h=GBVhf;z_X1bzk>q<;Zx{|2CZH0!N4ddZyR>cn)Bd2<Xv%d6O56y;g9-`
zhqK4ZkjHY6$KMYHA?&QI438ZiFByL;9C<1g5pi`CQ*wML69I5@KQ=u4qtl~*xB$=z
z2>=)XbOw44KOc%metyRA^D}x{dNyVjdJgudKEGf6(wFh~zAQ{^j4Uiay8gKM-t+rU
zI(a?Ehnf}Zr#oy}04$HiEC4!NRsiddGd2L*k27`v`;RjY0LPCr27185@%<hK2EfDd
z<D3z|@MyB)4;$!2ZLA$19`e&3V;Xvzhg%=ZX`X6l9_=@#VR&r&t)Aw48{=c!)3AQO
zm+7(XX@I}CF+a9F4fV0@!Mcaz2lfn)<NjH-qwHpD1b8sp#OSf#!->7o!^ob-{nQ|1
zWN4-*XyXddc({okz{0^o%LHI&W}xK&Xgzfhda&f-76-s@gQpX-w{f!l#k%j$cxrvT
z<?%U606JxRJ!=Qs$LATi{cIL`XcsneHZw3%6cc=G{NWZwBL^ENdjlf}z!QqU7{mBD
zs-MREC_!TUefWP?gY@|P??Y0P(>FIVaD1{u$w}Yw2@46UpJ1q(89o*?J$)>0WM*RO
z2w-`-5VEnfu~)LyGkAdR`*6kV^`4BN6Et&lkT<dyvazzYv3`V-{U2(cP%%(Y(AKv$
zHnui(*EV#GSB(txfq-C@foA`iI!|Uin)WbYM)u#l_ZVw`H26CzkB0rP4F2ICI*AAG
z+uPbamUsai?VY|y(Vu|uI5s62JqHWGlgAYQ0TlyX03i?%5H}F;pP=wFRXltH1LIE=
z9vSdQ5PlE9A1r=yGQ*R{1fN3qF;<uXEZ+lHP07*7_JLo_Y)?JZ|M61U%+k!-<d<)d
z*E6$r{N-9k&(YrOkrt1^_P{j&8zX>?gY`FF{2sE8S?ouoJ>?Zw1`fc(@jV;-pyrRH
z39x&rpL^ih)0Y}p0q7ok3)=t`05E@o&CmL~#|Yv0i4EhQf%98>_@70{-=+i_3d-ij
z2BzWK@}`OY=CYBl{u($C%-Ek&;?azMq6Fhlk@=+zk@2_O_dhfE|A7+U6Z%84`>i<g
zUsB@HwjU_`PKlq;{0hR8LOq4||1XqadhpEO<itbICpSJS<o}ry4_*I~6F=4MA2`AE
zCo;kG-;)W(C(QqSnOJ*}h2;l%009EJ0;2zC;y(@jX9TeRM*KgK2B!a>H2js3|2_|%
zy!1zDXh#47!um61crxuL2*1rNe{$m&8ZiA`Wnlb+GJKc*-<09|<-ey4?2La$85lVp
z^7y}2hDU$W1D=%Oq3d6<;K}5liSjpPVEPkfVEXSV!(Ro+-&F>K2PH6iPy}!wpprjj
z!OxWUI5qf<1x$aU22B4wHTWwd{~uWJXKL`*EchAlk0AWUf}ct7R~GzTG59aB;7JVr
z9t|E`_~gZZAqKzD;GyeZ(%>f!{~!i`k|voSNu~IIR7!?FOdfxkIeuRm{2R%E_3ug~
z69?eo_={=d_gUy;<orku4_*HXl_z8WDLFhXTpwG1i5ceK)#G1HAXoqlzh=(wQ2a=n
zPZ0eZuslqtAJ&>bSDF7}HqFcccsTw7mhXUk2j?kgK6L#{SRRf2XILI@{v#~EEy{mx
z82qv@_<gDIUx4NNjOy><!USM`623p1QT;P6On;5b&xHC9BzoG<_#-aAYstR~m;Vxr
z*f{=HxUc}2pAzh!!SYWmdg%I>;qr_6{J!{N{+W({Wzp}M_dl>a|GuF8PwhvnKW#t&
z<pYub^DLA3m+Z;F^mCT^l!N~0_@}(|MD_obh5x?3KDp?RvrK+qARxp)n`JWpREvMm
zSC&6nPp~{?q5l*J-;?MMH-Go}zrUV9{a0>&8uyR9_q&^)a_S%4%<{V&{0H3pw=Dek
z-TdUDzwPEH(|&^R+cb*h=LX9!Y-agA`Tws#_`jJjqk{nfN&Xp|pT_;u!r$2ZBoTjf
z^HYBOp9b>(gPXrE?*4J_<S*I$u=)R+#{WKBX8D=Qe|7VJbjk1^P1=v^qQ7?YPXT(&
zSHHXYr`^9=_`jE>{|7gJpIZD~H~*?!zp<J1Pm(t4zfRh}K5s!wDtfOuc5zR28?m;N
zO=P(<0;ncc%NNuT*>J_##e|;S#n<qTk6y(PT|L35N#@#+%z+k1wUD$_?c<wp#Cxx+
z@tgDhv=4<&+A1$w7;75L87N0=#^y*%=<nAY?v8JC;xmul``lRFb*T^gT-$h3o4zJw
zvPf^0kdiFq#)#|fZ6m`>TAt!4t|G}YPM#vYx|E^mC;f`Wt9HYtqtib3_4F{Ym*2%L
z8KYoU>&0hMh%OuZ(dI(;=>uCMOwc8VLAgfz2#4l+*DWR&Ztk*{)S@Y*B$nArMH>cM
zT4$#wRBPyVNgXbhQET6!u%$ux<W%vs;4CIb3}uUKVEgD3yHywM%>h5bsgG0gP(^o?
zA?`1vlP~!yKi80-U8mo<3zrphwRTPuy`m78n;w2ekV^?PzSd%1BOK78+C;a;UyZB6
zbT<uku@)_{_hDno6Zz9>i=yO5h9D90i-r+C@2tDS)568&%*)>CljNo4YuNb&*_R!4
zoLz+6hIn4GhqqfhGUHx2ZEQK7J=YVM^>Vhz)qZUk>yRrS6GATDd0MT|jlvQy_+%b#
z#`o5{?51Bgr8C!CI5D1L13D$cRq~U4q)+m9-t$WyO5h96i8$)+FlqZF92CvQq)2;9
z5f#LexPJ3nH$uT*2%nI1Qrqg$xO_WwJ}A3H`1Zi8!Qty1l7;<iuArf8CF6u!&fC-8
z_j31VYjz^Sw?})HD}_L8@3FI-y!erysqM>%452&|VctoA(Q%?^87&FV>=|f4vJlTJ
zq=bEu<?Aznp&pGZry!GP0h7J7^R5JHkjd<Zc-m61VuOw<x!_J@X`q@FqFImTHe)B_
z6E$(27Y6nw@0aI3RuY6#_lkO#TA-bERO~igpC<2KzKs}rUW|T|u@>QbzZ%<U^+`(E
zJ;>BeY*EKjSv|JKw;*b-ar{ofRT-N(s8e1K%9-a3_XE2)!A6_jpf7MU)KHDLx(n8Y
zuNhct{*6tv3M&g=yLXCH^)A<*33d7CT|R!b^mtWKX?bj77J+kaz%Df8MQ*&hrvY3f
zWk@CFHu^mD(A$@9Tv7_Ouv?bk+6cKAjtz7pp~CfX^PI4>2$NcmV6ti$7O)W^(OI3t
zi$ER4T;DLf7i1^9`T%Lt#UtY_%q|+`$`U9cIxT>Ml^MLkLrDM&9W+S^c>l`k7@t8Q
z59bE{Lj?Z#?D+u_x@P?d4hEJeR07G^BqR}45AzoUIFApFUMZZi#H?YXXE`{vu{uVE
zY+vy~=ix6Vi;TcA&jTF-!Hiq22=TT*;)<DqvvooAX$K0`DIK5%fl}k2`Gt?Aeq9zz
z3sf7c**$~slt;~~qgi@Q*J0zW7Yv(p)LvghM#4XE#m3>U)r1a$?abJ{16K(-uVTQC
zn*v1u4$U$_OSzhZVLRJvC`#w?vIuKvQWw14No|c@3p@k{$*`LgHj2qEtbxTE9n^Wa
zy9|He08E+6lRQ->Um->g9ucz#QoR^dwPCG~5UU~_NXHh=Bah{vl_Ld~Y6&83f0Mr)
z`a?%+mZJgOmLgYMc(p6bPPm!m6q|}Qs!U}oHFOK2mwMym3l^nT8*2&BJ#D&b&g?Xx
zuW&8RKvT!<FQ`Oknt;ZRxSRx`9o7aMhm&YtmR(I1BzW!Gt|*^Tf1Zh!Z<tV?t@9RS
znry}j7;_m$kFi^TgDxXvb5a_}fatnh*(!V?U`{2N-7ouE%%h1EeXI?>jfMQ2vET6g
zbK~<arC}l!o#N$OQ0!iyHVwc2G3CwoC`+VZWe65ty&#{1d1O5mHilAXsqNmloQ!l*
z@W{WxH0Xje1StW+b@UyZ2|sB6AcP@rbM1w|O7pxnDa*lj`CiKcdW4?<#w|dRgIjtY
zNl{jQORANWU$NZlYXI&|oc=xvpFgk==E)1|#vy6!hMPc)1~qZmrl1gUFWG$u@124L
ze#hH%TveEzc~Zpva6&bS*3B_%aIY>~e30c@66`zq$xk4?;a8vI(0WtQ4~8lDZN%!c
zl49&F+Nx+f<)5|fN={p120J-B*r+0Zh+V8s)(QHYch_oS11RN|rPw!#7;9=N3A7li
zP-+>m=9fU*DTQrhU8<TD;Xw2h&Dw4VzfIy!Gj82?>2p;wW^TAiU-9xS)`$Qe^Al}1
zk$+J&T*5+u1dp+40oyiNG!NYX)B~JYnvr`$w2->%QL@6QI$OL!UK_|rVeTe{e8M;>
zTQnuV=wa4?WW^^UMfBcTvg_R{H03!<)>#5BXs897S(yOjZIyL$aj^4Vdu1(r!Wehq
zXW~+k8dpNCib$vM3L|ELpn?_zD*cy*c37fVa%s6`aI`1g0D=BSA)VC#2@0k*!+id7
zrAngQj9rzFQ*$>nU3D?#al9$E!>PQVjk}L!Kg$HkL>Uxh&+V3HqU5K^$$)q1=`{^<
z)dLdNT%uP8ZbDa4Zn{}ELE?>gRDEfBGV6O0@U@g6J*6OD@zZgjE8Opd>f(HxDNm0q
zPAxzQE3i#OIfBpQNx%+lz{>1!BLLCxwP<*4ClUA>1{8kl!ek1Tp{yoj^a`wpJ<10(
zuZ0VaFbRv_WL$tUD8Xw&aV+{?7zd!wc>?Q8`ob5o1HC~IUBsQM4gOHT4Oe?v)1dMU
zs1wxLLpQLfVFv;4wIx~*GS+~;gutm}B&-Mn9J(Z2!P}lJeeWKJ$%`^ms9q7@$s9wu
zPc^1v2?vGHv|2675EJn^>Ijz1Us5&M1_k(eTofWmiW)4XH;%%}cgq?(%R8PeM$8<b
z1{Q06&^d<NlR|PpjnnC9T4C;^)#as}9?YdEWRlE^BS+kT(>Nz-mjdt-bu-kNPFU0H
z(N~P?uByE-(pJY>;vWWP$T^zjH*M=m(j-QG75=uN4Cckwn^fpbCet%7_MGALy@@0;
zFsV{Sujdr*2#8uclyaS>2-&H4*R;(jO+?zqCoZa*G!mD}z(yH5U-`Bg+bccf>MskK
zP*sD<D+j@xUO4a-N3nac;vy}>yZ{AIz@g0q`S~s}v9aXPVw=_-%Oom>PU(ad2VQ^d
z>BaqKwnB=gYSdhkb5L;z%v*u1daw<?dTWVSdch(aNV^KdkJ1S2mh-CPgE}(-Ks>t4
z3}zgT<T6GwUkm7x76ny7Y*0d~#~XxS($m#?GlyK}ti$_q9wj{;J)>s2H0w0PRRRgW
zw?v)ado*-5g<d?t@#}U?YYdG%ByE&WRK$nC^w)rw{np+Qi<nRa%c*E1ItJGFJOZYn
zQ!yRaUJ{<Q)wyqvoMcIrYCIjM;>ZEjAtBIdV9$!Xz?vg{*u};m>>2o1wFx7sJ#;$h
z5l2ldN9HO0yj2k*BoTuB$@E6qxnao4JGu>;fnABfYI+@UnfP6HPl|@m-Ur%7z+zZA
ziUm&FLzcx^P0zf_ve?{8(=tYli)f^$8fxx+UVsifmNeon<gJMq1(|?z@O%}k0S<#j
zh5l>bVNbWE|4z5`39mUnSvESSW~93%zYca1w<PH$V+aclb(IkH!t{qNp-7Fc+}tLW
zd?bb*OLJI`O0bok+(@=kmHk2oXh_L!^h;gU{g_0gFYClk-Y9J>@{U_T39M~(Sf5O>
z?8>N+*sr`=y@9ugg#GMisx;2OuoHqcug^<5*$ImaaI;xi)9RzPGwi!`6Emm7uHuEa
zFm!?3Q4_av5XzfyG*c0IOdg8%v_z`Y;eyAXXB2s-7d*>d&PXVJ9rhXUjHwb+A@Q_%
zdGvg378VUu)52dh#1`|cM4N#z(s`I4PBoso%i<N1In`_9H|mEEFY#xS&;mS5<l(x)
zk<%EJMbspCK1l7tN|J*-dz)U`{@R73Cuu&mJh$ntqx4>JiNl|<u4&|BK3T44+fge#
z6YeK=T_@i4R5V-mMLun74D&UB9}^W&vX-u1&;-e;CSfyk-A?+k$w*vZ{2Nf;L|^pi
z@m=l)CnI*?D?f!|5er;+5OCO@0O*|t-N~cv<6`rXl&;}5&?BSW2uMb#)|DMF+m)Dg
zfo=F^UGO5{)r5k1xqN<{Lq*{}uMkaY&#nH8kG=h`h~B7q#=UtEv;~DAO>Ecnc657*
zyaSXAC=FyM;P%#!Q^4j#V&?OKulIr4C!zOvXXoq6BW+9kr8WjVqrQ^)uq`v%3iP{B
z?*j+FZb^j0@?IzJ#j-Bn8?u)6iPEy0MRv$E0O_rPHnC^z@DnYv2Au%)gW%zmrEAm*
z5-08nFQJ=1v&Yv2Tfaa$a=|Gcoa7f;BjM15KSpLkKib&L_Q5@NpIXDYqD)W@4@HC#
znX6rwyhiqG2`<ffO@oHC;YURQ0NGMblHs=g$hiz=j}Dg@m>C-hd@RX8zT6v!U1eeb
z5G;D<?%11I-R@iJ5W;`U!VhQ?Bdd}>!{ZC`;U=Cozwt;ngp`mUcTN*=O({YU24;LO
zM)GFEyHj;FPPA+*U(~b7HZgmzEGVYsfHJFneaiOLJ%e$=7hlu-H$fZ2RQQa`ELG|9
zbnu2qyfEn=@#_L=1e#M`xd$x8c-%m%y<8K#0Rz}4yuB~{9HOD{1vkLA7IO}eD`AE_
zh9-N%WH3yuQfBnz3GDU-n=Mq|gC#HxdEs}FZhA3vaV&Eev@$N@ePSap@vW-zS87*p
z&Di}YH4r8lU@-_d<ErTcfznnzz3!|ifJx10T&F7nZGkdA$PJ|6;wiJnP`7AmV?9*@
z=MWrt4i>A)&7cRDzjc}!!20<jQlld8v|~prJ~9{04S7;{wvqKM3Q-g3uCf?X=ePWa
zKWWeo>`zR9xH%Qra9UvhW@E9q-ax-)UG$k}^SZN#nq1O60yJJalXc8`%$L}HYkv~q
zIxTdoWjFW*^z`{LVk)?omHVp>BHgtze2Ep^>%<4$iEJ7x44s8|IUl6D%R@Tr$h9PN
zu&A$aot?pJVAvAb+72C*nmPvDK2dP?wEDui@||-7D~()7t><?&Dd+~I@F9<1bJCwm
zkA)h*x$Uc}nAc?Cz?q3@vx3heuMXCw;WdK~h3!oMtFG?@%ekJIVy1td79wb^RERep
z*$SBeze!uCHtJ8Sqtxc7$C(Ehb!~WzbZ3kn!r1EZFwYnsR1#F#Pqes*2|LuN^T?Z!
z#R|ElR;BmW_-7QRDzkkqL!+}M8jLA}<W*rqZ`ImNibx@5dczg=O;CuOg5G1DZT%UK
zNW);CEbbD?IpbIui<7=eC2kGw!0~!XO2fgX+ob4ik6s*jDkK-KG%Vzq2Xs`2mxaU{
zZ-YssB%5|_70kEg6n-j+I<?}(3V38EOq#$F*J01ZmPqI&iUCsxnw{pQd#<2ElVN-|
zgvIn@?9vUW4)s>oLpXOI_<YP*8L%Q8;9L5(0);3)K43GOPkf=b^xQZO(u;sV#TblS
zgoPY;u&a`oJx<}epl%1B({D%%I1O^T-7R@EmltHfCi#P3=;Po*N?h)Yv_7kRu00>b
z&qb}O;$o4N>C8F4Giuu9gRW__6jWF+r5_8>uPN1xAWoLXCKwQbQ&P-3E}ZD4f!KrY
zL~c<e7pNReV{>YGNs2$ZWl+Geze#-lWqu`=UrnmnU`vjsuY3H+Hi9i>3o5EJ+5dCX
zdg7wab;GcFKJCD%m;FFO@>R7Y!`pJ0(hsL@0k0QTRJS{jCRwe+04WBEDa&;z<jC_Y
zf{4L}T5rf1@y+maS_|f!WUg-wgD0IWq9MhoS1R6!!`dFagDqPEZ@ot`^J8?y%kDtA
zk~Kc}dXd5+6t(S=OnGM!z>%pJ4+)fjn!T<;49YncE6tdRnxH=IdGV1B*wHl;w+e^z
zk{py1XR^lkE9>n?;AWw3nGlX4%6!1vp}RT|+pp?2FtXp3CiVO3-Q5E<f1LBJq$cx5
z8NCI`u=M>pNh#s`%FG*M6o2kg$#+D!fnvzt)nm^V0M`hMmg44cd4!x@lWW}`Q4vuJ
zy^v13>#i>oVNvZwW&^vG+|4_cYKd=ckfmQ!oakXE%sqIW*Cd{Vm=j~?&Mqydp?p4r
zV3eNRWB+DQ@hgJLOzcvH5QeW_cA54O-p(jCtktvTD;*vKB8;V%BfN!g2BzE>4r-_E
zW?Rf@5UNjJifWKr47${{W=tOjp41MDX>(}E8ew5%Lzu+d>I)x8$Y+uuSAGiZ74K0(
z`BvLk`aITkM*?LwU}=1;?Dn|!y;~gE$ml>k2@ctYgZyPA>m8q&AJaZuum&V*N{i37
zN|7v9-=Hl*;-&fU49A>nlBPIB+^z@rO=7QXsP%m`0T+>6|AGpbNIXn32FfhMu4H=k
zVIcgaXYtN<e{APVOU)Y@2|mZ}o(fdfLL2<*4lfp;CYM(q9M1u;r~3}nWSo7(At^ba
z#_CvP%l*REb+r&?YFLN7PIF(nnY~>skKvOyy)FFS&JYiWxggp^Cb<%Ov#keI$hW&Q
ze~ycSy67fa)!+l}3?Vxf1U`xf_4G`|AoVwIKgCWply5D|T%Nxd6}^29`u?`GG<Ouz
znb#Apf*VWtj;vjVuKl%R17FTJsurO6B(`zh3O5NlXmp!<k}dnM8VBur)sr81!``z+
zV`WY(WW7b|tvDUnK))Xn@w4^_d9FlMmpT4IrN!av!pE?6rW{tW?7Fq6chpUQ+qsZK
zxrOS!jCW;<QyF(UppfC%8Zu^Wbr}U7s(4C1!pGHFGZE9lTS`SZd!I*oCRtLsK?!<f
zn{5VQIJVq1)IR_Rohgn|zIm~YKu3b0l?BQYMzPTi@8Z)V8m3b%urPZUDdWJBQFJ*%
z$1bBH&`>lGG2`Kt<a$?-d~W5abiCWXXcBGW)wvN1C5d|@7mz|Ut(*C7uP^_q9YvPW
z&6;m@v@t`LMap~YZPn=cknOIB^uby*%wd5w@t9#jFwI+T^$|CPeUg`VQ8{#y%d+mI
zn2QL|!$WV~$9RcxUK~e9gM=vJLfszZA**%;rZn_Zxk?`sg;}*k@|a);qa{e`IAz%M
zR$E7&fU1JI*Q#O9_ssa5*5T(-l7_wnGBX>LfsPZ`%+c@}MPh7N#Cf-<uZF^#A8UhU
zN)xsh4@0G+iS9sk74fRqwFWul7;p>+&7gxi)OQ}#<21A-Ld<iE__a{K=AYmDJ?)A9
zcvHZ_#KiXV%^%CpS7F}^*XjOms`ei?QXe*?|6bkupVhPfSuOm(sBvfg`7Zx)zx(Os
z{C}jz{b>jJdzr|8v&j7k=%-g#KT7slf4+kMW&57>U%#dKb?176XRvfnJkG-_$Y;6q
z+pTW^CTMHwLVJ)pTFv1RM`d9N!S?QbNLZgqex|czq5HN6gIH35vSG_JM#huqm509r
zh?S33;DXtEQ=Hmp+ArGiWg}$L{$xn=?xOAHe8UIQyW`&H#`$uihxYv~stuE7@LXUG
zCe6)uYiI-Zo1=O$ES=P`V$Qa2*0opPgv=WS2Dw}OYetgG?!3n&Uv-AsZ@RGOi59p9
zDer(a;j*L??m}}(cF~>Nhkf#7eib6{4Lb=UEPxU`fHEqedutQ*TndCH>*6-|i>Vq<
zELn<}v`)y)&~<?>!2i^P2N_sy4IQqo80%~D`;oC4;W#g8KJ6S=99d2l^Sl9D%aegE
zi{*%JpXAF9xXMXC9Nt)vJA184l%!~B=}QtFl}nPW63@7ghH+9kVtHB{sLz)L_n@+F
zmOn*yT69v_4s@zC!@-iz7v~q3D~_OPKR1D?NnkQdGn&cC42`C}iR-v-%?w2q7s8PK
zV1jVTwUQiO2=D#5{elVwZfK2KlAO@*O0a_vVg|+1(YL3QE>gXSM75nF(!nC3H6|Xt
z@&1CtRh|SB;=aqz`Pq0RFwhh*&=9)?E#E!w&9@68ANrJ;kG+R`kOnuXykD*Y){gLb
z8ytsL@|M@uTncxc^p<fwrJJ37BT|DvQ)wGlhIho0+V-w8d}2ee7_0CP_3iW8Bfdqi
zhcz&dx_AMurQc)Y33qm^UGeeVJ6sHYobK1pz)yXr#$bP7q6~~;nj?UN4M_6n$|4C=
z>5Iu`!+<_gDWX*45yfMO&N{)hQ2+t+a7${Jpby}dsuaz^B!j+Z+x!sZ8-|^8+0%_A
z>T-M8fZ2hX{k)Oxa7TnPa)>Gg3MP<$Y*ZX$EwXA(S0lUXo3?cTjWFa)CL?09yQA+$
z{BqJZg?L&0vM6u3eXOg<lmU12QcWbp%9OCDCptNAakndRMvTf?N@PHt;0-4#jFp(R
zOJfzHdZ(?jo1hi67GZ3MzXCD2tqwYYo;(nGv+rEzF%V#Kkl&aF!lYxo1?nK#&cojh
z*q0x=T{@GIHW({jmkA>>qOXVic-7@Ccrd+%@%%@}fYKIq0t(dltpiWfEEMZ0;dtY{
z4b(1J5G}X%81EKjhE*qktV)AK)(yT1@l_Pcg<7XSIXpF%XST~IYKzuzqGzXi`<@j`
zFR+xcUnc8)=1xEH)Bv<9HqmHmoM6nJ+9#eMGl<&YbulqOBl7kkFW$C5CCxN^fBpar
z=SHrfet#_zg?<_=IYPXfoM+}G|IUoGx;wyK)d<r3TdM%KTPWGmDH81$W45qYG^U7E
z2EjC+t5Ij70v`TPsn52_Ohq<Rp0xaltQx}tdGNY{aV^+V_(h2TY+sPydctk6yWXM5
zWWw#sZHnu#FCu)w2Hwxv^1#vCGw?S2ZK_RNpf<4srRMz}{ur3>3=H3h2$@~1eI*X5
z%4#scMLd^;W#uFijUZMkwSma#ID^9aNTuqwxtD0(baYKz4Gcm@kT}I)Ll2GB9*PUR
z84o1|SLhZ#f`E}*7wTMo4hyV1=D;q4Jv8dgm(h(5Sa<}=t4<BTx!d7~hB@HFAolPp
zM~zYcVyA0I=vmbCW*Vp_s4q8+2`_q!DTGQeTYaZv%y0XK5vC#XJGXH8-URG_pr9hB
zAUqa+vpQuk1)h?4U`BhA5}zX$>TnStNp&-o!$#7rP3};W;GED->21O5HBVh&VI`7m
z9|N;#>5Oz|N5QGbNb-ffSg&nahudZ_QVbrx&+#6mzPy*&@0yvCh*I%Y4c5hEo;;C3
z)hj@^kXT_?SS+ldpzk6z*?_aX_(){&r(2BB_b(E$$8JrvF1L|MCVW)hLUHAsAHsB~
zIGyEZe)1@0;BTxFD>BV~#S_1%ST;t)ddb@Ap$y{+LvR}fw{I_Mty+Y2STV}~mA_AC
zOFWE$VWp2LGLIP$|NqhUPSLdm;F@LZ?AW$#p4hf++sTP-+qP}nw(XoaIq6eXeY<Xr
zuF<0(Zau8W{j%QHp5L55rGWR_b!!arblnM9-Q+V7`XDgm{yU%Q8`OBt2seu&k>?;L
zD3T<W9&*Z2Vj)*M+_D}n1{&RQIk1YIJO&z&k%>sHuSTo)Mk{nW3;o75(E5dxm8H>F
zd;u!W!Z8h}DsJF!k{5y70ZSLmXw@P}3p4@Sy`)*ze6ipZwWl5*5yXV-l!=T{+><5R
zV)^VmGUDPsPA1LF@I+Yx*=l525ygffQ~CrV39iM&?KM)P)}-k065#WAF>-n6j4B@{
zUE9Q)WyZ2pHnHdhPuYIir`)IM>qpQNTZ1Im`u*WoGa0ybT$+Bu{Gb-Xh%yKGa$6$S
z%{;!^cT$!$BoreeDvid;5bI-J{l$+$y47=6i+pkytvUH670eQ44}*zyawBtjDTmck
ze96fxfk7M#CJ;1wn3>}&Fg<Fhn`*N;GQy`X@~a)^$@)w~{OfH%D=}CekLNhGYiKI3
zq3RoZ7`+Kwg^V<E7FYnq?jM!Eg}ubo6ujZ%H3gtZ$^`50Spw!7Nv(FJ@^`SHo=!zM
zGS;?+yfll2j+EBsDbD_%jF;~HzIt?<_sZ)CqrvUizS9)zaSM+yVue~(<ow!!klsz5
zFN8<%TrqU#La8#LRq>&xeJu7;PDM3AN@s~q7$}m?;S-6Imw}_y81NA>q`>Z-Qio7$
z$5))z>M9^>CPOot%IkyZB5kC}z2wx~aLIXx%x@x`YSR`~reS1I<*A04Uv5vV?nP<#
zr<M?cJx4+e;*ZPN$P=-42=9Irn4Jw~lIifhEgVnaT~ruIYT3?6SSF*QA_u=)d3DwD
zJYEXQ9p*~}E3rlrDb2+&H_P~=@_0``{EKOJn4_#sIjC!!@vA5iq}LPZFCi$Ua?lFG
zugxV(g$^hnQ+<*W*7TzH>zxhr78_}3BAoA1<6SFF-@%5KFG{zuzpV!moCs}hG_O{~
zpO>O6;SDt%%2JQY&Yo&EHy3zLzKQwgX4;T_7ERslG*N`6Qz4stnLvq#Nfl`#ny0oF
zg_(Dgf~OdycGOBenAxXo3k*DfAsI>tjSCbwtoLCs!6Y>>%J-B*D^tS6Ion^Wr3!2&
zO~n@DZ+eML3I&m=-Yg+{8cN~V)L>*o7==ZI+HpzI8vkgU!7~*n^h_Cp&1krmV-B-f
zH)_Hi<&+l>>mOb{L+9_F^2_(9KNvUx@&a!`_cErmbP!EW<f1bRZ&k(?qtOej2xaS=
zwA8W|j+`>L(^cp3>lj9X9!yX2S*|F#%E6=1KzI~hQKzs&JQu;5U2H}OZa{G$MpEMG
z>VM~S?q+JlD8No_dh}6+kfD2rlNqYkmUI1>$UYzyfp>IF$CLjtn^o&gQ0G(6M!5V=
zjW&#olByMJDWz5+U+@~vKp&4sKnY6<Js~fps~nO{uAP`S5BG90nwB?D)svHdWrCbg
z&YM}%Op#`jlBuj3i9Uku)VW{qD%fx;c#Wl>^I2u=Fp(`scDFl+CY$1ZaqI(m!ZBE>
zCp8?X&N)<P<k8Y8)!tPV{DN^bC(BBx@k)5(K^i^|M^ksO_LiP-Gg%<acuj1yZ@eKD
zmA5vtyksa-hj9^+O-2<AFgSb$J18ok$nxNJX_{eGvg6g#Kgt*#J5?U9h~uNlGD)h`
zE&L5=m!6K6t2KMhOJl0Hbs$bo!AoG;ZB+Xs*ccE`*IV9%yb;MJ88#T!Bw=(OU1~w<
zIEB?-V^LX+<c`Xozu1@|V7|--1rI1y$hAkjDypj$T(>YsuJ?^<QF>IAjt#-c0>a;#
zF6hQ|<T!HjpI2>?D(?3J3t{k<%nYYBtUA;>zs)C-t(+^X4H%?;%fV+eF2J-#>6BYT
zZPG1AZVR||EDs24Ag6hXK#n5Q%rS5dCG&TKUF$QeX>QK7)S_eE@)`;cz_F{|n8)%+
zrbpbNI1M4)81fapSztYPG2BYpyG>%uUC=xZ3H=(DglN;8X1{3$XCqibdo&}0h{JR2
zfy?O4d2`5>qp@etr{{ANFRZaU3bm@du-m%mO`CW@YslQ5rm8v2bHQ;n#j^`d-KMt-
z^&2S1!7H}$<nzOhQ)F){z-QKyN<^Zz94UpeqH{T{)@&0B%DX_pK%xdZ<d-~V`%A1D
zm6F@yT`OrPeJDq;yjViKKf5U^u(bK<YVIasCw`Q{w*@Q+W?VVA>YGnKzfOeZ7_svS
z&kWMz$%zAqH$}!0e8Oh@;k6e#N{$r*(>$cjP@7)8j3X82k`T9FD(R#CUQx%nU3mB)
zS~nfNbSmh`jEm4xRF{(rsanET(WrM+4-f{Ftd?q;M85i|3(~yqEivs3QZmD<z#!u*
zeqS)kA1*|==wge!fwIEl3^K`%7}2?L%#eBr2yL-t?$qj-x0Ea$Pkn5)$k63Ep~;^Y
zh2ALpM+rFBQp0a`4z8WjH+XQ-3Y4rOSGYB6$N={-x(mXl1K|E<Vam*kqag)Cf)VAX
z@~ZEe2Tg1O9Z`cUUDBw(ebZn=<(S2-l2ek2p!Rv?zy-QgZw?>i!s{zZ?H!NZ4L|b&
z@N1<r6z5$MeGzNWnHAg%w@28ZMU+VJG|(ONwgOGJ$C2>X(WhW>R|!>s#Jy%3qDBB>
z2{rhtTtb*?hkw9_nKNHl*6yFw#f0avBaCfNwTx0&c4t&e`VlY_AWssaC;g8gcXXYA
zfN>>bX59<B!p9u59LUv4aD|Dka$5Wra-u_OXL_t&Q|UA`n{fxf02W@&hx=Ai<ckoo
zYZ6i>A`c5SN~qBe^R*eaDC()Z1fB!>D0MXsUM1`Cq6Paw+y!kCUV~_fDty41N$CK(
zoBni>bqnW2ZxAU`x#|oBU5Uh=Nr@wi;jiKI`|9IV57Hwe4cuY!j+`zdo`2;p8uE@P
z(<FNv8IlbAoPE1Kh2y;frkNxc!-lDajvUM2vFw;;FVD4~j2uh1(hTmUV@rHH*(Uy`
zbGGTiYrZ!n>r9aSEUzV-!JcHi^^h%&ucy{i)~#w(Q<8?Myv=MgNPSPxCw3D2TRCU;
zj3>EMxR-~V=`E1v#04L@G{Z;yD5Sj&10l?P8Cd2P?L9h+Z!Z`$F8J0g7*w&<-}W}G
zhl2LU#o=z7EyQ19G>X=WMB4gkQ`YK!09{%!ok}F{MDq4HKoAi<aEQ1QV?Tcp68_<U
z=ya7829l?4Mifzs^J1Y#0{Cw#_?9wKWinAQ5U-&q&vJFQgH_~6+vs82;0TN(x4|`v
z_?HuO>X(eUP8xT-<2d2OI-^L7l_<~52?19NNHNcj%?Q#1?6DD%qJ`!ILd}g4>hd$(
zG+vf&4@db=nrh+g^c7EXJLqR3SR94d{82~SfX*a+(%=Bz$0_pc@2|iM%CH!Su4$|T
zi~woZ#Ho`Ny+%YF8h43Ay!S)7w=k=>JGorRS(DscUQ6A$kAy4~y>ro|Bviafmeh%p
zi9cG1N>pvabn3<(>yY&3LmNU|kSid=I-xD^mRw`2m#;~F#sh;DG4`uSj}6^_zl*!l
z3-|_fw*&9<yTYfQ@{8*k9+~EXHxxTsDychvVydAdKNGi=`+`hhL+MTTvn+ELfP;fg
zt(^fcMO$_z8VMqJ(ZY0N=!(PD`g%08vMWl)%QQ?Q`>~d9BfH?<Afc``LfMikz+ZQ|
z<?I`zR$=TweF(3N7zPcX-r`AI_a@?3!uCb7l}03KZIlih3HnKLVVQ9#RAhK=uRzjn
z>;<I5$Jxl0O?DGOh(T`mS@$6&D<SA8-Z^I(P=6g35T`sF@n6N5nj6-g++giI@BBB!
zk9^_kBBK_<_<FSOOW-RRhA1_PJmZ=wklQB#Fef(bs`pLx;y0~{aMHYO<#^O__@tp-
zvXeNL3)pnobE=YYM#S966f*OgQeEfIFDqvUa#{wYM{cMW5q7-v@0x@9wG8lJe+4Nq
zns|0sw|w3Jdwic6{;ni(T^ZZbP?hiiPp9e(n&e@kUo3J@GJa%#PhXDbVtAAn>1WG$
zuB$ye@dm%8Lvy&|r6n}3=3bQ6H3K_cga3r)@V`MIt*@xr^5~VO6b;|n@Z68&H%*06
z0UQS}rHUs1y22b%-9b%jArz?mm3%EpJ6DxQrytC<(t6=m7G#Crtog;o?&Eu>XJp66
zJE-ZrsSWuz@0!dn5o9$)S6%!S*||t?7_*n}qPl082Ss8FWD#t3Te_PsZRrL1R|csp
z3U7Cshp!re?t&<LY1Td7u5>rFtGuJ|wsf}tC`K6_J2F>$ibq(`-{qR&4Y*`Joo0*#
zsm;jp4`vICk>Sjf)y_J`8z6eTxZ}XH*2XNwN-9=XTXE;ISF)W>qX9dUFjoF<%_4d0
z7aL2C#U!sKiR-|D4xUwl5Nm#z?Y6GXxQ`6JkeS3^+ePQQ2?y+ZTZ**e=8eozii3j{
zjrt`PXdFF_cT9S+0!K;{mIB&r)JSRzt<cmmHTnvLZV>}yptRpJwkE~!TaWtgw;@nF
zX?p^g!1As9+zS*a<b5_I!aHfwBy}t6U=B4%xA^gqJrO4%fdh=T&k)npvKoFR5+x{B
z@EnEK57Ed)dN%Ui@q_*Dgn7fE<|My*LP!L6@VZl9?QB3iNIhcicE%k7WqF!9ussRJ
z*o#=n+?q3r3~iB~tJh<|Du;yR`$l^np1q&^DDu8a9}z#uiAL2h5Hxq?8dmmhCCfmh
z%Rio!hO6SyStCIZ{>WcKEaqiRadH|;W{DtGy`4`<nZ8mCZfe2^^5xLIao?!=$x1*x
z2DjnHuLau}v#Mvf3f!0~{NWL}Gg#H$p1*yi{4HYYg#PFYt>BX|>*V;mZFP9K8c@Q!
zwa7d3$|h-A40^%4*PRr53NjVNV#)E|7?IubO^sEB*Y$uez8Mj08=zuOQ%HPn=92_5
z>9~uL)%_mJnv0&~F1DyHblS=m$euC*deX{P#j`?T?_0>XLglB#U}WW|CBo66lv%-J
z09OoM_c_YF1Hd926_D7M-7j82&*mdK^|ZClTxPzpei?pLdkRf#oT9nO@hZi)Zn0cR
z5*h5&ZpYlVc`dE6$EAU<j~Kme4X$5E8`oR94`laCZ@mKGS-PWR;mDX%7_9mlFXrXQ
zXV++!Q7pdrvr!Q)7INP1lRS#Ht?p{g+Tduw!%kkxIrwLL61vXPx`8BGKm(x5*AP2B
z?oy$<mjVlIc?6fe&$*c#S2tTxz(Sf@QB+$Zc#NZD>w_?7Hsw^XTWl#R58>%3*|W;o
zV#L>No>@5bq1+Dr?+dFQYUw3oi(v1zJ#`avwE+>%+?%A9Xdma>eb>t+<dWL`c()17
z;Lh@mjL#C0j12S)c(-xQ6Qt=vX{_NTe4l2Kg!*ealQB=cY{DWS*|v^vq<ZV_1fQTn
z;_95!?<Z0zy_O#Q+|`9US)<e4Dk&=}WMlM<iq>U+!)I^|Hq|W^f>!xWUaTBCQ$@0d
z#stHi=Lg7<!>L#T*LFj<L-glsi~7OVK08R&hsfC%h-7%Ju}ef+v!nylQRYHlK5cfV
z618{hdfNwO{)j633gE(Q6385rHP68)E_K*!inlk5;Aqtmap+kG5x6-<#u<?C&4U9t
zrjg^$_7U9uWw}mGRoJ!&>6wWmgM{(&w<*SvRNkx~yoC0QM8ROPjN7?kB9IIkPvV;v
z(L=`|P0l<d+#i?YsPbh<DF6dL!+AF;U2%Vu{m^`TJ`q>pEvvBDWj@}~xJK6^iht>&
zwIkc0Akct;7wX`5_3un=Hv|$LEB8UupaU!!SEreJMyOg!4uZ=rakujDm$(|&(M!Nm
z3R$-`O9-p*YUfA3rIex8KNJ_9LEXc*_Mw4x`IR8vk<77{uSq_E-(c8R4>e5iYOL#t
zk&%WRt!mL~S<tSCUvy?{_`e7aLUPalH@M?Jw(<V}1sfOR|I-*@|DW>5e`go}6}aR7
zFWUIu<$(UbaL0cZ82$@!$NyAa{!ikL|Nf%?7u@k5^ZoyfJN~~Fv;T}cZull5X(tk1
z-y+`vVBUNCivXa`8C(6Jc)<WoO;zMVviQ><!)YJ3xM;E=l15JuSLJRUKHI(R?XSF{
zpV%MV;`CzoB4fWrnP{y>Nk*PtO*)FX>9@MNhq$9(5d4QfKOa+XVK_KHkH6p8hD_fw
z9o&`&<#(gr*pArzZg{HercG3I^*uQ>`Fb7e$jNQ=^aiSC<FdKfEepo_;<P3tF%|Vc
z;PsS}l)8J1Qvm(WW`?dsqXFHA<QK~x3<S*EAmhB%N%~AliQU!K?YYVDRl|F;4BKO1
z`hEv(iUUT~z47(aG^J(2e`mb?O8TF1Jjn)g)o8~{@^B|%UmxoJ9f2^K<)7(`yXU7X
zW6MfbH|1jYJb5zTj~M<L9fL%0sG(n$h<-EzkxP-MvLvrNkuiEKtL#5kuk1cnXWmOW
zOM)oCyMzTobQaOr{W><Np{B9VmX}f0^gJ>$5@;f(c@O!ICs<#PX-ev2f|weseD4w#
z>AG2`KwdgLAY77cHZ<90{yiKbXq<CO98yB-K+KvV%mjt@E33q0_=g7S=h^w*fPS#*
zAixb}39jN8GmDdDHuK?ZFYK33-vkH5{?8Zw-#<Z2v-fx3F>?es9)<hzqi5Hke_gz6
z4t$aLKhN@hSiWB8K-V3CbxwQpDfYGRFSxvt7W&zN8|ONj^Yd&H#WYn)T(diXv@}n8
zwgs>c#0R&5{C@sE*+UMf`vjU}dDW8p-%#3fRt6pm-3(lC?}KKr_+bb%dm2!$n*_jw
z+6z^^4+oTctDxa6FYkX<m(PC~^aGZZNf!Ix`JhY*WZ`*t&fbv{u_2Z0-N5t1ibv&B
zfu=l~6T~I02Dqc}RE0i?`T|PHH^Aqq5^f;l*n_1XbxP*Qwh9-$oq&u79SZK=0^`Tv
zVcTOz?er`)f*bmELmW4%;G+CFhhZHT8==a`5v2V&x;Go4APG>uq}UMm)9EnL`#@_@
z#|pspX=&I(ZWlog4#qe!Q~8|y#(ot5Kr_30LflipE2S7)VU0e!yW09GN*CbiD`-0H
zQkUcR6zP(rE{jtyxYAU09~>RtHB%t*`{MNt8tGvkT*yTuskn{6U<ZDk3z0_xfp&|a
zLV?r-(Fz7M1Cyiw@gQZe%i#ET0igGssr6#ymxP1~hsB_^2kI^f=>e!TnA-Euh#Z6v
zWRjv0quJ7tc5@OIPymf-Ecj7m9(u%mr5}^e#PWWPu8W1bsKQoAtTU~2!xD-+?ldBp
z(MK|>Hq?XQo&b!Tgd<7%Jzm7!-qMqxnGo3}b7Q=$O?L@FK|;MW?4FYe@3Ls4HH!Nn
znXt~jI-~hR2cgXU5bbVjJJfq4QS}cs_v#E)lqMNLNkUZir8?c9uq_d-a9c;2<|2|(
zR&uyPr78Z$xqef**o>9O!#E6mC9;FiPCjZPHMk~ezJN+&d0BLzQgIyZ;2?1!8rSlH
z5$UOyorIh#32a5d$_Apc3CVrRZkKxa<Qey2DJ>$RFph%m#0@FducFTQF>k=ADnsKA
z;s@b5fru-eB0%RVDU-oU;jU)H)@8SunV9n(Y0Ik2092C=Yk8XJEB{Y0j|eD|R>n*Z
zzFBI?Rz2L=vsQ!#$J4(r9MM108Z`CIM!|Z`lR6|V&`c5QkloLY&HEWAz4<E`Xh(~P
z&{n+x0_L6YiiY7T><3xt>IT9KfiTS_5^lEH1Fq~wsHNn|rmdi@ocMS_#yRcfi$>Ef
zSj)JSAVg2(4Z?>|T7(g3bY|LgSfMBbCeyntl^PYgjP^O>tGs^VZ2Xl0iTb{k{Y>SR
zh2%4)8Xo*yV|o2XD>wNw!~<~rZo^;1(k$L#CP5oQ{W#ya4aF{sNhU<zmXfyaFNkd)
zIz9=nw>5Wl0S|~btGplMi(^#hZS1+Q8YUEoLP&>2j4D+0+7#~3iWjPc@lA;00I)Of
zNHJQ$C=<K@{7%uPL=&js>lf0&5RKgm$t&dtptYo+lwl{#afv`tg1hBBQ%Wqd4*&%&
zxrPIY_{hu%l^K~o@JLG_Pn#7s^P<#@NG8O$2u8cPY%fM|T<JAYS<>?mQ4*;TtNV<q
zJw$7!pAs3&A+7nH?}BJJeE7x*Ex^vms8Jz2!`#t9FbXC>j+HopOE%X6Z17eX2W(cD
z@$U|ufPo&xg;+r9(=vZdgHzzIKiSeog=X|j34)p6%S}7)*%@oVioWA%OUAi2HsrnK
z3p&k$s_Z3rW{;v=QZ&L`rFPVPT-!I4k6L(cam)*AlV0MH@vHK<P0MruLMGqop8gsa
zbP|;LoGjd8^bY8=4({Rxqr*qhi=c)3z<CYPzrIUh!KxG|)*tn;0`cZ=pVzS?EYa#_
zh-~P4!QB)=`?x_1V9miA18?G!FM+n?z>71j{bCVFW*g*UZT*`c%_WJVLemE%U0}#3
z3*E;=+|}#}NwmK>tFQsJ;z131qCzsl(GCwD!&e;oFV%E;>uQQtIffedPIwn6!CZ#I
z@8E|K-~S@-whU=<WVY+-vxlDBbTs3Q8tbU*Oj^yMIGAY!1Qac7NEVFg0LmH)zYHlZ
z008Ry(IPpw8T`bneD*nEb7Fs!dD@8y>Jn^It{}P{{7+uu0o~?Qgx@{;SH#1$lM?1@
zv&jq<2!p*ymSw%PRX0=T#S&eBS(6hkt1Nx$p?5fikiH?DHG74-s3nNcQSrP4DU-sj
z&;}azqqxe5t_=P)`2m|Na1&n0dS(1hfc;XW0)45sYc{P*fNx5!_$z^A*>Om$iWgxT
zoY-|a)Ub;Rq!8XK)}TR>N<t`&E`$i{dX!5C9*v(}5<-_<QD?JlQiuvU58jIHpN?4E
z9vU`F4r<_mjS4<o(B=8TpljU9jq)*6UF<@dW;0HQ)Jx3b@+ZklKM`q1_mDdBZj(<o
zF}Ek3JP0?UyXd(-DumDyRBwQvZt@I!B(oL~3xME$&c7G@y&nGKNNk}=cAR+AYFp32
zM+I>Y%rJo(^TyTiU_WlC>HrwV3>7_wZaF?Pa~pdoi%=JglxvC<Qp!?<)4u2o?<ww2
zoz%~zJ5F!W(OH;3W0eTv>CP8nfwN8h{xMm?qrU=m<TGV}G=O*|pNr}Cy-Qy;b?Wu*
zqJc107>?-?>gs$Lg}`t|P$V8Mfj<o$sW;CYyO7S>ac=-DYjcj-fSb`K#`IO{#b2%T
zjcyUag3zT^hq{3=$}AsavX+kZfEFjLyPQW56g(6=D^TN+rU63bD{_CAk;CXT3m@~#
z{#1?7S2cn0%^y*$e1a;R+qovS#g_uw@p~4H|0f!z+8LEP5iiPY`^shwH$u$eiTn1Y
zNhA7`*xrxq;LP#izQY8yWPA|sw-==sa(bZ4O8}Lky~uV2r<^$vkr(I}Y(bCYNPg-f
z?BXh-D$tOD@4be%%E;gxha=AGtJ07jp<NTS$*wCoM4vh6<1EVo&XK{Axm`*)|2Q#%
z8!6T<QM&J3r2Oduqr@dvFY=wJ&vf77kvvGIPu!I0>aOONsuP8^;k;*EYcCqS8ugWM
z|J`TsBO!@@iGlc`-566UGM}Ma<G5nSuwwiGWl~1~Nu-?^$?FJMSN4QzaSzO3{7S)m
z5ClfsxEC>+p**Fu$U<yB+IXl%mj<i2;J#6am~tf!jNGFZe+DO?Ld7~t2nczcTZ2S3
zd^>a#;^__UisZk%JH7t0%>4Yx%=J^2+N6`eKWtMbQ*!y;uGwVsRK*7WqUfu{WRIdJ
z?3|=z-0wt!f)q~a%(g)caBFP4Nruv!6XGygG&>38`ew90r24c`;%>u6AKn()feu1J
zl>yQTQ`v9T?TcbX@ns*>?&pe`<i%T#tb)lvL4jsx2N*;^EI}uKT&Inq@8gGV2GVBH
z(SYh`3lfGzvm6*sa=RQp#rzBoQc9=k`^iol3)VcflP$iPaZ`vSEAnwBD=$qIhz<+h
z;+5JK3#lS7QXL!A65^%`fLIxYHqeJ>t&)Jd!sz(4BiF`GeT2w@a`ySUku(sBY-r{u
z#rBh0;fgrGkWCyPaA(l?A&z(J73en}m;&AA%D@uXp*UjhqF3O&+Z$SSrq-*Q(%a28
zHK!N7IWF<R-bY%V5Sl&=l^LRavA_R<%OHOE&XUF7%lL{1ST1vCr*B=cA+{{BEmNEi
zKrH3HT4le-TcaPt3E7_CIPe4Ykcwzn9`kqr<YmxfI=2fXw!h>XF|&YTN%lp`|De;q
zbjb782HwDE6aH|Pyz`=msuiV|g+xC{I-4yY&SKrLS%RdgkXlo}7asvk%6S|l(`#_y
zdC9p+qculZBw;6ebu4f;g0zgFI|O#97?6>L@lQ-qX8k+|@GU0h2vpK$g%V*<byL%F
zjPbQ8>^e=zA(NncLS&Dd!j{{RPMc2q4i!_~Ox$A3c`b4hE}jXGi=P2)Ix{DOss80B
z_vd2aLw2*0i0)kD>{M_U8RzaqWOmak?fX#H@EB{*kH+t$uT2L=fiFJo?a&7u4vK-=
zoyFQ3T3i7mptjnHm0`DOq+G9LJ!OuN73grfqx~EfdQ71CrKVM!KN@x%KC||y8tR$M
z0FPMNQr4Uw1i2hG9-SKHx@pv*p@K<cbialS7x{t3giqKEso6by=9VGs;-gn^4Ks``
z(U&cWsf<tA+Q&N#EQbxn|Mp+7u^NVx6!$Mpo3frv#g2la{>?QPEpLw2eOR2zYsTnE
z=;*Mj5RKZT=U|S=g18ZuK5d67Z^&tW&buTRRUH|AR(6{K4Cc2Za0&2!g(+`6nH2wh
z0&#F%y3z{qv*NwlZ_cdI<LUTxuko^>VQWN}z>?-DMSFd1o*)riu!(j&VJ}0>xGwM1
z@w6)%P|55?1GYAvh1Dsex7c;Qv5eHP4)C)hnVWzK4T%o!jen4Tq(Xq@z_Vm{G29vD
z)0$;Yqjd_()jYRFrEREFpZQ6qL#JS{af~nBYjxNzg}A4p4B<gAu+`lQ851Ky*v$<n
zI>TI@P`U6>W-aAG^1BO-Rc}`fn|toq_;k!}SZ1EYp);k+LE!G88mdLO8FSNKv?V4)
zp*o5_BMp|_ofN<Y#xU}FMxDUK(ec!@GfxD8ZmBdnda{Gxi6SB%81I%~w%`-rMazrm
z_wJS!j-)qQ)HE#j=M_ex<eqVVQm_luPv%fS3TWg7PU?~>x|GEgI$&f0DePK<Pp>Uz
zN~=tm{W_Z!0Ryk$yJa!hz<eVIRZ6|#V<E)^HLep}|Bg56(xff__QEmTm=k#(`H;gK
zZ`l-PEEa5`z^yrIer!A@iG|Ph2Lu`?)FnL!AE;0m1|I@<<`fx?XDPd2Hs{F&42^4%
zv>cS^7v<qL_2S6%kx9zPg(h=>Y^(hg7<$UbDwpiicz45!@e#pB3{vyCr{u_Kewf(5
zU6k9Ff<)N8%;Ck21Fjbtn7bDjg4g%-Fp8sV;Q*SjWz}QdVi7~`^dy0y?vCHi6i{WR
z{eU}h_O$jNEQJGfYZ>!XxzwFc+l(ynB-zzKVs{cJvAGfjVWwk6$4nnC*mCok>KKES
z^8l`}FwMpb>~Y8^jUHz0q83WSf^P78O$<{CBeHD5AX^5z2}@iBXL5>IXB2b_tXDva
z%FM%nw$&~LD%FC~8NcXiu1JXVx36l2>gJ!1PsT8AP+v<5vmDtT_~#qWWy{BF8Vg<V
zSv|Qcn^xrI9OdN*+f5KgJkMWn#c2hl_aKvAQDJPaCj~)`yJ6(<7y@)aDl<E^ye_PO
zg9XYTY$|j(WHl^+vA(P|V^%{dO2KV3GFT=y9u9LW5U;X})YuD4KFv_9{Bri?#<y)+
z3kDe_vrG)iYsiJjMk#@Y)8_H9080HF`Q~g+5A{-MC}B;DQX?~$XlZ@%F`0>-<aJZd
zj9}?}!v^mT>r5R_bN?q2;o?y0H5ne4J|xO)kmIV@9XnT*<~Cy)!Huk4=mLOCh)8_7
z6=F8E_VNoK4}Q1Rss8LTb*4GQCEl#Z&a={i9G8^8pXrY$o~Y#@W))F2h;pkB=HZ^#
zum_8Fe)h;@v}d8Ul`Gssl1w0C3|D=8we^`l<HS9*64XT+&Wd}eWLwaEIkfRfx9P<6
zmY~PVCNE&H%8B;2_)lRd7M*097N>$&6<l%2rJ0BTr}108EZbcZ#l)UXT4gL0=By*)
z7|8gFB66CBSa;R9BT<^CblmUxj^K>nu%IMUM8S(!Y4Vxu!fX>^1k{>MA?FsaVY)z0
zjRkKEt6p0#K9ZRT`twFC_R`$P8vOV&M04Fe<`j~O1w*Fl=gO6k%cQJ!>76Ou<!##G
z4p5UHyou7mP)1}7WNBSPss!>U)9Yf?&hXMxWS}n9ze{iFJ}i3?El)OVT?<d=$3ETY
zR}eofwf?pSK5o<A1mIzk%iyZwcW>%Z3jLBGyw|M%2!T2?>TwgQ+XoPP&bYxZAmf2y
zF|2aBKjPD9r)0>*a;9v<WnmPuoZyoSD97~71UvFOr_o{ywZ8l7iN111h!<YZuykC!
zU3+!NXELt?WOPFF1+D3u&B%pe12^b?t&@{6y2AHZ)gcj%x970FInPNbu<UlX2rYwx
z8y}h@FTczx9u1iFI4|=c#dIfVjz2vl&ZxZp4T{v*>gQss!y=h#ARFScPUV618Xf0v
zJIPt#_J$qd2KlA27VFR%VuaJX)TUq)xTCBion+6lUe^&~q^(8Y6>`{t?I-rE+NN+_
zKFU&r?`}PFfF4O~HOs(3ncEX#1c@@bx$~j_Mjjb^1n5`LwDh^qQK)b8m}-3N3#vXY
zLKM|-p<LGI-)YoWv*=z#?fN(7C?nbm3K4Po)I(&)0h4w17k&+N@ityoga@9#0PSq&
zF+&^TY5E<PRh-A0pS9q<AiH=aVcu5nbZ~|L_CS6C_kEF7+;(scMZGAy=neF;L)rsv
zD<39lwMjFd+bijXGnn%4r%@oaq*M>z>Pf7(`xpipSDl#g*Q@qhacSG6zKyXn54}iN
z>h3tT<9H2slOFfrT`>ZE>kx{aKn1QrELnZazIZQ0xxI)1IUBTxj-UI1)+vsq9f~l;
zuWLPO?-Qq~GRbLrRo$|6KRQ)D5|Jq}phI%{RnsMzth*E5mXO<Z4QKD0)+u?%$;k(!
zk56sqPP|gpxL_VX9ip%KxVAfmpQJcMKEns@43+xK^+Sl@U8bwOwSE~3+`4@_qWLT<
z63<h%Z?kI*ZT<X;ebWYg<$fJhbbZd>%tarKA1AF=I_iD2;oXPmJ9xC1pKTSoji=~4
zFM&+hkTpAnT@Fu+!oP)_)!6aOxp!Sst1L-93|xeN^ZS(dWkdJ?Ud<?<8wbi)Wg{iM
z4?-F`)=DyFC)TSMB0fG+=dX4kj#s<Le)KZ=g9?ZRIb6>QE-s2v63V2T;9cHVd60Xi
z?lSflaMaCyX^>_juy~z=pHqTWy;I}h=@m0tAs~YzaD36l)eZdGj)|S3T9aHJN;gw{
zkmQqLWtMhFNcJlzrwS1z;G&#`014aa>V&xf9(H_xCo(_5hrs_$*oFnT$Z}+MfdLYg
zOTE8(u>G9Xjh%PS3xpaT{L%@dA=r3(Vwvoy3ori7Pvem7W_XPGNK%`_KkM6zMtm3x
z87};}qAuFQPQ!|7?SPx8GUiQa;VnGU;CtmAYaD4W?Ls#Rk5Pqd^6Z9nt@kBE31-!!
z>eM5sbT<?tBGE?BV1}~(oI?7_1IZDe0K2-VVUkx=r4~6Xl3-({AuvkbE#vxyq&TOB
z@PjZ=ioNl_ffoPaV*EE~!O6<{AC3n5f8>Au3muLBL(qcbKj(P<3!%mT%o_b4g%<y#
z5A}~b{NIkozyACGD-_A`KjKvX-F&gM`B%#SXTbcoRKAF*vAv1u|I)y}(VdCC;*Q<@
zq<RDytN9_wSBQe}V(9_~Fh)gb7AvXpVP^9PymtR$EEbVUKH@~<S!rK7@AXxPJsL-q
zOdz0=`q=t&SJo%HI?Z0DtmOGJncc10r1<cM#EZuqP44#(=l9sfZ*t$kpTB?CmhxsV
z|E&Ft<bm5x&B;Vk*gs}BRs4e8IGW>^{-mECcz)59bN*9CKs3wGW4ALflPtg4zchQb
zbVqS_{ZDIe^BbV!;3@m0yYnf)vwPbRv`%V2GOOCTSj3NX5a-h0Jm4{t8)$PYTADu!
zu32_}ikXTyKf>vgqn{Og##xrMOW>FLnuXo7booYhr@mP>y29;ovf`jG`_VdB%Cxy{
z{CYx~P__ovYA9r5Gf#WRdNX+VU3L{k(`d)edM@o?)w<hSmJMhM{VW>1SJu^klT*j&
z9Wp{-AKIHwAzNp~!3(a%L@~Q+o<}qOsxI)fTgHT(e$-We6I(*-U2qApSAgsgT}AUV
zUqU0lQtwlQE_=Za6H}8BlIQkjUp5I^^8O=20dAEVcQr8+ieFD7U>Nz4{EzrcQdlEn
zmic@bE@wMks!*XN4LL%mX^rh4N^V~lf4`q47lb4Q{!E6*H$6%L14~wDR>d1}et-Sz
zKAj<a3Ilij_LJ-Dp)A?k&-3~&c)-q8uh83qS_Aw<+{yH)nZMx<yQAn>`y4J3DA>E;
zU5q_8l~~8EdBkCVq;s>K(CPV%-ezBL&%^qb%_<eG%05H%iSiWs?>XUjl`zaVMV*_K
zrWpuNhPM${<kkJWKkb$FefemtBK5i;ncCJJ>m0w3S&pLaGmFl*qgm=bl|RjD9n0R8
zdSd9tDrKf6bgaiO9)4`A4xB4CmNTcmyNmq=w^Btxqh)G$TeessGhy>>EyS=_Hs$^K
zw;V&P{b~PJVE6;8I^J+!U!X#&A?e;lmeDUnejnVio>wJ^(>*m00moxo^x$A<xL+vv
zkr-SQ&`=x5RCTmMvgEy1l9*Qe8Rng`gX?P7v$zlcHG~~W7sLj-_B-ounvtI0-&f(~
z010#RX}m|X6ufou=2(auQs$j7RGDpJEgFuZ+X@~PoF~qe{VExCv=|vb><w&<Lgj4}
zcIqf-Bf<$sLD1R^wXfT5OyRE`)H+$SC$QST0#kRhzQJj8enYsFYWm8%Z{?SnaESR=
z5FjA&C(i9Q%nCp{Zm;dp^vO3x-|K8(bOJa6^xFtQ+;^+{{kgFkIR$8+A+eN1k~?_h
zncBz-Nu97Zc^I=sja$3ue4&7zf`xNfdn0gk1B8LgKzm#J=(sIMv@_h`i7D_wzOWrV
z;q#DGMq3=TGuSo)R$6?EmO)6qC0s9K^Ej0e^DJQmrjTX(E;G2hKtiY!y2Ew4M?Y`P
z^Gfu6(O=b6NcfTGNldsvg9jwMpQv$ptm*XnK5^o%tn~VZ+z>hTBgg#XE-zOy-pph^
z-1{5$i<<Qm1~lKhHDO?;FS-T`>+nDTFQ_tXH}xf~1ie?36T=T8;s+zJ#c%)q!e@i#
zD*mfqL-vv&=)J1ZzXqj|fPC=u2Y(0<00IS3kR(JqAo?uPg!Kwmu~KLG95Z~;@IgwO
zt29afZlvB5HX$1ir0wxm%CUnig8MqTFXx()(;cgW`myjd->QN3AeKR@dKvFjJMR*z
zjA^EIoq%`>h2!??KtKZ5)dpVzn`9KuX(6p(<L3RY@Y01~2&!>+@`&Zf2`D1})cWgm
z?&4YV_fhpT4ZjgJrcS>_`+bE&Bn*gVO>jRV^WPY$Km8tCZ+QK2gvHviiZ`e1LpLI8
zscIk=D-`6}lMa_-uMzY@Og8a$jbJp*to$yQG&@6y%K;z7dE6>^U6mormYvZ+g`3Ev
z^j|$o+e64<vvv}nq4Rp+V~A|sQoK<;XeO$zL?7tAd1&r#rPZ^QxfDBkQ2jfTFN4(_
zN>w*r`p#x3Tspeq4`k30HEBX9&<v&107fO_%BreuG3!9++n|(qCh8PP!g4_W3g8rH
zS|h;R<W{@LTvz94{BMdPyThgi4-TB!HJ_UC{^tgrk11lqTlaBfxHGNeg$@@Z8oI}a
zqKB=K_6aH<HaN#z%!D#d?S*O>IBiQuAObG6+TaR;S6;;$+nH&)1Tkk6#s_!ha|yy0
zNGhFgpGsauqTu{zPZxFj?yt#0@Fw3yqC4a!Ood(0@oqBHWDD?*o}rJL_YY!BY-L%b
zbn~~SIBa7zW890ojA9bM;Y6w%J;`EzmWOt0TA!7mgxjO@&8xi(@_ZR3AfkQ=?g6NF
zqz?SKABb?w?m702uJ^sEbO=g7KAA9h>1|OMb0|)Gc_~<A#5I;WFp4yC)d^9l-KkZs
z;c(1NjJeghu*EA*7Rw~&B^&FDXa^9;I1&h_GT{&rFF9#}z%!e`#dEo+fyuH+FMU3X
zdkYP4^YG%?SQm697@x(?cG}|-L?9ypBXj#slNDZF{3+iDp%7T#4)mWYr}Yee7ROOA
zuhuP>x{wa{i`k&R7FTD->L8=O!P?n_5SYE9Z}w67YwLb7uMba*EQceAlOQfK$y>(J
zT0Q__acOcF%<;IZf&fH;G4IHBmfskx(Q@Gotq{BXOu`;);Th+?E<jk(b&P*Igb!44
z|HRWh`Oo8yTJMLixjwYVJurcEhvuGp^N%j)7tLvMCcwvYiRU&aWds;uoJ{Lt=BPeR
z8--S~Iwf%bg5JW05@`gTgx%7DT-4(@G%nxg{BZ5@133%Iv4x_lIW>WpWgrLb<pwq=
z9U0P+fyJ0lS;H|x!Up_$V&&H`0RD}hyPM5X-gLbqDknx>OQpV=#HBQF>}<+SOpikh
zvnvtNPNQUvg_ZH`1zZZPObLMd=+yTPG}^x=l|$Z9h2yd;N=@P`82gLs0=M+H$mYX?
zE>K_Qd1~XMP~@gWhzX8H?0j+_l_<e0GOZayB=bcbwrC!Fw`PjH^*GdS+CYMa^_<6B
zp|o|{fUzQ@Ji*>ac}Qj4%60&Q4aVA@5xS5_=4mZpcnubgR{%Z8kEP}^=1Sm`+qQE)
zOIvg4LIz$^*K!4lXP#EU9vsEa<bpux23yBRB-w(4Qz;tz>$CrNT#)EJfU{}Gqzxg2
zLO`_Ef6!Lw6%^{qEK6=e5YtoQ-_bS$jC(nqk!s<EFicDxT&Ignwzu!NT3#zDp5`z{
z9@ixy(%#U-7nujB{@xu=IxAPG@oP-*Qj_Cy0<Dpi*zFYxf>Yc@-^@C5MaqYh6(e*}
zOlP)2UcQCux@^&nBMl-bI!o%?uLn!iBO(`J(E5`0^&PweP*FaS>lo(3&jsNq`&%fO
zAxL_!4+T1Gk=3+2H#lt2wiHj|t{P?*Ev9fn_KhBPTh}nPDw_<b9^va8OPZ8@^Zpy}
zKQ|mr0tu}Y;j3=(6xG#2Cr<3VJCj<q?^%q>J!6Z3zaJBLK6He$h<w;bwC!JhxI$C+
z#csyzglP~*Tc`hOgr?eHxc-F>Ra<Y!@>#dEppq9JzGZKwlXVtX*fX%mdho*TD<RuD
ze5IGpqA4UZT5D=`m!)%28cCGdBzNemP(9z0pRKabat$!#v!3tUzYEz@Q(44NMJiZi
zHcC!eU=yqw<+P@(PC$ES4j3@>mTr?F0Vk_oJv4MfHqZ2ZL)>eznp-K?G{NdVN1vOT
zbjaq5(>*p#O%h+DA|L3g^2{eBP+7AEq0iAz#D=>9ka_@(P6O-eeDQ-vVTnmDuKJSo
zv3zukE=r$+b8ez9bxqKk(zf@gq2Xds;rhK0BNLH57`}$PYfYvZPPsB$Xm@L1hw5(S
z**P*z#;0G36F^$izjc(#s(nl9X+a#`nZoB!=tLT9{ptNhT56ZL)Ny%2a*>P=y?6UG
z)ypa+nj%A!^2kq#3{1#zQM9-iX6aIZiu)^}0P+4Xc#1FZl`$C^T7(vyG>*Bs45>9`
zTPMQ-D<>M=Ct5C8HH-g6loUdEu#CF10or^EamH@y#L)#jdyv?wG-W6j5<Cdj7is#`
zdsY0mpYnQx7MVAKCWv;PbwV|$Kl<cjtU2r?NECuL>D6MkvSheVm}uiJ0(wOL2T?2p
z)UNEnjr<uUn9~63gY(5h5iPu-Te`_+X&vgr?J>1KbM$KK#dgYJJ#;=K+?J0xUgF_J
zQ&_~Dq1-89t0T-3cRs{xy(}`i3FwMyHOX{uKX=#SH$C>k6a^+SMguqRnTt3x&+_g_
zu&I`ab+N^>Vg%_qBl^1C!fP1I8(eeHP@{6tvlUH}ygYPqH;Aw{b$p)^0Tt+El^0sT
zSc*o%Y{EzThoXs|sPFweC0+9!ynJAjCcG#kI3s*RJmM5EG-o)t+u1BwmTf;C8X{tC
z251M+H*q3<uhaN-xRJ#-iYt)K&%m&zK2*z2ns!JwZ*03ot;~CytK28WS9uUmSsb`r
z-$s>Do%=8nn|!b2-mKJkF3(=Empn9uR`$5aR&j1SE9(6zF5^m%=!<=J@6iEaT1N_q
z?8A<#Zz<!FvMc})BJBiRqeqV4;_)x^Ky@V@%8kaPv9PR>u$ly2l6Y#!GG=|TiH_QB
zI1sN>e8<094Wv9fm1IIT)1hoIQVS)uT;0kx>`S!-$ikdtWvOb`%p2Tn`&hNS*BJ<Y
zbICDNj?GAHY+Aa!e1x>=0G3Gbai}`UeYN4b+Q>hi8h#bQ0fS34>5+=GHgfl717$=b
zaN-DkMR5oTj9)n<hj%v!(Y9%F*45`S6aNJBCl1XWiAT0vEqu_aMq5s|BUr3<s^Fs&
z#^yjrnh<S?KhLr_=5DB3)<QF{x<#v!UT%!HXOiEN>|+VzE6!Ol5XE?tod}8f4s#6&
z$sd=SvV($-7&%ofS}Di?O}Q*ojVA3YGg&8Ql-j7pc=L5VG^m2|(2@h{u3+*~5Gqrv
zr0KH6$PHVIY!k!C)K3e8)t-ZyMu7z7OdXlG55(qildTM|eKIi?R>#To*g(`}Q98Q|
z)Hp4+NF0eQK^=NzXNoevc5>}5H$6LffUNJGaf?NA8CfFk>j8imD!Zi1>$@UqaC#Z@
zFyd~9SqWNp5#CNZt~0PhZ{Du{0=%m0%;;`IfAIwO?$qS;_X(ZbegH_$Wh>o*f7iDM
zUYg`V-MWBHn@(mn@ksq)J?^WwqT3UYZWHq+0rFvLD((QcMu<sn<IU}@!+N-zhf1LM
z-741KpCeo5bw<r_wUez<(YAqa5vJy8c)CGi*B)R&P`_iqEZnM9w{=?==uJ1TYeq8u
zAvx7DMqB6tWrep~TJn@$+cVa#YUtj$rj6#r&|WW4jh#58VB|1Hqu{~X1C6=thKZWB
z*t}3A9&99vag)(^X5JtqI6QJfCrmcCHd-f@WPs1cI%taAFD4rBQ4A0B(r&yu>raCs
zz~hL0r+~d+v^eFtU39q$FhlMEtR0=D?)qux$6K}$(>+Vn{y17kk`7T;NL1Q8skqN<
zRY@qtm9mKz67<$lA?s2sUK(nvAeq_8EhKj|e>=>QsiOxrf$$alT_E#E#7rxLH}%?3
zwZBx#WeJood^r^==3!ws7|KB)-!5=)jVm4-Eh(c*>@}rO&Tf9?BJJZ>d%ZUKXi5I%
zes!)^+Qw6lg6ZtgD7kmgBf~MV8x(EHvQ$b3NPhI(V*0Zq(}p$*v&Mam?WFovQG3a+
z4X3|~KUrNbqg=hrx`{J2ex*j{gjZSKi`S^2Nw+wA$i-442!Bx4jg5Rvrb$S7$xwW(
z{Uq(QMy%S0vsy8EW^!pZo<Zfr=M)9i^`<AM3i!%gF8p#DsGIxN3#dtpaeZ}h#eBjJ
zm&ZNd|G>YPibxEY$ng~3A!EoiM|TkFvMfbkGZ#Y#QHAjpMA&N6PU2!x;Z`KmV$bPp
zAuCj;12z3FRy+NZX6+X82VMCCJ{MPl9ZUN~_!mE(;Xq(N8fVo{-4ar}1ITLtH-67S
z?Fc}<3ioKFudwZR;`vObB%atoaS22VirDo7CE&Htb#kMd|Fh;V+Q_%Em}9lTT+E>z
z&C*l>Wo!i>{)nxT2X7=xx*977Mj}D<A>6G3+;{zz@$=`u#ro<3<*gfJWWo;Ki0zU)
zXXF;?rvU1h$=-JIr2%4F4MSUCd(|dUgo!8KW<AC_ym|QyGb{41;~bF_rF!(_>=h{s
zQr;O+I${#PSfue7EITd~JN|YiXjX8L4!sd_{}fst#1=SHy>sU>%i5Fqy@IJi#*d9o
znUIB;%jYK?{PO7CR;00N=Wx>>zG$Tvn{;~G2KOda$*t#a;X9EE=A;K(^Is1zHJ#sW
z<)h^ZRs@7<b}MbX6_q(iY;;0#I|<@D(LNmaA$@!9`zW<ngEQ}c5B{cjxvux^7XIXW
z?~vZLd++3bgu9zo=6M!J|Ea|>+2d9`wax<OAZu%TDco(_u-hW_P@b!iQJ8E&&7$}z
zFQ~1wqjd+T9`^45K^v^~alP_4e3GPpd)o1WAF<Yc&Jw#GQ0UA6$5b@Eu(O3ifsrG(
zY+~%jF%b4{8MlgXihU729TPsgjBuqaNf@cEomoV&y1?PQ-3!>Y&_0Vt$T=w>YG>K-
z7*U4nntf!9YT}&)_;+*nC7+}cpr~8Qd(T{zBeT6x4ZjQiT}GPjn%Bg?DdnXjRez>S
zAi4ATUC{=osLz6i(vw5*g&4Db!bSY;?$?*>!s^;)IMVVU&lfBFnMgPj(WbiLiVKO2
zBh03BqY>hc|2kZbTruAO)S0se{ImO!PdSFhxNk8AB|vgo!yjEHNr}AC@WgJ@uSIHR
zpZDl--wq%4)w)pPU9E%LwqVt#xo3rGire7L=>o>Bwf>7Ocgh5fO$5gL90<qG`Ay2v
zWu-#{YN|5t#u5F@RpM#N_4>pDK4FLkr||cpL3x?cxz05v9{%82kPp<7ubKBP85?A1
z#H;ByaBU->LpntN4A)NTK}X}j+vd<})9bDEi6FBU{$5m`={vz3D)w5tg8UI8u)t9!
zwo=522$83cBu{5?&h!8hL>|iU&}ohqD%0e0EPKSUFhfxj6*lo`4)0yLySkT0m6osR
zlCUEXG`kpkBe+nB{+-N%CTn0(Zp`K3aH7=op#yR&XSFVY5n&68WHKkQ*)<jde$!ZG
zJ^NwAt_R!%e9^bR5O%dgcS(HgSpW_S<JL}zv6Hb}8YV26oAJHtNYT}l5)FCkAx4Tf
z+4v%2`u?pn`#Tqf`v-9OCgxVt_(`#|-#__&W&g>^!rc$87|*EhNWjV<Yl?gps=3Th
zc+TTvz2p~&U?Pa*x0O4yUA&=o7T2sMq)lOO3V)mO{)ICSST4WvUON*vNbcThtiO4n
z-!o2%iB-+Bg-IYUNH0t2FyWPWzy1B&0?Gb@=U|;<*dFQ&nGxY`1G<pjes2hRaOzJ0
zy1i0j>51Zz)5oQ(0_obxId=f7i3|4f0b5!F2WeL;cN*=Zys-?aQrZwsM|L1(Vv@D3
zoeNy8TSm7Ed;PM90oLs<7G>E}{shesfHHP%(*eA=xDTbQp3WD~HRd~~?iu%FJ($cY
zO(2(o`_-|C8%R~|_3{ML`{q})@|iKuhzal3mC{ZwL4T@(c3mjwOl0JgXwb+9PKyIk
zvBY<LJ%fPgg>}<>JzCzvS0pdD@LQrKG*e^}x~q1kLn%J4H(C)vF}Gy@f^WBj@(_}v
zOpyW(;8(36=#Rw$S3x?-8bpq9$Pt4+B<lo2@AcX*);p$vkeO!V^V_8p#+cv2Kb#=6
z(VDA$x?&e@jPvn2i2eqNP-bif`|Urcnl3hHnlQL5C5pm_MzpkqUTD|N9t|j~!bU&!
zKvShSy7l;aLYfiw_IN(#b2);m_kxAY$k{N=&#bG?-`Xf*fqTy@M_DCuQsuWRY^4|j
zo|bjl5$~6gjv)ebkpUcRoEH)eb*$<+iJ&gdk66Sk?c0lkUI>3J6kPoUx=luPb4FX>
za)zw${8)f$bc)U3v-0;ilPI0gO45V05=^l#TXd}oo}R(AF6-`($kGf|_R^o5{NS~+
z^v<hl)5mH3Gq52t2T8Z)Uaj_=@1VXt?}l6am6M55M@CEeYOS-^KlD-ym;7x}N^Lc-
z`x^@4;BGGrv^)(gu8!VT&Klz?|1ajwDM+(ELGy`9+pM&0+gWMbwr$(CZB^Q~ZQEAm
zX7^0beiPd<yBpE7u~+YT?@s(LPMq`L_ek?FD+;f567wU5RXCozoC)kM#Y|P>vQdWf
z&W*4t%2D7hWCDF0K!Ed&=`w=h7~J)R20Dnp#=(y_m4M!~&a_(ps@z!ceB&*j!A1IC
zt)Rb~4F8VnVxedIk0CtPzfBwb+qB33@BJ0lzw)jAbym>dEt&s*T-V<Z`mg;J*1y(q
z{(Y31^}pT|`A_|o@1cqP7KE;Il^3|kzGq<72Yf!7RuFW&5WEm;muJvkYv0WeA3P;w
za_>T-@#M=%X$D3*^`!ucrS@>82ikre>27HCD2`wSc)Lb{tV+}Z#6J&%8r&kg(%s(Q
zGYxOccrqVf%eXQ=t|%qAUz0KHW%C9UF9}L^k#bTot){Pa(@b4<1&q4~0oWi>Hu~tD
zMem6}rG9SBtim6+d-JFjh#oF@9+7ewh!`Ar4q;~CJ@ZHUPr=<o;12B^d^Zp8gv}T^
zsOQP<$vHvEkM&Liu{u?_rXJ2-CteeKGp0Wr8N3~VrVh-e`e7dj9?l$Ei+rEwJqcv+
z;Mfh!-H&Cva%8?#^Ub1|-qF80g6>43h6WX4%^xT-q2=5K@FppT>{HlozaR&2yJ6*{
zNwTECpp#IbV`Hon<NgHAFXwz0NW2krPO|5hr+005XJE2<jt1{`DZLuu=Q=&(K0dRi
zJH>j3<9MQJx(_XwelO6@-QKQ$mn5L#!Q2YEkIj7D=rC114;;dI=Q+2F>jLu>aJi&+
zWN;)pTkPTbou*308EfX@!%gIR5xJnd33_erhEZeh&}n42119ekim_Zyz_PC-_HXLO
zTW()zcgIi@*TN-uSZ_KIWpQlx?saQWY6SxC2oAOX{CS-2&*|F2+Z>SXO*n982KAB`
ziB_*22&0EbLWa#p@T5~moR1XvbsfpuI~v?faI3vn<*3_F#$dy4tdG_)-BA?RoGL4C
z7?_jBdRJEnhs1Tnp5eYN<Quqgy2WoSbQ+Flb|)Oyz5b@v)h~e!eGwv*|Ayy~SDBc)
z{gMv$1`ytX@*9Iei#H}AXvXB!cu>AI7c#Dg!UBA~fb<8u8!<lk4>RD?cqM_3<uV4i
zWP>5O_zOvJVvR)jUh8aPJH*M{3Hfxn)g<w!v5Kq|#c-0N#3VG5Cqa2+oi8^+*YL`y
zNJdZRB*=o$V3IzdJXI#Dgh7y!52IRcxs`#^Z=rtyu$GV^#<0O;v0!KELdevHrZ+26
zI6h*6vJL0n?T@x06GSt}ZJ1K#fiA;-nWuotszkcXlYl2D62-absY}ZZdVOL7QJQp`
zgn&!r$N>m`9Air}WQ;wPZ}4XSc;Edf$+a<F1nRtFivE_Jforl;oTHe!uXdN7*2D1t
z>01MD*WH@!_~iVpUMKCUQ`CVAX8KM79f_%>S>yJADt!or@~x2`6XHj_3JZvChL%&{
zL2iR+(Rn}FdDUc<h!4Y^t}(G|)P=fqH6A(%+*=;&8(^fnJv$5;ye%n_bOm2*Rn~_u
zKN1t<1~gdlj4{|9Fdm-`e;=P+=}e(nrd~P;XLr7UtY-WHQ-9B%Q>nM8KOT+=cb*t=
ztU0)MzvafXJB_T^nHcSwmWpiS@ai#W%#Uh(u)0I|P@YZuphjxAX;hI$rgYhJN<dPQ
z8dkI;naFN<P($v`dK^f>Hqby5FOQJ*69IITGB_!~YHfNbxV*e(gG6NaA#P0b&P2;F
z%^Hq0%7>qp_*D70;5eLUip~$zcV;11y)(buD}J2?TzoAZ2VcB*S2t+p=UwH__h1J-
zRpXBE1K5Ghjw%cJ;H$P=Kmr(zT0lfM091HyqRw5$M}5buv!i2%z>JJz94GNCSF*3=
zzC0kYAXnD;AG7@WVe{O<xSS<nmmTYriTh<kM^HET3Q3(v+3AaZmJ8Dol#oUg9eadG
zGp9q&KK!g~FN;Qg!%4t|5y#({kXVcFvQMIbi#lpVDlp)EyWJ=popt$j1>T$OXmKne
z*p<ENcU>EE4Gx?cu%H}m!SDtUU=Vtn1kHbmnYqHCzvm1n2}zziVAC+K+hC!V3HSgj
z<w5;w4!Y1D>_L4Lqv<`51q}%bx;aIpJ#s14Hf{p5zA`?QBD|UzHA^=tw||1_7J=m0
zCiw~rEaZZ<CtL6sY|8BmVQP8Z)Z8xVTm5yw2@KKWl8qDzlHf4o{|DVz52RFZ-s7!D
z3N_0<i5;9UkHido36U|C1B`m)2T(U5mNR@I8tS$<Y!wm}A0VkI2Uu&E1a=F1SVnp*
z#7AZl-VsiUNQE5v(&7N9K1RgG&ishj*=Rk17GshPol7Spw@yhh_l}vZ1g;Lsk7sA6
zJi`@n3UHp-{(My)3MGW!dPLSEXp{(|QlNy|0@@5S&BxV+sgml!Po{U_QY})eP2=#=
zb6$*z2lyl*d3>jP0Szj@T4x<-oML#fI)jh;4zF>^hVed3!NHa@g50@Y1M;=3(xcQ^
zY=vuX)zONB-<tEwP*P#zmFh`+;3L&;e`UyCcxpO~(1}pv=CKF<%z9R?Jfg@hW;gcu
z&@hYkuN^jzmO4OaIf9+61HOC=-$(RyaqSOOLOT#w0C=x_RKz0QB{-|i@qN{L>qk_s
z!zu!qVTOvWcBMo7{=}<OJ0Z4RC~s!0_1ru>Un3JCSXA)RI{!2cP-O9ZcKUk${<BF2
ztU={9f(6uN=iaC;(KN++?aMTPfWQ6&xfx2~@WLIjjxn~WPL_@?{Ln+><=xLvH<G-H
zh42g^Ih>9dnAX^a@G>_h<MIrrku$kGeJ%oE3>a!;HIWA~Yq458P#M>6DXL9B0sELx
zJ1hUaKxTXs4e%hmsz45yw$+!77vFrwPioqT$|nXB_EeYDVZpW;mc@?AkIkxc<x-A=
z&5iyG=BFn7qw3F&u*QH{f!SWp8SR<?T0qwrSZ_QIelQ(>WgqONUW}CjHLRK56o5>}
zn^}N~bUF^Nxgnmay%BTwI_KWYrD-l3zz!E*{(dOi(1fjlU*JnHkd(^d*|PasQ2|bU
z>H|07>R4UtOHS8$Rcl>TzJe`ease_GhapXD89TNNg{mJ8$@!J>55YYZ0m}<DOi9tY
zh;?&yw2qQ-X}}um_hEq+Hu)MayYKfdtf4ewXO&)IYxai0v<t*SK9tBFz!dbY+|n?6
zuZ%ZQRgr1qUvXtZ3FtG|`P7E~ebq}0uvumg&$rNaVG9RUX>!$U$#8n#6-+6cr6bH@
zIlMd7$MD;_J7JT9Ye6;qh4BouUZ%M=vZAy=;FgH|P{u9ImWmsJPwi1w<T>9xzdbJf
z+5Q8>!e#M+D77eH9DW+4$I|?I{S-~e&5dXxDL+~Aj?@O)8nqu-Nn2rrOj(VE{l}oO
zk%`4-pQj|f&HQ7T1p%x_SCAkF6-g1)-%n0x{RX}UMK6|JAplK&YQ^dnfq5`Uc}E*!
zQ>nBiuSJJoq>A)EvCpR232ThmAEwpAsy4kVba)Ais8&M|RzOERpw#I@7;aZ&b4eA8
z!aryfPAeac{ki~^s@0_yRq>U~F^DuZQ>p2kG|D;?3BRvA2|J+~CvOBE)xng)TJHu&
z&j3=onkI<3YrCjPs(0?j)(-mK7EAja2Adi3cvet@diab5QiOKrhgUbj!fmq0uc9NW
z<Yn)&Hgkrqq>S!1##OZ$95Y>3GO%=~THEiOZLC+s9r+x48dRk(+1e8#Nc$XCH^=1C
z@h1Q1|8a5dPTM42s@r3>q>!NGEAFb>71CkyJe){=1Z=yX*;;XL;XYp`Z?4SgF9F($
ze{A=2bsJ=v=bE@8u{Wqu-1y}qqr}EeX`sKXlpUOT5g$@P)jV*e>dNLqrgc-xrnrZv
zh25D$e>+1XEn})whVFsH8yOEQe6Te;QqEV^xps2E_QN@MUCMlKgV^Hy*>H@A7;u@+
zVV0CeUV-JVhrmIurYQ|-HaG%D@Q=I~z)!hSJ>*b=F4@i_G81iiRVCQvmBBpLNYP6I
z5%vhC;dJ{_=ekE*up5wKa-1d1Uqzt#CeD_a2%<EB3>lA<+w#N32>8z}V<kqhOz%`n
z9IfpeB}(6zl}`lpSQ$$cK{{G%5)Xa5sWHBgx}t*YH;w&r<@PNKvpGXKS4x%TRT}2d
zpG_n}z_j~Zzy!_O=kbn9LYP94^6^*3O_gB>ToX@?FF~5ugwMrImi}C8>Pp4C%pR4`
zmR+^L_V8N3^4!)Mk3Hy;QpX`~6T=H5Zxe{r))f#eXSMC1hBF$}+<h$vFi$0FcNp57
z<d$RA1Nl5PmrbC!TxvWc*;=$mwo)cCK3!xSJ{TNrC1AaoEK#)V>>XRLa{>cL@_kV2
z-sf4aj&=G@n!^?*CBN6A%BQdvl9f78lIpvy<m!N$avpJGu^$Ud9|LpDB8Yna;GYD;
zcJxmo_J4-^^*LM>dH`TBcMhAGsVswM>tOw9C)#&PI)}p}6s9p-ZXl%rG8<gV-fQ0!
z&iyj^toH5k5@<J~TzI6OZ*Iext;_HQG{r4FPm-RD)L7Tu$R%nS8E%DNPS}Q{9=3YF
zWF6H?@;7}(cf)lzJqtkFpDTuKYs_E?GUIEirn}VU?s?ZN7nS`b>|O({ZDSqz)RN!1
z4O5g%94J$enBU$)d6cFG@*NTRG&itmx1lQQS$D8Y8D$(_Nn|cOiQL*unssdFGt(^Z
zu9c^|95ba{*K_KdXp<7BSLLi!j&B(?CRgjN2WxE3O!ugHUaC&!uT-q^TX<BmkcHX2
z05cflGdd7Hd!qpsqRNCE$!P^iWzc6Di<`JW;Jr+pSG0(zHiSC~aX07p#83bEo(@Zk
zH!jp2e$`<CyKy4a(B(*fl+kLXx|=wu?@%Xip>3*Vo-sv7z40E1uer%t2@c-II{5s0
z0ZQ>xHTAr=FU^=WKTm-1@~3m=<HLg1Xb_!+T3$$PwtWGK?SS>Oe!5wjlN{P4i<K`m
z@>b&bk37rYag!)GEmfBLY60zSrP;z75tQ>3A<{rx0k3SAkD%30ipU!dFr_orM%}BE
z1)C<QI1?Fk;_d#pTGhwLd$MX37lIp1FHV$gjD;eOc6_wy<63pF4f*MqX2*x_81vg9
z_4$eg(pGgUD8{If9pOP(D-C-SZh~@Y?rz^5)LXR4FoYH{zx5P*k~WnRTj+K>>U`J7
zC5i{*W(Ig<tzV-kk{;E(m(GepM=~vUmoAEilpYnkSZf&>oB5WUrsGzEB?Nl=##B^f
z5*{ZB8?zl{L}-CInW|3n)iHcTok1N3Ep@8^sMb`;IDRyuXk$TGMdb~4l$`9F3y}h<
zI4~fJ2VI)kt4qc6YvEAY8*%ag_QjrQxr$FScL{~){kOln++%cin5i{r_)6cBBaFqX
zEeW?1pM9mfX~`1!?Z_V)4H!;ATI-k6CaKn%krRo}&J&KT3UV4NiKrp+pGYpAQcRaL
z&=cKe*&3`Yj2C^%?tRo|J9ouzdj>}m{j4|BUAC^#5|$A`#jWiP{ALDy{XWur5>p;v
zy}R{DQ4=NqOzH8|CZ8KCxL=D)*E5+T<Dc0orMYTE(x%5&m{H2+y8VI!YRf+9{#BYL
zoh{bfe>y?<yJiY7A*y<MgZVe6%`+A&vU*CHUSt+`La+sII4RHNi+k#Ckz#_`<EB_~
zl$R8v5ob>u{D3mQ>X#+;5hCHn-BD-$GkST$>gtLDRzB27X_~MXcwww?8e|epi-Ycj
zjmAC~z3C+5hNDjG^*qc|V?9&Tl6uJvz;)>kpHw)q%*Nd^Pk46lBi!IN{bjHR*mNG$
z&2W+VYlef=#;68aJz%tl_H9}Z06AIyv<T@vG>Ztl+vV$YcZjw;uo|x$zw;1!=Ed5c
zYGRw381R51uuXTbS#2)11RUX-i!Y^YN{BV%fLelqUA|D^+VgPVcNeBu>8Na%j-`x|
z7k=#3d{VFgq+Bo;Mqk+*AX|1q??%uMyV6RhZ8#BPkho0tk=UWdrF1P#&|%))dcl)-
z@9<#IBMPmmhXn5+V`viB_KXGT@mjBqC*{m#7KNGA4LxF(e&z%bi*^?L7DRHTG*Oi8
zhp=OYkK#@P8e_Hf{I-CpL`~RtWB$<Jz961;M<#5Tla$ha*!BXBM16C+Aj$Fb>~Dnq
z<h9+2;(Dka`xX9GtGz<N0=mX1s@zd8@|zp-WD3ceE9cNoiLcMti1tT<?3=`-lUc^;
zCR_)k5fM4inTYq=;d>5k7dnPy6h(iY@ChR*r>mL;=03W+WT?>2h3;~mAu|VvX9U8U
z%`QCO8^vt1kF%2x76uaT*Osv_S<x+yQekN6HQ#?s)pb6sPRkvjKDwp77Nu9fKpMxV
zLRi0Mm&DdS7UiEqovx0+i4S4jw@e<qjeJaTkUrj|_V5m@?xfCNK>DX3Ync!f?{lfP
z!Lgtn9JG|PPweu#`!Id{6RGeY>G1DFG7}5if1qwy|AD~y7pBJl8N%kDCCUE_tPSg5
zIWYf1S@7SsWdD}R{_jkP|NT(^DhsmxHSqrLvLM_4`Tp!7_h>ayoz?SO_#ZzN)FvqO
zjsQR%dnh_SSP@um8$0+&;FVV&yh7#jwqzQo=AS)`=#oy<6ycoY;g8Ly+q6CziJ3|_
zXtaHnfgR|?#^f7^lNiikdbB=YZ6CvjJ|rzO+udJ>cOexmABR4t^iUK$B%ST(7)S7i
z?h~MbF<!&BO<CWB((@e?6B-+a9gixCehaSievrty7iFK<^FdQ)3Ci`dZP#DZ>Vlj`
zjbT0e5I>fBjPy+oF0eIu&ZI!$6+ItqoQI}?^r-hSZ5hdA3JP6PkZ@C=b=Ys;^EWMp
zIpa*!L?(Dk?xtewi~AlkvczkT5zY_pC`;V;_V08kUDXMv=%>1;XL#UBqB475zMH!N
zu!lGwc_-6{PdlL1lYSi0a>^4x2=Z6*KxIGNd+86Whv*I^_fzbPXSCAjBE+)Y`zE(Q
zhp24i!&hA=TR>!bFDk41_aF+30*7cHC5=+ui|r-36H3%Vvev>L&c>KPI<_x`()n=e
z^(h=AUnkLv^UOkYoawwplH=UC>|4OnN#)c;-@0}ix%TSlCW8L3p#OPsfGlO-TXofy
zO^k$p!J!?1?sGSx<^AIL+<lkogb4gPettN{bqs*d-P#6-*#-XM=ZJ>W_)zht{3yAv
z>(6ogB>c+W6Yf|pMv|}f!|nw5>OM*_#iY`?cg)sSyvkY&U;>9JADeV7pa|gmLNr>3
z8mI~5D<D5WVhjB+o$<4R>r)BdQwgZf6$~fuEaNGCGZQ}1^nmD=sWltpgZDa)2(<0(
zX~GcQY`kw=uwO&koUxsm&X5~OG;1K&U=d4q@ql*(&LU*tab>)G{`z>ena}agJ~j_g
zX%cL@)J$H=u8{N1T!t(Hg#(nW-3-d=h}h0*c0KtCISJVfETv4hkP?R2%7cMX9R(ey
zDU|PjDxLy%2UCrkD5lUl&2mKmzR#>u%l+sNxV>NcXbc*2ww9)r4)ze_fM`csnJD@u
z@RLD$e_?{{wmJI)NVMDCa9k#M8Vh95j*}k7sDU9a&A$i!+TCqO0Q7gLn`wTf0BxQo
zb^KWXG=B*wA+zY>4(ryJuP#OhRvFybly;BB52#B=fGFtS#HtkMY>%B>UH5B_M@Noa
zk@VCineW1Wu2~cU-CG)zljUS~N<x{vN(grD!xTye2irk)5ftj}X@!6-lHnvj<qjqU
zQ0(UIDSIYn!i*bi4sTUB<%n=oVQMf7&;<sG3qx0t!7xawA3Vlx$QwZzJv>9Wm>A=J
zT%;1>s|V6LN1dmS9$+aJSjovB9+ejo6<jiJYbc!%aU8=`U-Zt1!Gpm_GCR{wuSwB?
zBXZhPrp43*$+4|7kk&Y)KxZ^u;zrJR(+5=-WJ2GAoUA5PMDs>@!sviQiV5`S#k>Ha
zGF-bmtc`LdFoa&Q+z&s~bu(#qa`tUpniAARQsk?(I(CJ0n9z{i56(S~8PX?7r_mkS
zbsrBXZL#s{S_YEpl#<Y0<-0Dv3nKL_3K5IEeny;%cjmq{BD1Wk3a&rcCh0pz5pj1l
zenk5z%;Muh;UBULAuIKU%4HKW_hw<qLPeFJ7ak=aQz$5;BDOxS(OhAc3SZp&(pu36
z%Ayzf3NUPOC_KN<EtO$>v11?jt+dbAmp3QU@!Jr!@onaa0^&WC@A4@K+_8MpX%qm%
z5*Q1`3$7xt1v@7`t_?w{vU5UCEFkDZ?*kh@*uy(}OY={PDAyw<^;ZqM2q}X{+ag5w
zmV8e?mq{CUn?bH!n+~NbkmGxrLd#qI9;M)~{(-bT*u)V-TEunyWiqF|tLr-^+s~W&
zG<K@SCFyY}TRgiu|0Om@>6ZNfHx!2&;KLU{wrEkA*NZf#+8W+L!+Jl<DLTe%;)~5c
z>PSr7aOR+JYt!oBXcS;SJo-dZ1gBJ7G>aH965dLl;TE!YZtvp^m}M+3c_@4wg$74O
zLjIzGQ)ev(SHr?ME|b^5(qK0gI;q%eY#Rt3`&;jo<YME_J)c#9&ZOR^_hiB;eCM^T
zV8@iP&Sa&@!daQZwKjQla(LOkbF+d9_k<)N1NTFdt#<?XP69T|TCK6xLA)x!X#UF6
zqhr|NgN`*5YV>E>p5wMJp?r(d`RYqVq2gHho;PGO1>ZAXZV}sf)lX4pZQC&!rAh30
zrbtasx7@-M5C_L*R1UmqajL%hawImJ(4hR?=r7<l!MwWdrJtl+2DS|%0p`m62R?C1
z<Xt=P_<J~j{Bj*ZGN5G?fXc;<Pn--bnxIhr)IxSJc3wh0Qks5IXEoxP57`3@A6Ulb
zwI>^$j&fs=%oas_Z9Zkf<dnXeFhN&6Yvlu<XMHceSM9KRC_bC{$c)>}8s7;1#W<Rm
z$kCW~wCq&aw%f0k-VH5RM9On%sF1y`pb~Cj)}N+r!$6<`yGf3UkFn!i+3=JM^%|)~
z&x$*BBrL^)fLR=5G+RADK$t9GdD2i1Bl;9DQomuGN#JL{F<{*?#tea}O^IMPlLV%U
ziiO2Q<WvIfz2N9g)7svGCuy!~*uK<<04vU*t1ZN#r2a6Wh&R?~>pnC`A+4gHkf;sM
zlu)Wl?!}3qygB}N)=yE^CwAqFAffosKNji}Gi61A`sYU0Lh~kC3m@f0e$_s?H74pB
z(<z@3&g#&3Ejsql&Vt}*0W?Q`V@tMByDwVMBUBsJ)=t`?4~i>uP>_yl5n^L<5u2!$
z7I$6S`>@prGEq$r`+mCH!`sWSb9^}D20yr!cAhpJD<E7!5aR@lq~LL_Nc&W_mJ!NY
z@TY^n9*FI9y(9BOX-_wFCYLg7SUBbl0Vth&9hH^W4w&grsPsHf<WCZ&lG-PTe2wKj
zy!D6CnZPBF-)n7<tss5~_{q&NaRlTLM(1WV8I|+##AS*Ai>NEByM!o~&C4rgs#0tw
z?LwHr6l_v8)tYB0bCwleHSaA&1>qnc3!`;Qm_7l*-3Sw2jggVGYJGf3P?_tv#6wPW
zm1pQjXRN9C`yYZrLq!ucbV6X($%Sb^Gh`eY<6kwxM8)eHF$W0>#v&8c9@=7_{NA|5
zQPER};!MNE$3URKg?>pPrt6Vi=Vr&*_w$oy{9zWT&Ww2W3W$*lif0ga%#0cfcqt$|
zD!7%|t1A@T41xs<fbDnzGm*O=eowPPh>#Z7;1s2keFm8a6~o4_asqJ0uLE8g?fi^_
zE*i6u-^m{639yg)DG16e!eJ3{ZlGImxp+d|;V+kYi3~M^Sl!Ze9YSzoC!&6NFT@lt
zNw~#9cRt#Ig~aR?O7rMhgAopTmx1NyS1R3h0N=@nLaAO(ApA5fJ4meQC5F<_@-Ujt
zrsCcqK;3v3V-lePQ>c>{qDJ%y#9RqfShz(AAKjZMcNHoDx?l@Yr~|+hQIs=5tS&~O
zYr(g!22)vLx@*jY(*AM7fRgEXjeyee&~Kycs!mjUX)dF0RJOlG-N8WasAtCf4Lz__
zCspJ~zp=WQe>!qy!GSMRNG#<(;}hy4^8oWT&>2JT@g*}u8~B~q`WBg~Nl4p$|HbiT
zv!&%ZRQO)Pri1?tUu(Q(Ig-Zke&DQCxV?&{8B`tVmcX=+XCKQ?Aif%%p5rj^lx;c)
zcyXOxLXylBcH391S#;Rl{4h;G)Hx((EfCkP115%i!k|lt6`o#U`k>2dT6VDgL(og2
zVv;$73X*8sDsl|@M|7(bfum!r&HvAzV)njLfwS}z|4LfIvb+*;;=1XFj}gaT=s<E@
zeiIa4cW*?$8;j%l8&6mBnB@wTlqm33cWE2N65yyl)lB7m)kvY|0Q++r!2=m(ooORr
zgJ>pkJ267p-X!a~M;%CoQO^bD+^y);qy`w;;|asU&(hJ^Xdb-lB6QL^$%bg(9f{g?
zhy+5X!}PR>2^M|@yVUZgF9|hQc4zL8e1;Mdjeb@Vz~DoO=QoQH(3~qD0k)0CqV7ZP
z3W={g25RiyMT@X`FeRKI|3n-$)KX$l6$8I5kY<^?C@8J3q|;micaj-ZL}a~eC7|Ic
zNTFUIyv&Go)x2G6sv+-|HCDP$ib+eNJUF*E6_4K82W0Q9^^K22wR6H;mBhQTO5ay^
zZduAt0$ItFdyfRlzuPEpigu9Z%1oVrk*q$*8oOwu65c;15o0HTgw1Np+J#{atN9g8
zBEUIE*}Y07E?*FEPy7aiIXAxyLg^W<u9tZi`bwNuQVc%Hd~2}8oCIbhHyAA85r0<5
zBmfk~7f~>pzo!tqcvH3tsb&xDe*(jf9K~bwk+|Uvx^I!!V?Fe1e*q}51()fWBsO`!
zvpm}{nX8|<q`wAC2*d^oGQXcWKRvyX?5?2MEzB%IhU8KW$*xH21}TgB9mfQxSQ4%O
z#G;;36Ip^0IqmaKwR{$@%#-wNsVLfq(Nl-pW!6Dcf*8FRh|j}&Q=R@u&-VsGMhQnb
z^)?_(lxO%bj^QxO<mJ!D_cP%vGOW=vq3&z6rSa@S*4J#F7?FClc}%}%%t>%#z$-ZV
zE-5c!n{KLSz!{xfc2(lnC-gn-r6kcGCyS2=973uji5lEA3d&MtVdeXVd3mt%schKP
zAJk-0iFWXsTjuXSn&D>*<XC2&8odTgCsXT9IrTB73u98kTJrTGP*XvpxEIS5+$47a
z(Debrc3TTB<;_j<N8vieiLo8M$0V}H_`>a&DvJ@b<sQlv`4}vmI*{H9>hKH&hbjmx
z91Y5+rmEkyeE{QpGM?Iz(UytZ)iDPww1wrBHz5t&49v=I2DxJD^)a4LVqL3HCbq;;
z5B1kcNmW$9$Y6-0L@cLa=?!<K1@PYeni@H}MIf~GsMhQ>hoPm^<|!Ois=9t-UF)Wg
zh$oIv%wua#CLo#^mvz~D7>_cuQ~vb5qBJiC-BD06n-ML(tl_`x?@Y$y3gmSB03Ne+
zWJ3qij8ni}wti9*uT2J(r(cIVby*(uztj(NZ*whCh;DY9s<~IzB_BC{mBkzj#G&8Q
z{hl#NoKhWlv1Cw)FCx6>@W6qHZ6pdxSC_tmnt85u%fl`MV=^>$YP!KV63(|kc$~@e
zii_YL)ao5mx5;R;I;VJ3$C~9GfvRrXOe4@~x1aB6HnX~1ndZhY|Ix#0%y(BTY86ok
z#2i_UV`G8G9gWvpW3zSkh9tgLE<4xqsp;afE!`RdvrR-AF;hc5hC@EGv6PFaSLAz_
zXlK+3{Zz+KIbH8q`?@y_oFFEAkQ8gM)Swh$BlyRlv+GG(<Q_gF&WeNH<v#84q%a?>
zW2-HG(f4|>!q50gP?QDpQDbbPaI@5pt)G7~Vl~^u7*pTp(P@iPwh^XXfO~}YWDv^`
zZSO&gZTNMtP^dA*OzRTmH;{q+wX7x_YawNq%0{Snkev;w&xTYFOWyW^DZ`fuuXI}K
zl+Km?u~**MR$|f=huM4cDqsq11OHsvX-};dKj<xbeM{aHW~4~G@=*X}1_*V>qS<D9
zHX1An?Q7zODKuszHpIcImAiTgQP<noy2B>|<8Z+rA3tZ=xr&T#sBPeQX*YPKWWHdG
zAa}w75DnV;BbbYp7P9ssY&chBfLZhsax1+LXb;~kVhR;NPDUa-E%L?IdC$v!cbA1u
zs4X@Z*#P3)O7hC9{;nMU9t$Q{k<v#TZqf9EhO)sfKZbkq;u=z0S(=|y_uA|8jEdEp
z<-yMgvr?h7oRwBkT<H=tNYqRNIToD-(u!d?@Ux5!6L0uMUb9qz?W<^$&?k*c8PR1S
z?^dwanaxdkZ_@a=>D-2(i7P6HM!j;&f)X~I_QA>Q_Prm-gYfcgbGI~-_OtUsH>e1l
zgF0Rn{9WS2q1LRT&qGGTLO9ro(Z^Y6i$>P(;Cid(wU1@l6hHbOn*82Yx%fvh8uJ@*
z&AE}9jX-#pk+H^2>6kWu3!#T)hQ~|Xdk4j@3kM!?<GfVw0wO9Cr<k!Bi>8II2XdLW
z+#6>TkU@yvWZjCFrgcU2ZqwA-_mGN@Mnaz}=idmi805h1G2lUUyRX`C<-4Yks4cQb
z+=|S@R_4X*a4W|fo!VS^!IR`~HdFroorUZ55!8m)Zc-lx%8P{1H{U8Wf2^rFpKk5s
zaEg#(8rJp0DuYcw{u<2<r6TGq1{yRlwcZma4SJ|CI3DQg)KLJ>R7N@JNO916?zbMi
zgmu^^aLrOlih9|~gZ%~st?}v%EPtdWoviw36z|~WoIQ*B3Vlt)^Nq=9-V{{E*ctz^
znVqvXhot2UoG~fLwqSenRNaYC^fNS)ue1Am)D#_Q2f?X{6c*Of`xy5Q%A!Csxs^2A
zHFu$<W%dbUq{H}xwTuUyUaa$`u_`ME6ZYEC@AD^Ls>;>@+b$X_NNRZA@kz^f{^ydL
z1yzow3Yy68kAvYgC0yOF$GnFgAnt6`yRg3eA70mkrvUGL47%@$vUYGfpe%xJ?goW7
zj7=g-U;xG;j!eTOR^^hOY#%?~qH{z%p60NzF2h}aMN?0{qwF5j5NO96j59shI~m-j
z0XXJ_eoZ@A8esd)h|VX+h5m-gR?p3c7EvJ>z2&j6O^JC#E!#|2n^4J07H*hYfC*-0
zZ|5h4qYCM4fY-OlQE3}q$kp+9z_=<$JzQ<efW$d!K@j<MpYm2!xhSI&mNeuuxqr#)
z)34E=Qd3%c<>zVE{2o8;s#nU|DmWWEaxW7<8P6l#NOMDVqiWI4CC?s*Wp4b!s{BWK
z<#tKK!G%IYxJuXskT$I*DqHj{Tpl-xtGhQ*_dKPZy{tD<m&Ria#HLZ{SC#J?uzO)D
zbL$<3@!_L7!|v`Mn)i!--d2OuUoh;#)oJM`XNqZRnR6ThNaRbbHD|^+Q8XNoE;^Fu
zn64jZNuECw$1Gb9b!iiqKS09TqSDR76IBOZC&XxZa&yh8$BEjk5A9^1xHmN>d+`pp
z-Ot0Xtit=6yO?U%&3o!(*aqMRZihy-vUN1MI8IC9f$foTt}aK!j&FEx&|>&i#f48Z
z!jJ3UwU!~4p(WI*{E0fH_5+{Of0bGM@>EE&DM-u$b%Qft{~_l>!SBw0TVDJ@bYOKG
zSIf|#VObsfeAylF6-S%2A@a*2R>n{t-@oPKLlOvKO=#@t2vl>kqnATbG=cj35`GMI
zi|KhqCEv223W1Ng>*r7#dve!G>ni}`vQ_kF(e)v=u)4A(*8En*4{JHuMiJngS=T~x
zA<Ir?$IiSEoD+P!j!*d3UGH?Gi@j$pru-*64Y*-?r4b2b4BQMLLxQ3GjeWeW;jT!M
zeSHg~`_nG~ZBBpH|5Z2tyGr|yMO-E}#{Xb`{DZ>sFVxNdnMVH4)^GorzRo~Rhe!W6
zE&uPK*S`te#?=3XzRvbnWXZoyU;n$#{r@0#`)@?}|4CqB`)i8$ANu-#oCdAP|CYcq
z9?i&Uy|t|H0@5b(3^j8i?7M1+wgXlVUSGR;1>w&KXngeP7aLC|ci7fw^xTWB`zL_s
zk|sq7`8BLiEd0;<1MW9~MSb$`$=lz5OWrnoCvT6cvI}fWy0@jj+}^syvv0b;RrZIH
z2DZ;b+!uOMr?*tdKZZ(~28yo+H0mEKDwx|Xt7$A<VR}zb55=CTO^Qq%eiiuHg^4$c
zr_w&$Y6T{TitP_rnhXu}^;-2qBzwF5=><_GVOntw&$o_MtZG#zRf?D))un2fO2bX+
zQw*xu#Jm|anleE=Z8z(qFRNkBc@yy>R6f!V6O>wIj-Nx-hHK-YPWFd!3Z1sxpVN>z
zOMwm(_cfx1I>C%nz3abWNsmkkHi3OiKU~^;>_nH3_<rg$iH)i+m%;(io1lf}wPWg@
z{OX6&!f&-`u_hFZ2#&!Vti3b-0Zl>x4E24ZBG8F)yFeZNGXiK7>L&uiP+DY+m4ecj
z0^XK`5_uQRPc9^#(5h~VwE{kjrA(lgct#=1F_rqhQa5+sFD2UejgM4Rw!gyI0iYl#
zNIz<3Z*01Y!8r)Eq-ZUDV;}&hAp|DmTXr^2mvu^by*f`>0Uy5J(*K<Qw7$79;MpST
zNLG1?dv$uN4am7`Ubrz>v-rqdIJ_1=f|~)!ThAr%{CKYM$@%kf4u~U`tL;FNs<w)P
zI-#t_*O}TGJ3GqlEe0kCVw1n62Oe9oH(c}O6{~Jyta_WIs%T>ST!5HB1Avpo;DMY!
zQYZk6c9p$*EI+UlJ_32%WPm7l=ur2;okl>??cMO=uR~;W+XAlSyRL|o2eco&p=xgg
z3h6&P=Zg&JxrO1QkLL1HL@>hL$LlswBatqUeH3&%wd3@{&Zs)?!E>+7;r~LtO-1!i
zcT1Z5$Ojx2Sn#F};MI1c))KaPGRF6?K&cT~4Xt>klw&1(``E%4u6=t`eOszBrd41*
z7~mT;i1HYze#!*mIW#ilK<@{Tc%dfXn$*m{7>{OQ)L(9#Cd}k3ER-)GsjkRO!*<x+
z>f4+a5U&VKLE=9=U;4Y@2k;X?J@<;fkv<o}`v=?VR`1N2Nz2b2=YmfeTTWlF@)h;4
z(N=fWJVG^q5W=B+ZP3pLx+J-P&v%S15!)!)rau5SgqF^R9|-j*uHMSQf?_A@{f3k`
z4Eu2S7@3P|z_I(;@;~=kOs5Tl!Yn~@Fm0ufDX^hrd2;DEVFXQ;Arnh%po3v<u`jsG
zWL}`m+N+*cKYsf3f*a?h{Zu%Kh-=CgqTfE?W$Y(0x~)sy)kybp4}Hr-)U9B|xAOSa
z)herwjcor5vFX9qkt6VQ6H8jl-f1L*HHd)w%J4^zM67KJ#$4va_zmO$w7O#F-1yAP
zpQH|GtyHDL0RJ-J*FDs144cr9yq4{Q>X$Mvc(7i6=KJ}_*03DjA6ho<zAci2Foxd6
ze>7!<*!sBD#JpuQNN~xn!C&}ZoBZI)D6vBE+1ZtKOq0MJkgyg}AcKoX!P+XN5~yR^
z%@F79Vn+r>pXqX#m|3dY%c2U_4A?}nkw3KUvWA(F0@@!Pgi>~8>C=LAIuxPu!)Ya|
z_Du4d?942T;I1C{gs<a(y|dRc%z7N)N-6Lq2(0o^;{qxIF1gJQkq8=WS;+{ZoM$$!
zd2nTgKm&qyY}S-UTR;df92%;vGFrwMb&5qzi@sMq+YM``R}B?|yiPH~E7WFtjL)p1
z49|s!y_rcz6NN*~<(8HULt7plF3B|uF&HPFOp6n{ijl?9QS;;&sd5wK>|ytK;Gg1+
zLV6*N6SbNcJXgu9E5v;zbMGcv`?oUYGAt*<Ni<uLKZ-^RVHKG#27uu5W7Nfpt>-PO
zKUV4`0>B50iBWOFjeqT`m+mJf*w!4V-jr#gL$bUm7|;sE>CF?A+BGRQ4$+18bV}lk
z%H)H0900({g^Y35(b4>vI2_t5&612;moO==f6lD()wGjoxWRB-WFq-^xS=iXcwCn6
z;g%;-ICxHvgDGSiq1FHpc(9}Iy-1+;amZNM9w7@2th7V!{Y@K~5NFNY_l^h;!S1o)
z5n|(K+6%6PQAc-n(TV&fg-ap=VyqHLCavujLmoyHG%jH2G?|TN$~0*v0dEpO60<V|
z+M5BR;Jra+_ex@S_qgj8>yGG^EWl*(yD&Fn39-o<FdxMb7Ff&|H(!P$c(HJb65v30
z{~`%`cP9BTY4LoYrY868x%@E4aF(Xcu6fT_U~NJwb|b8{)`M_fAW;!f6V9E40M=&n
z2LFQSEz9{<*vwq~NhP`iq>$bB1}F#h*<03c0gk~a{ie5M!z}LtBN}K3gw<k(ZKx8|
zS{n$x#^mMJcNlC!S^fvqK8@-h!c+G_0Ed!!46^USh20zH6dZ;qte*OII2UNVfas~C
zO>v7^Um`GEq$4OR!<jXR8#AB@PDZk-2H5#hONgyW)FE3-M|x3khP}Oa7`2I1ApHPU
z(G#RW8s<$9G0e7qQV`Ub{(~Ki@^78m@tp+hnY!5tZISdv<tbO6{t&_dFfa?f3~xhE
zSFRhFa$E=e_5+yUa}aZ|z&@Tu!d>@Wd5S{W%Z(3)d_4(k!<+U>ky2BDR_~Pp>?!Ev
zG<~({GoIbiiJjj17AD|Spf=!fKK+A^U8(^X6$2{zAM2#5xWh;Y6A1ggxLS-qT&(q_
z9~n?Mn!L7)DOWh@CcyM=>GD$6{ijs9r}Sa&7Lo?lr`(wp===0$8dbrK_O5-AVde}Y
zG}aOyJr;%Xv#5=mviTrgcH3|C<Mg6P7N}vGzc#S+^fEjus8+PY@QL3&=+If$xqj!d
zYVO<)gaN-}JdCd8K@u2y)}c;%P!8oMok39lGNze6KuOY=XtR=rQt3rnvdUQrVB%#o
z^mr%(%;6s^9Ak9D8ePZdmHNd>dGi{Rn!Z@t!?xK!U?985JFXd3G*dQakTV5%WR88E
z#J70Em3GGc<VV*dL1?mQ`m<8BmqIfu>Y2vNJu*kR2>K5chWRG878~*(a6yS6as<kc
zav0v~)k>wJcM7!rLQjj*wwn=evcbgX2gNf6asUl;rjV#8P$@ujkcup2djr}qYB64{
z4Vj-Jj9;U7X(>&cTrnq9F82pAlKC-6NfW9%1>>4aw;RR4C^Xt~cvpehFchF)A(Zf>
zI30~Vo*B3SZN-*UP*u|@A=gkBa7sAZsX(0BQQ=EyiXphQ5nybeu)%K90?+VMZtU5F
zNs@!-`L4>&b?nfiiSdTaLh*C=RIt+yf5da$t!B*XaF@pYhLWOVO=)vzFY589I8xDb
z<T<`5F7o}tQMk!2=E~jR;*WjrJu!lbq?#my<Z`E>d<jh-35FX`tEc9T;C7>BC@vr+
zL8!-29PCsO`kJ<fNNY}6pv|#>RKs28cB(2tK5_V(MA6nkn!Vu<b+@b1VhVWH&#jpy
zm$lKH#{J}V!WSSs#2||0>@pD}sFbRa^;5&SnO-m#3c=}Lm#EuznOVb3KGn{9VQy|i
z?l6{mQK^2=@pn7$1Qb773K)0*twLZ)nO@94JBk>jT#zzg3O!91GCj@Sah5Qdmh&df
zv#Da%jGHZlwcv`GVowN!@=6K-XHUREr)q<+rr04;mOu>jv1^??S_eojNa@$Up#_{r
zwjB`OuCXeIDOV2G+S&TTH{RB;LJv**0+guOB?u1-sYea$D?qG(=S>X+u0pr$)W*wW
zG;rZ{^pnskSPzz40&QRV=Nbo00H@d8^rSHItQBr<KOy(fC!CtQ`)!PMu+I7k^i=6)
z`yDXKQq-x1KVPWpGRJw*W;dZScLm>0IWqMe6lG@SsGl2#BPC>F$3gK`V?>Yg7prFe
z!ILI`-<@Z)^46~QMa^%!AM<K)DMqc2pjs_*bfKyswLlIMEHC?YKu8POML8<CvF2XZ
zuQ_gEPbXFOb!k8w12MZJ&VwSo_SWHon?g|P<a^VGY$uZ~wix-kC%8tS#P9$5D|~P+
zol)3Wm<Nd>>kUJ2-ln6>q=FGkX|vn2Bh7`x#8L5EkpW(*x!_d!lZAZmTpW8r878lY
z056b@036)cC$3jcCR}SJPs}MF+b}BMgC+?H3SA6BDORW6JE%Jl67E)RcDC10YMP`Y
z;XY~3rS#j&EI2MpT&&bONGbW6*G>A7MEz6A67xHlP}O$m?>X5l_$q>pM3gRfw^~UC
zqPc*yHm<8rnQ2(Nx_gNcU80c%PU;9U4i)nC!CHief}TuG4&cJLa}mNM3^}5tF_TOj
z%P#m6%n`3T6cKZ8HZcG92!YOcs`#OokVJ;fB2k#X=#77R0=*9lEoj_gw!OsplhhN?
zzVRu_tqP@<zGMu(dhan1P9BFLiNHw(e~Ah5ZP-n7U#_DNXbaI6hRcfAXtt-=^Heg3
zn|=0XN}#|wky$|Gx<psA^?=dRS(_#r>l0TY=_29QTDqnN*J*%JJagvh$}u>;RUYFQ
zGmIwLgG?oXB{Wc1$6Y!0B&L!kW<cD!d>1vkY-)U=r$Ib1+|If86(Xa}DX6xifO;g`
z=V*0G?^(cEFino1<OHP!b69Fk&5=Vd;<#fYadKpcKukWn$!bO^WgFX$u(ZFdQqr~W
z1e0ZYRSko~%BdI+6$5qM7TJ*QwNWug1}>DuXbQQdG!J>*JIR{1p3tUg$!jK&GI`iA
z4B3*uI2fZ^+Co-a*=YS9*$T^Wxsvs`up~pK&@n@Cf@d4H`2A>M6N+^1@$cOs6;`+V
zlv|WY6m8d*IUu$Nh3XJ#EI+BCEL`Q9!F#&Ndos^mi^h3(rBkDfr`GBl67||mmZznY
z_Stk2qkH^TuSq6JA-?wy|Ij1-*5Bn}@I1R^=6TqJ)m_L5x5?yuobf#h7ph%pW<|f4
z*^N_*XF2*4;6>A}8&ui+G{GRk4Gdvin_UQoq&DVHiLS$WwL7y&0if3{B1T0u7*6_M
zoLmX8Z?IHuE6l7{rH(MWaCr1DlD}bM4soRNP!|En6p>cUM9yecJyDXoWp!$Z3UAOh
zjv!o%`cTy>ckslU@lw1l>ZvV8z?9{7O{m9grV^?GEb8wY91|l^Er<6Y6zXZKoJL)C
z>Sq*f^POBp>%v2pi>iYzEt~^$PnVC81f1xEYFIzEb_g9Z(VFrV2t4THn<RlZ*MKz;
z05E);`Vwr$K(H+>XZMyJp5T(S=)}cZbTEG|RRpRPCmtutGf}XB6MVFJ&cEK80VUSf
zAxb&a+RE)N_3P~!c^HewY?{zTp8)sO2FVlO6m9k(r|Rdl`CZO+CcCj0ayq~C0!=)k
z@(Knv|C;q8J8Y8M$xk~>AVwaMcj<WHGLy0wQ|M)<EE99jS~qXi9EsVN)zh8C1+=R@
zPE4rfP!KIqiNLUM<DjqUzc&RW52>KD+J8oyS?)(h<^B$b4J#}7_UCYDh7BgcdH`Xw
zB=0N=4tBYG=DU(<hyH#{`(+Z_B=~Gt@<ZmZfgs>vD@_A*FuO&mMkQMK0S5ZS$(dMG
zDgu(hiaeXvT(OqA!4zPLQbvj~Y=o=aWCTVAo$(qon=V_@WOkA6!3Yc3xdfRR5h+re
zJDO2_sbw1B0gK!sb+7#Me3&$$9ZA_Q8e?`T#5UvYxp5eM5ir+C-X$%{|98p>fQ2s#
zgJ%J_daaRhIBUZ^cM-XtgdJGBHr|BN!Z;`t%yxbN-821ln+4rj@~f`$Su#b$QZ(Ij
z&?S}TcWEcQU0v%8O5hj6)5i$ALv_77ZpRap7>o$&C!p(i#MHF*0>|UvVI{I{P1{E`
z2Gnw6y8n$9Xm?5RRaA~_@eP*8R-`gE;}0yrVoi^B?aI~BF0f@S&>S@CyY#+MT2_kB
zNg2xJx$xvv`KPyO^5rFe=L|vNki8#EZ_(ZgQSoFs$_4F?(G_w(<t;kU_@weOD;p|?
zO|=1=6!}-3C?h1Wrj~Axkz^?)-Iy0x*avcrm7~c$k<5w4O7eb-mSC^&Bv19$7*d|2
ze<)Zg&FL*l7pYhN{sut9^nT8kY|hZ+p_6#(V-U))PNVUtkrovKJ)<7ghJ$5cCySms
zqs9oM)}sKq>dx=%eBu8L+9at{7P<}h{OxywU5WQrNzQxyoV6vsxeBC=lbT^L*V*wy
zHmp6HW1CZtZIhS2q%aL9%5tnV;H(y9N!iw~swN0O)6BLW7?kO$@Fjb`eMgiFvT^R#
z4|U}Jcv3wl#LFI6g-w^p*iP*1PkhfrXixo$*BPijtuEGWEL}3?=}o=4<ciUmqBvw5
z6bOowX3fxnTv9dZfNvUY(18(!3@hA9G1qD0@THM8POZe2X_kl8_wR#PB-`*71kOt*
z4K1|Qa_k4sug2@7_od=1Z<Wah#;n|pjri@$V^*r*gH6xwh6LrPd}rTq^(5-I&oqmI
zP#+_yZFsp#Tnw%^XZpDFR&M}5)kXyRl`ne$Ov~HT_44nnRsacikw*+T<;P{lEzGwy
zd7IZ>8Fvc?-xgiS=fT~;><i4uIUMArmtH{;E*6nuunkk{rY-3EYOnT$)6LBGDk3-*
zNy6FS_%n+6jWc-Wh1R0O)+f^GCWY6dLcdtYt5dlndeeP%tQf0sFe^=nG~5|hRJv_q
z=N@`WojsvOYeTCLy4kKivlP?MmTr;WNP))_oQOeM*yKvx@rS-jH37zT-`l;?dwmF*
z7$Kb1*|K*V+|(cE!OWOG>8OCESuY7>+g<z_m5cke+lqCl(*)N{0G>Pz_%JNd4lj)=
zC9LH3ywn^-7cR^uaLD>`0XuQ;?bS#7nk<M|szUVn7#O4|)-C=zaJAcB{35utC*9Y9
zR`+Tp2FzZtpi>SRl?*bM%e_p-qvqX}o2NEj5q{XJScgKEX;D9Nd1ph6bWHuKY>P*j
zvQ*BxR0_bX1i!}6EH0dnIV&eaTRQVkd2MKtmK#JmyMTA;Ey_BicD3`JCJ<C`p73bA
zPM2}KWH|Q5^c0Y(^l`v18HfRZ0NGj|>xprybt`lW(1sW?=y&>#C>j`ARfNq|y;iRr
zb=powBPJCvsA+b+FRBawkgIr;lTdQ4lu~0Ll2;I~ACLEel`b{}IHgliM2^NQf+@sM
za8%CRiQq^$H3sBd{R)2CJEyh(EbQxhDsfpx0FBvct3s`|^nzMvMUmGV5%W%BS$0dN
zJ>5`yUdT}JmT{7Wv&jj6P83&KVK6FmFu6~37S6xg3)Psqv9FjDDigndNFzlR)n%>d
zSy<H$Hitv5fB}e!$JP~*gcR<E1g<5_qIMQddPheW8v$sGKcjAheZm~vhhHm<c5cUu
z)!{Yte&~q<T#@L@sYy(jwN^F_(xE1~(QinJ72h;Xc0hj(qOKF$rfR1p+9<DQsU{@Z
z^xc%oOXJ>xRdd{@+9;A-NdqA`dt*z;k`ZUDm$fe#c=R3B)@M(g6V*iR4w=M})ftoq
z%iw4g!|=X<5+;U*i088ODtmrIb=p=Ud`nhpQaJfFUH%>*0+fk315S#i*L7omU8~gv
z+D!x`Jnh&rwUKp{`-FE0jXkqDg8JyHXX*|o)1Z_ftfMy)BN5CpR;5w&ScLotoj(DG
z_v}fLlUM{IE|5Yo#OULr?Y{0a!dLFwMJ`2boJVP);H{MD?e&{*)`;M6xkMMNaNNcd
zn;3)E-@Uh(cb<L4B8xM-6w$FV3rMV~$ZojKI$A-S;P40Imwyw>@Sm!hZwurKYb83<
zd!eb3xR(Gi;WRnN2r^8=CQ8c&=eOyp#6YYK_@M*Ba#hb;M7=-B&g@L|aJakMsxgWZ
zg1)=eIKbfov)xaLM5Xa+$uBra_dTb7;(z?3AMkA{Ftf3<|HJ=a`~Per_y5-a_$#O5
zU+91Q&4>8!_douA`2VS2@YlM;Km3n>GfDnt1^w^+4~dwI-}YPQDyCLDCpVt}u*L{P
z8I_1T04{ol^z-xkc<7vUUTCkcWfWcE@#<&F&zYJ%2K}}PgmQ!Ko=Q}xMcW}hxIVaz
z>5k9_@OJeAQOXhG5WL>E$}(~-w=wrG&9}|`(J$Ay-H|#ugD>Mbt{DmG)(X8b%7f%0
zN!AXtdsa5z;E@DID^H~UgUgpeHhN*g@f%QgLF}SXI|k{P?&zfxarVWwt-Ntb(5o`7
zB~=0(4xmWuVZX;0aZ1+gGvPJJ+=+R%)?omtxn(<MS-qdI@i<xQCG-j@>(>Rh2}n&@
zCaNOilX+a%|AV`?0E=tcwuNzb65L5}YczOphakb--Q7Jn1b26L2<`-z;O-C{g6mJn
z*0XcY+xOmc@4N5+zSYpZdeN*o<{Wd(s_LqebEc3uDkdFEfh<NHK*TZbHM$#liB|%x
zpSE2089W=a3CBk+O5ts}G^%QL*9%XNYb?N8YpA!!4Hthr>-jh$Hi?#>XC4?K3AyUA
z`Q5|b@%cgU1Ci&=kwxdo@(KvCFPxOdt2=p=`LA`B$7u!!P}3==M+R4B<+L@M>0i2K
zzQLa2TfIx?54ww(zEEl9yzjmAz<t=fg<tsCF2(cykW7q)dX_;+51vl<lvj|n&hd3t
zG6<aE8AMgYS=HM)KQyW3$35mkubL=X)%+-B7(45?^l%`I!UwA$03!nqq7J>?nChr%
z$pmU?;`3Ge!k9!N4($)Ky`SaHPo-};D@B5()7B0)umQluXuHj%g%&lhz=d<f`Lh=R
zIiuC7WHeLhRSAG^(wRyhY;}=YRJ{GUvAe~2iieLPY#GV&kLgT45#u@uS5!wvwW`o#
zosId-nxh0p@<82WL;}D4xG>i)4T{DoNIxctHb|mQh~ZYH83JTbRV3r$4d{?UsWC_r
zd=Xr)<^;E+e?%}{enx_*sT)5EypL3D-b(;Vmv<+$(&CjrMnGfs1&-@NKe1+CQ$v&m
zd^9L&@@?mW7nO~lQ;>EfEk-rtH^wmA?Cw`1tRYC<{7P`VxE!8+tu@2;9?CtW7&Ax+
zO`8|<qgee5=69^F-;Nd5y_{e`7jsTD@Y}9eRt(-owK8}zL~13O56b#T;l78_$1BH$
zn^NUZrfmXJvDB6bH;10$I7Yp%SkfGHYflWp;wcwBwqmB#Vp?m{bqM4}DuQMZ$hmNI
zqmuU#GC5;a>31|Jj^!IN%RTBbrp{j=ITNPBA=$pHUL$!gU!AVdXv(=_AI%)KMFs||
zglQo}n6v6mJxRjnLBiq_QH3mMG<8UTwaQutSucGHak>KsBN!7b&_ieG!HX_*VvjH9
zvNLHdS6{7qVuK1~1Vn=oK_TAe(;QO#jSZ;|?+n|@WD>N6u_=a>*(eHq)ID&ZOQgM?
zYcOuJVUa8ta$kP)x=t8RCayIwBUCx|=$xE(Uob&U98Ccs?%T3ICKHhwfx2~)RL%w>
zLVY|DAFKi-w1RZvR|E@_vllsI$N5Ya0~{346ec>_$ZP}i21xM5+S(~zHbq}ku`R*z
zK`WAC*rPs{nSqd}_OGHyLXck0RhRZJ;|G8gi;gB3IKs`pUcdz;PGEmw^FKi8Doa37
zJH7%j|A=R%K?sw6R88{+>ZtCsJrX~$@nJ;C#DOlmYPLe59i8o@&u0h+(&V{~i;-D-
z%0fl|#dtc75hNjiiv!gH&QADXwQeg>1XX;VW^;T>68JZF&C(v-dhMlbgrI?SgIZTj
zM7a^Zqt0V(#)}{u*ofxn8ypn+7mz|g<g)~y*$2`&WwRt6TzD*4%45O@LpX7Hc7XA_
z3Rb^yg|!H3#RE|az`vn5^3r&jw~`FP;tJ#*tZpmH8Wn*fD%dapvbnqp)ueYuCSK1?
zzmabBk+7Gj69kLB>rfNG_ksFm1NohpSPySn^OJ*A>A4b<mZTACBVZp@yjIlgA=>nT
zW+d!UW(v_5a{_`0C%pLeW@E`VOqyH7-{1jPEe56(R3IsitfnTFY3XZ>qk%6$MCq(q
zGu%YWf+~t$biE7-xNd>z;d>NvmT?L~VtOr5^s@J%hb+!n*h=oe@~i&)h`SiuQW~vS
z!R<GrPM@=rARNv+7znQp@?Z0ht13?Sho<kNv7_pDT*JO2Lvr!dn)I2fl6ljge<a<g
zV~~C*2w~v>#Q~xsvsSx7{E2)qn_%Y#%3M?mx>URv992zX;J{Lr{CG~%%-ROOW`_P4
z$or*3Y+fc0T#->(Cs2>t;sq6}Cv_wS6_*aIM#rl#=}rlP8b9gI8iE>sX>fgimAA&Q
zS^n%iFm<kYkv8iXuQxUT*w}a>(t$IudslnNyF^ZPvlBY|ltUt3v#udVW>OarU&i(D
zN%g-Knuv2Vkj5&gWcTvRnquje4#u22qL!Hl?ptKkLG?i((>fU`GPpQox3mc-<HaC3
zm@|G_AuZE|+5?^wC{eC0@;oJx8={BjJtNl`yy9Z<vNa;BT@(tQ`$F|rRu6oizqOi+
zWgit1#kyZn+51%s7txqSI{}?tP4~J^I_Q!EeZ57c#J*%KK9MJqp@%_K3#iq{N=2A-
zygqTrcZ7xlCzkphl}Sny?e)T}A*JFA8zg!R!<mPSv?s}W42NV06f5b|-`0BDlioue
ztUy3o1UZ~iN$E-Sp!mCf?9H$(H#w1fxKEZ3eCer(R!Q}VKQ7YdpvN3iPads&;Vt<D
zymp08$48Tv)k)%Mt#pTW2{sOpo#xaP?htw|uO;*rE{q-8(<`p@Wx@;R^ySPWgme!A
z2Fy|J#01P8h6+TW8;Rf><hL4at9)MW*erM;XRl2S*fCBQWW2hl2ae|ebZZ4X3txBW
z?csFIm)Z(en~~fm6ZEAxHUl0IJTHwS5d$}<ZOMWQ7NtBd{mKv_u7WvQP*>^#oAFla
zb{Zj9@O#A}j>Gl!fv@=Y+Y6Bpj+4+Pftw6H)x~!)%1sJk$<sBbQYLWQXgYiuyoC-|
zz(FrwhtTh+wvq7(g{%|^hvdC)!0wJINZ>Ku(4R~1lO2o$fwSEq$FF*!*+NMTj^F~;
zc9u?yOHkiV=y{=dbh0on+AU6z);QS%6WAlp9KsghVl;tL3}3`@G<$Po|ILkDpF&g-
z!8N+WU@IFfDNvP%PbN?voQY1saRxQ^o+oxxq4>t)D>SBnumpKd)+ti#ga$%~cRmZR
z2gG}v(lE+Gv?z$^4&{Kx-J|5QsP^5ObMa%p(bv!)X7hD7*>jVDKGUc3ip<Uz*e92X
z>+L6(gw)8bJL*$(TykS*Q(0_0trA89g8<9dAX03wXMqHEg`ZU;_kb^nbYr(gj6-`1
zqlAH;epl%S-^Ye$dDRIWSZ;QVGc)Ja2l?W~JP<&_b4FK<V^9y<p2C-e!zRc(3s^^3
zw4owW?a*j?w6Zj^f7#eO>?l4ul9R;SeWZMmtl_?!5PNc}g(9s#Q2H>THc@rS;Z63K
zDM4Qy_cpumNT!s`@a|izSVWvb7pgpgqmv;*Y!J3dWV8dJr!Vs_YXX(1S?(EVAeNLy
zbxHK0!hL!bxu>$3wi6yk+X=iS)Q3MT${!s21+xI1OIXF7L~0lyzzmJ*ERgH5AZH50
zD5{?c%a#wfV>oKH+y?>MT<(h1PBbm%gYU`LBh?R;r;t_ag20>)GT3=nkEKAixV(U`
z8!s04`cXE)ls53Xw7pxqc$3E;Q+GkDJi0RA5?{AmS&E*5@(hvd^E>_H&pvSTQP*RT
znEh}^T%RqSlyx6JAkv$nI$rYlOH_vA>ypWNOz`;QzP>TR(H(7QRXly;(>)_>1TF)U
zz~OUb05P)71ojE6a-RT{%M0PmF1zk@M*LcfK;o;fbjM@({vq9~7~~Getoz651Yayj
zT|`@;Pu3~UT0s!9u-Z=V*2A<*<vUx3%FL4jOsoqQ^-p3qwiRbS#mWtKXV$2|G&_|5
z`7K3mA8vuGZUWOUQ_a^jfYBP28KEuiq!P7A`#}^{O06NPaxyAyCBp!^Ib*ct{Y46Z
z6cX5N?Bo?abwn3Ewsws_U#)&>n9sE%B(vreSYupxQ!)wnP;RrXgF?B|n77mUL0{g|
zRLgroZPb-S{-GoAB`Q%fj?jATju#6ho!d8e-b{tdrJZWhaDoN#m+_ayfzeKQerKT~
z#tFj6RqNT}o~ChBCsktEXKa(CGB=~8o6`O@{Gu+q^dHBis#tw1FKZhBaZc|FArHl}
zF%<7su2Hf!eAY>FAxXrMy<w_UK+Eb4C{A@wqX)CBKIN4MVuu)ZG;iTlZ1{ImM;2+v
zu_7}lwC#CDGFKQuTS?eSWHo)hh-NTdlnXlD8@MAUG{{S|<I!~<ht2Z3>r~d|Xg1v7
zs}W8jSKQkuMLW@Kgoz&rEfHW#koh`7W!q>=piS<Y+hF{L#Py+t##-aXjAlh$)=|@)
zwUc8|CO8(;6X_m6-k#pG#eCVXy;Vv9Ug15XMLo{eyvyGJso+aT-2w2cv%dE;v!PD3
z;sq=(bTjQ+XuHd!Uml1`5@IswkT2tNp1YI2)}5WlWw+C{5E47b8`L7KF~9@MK-Ak|
zDcj3u;TnPK`qq6-aPu+`>7M>#yn4%cPhYt@Gw}lx6xxpM0=xg@G!qBEk1r@pCc>Tt
ze1Zv*2082)ZHnAuU4sfo^-Ut0-ry4Tq#4CvZR~t0U1vsQ;wr4$*MyLI_q|+#>QAF)
zD$#amh{cks=lX1mFW;ox7@b@R9lrqgk(EK>+C=yuv*DtsquDHV5)MG*(wJuy6k>8B
zk7<_F2^w)nhJ92&$$vx9&8QE&*Cgrr(rB<Kg0_ddo7?`HbXk}8AW>v98bM5|yBSq*
z<|XnsLi7i=UeQI?BE03u20dl%A*3nXN=53=p9}W0=5oG*FT~Y0Av9M;6vQA#*<2ws
zzOSil?zU%jkQ#Nf#ittCogtB)ziANXrhjO|ljf3b7FlX<j<v6Mj@l(w;lH-D%T+GR
zaYy*LfS_tY8HB(9DZ@YnS$Tq01SkTdX~Mmkab<Kz=2@j#%!NXd?Dk?f>=`p*WB4km
zs@RJ|w5Tl^t{&E)Q$_W5rO`^1M*6F;zfcd9Z7<@-a1^W!zNFTqQ$Q@v;Mft|i*ddt
zq!rxE=H>x|UU_{1jA`mt{xmwOvX1(~2G`oPeVH$`9Ia|Z_0#K9Docmz>B15>TFj$M
zhb=lFwA8$l+dAfjO+w8({eBL0xJkk;SvM`zWij_r2d4|8M2P(zmU9%^?PJX-J@Dd-
zZ?e{Qt%`L*Dqw(sCMO?(kmIiUT{ytpA8YZu)S~!8TBrtUZ1i&63D<2ka7k~n4+)$F
z6vcM!8<9&t_}1>R4?-pwDf@$EZ8^5DYAed}p^-Gq8b=sqXxR}IK$T-VF~i5^KkZG!
zE@S(Zk7L^PLmpRj8A9ir?CooV$5Y4HY{l61&E??e+nD8M`mc+VSo;Xm$*nS>TAG|k
zH9}sZI$rCy@fOCoXD1|}S;m{Bo5Z16ZK-w#B58FfSF;5RKCgxIxBDfqv^O$p+rN3u
zv&X=`@P#t$I4S{!8gD_!&*a-7lfto1YBBNS-(+^176sPcsLd!7h;A39<lJLKD9C#E
zjVsnZlNs^-7Jbr#Q7Ey;E%^y{IUi*)?w71?DbIBLHiZDn$UZ5tj1@tumC)L1cokaF
z&Mss>Wfu?p)`$6T%a864>vbn*+gIlvnHY~8_wp+cT0P$LUv%hD%<p|#V$Ta`J;2>6
z1XXkBPGz;YUgiRYAT{1(a-DC=YEZPPX3*VyKdb+q0d5+usIrls?n}0m1-F+m)zb!Y
zG(kbS<2<ivmp2-OKAJSG(QuPSOt=XWsL&Jb>6Y8|<)82izF)YToOG4AeP#O9NW+(!
z^L(K6Du?0a+@+@U=MJz7Rz>h|INpkp_RQ2bIeY2({KFMT?Xh7uJTv3ctxzg#r)T{E
zn^EPP3FlGee#MtlAE9V9;;HYxDgnwz+L<rjHCW!8l%rqY*~3P*i7q;7oiq*JLAtEv
zP1I&j)q7dU*|()Rzu$H2MJTX4NasN{yg4n<Y#Z-MTKJ;a$(BvsIaZu)CN4a*%E&C3
zQ|hoANI#L<HLobRG1L{GVaqgijF;UQqLj;I(8Xr6WIQMQ_3R{HQT-sDY>|5eTe<_P
zr<_%fpWCc0TrSJl1h|C&%t&lp*j9v?D%CMV;*CygO*Hxz#S49;C1vcgmt|6-*-fdL
z56RouJN|L8IMQ1pL6x%oCfXV*ydpb!(Q<trTREd|--$p@x(-kd=;`FHt6s<k9)9k{
zB6BFw#7Uxcr-|xcZw*v}?~RE_x4lRZVUv`gq4D!!$B^_zuB$sm{P0K>8D-PHs$j!}
zcUGw&T<Wq8T+1i+?PC{j?~e6d=2q;&$7`XKt+E|5*ejid*66dZr6ti@+L@Y0Q=`x~
z-Td!8l2=9MBJ+a9@9H(~tY5Xq@QipFfkHH37$Pz&DZSL3xEiUytFUB3hivGZT$v?U
zsFNp|jN>_rhDmanQZG;>i0LxB(IOn|Q1I>OhvUwMtcXK2VaxfZ!q~R9E4XLE%vhP0
z7l~l;l6OK+RPa=MD8plWxW-!g45GB(GeXNks_y1f<~x}NSDV6`ajGHck@B_1lJ|+8
zQ;=irdFUFGtTV2XYqhM79}vJePrF&=SYM5;Twdj82YT3Ei6&|}wOy-ot2tp0p@29y
z^D%x^1YV2lx{@8IwF3)&)rCp6({WIVegzcOZWEjiZf?N5;~)-EV8I~e@ah_YWjwNE
zFn=PROIr}3H9M@)dtO$C@aS!}k2Afy4w)sG#Yt6Bq6qm`nKHMgr05DHsp>Ji3>y=4
zN>qmJwtt#Uu@xB()R}rq_$ZIxbvVJL!KLmDmHM|~S>8%M<@}~>q8u3LSe!*2l1(i-
z+L%QM7Fp&mme}EON?%tBdO$#55Ap~TXgJquVh?zPLM=>Rs(;~(zq*RKh_z~LK3mC;
z76cCNjO?3=jS58peV7AJN2P;CA!-hLOTG{z&^+ZBqQ2R7%#X`l<ClR(GhTi`w<cv~
z>aTgaIiW>@>}srS3v7l+H!&C6gD=SlErv_90!nvWe)e)nZj^jHJHyO7lho6*No@IR
z_j^+NQ8wXKmDcg-QRa#RkX+aD-mO$m6Kun%2A`c5G%vr#7H253C#GtfiF49SDna9Z
zNoRY9O^j{2_cl57Yw$L|Q>t?V2w7cV6@ss)86<;f(`gq~L|{)1p>0<LIr?X6Aa*m9
zMS2lXTMg2Fa2jSWafv(MO~U&9413RyP{iNFMG^fA{M@kc%nk8insK*2Rnww=oRf{K
z5dq^_$0cBhQOvNqF2R*{Qa*zd&P|ubZRso|0|&P>!a8Qu$tR^KR74grE64?Yi7SjN
z3c0jG@NRk^C0yFL8GocJ{ty_sXx*RR6JN^<TuelTJh@J4V!foGs;gFn?-jEq<fc4j
zUOB0#tfCQ6PmERI7|-OzsID|EkJYTO?iynuqg$+g6pNwvYoBjQ7^z%ip=Ln1Q#1o7
zQ$D>#dd8qJpmXVG4fd8<W}JP6pe>~db8NY_CGm9GPF=c_!)t>8k;F5`!l~l&FU}}*
zgxgf_<Sb46P2*)1Gu4y>6k{S}*Yiq{SiuPlDCK$XqtjmypH)08_m+8pw71@|y5DP*
z_jx=V0X7)~BuD0<#8Ne5odUOjba#Coy>z|7#D+XAZr+JzR~ih(o*x#Jnn{RZfT?4T
z#Zu625@3m8Y&eX)o?fOPrYk4s)@ulYkvQd5ilO3dhzeRfB~)*q`XIDMeUHf-d`$gV
zfa4&&;c#+*9@|1h(sNX1w2C*+Z)-EVNe0I~C=1iAQHf7Aa7EZVR8gw7L$LfwqB+Is
z>zk<|0KQ+`Rza)JNX6rqdDpNjmWNu}^RA*G`PcCR+9->sOj2I;=Q$O7u*F_PxL`aj
zT8f30^~0YOw@T#blRSCEdv*M1>9s7%+g#qG5#8510i}f5h}sA6)hM9CKSGwD&;k8q
z+~n8!A>YSMSecl98#noN9j5=pypiu+`8KR?2%e5#Mj4)FKzu*>PRsUbhgow14h{lZ
zOIA99r{n2@@6Q1QPscCM=?PfB&-!>i&p^QXyg}{vYZwWhj$h6*5wJc_oA`d7nc(U8
z<va@k>+>q+1i$=8MJa7#JssQU|LDldO7L`izw(!N1ue|KzxDmzzTcic_0MLu{2OMm
z0O<a>uF}7880R;D|67-ddh=sp_}{0o0O)>SxSxRbhdsX_{p{yoMs^tKpI`lKROdU~
zvUb|GPL_I4!#)<)X3tmh@>)0&s62Uy?t3iKFc7?91kkV&s6D^=-?$JK%-;%fIvRQc
zS{*Hd@4tTp(9_Q!hmEbZo|YMmV=}`#I-rhBTkv~+P`@*68l;hlak&x2_KvQ1BQhCe
z?+HU;fnxa~@Bhlf=fM226~ezjl$qiGSBL_h@dW&i=J&ApQ<4DC(Gz@s{6gA)K$}u-
z6j7LpT!gw`R+vV9l$MT>PKHc!Sawv3@trX37X3TAcXTz3lMM3ZbbyH}IWp1r!s{>_
zAVAq7@ITqG96<N`Sn;nukkGO*d4^n;fR@M9(opM1C_dfOk5$p0Zs?cIwV#vSpB*UR
zXe%UZ`?Q(%k5BmiSx<lX`-a<3u>^R2i;w4*Cp;pu1o~R0HqRSx|MI~Ax?hL3zo*S#
zs0E<=eTBGx#;?Ef@;Anbm}wdOxGM!CU0Xu}mgn0L)-y6NwEg7;pM|M~wXCI<&J#iT
z_3Vvw^n|RnoSv`aHL|sNr)SM)VP<JzuJ@Ee-~4HxaDna$cpy3`&~h+j=yzU^t!8!3
z03fdPPp{&Migv7={ri{H3b!19F*Jb<|H^|OhW#>;k?}V<0?_?r<{W_TM`HROHUCo}
z$O!R1V<2Mwq-2&B-?vI9u(h`P0p?GDc}{e{c>c#kzo(G-EnVnnV%P!!0Yw1;{|t#=
zCHUzx0KYAS_^g?~#@TPt@VgNFLZ4^n|A?+1S@nBTWg%eskxLb2ZS^b(0E|pOGPKg4
zU&<Mo8krmX;S=6z8JXMu;kAU8t+mnjO#Ph%PxCnm7?}td=zmYuGI}-^cGfz2HqW~I
zCk_7Y$RE!9uEO7$|2rN8R!?{M<37Lt)G;HVb^LxUzXgFb0nE=3`t|DsPY5y4{mMiD
z;QL?yBSe57g#Dk4mA^|E&Tbx<XTr!+<@4P?TJ+KkynY4!HWFJphOkpS&GOJZPhGYZ
z7V8n%;3ptF8}<{z{94%kF>3&xGwE{x|35&OXFooFedO;E=GnSmkoW^({#dL0N*KWJ
zS@{17VVD@{{yt+^pBVFN-THSJ!}`w|^KADo5dD!cKa&{1|6Yk<>gGWJB6yOR&~mWA
zwnvX5y!{-xi^1c%-OY+3>|Di!C$#};LZCGKsl+@R_E*LLekL)1|EDD8mznjyr&Pz}
ze<?A~*8P<+-?PN`vwun*|Mw+^o|WOZ*1*4#m?uX9o}KwOCFbece=0G6pGyq=&m@Na
zf3w8=Lrs?Fd~zrmc)Rz);KsL#g70Z9aWH%!bQ*%666V>kpAhC}5<~z0l*Byy@joCj
z&({5wFn??~{3<c@{|hAMZ!_jeVgUaEiFvyApEBmz?q4AKU1FZQZvHW+(Eq52zt?2{
zN`(RcP_{nTFF$J59}SoPc)`j<|F`9r{wbS0J$|%6|02IXD&QYw>yLu<>Dqse&96H9
zr-JplE9)=V{4PBI3L6#zz#mKcA9(yy&p+ezAIIjon5X+&nU<dU37a3CZ~wHI|AEji
z*f9SKY`z=(*SPuq>3_lIIaHs``ya;UN8R=}!Flrp&a-O%^Onw^z<Kj8!1*=R{yA`d
zh3t<)&G5Sl{VQ<(dr0+n6Ar^utMTdaw@LMM?LQ^ev%!A}oFBbL{}?$8e=jLNwW$Dq
z;uV0AneGp1=eL*tadt7$vpls`8UGf&7@j)6o*q9%>8WY_^cKGb%uid!&vyQT$?r`e
z0K?BpT!!DX@V}u^_@mF^-_(_)qr17bzP$|z1au4}{*$)v^R54C=I@<F&*}OvuK%|-
zXa1I%|Ao$?XHWfOVbTTy1oZN!eMJnvrpc%L008{f6T<M*1o3+%|8Ma3pSliz>CXI5
zcOCv8{r!h(9PkH!|7!i8^5E|x@jqqef5qQF<o?esw}0X9Kj^_9{QcCc@K?2D{9O?K
zr-1moJzr1U-d@+%0|NrK|0%zpZ~Z6y{xuB#=x@gVzJ|v?3+w-azn?wz_xb&7+^<0V
z&Tqz_H9Q!fi`8ef`ZxIdZzZ~ao4<e6r|)U(cYZ%t3jdhTpUTuHVf-I8^S|QnABD%?
z<@d93fA#lsG4K~4ex!~k$o?~<AU_*?eJ+3g`-feh1|WWD@*h#ri{LQ_1waX0a)G0h
zf%nW<h7?zZ37S>L^NU)06gZkv#^~$ZwYhS+=c00;Y9T}Ds}_Qyx&k`)Acv0wWN2in
zI!;a-IxhWIZo-6uVW1i?7cx*Yx<3gp3)x2!LcWySO!s~<R?ctkqq1v(StGndC(|W4
zpU#yfT{7U6J(W(#a1x6nVH(mR#K@9Q)@a&}H3pE)YEW67d21>ZCHRT%6<_9pFuIxc
zFzQs>gH2ZMZWVQ`O-c|Y94+3#TnH+C4T8b#TN;E%&aw}<?qA67frIZAS$<NwF#amd
zPky8SL##hT^25c?vHja1;vc@KphfpQu=0J_@E=D|pP>A8+>r67S@Qp^iocB#@`><&
z|Axf(fgd`)KaA5jCg(UqD!!P$xuh8wT)|PC!S&xMW$>B7CJ^8OmX;2hL1IS(<Co?E
z=8-EGBo3mkFyW^%)b6I4DNk3FukdOJAP5rF5j#a--Q#{_h~HScb-i3Va!EZ>if3hK
za2a-4x^Y={n4mDBj8QI`x(G^*PM#no2h?P_2sy;eDd)%(^m)+ElCh}iQ}%m{qD@xn
zzGgSs=$VRDyLu-}QC)D3Q#d#!@UFnOq?Y>gSIXJi9P1lhsj$%ZY=g7La*Rqm0!7sn
zl6unY`AHW65?J`?SlDs#Y~)Oxos)};MGE89AsZqmsIn=X3ybUy@4{M!Q6nQ$h}Zqu
zAq`&jvi1&%hl+_OL`TQ3ad35h$}6%_v>n{YK8x;)O3p&nN$FI*{ls=DB}$4;%33EP
zYKw=@0&wmJ+s=lDmmL%i6qB?HlafpXQ0J5s*=%%)kPm+q>5EF~V`ViLRkamWE&dkL
zHB+y<JrQU%+|CCf#75a<iIDb!FE-TXaAs_l^)=0~leY10b*Z^|0mGVFROI?1NrZvS
zLawV5S+~TsS}zyqjgUPY;=yF&<H}NL0fQ{|1u}LV7N?PD5GA4Dtfa82wTx(QK>Zb_
zY-ZHsbz-6V>ifi9sMYAYhHy6dlpOWk;rFd|)|J*3#%3{kHJ^7ICUJ|>7&CKA^o#XF
zw`#Vk>{Rv)_sUA971JtO1PJ>RZv5wXn$wx888{;(v*JbvcAC!wZX9|7$u(&hat0x{
zSg?hXz?tVw5$2-j7R)Car5&>>LP=PZzZeo1Y2}rR%_?88pjCOKTNyGZeyGiY%?IJE
zG1Ho#ni`rKu=hVen{TfDU=}`~T3b?4Qst)ewDakVx#yy0qn7>pLG3JV1!Z-kE~K(a
zNg1;UyIAAfM*c?SMuA4PMimz&7YP@!+qbve7gHBa&Fw95ZuqzSw*nVQ`>k~&RkRhY
zdLAPWAMYRE%&_j@EZ{(}!#RAm{A{gwSU#+k)G7Ia6Cn?Gm{rxj{_x$_asR5p2MyZ`
zHp%VWy<FG{za5BOB0K2@qXx!B(?!)qUbR|tzeANp{Y8XDyhYYU&_$g^NZcK+y^^!g
zGl}y<XWHg8E@5u*v~;Plkui@FjZ%%0<qYo3*5cNJ*1WP&h27<^+*Zb6t2p&N$qdtB
z-`4Kx@l?rJJcBm`Ep<Ne)5NH>QLneGGuzC6T3p~dq;rU++$y!qSpYo*D0DZk>K=OF
z7zveRMP=>G^jG-kkoMAqE#iRUy09bI;%s8<z3Br;KL9?^>c!G1R+?4-tS)lZP?B|b
zy+<_hY#xX!7PU{v-Q0#&IbZfb_C^W{GsFiP+3=zV#ivA7=vv20JZ_LnyTRj{BRrf>
zh2CY#Y7aU<qK0GDnSNHPQt2omh)3M#Dl}14UCLSGV^6g}GMTbaOK5F}IN8p;gmefG
zgnm&r?!<~M??$Q5us3C@oMLdNr6S+6aIM6kFEWrY^EJVS1RJIFKyRu<xrRlGBe~Um
zFC3zz2@UNSv6UuSmVhg1;y_h}*nASX$dUlTbqqz>$81xmR?1jTCSZ(mpJ;|AW@XUL
zeYW!TteAjnVyTKv&RM~jD%L(_1~t`{7G-*c2Y9es+Z<+tH+Q}lh{BiyYxu$4oh9+Y
z=SSo>o_yU5<-qgS7K4Gp>Y#g$Q0LAc=6hkaA%Vfiti-gp{4ssjr}3_pVKSSo@g!X>
zz$Cs_^e&6e-H=2K4p6F5Q>H;F;#wXmRIG}{dPbrTCnaeOimF%9DDg(kI-<?3*~{7F
zadxEf9n|csy6}e7i;$Xzf|gsPFw87-#CTLGCVti=*EVb%U1cvFL1+JB)<TI7bs>2C
z$p%qhEF}Xn+>X!LsX=H76yXg0h`Wq)S&cBImG1CrG()Es0pD4B|JsH$EDcqN_4P<R
zz-=z%pwYp6xy8l7Tsbm-(@GYLp&r^UPEdV74g6KO-;`_jjQ19MxB0ScdlG6LKK%>4
z$9CI2O>NyUMLv%~gqDzl5XC+8rQu6OsyE^>6#6o84Bzy-F$KfK_c1Y=&rdkUqI&Ep
zCHUUb@vi47EQ@`Xji*AgSNFT;P{)Gvf;AjTy;srskQ$Q?etSw`cy=~7GYZcS*>0Ts
z0UA5>O+Hg?Z%R3OemT|xzUrdYp?CG`<c7Dz&HK}V0;en_c-+L1RDe|!OTR`EF)^{y
zeUYrWc9!{lG^=Hzeg=!v)L{QxmY`+tp`i?1sQb|-iPsmM>Si2PI^kb@JVen5ZD06#
z&q7?NHE4WDf9auPDqUwrWIro)zL?x}9<eGu*6zY&K;ldFl5$7G=1$B?mU!##rWTQ%
zqlJSHWLxA#WR#AdB%`^}S5J6r$bKLHrP!uEt_j~krG%57PYJA)4B2n>+heK4YO%{+
z9J)l%5^6Gp4_K<E6yY$PuV*BF5MF?0TNOUF>V-G3>^(#h;Y#sL?zWPg!H2CUXT4d^
z9gWVf;AVw^H}G0GA&o>#XLqb~5d<G^(<BCGETPW64GR>Br}Pdj(z{00`aA>AP8xJ_
zU4`%xdt-A$CKl)@KFWkr(t|PGS>r0zLQ2P~C%t86DL|#c3!+2wE&L1*L%Nv1jzlVB
zN_W)f{iO&Xx20z9fTvl?mz!FyFQcM98D4X&N1R063yG99s#sHMk%F4Gzg)3_GCIhB
zpG-e7Bcm?1YUp%jprv%F1-L)V@uA$E4Q{|wyIKaPuh0jBGMueUV9(cX7Wb33-hQ?W
zR<6rsEn4$qtoxi2lg9_O>~|Q+YAzEoMqL?#aj1ZP*jjI+?K)C}B2CnLy(nr$Ol-a-
zh$ASquQ3mz`u1`Mc&0Q434f%Plth8IQ^N3aQw;95<XB~GK#Sx=Wax?yIHe#MwBdfV
z9m=>?ujO*KB{J=D3>tB8A|jGhRs*{)SAZxStdHqKFAq(ZyQ<I4(Hnq#H0~zNM9Zp*
z4=7xU7P7@EHP=LRhf>ZZT)M%4Xk>3P(#HhWa<jcvCdybn585St`QhX`*I0n&+05HM
z(36$@8x$5?<R~V)rg%g*a<bxD#W6l=xN~0`wgwNeiW55#kGNP+$Qr}|3ddv;WCoMk
z?Gw#W?2PM1hf&G#(@C*Ld_%pi#N!=v*c|$s<9^~j3k(U!?cU<p>bP&;5Y*_K_8rg|
zh?b1|m^y8ta>Opg@gt}+mYetTPKS(4%Q<@0Hn-(WupCJEyx@|)(5-xv+XaPJ+em90
zIYq@Ja*B=GADr+-uiFQZ)Eo&TU);E+Dns|iFVieJ+2<I_;3Ge_6L18VVYI&*TB<ha
zEj*ewiyZ~x2`>$S;TRpe@~B@MP%@AW6C-o6y~wseof<Nvm#STbeEsV3MFqDls0Y?$
zW1lhJcsWx*eOkb!M=H#%5fo|bOF}j4p)D)N%i4Os0MJd7x7DrPo%Z#uz8g)7?IUZV
z>%^6mn`V6_5%c4gGvl$&lBlua-F$8M25V+-UXredzQOES;VQp*SeIx#3KFTyms<`1
z=L>NpI^^XY){K8EPWWQ2?=v?0x_SLa#9THhvBg@x{s;5PDT{B$S{gd|&Vpoi<gCsX
z*~r)ds3svQ%&qGR4i8rs40+kB%eblP#;<xzLDkYrd^Kp-D(tPK#BZ^Qds7>sr#A6Z
z)!(47i;wqXZ^70pAZ9omr@&I3fxJp*G>i+oDjZc&bLI1Pb2A55-~uG127tzWBkm2y
z2Uy>YF$f5Sqor`7FsSnTeNv*DtD-DhiOj%VI=Apn4oKIQWCcrXD^hjKZs1Cn|8}cT
zHcOjPYx2(Yv*TAu@y|Sn#O6nfFp%qQ2GkjDL+AH(;UXDA=2H3eAcbH;%uE#Ofo-of
zo8?ZIhSvpsKo(Sq``csdznnHGpo7xU_TR|9H@&CI-}aDn=eTI7_t;)qpN2nDOG2k#
zA4icH7vP6;jnQ723i2u=f_RweGlkaKK>FnCY&?5N*+?HtH^9^%$8!sQ2N~M2E!P%y
z8zGYst7hD3?mNlG{MwN)$m50Vz6!w-d&T++HK<_|MLFIc$9)Bft<c>fKzn*7Uf2WF
z-gysxc;)T_^O#6KJp>V#wN@znBdK{pkmQ2LyEnDr^{C66jc^!KeJ*X+{r!<POiZsk
zUHPf2OWhE?glTN&+FzL|HL=b|n+*@*S9U^}=`WLYC{bG;=C{P4a?wJzW4__jQo(xE
z${<UyzUQbxXwd`uIHC+IM##5Z1g#L59Gjq(gSi!d9=^LGt@g-vsM`#oeVrKptrW65
zi5sWha{0LEk(er|KESXkVM}JUD33{#QVW-3!zCn`1PdR;hQN2LpBpdyknlcW;CgAD
zh*KaLfs!zVu4c<oHzHdt-rS#9KVCkgRTla~k&uE7!={YzS`iW6l_|PdK&~o_CsXdB
zHv2-p6H75NH6+C*Xvo(mQ!fX4ATObV5MH<il0xW;c2I<S-8V($Z5Ip2y2e|aeyjQx
zN+8$jJH>C)8#Ssb!53qiZm!(qvkKvprW7I<k29S97`B^@!=|r2=Q~F0yDk)DFZ}u%
ze4Ayd_ABpWD=?>1?OJqUCr#}sKA>jXFmsh}96Gme^J8%lOQOs2S2KD1vZ$m9R{49b
znZ6K>b{R+Q9w|*=4i*(>TLaNd$gNu}D-Ba0m344Ogm;SG?ou=dpR7brbu>NgrsIJt
z)B=<sn|%oB_J>IgZ_Y$br-^k(vQiFLVIWEe>?hoUD@b{!uX4L%VRT1{w0u3UZe#gr
z6Lc&Y7V?<FFukJ8)W^UhPQv)3YDeb<Z$As*q4%sn#zOVK9A5Rrg3{!`KY5ejuS=Fw
z{RY@wCK+*4991Yryl*kElk;`D0=kQKo`+vOUTeMQEfIi?%d8_Gy(5r#n_1-TQR_E|
zefY<hhp_|H{U0&qRf%_Y-PqCGUKM`2Ky!6dXj>)X^2EP@{uHXw0o?sn*~6+qvfks;
zzW!5yOPlhJJFLTpvJ6NbrLOY}V)1K8clB2Rd#wS?LDUO&r(N;|H>0!LZP-wSv6m=H
zio2m*{1}YyA{uoOUm*Do%k#&D?b;;o=4q$4qjJx$lb>I_*y5Hd`RL`30sGFvC?M9W
z638dn8XO{2e{$!MyICpa%x$;SiCMUX>}Uo1PR`bum*PZL(z-PKbsWz$FPQJGJMU`{
zTgW1XQBnSuv;1V_BB9_#ba7Z%CTCi(y|khh7yEKvn7sA-NY^H~nN1vXXoTr-T*}$k
z7t408O?^-Z+v%_CBic#`aNdJ<Ni%8Uygc!eZt5%g;28-9<z;dJZni3(p>El+r;AqU
zm7nY118N0~2Luk2uN(qgMjQrChLyR364DVDFjakF=;vekPJ+@fc!Pvvrr|-@TV{Yp
z$7)3z95IVYV7@RkT&%KDEH$>w`^40TBL}NBqfU-zQfw5n`kb{Zo;HH6`HQauO0rv*
zZeQjJhZv2>qs3bn7{T=mdLflJyfmrdpb3a{X}ppocUd@_MdkgOi9Ic<okWMma376b
zh{W*)hOZ_WFU(#$Fuf;m@UIkpG-nN_8rtYKq9axFSl@_e8wTds_<Bd`Z-XabQ`d@G
zEvCe2b;t6#^Mm4{pb1)gxd#u135ytZ-M0B`#Z)ejxJiN*;ET3@7#dO_XY1+Cxc?n!
zQCH`nXE(I8yT3f#P5g;xJ{t*dx3RZAwN`yFj-XZz2nyTiX#2QVVRlB!LTY8T!6=A4
zyX#=?9T;?2r?l~H7rc%?ws(74Z|{k;aZihr5G=fhfcyiFPtod&$v`joH=t1-^!%>W
zJ}hq`B0PfNicZLlF?`1BKHeAWea!Iauw>z`po^Y!x>~sb?ODJTL)#QxXzJ=$)4-=s
zrJRv@y8!2??<olk;udtC?@m#HQEecmyn8m0Ae%d)oWi24Tux8zpJ;E^n+dYs`2~^|
zm{_=g5vxnQefNyD{wr0I<&N)JZ-CJ~745dpB|OGk+_2ra`KXnO^n-iE@YtJk+IaDd
zTlmq%K@O@G;|6;I8vd>{>=yMV;|6B}=4e;FQG!)FERY~>P9(G*x;J13(w*r=+kRO3
zpN;UoFjkD#M%QvyXF&~**K5O9VPofmc;hmpomeZrb%2=koob&?Tw$vYcZ>Ab2G{6P
zpdX^}D9NV4TmUv9M-=erP_iw?VwTJ7v^&jZizbn(=h(pmIiX=}De~t#PHYWEKhxF(
z#*6D+bJ<psdrw+rM`pJcIV_<$uf&n4-e~b<%KIqzl96V3+2yL5hh2Op2yPR7ME-pm
z){?fLHWc3S)j}`C+FVkjHoLcJ4?qf!&%!l;7vBaSYA4l{jwjgG7c%dDiC8VPKM>TB
z)N?3ho4<hbvZ6OY@r-nr;9@a83Q1p(cotHRzfK*AB~hi52(`W0XSUa2Bs**2mfymT
zKMHeUOMzv_Yqzy1t*6!CGb5(Ht_(L*r%{z4ji&^M?a38p9f}o<ciJYbtDa*)xRhgk
zxRjBjo}Q6WPJsAnwyj)7>$|#)pd`}A`ta};ksMNzp)_;;KyThQE*`6lub+;TUW6IE
z_w@89eQ=cKSi$ag)Cjyg&Nw?2lQxm(eoEw1Mi0=MSqmV*??2PLMEWRMUD6Ln;>~fH
zz4e+TH<yHDGiQG`s*bO35P{?{FkDJJBz!r_@pvVb6H-79c>b_+(3%sIU#`v1nhBGm
z5NO+&NqY_gzAf|}rVA51CXtC0L+`X1Q%n$|IJ?vmWBRe1Y2c@&_)-s51%Z0ut1OE>
z@6ee;cQM0C;Y#211x8kMMYIwWNs8nqM2WK<)B#rFs)kxgV(wy=Q++WKU}dr(&Tyzo
z6W-NaMzD2~=-Rgg<&ZoK@*c&Rt(fG4J7eJj`qw4bC|c1Efldd(mFOyi!X8=H;F#1T
zh%8+Kf%O!bUKrGkq$Wp%k@hTTqr8S46p+9NXl=rZIvvPJ$RWg*{B->3C#KK|U!K-i
z4j~O|=X2G9Iwi`Oc7KP+BA3CX4*S8FDIXt}Vf=hYE0k&~{aAdJt)q0Ngq1DTQ5UR(
z(sF_C>VWX>=3OWWED8*ASOzQ=ABe4Z1D5`@;YJPAt4tw=S#~PpDkK$`MjGNkKM;HS
z9G)iVwZPOwtyN4k%+@Yo-}Uib^r)h=iODoZI*bCX6cJ(zf~0}`{G;eFylkE*+iEyC
zDrNoHvIJ?Agh!0(u_z5~^p1c{qw{ZlyB{LHwo%t`>^2Fi`%!sJq*3Wi(vXE}QpqV;
z=tjtB9hMm79~ODPZ|_$yiILZnvy-t?IG6J)AbO82H~;?jy^vf^VPm1_q*zUjavpP`
zN<MpGZ{e58;K}7emO{h=+Wdiuk%_VrLrS3{G<iIE&Jv<x?c&H{W)-uVIjx$J-S|m~
zB8sBrVqFPh2^|TB(7N0_5@FN=%)ErcYjqp>Z)0quY%|W~c7^9uduCJfB_7o+#%^)E
zS2-71>HeX1iGX6}yUKKu07rqG-0<`o#sO+AF)q7TAEDWXNh}{??uMhf$r9hEmHLBE
zCWd*VwT_qS9?2Ouz|5T#D_^*jS|L~4nHo9zwbY{w%iAEFGAj=7MO>CC!UV-H(8_Nt
zaqK=gq2<qLq$h2}bm~lSw=LR?s+B|D4uqSi$AW35<VzS#nkY%Y>iG%yc{dcwtdkmg
zXihG@x-e+c!d89F(xfhNii7AikNMeH0eY9uyC>m}H{<w&v4m&(kk;e}a0!N3Rh7Q}
zDs8_oMsuB$-r-8_$&Z?K{-Y&+z6l*ZSWXh5Boedd;_Y$;eQ4D#iZgs`-(Z+y-kbKX
zk0|A`t-hN9<|$7U=dmt?D*gZ!)b&~2k^1mMophOzAxPFLB}XEW>@w<^UJRYYwT)^2
zHLlJl(nc`qH_*FBdzx&3NlzZ%qk$JD3f!e%Uct^?dOLfk!>8G3ygMrNw~4`W%J6=1
zjF8J+l+wL>DaR+xI=u$z<uV@25eLgmHLc&&79&)Ch3G%{o*JK0VW6c3>w126UtiuW
zV6vK|tJVAC3RzoFtDAzhI>m{alM8?4j1JGCpnEym*2N1hX0p4q)bg_Qls6P5>S?91
z#DsRlglb5;d8Z#4Qy-nU-it>$NmXDevS{=Ti|9+nzbM71x}hiJm?!7?xI$l9`Xz5`
z2-6xB1I_hij`LagavPi2i$`!t6x{VsXz(NYmG}ykZb}ErJZ|En)hN}FO6QGi5+UiF
z!w+{Nk8%3ic4Pye%8J5?8m^6JN$c;YwbOL*rI<NbO5DK!U(T7Z9Jl4TiKNOm=;rLG
zL=wT33J+ulB%&1Bu1YuBg{U}4N_Anuj-$Xp=<p|vGGDODwK;Wr6ot3?cfthUMT=}o
zO&U9iH5+HrsY0cF6Mmx#`@v)UbCF&yd%|t1D`YX4)28c%j{lncq@Nv@29L_C1(!@O
zR7avC=pi9*d`HZ-DyTb?Hi3|AmG!a?D~v<kHoTlS`?wFHa*CHC8utV7QK~fj!z2+g
ztHX_qd7l;{;Syn8`_Q0Ag9ootB2^rH`4mmAg2d%~lF-Rx)IcwA0`EC1f)&MEeab{d
zh9~-t^X!-n(WZIT15mGTlsKIk7NXW>yj*TEDrTUItfX*`i(dv@4(~U}5v+m;rkaPE
zLE2r~?r9(>mp3Y(oL=XcD^eO~Xy=ZqjJnh2OHK4C=}V}{-wME_O)zzp3HEcj`cP33
z`Z~vLy~Z3AvyVtOKiRBsrck@Dl>yDD{P+Q#>k7OIHxEg*8u#`jtpN!agE*OFxG!-M
zP79mP12xmx%#fq!6qEFGTEP^f=?zDWvych*mbvz%on4}Qacz~Snc%70S3D)?DDMz1
zKH64ym)f(FlKU?Z#c`!yX!Q|kUM1K^McBXkR`uxsnj>Fy__3B}{2>e8gffB;F=xb?
zKP{1T+Z;5m$!y*b6<7w|;f>=K*<*X~rxt+6470L+usQWepHhqUb-x*_i~7u5>Oy5g
zNZdBnh*H(~)S*~ZMJR=GOfJPcPQoR(a_3y<<_5w0B~iVcs+)e%%3b4^rjsKS!^V}9
zR7K)NUlNxR$rBf`W*dUfQTE`cNXZk8`KU8a^KB+x?!G<{hCQQmhG_O`d8?6IHkO9z
zkjsubkPWCxST;LjmM~ME0h<Av^_>f;N-&MmWf<9dPrN6{9J-J76${?zOd?Anw8g?#
zscTm;RYEtevS`+BAMJwRmciJEEfb6pa)>W@%()u1x$^z|Mdg7B`=ouDS<L}tW37G4
z0m(ddt%`YFzj?|cdE+<xxP8$B_o`bplN`G*&c?llI@Kq0U+2UR>gJl~I_Grec+Fxs
z%|_--4w7c;Djcf9%hNPlC*1w+!!LUGN9NGy<7TGkTI(JsTbA1U+6UUF2}iZ6JHbA@
z`jCTQg2T*a>M*l;?9=)Bg9$<%&LOMZ8#%TKwkGSVw~^-~Y?NxKDfuR)-^RgrylwC8
zkQ=lbFcx*yg3NQx6U<}GvuLF1RO&Po(i^i~(p@rKif*%`&M7!^w$F#oanDnoJ=`K%
z(%j44qqzjRmC}kwMn|S;$F_G^_AYl3_rmvr&$@3=?&0r2?@`@iTI3&j9urKuPLe;G
z^wq3$)YGWeanDEb)qh-2q=^+<qpufOU{OV=(-%AINVZ*{AxGui7K!`XG`YuOPG34-
zuiK75e$a9AdKo+T0<XSVo_86B4qa>|5cTcQTEdF=e1~sq|L&TGo?SY)rtof&LHjyr
zAnR%-$k&h;BGl#Mvt)T1+%D@9Mp6QgNDG`KT>MR<76VGH#-Z^;#rIXcZyYX~u5Ank
zrJX~_6O;n|3#RQEOcYAy8YMWIOzyWhA>@_^p*<A1YceG3yf7w5Y*}APm#4XVM&-*}
z`uExxmitkNlFO_BtV?Au!by;;6KQ}IVAj44%*34fy~4X4fB%*~@5WrxX|M|y)<LgT
z38oek^8R8zK75~D#R#Z**(^uqRFxcT$y=cM6G5(QZ8UBy=T>6{b}n-QrNw4*Z%-}q
z37jG{!;TcVPE4eHqKtK0FUEFzb2D#Ncy!S5hw$!%lLo*QpVQdkynwa>MBn@e=nOvX
zrUnGIcY=qvkpVk*j9_4f%5Jyl$dlogkxs6C=#gJA_a~M>S=w6;`bux!9z$9Zur@#S
z+4Y(cL9d$S>g=J{Cn4u)B0#S3C&Pf4BNDs2+pb6_L{F#cTH`OM(3j7Nux9j`LMj{O
zsOI6{pYea1jk_>eJ}0F}eh5@`lQ20~eGhvf)|n##H-MO-qu(ouZ-9f|xcAxA2<kus
z?PNn_HU|bdG(O=4Z4Y1?A<dP{D9vU>P1sxcNVoRP_oX#MRSu?Z|DnEEn9LhP%M#@W
zjZseHUSo^POR_eKbj1aP5z}{t_H-FrV}}e1*+O-aK3JpdX!B&EdVJ9o8>p<GD1!8|
z$mH*<rcEca&9~<<UHl|4@o3fJ>FHXlklC-uYly#!9po=4y4%iK8bP44Gca74AcrS0
zy}>Gi!?h4}%_qCBSo5lP!eZKQ8zSEn)J*dxPCAu}v3lgXo1s}<yzSmhqvVQLXykEi
z(HiK#J7=bM@$Sw0$^tJiSoqYv^r~8qrbfGScXKcFk*PxH9CtHCLsa%YO9zEsApK><
zqXD%i#@58mZQe3A(xd5G!mvwMQsYGm1%qep9%rNu)6rr0ya(UuiiUMqS}Bu!G9K;>
zrxuJk$vK&By~R>8=D{{H>qLp0+-h%GOl?$eLlA+Xk*|DNVLO4*CLf*m5pP`*r@6Qg
zaqX_GWOY!h(zVKYU!Z$Zj5|)^Sk;Sff(u`KcHRpuoPZ<yax;3^LMF3_LFJx|)_<`X
zJP%7|rjqo<8=!qSTXH;bG(8p!)ZJpPYFO@}Aig+nLs9q7<L(MgXTVs#1B;w6LOued
zdnhcsPiss>s}`2B;m`7zlI6O6b6{D;cBpNk4onyQM1=-=!unRr-~T=q_ytYA4@jm=
z1P%~$Jp*&CiPV&#>K<@dU6B2YG!(1w{q_SD%-c{(Iz0;Py4llm#Qc!ab5=&59GP1U
z$Fc{XCU!(>cQqC3^T2Cm4HoHJ`pp?%D84#i=`Mr7_Bw9zgX6d5Cth!NE=wVjA6&~;
z#)|i3C4=*VNbit1BiS(6ZA~zC{5+}e-2);8h42!sivtoBE#0^5)}eSnYLGaMz8vZz
z>$lSwuWv9_Nc(?W8Cq9zM31@d%=C`(_uo3NxK9va52VM2vc0ID0HCF)3f0II<}g*8
z8Wa$!7Zb=6yz2lpSf`1QsL3V-U(T_t#>|AqK3rLB#w;<q2q(Al{|u02XU0}{<Q6*1
zt5_e8yMN2byC=k=E|SkhDQ}slqB5tMvf#hVt5cFAAx3XajF8>V<SlOxKD;K%nKc%d
zJ<SAShSv`_lnfxWxhOpUN@Q-Eq|9!zwF{@CxNsa6ob%20q|nUix~IkowpE?789q<{
z=uYcFa{WBZp#OE(^!&Br5*@Mr5Jn5HxP~M+Ky13Se@WBzy=}cXub*wJ6#!bP3+TZo
z=@lGi=_{TgYFy>dxSvy1RM_4`c_qoL4&<nh9qH9+P@8vYWGuK-i6#-Ie?x`bzGPm@
z#iOamK2$pZ89Gdzbz9GV(MIJ7&ry4e{ld5`wl)8C`e+!`xdsJutg3KEhTg%*sKDva
zRs|OkSdqX!84H9E)<hg{d6sX#HZROV$Vta1zg~LS09?40O%R0v3W)hIeEbRa3)>jS
zK|2DU*;}tR;L9E49RWGibh)iCK&x7dtlc+7xD&N|>kk!%V;c8#%>~TGXqA0ldj$CR
zt@d5@m5)=XsGr;(7to>}jDrJJySN>CUYWV+WLlTb=<;Y9@7TWYgHixMId{Xn>MY2X
z#;RZP9QX>g;u{gqXzMu6-T&?gyZ_zJ?v#ns^t-l7Ftol;x8TVkmwc6F<9Wm0_iqNo
zv&K3Sf{?3a_60tPY!uA-dyklDD4xwi4T1Rz<tFL|i@?{$ScqfII);ZY@k=B{F}f65
z-EDyOzB<+`Onc7($<B9uJkRL@zlTb&HZU07C!71~^@~@GOLzCNM|I{kCt7!<zOfq3
zmRG0DV`}Q1F5yQE^<_{Z;_bQK_qQxPJweL%fugg97iH_J^iO?b`E4<RP|4>bAlsf>
z;xFG_CG(?6zplPm2Ehe<NTnm^bQgc&a>(EQi5jJvLk(1LN3!EfYbQtRhmUV&z~tL#
z_3vN<eL}9QUiyq6m!Ezl2m^zuT?fMoDn0>81j?6sMf>(NTd|#<2;)X2bI|(5Sr&4x
zA=r>`kjrv$i?o6~B=bgkfs`%%x^!K99lE(Ym<s4w+YnSBXI~zseLH9Q!4R6ohX6vy
zXxe1oG4b2Qc3OAh)U6?lbkId?gJK5+dkb!ft}IM5GP93d2C^(htiZ~7P@lonf<-o#
zv*@yL79^15O1Vx|`)cY=k#-({>w0Rr+K0xw^3D#LzFgOZOtL`e%;WT}@jGa68p{^%
zG(Vn{*NOT9zXTJ-lWy9}^jcL5X;~%tR;l-DB%-=baoB0;WvofA_3PQyBquE@118$g
zO&qy=9B=XekGHpqu473WbZs#+Gg-{c%+eM!Gg-`Fv1BnbGcz-jEoNrRVrJHr+<m%F
z-`n%g%*%bKl~s`unYlBwYOSgrU&N+P<n&=tVch65AlL_@^+M9oBeWwt*#~D8T$X5)
zPVL7=E0;^w1)o88cuL(2lVX}t0gYq^t46o=Wu!MjZ^?-C<O`B(0+j1+bTG7Qj=@Dm
zCYxG2@@{ZXneeEPi<vzn+h@8>b2-GeJrb*}TH%7Dg7VC)r@RZkt>K-e1M|ALH=R`-
zyi2xWOCK+V1@KxH2a7fT8GIOW?o<(V(v~>LpZ9b|^bAZC#M;7J>=$s%6iJ#|N2-xK
z1(L|cg*lM3zwiOsOp?gtxlfw`@>>_NEA*>{BhAr)iya}{1<TXHucwz$L8TL&ZIkzV
zSEgsG*!9m5yrwnS&PPn#(%;1KTdI%e%AiLKgst?gv9y@_Tug4lI9*>wiM<mSt_U1y
zRCPw0v+o1HMhh(7)k7WUJ5xPa3yHY}yORI>9W*^L5p_svK0{C<2q!7_?C~AD=!cUY
z;TVr@w_g%+3sSBYB#~;TI-Qp9B$a9c@Paz1>Ti#?gO1=B;@5``2tgmVs7+M(rPu6%
z%H}+L=Wgip-l0W2PJS+?MWMpQ15LarytR^wud`GbP(rd@t}l=E*pUbg{<|_^y3#%t
zKTAD}@Q@3W@_!y2Sa9G=e;YLBre#ipF#VJfLH5gzjR~x$S<ax32l`jY(<vklCT_p`
zzJ&Sbn$@cl!Bf!CD}ibS!op(T#4XtTaGUI%{fz)>l7Mm>0wXFyqe8)8tpQaK?Zagj
z@?PC`e*7h^>Z9fh*PiR-u~=u!k&qxc_eh^nAXjt>Km!04&~W5rC}R(tqu4RFvFb$7
zKB`SeZoCmmU8+f${nhVzJ{*r*?-8FP%XI?6fJP31z>Q{?;c#K@{R4<0KP=107Xxhx
z)m8E7?{yZ!K3-A=ZsIZ^*m&64TTG?VW+?&>tQII3o#D`8o-IMJD5Y95<=Ob&M4qzO
zq!&XGnl2}7tHGRD`&_ikrX_09y2B$hoUK$&z4w?7zyk~<iQk+A_`$2{AkbLqJ<)#G
zfYdmij<t*H-u4y;V(FNW(K`^;)%GSC8MEQ(MzA4BU!5t4B86L1*l1^;Yaxl0>cd94
zE)9hBMBZb*LS@S9pd~4g7xcg-Atix1%Smo2#5%SgJ?1+dRcdQCc}?G}wUNoLhcKmc
z`}=Y8_zzoH49C9_$RZlAAxx%+QF998uf6-it?o3NQ6!g8wp}PqdzmYl-#jIp`|b$U
z_%TIXU0^}YGlR6!7d|3}cVm|{F=v7=h>PB&_f+bMJ<w-g_E6$8@~hG+BFpGX5!XIk
zjg^2iRSuy^nm4~?b$BAKK|SO<N}fR<LMPZ(Y7pD_YvBR4Zy44roSOq1io|Ca1HmK1
z&=ZE+=C*VKIH&Q65U&yPiKMdAW5A?l<^rpjH;KA-1!gWLPS+4MM&NU4`uNBclO&Yf
zSW-pUMyU_g@Xim7MINMTqGqC}42i&_c-?C5XMb)>kqwcTKK|lMtrzi-$<QIQ(w2C+
zp=6A)KvH+k<IctnJ51vG33O$#*wWaMHv<-lLMIclj%azz<L-Ws5mL;Msikt38A<t=
zrmrp1j5)V*VJuHpgH@I{2!hC0Z*!K)WO_?0iO?_rgmG5#l~TU&91cdZ%dr)*H6{9$
zo&jpnRP+vx7K72`us%j8&IN@of#|?G(6E$pBCEBmJ<1`>?6;?2#FtWqNFv|Sxq#E3
z$kS5<IXT|wUQw&wMa^npH;NXu5EGn_&nPKuGtxltF2I>O;7Rs3uarP<J1ldl8&A0w
z?79F_bHzwrN*u4+khz69U!4Q{1Na(W_{$JuqVx1CUy;KX_?-P5Q5hjNL6qKz1M$om
z|Efc)OEj`*f_1mZmd-V@0!Vk+gRzt&u0rCY=ULp4kP-?BZ}cX_X3Z{?YIxETxKqJG
zNLP|5Db+kdBKmcs5Ev7=FXiRJOd2l;@9!FMEIcZuo-y8s>7Ow}xkMO#?HYpwh57dU
zG!&HRysv^Rbq=alC2aa8YmhIzAIwNtfN@4XA-b6KL&1u%kDm#K{_CNK5O36@QGpoE
z7uu_F-?)k3x^CiWJ<Gu3T=pVT5IB>IC~O@tBK=k^b7tR|IrRB}dBTSx#%(npDSt}A
z<}E4Z;Nt*tYsRIf=T+`IWX6|NDyN*7*Y|(9xRm+*mllkvIR^x*B<pd98_NL0^2B!}
zZEF)S9P;r7jD8m!euY4{y-ZVR`qb+CAw=`ToS1Wj#4Y~T8`2AT23u1_@^{z5L5CoL
ziiCowl5ZSYA`I5vru)K1lK4~EO7GqbYDtyfT}S~u5&P^ovOM|F1et;dupQl3WE1Ip
z-uC@+G0h_`_|Xd9lm1kGa9h-mKW@d0j}guMY>nn&-6T2PFPwfa&>@^=I`7gBgPH;r
z?F^FE?!lu%B$iIht(DI3OVzp;+BWE)z*|VAp&QdN-;)mCOYoz|4;D+@w)(!JJKAUd
zHwcUQKUfsTcTnyx4`i1AhNH0j&p688eZjTk0bzOk2>fTSp}gaGU=5{nkOAF{4nOtz
z7LQ*)@hykb%QNgodv_J;GC)(2oGWN+-?SPORSh-$VlStCX^}pmD6hmHw1!+bXsqvH
z+2RhDpsmDSo+I~aN^+N(rg?Des@$^2d7@Z4(|-I4t+Vj^G_%uL5xJ9OyybdmI?xzn
z;`CtRC?rd!$?X*)iN2Cn3J!cB&}-#XlgGP?uBU+E;bGD0LcfF0#{5m?xpSgNVkbRu
zxdeKl#kx-+YA^b@?u4V+vx_H)Bz(>Lf|9u6VCBv|WaP@qEfMt<L4qiOE?SW5hgc~J
zC6NSJLO)3952|c*gGPI?@*oQXl@8x>9Vt_lDq^}IAfp=ISknn^!z85M376=HhUkYW
zr^u|LBb=_#xE~i(R_M>)V7K<HWS=R+wp6#1eyOS;cp3YgD;|M%4ZHVL5z3w`8W?yf
zAw0+Pfbwl=fpo<>AU+R+^~zG8Z7r~2n$p~(j>?WsysK90oL{}4M#UjqG4;w;0D1Ku
zls+(M4#-|8K67hRd4<Mo7daN*Q(P%N$B)N9P>5Pw)w$n?{N5rPRk=W30queUAE>H6
zymuphj<4kL%H)p9!brh?1B%KjLXXn*tr)7RPPm_IyPsZJd2xNgcbVH;n_f>eZd2I~
zL_3Qc0x*VeU5%#|J;b2$d4DFrXN3DNzVm;!&_C%27KVT2dSZB|y8n$o{fSrf9$U`Z
zQP|kQ(B9nE(Z>ECw8*<iM&If^u9cXSn3A{xm6EZVn47(^xUs#B1C4^QsgtGtzcoem
zt;{Xm2*}@+2tKq3{-{y>qa{myQwIX(f3^D0_;oZaj2r|sjO_2=I1>xgJCFD7iT@8s
zTf$M_(%ewM+SJmR;2%7xfP>*j1g#I9Kh1oM^+WJs{zo9BZ~IS}@?Sdd(VDDO2-yG8
zz{iF7Ul$+0_MQ1Le(&^;_x~Tj=wEl^-(jJD&(5D-{;SXbpBh1Z2jf3+692ce^^OZD
zx;eZLN5b0V9ZMzn!zjE@r}=yIp7#k9FtRZ){xfeMq>8M)k+J=Ilqmvo38VMlYwqaw
zuPQ|+TU$$GtB+au^Aq2n2!Gg?|5(X)Jm}xNmnwlK{hzpjtncIs3kxd&<9nP2miM5G
zjBM-#Oz$l0hwQK8L-tX}%F6Z++50)$KV|Iix_@ln_5akr*L}!7^#9oZRsOBLKmC2!
zzsuM@`h8#bk3RnD=dbdky^s2j<4^rR%MZK1kMUpQ`hWHDVfUf;Vf&Xp$2;rwG4>DH
zhuvT0hwi`ndxt=^wLkEUzc#}E$v*f4ef(c;01<0L8>5dkrTc45X~h3D@sCYyr2oD-
z-xty0BXHRJeeq6j{o}4svQf4+e>XLL7yn_x|2|ljzmTxMvwkf9d-m(U?&$xdSRy_s
zmZe5ofTFS-cIas(t!P`tAsT2r;wX`ydMpPSqn{5!HbJsJeHfyH=s@si6c7<yCd%Ms
z;9Yt{QCw3MhPJ)cCg{CYhl#ec^)t^Gr@6}JJDn}vx8*V=71ntb%7oA(TueTWB|Z*{
zvAhZ~Y^sEagoK39=NF^ARgxi{SP?39g`cEfm&y}wSQB}gb0JywC)^M7JL=4gjYsQk
zWSk?SJHl%7a1&^%25xT;u{^M;Qm^$zH0@N{6GVPzTdXp1a!`_zbCOcf@LFkbO|V*V
zUdza&uyXLS(vGcG0@7qE;wzfmzFit!ohMK2`k2QVjxs3D7{n_4ii=Yilb;#w;2!fN
z9{NIJnoruFMjV$r=E(!@nhH*88Xb4Bi}q7uw>Y`^NB_m{&IN2$ax4}T#~cn9hnu9N
zg_P{odGo!JgXrZB2-A{mq(pd#bVLZNtVC#Jilt0g7z21X2J33Mc;70Y7tR6e;PI9|
zYtdkT@~`P>h1PoO4Aw96Om6m;M;AMpv-2SvHj-8q+<RMmW}CKAuL2z}U~pGg(rKyl
z^iliC^*`?Wm1G$)j5&Q7;^Gu}+`o{CzAYe^4u)nMl$)sIR&##689j^}mj7Ljm5WsX
zr7}<)Ste7eqtVoaXU5aRIndhwn17>uv^QThcQso!OE!CFsj=eNh-nySR=2S0LK&GV
zL{oSxzgN6a&$1SDDkht^Fo}JTcFpsM%M_&kV~633G|g3HPotlel&0*;ZDVJnzvaZT
zPGg7pQ+H*RcKe!iTh=k!;_oHp#kKmjkz2i&#ZF5SkI0Vkbs?G<@WbHNToyC%<p@bR
zOn0Bm+@yWr$M8<VrOX<aYJ7cs1ALn-gDibrgSRvx&7exS4qPByFfI@-Y1_pu+oZZZ
zM=itg{uVnvd#h#{Ep%&gw(rn;iMHS^M5ib&iDjFI&3w&#xaLEoku<nGI9%*-wm66E
zb9N<$mA^QLULu2VCOA~sRXFC^JDuZk-=>S1;|FC7tIP`y$}n><%R*+u7xFD?nW33S
zm|Ic-soZ0q0V%uTg@O*+4yspbS7EzhgSp1_=_*B5<){sn8ZK7YRz9q1T<@e!TE*B@
z<&^dO>13isS$$KzYy(|`O+9{tu2XzvOl8Tq$b#g8&R!9AK6WK`8T7)y{<IUcBbC#U
zqo(6S>r1PkcF1Y`Y58gGd!u5iWgbOkGjmrKnZMG`0d6kqad+Du=da(qy~z1O;kWYc
zjd&BX#!WA;9tNHzy=b}uH-?hV$?m1T!Fp$T4|Z+wT`|7FcWBrYEgS*dT|B`(RXyoA
zCd`?b+=f;oJYa0Ue?G$7tD$l};r;Zr?hF0&o`Z{J2}9-@4~?_gj%1hgOm!Cd)vSCD
z4eYqfV0$Hd)6umAg`4`}Bj&VYGNB_T`Z5`b`N-7v2{v72!muj(ZlzYMxw0Y2b&;Dx
zZ|^AP!C(vKNa7gF&Cep&h%oYWI1ZdeHs+EbB>?_vt((hhV#-0??wD*E;Xt7YAc93J
z=PHSAVuK)Ir)r~pqgx*qgQC2s2ANf%Yck9F+jSm$4tz$to|cKOA^-7m$Cb3_KAhCq
zfG4ZpqlLr?C9<iB+f{md1vD#`+X^oc=8rcP7^bI}!veop(-DC9C$J;>zHZ#2E=_TE
zJbND)#xKz@_HT(1M$vVJCb0tJu?9s(09gY6RT;1r9m=K7%pV9pMP&Fw#n1IPTB^Tz
z>=w@kwF~kFVY`@65)0kI&>Or&B@gf}-W4!0cWTt%>}3IXr8jEyy@-D`qMJ%A23mJr
zE9;u+gH$y&`Lb={XUmy!xXV>#PliV6Myl#`T{uLi1*{6ou;a^felv5uKi?|Y+MB?k
z<DrVsB9fMol?6ylj7&_7tYmc2c-Hp+Ov~|)9?=TnS|^k3^(rdaZ{Vv~w_a4OJ~6uS
zovo2VVFB(a_Jnn2FsO;+QvtUMsgPp!oghDyn{O>o`3^Z%_jDVk>%ySeOB8WvmCpZ_
zp$Fj}NaGo_-5A`y{i-SiCbr36qg%Bb%-I*~%pLx>p4CMY%5a}~{;w<+)0k%nFZ54i
zb{$b`5zSnU1M`dME?``i(6}}k!(3jY_0|wKSmWEqYOvfq_P3jm{t+jSx>Zjn-v-h~
z$O>UrO$7OSn6jfMwQIm_u)_QCqTz87Gw{&RGF+rDb2==5vv?~iyeM;y;fPA#AVxqi
zrlHF1hJ1;OWP@Yj`eD{r=YlnzkD^$@q|bppS=qc-lz#>C%ov&)O(b&+F|$yamU!=0
zXJP4=mE`qlU}%+n_wsZs*t|uh$leh>mLg{V*8Y0rg`BuQJ9?h4XQ(Iso`CP!U#FIq
z%q6fVmPz?M67C3)p404lSIAVBf4S;8vQV+uUdS-33dtVhRbN}3Kdq*WvGgTLE#s*8
zm8UhT^YP~BpzIETUTECl7cJz>3WbA?!8&GNOI*-tR~vg}5r_#Eca1X5Z4v@7`97zK
zdjtTJS;n27Kj2B)SpDZss3-EH1Oyt?Wd9N9?ss8Xc-W-urQzpc^ugMUncl|a?hvpx
z^UkDd8hL)~RfwwIRnfOTA%MVu3sNRl&cT!Hrg?8fUEpa>5Ab6ke%Dj>wXm|XgsW=E
z%9m|c=6$@-=B6?>=fUg1m`S3a*I)cgN64k|Eiu@sb0S834B<&g^wwA}Fkw}@ug*xx
zYyt&<SSR}mzZ8Yj--a}wpUhOI(a{~t9Mt^;0mH(2nSCW>#j<;M`ETaC_5KBiyBVbW
zp4(2xZuHBTR}byt(i(76cjW|+fQ!@Kpaa<#%W%kRT<oqkBSQ0OwT5F={LS#qH;~jG
zdt~cdfqg8z`KpcPX|brNM4c8Lq<Qu2!y<nXSEdIEwE`svvh3O_e5Y?_QERvnu0Ym;
z+)RZx<Fv*v(w{pj@5;(^1nE{&u6rTu^!#oSY<f?nKvru<q87a@`wKgeN!a0|iX(oh
zihy9Z_OO4>8j31b58927$L_AUWnxd~W+g7+7rdcit4nNwp^e#7SbX2{o3wN}Tg}Fh
zft^C|WLc@b+l}?mGToHo+2Y89n`|g>pP2&a_w58O3RJ<efwBw)YB3Vn_#v;ery`a-
z>I`9~<e45_pqD%dRqf=<Q|`v$moam0jwt1jw>s2jU!uzp%bvs@M;X@g@2L4&D~DZQ
zY*nTukySU8RUq}^?#;y`9L>wUc^etFi7p?Bux44>XfqhKn|011$$_19sW;*JzA=b^
z&=gT-3uN34;Ql<q-_G*Htn{Ku;fHR;eqF}wRA^>6@$b6tMh{H~)|Dazjl5P=f9cIF
z^vRo&4f|CG)0Z@{$|$cvP$zgjTGB@X<iva-5-^4=LXyNjC);n*9?5}?9*b|*FDPXh
z)KNX8SRQCHM|K&7&j_ohmj-LLNR@RsT(#cpX29<NIrn>v6t7B$cH6pR=`{1MGI$cU
zUF{knmA5^|a@JPai<TR<b@w+e#$th#(`KC5LK(hfHKYdAX??+!F2}5gMkILBTl-KO
zXYi^+g-R?%(VO#W6%L1Ju!MMcq{O0kezBhS)YMDJ6q1q#*7%_C+d|#W!<#dlK))-a
zUeXx#dZ3gZy0gvXi6VKAEM)F<ZQG~u(O8Zv2Q-W)*sx=km`&Ycf;~eQDPAUS^X=lC
z5|7dXsYOo$e{HW5I6(IAx~EBD!Mi@sC>9pdIuYnwBlKj1OxpI-iGIL_Ej^vfukWy=
z{Uj#FfYHn*qa|6SMt!tXj(W4Si-D~^IzaLIiaA?cBd>>{ul{EeYPDZ(vuI-zX(U8A
zkS6g0(W?o+u?ZhCp4AB^--5}FVt+F&A{5vyWe=GVNXdk>@)+Tf^<-q7n_@s>-XlX|
z^2NPOY{E9cR1rpzh8x^}A@j>)yJIr&J`P^lreH^9UIca5p<8zTogZ>G6_x_t2kP~@
zpT9^!91eJD4^Y{(ySl<Rg$H1EEcEk)d+a|62W10D_kX)(i%mWpq3?&(UQTa~v{9<4
z0-jAjC9n02j$G3GKw1w_a$2X>UhF&*ZrFm4YFiA}UV$5|AQ=&*9|2EM1ofEErj^EF
zAtLpfG@xjkb5Ct@yLAx1)9E36g$7`Tm87?DT%l1BY1-;t<(`P%Zw;85i9EAOgm^xg
zFT%qYZ&2q|v!Kv7f8xte{h5ampl!YiX35pVj{$Q?Ht9#s%Nrr0xcHf*5Raq%Z50_9
zFFY&|P3W=FhOPc^BnWyz7jZS%vDfAItsK-G%59z<Vke;Iq|3^P(Bba$Xpaj8%7l*R
zT9!(@RC<uWBoTPMJ*k-!TQ`s2s`*OwFZB5$%23-%qx=1@=wVr%O#HH|DCu@|mtQ5%
z+l%_E%#@Fvtb%8waLjXH?0-~v-U+X}n-!P2y}Wt?G}%IQ_pz7SY-$4>Fvg|YV<M>o
zL)AYG^d?eK+wh3)=stx#(*>atmk<;CLN*A4YRq{u#+FTLt$pI?lD+r5cREm@7r;p+
zfa_cy+v9yz_Qh=_?aEzstlaHZt!CWZ1#y;UuvR0f21f4gKx>OjLcB%{)7UH&KD~>l
z@QmT}mk~bL=*Ge`$_5JvLb3FVWPi=7j*R2)KhgJ#mkJUa6%P+ZpGfDmb#H?VaDeCc
zf&1=lz?Hmsw|Rlv)pOyC%>V~t!h*%?yc|&NDrmqMd}T~;W&&5-b3k}7t>KiEtPX`S
zXU}qsf|t(?!Sy9U6n^DUzrW6Im|z2n8{TBbX2OPs%Yc%r<4LFDGd4PO1sQ0o1l}fy
zGkguMT35l5GpIX~_$fga2ZiW_B*8T-u10rmR{>{)xRW~_S_2Zt1C}Lfwr&{bsuOA(
zrAvtGt*ib6-ptzcG?|{E*-)-9VmRjhz6uetE%6{is&6e_h}o;jc77lxNhYU0Bo~8N
z4Sz-vV)2GQ3nejcU1l*=%KjnV)Et(r>H^mf4xnb|$}fW5F4&{iJTSRE=g+wH1XJ{y
z`y9OEV!bAp@hO!w;Ya%0_on028z3AMIC7^UfJ8xqSQ7(jkk;c(-o>0pN;37KZ$~bm
znxG&>aAEN>vRE~2lk9q0kLPlV4VV4Mx6503sARW=!s3gUHsByAx-Zb9<5^r<`n~e@
zgd)jIk;>cB4z2sxpoRxTrj(2nEJlvpVJjm-AeLgfesCyu2=3RHF<<=(rW~g8{3C$v
zd3iiz-g0w?18@&~1>|*3f^lc{*v!7=80jwQP}FBrm-IqJd=17}189xMDl6D7h6ns`
zCHmp2&k~kBB|i;=vhH{afE#2HrU`^WHvHA|DK7_+bX%}UMgciWH(AB1+`u=`S$T$5
zhTYmC$`c!hm%(^$kQow*Fmf26o5}eTLAV!Qrr!>Qk_z!CjdN?MmPXpw9qKN(=JUjW
zJArU-*7u+H_^z!;iXKw|IprWsIudrFRsn;ZLsRVBrMQvZhEer?;$}KcSa1jc8f4q3
z{B%4|(sG~5%_f(FwN#-nTc7?h6gtxySn*PWDbkpvabnwn)5Qb<bQ{F;H~It-bxTn$
zMB`9Q@mB)wo08khOUUb3ivvTk%i-b3d@*qxeb&m&NHe};2|~AGx%3)7_p*AMkwR^7
zSk*xkmn+DS8#Mx+Y+1`ich`ye5((t#LJ@I3*bV-0`jZWV*+<yI_V#C34+pC)F=y~N
z(%b?|wB=~nS%+<B(b!M>k#W)^@Zx-WoxK5g+zbz`hyhXAKy=8gRVW&fCubXEJC_Sl
zzg4Yg(~r+c?Odx?ha$qW<|xXIqv;gcxQfPqK)zMY#_q?0Fg>{V(Wb)0$Ba?3a)%P&
zHdiOnhLR*&B6a5>GY^jY_QZ+xONqO<e#Vs3P7<@W)^2TX;W<=Lz1x@1h~MAA#h7ey
z*t{8%EiKF9E`d9i-e;H$KPsE3BCj@tU~R~!2OPJihXY<kS;h7{RuquPqygz>_WFl9
zYpyoig|(E|{Z9^SGeh_VXi@>y`^l5h$+^GG%I_&M_6zyKPH|ACK#4GH=u0=5XRC|}
z@w3!N?9UaVm-MCYkL?tnBZ$|xwZK4Ym0^aH$8z;9xR)IhMUvDiU$c>V#$%4Hpf6Tw
z&bA<auFFij`fV$XnOz6jTH)ls{m@fQ7q|&@UYEsZ(pdnJeS~Eu3vmTs-o9E;Is^rf
zFXn;i8yAF<sKx;!o|EjSK=!9Rl>CUhNS&qvauAi>|4!{ovJaNaa4ck?F3zSbtX%JH
zCN4|~>4{v!H4Nq<?j`0&Dq_&i!%P%o$uUVe02fk|7`MeI`xdfj!vC0s%cLY(v?VMA
ztUf1X;Gd1=6kWo6O!!I@e*g64EB{Lb0S@D?RVJ5b(19R{d_y9=1`QGENCavYFYo&^
zg*SBHkd>eXox}SD9&O7!$vPqLQXA7Q#9R?+P<F%JD5nJaq;AJ(ADY-LQ#<V<TzYCN
z?UV&mn2j;mC%(BSWtzUwbs)2$?aDIhbVKgGn;%T3wNn%bG=ON-ljJPp6^oN~)OUn1
z#EPZnE0UZSq3yHlUjHj8$==Hdl?*z17VF8Pw3bL&t5CPP*JXxpg^Devww{x$c$d9f
z@_Ee*t|~>UC<nZ7Jg7B^5vl=`2C>P0G{Ek;r?~k3zW9efa%dPl9y#IQy@S!uV)>Yu
zJkbQ<*JlTbpA$%z5fIK<HtzhyMK{7h7R@4q#Ix$TYZyk0J}lCctK|YQv8Hm8%}Jj@
z5ovxx=g@>5c4va%AcZwRxL1c0ElgmN-|X}%ufUjwhS8?eNuAWI2s&J$oh};7VT`}7
zIha_JO`(P$WKs?fO-iYRXqH--2}}RT=#V6JO!Z`zV3^%AYD3njDGnxB)3+6dzl*Io
z*Z~c=p$HFlTxcXbOklMP<XlC6Y~AW?uEM?+DTNwvqNqLU9yT`1f$+s_?HJ||H9o-Z
zDYZjghBv(}ql~Z6IQ1Lu_Wd&Dp#A+21z~TUAU9;GpCgm%heHNAhhT_lq0R6-Ft^1|
z3~F;2PRLBoe%)Y1RApi`?GbHFd7_S%#<uH{&!EU`%DMj2R*FD^Hq*xN28|vA{>6>W
z&%Y!uDVefzsqrrwRd!@ngD<3t+?m+q++P}DP*+P77c}!AYB)3GPOJ_PG{AFq9xjQ+
zhDV}=!KKm>J=$9J_yP>4j}|CZf3OEpb*TRs5#LwpdFE_L7i-lgOtEDp3&c0_!@>>F
ziD$x%@{l)co<)MeKX7Q9j?q2;J&`p+7dIQqozv@7LWCzKOxrx?u`mU~s%@TM&e^2G
zMt!f@&|p!9v#d6y5~<>+OiZO(rlKOD5>~FFZdJ2vcvClLT$ZL1RbDMwWKsGkKPNv2
zNXSnuYt1cHT2p$-eVoBkKPn%a&z$Ee2d*Hl7*Z!wpQs;i)Uoaudn~@;IHEk#IC7a+
z1N?GX)w1I$TP7&g3|$pPREz1uXXmCm10HF@q`hS6Q=|Q^%u%O>h8G9N04*|y2edT6
zE>Wx-KE^v*0BLv|lRkYQCT(c5dH~u(dhl3sk_4B0&LEm;GQ;SajqivI&LO2GcUzSU
z#TjxqPh^tRh4JoDGI?kYS}eWl2VH(BQMx}8%TQd26cmow(vVvkP|vMiDNPcby@Rg?
zq{*84ThpiRc|bcHLAg%YNih-n5=j|caRARi=qqd)Yur4A3h!jJxM9LTz=@Hf5D<@W
zj~-j<C?i`3Z;YCtxhKX?6}ws8kXi6l|3#z=tdRE1{5?!+7x4h6(3BH20V8Eakp^f;
zAll>gu<h<M9u)R1{vScS(PH|#t-!Yy@H&#vkDJ^$!B-UL1>T?=y47@q$Saq@#7Jkp
zcpGnz<6-^YKW~U)jsS}S_YP$I&F1{J)7h>iiPxRUtDfPQj@8^5!p22+-TbCV3FtA!
z+}&Bh&Uy|ZVFo$KWrsudWa=VHY{AKcNTBoZwHE}_^7hH*AjeVB$!L<@`fFOO<WHH+
z*d)QkLD+hke9)BBYCYC^*bqlvj4x=ydv1DEoIQNsgrCz1#lY3Kk0`$&;-pZ5Aq?!S
zqRm+alUz>!R=4pX+a4vQ+etqh(n6!D!>}fP3Moz(hI1<Z(P27gYt^#2c7^9!vkI#+
z=NnG*RH>#!IDAA{!o`)Pj7xHs2^%qIKUIHVAm@!{z^Ih;gK8xG9K$t12JeT*K(DdA
z2~|C+!BQ)de9sv><9DdWPbj-$c<Vb<^PVW!)A`Ul76>h=p4zLx5rn?nEjnoKNP33K
z1v{zmBQIr>CUmg?n}Ya8(WFKp+Ep-sOZlQ`T(&TG*A^E1#LdmTU;G}=Dc|vl{qa=a
zZ>}U7_0%>4_0v$;+gnu?YE8x3Z#UBgQi)adF84YTjOrp9CylKppp=@**vdYXIt_A8
zYRWn8`R?W?`fF>gRX1`+Q}a~i6J-&HCWrJlBsW&r^Cr<_Flj=p3luR}LVz3<#UOL=
zR&<^y+U%%lmTR&?$eH+qzH7tXMJy|AOU)(c20+bN&6>@^uyysCZCj0V+{yHb$s$eD
zih0w-DcI3iqzUmN2CJ|3&)qsulJ&N11ZG%m(S=FeYXly#s)W**4*!lGomv|ke4DOi
zuZ|b&C%Rkj#kYfO`)nK>98q=>4kPwa=f%_Np`0IE$$dOQV(G{W0oXkv4rwi(TA(f&
zZ4({aytY{!VR_3jcC+k<xM}QQ9B|Iz4$_Y4$LvFPIlmN!kcKFSz$58!H`u+VAyP?G
z@lp{}AyZMtV8&PhohDg@;)>I9_^qWS^Q+U}=1LpF=XIX^=kuMWZl~a;zMC7?t1q`K
zi!7rqk1d}puPqBLBb_*%Xj@g>rrdVihN;Y(JBnu1jcYH6qGumfy?=i`L~=T4J!oBO
zZD}27wQA*QCDKkg&42#_9ee6~>VHb7Ggikv1l^9k5qZ}CblGwLsgn<XSnPu0+0l!Y
zFG~0Q4XYUJWasX(;Q7ld+*_>o(87h9O`houR)-GVVcLP_KF<yA_4=dr<EIzf7Yxq;
zUQzri+3ELSPm^?$bTc-yXOsAo=tm<rd)KIslAaN-m9IIkDX-`+=p7<@ARYp3yv}yx
zO25vVCo7?)RS*17zb>3HSL$?_^>EINNzA@w#=JQ=DL-y7+PbyXhVo4Ulds}6S^p0A
zx1DIB`JoMmKk?G3+lz#ofywJo&p>X!(F8iI!R_ouyb1DndMGrY8jkv9YRw+7&k@Gu
z3u}_IaK|j&TlnRzap&^!TQ=2JW?%Yw=wk@Vso*asZ$N&xKQE*;%5m;U4fY(|B`9~i
z7q|#X--9Yq=BOmeMWQapOVojxs`&i`^EK6OHGrkgXf!?~XQ?q~bgZC=3J<&4-BgWQ
z8gV5^#N9O@p*_AZxEb6Qw<qYid2dokL9NHLP*=^UJ39na8Ht;0=uMBl746gLNnBgZ
zw{&56rdNNwMEVjNx!%evq~{zQCbeQ{B5~q*ZD0YxHsSI-$g#V8`rr9Ga<D=0A~`M7
zyXKZ6v^+)l8{Vq`iK=Qhzu-gvj2+Tun6Ej|GrL8R{>zv(LO~NC70c`1pwGX`ATw@L
zvngOtXXx+X?ijW&nlY_In9fPeB3HVTqZZ)S_-vN9MG13=Pu9ksc;_--C0jr1Y$2^X
zy2O5aks<!vv_y*J?mH&Mg^09I+zvs}Gs{}CMp`=bILiVK3l49^<50(J+^+?RHPu~V
z<_+7#Xn=m^1>nMo0vSV@=~EYG2nxnYomm_tG9U><xy>h>RS=*t5*-qb8cVG+8esmJ
zqMqDjePQxzB`&QC4e4}Xw1s4&Eq_?C@$iw{mAKn>^*x@{*3JSL+i?zT%CPO_S7;+T
zSm$0`@p<xSD{yM^5%C=|AH}})5Um3OLYs@%lFxt;<pPQ$&etA8V)4q2dI5^Jve;}6
z#g1PmU(Bre1+iNLbw{w{!C|q8zD!av=(=Kg_qHjuy4%|Pgat14{ubcf9pQECX9aXC
ztTZU~ta^5Sk3a{^`t1aQCTCz_PcOO}S_y)<HxC>Rg3tc+xF)wuHO%lkU5v_Roglxf
zG(W%aRD@=MSn1bDkvo!>Z;H0BNfg88J3l<0qT{v{&QqS^bg*>SH<Y~w9cvw*28O^E
zdz5V68h}zU<veB8pm;<kj(cJ<MJ=(<Lz|t4(yDwt9ZlMYoRKBI^tiC@diP{RutOc$
zDW(US0!L*?oT7oi+4PvQObw_PMUCdFJD|N8;be6*u7U*NwI4vy3X9XeX0qI~&XiD}
zF1$R9B<@HR7wRSfndXJ5e%t({sM~c>Q9bOV95`0?T;Nj{MfPIyd~#8FqzX_ii+X;Y
zvo#(3y(1-zs_-K0i-2d@>tZL>ETxZ+wX4}n(eA%^1qTKxYan}%6H|$LMqA4GY2}p`
zt!94-+e0#Cv%h^+QO%)~z{@tPIDcHB5PYoa)!EtL?(>#Du>T<H8tWD*v$NL<oYv+L
zd=-Bzdkc^ss6DH#ylZS%jiT*96Q7K>m%N>k!X{XpL0`lk*Tx_z@vW2fcaL8>T^vH_
z=l72ASTrm-FDqV>vT58jgd8j`L*g^DzO(VA9aoYOvXMzj*`+*jV5w+Mc|eJ>OITzy
zF{+TBGsv70>=54t5hBLvJ?5<z8?0xxMUL`qMyDn0qzbWk`g&KAAH9YuG?}PK6D7o?
zz_i0d3U5VVRxm(tg}VSkx8G9+MO0uYI3)qx&R(Jk3<}J?{iFb$4i0U<7zBZe<W|dJ
zqdsz5v~zJBfw7HNdYdAF5}nhv1Rl?{fY;;l;HHjVeJKX2BuX4K#YDs8*eJyNLPE*U
z%EYk4?Cc{f1rZ>&=1*X62uMjO7++3&&`@y5S}KUwHVkt4#qgKas&A4nc5BWfGy3{o
zz#=!i1t_`<#yse@=_|aRKH&+Eiv-*<WFNUL4R}jmZkj<h3P2YyyBCySAC~k{bdWp;
z?4v0y1~=@Fo@#$df}#7aY>*J}l{%0FLd2KY)ADFkE!HKA^j^Og-W&%Qo`M>HvV{q2
zcaI4QhBdbrTSi;o6nI4BfWk^u5h*zm_+4c~{;j3l(`ZUzQ!tPFOIH=vFNfK&U=Mwk
zdA$j5c%d&2QKOvV;X2Slq;Uwj<%E2hj$AwSN}Se<^YfzIX)xBTFC!0D1p|e@ikvsR
zEV_3G1ZVbR)?>j}-KF?=8FNb%NFw@)v#~QHnzop^F>Sg_5WWKw+&Q0o_cK*E{z}<!
z6U>np;R<t0kiLvBD#W%AW!MeB3hCEiJ>RB&XU;TlrO{w%Xq|ZghtN=RuoR<YXYaVK
zMvOKlY(Z0fqkR_jdmt?;K6%iJGuCSgBBMJIgv=#Qgh{qr<*IK?J3_yvVDE^wy~X30
z-ylB(`4BQu^H7wnoMdqnaq0|Mn0=U=me#A?ZfrYH^9yqpk0j$)!|#ImHlJOT^!r#Z
z9X?wEr3@4`o^f?9-?Gn`PVEb<f8T|P*YrxGO~mJRKJfn>RdWtycuo+$MZ=7`;Rmb_
z<&r>$Vu`t=B2yq9CQQ8)S+l6F@cvEX9sHXpb<Pj<ZnPjk$qbNlJY>+DPKG$RUd;Z6
zPkg#9nVZFT`i!Y5khDDftXKpvj8c|qefJoJXX!#CH(@h(7QR$7%qs54LVMA^)s6XD
zy;F|L8Gd;*<#`>Usw=zE?D7`xtq6HYM@gN}+H}77{%>4tvP>BueO11OCJZ@)-bv&6
zJ|!(m(zMzf#J}PU77U7+jj~g+*c&3m^B2!|1P5}PYT<1&`dA2BWFlMAWV3jtc&(=(
z?2wVCL(>ctF<HDMc8SzBlkr22GOHM^1En9*nk;NCb^3(O;~TsNMKlttU-`w#`<H8d
z`p-8~g5~I_NnjzYGq*Wl-^`>0@7%@P01Di?5KX@i71Y-ZfxfRuoI3~XepBxt3rDvW
z(LJY4vc}y|v=0nOP?c2P?9oNuLL4g+XxgjlSr6#QQNZBf{i)llvk9xi{O&_ZZyrDa
zpM?xIC`~|%@kxllXV=Oa9e}|ffVd~jT%G1iBM10wd=O5dHjIE=Nje)KuQIzOmM9>w
zL_uAu<6_(g3)0B*oBw!h(+SNxlwF=MWXi;BM2~3^%Jma0@Fw@b&$^!P4fzIN_stJL
zNn6nUVLB+ucw^+&%x~pCL!)RyuJ)M|^^(JqyMfD5nt|=c@t6E=UJ;zsr*v?CTy->5
zFtF}~{Fb~RYuy0`-e>qGX=C%|wT{F)(JvD$5gygWTs-xYkuv<EmF-;QCZSgfoMcsa
z9QC_2E)#<ikgUnoAs~&lGLu1j`xU25tq?iottxw<%dg22cDbvS!F9$Z)(uQUJ~~u$
zs(Jzpe2QO)Mj1f7HUZrqskf8CB;0B7X+$>y)eSqaB-M57?MIkug$_~T86EAKNo#Xi
zzU9|~lQ(=JodMC%eR%rL&ntZI@8tb3pb6~)VfJ9PKT5oE6-?rwK|x+5aO4Qq;iHOn
zOrS;|8TRP>ed-`rl2G1*85@7QB!T=5uqejfr}cB&v7z=REGzi&q{d^2%D9eKUQKgP
z8!gzmpd^FO=W1Vepm{NO*NycGZr!O)QIpT4X44Xd{qv3@eg2$B1QnJ~t(4rhNFch5
zTng2HSV7%@&D-Y$oBlP2$Zwg9Up7j15tyqUXPsFdD1^7R((#x1uZGx=@e#m1{`K|&
z3f_I9nx2Q*%PBU9#9~X=BrzAQg^!)wPRx@7ApP_#5G)=p6Vu30IDz@if+5VYPWU%5
znW@UuPoU4jQAq*Mtxm^2YkR*()nmW->Vv;jpS%7}$PMPzCL==<EJ>{HxVwLKxPWi8
z=VS<Gx=zeJS@CK!g^sL(&+@d{4A@&=K%G9oos<Vk<#ngnyV{fD_(ehsP1XTcFQ=r^
z?jVs!=UDK7`u?~Y4euB&ESLNQpQw9rH63vTzkyz~dzPyCsbUFtTeslUK(>+jfIrwA
z2U1_fRQ*~>N#NRnCB3^nTPu2Ss%=94<)CJ)M6#9a>$XPCH`Z9IgoAiCX)>6m$Eq21
ziNd<-C}Hu{p<k{|Ir>;n`_QI@H$)h)THd#Dwc<~03Q<Hc5)|V4Ro_EVZmq~AcwS8<
zDA_6M#j+rS2+?wHGn+LX$l;0*fR@47h<Vldkr2>Q^Rh1;-2}c%(grvPUP^J-Zzw?I
zXv|32LEvemtm1u#?S*h@XYvCfp{pLyaTzxN!KFBT$|b*jJBHE@=6IqHlQ~)T@PZAY
zxCldHRAjP5RxpvpkQ68OzeVtc1B%JcN8B?c_Gffd?aAoEA-=SdQ+baM4LoP1OzF8X
zLj7yLR_kTyF(sj&tCFIuM1C?3^lQ9ZjL1e;Ji%@>BplFuT)WTni*>YG8Ci?p`UL#-
z#tPeWr*5A+6btu^aLFX2E0y%;%Odd=gD4xhHOzcXA-OlUMN#g_h|OAJ#AIOSPw1Vf
zy-|?}>hIC6<vod!7)56)Xy7W0z@efnH(495k+sUIlZMWHdf~hCm5d((&u7SEqSkAj
zp1x<4B`B<Xws$X9cp!R{-o87K6GYG}R=|7c;0v4nt>Y6dZJ!2fi?}OD8rU`^TvLP6
zPZ_8=El=Q(i}JX|40U7RHiu0l?PunBzLja4+{>q-;fG3{OLakXi0z4rrr=7b#*jXM
zXDzoF;#=VgMe1Ep@h$479=@&euwm9pOJiO&t`OLcmuQf6ZL8neuJ2*RZ|R=1>3xRT
z*U21Bptm@~n>EIIf>~yR{)irw(h(}XsVYnG0`4tHnKGtm#f;$e@%M<<Z306?&!5RY
zD{rs^-<T=~ldQ4+pf^$|UywUUr)ubMyelOl&T@jdh6Ilwi>l<ZUGLw5*P~-CKg06%
z-=#*PttqD7!wRdFK-pXO!Ij%bZubPH1rffn=UHM!n9wjeNS2W3^CD7z>nQ*|a<;Cc
zS?qZ21{D%&_{yLr<bV_!&EPpdToETNBvm|C5{$si(}VM%x&`POS;TF-!`?3;5S)rB
zNTS16M<KTJm24>hKd{@p(@3?z55a5lRT*)Shw&iB6+l)A^0U2Mc-%E2xV^-xCi^C>
z3IZ_n*{j>}UkN0algIppR7-|2m3?Mh{ou9{T*4L1sU$Va-~Mx;2<_)vjw3&#nwTGV
zSH}zLu-E4~RppxA)7R)YiRWhr48O$f&a*GJAmh}>MDXmq=lv(~NZ^D!5bGlg0YNX6
zo}N!PS2q>Mcjx-Xzl9+6$qYIls9h0ZM4R{cltcX5`yGaTz$ku?JH~!n8TQ4bjE|wq
z#Rk!jr(A{?e=T3FB?(ioFNLdXUF#3vYHPF(s)#8?Tb-lGRVeYe1Kgy-w1>}8%oU_>
zh$umKHi*06O9%Jd;#Na_t$9rWXCG%$?~Rs2@+P39^b$0h?YZCH_6HC90wP0X2gzin
zAcBN20Y&b2Qih`bO&BA^ces$UfNGoNlzg6yZX`LL!NtIPrta`%hz?18e@pE0m}D{!
zi%5AOtsJrtLE*cjQLwmbbu71)6uSZzD*_rmf3Km>b`gu2=6WTphrLx*h&Mp#o00(0
zm%`lejB*8HMf>p4G}xS5@({@$1JvReg`sn3QpjMOdobUrGcd}7Subg|q(F|V#L)!2
zDROEaeR&(rMJHsBnYLSEZBS+o5HQP6cb=0dh~UJ2b8j!^bC%9U+Y}|+P((wlJ=-bX
zUiJlHzz)<oiB2GN!rOfKz5?nx!c@Bjup5m;mQlFh;$un>>|XBz)VdXc$T@)ogJlV;
zMux4)f0RU@k|Smy$5;^)g>%bMy*`SU%<uZJg~1^$lq1swhJNFU!47YKV2c@rbDs4o
z31rxDBi;bk2uVMLa})WLJbS5Au-}BvSuNaTVGH$HXS<c#;&gdw1yIv(Rv=nob&g>s
zw0ROLE_@_~m7VDE9(R({52j-#idXbb{r3@s<rjD(YG6Wjep+@A$D8$RMZz0CKC27~
zFj8+7sAlFzKD67b#Qz2heE16g6Bb}#U}XGv_KbH2>wn_{f2HkX`Jb~X{0E*AH)7F8
zk05gQ3PrObQhigM&QBlj7$<_yd;-2W&CbGHE1xd%+8KHpEeH#VGa<woTeNzTb*HZ-
z{D4R1k}U#bcpfu8^Mw<M2X{zL{LAw`TH*7V%$inw$-ONPo#S$lK4qh(yjT9FTZrn#
z`A$(L9yFow0~*f&1I|F-!l{pH&<OY2WJoVjX|7dZ5n+SJ!S2GTaPH_pS%>U}T}!3H
zlJ4N16KM{kl;uxA=D5Qix$~CzK%=BARilvmvY+1@I@{Oy8~>+M1DPa>j?%-@v3y1r
z7ID*BI3q@i@$#4wezX*=1p-omuhC#u{9v=jjM#GU7W{BL9J`3v`~etuIQ(j|Dr!A`
zn?-VDTc+H>FPj8grX0v#XixFyU*`$#)lYl9*wG>R`gpb$y2X1ZoC)sD#{;qkAtmq4
zPa(Uo7(n@?-nEXUYw%5bWq)a*Y~VXrY^wIjUc79LzF)}b^vM1yM}4LaM|rk{_siPN
zJZHi&<kR`=^_^*}s3!A!*3<*=F5S&7#m4R_FWD)QAyy1`x*MytA_G|K#2NQkQ|a>)
z=+)R&*MHj=e@no?%=kBm<nL({{*6ieFCh|fB}rioz<)v{f;N^$|AH3&J3&J5q4U4N
zNZvD>(J;LyIe*7UJ`yy(r%U|bVkC?#fAhG1$4K7I{|Nq$k^EEV{|F=b<9`327|CC_
z*M~#?zvt&qFaOo){!h)nF_QmrzW)DaNIus3A30?H&5*ov6dxSP2TSpBFtKy|VLSd}
zOa5Xo{^BnFup@tCH9l-Un2`_tzm5;agZ;gokLy1S$UocukpFf3VK)A<`6rw5(btE~
zNBNiD$Ms+5A2uK7e=q-&_4qqI@xNNE|HgX!kE`^51$z8RIP(7mJwBej|FN%F{~IjG
z`ai>hA6(FX-E;p5dNjDZyn`OMG_dJHn&2AyhX&OnhrQ{<l);~Yp~y*v;|cuy3<$(g
z1pM?qVWFT3BM2ysA~Inx=wZk)Wc$(Q8shyLr8qrkxyu+#@i1NY*m&_gi@IZRR8>{Z
zYQEF>dZx_?Y$ybrB3+1a)J4zj_{~h*D9hLL5&K6tEDVg%wRd{I)CrR`OROG&xlybc
zxjMFl%3v$gj<^T?9{$^>HUJkC7}&GU%=mTQ8rTf&W7KHl<K4F~VMU?dR4h#X<)F{Z
zav0TMoa&mGe4GT1*4a}0dg431KNfvGpYHIPS(&L>zis(tiy!&EJi#ASc;j2}@G-A0
z^VlXfC|bH^J8jnf=#CB!%ppXacQC9Nx^Bqa<g>9elkVRRoPQ<!JdgY+bNH2qgZX==
zmf0E)bHBT_Ui4e+!+g$_W?FD41WZ)54gww)D%w<DRfET5FT_#u<oUq-H50e3M7Fo^
zdw5|baelpKCnLG+hMDk#)A`4_YG-ZsC}(W5wW6p7Ct<y8CpjadWX~?I7<uT&@89Y6
z*|OG=r)+-Sr4c<IcrTbf$NxO_)Y2Y|Oyl;{+W27{Q*i|W5q_=POp;578}7w9?z@$P
z=&42Yav=NWKD=4xRZ<V83gZ=b6Z7!H-gvIoWQh%v;n<LUU~<g1Q{QjPxX(k>SyVH^
z8B3eK^gSFP_uxJBJ`}eAYB8u&HBCBHo*oXj+4Q_oVMx?ZhPX7+D1cYemA(8aVHQnP
zv`s92{KAi}M)QqA!?a8*t(E2mx0PMuIy5I?&nf<$Fa>#1N`A2^NJn5#;f?5V=K1S7
zb&onklSq?slcKTlv<_yEueVdjX(>j9ipk{BxfKSP1~o*|h$Y1;+;Yt1sVmEk+AFta
zD~eWB%j?!2MJK>lx4YV7+M{b@JY$AqieoORe2m@}`uaWU^-cSFQ%k+;y*)(zM7_D)
zx&66=+X(~U1qBLnk@DjTkCb~<=oCWnTf-Q}?TqRzqA59}%DYre6m(Shlv$J;<b2hI
z<*}%Xw3hIVbVtLjHFb;htf2rS#YJh>v@v7o#gk*}TLh2q9o;(mHZ?AbNypf?&|&Hs
zl7)Vyjg$$c8N(VZYAn($8ozT>3oqqplmg4Pl}bvPm3<Gh59>=6oP?ZoZv=0`Bo$ub
z{L}sFc3j6(kA`5kzB|yaI*w;SZwoey(?)8J7~5etYgPKJj3wBiH%nHAw)OGs9JcJO
zemw;yQ^!(gOe~K#N^!x?uh5FC`L3JVTw<mzn#d|u-fK+I#!O5srp@%~C`JUAA{m}&
zj<r>h8|Q&{zAzCmrW==;nn_d{0m#5k*>5hzl_$Hey4E1dY9a6cn(Dszn}g0qcg?X(
zCJqmN_f(2<BQ~=oM|uW-&%VaLCm#eG9(&zNekvrb=<Y3*uJh+gF;4=W*y@%@+iJ!h
zwPWavQg0r|N+aH86M8<$AlVmMby9aaos?9p8vB?z<z(&HjI4|fm#=M?JR)3oWvDJ7
zx#R8}U}4;F{d}8<i*6O{B)-IgDr^QKt(Py_bliwuIjXJaHa4!;bD=-rB1zsr#;Hgr
zaC^DjPk7>Jtw$HL*RtJ+e){6#NO|etws4B4ty;(5PB~ik{&LQ;=(IwQp-GpP`DB1_
zz-|q}M{IVs6tN6Q;V{5`MXwHQ<op_)n4TG*?c7R#S2U#RoSm4^0>dy_0lbzMBtz(P
z#<De<L9<MA1SM=qPyy_zr>adat{s1fTXp*EjB*+tWOxdD+A8bc3>+r8F9{+$UDcnH
zZuRh(AP&%oiEk%SxrQsCLhN8v>p~h>a&!E0xsq^3Nx4)Zx_Ud2%@=+MWZU>VD=66E
zdl+&@BFCj7FqCtsC&;XFvfwZ$LpnH22tXzT@~nd|@(v0P6PH#efD4Mvdb!7RFTdg^
zYM!-~c3lRa=XU>z0YmihVZUX`=X^-K!P`%|{twq9POhKsK%3E~sah*ffeuN@?MYM1
zBV~0HN^d()?=EMq;-YTNCP7vm8huuxGkuaZU-!atm-h~fPp}wEfx=hu<Q*knt`A_T
zhrW|NXQ&nyRYpuP_Z_dLxIG-o3Y|v7Wt<2VPE3y8=x(!1owyI@xu<|}xlSDb`gsJ-
zzVy=E-y{v6eo}UY-B`;a%Px9D@UYY4gEvT!i2i1K@Pnz2W&QUJA>cW!aN40sWOes9
z@G3gI(p~89M{xLajIx?66Q(vYz8<H$5(0+f&Ct-Y!}>wbGrIL8zK+N3W9-gdmHl*o
z1M^9=vl0tOy&Rh!=FT&@x2ZbejS#6;7<uG8PH@ZT)2W(P$+48QCte;^^hz2n#bOSv
zZ|CA$01iw6?&gvUYyHgB3tuL*@IBnUbPxA0Zx#m}HM`=!WAGoS#DsXR2CnA_kSjG~
zFuSxO<{^YdT8AKLwDSUU*^mQ=%TiI1yNT84YWCRPT$``8x$=((vWL6vJf1F$I1eO`
zLktt|gP8PMsy%MT<4>NN&bYK}m1W$Ky54q?R==7P+4_u#`K<Klv=yBjQ8RpzsaIa=
zkk7Jtk5XkTqlFAC{uGVL#Ca}rB`F)GX$hD{{$$~HA;8|E`C=iijb3!Ib@h!!Y<uto
zuWuzH3@VvSRG1`S01(I4iys!1#JgpaAOcz;shf~VSqZ0mfIb6-qm`>0y7&L^_Krce
zL<zfQ*|w`r*|u%lwr$(C?NhE(wr$(CJ*T^G&)jdOZ+v&=$Nbo_GcwlR8L?KzipY%j
zc^{;=>LDppX{ET<{h!ab2cniLmV;Ow-OuC^)4UtMbt=UXt<(D6kd{2BC*w?YbH&1~
z&Kmgx_5L9^KqVxwwvGD*G#f4rmrnxLNp!!liD~Xcvb0sG*z6Ge=Ot~Q;T^6c9!d%x
z78+gQGYZVA<#Ms@r_ZagE?hD>tLc<9)f7WjJbyO(;t%^m($Te^eaJt)p`eqSoO?Wy
zLB&Lh3~UIAsO`FqCA#_m)pJ+b7Vw_~`-vwHV-@Sw^bEEr;uM?Ne`0#vzITI?2>Y#C
zs|rjOUaX)TdmEuU=(g4P@U=vu%^#%I3Nw=$F9!vuj*VyMHjJFnUD84&)GG|qc4=F2
zZG*VNyI&bkb~!!rA3A-|v21m{Y7B0caP*jk9*J1AXZB)o#b&r&AHEho@|dgd4juw%
z3j>Kd3_jic-Go4+&!xNe;ZKe=E>wR^lfEDAm)~o7r)9sY(x@~=4{WsI#W~yBWq;x9
zSa|cWet6uJJ;V*Bsl3Q_@AIj&A_v9nbA{U|y{{m{%B?>>o-qmHY;Qz`4+_Ress=oP
zV$ZMKX|)WB(duGJh>Q&Hw;7rfsC)X#jVpB5S6;#e7VEJG75`Stm^vqGoL-N;kIX%<
zYzvg~Pp#-D17M|YQ+r_Y``+!>h`_|G>K|k{#5E6wxY_MyUsmsshIevW*hTch>h{^U
z!+*?5Br!FvmXRy6FPNGd9aHVW_8VxQp`W>~$+Y+~OPX`m7XCKJF=e*Ky%vr62H%ux
ziZ}_s3oqCj@yhLfxmb9gVKF<Fo+U3PxSU+;FX+RA9=<>Dk>eZ2y<muwvBQIQ)JjRn
z>{hf6UiZ$QS~)hYz~|Vx;3q|5nopx9XjnHuX>T<{cNjUqVwPYBL~MC*`Tn4MYGIHI
z4~(uW#VfzIAHl@tUe$B%QWeTRiNT&t$-{8IjAe%?B{LzeReWh@I#b)k%hJbmrCoX5
zZPpGeaMi*6ie37CZaVXs0>w9r*?$UYRLNWFk)<M|g!NzusTf`YDB~9{MMCCOqcePT
zr)CwckHy4X7xyS+C81J%fD@I%Z5vx}+Ya(z%p`oJ_aEV3Ow68OM~2$6(PydQnA#kW
z;kN|Fl|Xg}PEaue+&gLId68}?{5<y8_(kpxhL54zBqps_JGERh^Sh~^l9YylhC$*g
z)nm9Z<44u&%mxuOX+Mr2{`&SQ1qPERw6DlOZp*qo=%!>1Kq9Z4$tB2`VGap%IS>!w
zh2-TpzHJwiJLC(XlEd*<d7bC&plL0P>!FxljXf$2=u!~9$$NYZPzU^tBiOuh?|TY$
z<N9tTb|@rjtVMeH#Hx|49F=CH7~tBlKjakIZ`bxttm;EBP|w)?Fp_1hYNd8MwJ6I0
zyRdM{mKKm`1Uxx+V%c{7*c_~XDd8-_;oQKj>x}l<T`w#lG_zukyB!2wGmt|MtjjDs
zq2@J(AIub%)FvENPQ6?YbFz;N)%So=g!qkh4N5$7f83gic3U@7r(yd1r?ClYLQA1R
z@&N7hgoh$<jeO{b&BY`_1|t}MWMxmGxz#V{Qk<#V2b|BE^?d{$KNz{>+|3m}qHosM
zsr22VQm7Q~&(R0W1O5@kJ13}HqncagpCOw(K8h;dGR)?i@BQ^3+;lPbl%I4`G!t9h
z9;t)d1R|d+2%+`pmn!$_KA!o^dJfh@D>)B%WRfa*9?G8er(0EEzmujGAxBTib*M-^
zcbu~bnh3tXX!h8zhBWv6`rx7KC%OkId~>8qf#R5t@iFcvwg<abKG{JFchKp4!<kOt
zGiilpnlm9|g^5458%+im%U^`o0r36>_5skXsTi$plyaW&27>{Qf4UBJ{Y*}to!o{{
zNddzMZTIfnA$(|-<9CkjgE$e&@SM=_d0$|$jV|KKT!r72#MM=&5OiW^&6@mst-*#+
z@=(tU9cI!+fIb$K16a7Vuv*lqNK1xlV^-?uv_Vu|JBUf;sTx#IpR4chy1-!0PaOLi
z-wz&2Uot5oHV-qHN?&Q#yguKDq*P2k(m>1+a{V_9v2pwf)1B-mjCMf>l%S>Jn?&yS
z9{b0kYwUsC8J~XP`#TRU26anv4MR!<Fd#DAQ9&pEAwC{cnBcT59Yi@VJzwWeSkE@4
z-Iu1cQ|Hz;lLSOfY@1j2UyV`%DK^e(XR78P)J<5L=c_WQ#lE}5BHDD!d!Pd_m_Qo=
zdk|3QfHPG>pFxA)7kE73TR_AzYHqg_7&@$<J`fwWAdR<T*4JsUSLhIeuF=uvMJgsK
zAtR|G!+WW$X?J)$2b3vj3dk(lc)dfO*_E#{!gfo>J#;%34k0NcD<g@DOil;WUiKfr
zqbdnMNz$u3o@c>{^h3D6Ut|GHq1|A%o-LZEdbwDv{m>%;LowcfArei%0&)o>m(?f7
z1!B=Um)$w3s-@26t*$+>cX*TUt@+VL<%t{xgTF%UW@e%ijBW<Dl5#7%`J0&7pxU&_
zE0>ql$<)Cbz|t_Hs0x<aPM16~c^{tKob=|fN>}Rs7SHAM*%=QM5pg7b`ZHMzdI*`k
zE@c`5A5g;+jSqdRQI6~qxjN?$6dYNpZjAmb|2`V5vj%X4jl3k$&Gu%MhbEMHwE~KZ
z*|zrhtv+%c{oJ&S3dCG|$Q+O_$Qt81e2RSX1!2pc#O#7Mf?yot7AF>b6|+G_W~9F~
z60kV+;$nYOO~`PUq!Vt}d^B^1qrtthyjK*71;o~hXEvnYB*=eI5J{wgD^V7B6zB~+
z@?@dh!mc0Ay;ZwUH~SYs*I1$AF{bd)2PO)>SVAP$oMTJ=ZM-l@jZlbVx4&j&u?UU}
z_rT0xNcAsUV^9gQq&fw)%kn!o%|osMJ$5~hPs$j5Z^{a#nZBsU`waJ_=SN*PL(`Y=
zNK*Xqblb-vUR;57rHAQ))Cv>%oW(Xc4N^tT)et^MJ={zRs!UghUtm(??<%<M?yZ@A
zj_YpW<vO{!ot_!mW{?X=y^=Re-+#G?8Bv3vlb8{T&+IM_4D4m4W|?&d*1aOK^@rH*
zBY3AK?4~Rc5r-z_Y#Fcq*ydI@T+3b!_%miQhrbmMtH|+w<`c0x*l^=^c97h>k@%bo
zJG7#mFtyg(I@*2sbg|iagwr~h3G9(_&!8{xHQ5Qo@1%4P5Bof+SFN2A&S3+o_zyPw
zd0XsCTKomPX#-FvA0VqSd2G(@!_9f{m?G`vkRQEA7jk@fHl3AiPv<arAzT$UiEX@6
z;wQZZnSBr5KxDTy0Y`G%*F(5*yvTXDzsWnsc6g7CYS|`a@`ih&yhg^gP)M}<kCSaS
zma>>yYN$$~=xR+5LIj^Gf(`MpuqfA}Vqvf{5NGmx2&2-62x1EtU_!gXi(R#s(QI^U
z-b21*BL{Ter+*cFR&W}|={Nl-&N+Q=A34L1Ggwd<R>#y-C80+oNlEGNIq`1~49L7*
zR4H2jQk$*0h0g`DiYX?w-D15OmN~a#nh;&%oW8&nIGAt9J|J0njRa=sGYpK_f8Hz6
zomdgAjYXO>-vbp^gjVY^Q3S;tOwuLd(N+tOGgvDfkJfudN3}Xrq#DfvDQJHB9^E^C
z99ex`0JqM^M4yn!WHt$un=NQ$tE$=JbhA%L16yL8_mbKtW_U#$_U9K58Bj0`hywy5
zz!RnSC@}(H4RELG4qQ5fl5Z7-9DVX^LO~`<l0Cq(T~a~Xcf_ItQ_6=&#k1uDlN+$5
z9ZZd;(DJ{!O;0nHKH3X#hmjA4mISFU4FMn3$)9%2QP4+LD>eU!?bq>W)sw12B?-)7
zfYBV7EeHy$s{>@e;zAarn1fW>89ETjGQl~U3j;9RWj>ii=H6v7?cU~NajFyDqvbBB
zoQOTg7ew?3vfXsIz#(V=+9Rv@h-<&j2izB~xIoZR<G&$dDhA&we+$*;5L;}0I?|D?
zkp2C0d=;~_6F1S-qeo=v|4MW#ez)I?GDo&%cWu2rR@}Wetkl)@9jIq7z9OLc4(i0f
zn7zapzu|6upSi|6akU}h23))MOxFv3{Fe%KamL+x3pCY!L2_`7Z+FQ7uK|9ZRV9;8
zZjGU$5+`W|tS9Q`PSB1;Y)vC2h95C}hd<qOas-=X7T|+wy?~75Sn^aC){})g?F9zA
z;v&c=k@jH*a=iw!9B!WS^vV^LaEbC~H{8JLUsWVur^-*~fw8=6Db@ySaBPG-tfT|c
zZp_&IvuIOU%1E2P7~+<R%Va{hl&MUTJ_Kj;hsegp=<1Y|93XR`v&4tFKgoUCZVDq&
z31En~WGce}9_mvTq1P>YkI6Sg{cjqSyXl+Iuaua>J*B+G&5bg_+VH}`5|~$AF07{s
z48BUBp2eB{W@Ww$gIs4n7u9pS>EH@S`^r$H;|R58=GDxFEzbs3f%qYN+vzQ*=>)d{
z2DP*gQy2|Xt~!mZRdWw;HewSzGT71rv7b_aGFG9%mwfL}_rR;?*~$AL9eJrR|Dg<V
zkYx!TN*4%8bDjS2l@#UQE_Oa8E%RyHVW~`?thL5+?N-5=9+b+$1m>&_MOgW+$9g<e
zX!SPNUEujMI!M67^-+RAad981I1FVUuOxpUOsu@c-EI~XA~oiGtPGS*^T%9)Gsqc`
z$C6fMe!F?$YK^E@{}K_e`JpFF<!dWeH6X5ZZfqNbnuYEcNSeMT4r`^LGSwn;3jrF}
zD1lVvdV+(k1TH~ALLxySNy3*)3W~L&0xORD`a^u8qFrshu-|zT<t&Nu>!|?@k4X4I
zV7<n9sJRaHMP)4)-19po#aMtipm*ZdAznr^EQME;a1IOk*Bdu`yOgk?*K%!)ff&x$
z+lUlKewj{CDNufb<eEKq=}XCfTlO6WiaIp9N)3#F(wb4NDfQy;_Ru(k7!GL?x4Te`
zofQ}@NggzV*UUGCM?}|^!0svpDAG&p+nWOztziq4kA=5-ryx5D4x%pu^@Z2)S_+KM
zD)47lmH{d1LhO-Sib#XC4=#$&IoH}uyIMt!`_r_Nt#qF9Abxt~RWL|KpXWut6MsvK
zN%RY~7qgu%OGl#2lB^@S#KqR$PMW!|FcE=VjRM_5@D4zipR<Pm`~Q7|4FnL$L6|ST
zcVI?5(8eOFh)4JXLX>*J^@R~bezh+6NRQPLC7`XEtIEf?*@4EjJQnW^&~s8(@gQW?
zp5?q_Ty8?TViA0cO6YU0XS1m3#$awYtNXLG+B>Nq91s<d)~67(0G0-Ojj@Qu&G1T{
zG_lz5-GJCo-!R6ApV33DoJzYvK9P2npp(26zm%vJ=`2dB({kBI4nb*9Y>-+^LtEI-
z1O6DS9N)2_?>38W7<w3wq6osv&kgp`NzBXd5SY*$7@yFb-y4O6X#&mi@jU|aEK6Es
zPjWrC8U+=Jophd@=*46ey8#&+^tsi~e0k9?8mVgBd!v8?P)RN!z3u0H#*<6=>)c{h
ztSMqId^k59nSS_WQfae3LNk4DK-GQOWp$bw9i<9mtpND%)qH2~dKjuZa0jk4XywNh
zTMdy5n0S6d*T*g`H@j6sYkk~$`iwA!3`A9*8xxqP8&q;!&}g;ih^4`rG}=Y<$}PO-
zk|;u*KZiV}PU&o(j8?gfGUg7MaH|ZN9#r-9W>8k;gg}SHL|KEk-P3CF7NCn5n%vsw
z*dy=Ps3%II_t^@9eBBq5C9@ok<V0ipUr>2v+DiC{tz4dU6M0U-@h6deLp^nv8#P#?
z71s){q;ZPK&1&|ym`lmNeBr0jyOW_CvTmYrKnx%L0OJMY`q}h$%V2@3LUU!tl%AJm
z-HC+S^gJ4WD<v|ao^F`?%v}XCHV9MF_Tx%LM(X1(L~GX8y^^Io(#a}uJ8$<$Zy2W+
zTH2JVcIal6(9B=6uyp;QU^2^Ljmp(**<PI7joKdXgo%W~!|F`a7{@VgG~RAVX~<bj
zgd6`hIW=ybwXZNJF^Ji-6Ge{hj5)@*V)nGOHo-B?*6&<+O}?|Dhph$_>*d?yXU7B^
zpl-#*3yzakPhugxkZ~PFz0YvOe`ED%>lFB|`g~!nlX+nUv{`Q9*f<6?8h$i=X9`L$
zh-PX`@bKr3=YtYnGiRz~#<f1TJvZW<VIFN7e(bg=s+gYaog9S85Xs1)=dydI3km91
zKr9Sb#!<^w$hNDp=Bl;P+^GEHVuL-|k@>=mZ*6PF+t1y{z4V#wk@JTAAa~rO+0^{n
zCulS`Rv0$KA2o)Ch&DluME$IR)6i-+r++uSUo@l!Eg=yhz9vgS&PDD;1x|I9LX-kH
zE;3#+PJZNQlFBHjQBJLJt)Q#6t+=hgEAK1stMsStZx?_og4GC|nOLLjrSWnQtO3#5
zku_sS=2FAO8jdTp*5tMEO9S{C<1_Q$cBtWPL#s71Yod?Duio$RKjqRY*^)(npG>N-
zN*onrR6Qz9s|1xHE2&j#EUPTb&i&6@&!f)+&m+%ED@9dmJ!{^J-^t7-8L~OdhFtc*
z9EI8vHbJI?vL<MD(VP&qsnbS(@6WfnXw#|<ULDAax4Dy~Wt4#*@F~FsS)XuvS$b=u
zBM5o9lyPEL_m<}Q4uX9!?<7G_f8MT@Weq<5UeA8oIDB>e&FeSY`Ox><^LyLkMq%u%
z;w)m{4_e#)7wW!*d)KjFwDNZnbBdo_rsfZq1?7*{yz)~^F~y1ho2tfo+HF3ZVHElj
zaDX6X-%hLE$TG5$S)bf&Q>364);)ok9u$`j7DHGDI9b;fi}<_wS~Cg8X^>l%{V}?@
z(UrV^T)!d`)bW86PDGG9=XXTn+@F<v?C5Ji+JOoQ#9x5kk_4?9x(@zlwB*GY6W=J#
z?E;Q&cuPCAk1iP^_TXpGf%fELmjp+dLjVf03o)gA#%S@vUCv7y3+Yav@$W)kDb;hz
zp$3=(tS$wX6tes5jz`!*1ACPv{_0@JZ8UrCgq$lzusR)ZtEh56pXQ!v(sw7?={A8I
zPo4r`@iv1Q#_=GGfY>g5z&)EAZ-+6aU;6g2g^!W`NlDP*@A*rQpC(x^<#Z)FeBa1=
zegu<hRHdc0y4Y17Fe_=s$JVMla!#CbCYfJ@ryk$?`y>gCO%KhyVZgM%d#?hk5!i62
zrE;-3QeHHbo75&B=rtOtc}z+?&qF-mv2Rkkwh9ESm8dQV&Ukr86Pz(_KyJxfSrK8P
zF`0jZ?^viFA@5O{I-q~wE&11L-dW&jo88me9NHN6CGi*jiZymm755$W<iOIpjia;c
zvKQ0l!__YA4=R7c-hx}4KRAGX`H;;xXPvs)?N?%})ov@e)9woi4F(Y#LQTHhZZy+#
z=({J6DLj&rQip4dA6^rw{r%2wmGf+e+BZp~0lIIOi1rw;<s9`*4lzx0w~1ev;rBUm
z%K1Ihp07@ZnZ4tEVSl#a8lDBg<&yUeZ6DGiE_a(MdF-n!5xRAvm{u(-cUYu)h-R$N
zG=+x0U%Lxh48nqNJ&;3jyr7T5-j6!Hi|0(x)0|43w4@6jM2CJgq1kd&E35yx1v&Y1
z1v2dC1axdCOCU2qtG!hC#k#=)x6%7Z^Gl>-@ni<q*ZGRynBNi%menG@r(3;)Le6KU
zt&<G#1NMUcP5w5mBollBpnozl35l12YPkoyd2(om<5CuE7jRK&OTusdJ>nzjdo`yU
zO#i*&u9281oPWy$#HV@Wsv;3fU?*f*E<hJk;A9@T1=x9@4t9&47*mR=t)DbLBfd~(
zzwC|HC7W2W%5AjFx)oX9)J$ec4bOq-S3Sn*Cs1@?TsfZ+1gabnJjh4+)jQYRcJCxI
z--!jAiOm8`V1?Aee&N#K<B|I2h1Nsv#0vAt3|_Zhh3IBVIq-s;RpvOno^OFIo>vM6
z(v$y~@hc8iu+czH3R&($OB`M1oL?!KLR3AyEy^hM^w?^DqsI&-T03G;!a;a_(M)}1
z4CdP+E4l7^FH7GUmEqE0zA5FO{B$r1Y1bw4nxPxbQXN9K1<p6uJsV(GwUP*qbyy88
z7NXtC)5pQ1bAgOzywzwwRV8g#QEIN%55so{j>yy0gnD({TAA_4WqklOskAo0g%PB-
zP(m52Tni5GdbcrVEY|CR+)aX2n`i5u>(B6v6j%$x_o@93F}m?8S-o|yv|28t-FO<-
zxxV7qZrSKJU%063(r~5hW49R`ax&5k7oz&ek>#06`#3Gaz&E$vw$1+EWN)x*m=;>X
z?=CvliL9~s99wSA*{#+D7-cOJ9ey-uhg-`xGd)p)bZ<^#fu^;Z*gdSVhQ3fLt-!ww
zT<j!LAJLr0i~HghqnTW$cGa-V>}Jh`V+c3|G|K~;Cedz<x01&WG2De*_86eb2Hhj<
zaV5c8Pw>N_Y=N$~HM6hbP;gXR($7SYs=VM!$%bpwhiYXfMx#*={=Oy%t$vi@X64XW
zmnSFW4jCYwXE^U2<Zr=4NV2!<ssD@y{g6GebZTUc@=$qH>{qTc^;o}0Jx5f_u7}a;
z^7Qvx{VhNvLxZ;&c+h3jSE2#u<#p?qxKcdDB=tFD3k*NwvjS3@=Y?_~`ja$TLz){!
ziTwAr_FKqE`iNb4V3{|xpdW>u(&g6U0e9PTj&cbSn7>x}fUo)?Zud$-><**g?9L~A
zc#_Amrak%2v7?<{Q{_J){30)LfQE0I0tiF*K$YA7p{Al)M`+;C&gQ<-mp=kUaNgCP
zWZ9Nuk8fuyP<AG4;A^ANzf09&!17LfS5ggR{iTb$J(-YXOs3w!!DAQo4!=&d(L-1r
z?s>Apzyjj_K?34sQF$lqPj{{)&na1~%87i7qFcG1<(A^-X*w-#Xlp0dYv0pQW+jqE
zF22s2C&81?XYz}RTek><rZYg?GmgUmiUY!yF1KYOp{&4eW4T{DE3;njh84H1T}_)8
zW^sW0Gnoh%4DkW3=p_3M(#?8MlG@9D+zH}nPn0q@Y(SvhcTnma+!`wQL{W}gY6ZEo
zc#3T{%5^p@7`OpH^}rs1I(q;T;3h1W7?8W@nYA$FhxGKi|40Z>7c}D74X<;opx%q|
z%cRc#I;I2L-OVQ&smtiG{ewoxPy#zr$B5Y&WzcjU)*pA*u0@+GB0LMyj6_5X<nE4Y
z*)A5fV-t|$u70ilQ@B>cr+*0gR<JL2-p5<kz*4ei^$==5@`d<j*G`Z3r_$e31oWx~
zpIFId>qKJfsbH2{rzJ&^Z5H=<8o7>P@Sy~6#F?kpiSuytX0M-G$By8M)DfBS>LZ~*
zVvTzbcaW*%7eCt}8}ehE&0+?pfMUKEgPJFxr+}mO3y?Tn_}ERKx=o;*B;6w!uh8R-
zbm`qs!Wi?X7OB#@+SDm2|5>4PPN;SJ)w@fQr{EUo)|0xHe>j7%PbqzQr#n$l4Wq}o
z7#^xC9IXK!6U*t2g!kJ|#vt3b7E+!MuZn)mk7}XE6=7YdU$Xh+9AEV*dG)SHW%#XH
z7a^gZL5MD5#wqIDO{n|{>a=&jDiR%#JJ%ygRPWyonS>Ms@IAX-qGp(=SI;!C>}7v7
z*63QbT)&afFQIDFQLA-xtX?@yY#*qZgA{-s^Arsu{cK?UW)&&Z)b%^!;Ao<|MTz$A
z`o8^#EUz0~#5IL_A%KwNfoxu8<7QXegOm09E>gYsPg}m@iR;L}y^MSx*>=46^v+ql
zc1y$_>d#20*6-2zKsCUh1aH9T<=Dkpcnk2m(Ds0skePc1+==^ym@nx>QondZtNaaX
zZZD}G)W+FfgC1bNh2FvZOnesSbtF#$;o>r&Vkff{na}AgNPp{12lnqG)~JS|Z}xxz
zP1Fo+jyM)jzs=rnIkFM{%nXp}Iz70BMZ7Z60%IGl3<*~PciSH_4IM51wu+QoRBwF#
zNTN828wpEQ6vmn*j?c?ymbVl$iMF-3VyT8Y2RmI?_`^TfdSm0w0+tYHUj6A$ib_}7
zaN`HT#L0&fEVICz3mxcP_5poDms3uSbaPYL+4+_5`9pFVzD(A8y8EnDbH66Hw}{m<
zu(t||04)9|DL!q!jxX>M8R(q{gP{3kY*z|P8Aq~NGb|eHOd#lTKx^#dx5C6B7}T+6
zM(A3Wo;}y5N(`6lAXqVah6J~{_yN~$@PG~<Yz}>w3_N|=9waw*^!ByVR{8K2d8ZY9
z*UxpGtngY$f8-ca41UJ%9vKI*QNqg5di7>WUaRlVHQVq0ka6Ud2a(O5OPcEjw3mdR
zm$0MV!``)AWFicdY=s~(oj%q$5IZDb(_UgWd&FtNidqmx0xNoh?v=r~U4{3|*JCPw
z`&)uPZ@L68Zj&gedW=}N$Clam;SPlG<ZEQ?L0Igmodxo((Xk$fZseWOY{1;oJ!pfu
zo-*TZ>e-75$|&^JES7IFau<C3_Y*gy1Dew2bji;gXHGfSOz!Y^PG?Mer+d&oz6;+0
z{@++(7JqvAo<HZ8kkwqHR$uRNtNXu}en>dEe$)8}L;XQ;iPhwn2D=x6lLxI_r&;em
zT&v)<IvEWMdyB;%fv4#QyNMj?Kk?Gl_M~(RY{c=tG71}&NF(8rfTs+yRmpDkRnN}$
zbHCQX%i=BVC|RSTyydiYGI>5DvaEJo7eY8=(nr%ctB}ZS8@DUSB)<tY3ikT;#;Glz
zU9~<OwdTu9#`|RdfsOH6#vS{OP(O0_5MuY{MV4qSq&g$_jE1_@zx$(MrXU|P%!YMa
z3YM|>I$b^_(Eb(iE3J&4&v0CDg5dfIG|Nc07_l*?$cPN~F2ADzQXl^Hbx=?Z>+U%K
zaWI_n!iY4j9*bb*Rk(c?ylp1d?I~_xHJX?R=uvUS*zTyL<#UV47n#gc?oSq#Yo>(g
zOBRn29OkC1CQOS$16vU23FXYUHyE~Feg9RZ9h<izRk9RC_!(6##k(ifIT86dQzFRX
zzKqTlA$PIgr@h(5K^WJbuTQ#H=hNMQusH7&vTh%ID|+uX^W+)m^e#dyJO5^u;0<oL
zwHS2FExd>aI-9>3C<|NVTO@FSQ_?*0GHE!`*p0I5c`Y|>d7Ez@UkBMB7cY^~kzm3)
zIseaJjU%%&6Pp-6C$P^E!*N&lu&1WpeEXn2_QX^_tq+SV+T$Vwb_ZjKh)BrB!&8L-
zmDbBLk|Hyl4>iYdJ_d=`oG$-CaO>H7u?>E>wuCs%_Z}xI{M4pW1mJ@~x|eqUAPeM~
zD%FYNu`8JeK-W)}_ePVARYB{OSH^hyvw_<9;R5gGlT+!{Okq55Yj&ePCG4wGFSq!T
znBcs$|J5ENHrA@G6`0esBZ%N8=nFt(a1n|K-;YAMB|#SL+*Qj2YV7{qYB}NqF@9%|
zF?%=MY*q8kZHOCh?c-9((wzE}NT^z_5lTWdj0hB?v-}P3CMfbfP97kzv_0Nc+V_GG
z%7br`KLJB7S-wjMOgr%)fywp-$<%6*$3C<&{z`Zew%HQV*Ek_%BkHEu$Gh#;<yD7E
zRm;z7efM_}>3CvhSxn49*YUB}yPp`gPl3Ux21)a%rUjslU7UX<NtWdxtZ(QP7IdCM
zjS4k(I88X_Y?=YN|HTCTYN>WUUt5hI>;Aqo7!7137U75p{R=li<K8mx29%s_)w+>N
z^T+92cB3Qctx0@Cb$G!Co<xf{jX2(v==`tG*nwfV7@ZNY!I-@KIW^&$)+NHT4HB@k
zsiHtlml4E%7ItS5=kyj{w<K7*l006uRRXo9R3uY`pi_`}4pBYYhPg1LjN~TNO&72&
zwB%DM2VfzZqglXni_%wc117@jxgQK<BB9^#S}6m@EvK`fRZ2j=E0=R9cix3#RhySl
zR2kk4Ve6AhU5gf|)<#azi&OD*5#md_2N`~T1s&7FvYZ&nI~Z93O7b6VU}E89d+UT|
z7R$<rzYF_G)fXP+%yE4o)8{>@;UCO>U|Lo@^7B8@_!!Od`e;Pi@+$$?L<qRsd;3V$
z(v`OcQbzM6ko@|UknpR31kvj``7%F1j;Xt*))+LOv-68rSGBAd+}5SFK{m7%E2kp~
z(i75Y+Ll92{x!d0E3F-wZ@B`I)!;TWH6y!wax2(g!kY%K%r71Cs_?I>_g8pOJ+N-L
zTU3`K`{F*ukdu1dm!zlp=r77e+P#@gI*S8*#85Is1fRE}U4bB>SlLq<%ioK+n&Y)K
zX%T{UVvsEC++Zd8BtefL@CebkP_qsKdNq;A&y1)0#}g;C_vr8*p2U%n%YRUw*a<{Q
zbCNC}<4p6fUbkH}V!pS;v4UcmB`%eSc@}D!b%Q(rN&fIEfyIl>JIldu8|}44DH|kE
zGyWic%lwcDv8%)di^B*1eG1vc!2DJ>S_C@NtZ#An!nOWgd!&9DISg%i3uFo1%C^;&
zPUOrPFh^5$23g5y%Pjw4wTB(w?G7#v_QzO0##kkY5~JjBQ~GzF^sAx@5rNO<*QM9y
z6lxbxkCp%>{@f1`o)wVFe?ScWnO^=s(Gw=tzhs>4UkidI6a(u&<OTmY`k!0vS^wFI
z|IfJmUx|aWi6a4>sI`H!iLl8(%JKhEivQQ7U}9hc<({pRC}SH$j}Y>bZJ2sS2!sq2
z5gcFXJW$9-c?H;uhg57xErhn&Jv<{>q6u_nbR2WSfUI|(rU?%{gzuUNOScHGsgYaO
zks^(&2aX$&yhxD7|4lQpEL@MwcF}pOe&HKAp13cEo{ioyf2|>d%O@g?(xWxxI;*zs
zqle{fc|H7jJL*|LTuG_8+2L6G+rvt%bT#Uw+40Um<3;v4?XDTCbg_|N%2AO!OSQq~
zDW!<fp{%gMtt?W#%I~hpzxv|ncQda}>m%`4Y)aXpk^>Mf_YqKX0Lp3jBuFw5sQ@VX
zBKNNc08TH-pc)ZV_;Y>^aY6J-^1*2WFotq))Lda89k9S2oLG?0BV34Y#!cElzDJ6`
zAHv;Qae>>kJvoTi2_cy826>WK=&oM9abIQwu#NaXF`m}`omv;6H!IU}K3OmMZ}l0b
zj9KG+J-E4TH2-P+{%uP5n=@x({=dK>*8iNU|6d{^!s=2IGXFP3<X<X~e=YVutR4SR
zGeYpMQU47l@>js~KWrmxEdRhnSpPRL5!QcR`Cnp&|AlRY@n2*9w=j`^hWGz#od4h0
z)&ECK<iDA-|DQpTf3Em{07d>S2KlEX<S&TvZ+XbS<s<)qGyVaD{PX*Nz#9MaxqpoN
zw|wLu$NvC5{{3J7hC2T7`~M1c{O?Tde}X#xn>qb|gLSa})4=inz&if9ul?8i;6Fij
zfAN-ob2tBKr~3!i@h={afq;R7je+&Q?0vsGJ@k=Ry6AjUF|Q`f(`Y6Vsc#w*Y&>?D
z-4PjC)iGdn=~?xkL9neGP5ORe1VTz7Wu|~-#xoNaLkI#H12%MS7t3JjW_|cx*(jdc
z*y;Mon73NYll0x+c!@Gfd462q#Ff2HW^*t(9cSO%ztNr`1S1MkGDng-(slXV<wt+B
zfESztnSUM4!wy_)EQ`<)DHrjFE7Rd?JABO2bt(i0!a|I_p|;rQ$~qj7x<6wGs%)sy
zYHh}S8;*&PF9O+=P!$MlN#q7zT-oPz-#_okT*RWS?Y?sa+uzv$OQC<XWjaAjy<%MB
zclz9w3e*ID;1tkbEbz4YuI<+1eO&;y`l9@@Wg&#<mU@44#rTaQ!xfOw^In`S)u!ky
zIP9nGlZaGah@8ywQ2kb{ecY+)gVgx!-)A&>i@^;$h$}S`H>`SpwbMD<>jR+I|4RAz
zVRaegn<N73gORx##O(|8>jyOmQSH^M1_jL>1`xRW9rJnUJB6nX1@G*{v<Rx{g?c=v
z^EFWs-!(6zliZcEd9NvwUU1!F@8KK%E6I2L1pg5^ZRZC5-J+^zrDv&UW(Lx?rKeZ!
z>${Rz2EziBrmb?w(?(v3cTsm9Ng%43q(NL!lhp;1v`a6Fnp|BO1!f&cEwZks%xtUu
zNi8xORncY(wOqS`oSL6EZ$zFu#(lwg(D1gwQk5V@6R4S4-ndz!Y_WoCn>k~MUm7cH
z=89sP8Gk5v_og0rt`uBwffFq~d`=DTd1aF756?($WtNEVV!LNM(X7)=b_D)xo5j=<
zs3UJ#@n$wl(c;p|jUA=rv{tL%S}@=DU%89Sr9spC-r<Qh=SuYWT>7d*7Ovf&tA>OP
zYj+n4Jj%|N_(^hYdGYxP`x@jbb4HTRjeXKJ84V3`>-tv8B^k;TzG!Wq8iAGaD5p0X
zZ(ri6oG!jBW3w_y!C<v24=O0I&wf<)M+p8HD1x~Z03&>a(oy(NA)Xb#)#{)zV2g3Z
z0KDen-~<aS8VXvI#rm-_1-r~4m}cei5;a)fF3UNh3o}f33(3qhWo25}6A(_;8H5{M
z&4)R!-v=!$XSs=TRe5YzRy&s)rE)vXHIQjd))slk<vMfwlv%l@tcTKc<dtJGESL>t
zFEgH}8fNwuMI1ewMIOeQBBcWahoQFMcS1(|MF^uw*l)AG4jO)(*JZ5~WlUx&a5j=R
z(qu%_3}kER4NM`{^IK&^T1^L<^ZdsNzJiUWt=i|M@G5D_NtBVwft7M1DwUto%)lD7
zTH&A~j7%PK#2ULq{Ul51l#G@Alqm!W)!?J3$%A1E)U@&~NH9!+B}k&>j9Iaa{V6Cb
zNTQTv!vyAzGt7|}j9SZ6)E5~V#U6?XYJBaErzss5T5dQu9WO^u0qVm|CJ$BQkW`Uo
zG<|+HJ1vET6t$#0d_5gw_}d?~UU0rmzrDAK@MG5RW^$NXXf>SOqO#6N)&V*H#QWh>
zDDX?GlDoqtBNfdW;5~Fo(!>GKIv_%MI+T!Os4cqCI}7!~H<DA2-l}tx<lmFvIb!a3
z(4g~ScLe{q+-!GgJJTh;?|?DWfoGcK-$dDbsczEkPE~X$O87C_)=f6Xn+mlAM3WDr
z2=fS)NM;~9H*r35z;VQKy~5+B;UvMWpY+0srCNYp*vtkb2-!b!fZ-O!Lc?VoOdf(V
z3?*Q>vR@*`si5!aoc})ev8+TZKonNhe|(X6G&^yL26PDN&H&{1RSMiB$WWiRj=(KZ
z+FWJzo2l3)iGvSrLJyvUeGucvGL3H9`Lkj#yH@u-_N{ZmmYTR&=EtF_*rYEMRO6+x
zR!R2$0ss5Awogat_p}J=1O6L;sGsdU<rfzpJcoRkdi#3!5U*|7vvmnAbrNQbtS+YH
zcHEv=qKJ_wyN2>bKRG6u6(MUCkO+MV_ws;qIusC{J}IvrzoH1K0wCYtFszb9F9^H!
z9mb@pL?*TMX9h{A(~O#J|D1ZUkAth1RnZofW?koFMcHY67dyxE*>=R<GFqGDz)d0~
z=TZ&uVSMn~gAw#8E&(=LGL0tano3Zv+g<R9%_*g#QM11>914tV0t$U&oxeo=)WjoB
z_un!R!_l+VB{$o>Y1zD5r;~mspAJsPaEH$-Ilm5rty;b>*Prj6pOM;So7bx{J%%rw
zyw7B*z?(LCfZvE&*z?CFPi1q*h1Z2FB27rO!^OfO9&IALg!oBLl(ZQe{V`726v<J9
zqMbYLtK!kaNG~wN0}aMeh;KxeA@PU;$rgL4&u%_-7eE2n=V=ANsmMXQ2Ddud8Zd`Y
z7^S3)C21s(qh(Q0dF!7^POsfla_C6Wat!o*p&XK=z8BSJRd(77$q9(MTjbB6TYQ>J
zQNLGZB~R$~oTBbiUeD}gH1;g>5~b)WrH5N!@pLuR>(1L`26k>Ha{hc;44U^omOws=
z#C4V{RiDWX6g0hA6!U?GDIS-_v$$>=-!vt$h;ABRG9xh`wE8CyK==Tm21g%aLg<em
z%|X>b1YJ-iW)GTqGx5q5I7R5gpkSUQvq(v&SXK6X96hz<wN@GI!|Q#W!R}Nq?LRjE
ze*0clL0teRd?R+bp}V%TZv8?3sDmXN`o{Qpye5)ra7@K(JGeGWH8!L1NVPcENDqsu
z0_n0tdH7R$B}L@s?&=jjo^(0(G#iPMT?}2Zq`@9MFSa1znMl3gkV%7;?uGz!o5F9n
zss<FHU^IY&Z@VAE2ABfo-SNAahrGso+%x0uz(bn6V654uN=Rqp*u)_P*=ADpxMhbW
z3`WO`!B**kvU2h}70GP7AN+mn$GFK4a#$Pu{zP=hyk5N}BpP`hAszh`e%92k#VsaH
z^}dxD^no_YYLMl4e>R#I{@Gp9htUZlLsVuk8B;<QRa)GNB779d5Is03_yg&7XBP;~
z|1?8GS3hJ^ORB_U?2yqTAMHntyW-;vdte3~L6G7bG3$T=3{|^tE}><|gN0>PORc4y
zf~&(~=}|xL^p{2b&IoT#4{@7yW|-1@<$%U!ih5aNf2Ot867~o6^F|+jHTk5T!{c;}
z+_Nde*ubm9>=T>*wc{bWQn+@_Vb5md^DiV}V17(}@)s7-&lP_i$b$2PSK!M&q)m6~
zSBL!=9)EB{=tH88pYNb8q;DhKM=kQFETZ*8z2|@vp=2CE&{?V%mbhCP9WW%2eupH(
zUe41iz*Cn#TaBCRo-5NYk^CM+$fS7@<n~I{4VX_AenJ6JW1xLxf0TIo1Q!;Ot>83K
zF-I;}+Rj<F?S!lihHW>4z3EtO!|k7|vYu3VbMLfZ>7Mtv9wrYAP>)u4=XwYkv6=9`
zJLgUk7w(km$~EoAs!-G9)MTV2tqRBqYgKFq%7+vd$?+4dd&olnWzb(?rOll!*~w{I
z=S*hCIT@c>>3+YU%}hZ1%z9HJIpD+y<nqqOiN7a(GLkZwnHG@8kbw}1GKtcxqE#U;
zYX@!AW;h3ufdSEv5*L<$2~-bnBBYY#1R3kp(Lzn>wd`=-0K<dap*jyW5|b<eFX90O
zRf3K<Eg7`hG~ShUG<{6-Ei!Y)6|p#%XT0z2FHRR8c-@kxsOU14GJbjKs4V}CX1eW6
z<h-`DX&oEqQDL7_-{9<?<_qqTXDMlN*N*#K?y+>3cF?P-^pwvR%v8c-46-!()aHcC
zL`^1ueuPSKa#Yiu+FD$I^Uklnj7}(W%l|T^P(X^;n#JswOcaJNVEM%G2<E*8zuSO<
zF9>>tgoE@;fS?DAe(DRZ9|Ok49U5Qtn%x*cruJO}{~l)?%bO!qkWQM&5G%^9nA3i-
zboN}*W&xTJ^-D5yO0om??c-}_(;xwae)B`7oz8llx#@<Mg_GI(cz{OV_nnry-69^F
zsX$}`Ul3h@IAQP#<=NoT7KJFNCYFJ)5Nj5mh=&V|aj#|wafY-2<^6t`4IDyg+EGHK
zDA#15x><zHZj`gr(_wRS7U1Q;)le`pBWJ5OqjYQyaHKX3k8{BpUZ-AL6ERD$ysuP;
z61*Jzg=GAgkg%v6lm{{fuqOG8m>Yf^O%K$?f)KP}6lI<+c6#`PK?*RNY7b5Ixf}Ng
zum=N~7u-gKaSSk+<!EAqcKmeFTk@nXK2WjBrk=XvXWqqxlwrUSsx?sBPErW%CmN@d
z1s*Fg-{7;=rd+y<m(Q4+DTU5bg~WT5Mh^r%yB;D~XqR-!i@BFLH5M$zNQRg;VWbkO
z9Js3pTmGl=xq>|<<xdGjpzhc(cA49*Y!A;h>yQgLnRhofaSKTy$Mn9Q0+-!Lf4>q|
zAGw!6%}NDCp5g}YrmC+Nt&e(vEe6Lb;=w5P(E!!@<@5SGn3;_qxe|%l!6#%i@<WU`
zY-*=A=>VrJ+?C`OLC^wi7i0Nm8F%raW=hxiZ}~5I4+#q7Wc7+ga}JT(P4T5Jg7-vk
zv>_woy8WBSR~UBv7wAS`J&*ymp*}UFg}m8@Rj$_eb+1;=XSf~r+YLT^?oo>aW-Sn-
zHr&g4tQ=HuGkf<S@33s;-6?nUQfw4<iMa{_%EDx&5NVnLfH~zpB3)1xLhuvOhz%41
z%Scla2C5X0Jy!SX3^7x@v0Vy|5rt+&igNI!qFwK*W^TD7N;oGdUAcoqygGr-(LvzR
z8#W9ZR3J|$vYU-FFS9b8+abDOw_s@W;GAl5T5=>YfV*70!EEO^B(D^9g0DHE`iFY9
z?fx)Bp`XA9`)jZIU)~@+cvb`+!sr*nGt%BHcTS<;^>DPP`}=~6;c$`7T2RB#qxS^1
zi%nLk7UoVSZbzAtn)`j73;V`<_+<?w8-G@ZZL;~4lhNk(zS;*k3l~Uc;zM55$Z84k
z2xG0gNG2bam<q=*Nc5yh$JX8(#51MR@#eIs#~~aipn7q}(oLug$K!8#86NrxU?lQi
zXn4)xW5Flb3HBOZjtSyDN*vs<{IyKqW6k(gov$=Ci+GIGTj~nE+SAf2k85D*c6w${
zE_|G?+VPK-(AYbBclU|p1TGp9-$@KDE$tn2#_q)ps)?M26VHo}IV`5Kj(bwJ6wiKd
z+$H6_boZDYR}M)uo2;Q^hm}@a@qKUk&BCwnv@z59oxQBY;AkfwU3dk)xx+jV<3L7g
z1hp&R?lqZS)wy=0G6hGA!pkWNjk25rl`yMcBH|H(5gUlo+i(4fRO%&u<K2<T5y$d)
zHo+`$t+z>GchgGyIl6cq>A~MnY_eX5weG<DN}qgykntV*ip~S(G!6>q3qLMon<-o$
z(~IN`ZyRp}e2iQ(SkD;K>jt4&W{S`PvRbMOie}L$uwYsPb&Z%7!zM5+g-`-yGRP-@
zNuktP4f$e+V8vImrp)%JJU{AJ3feCh7oJ<R<ty>#xJs_LOX*zrU7Jj5(pAWH<sFiQ
zjM*UN|G0#zT89sps4gvT1}Qf&0Snl>h(~dT@&nq*9^V(veAE|Y?5#$4>*w^71b&(j
zR)brk%|ONH_dI@nuG08$Z&v$VKZkwmF7-DB_L#`*MzAG}^0S5Poz%~Akz3-kL8xnY
z(d8p`lW`O&a=|G{y_^W@vLC3J_1jtCGVSMz2qteiptd>SMv&t)JY5gaA;78IsV#|C
zuCD~8LkE<$Us36>4!T3zb}j?YwL`_y1*H%-704V!w?dhB7$>kDn!1q05O5QbdJsu6
zH&2?;GimGESXRDG1+<cPDL;}<KBkhkk~YXgo&_=oXwR$92445fAU8Gn=scmR8JvCp
zB0+y*#P)X{l$h<*GQY8=wXyGqvZa)my~%T@7dlv4v#KUsNfRtzz4r__S6S4CA7l6B
zT!4ne%vn?xnwp!f%>=R7&DYu2Uf|k<R9V=tYQ)5}{{3Mi2L280#hNyokEWQA?ZC93
zfTA@!P`4fMsTPu>pmGY2Ar=!NMTS{R74;ZXjx35{YzfIyiDd2t|DSLjI^ow=uPGdB
ziB9$H0eX|S*9vMK2|_8hql?*4Ol-L684Ifn+ZNR@t;PxTFek$*@rRC^(#>yiyBh5x
zwe1-z<@@B!ZO?Z;Vm64P_EjKT^i>RWPTD^u>rcbCj0fQklj2#~IkJLVnnLV(%kuj~
zD#7`6r4}GDzY-%-i5fIl38SHv4MCAEt1h#yIxZJ!0rakDL;B;-k+geH7bt}=s5|HE
z!8*}W1e7lZLTy~F`ItO37A-^SbPyC_J!K5%0mJ2br9gUN>AzDNU;EYjI+Fno3X<v1
z?gCuyJc#u$%K@mVVGVJ5cYzk?8I}AyGY~ZzEL=59Hk9?vw{-NQk92#Xnz@!l%W0NM
z+FWhNUcf8a-()4(HkC%-$gW+RrYlt{tunQ84)G%F?l#$GLyi^~M2Os(?mk--`*;9-
zlaqnrWlj2kMeexSV@~?{k{b4u`BISWKqj{!eIQT$)!Fg}WZGqM9Zox*geyicn{trC
zxhTelsTdmPJxjVZ_)P@>(mG-&EtvXD1N(B51Pqi3fRu8T0q6zjky7mmJqzvB_Q6P|
zRa7Y>kQnIX2+;?u@rj7a2Wd*NW&h5hFW!yI`X0dBS<kShUmy!q(HcQg#v~djYY%u|
zt2rzy2u-TK&aC9Np#$5f3@*CBS~(UCGWL6weYvGCs>Z>9Ot&n4f{7**oALGNVI)th
zWB}WOPBQ;tPLPwMC2&P30%I&zgo7qAi%#7IZ0vn_<PV?NHk(OV*RIY_Q4!5g*e;jX
z-hkD_`^n0NJDRJMMCgJ4OR^M{=)2VlZzuhSir3P9X=O^|JyU-bc4n$FNkS7BE$^o7
zG&CyWN|U5nbyC?HQ<Y;1b5Sd2TWiTIn#ZY`+Y`RFQf~e0>U6;k-Sltu4`puCZ|EG6
zZ}d|R5sE@I<B*|AoEZdv6Q<hQRDC+wcq1=I+JOVD4C`uen5*RNDnzAWhML~0-oB!A
zh~Qfzlz3;3Er1}=e4es3XlBSF_g-z?#ew`9?%u_IFm7!*DOuf**-5?cVVW^}y-Tmf
z^!PovdR53ixV_?Vnbbi+yYhsv`t)q9;le(o;q(LiBpyOP90wq_@v9R!Cxmd^!#w$X
zGIg|v@hACMz-l|nd?Uu0!1k)Vq2c0ITH4p0>-fSB3a&ZIwTO?w45&bw3d{<k3Zn|`
z4n#sLm0<@ke^aLO_IL+|AnU2sGy!?A>CxL1PBwNoc0C8j>1&{r^2ou)SK*YUtemT5
zChj>v-ZihjparLE-EHDu5Ewvugx9gyL3k7{@TI$)q0h#j=%fUAa&?zjs}Nw7o7Ioo
zdpeD7pYB=e9amdAUvV(Z8+xOgJhLutRWGOYfo)GA>#MbQB@A8`zUP%{48E6P`oQgx
zTx@KqwOgC54|;!wx+A~l^raN{M-4>55m0H-4WW_OiA%B32|MNyM2kYdLZd<_z-Y~T
z(ep*YV6<RA03>11=#%^q9+pDuB)je90}=$~aa4s-v-f?YTl5i7ta~LrYq8?W?;KfF
zi9+t$_Zy3Z{R#C98K`^NkNZ@$C{53idowf^=qL2&LL+(vsC)T-unFr%KQLO>)AH6b
zT&@6iUaz(<Ei|Nnnr^aI_8B5TkL|&XDbZUZ`t8r3m60TK@+9Y#qLd<%1m2~Scsh3?
z(j;;@WZclWA|@?d5>ePT*^>iTiZ>G)xI#FU?v*SR%Q-=J_ExV5;Mf2%Vl}dib!uu9
z#g;g$O}5(9-88ccXy#(gN1AX_|JoYS)qr5rHMP;e_gJ8X??}QGG5a|;N!3G4yQZsG
zE}B|thBD^~S2B+@{gujA)(A&TIb6p9Eu1<zrrJicqdFa_ma?3}oLWxiH#fO`t{pjO
z6O9PvB<hb3p_FT1G{vfoR1KF5i<5R)dOJJwW7f*}?d0O{r3{b;#knxsCC#nk2Cm%r
zThdB=ko**Z$aBH&CB&u6_NphTGql5wQ1bghUR5<!qx#A-6ziufjTk~G_<KD3^7^ZT
zPi1~HSHXQgK91o*?4nq<Cf;~EWla_<SD|3R>Yxq%#1+luBqStUXYNHF0muIIZg02D
zX5<~%Fdm#3LQgVvax5rzc%G0Y=tlJT5v`nxeaa=keFAE=SjR*YU={czpa0s&l~-g*
zp-Km|1guvkSJuo$E*N$|u&ron7r31bmn=<MwrSSv;#a1OmzoMUl@=;bRH_TXD^wj#
z#$u^G0zWFc|8k@ZgVO`76`)-yd|j6VIE6UJir2QF|FVxqcnpGqD5=NYH|Ng>P%_iY
zugiBsgl2UJjcFNMVy~huiUv>S2}XUZmz%Nme%&2rGxQrBv7GYROhDbp>V`C8jOh2X
zTCWE?5qIM4U7i!5i$Qo$BLHT_2nH;aZ>3)r3Z9Mhy5seRunxm9%Hgl$2OA?V2u`1j
z{8f^8ZVZHH7yt<J70|ml|H_%Fq(MgWS?8<=5a`pJjTA~_U4QcN+Ej5<)8)eSvbC1>
zNv-<{kTaUAaLF03%2a#0kqTby;FCKVRS|&hF>yrwS@tz<aO6tT1$;AH4Cw|0F-w{X
zt{!yF-+^c&m=iAEngDCvM;W4ME<X)i#vcJ!5mz-+MWG1Y3kbOH!vXsX;w9jfu8pyO
ze(gMdx)6{#lE@KNTBG0uF-_cCMVa2#Uk)(Ps|4b(tFtUjrjc7-p|4ti@K}rokJ=2u
zD8BF;+z8&5&jsq|9lf6Plj-w>q#p45%PJ~@^*GNR<XD148wd1VD*;?a2zzMR<jviM
zQ}=q<Eq*H)rmCe1-hZ>=&L5EtyQ9xxbk226_&0}j<Cr|U<iP*I-aABj60P~#X;x-d
z+O};~Wmej@ZQHhO+qP}nw)IcnI_KVAr+anx#pD}(gNQ+3#a?f`G1;-7-(zM5PRXf7
zQ{btJmSo3d;A|r<9$la!?ci=CJeHR145FzsktDf_Dkvl~6Sc|rK+gjqL-aGDL|!xV
z4D>-6C1yDHT+e&xw6m+GCer92fY?O%g7@hY?&`%^GUD?rPK55$dHSu^L^{_*;}A=k
zb!!Q?*QI)O2QD;c&Hd!#-pHZcar_?qLi9QPS~aJFi0Q6ES47C3W=gr60*|^k#smM9
zK*YFFyOJ4kJOH$`D1u{q@-C6tfMmc*Gy-kR$hb{%0@|J?MWe<3uMiwm{V83ln2y$Z
zS)UeAfiucHvFA$)6beE)C|LlMj|Ank*AEx#4_gbjDA*Nguwa@TJzf@~5GCVTdx4Ad
zj{4=k&)-DJ208-WOmamG5cG7h#NGi+Sv)RHuH_*`6|=B#6GP;O1lvKj_<Ga5;?U}+
zWzyp40wYiMobET<hqNASy4h0yDPWz<Lx;5md)fOvDYVNFUH~A1IKeU?DVqA|cA7^D
zxMjYrks`%|4Q7(`ahVeH5#ff%3C#nAO#RqQyQP<;fPI}cuB%#%5)6KYK$@Rki6?U_
z$z++677x^Pp+j^aZUZ~o-OSv~RBTjc5t#%_t6R&=;rjVPr`}*^;cUY;Ha&Jn26uL}
zO~_{^9>~{Phcm^NQXAT1vh_r2#vFGKVBdtX{HWGQ2lm5S;j*|~yhkO!v9jLwHh-!|
z-q4UXnbAhK#<ZTAHq+W+G4QIOU%tb1d%IfIiJ45jV^Qw<<Xgr;8WOCl+2((o+ZrNu
z`QD#B;K!$>$NzL&-}%OCnHV^=vj%?QiO-9o4~PZoo6)VJAV|YBgt)_jLfV5iiduuV
zBVqy%A)p`>9Yz*-@&)He9o>o$mcS6e(LwN4$;}_ehtlonIl<ixyginlCf7X!L_0Q*
z&}yiKA*JZ<%B(b*oZaC0{6N@kiWx!k`iYOPkzxk1HZABeBvgTtf!cxMnB>{unUXo(
z=(HwUP`34F{!edKBTM6QeB8AiT<aFq90=VA_=FH_lWK9<infwob5_70W)kC}GdTjB
z;lZUPq1Pxea`0+&O5tEMdYG7H&BRksO}5kgxuG25fZ@(lWiP+Adt9<sCykWE!8YLv
z&GzRyF6c~U%}Q7Pw6!K0d{s_D3M|irO`5iT#9Nt({-j#1&sq5iTPWb^3;h}j)x`!{
ztv;iovwKuj;VB#~CpKP>tjCj}nV{g0ri<+S3-7N4f>A3js=u>y*ew*psD=@qn$pUx
z?Cmb?XXA%bV=tr&!}ZTh^Qx=bqQ=KAM+wK3*EIU^yGiM@>jbS6AxzOGw($>{aeI}D
zHA-b47WCXTTw@{9k(vGp91$Us&U1!v8&~a{c`R+#p(biNOhVOVQ*_<G{MEx~1!!K}
z9?<eAp?k8QXgWAgUJ?4I!38&VRyj;I?rWb^$A_=eGS*@1ipor++;)&#l)%|>@c|$F
zJ7cEm$m!ionMZI{mNe>&ErFT*i0}7~G2|?(=cm>-t6$T+UunQ11IYyw%6MCf=-jAQ
z?Jj0YUz>TdTeJT8jc-N-8t=gD6@JlarX{Vmf7r-~QLT9{SFZ`M<6TG+qLQ=F>gU=Q
z#Ffi#v4CA*Qe}qI(x#i}gk*n1pq!xUUdc7vRgDF{%|kATESR~!h0v^<jO($Ohg{lc
z@)_;>u|*04LrayEDjxP2kt^jECiggfN;6SqZW^rRw0xhL3?Ca!scI^%BabKK$c2N-
zRB1mA#I3(_$Kc>NCFn%b@ZI-5dkh;Z)0f&7D!V9SsyowE(41o4Xg&sfZV2B%^Nv22
zk?JuYnHH-;T@!KW;#|)s5Uh#7$2}Yh5?PRT&704L93p{v&=4q5Ag)X({0QDVJ_^H^
zpj#@jR8v)duZ#V*qgx(Dbr9*%>c!=CwWV@aBdUsU3{$d~GlH;zD<hyY(kO21tf!Wy
z5vs{XxYu~~;$a605&UrbLPFptU5O~GN7rf@x>(*>RYi@h*UXLe8?0xcmYEYFs~_tN
z^A3L<4ydahG4Knx^*hRCp72|NI0P%qnb{YVzZ}GlcP5G3F9e{qQ(<pgt{V|4k@4vC
zMuB`q<Nn&}61GH1kne|@7EbBn&hH1=2%M`p!3kqv!sDyodtKgYm%8o|aR0M54Wu9Y
zY-~FrxG`h1?yje3x$68i-J?I`A;af>yPFWh>*b5%#rQlGHZ4T2_Z32~Z*S>+nYQ}y
zvv$<LC&ml<+bjBtVWfnlrv}k17LFDTTVxc2kY-63!m5Bxzqx4R&C0RDJ13jtk?#|W
zmsa^eAGJCkBa`q-@7Rqztz-Y<g6!6BQh{$a@vQwmh6~rl^U#hzWJ*u%a8Bkr=4!}D
z=IeFs8TRNRCd$(LydWp;)S+$+-|0T8A^Yukbs9E<y8Dw^neo*Wyt@*t8%$1dQ&Tg*
zW@cn++L|2L>tbPdZ~dytuoWVLH4dx30E=C5rh*K6+&S^@S9YZqn1H5r#>2WzI-+st
z%HEd&J$*Gk<_DctJ9d~}eYsw~3hA!C8KmhS(Hbt**+b9E&YrdKbf3@Euc<lQ%8|?n
z8oPQ4=y9*soXPtF#kLWrDcWhjh@)?-Ym1cDOQ%gbQC_z8@)*H4*eT9gLYdr{$J<`j
zX7GAa6`Z>laxkCocfr5F_jcC`cy(&B5%v*0Z00f%dpRDi??cUUN^|vk?@mfG@lKRm
zX64<ITSNWfl;{DcZlWyqQ2*Ag1zYd1&L+a+Cu$a6qVMeO<dC;f>TsmoSY`C+1#6fO
zVJHx09Qq0-*&-123KrA0O|T8a2m|Lo#T!V8M$4%e=?2z$LaLR*w9n2WEgmrV;_JFb
z7wa(^7Z!AKhPyeJdN&rf<JT?5_73CO0Ny=TAUQW~XTN>~`4!(<Y#@$&J~?|EzDOFe
zz>`dUGN#vkw*ii1{fC^t<Qu|ERrcY`s6Ui}OqLZ^X1;emLlS1uh=Ibgz!EsAh&{A_
z(W1C_j?x$=OpEMpQ|g0yG(}g<IMb*|9wPHgLw9XJLfducJ)Nqhp3>x~eANSB;aT{7
zmbadOuBk86<gmk`ByO+{TR(1^7Kj!GH$g+3%m}Mhj6WB1MtP3abk(BOsMW01boU#(
z8_21Csd+}&k}ag!BIi8zyfxgrwBHV4u)27-tTCbSm7`9M(GO###d7F{pR`%Pjx`Be
zXPfDxAaDFZjJ1Nu0TL_o<QCth%Sps-Y}A7L>}o|@lV>|FYpcx%9L&^i=NbjzECce)
z7KVAwu}ppUkpBa*(w{@IAP9o9=I`2hAUk@h*A!K%rqdB#zCl~9ez(v#(6QNP+|m>b
z;b?x8i{2UDz#L+)Iyb;-06^7pJHW2z3eRi@_+bN&J3`*ij!ak6*xZb2tVxiTyoD&m
zRF#YldS9xl7e4**F|jkKO%z0xg*Itxsr*MN=~CU#A}C6dprG`%S3PI6q~}H3@JW5U
z;s)xd>7UXo<_=jbq=?<MPrhZP4dmHVAoN2(ai+bHWCbHD1I^AU$w|plMp6WxW0URK
z$KfYZNMb0UNzM+~Ke%G9N2^VYxVmx~(pB97w@D4+8R`W~W{b{8YdiB_z2}|3^wh+>
zeT*&1yoGWO=o?d%&{0lmU^KZ$*@rEg)zaL8ymf{zNj^j<IfZA#!K^C?{#c+(D37sC
zIFFqwlWoHA<R)E_hd_TkrUL_eS`ETcx^@j0-C01eWC{l?F<}}{MEI3i39Pu7322EE
zJr1@7`{AIGKF=1EkS!;0e;qxoex*YA1O?Qw+ueG%AFX?Nn0@|fNKDC&qMz>=BWQh;
zmXo2xSJ8ef=f^W*JPI!WhOIG90P(!LebPLVA@%qURpqH%uO=c~@?5e<y-GotXqh;}
z3sf8T6NL_eL1n98aBff}RjyI724yi0Yx8X4tCWSw-7qK2cF|P}p-a{wlXw5UK1VPT
zjy-2CBqWo$aR(+S<3_Mcj{tE0fr=Vhr_paY7~OJ+!52Zw>-EJ`_GKmc8*6M!#DK5c
zE<fc%cR$O*C&_i-cmeid&TrWzqG`fPRo&Hc-sN0{u_<M;OdCm!cliR>*li`sv!Zf^
zh6+xvLCyMHN&eMIv}>>5*K}9`I*i7jT~E3M2};vu=~(4D^z-Hc@Y$i=)$rUON9+^U
zWMw^7NPf&)N6CYDfK9F9V>74qBB^;drOC&-J)+wQari4HQ)nzfMQ6T14Wyu41);qW
z)_}Ek4DQYUhku_hCon9?R_->i;x!YK7FE;gfJW4N<ez){%w>)}1P3|ze%JYndh4e6
zT&G_5(YK(a2KBh27cOihVC%W4uA6S^UXY(dL}AzrO8EC~wd{;?lzRSVcG5f|0z09+
zfRYEm4trN)9hJp)vvudUO<hD?#VVhRRzU<9`Su|;Xv7Hm;&xrW5dR&>=dL^rdq=lK
ze+J_R6}rFM#H{=r|M0=oCSCL|fIELbrzz?>4ejAX;Z#6Cy&NWa0%dXnoFU|f;*hWK
z%=4WXCS)^ce8IeTCs8sCJ%XqO@X>JiFBwnHy4qi2tLx~zXxz9SPja0{B>?FUsweID
z!0T={q>-MoOi4s*L^!-4h$$jxKioyEMUYFt0Hv~+aSj^Tu0-CJuQ95)%hW8z))P~8
zQR!1D=@cC<IBNP(BY3APyGNK&os5}NSh#$UdSs;_Xotz9F?-}%<x(#fQ{BsaqL8>i
zFO2Ty@srz(Zd<9GeghJR|Hgd$f~ugZ83T0^MBoODS5QQFY+ET5N#0bZrM4kc`dW@m
znxvEfA{`YK8|9~2m06b=3oUKi>>sZ&s1ou6L(pR3SSSr1gbd%}i?ZvRYDzNcl?CzA
zk`~B!>rcPK-kAhnvtG;eQAcv!bn!N87<8d9&6lC1PU)Hy>>t7bnl&qT74%>GQ5&e{
z*(YGXs~0W|Tkv~uV>QXq!DtlB45@c|U(&-X{LAu^)$$f~m3mP+B5XRJhab6NsX?Ni
zrqj=vu(#1QOlWJ$?UqBZl5Hr9o+4KSchMciEbM;IwPEkkLaF#pBHCU9bB;jKkxDL8
z^v&zzY&^#RN$*G4`CUZV5vcGaloPM;@rX$jCm*b8zpjGNrDaeKy-y5bPQ7luTHKon
z?sfKm38<&}OAsuIwG_q_#uPbFxzu|^{9SO4DTwJg82FL_pAkByc$U*QpEVRmlCpF<
z8g&bF(w9%IP*MC{D->o$-DXA}&u&dwlqF81+PAZnVpyuNt!_YW`95c7OsSLnWhW?a
zJ6(Uq&-uc}Xgs6I+NEa~#az^0Q)hm3>1kc;q+Y;ZmOm?zv<4?}-a|W7l0coHpa9Y!
z5pRdo{L4;Sa~p7&f7x4(U#aC~>SVS&kM6sCma8H{`hH*CDq9A25Ryd0Hqn<lkc!0F
z55roLjM#=mt=K6JA!TW%A#IDTJc{ay7?%MZ_dvB-eC#USB|4O$)Tuu79PtyR8#9TJ
zv?O+Z%~?r2^`H?(?h1-JHh!F=ayOD{a+Yv(84GFRP}YF5%PB0&D(uthoByT#Nz`Mr
z^X}8ykTd(~w<X#aAYj$i@&yubuv&>=3fhP4A`K=sHMnsoRj<{L4wc>7;tLP5PS$*Z
znR#+b{Ww@Mf_(}vemv(bE^ZbY?-+Vr*aaM6y^URa`nC<^x7QOl^uDY26Km%u5SRoF
zwD^}9&*!_03kYDJ8@T#if+6a~8z-SBM5wQ9&Wx2ys@&IN2UKf4zK5fwH%BM7VNk|p
zGjZoaK<QM$?o4z@6<kf-Zzx<8d`;0)hq0{+gB{%kJwfl=nLkcygTZQqrJd2l1ip<H
z)WvAGNO-em=t_O^-apU?Jgm{^*Z6k|8G1EbyT{hxm9T|WK6FEDY+V!956ybYwZif-
z&5WeK30Cp}I+9h0DP(Y@<gjjOY1?@`Z484E=bz^N@G5J@BY)N{v^)!%^~~*bsqVl9
zb`97;znpf>z1b~0owx;vAmWHl;$4B#&ZH8y5}yg}C8&<l12SabZMa!A%RH6#GTb~C
zykuCaS8-IkNot!r%rCd25X`idMXp`z9S-I;Krp31nK!P}PX;bJ@K5Qpx{Xy5@;vpl
z-nKHZ+r=v(6UMm$D%h<tXP+WnPEuaB78INHyGu_Jmtd78I0PwhwhyoiaXh0<^X^5&
zHjnmEbQz$&z2Nbn`~OfQVI%K<|A3NBt*2cehhN=!z0+_-;QgGsxaorI^nx;EiKz%&
zZ4d;b-=LaFoJn!8-xOvrOCFnI;*5J5>!qPaVG>`mEW6}k?#Gxg4O}pA10!v=l=v1%
zsJeP3l*~aAB=hk@nnaRWHE;{X$yycHAUjS#aG9Ij>ZtzQxV|}V`HkQjopQgyWSC5-
z9Sn?00a(2Ia26o1E@@%h?+t+(hcMJIQXH1wU@8x(BSurL9~!=ZzV^M%i1||U-ca=K
zJ4;^1&o0s`JO}+)JgECSmBtgie=1$nz<JG_t3OBx@xFW9kX%8VkYM{KAwi(O!Z!^k
zZn}ZwQ}4#%r`d$B36PvGta+gyhd{_910-mx5!va6f8}WKrLJRqAHC#n>BMl&TU-Qj
zLG9kfABkc0vTWnO+eRT7HTcqlKT3g6^NCP=8IyA56(N>OK$QH8l?$*GVG+ARiwn3E
zW3Xh2Ve&93BGYFj7bDdHFMU|sq(V1d^LNSkqJfxJe@yQkoShCZG<?5mzEJKKC?6r*
z@o<H21gvQ6F8CbT-66DEkM15$c^^UA@w=k4e|dZ%Y-I;|UniPF%HHt%{NN9Pm?hg?
z>NwRty<u&HiV3iN@%ytKFx}fiya|1Mr3(A@Bj=9|=>E2!*P$N9z`%Fm0OXv5DIAW>
zz#a7RukJqx@#>AqJc8JBbg6pydf)ONR)A+qM=+NHAybsiSYT6)K;`Xu6|$@_X90}h
z+0iK%fE9`FVuDUzs7sy~L%fnH?zym4*akVKKrZhhc*85AyPEk1?^E?91ujVq^3b5c
zDKNkW?PDe8?T+{Kr#oFUlk-nrKWsbVb^Lc&(S5Y;xJiNZG5))l_$^afj#`Od{$IXW
zt^up7Yjb=y)*G3k7nf?ZQ_LCt%mPtxPfiO%x>iz7N=8C%YGz`3em?5n+Rn<x!tLx+
z2lW|n{@Nu<6^Srykte-#0&Y>;vN_!8Yv@NzU3<2C9nW;Z!9(n<k3w6sDD6*ar5!Tv
zlU^4IL_BRD+%n;J<U<!S`h8ka<qr>=QQ9t#0T4CsKd#dkfS-8bwxwMj!xeK#m)a!H
z1Ypte5IXm)8*40WMeK4q7_ruC?K|sgfZw?Dl$Sg%Qp)ZhW}%a?%FRoK8oC0=ZJlY8
zsYp8N?!kV;(7szH8ne({#|R%gvaoURWKVx|7MD(M5NruN$*0Jvc`4F4ooNpRM>}`O
z9BN_od`J2wKfbbjZhsBIa_2iTc5+K&kBqno!*!cRw-BZ`9KATFzSf&&x8yON8+5U?
zXnjjRM9J(^<Pf@U9q16JM!$@ov^3L5H;ys|)*w~{`*t225Y}+BY_oR*CJ#@MYBX-6
zb7oD4A+i1XDdvG~veG=AT8OdQdzh&ns|J(8#)8+=3yL|naOL6=?Q1lD(B7gyx{u@H
z37#x6$N4y80~7k<{8ESsk@9@OM5OhLI6cjb1~g&Q+GYO9-&w&V^}3u6D&tOeb~bT5
zpMF|-@9dpAZo@s0qbn%e*??l%?&9ET2Rk%lH3(7(J^$LjbsdR<a0%*Ba9@TiFhAEh
zioQ?#h30y3jQ&f0mHNQnG4EaC!*K{0f0PAd3sw6x_-WzP>QdsvO4Td`e)H9Bu9klK
z%?($s4w!0xA1nq-1_iJeHRRQsuLOtmp6`95yLegEF)hPZIjrQsU8sUoBQ*6Sx7fmR
zr@Xkc+S`3;jdNoWis1Kjl(k@o22MtwL*dM=t^Zum;KyrO1=%)kiF0$RgXi?b`SyDu
zxq}-gyL1)$$MvH#&4r;q1j=~ZkDLcloyhpVLzr^tnsR988b<~V+tJ;!!;IQF8{XIp
zbpa(pS2Cp7#2x(2z4sd!Ym>0l^`d+aBgup!7wVU7SyGs}R#OKk_w3>VL!@bRhn<?>
zKBu#nL<tXa$=j`>4U;qU=VAzMwzSMgN{+~GGxwdIt6*O!R(87(GZ1uc)Gu~<<btBC
zvCfWxj>(NPt+VLxICwU8VZ5+$Xnj!@nOpO1S`~Ig*wH{9TaR;pL}sjePHQr2$6!aV
zPo|Ho4Jn0|tpgaFhfTZXHugC}|2TFbL}b0X&E43>oU;b@MvO!Z7WMg)JLLRPM>kT1
z4Lci!?^YLUk)}r$f>Et#+Di@L#mJ14rK1zz)TON3{rBU{pLbpk9bD7?7YE%o+9P7N
zUFYxTTr!0NUC|BJfq%-9YL%Bq={7I@pB5p|Vb0t})DZLJ&gjTlMOP$dbV-^hi`N;{
z-Gc`=0?XJytTa2N64zG|S`BreSs*^F9bcHgHrLwhJ8KfgIO;)!b`eDCTF^=ls(Agv
zB$1WeQkI04wz-z^46piJJ0hDVelyjgo}5@=qGNUGY&?)c`lAk*=zNs@Ua6@0!fM<9
znw%NtZ}ZOnSQ|9hBwdpm%*16na%Ir?p^RaNFZpG8FSA(`xZ`@j9`O#uYKy;HVXF;u
z6e2sEd+A#bH_qA0jz4`6cF`cK?cY3-cbfZW_4@>ToMMqO^JVBpV#Wvhh+GzpbbW>_
zTMN<%Ok8WfBPxvV8|384_F97H0R;s%vFA4@(9y#m><a^o@vJarPwXqddVFz-{j{Sn
z2kOL@TuncupnCSZX<k|7-WFr>><lV{u&)p#2houHaG!wMSKh&G$o3<@n0rR;h;QNg
zv6#}x<#||5E*Ex}sF`Ep4|wm8N{s!qfO`5Pt9z599BO5%s_~<8^QD=^vh$NAbk?Nw
z7M7kl^G3ugk#>2n;;-5-hddcT7onkU#`;Dieul8rPHMy?_M}hkqFQ(3v6_hnev@{S
zR701+%9_I!!uoe=BhQ)0m`FUoy(6c0g8Ydh2W;j=mW>!rcF;mED1MNtukXo?h!)hG
zr+EOtH}q3{Txz$5c&(aVaIO0L$5DHAu()Q&_v2uWHUL@cVd$EE)Iw*MSVwmReM_hE
z)!#mc-BVgICx}ez`~4-YTE<7`;4NmSq}}`FhA`!Arw(vKSaH#kB3Qjb_x*TZL$7dW
zpUdLNY3R}wJynW^Eyv9kmX5XVU3Q%CytC-J`L*sy+T8#1q^}MiCau%Air%b}@HV=V
zoG{ZJ7Yp1OR72WZ^MES=ZeO1342jRqhsYc0)$lRll$_~hBrZmTKiYfpjDHxN7Fgw`
z1N6q)E9JSH_x5?Y<?OZPHX}}QWta1kPsR4SpOeeg`VnWY=h{6Bpo7rOcl&m?Lf<u=
z<Hfje#HV0OW^a5ud5Wq1_8peVcoZ18u<FHS@BZlc$in_+|7eu&LkXBirx*L3ck^0n
z!P3qzo<9dW7a@1fkH;eo--F>5r|EjPA2H}d;~I(M4y@z)wf|t)j&~u4xSZ!aD}XC0
z7P2V|k!LF!13u?Z4EYWZk5?GOn|bEWl6Xet`o}Y{R;enaijt5mdo#o-c=iP+f$r1q
z0CE~XcOTe9Pn1X3srPpQ!WsTOKZ>X6g`f`4;Dyc*7K<-yeg;n~`NC80rr1i+XR9v1
z^VQ1@Ip}-KHMwa{?Mzopz4zApB_-j@wtrWllgv%FA8+HXcV*9xQ_r_I)i!;qK)+jM
za9_C`Fbd2M`JBc!K@&BhNT}o4Ypb+sE#?ZXm#a#<t4-~zbw-DIC(|FW8(SN&%?th>
zcgt3)o5hQP!M<>y1R553BnBQH^1a)12(!+Z42=laPXe6WZkQ7??M#C5LXK(j0uk-~
z)j@dzD(smZyOvZ;%@3)~4nmEeKa@K!OP$Xs`63c(KMlhqctFWDoKJr!hhfg@X$<bY
z=}#Zx5KU83B7`|G)eGVa-xi^5BH6d63+kyH{%{V}awUuHgoZ#1W&$0*``L~1M)XHm
za8=#Vj9u5OL$=T+<TekN_|pC?;7$8enYU!+{i*5=_>=FG^s`VKFR+>Z(Gh4*IS@gE
zF=l4>ll*w<={0?3l)R5vNw~cL&}}-b>5OvXC}i{^B<G>xG6Eg>;v9Xo7I2<9HJ9Ip
zJI7~Y;?RgsMN|<fAY_|eo8La2x0knvNO>29oJ4r|0EaN3)*gHPtL-ZWd=1rqVD|P_
zHXnT3w?c0x)bSAxPK;jv%nA(Ow>l&k(L-;QJuu`acOUj;z%3b`u<evK);Vr`H;otQ
zbVP9BjD9JBtF9{rUo4@=4N>41zeoVf?SDn}{yXs-BMUPJ^S`L<f3JS~Hz6R~KLu9*
zcU1PGl=TL~&)~f-={}=&C=z>Nc@PYUaK{57AK4bjSkiGsSqXm{de8T9Pe@8xQ0Utr
zoP?QJy)S2gJx0jV5r1+S@9@&oz$)z>*H$uHy8;h_!EwMvuya$QcT0-#^nDe;wWs>d
z9^;*I<4W_(0lTw$VvE=7x>(^Ok@MvKMgl!WkEf$#$42DKv2*Gn$2IKWJlwL!MeDMq
z=6!u~CtbqPjmn$PaRX4hozqh9!|c6vaw;&MP1~e^UgNMZT!cBpxPiK1a^w8@yk=r|
z`Gs9WJudC_zD;A+zEg}Y6#AYhAg&}5pJ+}<X+T;=(o`63$ZT<*_}C9aU#Mcdt}1vg
zMt*J?lw9}gT%Jm%P_*9bx$-tWo?a9jTIWa%0MhXcpsHZT&$>OX5Cxb&@86Xz?N!{l
zJuHzttYLKf&KxMXAKxj#LF-si?;;O_bf;&5d$O+U@+l(#K(^ojf$$KX=FE4L&$=fj
z2F~8iTzq*seV)%*fJ8d*hc!vh{xEP){SG$#3Ru2834fW>z+GhJpPr;HVz*^WX$T#u
zGsgSWXPvtWZ<K&UY$5<k$1b%MxF>MOu7amNpT^8Jxk0#0nSv*2maHc!A1l6>oF{2X
zK0y4r%$fhJDLqD`1R(BdeiEW}2VT+e&EFVqW59=p<iUt1Gk);-?pm|HQEw@u<W91H
z{p6Yz%;?=&@W8@fK0l*l(Jz?&U-jWX8tZ?h1F-%(x}5#ri_re%Z2NENa&aNi-wLAC
zl4klw_Ii$HHr7%$);9kMEdSSOf`6R<-y`KrEdMYEG7zva{KI9(^nc>X|6cMRaq_?S
z{`0`Utb_k{$^V%qXCh!^`%iK>_J4Tb{w*)zUp4vXL;foP-2WWUzodizeU1J<2Fd^V
za{mKJ&i2nb|D)Fb|Mq`dga3%b|9isxzw3?v3Wxvio8te4g#Tx2%Kv8){(q_^|Auz_
zTjmG*f0g;c{=d)s_zxsJBL@S=e<0!iW|@1UE;W5`H=OXEWTtU4pQMd&lGh0KLx({F
z6JbPm?hpz8(3SKhIRp+)Gy#D!cjG4tCsbuA)wG-w$Q3Oh62@v$q_qMsTUu7%5BMTV
zX{J<ROxt92K<f4I@X6UZd6~IM$;wJwdr-HiY3jb{cm~r8j16V`>q~@9nbZld`TWEU
zln?Gd%?_eYfy8#uxePwgAqsp^q|s_ToPhJW_(gH$&C%mExBnKNgOc-!^{gX6;U;19
z`oYxB!w)^}18y)trPq7s(2bdA`!iaBDuqVJ>)G241}BF3MoqKBmM=e2nxh+Lq)Otr
zMqAv*$Q}{P5hyx9!bi5-QHa+AE_wq|AMY1RIYas>%rSxJ1fkEOa8JOh3&RYG0?YV0
z$Bq-W{IpBf&G_<SY&w>_AS%nbn()3mAA35-2)oZWa0dL0>at6ilx{T<G`Jke`5%P!
zRmd)-=J}s?gV69M=AviU^>|BbTSb~<d}{HE8IA;DyZehcCFQbXVu|G(ykcg1EL1k7
z4z9q{a70Qa9FSxQUv8go{54uV-c@ZjU-P6A$#kb~Ffk)ByinZCw_C0-+2J>A(OC4@
z<WU8zMhqKw^gWTt$#klwlWf`FX?JQ@{z17M{iXRgNLjyP1icf{p9;LPh4ptVJmjrV
zoMY!XM2e?k9QiX4O~l`{C6}|Sv+0ITC;7CoW9%56cMnMtOL8}HT12GqKtw7fTuzRE
zU`vw+elNZy-GM**D1A-bW35b!<XCQRG@7U2$MAXLoM4qA>?9{yX>Qf+P0)7(%&)j4
zvg5o`L{rNI@f0zoZbL=u*w0yFuvE=^w9k)FP({GVBxRFT&hVC!7TmtNJS8YrZ)79k
zS^4>~WvrUe(Ym5LDPRyDiEMP<p_~AroO0*`jGYk<cV?PcIY$~d7LQGUL48_IdX*_9
z!RlBnWS*5pO4^&48QvF|YzrJLF1>jSbM77smkETiGAy1U4z&f1PPg?g(hl~k4`?Q@
zzbkgRC-Xuf@<Q^}><Gs~P_V6UdHdMS^R&jek+Bz?O^cc#Add`WDVWFb?j|T`7{5qd
zgxlx0fVE>27Rof`vR-qgmXo9p#+&F9saL9fxy-wn`MJ~c4Hu0o@fNdxv;Qz3xl-gl
z%jHgmZys3MyS{Do*zmgY_FzmUz8U_oFt4UgL{~66t=*K}o@L<}AwBWKKWY_QUeRE;
zQtP%f+4z01iwkKU{dqhtlIpI15D-H_T0}qdb&%pZY(kA~j=vTp^Ym5izLp4G0{^iw
zHui))fu<=b^SyeX)qMdqcX7sGpWAHOO(E+Uv88vSt~w2z0g@fCR)QH$+lwJ}5*uX#
zW&Lx^`!8|AGcu0>UH@ln{PjgKri^WMHlg6yM5e1GR3Wv7mou~92lwK5F0=5U6ABMK
zYtY`BZW6rBqcvz#Jo>;*JG9^cBV`v!K@K9T&kzbzKiB|lT$wB{>^Us@T{g}DvD~q;
zP=%>tb?L)guc>t%PbV^5kb{%{P#jGkJF*7*=?QSJ$Af`j-4|66>0aw9WkdC3CnYu0
z3al{$p>aV0KNU(Q-&p~C_ns=8(SrCn+BTq!H3Lh>A3osCNsO0I2C2K>rMj9bSD?vQ
zb@qeo5Arg3tive|pGcNNR)m4%Mv!I;0Dl}ChB1hPI-kScc_w9sSK+&$H+yu&Mw^Xq
z<hthrPT^#2OJkY8S~j!?aQEgUqCr^dek*&hU#FtO|0(X{Nj#WkL`OisoR8eZ6n&Cu
z#52=|l5F4<bg+6xH#Ih=O47vB&|9?%RqaGzOBh9rr!6hVOG&5HR02hbl(io(2ZMS~
zxs|1rb;8Zvktkinj30TzGR1x#PF~`%n1sWD$3R#z`<eBMHA((1^<ag_u}#VCmAQgx
z3vX}CxzOb373k2&tTVAf?vRk_!dYUf@JLiWs<xk5F|}0DDsEEMAYL)AVt0`RoD4qa
zmVeitvEZg9aUc(1p_RfPKDu{P&*t;Po{3o?JAJVa`sh;6(;iN`Gg=q$;%xEPsis|E
z2WWhVeA@gCfct3s`Ks#%T+FuylcI@AZm?Rx?S=LoSue-7`7w>%WmN*#xbUl_0#or}
zOT@ADm|IaxivNDAXW`rhL21MmHq!vDf*4q+K)Ttlra%rfh?rtB4l04RKk?|%v7g52
z@7@UCCQ<S<bN!sjPW;j$1Tu6sA5FSw7!0`WwvV_gB?fmuX=!OmvT^;9zgMIkZo8o1
zXF7%y9AkMz?jUccOAIJ`EZ5>L#gPlg!H0adu#hIz9~0;JvtZ6F&MmFucWx;_H;C#1
za4AnWo@cjf>nq(-Ab5#HNMiyT1aR$91mmo&li!a4ZPkUlDRx{7Z4BefAtjm1)i#fp
zX<V69`zJa|YDRCT&vv`!!b@3J?K$sf`karunI89n%oMKClD1tRJQnKoz4^nCCAjAh
zQt8!S=4s%q${Pf{V5*edu4zj~>{0TW`QkyH#iLoqm#MR+;af{fTT2Uhjsj3lhB>3p
zTSo=AzOR+r{6@>o*N<jzfb?xOz<oMva0pk|FiWQ0eoOEbtDsv|%U#Pbv;rIct_tg<
zERJ;)oqr&8%PHL!Fu}3El;5SVZk%Oe7tnr?EDD6Kft&=6f9`K^jJ8d>oSblK+YYS-
zEqM63&K)bF%#_O&L+m|lMaJn9dBYH`eTqm+X?0uo{iFxn9LK@i>A((*W4AAn+4q%S
zP}v65EL|petumcQe0Q_@*T|pDQGY^Uhd6<L;3Cf%`u4oHaz+!WfS2!5;U-nPi*#8K
zuV2p!(a3@zURF*5F!-@gM!d&mJmY7MTRIGLW=>p&-~`S%1cXG(6V0&=5xD0MSxBX%
zUW(oa>|Pg5sd6I85@ro~<`{ox|NVhElXo1;Nz*y&opYe=*6h)2)9mA{$y!}pK1Nh6
zU*4#+j?OuL6yCaIN~<kVMQX9;{!TSw@77kYsa0L$T;*7ETXkC#x)IoH&s~VyT=iTP
zJ#}yFm0*!zli;JU$pfWX`E<~XN-b}>5VNniR}$sABYl9B-MnRM^>triHN2n2vE=$G
z_i^WLPCZ>!#;A-rP*Gv$X9w|h-B)5^F6jf*J<1ETnjPhh)Wv+da>>Gtfk^jzO|&2G
z>|H@nTT8z+n9xw9UgH;^ROdi43iLgqMk?-A+W@+=P~%(x5oVvQI0@}L8#1W_R|mI;
z@0L@#XxXqX5&=@|yzfsIIE3OD@d5{Ndvgc839~6Z>;8VLWG$P3Wg8V*iOKkS9<^<U
zea^GYlgt)g5sG1DHkYRW6&m&LB|lE)<swJ(?H*o0f1e<PQ*NX4)Bxm<ZXXF;^P!}+
znZzpIKjF%iTrV5jEfp1Iizh8z?whv*+J#0AmN6*GUD{oaQDH*EmhEuI6T$IwU2{;v
z<{)(o9v{yToRoEh6xVYu0EvK@(RT$9#KBiyH$oAT-@o-doX6or<$+L=s;i}u6YZ^c
z=fj@Ls>*)ut~$ZO1VK7t{3=T|2kZi&HF+TvNuCyxDLn<uO|XVo`zInoLX42{laKuV
za(t9~l-Av#%mc|t#K=YR2alIZr(5$UT#w2Tf=nH*eOFrn_9<`>X=Nd%SQCKmBwt99
zC3w(V2}Ge%5I$h0!CS!`P~NqBWz=3bl7F{Qu?}oKuvk5+?1@DT2$+ggMS%|t*pua;
z%;ZtYq@HS;YMOzYgqwz&lA;pdMp;GKL|IR4q->*{MX`ioC1oYWhrxltgTWQ&O3eI;
z+v$BP_gQ*T`d)fc`cirW_X)Rxea+5e<GORpNgx}1azwVjiekJ+xN7MCYf+0m)E$Vt
zpQM2yYoh!tYh#&DzTW0wnH9fV8*tul?miKIRB>$W?RhgyzoWItc%Pv}9dRO=>ZM_P
z7=jvuA8zQ`WcpgEW^gk-I=Qaa@lq0pvBM!1)n_usQtFn;kA94d9T6*aR+CcCdT~{^
zl9ip!?>QW~_qtH#A}pE1=sEakX3M|CK0i7#k|ts6LsTA4MoNW;jmUG|Dl7%`)v4pb
zwL9fV+}|EDrspx3j4L|{#f^|)`6ef$5@LTe(2}H+fi}vQhDrlR2N$2gh+3;p1w@Oc
zK%VTD>_(~RS)of-U%IUAs(ZbSpTTN)nYE^7z#Ow1uG7hJHs_CYy{-0eZEzkOiOo)8
zF^N%-cihn)P!lA8pE9lWP@7f)EKw>ifq<Tl^YpWCE%!#{7kDi0A-skCpDE`N)4tbg
zZ++V@-du=mjZ(jj_!T%>vYVH~PQ=xl)cvTjajf^A=*O=n)O<j&<_?^{YnIX58%>}n
z`XLv0c{CX`cxt~QF#YWUsb4YH>ZbrG5=ERLlRlY=K`iL};wyZrBCB#NhA?E|7Ix*d
zp#wp_qUkXqGbASsC+_UqNmF?FPm0kQv^to!TFNt;^Rn$8rG)Tp7<0)fOZmCr1e2Fb
zkA>FRn65+6P$7DEru0Ertbn-9T%zHw0Xmk_cha~LrZ^<K`@fT?aaR$3)TvzqC^zEK
zch4I?U2Q64>5N1~C`9{Uihc$uV+<9wqQ>k`-HXVfh?G%;&C3~QQlCe==WC;PrZdsQ
z?-LB6?PR*;6vZK^OA_<QZhWcmkm4&cGZ$O0dF8!$A^!@&wI0<JEx}&7PPZ#}0;039
zz$uO{wfW(M)B5u_rd$$HEjY7ei7cuVp=AAb13|%i*Owcgg>&kOW~L-3!lO24uO`45
z8msg--IGIaN4}Z0Ixzg{h5^Fm-Xa7X2Z4(D&Tmd)x}ZQm|Kp+ep&tog0)>%SORqbk
zx{ANX#P8n@mkqJdOW;wWj^hO@i)Uctys=FE7_&CaSuz;juh?zU7$T_GvsddZUaqx%
zK~w-6-rZiT+||Z2QFXm_xKwNdmU6xUV>;97s{}-Y8Je;qQgd#FKNym!1`^@eVDfSu
z2Vqd6$q=YPw{VP{Q(3g+Es>^Xd0b2S86F)&z>rJEK=jO&uv>fywhUF-ZV`gXel-}9
zU-*YJ3D>rZeB#emXovvCgI=qCm=&Y9($L%fzL@Frsa41y<oHnZg%R}@p-Q4F;t*CS
zDC8MoG4n47ZP%f4q=_5HK@gk3wZ>~eAq1g^${bvCBWU9z$gq}O5qfvc$(2Z-vUuT~
zm&KAUm>1>B(wA{KloK3dFe|lc^<ug$zgxs$^24K-YK&@-v7Z!tutjvjPZL2GbFh5C
zA+-;a&rjx%XhiB7)bbm*<5ZHSIunuv*CC`qLKj1AX7Xq&kgrxQUlR8MZ;GrmRKBGS
zOxlMrOR{R~($=o1RJwRtGiJ3!>jy=>1Ip6(f{Yp%-U|@^#G`to!i$E@8E~-sk^qb%
zKc3wTGc2*P?%)>aeA4A~?-a__sfT_ceJq5mh(z$vg4|f!wSj9}%NhFOh(r+Frb}~b
zfrk@KfWxmD&RVBI;{U`VY4@voIN$vVH}6f}{{u1Cyf&=z{5X?J01*M*n22P<X8)^H
zx~OX_?dI|D#i4>OLEeS31tpKMBc0Qwckxz2W63l#&EvcG&Yz~$Ehgh-!rKKahpwbU
zWc2mgbB4r?%_pZbRELD#Ud3JcPGeK*UTj+eHgi-gGODft$hC6PB7V9p%b(0#S9<E&
zkpeyir^G`G?}b1wmP1tBp>QHiJUD$1r&2`o?7Fg5uUYR|FWQq-X2K;ZI)fk*^dQ<H
za^)CGNI%XohesppDzi!n2DKR`f`(rHxZ)uTw$Z+;Ukl5GR!0<W+}x?jp=fz`z1nJ}
zrM<Zw`yl<0><D#F=}xI^N(%}?YUEQ1u{(**KzgdE`0*JBq&slqWp73r3)gj~d;8k>
zVDehfSZIZKuf&hkXa1dgcZA-C%{%0cF})kaS?X8QT&T{;<!XZ*37n)>=7JvG)un8#
zdk7l7-ccx8^NzI0hb4wk>E)m|6;46lvOF-uZZ@^Dd)>XGu2(LrtwgqT<31gtI?Xi%
zOqY+8Gc4`#+sFR0AS7ISQK8;IF{rW{m&aW|&)aN%-6?t$nwt=sxAtjAAV29-Yz8mI
z&!jQWK2{wx@h)k!(n=Lh{&5;k)CfgGgdWm^@|H`TR6Y<23Gc7QGvfOasR?|>F8jeq
zOa_*$^Hcnou8RKA68hiTu(?p>p~u3pk*uVAqVsZs0&jRxKEVyF^J5;K+>P>YXMvw-
z0%R!|(8CjYi7Ce?!5z#@Q)3s=RS4UK<34Zs_}zXd9JEmQ`9IY73!R{TaeVQ4w1Mux
zoa{mX&=_V496ab$n$Z8U#Z?~GH&TitNx~06<p~PB4}9Njv{wt`^Eoao+h71e*5PPx
zSDTg(1CGO@7(WBRY`AH>h>?|Z);fi29?q}#AbBkP6zBw~?kz;Q{$`rc-D+v-&_3cy
za7|`w+K}2-@K(Pa^}Z)!pKqA!uqV4JyG1zqI}Po9cKV2;(^*=H?Bt$7N5zCP*w)j~
zJH=}U))8%vKnWW3ya8T=3K^x9>@Lxxl}A3e<2nWYffO3vZLn`wbS>a-47+|j;#ywZ
zSj1~OE<*Xx5|Jo*;iz;6Y%btz1#?hV{SypH5<2H=59^2HMvR3l<F?UT%mqk$S5`pK
zSwKJmmU&}c)bV{@3P9@stS3{C&d>3MzBK?p8|uw`iZo^s+k&ZmgSl4pbRJQu&E#gA
z*W;OuU$46Lola+%?_dJj=jyW4v#sHw2G*`xZx`oaC0MW1<_tq1lozgf-cH0Zdolkk
zeU&Jb%MykJaT@lxoYqjWJm`RP)1P6+LEW!<?UGHXC==Yd!>XN3zrVs6tyaBw&O2;{
zwM73|zfY6FPjiyP`glM4J3>>_{CM9KzYp&c?Nc2lIy9hB(=#NsCTc)oaBSUcA5<N)
z8mXf3$d?~(oo#N42>u}v7e+4l1Pm=#y|J#{m{B0gl#JLAb$WohlZZn|>wbMRy|^Ur
zH;0xeazfD$pmRl9sUF;@!Gf|mLl)k2%&F*O>k|=}*L~3qsCTH7EA?(Z;HZ&<*Smf&
zJAalnwlO}jv_ffn>3OnKmx44`GS-C2LK7zDwX{u1?_vfCn#6FR`I|YDcJy3%P4T2S
zruIZiqrWMZ-HNIN$zrJMAYF@HAXURpi(K{5)h6d_?$v%V5a)y%D`M1^)K}EF)JIC=
zR8C0_ZO!64WR|EKTNS{kL0{mAp3DIjshWf1OC`4h)KSr1!%hbq<dH4Pdo$YY{#m>4
zCZ!0ItX2;hNln99Vla|Dt?)dZ8Er6{R!%J0bOx%yiFK2X{qw1M6|S8>pfkmZ#r<LO
z3Q7j3G~2mpwyoA#o3|~LAoDTv<5ByN;vu^GpnjtastF{Eq9goiGYqOT)V9z<_U|>i
zm!G0%%7wM^^hLKB_(|gf7%I?O!7iWsMMvZm8?i5^#S-N}T(a6*;MzW?0x6U{ed7Y<
zoEdhBgf2XgyKG;!1}*+lI*kLA4$pj(Y9t812xr{nN;*=B7Q;@qE$>FEDnR-x0{ZDe
zz7~s>3o#=?rcRy!I3p(#V%%@@Yd(E(YUE|Jsq|+FHhPD<j=7bU*O7?<dz7B1g3035
zw)%p@VEHH;9{<@>8pkceZm)Ez4ZgV0&>YGkLNc;dUBk8l9kNfGENM#dSw3>zSmabv
zFV|LOBANtLT{wC?RjGk$84EWSdT+0Um@hno-{3ETpFaXY#9Yi>&RyCsL3Pe)dSy{j
z+T#c_0m5t;>B7=6y!D4N!uZdc*F*Jo>wv>*;)mpQd^P*yMmzVF?XC{zE34w{Y%cJP
z?)E?>gND1zy7kngRDjg0ex^8i7PrGOyNQm^iQt6rh9CVT(ANIkqv>cd@mh4Ug3*_K
z@p!lR(iIy5QeDUqZoYpOQfkS7=2cW2$O6xbWLG7<yWCi0J#;hl8(2!4K(Zww@OqI!
za)bDUEFN7iqvqh{e0mHOy+O#GMa|Tz<Wlu%8)(l`<KCH7)cYA1&2h}zL|ROg10KhU
zF^;A`cY60m^UE#W0$N5NTGaB3I)XTaBwb70(KHouf}S^+a<a94{Zrrbdyd(ZSd<iP
zlb4Re17E}U0Kld4s{osNcnR8-tQ!)2KTWveF8)rTz=_a$7-3(1(^3(uBWff{Jc8a5
z95bB;Q+}@BG#;+*h>6Mt9F2ULJY__wO?<&$KR=^ZIwcAfqvj0mcpl)ZXj~1Ly$@3C
zBU@eaZdGtgNTY%mQbtjdYAM<<0W$_O3C!G?ARo+BVooE`7!S0jL6KWz=FZ4)VPj+M
zVY)6F%F)-??B2A{95S$_auvzCii4cV%mymvf01C|b#gjKDR{4t$aUxS2D0fBK|-!c
zQo;7A_0;D-ZNYn-0LsCjAxVU6Jeszbar-5$6Ft5#4$bkgtD7Gin@N{%nEcehru9eK
z-1d_C%-7>^XZG1@;`O1S34?V}ZCZ0CUvT+;w|9I+H@6Se-G1z*vK7!fvI2i&<FNvm
z2N(~PAkd-4@HE`4jxEP$7Kq?)biRtc%NJ8J9X{dPcypfi0QPP8r^bfFVy-x!6)z@G
zJMeuR--APXr3?C6G=3w%l$DaEizoffjhpx*ml`dEt$ytLqgk?&2t}qrv<X>lpR#1$
z%Nxb_xD+1N8z@Y&nDe&pVOXV}23YshP!?)E0AAkHA#LcR9L~qkqHoBoF9BKINAEnT
z7C)vpfpJRS+B}vc5{po}kSr`SOr@ORCu!ZxX4_&1gpl+zn%0$;^p!g{IYvtL{>9+V
zLr|ac!6Ip4he#zOAKR4^*rgHzs|V00OS<@K;L?}9vKn2=#Ze_(jR34=Q6E?m5^`J!
zDw2|1vHx!D&(Ti;3!!i$;(`S;MDD!V#nWJ--x7$TFrYZr<`oUImEBbd%Fj^g=tGT?
z31N~Gk(1+@KZY7FQw|PYIe$wxj{T|xrSNT#MKhMl(yBA>b3D1>4mbj(ntDcq-{O0}
zS+(%o4nh0uu9kNF3NwNKE;PDc?p&J;3J}&4hjG1I8TLtC-dTFg(8=UP$Cc1xJUJw-
z{VZT0=Xv|h;`h@5IxKak)eoq8A5Axx4{VM|pR(_9eRU-JnvV6mhc*}5xEQe#^XDXe
z2)juyPD>*C<OAdVMW40+YR2o9x?%zTm6b>Q_+?g|zowyi&5g0O#lW%8#7|g3=jQ`e
zG^$XtB3H3C2@09S3FdMni3WvEHge=<#<b8VhdN6R5~B=%XN15Npk6Q6p~L+aMcBjS
zPt{CP@}ghc*nG9MKkh`dt=ul_&>Bi?G&+pmpII$hX!$(XTc4+VFur*{_qR=YUQY{b
zvWKQ1qj9-!FY62pkCKm%X*Du3X56=JUbl)QdMy4@#x9N%VGbwKmYi4>xuI>p+uOV$
z_yrN8Ccp3U^7=-XBD?tj5pQoOi$35H;#F6=ur`zLW`n&Hkk3fIE26T8YkyHWsBtAI
z0=Voe0qaz1dP6<_@Bq&wpd=HZZDav43d|xPw30jqtiX9W2(&pSS95H4^mWKub~vR1
zu0~8;-_MyjEQ=4Rbaw1W&%x9cZ{KxWE=`d%IM2n!3l<)7^l2~n6_wsQ;Kp7qpR7)s
zrjpV3MXKA%v|9Fs_5&buVq&xOPW+2yt($!A*^1NJwwcbD^xbx~Q=&%3+egY%ls72;
zaQJ;#Q{45i<hkQc5?w^k7OZuUWB;Y<{P!yM41=Xfa9t%xS=PUQw6eV!*rFHiXynDI
zY!OXG_XZ4+BCY={IZ`&(E)A=_4LRnPvfh4qd(FKsekyX|4u|aV9&>MpoZt()_;#Wa
zoROR+Qu4P&!vDk;JvG?=qtHqT#6Z&mkJ`V+N`lTmMCNO>5+~r={{v$q%y>8A7L8#?
zjI9}f4oy|1cz#&Fe7Ysnr!x(0B>Xj@C%flgWolf}#kab=!rl-XZE)PkbXP@^WK*P&
z!2g~j{Wm8(jjMrT)!q4{^{XVB9v9N!1*Nar4Qzmc&s)=Y61MDp5Fec{U5hB@jU47S
znfvQ4=f)ai)%*Q@d*iC<BWEvG1k@YWr;St?MBrJb=hJIO-oxq}FqPBCGKsMP<*XS%
zHEPQe?+vRoi~U}`P$CQNgI%7BH7802^hs1+fG@;X4K2kObH>pa3Bm^P$<kD8L!!wZ
zgcofbhcJtB&LLnc1)dZ0=Z(0P-7-pxVMN!5WAlORQ^WN}gksQj*6AFJXCVMDxEuG)
z_*5hBCWH^`4e^vd&ES(M<J;#2m7)b}8xPo4+;8?t;F}c8obAzg)*b0lIxx^Wkc5N2
zuiNX7Pslrt+-c8mQSI<pc_=S_0V>NTxzRr^hi_nn>^uX^DDDUX+Mz!5lU3i?f&1_T
zC<v2Oz=xu~C*=JPAVN^!z=8q{FJgDIGHKrmrc=+l;y|0G!p4VGrue!L`J^8R9K{=@
zaC7`U2C*%y_sSwL56YNs)Z#9Mu{x_`Y3u`&X-xOVsg39f?8|WqNN!R@HQo8lHOH|k
zj`PWa-qx`R5N>M({LG_v0XP;}qc|PX>g4eS5S;bVABzO^oTCvTR+AB2oR-A=V}$&4
z#PlTb0i1`gC*!FnaQB*+Zp~wTJQ?Efm1t?8WrapmZo-5z2!!t~Buwvc_XQ;=$0E>&
zltGsk&J6GJV$7N=mjqLC?)00jD&!vQvr_Q$C`CDvq#pmHw<`~;;z;5fF}Na#iY7v$
z87{$-={b846v7=45d=k64ay-X0*?pLWS31OUp#^wf(mi*2;Le|KBEDz5Qq!JsH-k$
zzzax>3q-}3xGU<`yyrFDn7IG!<Kuhp)l_#^S5;S655J)@i@xnZwN|<FPgw0}yLB<+
zht!pBmp&?;^1-G1MYSCV3N9uM^>I3zyS!~*M&-VYVQ25!T)4BhrX#d&kMj|$UotKQ
zXDs;Z$_vqXolPr>JInGrU;8mBDy%r^>zJs*OJ=&HNsdv{t`lp#%eQ=1=Kh^uazvf)
zqC3aAuIdF{+t<0B@gBaW_M>txF3YpQC8Frggs#)BeQt;JkG#grZ>&8rW99Dr057W@
z)9MoQch9hniJ0j$dRh%XIxEJ<EwaBncCy1a=3ORP=f-}{r<+D5It7;MJ6*f3tm^ec
zl}-8P_s8tnhdv%szQ|<eTzhd!rOm9!zm!Z3KYDzs^=91^6!veM9nBstJN;u{8B*Xg
zrP6M7VYScqjRBF?5E%NIbC;Pdj$TEfS%v1dmP0q6XMUaRc)KCL!nByr8EoA)A?rlu
z%I5ib@733iDQPb8io4{<^Nsn3Vz}0mKMv(4*@e~DwmGaXZuTDWecp2K=n;uAOA4~L
zdB+{j&3<hcYE7&?kIeW8`?)_A79q0=eiZx8TMnc0wkx^6o-SSI|58ca;2@`Wvd<Kc
z-@0mwy-!?Wu&>Yce7g$w%XQ7Og1Y>+2OTZQ4yj8SZylF+c#~^EeBP!C8-A)&g<@B*
zEB|jzy+`;tDCl1Eh`f$5E(Pv6F&3#Pa@MMU23rOUF18)V#h8?gEJVeV9JuN6c42jI
zhs@a<Z0dL2e1Lmt_GZiaxHC5#vOM;BUT`p9x7YK`LZ=-WE(J4!LRXap)w?@bFAU6B
z)#hAMQxJ0cn-5n6up2o~m%azizO*RP!|?+P{ipteO7(AY@IR#fWOnObx%ET$nm&{7
z#9Ebky4?)T^=vjvz3$q&)3$Oesto?w`Ll$YzKzOk`%yt<i347i>WA88b?dBBzf_ib
zcHI2Kp|$5r_kYU_dfopY14Zu-=hvirJKMW$;|>So)q8{bSMRYmZ~lAR0Gr{y@q-pQ
zI}ZA@rKf3C(iaO_gWc{vY<lD8hcn)P*l8Ja<Y903_Lk{ApwSFKlt*YZEK5&8k@B;}
zP9B3Iq0q>06>!j$swp^?Sk0O*y|LKrje}kRV-5!N+rm}`THdR!boZDudgj}yOV$nV
z`X#N~YS@_5U%eV|V1nPt+-=tiZj4xcY-!c{#i2>pW?pGe>9;1ldhN;hPYT;R910&K
z&CZP+{_&~X=`9c1nrxeHgg+RV)j0CRzpmC<SWJw2Ye)B3+`r`5_N8U5)@3ITrgmRl
ze}D6ej+Bs`rZ1WU-H$f7?{XVb7Ci3wp@dmqmmkYMwK&FSxj3UdtF?W4RR7P9r5tc+
zNej6rO<0<J<ld{Zt?EB%$ZWLT(q1%caC_0w0gj_AY8`eqY!v6%?DyQ=d-bv;k0A~E
zjbrD$vfpIjcHgb%#OZ1M%4-Y5U!U{xGS4&d>y`~T>+|W>UR7ngJzEZ%EZ<ObW!fg*
zV&Yd7^KMlK%)6Tu)92QFkCr}tEGF8I|FW#m^=^1d<4t?hs<Oh1SEp^txe|YKn1A=p
zVSmgt&FnqV#D2+!s*wY`v(HtXy5iP1)AT^^iCGi+X8OK6@K}<KRJ=2`W6gNohJ^R}
z+2*8G`X}V9?faA4<s0AO?7;B<-0!8gZ|UsG{;EYE*<WC#r>Lc#(N)hyBYOFT2frCI
z+B-HeIwCzRR+kV*K@pAD7{kTi#v#f8z8%X85<miF1xnkn%I`rD6%K2mh#W5xP(-yG
zBXCe3n-sxdBUDiZCi*}A;;UBVNmvjISVRMAOH<KAevBV}!OAuy7V$Y6`hNovjTlQ6
zU^b13Vword01+dF5uuomz#>LeB={`AJ5*s|IiBI+q9j1U8ct>68AZT`?;=vK$&Y@a
zh>h9_R3Q?ea1GB(1|H}@h7m;gB0M1)K0`x^<rpl&HDKleA*sIq-mew{_#!6h2?F>W
zTl`P>KSM1W3jb#an;O5N5Ue55@v&(JPYg_eKXOGe$bcDSj74-9BMO!=B1Rcwe+;M;
z0xyGAEFruZj0o0IA;Y1M)`nMd`a(UUs7S#l&_lJ=WB9BW)DY7r>lo*`(FwX_28~n3
ziH!3+y*|a&#l=92*F~qyOPHHBE?E~p(zrrHbjdO4bD<>J3%7c9_{T`+rz^%QS|7b2
zIo>dPgB}<a;rpz<7U^Q+%vjI~YsNl#F_I|qA`{0LXo#0FhIZ<US!krOES6<Zi<ZW+
z2;!TThGh}Jms*;F)k;qq8e%1p90MT%{F~t8IMoc=ww!>;aS;c*E6K;R0$5brmgk{h
zl$M4?Ss~?9fJo2~LOf5%48sZ(A1}+W{Ip}R3WB0lBu!nSB#l?=+o`Xox>rO@>VQ=+
zJvUaZQl@Q-SRR9)X!=7ef*3>6ppYI#lOQIMd<r7;!h&Md!d1i=3WOVi1_q{VganrE
zPr{UZNZ~12kc>#ZAf!;bM;uZYxK=(+=)qqwgj14F7D#)*ENC6@EJw*AU<mj`f4uqx
z06`NudcHh3CCSH2J@khm{1g2_ra|dmVCgXgP9gmd2@ndX{zNr1RbNkh5(zRbpUA>K
zM(~NO8hEvBVH>056Gck*95^|p15t#+eA@nikMchbe3F!flX*4o(8$6e+V6pnS|6M&
zQoakjutNF^C(9x^F7T=60L{2Ok0sJ41(v7cBrmX(?tzcev%snmTssDslF})3N5u``
zV@df0QKHt22u3IUSr9Q5i-Aud^&-OKC#3F08B_g<2&<2VX><jAbbpxkD@ov~`HGmM
z`U5^{z91dt8<NaY{s$Q|OU_NgGCbO&m042gy-`v)g`ArNv7OYt1p6iF8<Ge=<QO7H
z%OXgW-%A4BpA6!W_JAya+6SRGmL69YNMDmgg`S7RQEL_cI6}p7Ny3l^6Z(VcQu0Zd
zik)C1Dwe=%6Db?X5*5dRkJ?uySyJ;wjsL+)z?6M4BKLh(!mt|1wvhW%vS5K)tKdUa
zY?rV?#b=nVNc#{ZKg75)LXi3s^H9`7h?WLrAgMeI{ExD)%)#O(+d{rU$^t6^k#>_|
zTOeft8b|61=0@cVG7Afd8dss#8_XA;s3YgbQ@WQS$Lv7|v@8fKq)*C_TTpuD5G@Nw
z=Ug&}6-oyj9sl4INX08~7oOBT(5U<c3rbHkOtpn=ft(wLb1BKEsKO9BRb)DUR%G>Q
zMy>9FM#U=y!^S}JVVR`Codgcfx|;q}8tIcjlSr9W8XT<2wp46_l$F}^5C<`gun{EG
zklqsgLG}U#Wwm1fjf^?aR-yUmI0P98Eep^{pM-N6wWp{wGM)mBhkFNF`5@Afc{buP
zdiFe{*G0q48J(GWoD55NH`Z`SRPSVjCMWCRmJOH$j*==NU|}4baE*s%<D+xYI=$g!
QsrHFQGe<|C$-ZX)1;%nS=Kufz

literal 151287
zcmeFZWmsIxwl<2pyF+kyhv4q+ZoyrHgg|h2cXxM!y95mo2o~HuINV9rT6^#Fedou0
z?!C|V=br9a-E&sGT{Wbt<`|>8CWVri1Op2r2OLGyN%bQf8woRsgNZd9KR*eRoVoo6
zS4$FhAWH>~goK1i!phdw+!^?`HFh-@GdFcGGlvrpfOBzmHaE6|^UOT){Sm!A61TzE
z9U!QbxDGvC8Ul$04ufOFG1nu&ejSUO#sirrqa_VKaaNOdZ_Xds8@gY9Y5`w_z$;zS
z*0ySI{}OY`^eo70^RY(MA?QGmhYFg>^>ym@<@NWcGqaf2$GuNCpFW~Ke|oNXUk?32
z{Z-nUM{M)_B4#$F!FgJt<fV}KmxjYQ@+ZAO`1N^<*rDPTlXI2i3=?KnUeu2)S|9lR
zse+B<F|03728rB#bz9%TwB6Y~**<W+Ed8QGv~tuHOR(3)geHE*TGk*k+*d?|g7Q<%
zxzemA8${~k*$022U6+OZ#O}Tcy(i~2_CxqlD@VriuFym&(8C%(WN}?ysGS?);3NDL
zUzs=hHHq!9U>XWE!zv!wg5lM9Q7b$w-@_8l`n5TSr5TF^-9ou=yHZXW_p~3(P+^F*
zU@*7K1uj9zZD7z|qDo-E1rAQQ1QEM?s6=(1)eQsqr%3@7Skdct4@wbiC@9`il)8v_
zV=^@P*k5v9?^-U+2|{C+f4_ory&}B6EIeOodP-b7WMMpa-@bwfT{J1)4NHDE>~cHb
zAyH?lBI5VC(q#$)JwUM@UwjdK?4Gab<$hh9%EC9Poq;&4G7!>a5%UMxmLSM<S{{Gd
zb6Cw05C~HQ>w3PDyd75*fq{L+c$zz(@_8Yzo9q)z`Q&|vy<s@9$ouNsyC?8^vnS{Q
zXsf~*w>HS6fm9iZ^$XQI<$S$lf-nt2ArkkkO3;U|0X>TWICmbS-Rm3cd^WE_{3SLt
zJhO%9Ur?c4cTA3xD5_t{g>45o%DWzB)$<LGHr)qZn@WyqAw(;Ya&SoHjIltaSOwOg
zWKU>%RX+0iCwB;^<?et`hudNu_XOChoHtowX$SkdXQc~6c@t)VClw0kTa`49Z_^K7
zZZr%F9=cE%G^LCefRy3UrqFRw8?{k6dCiN4ey(eaKc^cZt3>kECY$8YropUpFy6Y>
zr1IjiI6|bSf!rvggjWZ-8hj5c3x|N02_8)GWLpbe`^6U)JCwR*#tdz9B%fC4Yb*YI
zP<?26_`ADQ55<0zbKDZV9;L=WmJntLUu_1HP8liA1O1EmFqpcl1wYx&gEZE)@qi%^
z&D>95%>;0TGJ00AM=Icj%>l@g?W#-&Bf?~ra~m+8d|F4H8WG@Nbi%>K+e(`kp!2_L
zJxEAuz(#(uqNKw2oL+qPPorU9($IuPL-i~k6wStD_Ar~d=AMRs@-|&`+aT2I+@nE2
z#J?;^1D81-2pHVN)2xf-*`UVi!5}JxY~a`H6#>;7Wlvq5vq*yQQr(1%!F*p&;d!>F
zS0S_l9#)VAHMHHbMjDq}KEWUx*%5%VKbAp~*FhJ`lGBDNmtcG4kPBACx~4=!g3A3-
zFKyyibI0ct4uoMZ=-Vx$#6wZfe4KeK49E!rsoD(&k~#k*lzaxn#~_m5<d94Ls3ajZ
zGN^%ujqGxwL}k$HOVR_B1cP+%7@oUo*SqMF-M6$eQPMF74H#84>V7Pb2S5=hgX@5t
zf#bq=Pxz6obI)kQplNZ<X}2>&5wS0La}3KDv616E-tTpvVBGGnVxX0Q5V4^}f!?Eh
zaj^&QG`z&1@u-l3mgU@+nA!+5HQVO7wyh-JwYrwOz;NSxZ>snX!tMmKuvD&F+lW#a
zCH`8oPWlsj2>ETbLmd&K6eyJ%=`cn_XCOfV#5&lq=qrh{7~gV6NSvwbhL%^OK(=r+
zYNhOozi)X<fbbZJEt#Yc-$7}{D5`h;w?hV4)~KV>o{5QDd;}-DEs`)^BGx=^%acH@
zX@uLU51i0&r8oyIQ}K*O!ibj3Ee8<#gfpw%Uc7l!pkk*rn_?FDB8)gCqd!Oy+mSV2
z_g}9+8N57pufN{kzFgM4C<0UGYx~pJp#|`?WudIVL?e0741dupnpgR{2u6}6lJO+M
z#7HCO-U%>yzW^33p<P~c>d#kTGO_kebSUCr6Z*LvW|-)W+Ran?c)YL+^l~&9_i<ln
zRu}KnQf!esKe%qPF%c$o{rIlJ#CM?~!9afTxnD2_r{M}zaI4oMUDj|GmG?C;uXK@L
zu3M4zL#{CXFXtpQziD?K|F0n-_!CIHth1x$&QTM)V}1$kKFKPZ$fw+cyJR%KJEq+w
z-*>XO>3r}#wQm0Lq1f!D{df&`&qprPVHn|o8MGz1(+Z3?6ZAJ_gN{0mjTc^yZF(1k
zSRn~j+~Z4RT|YNb?2sNQ&FFKf=-I-sADuE^iU}mzKE(Zt9~h`GniM$0nCJRW3OJ{8
zqd10%iO#@)73^IOSK<Vr%<^5ej8Bv2I9efY@4%_ZY88B3sM4jhVPIRsFx<0n7-A9?
z62>55)_x#hm%?L4k_r$Oe2X)O*+2v{L%b_#G@&75Wa`u7LF=YFf?Qm0$BQ;FfM92-
zDoBdfO<XA>c&b^4YEd%n<ouLTg<ScWOFOcM+xr0;M9+8cFjNOQoFEYQ_^3bIud}nA
zIEykE17c`LF)0AMR9N5cKD`e&S65cHiDd(C;!BqeB4~e6%5MnAY&O>0I30clzD0pe
z9h_B<n})W{S<PwZaZStKrln>76qO&#9~SXuKQNudLHy8Mh&5u;-_4smcRJ{%->@8Y
zh5hOJ+5W&OBsmEm<#C@7S6xM*dP??42y`HqYAz?}arCf1TLyk(#q+%M9QQqrJOdbu
zz4myDG?VTzCKP`Eegp_oZmRDLC0=EJH8W)TeKeQ9(Kj;@2J&1N;xbS+9g(Ai0FgAA
z{f4%8%CMi4b!RcWt!&^CSv^9#JD%EP+Y|Ecb!t$SmL-WMFhHfS5FtN5ybNW_Fc_9W
zj#f4n`pxlSjb?L^7tSXKV66Gu>OU5;q;+jk_XNvM&3pk+gI4;wFb(Z)%NI~03U;M1
zzZhVAPS}v`gX7HUPhzF{ECm%$Te1be3h&(9)AwHpP6VgDaEHB+Kb#3)V{LsQwMTnV
zoA`u3qd@wlZR556d~Fnh3jIkUZKKgg;o)_4t~)AmpuG%Y2un#7gw1+g4Hms)#QLcw
z=apOgmsuEbHibgRzFELJ8G0eC?g#%lGJ&ucWXbE2cdqsQ#NmXb%AbnJIeK2teu#U`
z9!QsT7xz}vWTDNm+UidtG=erT<Yf;HNjC|ieb+e9G15=0E>U)jKS7pgF3EjQ^E;$K
zOW>USJNWLli5omB&dDq%!k%)Z#Q8U<l;&S_$)`<xMfj@5f#Ip+WY7%sr%Bo?=+@dM
z`fKPqsvzLwDHS^~TID%gWzpUqvOP(4t!1$1sH^#Wd|unS$oqAi3&Az-?c)7$mBU%b
zy1{m#&@pZ9SkKH09HBIR)IJ5ehbmkmw>L(-=VJCxyxpmHp{1DDKLkhf2;X|#Sq7)M
zU(Wg>ty=EKXy~5OC6uV!WrEdlUCx=<yYq5L;d`o5O($gN9gO&;)iq_9O&A1?T@>_G
z{$(hq7Yb~YR~=ukoIW52p*KY~IN?&L7q)}aeSCE$*0o=#9U@bWz6dKF!_>r%q_FvA
ziDHx7kS#Njiglo<gFhP<49m&+YxcOG^%UD<RZeGv^v|23Ro>IWn}mfN(W6#L!!~)H
z9GFYWA4fl@$RAVgWvQxi8eg{N9;^m4=U?~=+;K<6m*bDw=!z$w6I;2&o(C#_pxW|=
zy^_D2DLj>EyUac~q%Rx|RL(sdRA)E7Nao$lmGXqWddNI|tj)Wx(fPHo{vMZ|N;;eT
zo}914r%$<UqBHcU?BO><L@QNLHpYWqUYf8TR(gq!AkB5hN@EGadzx$LA|=rE0Iu3v
zqKR%Kwd@zma`=q_z5-aOTGb@vK86L*XCw70M)(7UPQ2?inMi-4<>-_Uw1eq{0<tit
zS`Z{6{|4T8mG^YVbgWcCARo)m%QWU+VEk3~g`r!|H66dkX*6C<fRPBM>;6nP+30_l
zg8>Qd*i^jUxUaM=9s=VW>!pPsuZ|10n62>D3GXW3p9~}KSHis5?akvm79tRT^kchf
z5#EOvuwUdvqIr!Mt`+*5sG4gd`!#Vi-xw*ii`uPnbWfV5nx@m3zUYQEFSxAxE`M$=
zYuBTUltYn(6}3VZ5wfK3Y7%d+QX(NUG#BDTtrlJaEl-RiC$3ggT)9}DxwO)nU1?pu
z61i`DxTySiIINx5pbpXkSE~Q%;4oJQJDwHJp){BC`5_L@I+Z(2j7YlNR9ZhS`sWyf
zp?A52q6}-(2FI=|*i@WG#iHMNsp(kLfUQ9SUoI3ftz`2Hhywg<gHIhDVyabo?-)a>
zb-5JlE>vZkZDgfy@=>+V%`B0$qpvw4?D?!Yk;c7+CZ5VoBaL4&L>k7{rB!?)TUQ_y
z+&R6*P)F03<<^8Et-b3shc7xZ`jZU)-nnGkmuM>ko$B!=^vgVFA8h!NWfrg=i*sdC
zjx)3}lHSkd!i^T%AZF9*8!nTvD$xwoR6?pnBvh&9f^7e;_T%Exdw|omA64tmE+d=F
zYR=m`Ggv0WZLX=L_-x2G*`KlbB|d^q1I+h8H;}P~e7_Q=DTo(q^dmZ>M<yOzwzce_
zstqXobol}e(u_5fzI|&W?l^<hP-bltWE|6%vMl$iyp6JEHU6e#2)`3{WQX7cbN-W9
zZLV60>^q0&>ngfRrS%SDs=iTNst-Pz-+Dx@I7{WfrIy1Kv(q}sB@LwnwJ3CP-~YND
zz%F5Ns~;jx;{d_pcQI8ppNOK7AW+p<QX)m)vR)k8PEb`)xIb|mv(n4*xq#k;7x-Y~
z<J7)I^&t~*7c{6!GBfKxZc}7sWDvSahM_+m_Gis|tDN25AS|U^SeEdG<7PGb%wER4
z3uCLLi@#&1Q!sg9Kyk^)Q)SL+eCnTL9foY~&p|oq{7t}b{=HyU4ADLXIbLNyJA*R3
zzZm0kxR6Ds2>L^o#xC4O0I^Pn-x-9Ktc>O0y^yue^#;|Hzim%r=aNpXdq+Mf8?pfz
z(`EAMxQOPFAM*Z6rt_M>5fu9BeuKc?Wf2w<j>WV`RUUckVsiZE8lFnJ-$?`c!{XE~
z)P8}#2HR^DRAQQv?xB!NiQP8E+}FH(vv!wllJll1{#IOx&>0*Bm3F>Qv?riF(Utbn
zS7lq|B`hUfTZp)_MMWlI97bnNQ}GY$j`4VmcI}4-Ahuz>^H?Ho(@k^HT;%jg!NC*@
zfEOfiwPAsyJv8f<vxoJqbfvV!f#ISzCFs_j?l6H)q53Xc&)Cr;YIQd}%-!fAUwKH*
z&_~<zY&$%G&W}saNk^IL!;=$_X+i#^8Xq%VxbjdU@^0s>ulByR2m6^>VuG?CU8FOf
z29@R$OKZNu5|n19!rdq)m1d^I_fcx90y$jq#Y3)8+n>3N^VO9V3C@aR&()_w_usPA
z8x(j24(=pldvF&pVSUoksNTKqf6=qp!Wf|<d`&*k+89cY&q*8`Cj6!dw(S|a2PJ<T
z#cHDi_pUBDv!I{HLmjShXxbc7eLLJ6TA0Fpy7$md$$`dV<j@-~b%27)=W?V)pj9n|
zjmzgG5C_9RR;JqK`=d>NiWk+QY+lRRW?j|iPg6*hHE_{nhvO;d;y?Y|%36Z(Gexp1
z5V0r?lD=)gO(im|kENt^1tjR|1kL|cl1T2TNI7t+6r=5(gDbRfwE6m-J#};=PW14c
zP`&DL$fnsulrA<M-}<X6e7)37laRH9RGU6(A70__CN6?ldz2m79+>{PMK6IukEYMe
z*4CenS&hlL)FKn1Sv!kb_|r$vv03V0mBNqAvP+T(Wt2zk11pbYxl+Ic%AN`@C6#$P
zg=vQI)db>J*SWI_!*bxRn65k&NCm^5Bq=ZFOn640Zbf$c`qy_{JHz&078EPvAnOgV
zPtoCbgSR*p$_2|__>`WldNajdR>&`T>5jzwcnheKUSG<d*o_p*U%x8*@{LD#stQvX
z|8xf1myV+15SYkh%wZOFy?AjsQds7<x|)e+6>TM@QRMJL+q>0c;)mRm&Je`2+bs|<
z$I*+_dO}RFWiBI^ahX!iAw^KOF}^YJ%GPwB-{T|9POW}Ml=Rj?+{PQFnooEB;hRb*
zBNf6QEgTaFLy9Aty9f`Tu))6IR_|$4z6drQCzL`@2&L$o_|cGe;&_^S6gkQT6~aHT
zMx2xtnHzx`^ITDY<y%KD-3CM+)QPL&hoJm*KH^_y?qC+pKVrYNR$>bvt;yuF<5MW1
zjgayX8q++GV?N1J>BwkbCT`SBEhg{Qt_}4wnzsA&79-7N2rT}Rt?{y0UF#SBnrotU
z{{3Cw&qh_<7?h&xkJGfY6BZdrPmaY2WF`%$ig&7C8~q&bLw}0;1U8~1UVKHgcI1RP
zWBXz~z!e|8E7ut??20!eNt05U)ERz%3%}K}wE3gGk`s$a^I`4VB4(V$scPDf<##sN
zO!}wacc9e|O9fD<2qk}|UE2n0!5tT}FJGh#$l80{o395)3MC=Kug+ZbJeHPEXitk`
zSnJPk;&yu)T~@K}AxgP@_*p+NhhV!-TVCcFH~^noXMF^7Y8nB<UtHKjzMwwBqON?h
z2e;2kyU2_nhkEiAC)#3K3Stv4*boQzkwv@W>+q?}G%1M_aiB5mM_q9{X3Se<>LCFh
zOkMsSPwDfYUrcF)VIi%aunNUNXugkVj#2t!V6$@)e|q}Hed~Khu4P1vO3VRo+58#I
z6`9->HaNN&Q3Nr$A<|<COp1D|vq?AhMWuGK$UQEFV5=pQlc6B^9yzAZQ|t=8lJ;3B
zQZ&c4#^@)4z=Jmn5(vUrNNzKUc%;o_<a|tV)$F?s+!Yh5=1tl2o3;EIkcCw1LH>Is
zDE$Bo))>p$q5QKe;#Z9rC1_1FquS@!p6P!DsFeN*Q0-Gh-J!qq1}-qI^PX8ferDaE
zS2EYF6+%osF50wt&3QI#?m`aLAEb7*FPgEmNn@rqkBZiO?~hGM{yUz28a(^aAeOop
zzEu`qg88+mL349xZaw0AP&d4?+UmDP1zXd3Esmz2M>vpij|pmOY^ww<9ys|T1tK?V
zb?uc*X3$MY4#qDc(XHPJ?E?u&w9lobl{($Q6Skdbm`V3FI!xI8C6ckm?(HNCJaH!l
z;%ihL3R>~fE*S6ZQ$ik+4coW7ndI5j1<7xHE0|Pj1Nqc_YI?aKX1V1o5IDf}6d~1&
zQ%2<UOGoUR0w@ZQ;xENt{g~S@>fJJH%&Bl`%I4$Z$!?~lP75}rq^mbNY(r9_#~?<+
zR*2Hy*J$17BPmN7fQL`CKw^u^i&fwY%J$QtcvK^np>+`>O9u^!&wCl!OXVRgny&{%
z5%bZGDB2DOm#r|z&CS!DjWjrQ97F6JQBp4iiFq~KkbL;^z+zu4B5L*fm?Fax^B^<=
z>=NFa*^GJ^t6vXpGi1FT)_2KVOje*HU^6;bG3(eAh|`j9!R@7`_7%fNa{a7A>pcXM
zT@9oSc9?DN9z0R6Z!#-N6>KR2MbvUaRa14;^vraTFo_((NVoFuSe1ZpS8ffL)(CtI
zg%O=dEyY-ttJtD@l98*O>Z=IA+J*aRWv9Y(D=DSJe3>ui?JJ#E!_4<hWJi8zST9|z
z9}@H9cLN7;45m;A!IXgkmaeZksjpRE2huV^gQ4XFhXinh)gdfO(gspTSWX9=>L{);
zC|0#FoMbR*4>Ty@TMt;>WqE^1x$axd-M@_tp+-<D4BHYE_ofonZE>2U#BdS^xcw}n
zQ4n1)3Xe)0o#Yv8%yT!9fb|~CN(_vwn|-Z0!Nj?X1<BCdWPv*%fj&{;DEjG~Vkorg
zeUjfb6m!c9)pNBGIUX)W48<&qJdQdLpb|P|;}2~SPJ-#v_<7>yDqxI40bf~AH7kbs
z9Mnh8DOMPXlwYL&SJ=A+UTBO)vwl|8gd6oOCdP(J99*x0efu`$D9phT6IxDwQ?1Uf
z^Jq1;g?MYch$A>u^z`u2_xh7%giv~{X+zUAzZJZ?ZGs7YSaMC4^xpKqG~|w;`}Mef
z<byaV)XMyJRQ{otrIt%d$TKc^V7yf?7jnZ;9!%yAg|WfvAkT)Lhy?T<4lNCXhqTZ!
z(fOu)XTW~_axZFHvexg9XsfJEEH%bwyqS2)>CWM<0~bl$Jta{{l)G?M4DAl4!`2q6
z2Ru6MW$4n}JA`cG3QoSCtRgdhVo_>J2wcbS3?tmT*Q^|vrH|T1uN@2oL(@tm>#-T9
z4wwbhY)O%msYjY$FWqXPdlGP|Hh9MUMuOqR9(AZgTC^Y{*(1mvG@JCnyvv>*7qg3U
zN+!(XL9AB#3};@vj{D+DHlZ9stP10~6w7nEas(x}yg~kTwVB$gvbgD^(1p>&Z23AF
z!A)mhsXR{O;8K&yMw_?3?(fF~)QD^`J2!{OUUhJ?XOn%yQ&GH`VY-aI6nX~695)ib
zKrfA-+|)0G8Chc@MRP5b8`eI#@QtZMIBq`@%idA%;*NSyN<$*QE7|Ys;>lqp)JhoI
zK($V8p8gI$MswA-7`#!ojcQ<0uKm@uXCv>7v1)J@bos`O&+?t>;sKSptnozg8e1a$
z+;`16w}Z!7yvvsHBiwo@4s(?YR9`hx=wDFj2j<sw<JCbUXZiN{G-$~4h{e2E=(G$W
zrT9;IC~_cI+Xjbz_o$^EA|piwOth6se$vXuhQHeFF|=MrM9nwl84X5D6g&GJ-w}=Q
zF3-_ZEsSDExjBn&B1DB*=jrP>f5SZzim1=~8qM>W(k;u6bAjd-?kG`{tz^3k|0vNR
zWs%Jc@vx8AO)Scdy_E*aRtiy|K<oD~aSyK%Eq8?YcB89VMRKxeWr6>y{`8Ce!pu+R
zN59JcKo<wog|eY9yJ6ZNO<rL*^{}F|b-zxy?P=6}G#4GQGNpk{6rKzu%??2{q~uR|
zAGrECmSRnn=AQE++oWuIfWIxTHdzL>?xWQ~tkRJ87)spYA|m8k+0k{wg+ZI9XH93i
zHpA_zXN^xsXZAZACG52dGV9I~@}eYKqw(6*xEqu;crdo6*xN*~?lw*WllNg>v8?pN
z%l0Pkn{n<XE#4D~>zh{f``8f|qUaO4bGg^TPEfR*qSA-P>wK9AxX-UMvZp4XRFx_=
z0Q0aM`|5zWVbt8hvD2(Hb?{-U$GOJQ$cuwb@1Wgak13^vO%HLm&)<zd3bY8q{<H{L
zv~isA82k?TRY$LLfE$q#7LX7EHS>b0n-;?K&jEi~3sc1D{U<Qp8{!~=OY0x5ZI+Fc
zHLb*Kzf8XMMi#8!jfaIFEu-DWTD;3w77G!+>*^^jpwIE15H-HCM{=LJBjdt&zzz<0
zI!24hvY?f*)X^%hp^NM<s-Bw~BH1x8j=i+D2>p2*#5Mg_k8<0L<;@>@Co;W&iR*Y{
zQJv3O&~@t=g&N<tH^SjZBBj!=-@7&>$*kat*)L<T$#9BIH83G*-c(tEG4lM3%_6<3
zZIF~q@mf+X!;O_>0#6ekq;bCtQ(Pj|Y%kJ1erfGoHRMy!8k||2-q~^#7qf^txu}tY
ze3ck2R8O)RRx&2OQ#Ko`4aLM_nr~oD%lgw(Ml!Lb?rSwQVQRaAAf4iO@3fM`ii7rR
zUn|7>m7N;|?LgiuHGJhA8jM$xz5{(8I_u65_g;VaT(rs6#tLjOQ<KE=o)(|Zy6>vl
zH-lvB-u(%(35r2^df87tGn9f{iEW5hHcnq5()P)6o^ma94SWd)LuB+za_lb0zp~!%
zeCJ<mJLA0H`KzsVIX^<>44+g!dXI0EIiqv$6V8OUAtP+|ZWUg3B-4FrXad>f{kkj@
za`4A~eiYYr|3R^&;dA-E+Mnwibmkz2EsfyHc8a(8<#>fxwaYs8n$S99&4&@ZdGpJo
z(B*ADxr5}dm+rM6>1<9Jze|76R;nF@b+(WlM-4<b&0G*?I4x;`6u&neq{#?csY+{w
zAFIPD@atnpuS4^Il%#1TGfiAIwYNB|#lJFi!Pgz;h!JVXWA;&=J%^b%Sfg(?@r*et
z?VS;pk(<b5!eiSD?yGPNlNGx``%+hznU<CN9^%H0`6W{kU_UBt{A=ID&i9FqwzHv$
zf7oYsA)Jxae))2{F9-261;z1#a8iwNl#CXZy%SaNCcnzVI?%1U5q^&RDd+N|l0sI=
zd9P$~mY8J+D_6vH?*Lsm8gzMw=kU+~DOw^_2BlU<tJ1g&sRTkRmGE%Wp4B^_>)2&2
zdKi<;*W(N?dS1RbT%VK^@+MzY+U8$tu-%}3zxizVOUB+&eppM()saumB&R7l2FF4v
zkN59b;yFo>4Z4+XEXO%_4uG5_@0a@eC>_E$W8x;tKLta>Q<lQQ>)FSH>Y55ZS)?ND
zhA485F?)Mqaxh|^M$TJ!OT}7~eb!t5-4o6~GyLZA;x-<7Bri>leJ9if*)ExUE*`~R
zXK0Z&i&bQE_Z)?CNWZpp30re<IFX-<vVE|g3OgaEor816YwgJgPE0zcj^XzlOhk#%
z$!PknG%u5v=In?nqjj2UsqU|sSue_fi#51!jrn$mFbGTzF6^#)%a}TQdQ*X59KPvi
zyq*q;i&f$ck~G=Y0mK<j+i)_J+B9V7_VxCBXxQ|6+2--w)exb-#}Z=(sJ*on4M=F(
zrZ0w(ni<M=l5Uf5PCn0iw@6{zCn5PX8o;vgOKigZG`A5xtERkGK;J&r^N4nKXnUvo
z`-s5~EwyUF<$(aVtl=gKw&Efdcg0lM1F3lx=42DqkkK|H;h4;HuH7_?{<KB+UTTG?
z*<lD13mmOj&Z|+>@#=X>Q8pTKJfWNrmpQs<KpYAY%0j7Wv)Ym72I+TWw?x3zNwWz3
zPU<){)(MVwOM@IYI!&Cn<H~O%(q3QmlHSOW%{?!0+f5!PNp1B<W*GCT)?n)Vmk2G6
z>uq+>Pc-7S9awR@-zXi3r4PP7a?&rsj$w-(NR?#1x9ZM8q%lw~!);+T8ZZ<2#z%@X
zuQ`u)TWL3UDqp7IU5Di;ZHQGl%KgQWUlOa1BuQg)SqsZ2bOj^jJg`6aW@GhIAu(hp
zJl!&Mr|X8fK2b4KH(IPr4T4F}n(1^(c8PCrV=ulx$0?Z3T!U!6D^M%f@NmqixcK&A
zs3=UTjJ9?~Bm4XB9NyjU=ws<0D}{!Y<oIv~BP5G^*?+iMFV=kdIRuHL#XD<BO{=@$
zAa{9Dj&z1jUGd4?$lKH9ceTT{rNy3X++?Ipn>>g7E3pSX<xOJo9i5W9si{XHC)EUV
zee*qp(l<?9vX&D`jWsaB$;uP^OO>pbmBOSxJYN##&O)QLXLrtJK1NzpY_8y|+9A)|
z-cJ4Mr4%dKOKQ@&SegcTeWwNw(V^2ksLH4^4k&d^Q%{%?8%!3OSuGTzJ|i$GYs4H6
zwkZqb;P*?&YdYPXH-0kO6~;_;2UBi~1KLqDZ0}SsA=bN=%%>df=IUNjA$%C&i4@_S
z+#>j{DJ#3jHBYgEzWJr8;>I0bU);Qem)n`v!#wRqHnjF)*{5ir4X67%Fzq@e7ZIw~
zY-zzSR9W?IHH{keW&H}}f2l7#ZoiEbQ*fal;YOxm(7mRKn685!Hre7Fg|@}W@~!4D
z7=xk}H<!=I)6hY}wI-S%ub6?<ueU26t7<(8@*DHjNEPl}_ZMVe{xXC4xx($?H@@9a
z-e)g6BYwL?Dh)-Ej~GPQruCJTD-^13ds2j_#}0{L_L*9B2e(+g5y~PSni9N<;db3O
zw%yb%k2ozJ=<a*r?{LMUD0j2!W8%wt8GIOh>Vu@$O;|g_BpC_$SadXT7-A#g&gIyr
zEE&GwPO^=MZCNW{zQY@%ZpU2Zn1u8GP{^rI3cu=!)ml_`*DUHJkL6JcqiLJoY4gFh
zx+b->0p!e5kipbTF#C59ito#VP5rwG1Hn6giYEJ65)dYISz0C{x(x;T-+SNv)nll{
zSKTq4R4I{`we@2{h_Rg_NEdZY4<DLfaR-Q=lkRICZ0(Fueqh+h@Uo{(uZuD4N}yF$
z*%$JdC0bk+s96+@$44nE#fO$nUDi$zr$CQcf<%g9Bqj#w9P!YyELt{#2+JfE!Oi7y
z9xsO467{BXD!{cIyB=53gbz*cG$a=F);3Mpv(P*w-Hc663@m%w^x>8J8q~(PwK;y8
zFy;WiYs}T_X=@EgIpq7`lWOkZPH#VGDXi++Q0PjzDHH!7q4F?NK*89)ZIoctXNAY>
zBv;iLbCL54IiWMy2})I!gA7rJs^$G0gKe;x#WOivZM!SmjJDNt<~@Y1dC*E9#ZzHD
z?`%EHowABk{|uf&cnI6ty}}dtb#W~-yM{+W7J-m^@P5rmu%0R=mjLb$(~H(1$Ts1m
zhWBGJG-c`gUz5|+uEarLe>IBDkkt`M#@3r%S{gXW*V|_KDw%S|J7HR5V$)G@7#&T$
zSAqt?WS34AwfmjY*zHSM2t!SMBu5RbG|tU3*OG9fB+TQFycR9f;=1-zd#NM^o{CG1
z7Kg=~MRnC<GaU<0IrjHs?||<FVlb;mUL&%FGphQwAeWJpTU89J?(15e+x1N9l42@s
z7$vUBYy>eBLFrdDTT88tgo61Jg^WAOHl8nkiP;uc)6*c{LHMGbJ_zbO6#;G@I-b-K
zBacvpK~4B|4Tm}GCWA_XR@B`R6hDSjTOhLcIOw~nuOt7inYVLkDYGnOY}~WOVxjOI
zDxU4H**;4%gpnp{UA%W&Mg!9rI;~l+W<6EXn7ZSb{K)mhtq_c2jtw;vta$e|lG-Ro
zEn92BR8|tWPb5OYYU}$f>2*R?&%er_zot7u-Dt6Wq$EOk)W3YD1tmhkpPkWewbRkK
zbErv%Xd@%lkkHEs%cryv>u0t(k8fHIVv*gHWAjU%FZ9thnwu~#_{e3EPl-$dZ)+4^
z4yhfJST{1;3!3Vl5p2#q;RQ-Z_M^lp8`>Gl8TfM(w39(F9uXFN#HxqO8pa{ZUR1Ok
zuXPCA*fcHph5Zh5W)=ZdzP9$~GNL1#nqX?fgiR=@t1<N9CKeT~La}S!e*5~S^{3gB
zk@I+K9)TdNA}*r^EB<#52{=2$Cl)e{AYPECen|I>t-Y$sJx})d_7q4xgkj5YKP8IE
z2&2&qm0J7d?B01wcxQfDiwCI=8byka1G|&9v4am0_z~4n$fOmu=J`pUM2s^vB9;7g
zbyxH|Po0|Yul-Es8mr;L^CfBJ3R3yVZQ54eOz5G#U#Y|WMn7e$(tH!P4mK#i4lD-K
z;U?%;d$Q#uK3HS!HZ~oeXF}}jTg@6~SSy<cZo9`|ML6-zaO-9a>U<l%E&v0U<nGQj
z8TxttZGMZcp=Hc~#)a?3lA<)+5O<Nxj$S^ZWO_aMv=C+67$1I{L1WA_ISR58Qy2pG
zl>}dw@+3BIC{S%rn)9)r)YCR`7<^@6vob)6<)o()gV9HVf_8^cA_UIWzyWu6by>u^
zC*wO@(4A``vL?1?7;lG2H$moVRbLb_J4)9&i*!Us`c1F2qo+WMErD~5Mo)vWZ)7V;
zy8!I1Rgm@j_b@k;AD3f3&fN)*2Eu7u>af!FdzP-y*0$$|I!9zj2SL@@EbjYlHKu1-
zeCheDYlC$zNSfM+=g!tTNXc-nBhA5%yn-@G{*_T)QoQ!A9Tq-ZY-Ry*Y}O>I@O(lr
zn?VhWAUSieopTDCKt^gs&V>JS(YHagU}GrDxcd}v%D^aBm_5}*rqh0p_;`k9*r%P=
zNf3`6aBPagez#)~g<g}Ny7k&7sn|ReBDlpho*1WFcllztzeKmb+p3%R4hZh(#gNgV
z4_ZsrI%pwstsv-LiF$fOscwUkwf{hX{T;#x#R6^uek93kZ+TFxJf0rrNIeqp3#U?7
zZ7*X!z!_c?1A1d>7*i1PNDFBIK5YL7#H;&aQKqrp%**srvWu4MPhB^}6X*>_tR1#5
z@GXojBTqrjp~%DNIU<Mj*{xw$ofNXGU4{O#7^zt|1V1HNEERhbY)S>u#-gx<+%;RT
zNp_ux2}8Raqhyhl_*~`3VOI1$&WCG)hq`_(%k*ov`GHM0BjM{%n}ExM1wjfzyOkej
zx<m?9Q6c12<kG+ESlPgsv%C4;{e2)qadmVuLT0}e_SEN&A|u;=-ySk13GLv=yoqu8
zM)_J~EhwF$*jLr*Du#^#XgA1J=u}N>$&OEOKRuveilPHy!_kI0e|V%5_RKBB=k)zZ
zTje_}F{(43<(f*(0THZ1{wQln*q9oD=Lf~d&d@oED5;iKh(<cq%egR$XmDq<Bw$31
zJ)YO|6)UcN(RFEn3oo-}7|$A^wx_GJ$L$k}Bl;d-HcvXS^?`kRUWLb;4EL|WF;CKx
zQ{g3|&7;2t-;A$JnxiHrV6c+$a+~%LlMN4+&0Qy?x1zOk2_{0PA2kk%ya|yZ!*W~d
zdq9mWkj)Y{(5(`{qOJo^ok9i2&G_OhnOi7Ekp0;S%W(<fRVtSpngDGHS-qM5XKmCq
zcwTU(vw9F*z~fzHh5V%e9>wU9!xYI?Gfqp`IiCsn;DlE&`v;A090SDRaoa}ylz~K|
z{4pH-sq+<a4THJ28Qd8#g7(Wee4baG^Qip&ivIJyjvwuVAEb4MER?2NA{j881+vR!
zb%(}M`IY9zK$}}maCC>CRSdFe-PG2v-ghvI&`GG{55c$oq!UOiv>C?m`cy6fFIA&p
zsqLkB`eLle-CxN8$%r(i@8VZ8wHo9F<0EOfJpYlu?FJX@vpJ?M?3XRwWAf~~Frpsc
zHdZ;u&s+JuIoIPqkh8@DwTz8PDZC|{{fLH4?NpOHx_Qe3LG_Ij4#yqWaX&~(Q)e~p
zN7`?FGLIm8DRe0x%e%&=96@3h*Pr>e<vknzd!h1YL%x1$AMP@DqmlH<>e>jw*ko9o
zPYugqKQ@+vx%#*IYTJYRr#mDw=uw$$DXeWNH-RO0ljffyk5sab<mY7MCwIo*y38!P
z!*;3+<2C!+3KguA!be=!DUjom1XMW~+U9vT+$<!TrgS<bm5hUuJK1UNybm;j9sTPO
zwUWuLvfnxN#6YXcY+MMhpzXPPDVCTWdLo{hDg=OXnD?m0E^c%Y`12J)Tv17(@f&K|
zpid+(^M=~*K+*idtVK4#Pi%69Qp8+?dUWqV=y0z_9VN>$;y07=oL)E$-{^AauZL6n
zwCe;FCAOzy*^>EkLmx<qyk!M7d06Vl+i2B<$BugnjmN%nxAz$8<yOml(c@V(NLKe^
zGM(t<wH<)aV98lBxH?7P$(ie=GcEFq2dp=v=zAew02Zz_O4*o$R6&7o1kHRwE+j4*
zwnb!;>!B!UL?5{qUQfx2cX^LGqqgX?YeXM4m5+*j__{2Gv-rxPqPjUYQRT`lcD!pT
z`rt$(w#H5|22APjQfHK)W96?XX&MyVL1aYQ0FC(}=!zDaXa6>TeN**zu-{pA^ycK%
ztzeasu%_+!pHs|W&`WZ+)W0sF_DKe4>uglB4_)2bzw{kGg3_~ekYo=<3h<Vy5iCEc
zdx%=>Yr1=#W=V8`ULLYXx9qHTBO+7#hSp6Etm1!cgq$0ajj`dbU{m((%g}~_UsB<{
zMdvouoqr&GfSe}A2uVOgJR8=o5&`?+U1@l4qf=#tp~$AA3GG%gliuSVybwX07u8aC
zmd-3rSeo`COEBKYKIbV}<v#&8OQ@Xaru>SlI)rt@RdOuFC}J?LXtdr28&R|6pzx!n
z4Zb3oK}OU^<9mKp7>`MBqIoPoi-*Rj<q^?J<-l>gE$agHI{!-J01om**kD6@hQGJv
zJFX)repNBUv_w9AK|NcpOM`?$tJG3x%qsP9csnNg;_>J>#X3WlGGd>C#&2X^`{^PH
zs})<k)U}tSZcum?zkdwsjjYPTxn+HHfhznUek4gZ@uPijkpBKhN97AL1GR1V`$68X
zj+|x@hy?|K<GpFN-9Fxqmu_7FEaj|v3t7YFVYFLUXcB6cZSLF*?`l#7Yoe>5EqRk=
zzr*^KT25n7ae!5T*v9SX$Ac=WC%iZXfW|1?@-Eb0H6TpKdGt{VI)n()<6H`5lVfXy
z+|2c28pXrM2>T_#u8izSk{jO1tPmD|T64KX*lu~I(j5^rxf7kju^$y$Ck$aTl9i14
z5x8>q!8v8&!+js6$LIt(`EVun_k-WL*_dngEC{@~H|Cw4>*N;05Y3FIkP&Bz3R}I*
zdW^IhC{Ie>W#6$^$l=42*=Coxi$EM`_%<FWR<X9#)tG%@;N)28o60Zvc^aq2f3)H*
ze<u=XwtuGuuSThg{}h*Z`)zyXhu8B>F@nqLO&rqvfwNwpp2d}1r#t$1ZXx=%!BQR?
zNzsua#`68VSenM^g~qVy_I-cSvYa2qjR^XdD*CIR44x8C0EG_MZo{?U4t-E;x{;K|
zU8tZbzU7Okbr%Fjg0)<?Ar(?!MPO2%w%}yW2w4S9#Ldh+JoqyQ+cn*s?UzDUFzZv+
zdMu|wfzF_c;01eFO)`RaE8#Eb=kRe5)8BMc5b4ro64C^-BB3))9DzXu#)Fhi!FNeE
zDUFLqNPm$WEcfZk3gHevh9;irgvVXL`1Tca{Ds#Y&fMPY?@bNB+1qxAw>=PV-@q;i
z7FKp1<~PLKHS52&OZ?d&A@1oasp<-Bjv(RZf6D+~OvcQ>1qqX=FbN9@lc_QA32d1F
z3jX?JQZjZ0_Egya!8me}aJ_A|AYpRkCgJ}3jE98h?=u!=65#l&oP~u1INr|xu1CVb
z-t|9PwP0XoU?$;sL;ORC1p^C^#ra>eSb;2-H!l7I#`c!?wh`n%^4Q<<{<Rb2jV}uZ
zj<>vjH38589DmD&<*k`F0ll%V=H+Nk0x<f){Ev{7jGfH^TK`c0Cqv%c%*t5A!IMN6
z_z^%MKo1uWD~bM}LQ#M(0PaHaFM^mPogLg9|AW`R>i?7b53i~~tIo#uE{<<)nR@+`
zEehm|nY&w=nyW~Pyk-6^JQZ^n2RCO^a~G1oMDZVtys6<IM*iLq!}3QVf2jNKcEr31
z=P#196iuwnO<n&WRozTn|Hwhw?jJ#DTA2acYdE<6luMageXw*T;o$jmCF)@7;H>Is
zYzheOFM=hVjsLL0Bx2?2qGawY>R{*SVE-ma?*F<6Cq)>pj~PWAdKN!4cRVvsoIlMI
zl!g&vk!YCl20=wBZZ=6jQ6d3Xl};t1ky1p{>xln_9O4ojWCQdr!Z#nL43Rtu_!E0u
zSH8zg;7qZl`XNTf#kd(WPdtW4P*zy!smQFCPI~0$9OboYpM4(l&kH#C1n0NHvJgX}
zS<rN2d=|C}nR9slS8}xIiWxEnJUNq6I93z^yH_Vz4i=wzFN2j`dE?j>5?$Lcf@VfL
zNu^WI&KNvaQ_jLH8F>hhLi&wmUu%+XB5YSdD|JKMrt0i97W5TbhH)l?tCkB+V?L`J
zR&i}J;vXU2$0!&)gZ1e@h?=zPa&{v>havOcC|dvTqxX-(-joQahL!VQgO}xPu>CK(
zW&Jb2{^;QUoNoW_j7-u%S9f-Fc-vh?;_B@7*Kql7^!?VuROO9bY)DxC%o6{#1L(l2
zVQ6BRqsCdFYqN`)4_t&IY+zxDLu$)QK%(jmp(;-+7dT<41^gl(=ElPgH6cO8j{W*0
z4hoh1IK!Xx5X1y+Fw8WbEwFW3$Yb%RVRx^>91ax~=tm^CwKCQ2!{=N3udgrOXNydb
zkhmdhy6EPsM7dj^W(5##7Qa_lS1U5HOCD+Sd3xF|?P23|?ew%w_I_}BVF;B8PBzE?
zt<6WjILnd?!u|1MO>bF#zQnY3v~~*}dGoc^0wLudQNl`}-pdKBPA)v2>G-nmljwYt
zD=ZNQM;bQ|fn6q5+C=n(!=$}QYm=NFq+oR?S+lJ_OnYveZoiPXnedUBDqTQwe_UT#
z**)hs^iK}GRXZh%Y%E1g3FSdT8T=cGuKF-1RyPPO!4B-^P)b&ok&mz%6cik8C$$qb
zbNH#P&VJ5>+|W_E@2fl6p0TdHeuGC3SsE4KL`4<{IBp)`Pjo<Q9!Qn-SA;>K(l&yF
z$AZL^7}k<Y5tJ8j$7%XWwY`%oJ=|SDp!`OJMxo&bKK0{?SpEAv#qj#X7|RxCg3^!4
zuKC<83{w!I-1=Jg<S*@Jc0vm9wlA!0?$oJ?D6t^ON(?t^WUy{0(WX3=1xUOi(&02G
zBVUI-&-mZLV%~!};V6S`noOhq)=G+GRkC|t@sbAqSCXP#fy7ceP~Nk!ST2e}s|32j
zJa1g;jHo_AgU;-I<+k&gT$C8L(ec-Bv-}(ewvTyZks$2V`3Mm;`(iBT=;g;l^0dU0
zcVmoJ!L)s`S`;MA<&RRO#}d6zeH;}cVl!ijqBM2weC_+%3JFTV>fZI3<>?cAa$|^;
zH<W?xanth7QD}sU=oRABQ$j{kN5(y>>~S?th){YT*8IM|Pr`I7i`(Q#u<#MbP7#Nn
zNNX8f?Il|f&#*N-$Kdx@Co|W+fpj#WxA$<oVry|`Z*kA&bP*VtnC<NwGGDEp-sUwv
zl%Ju(9<x~P`e3|e`}><nLfVz^ZgMo%f`S%qmYj`D1-1mXpxform+0b#<Kjsj5aoS=
zMf2}D&4dC;Yd#0W2$5-Ofwa{&c`Hx}xXsj36IEGqA66O;u~M}~n$SNAUmjEzBO?vU
zihi9E!*1%&9!AH<FeCi9MM<gVo~NdD_*IuO5G>>7vfDhGV*YlRStY4~hMKehRDqON
z^Lz^?Del?nH%J5=clOL;d0i2cbe`5~(?x%1(Hdwq-5N1ZcmcnNd1qbOVzDnYX|=Ig
zf=v)=XUO<-!24&g4-@)dN=UROe4n$`b&<s}Uov#b{J)$)GaW`}fsnVG4!_<97TB-7
z49(H!NlAM_eCtp&J5Lwi{DI8g<d&4AevDP4TgL-4P7(Uc(vpv9z4IrRW1ktD`3@={
z(%>Vpd=e<8ET(&WU(j^qL%F=VJh&oDebD;MJzc=7QVi`2c3)^~>>YRg-60uNbHMn_
zX#6dQDenqWOk}a#u+-<-L&$1_GdgN&S{fRBytG0t7zOi25T1>!jkPjc)8mvoe?#v`
zflA+#oXDsI?DS7RK54+w(rD_0f;-xLnZ{JTBrQuPPIk%>$@*$!B>^tjewW6*tOn2M
z^F7%uq+4JE<D`q~T1DqQ@ha;39u&=)G`&S0w{`|1d1lTIt;;8qQF!|*lCFT70tYEx
zYT9h6c5livZ|l7RCoa#)C$ETw+_EB5l=N8`x3i_TyaRMc+6}GrM0J;pAlC=7)84pR
z`)AU<8R}@tY@OwfJ$7^uc3LpzJ|u%lCguQlWZtZl)zJK}5r|@D3r2d(k{C<s%%nI6
zDnnDP4EZ3AwtP4V9~<VTEe|nVGWPSEe_{>U*CE5Z9UoLWFq17nXA)HLoo?L6cM~bZ
z*ITdo?n=qo$&Iq*2B|>gpC5<Jm-~;|m}u5F)daAOv32)2vdq_xn;G<{(u3#r;eO1c
zREzhI<nVJZuw2Xk-Z(y#%XCqXll6sGU|v|j4P<iWVY4#?Mgzr-^6VnXp->eh_LFlL
z0d|CjeaP(6C6d@T7z4T{TDckc8*E*U=0<RhtoNT-PU^SLU{g-RNuW>V4LZdU)MX`K
zBYsNS`d|%dy6>{X7pj0f8TV(;g@?=RYADcfh0;0O+~pK;mPZl<m1z7Pr&eoE^(8Z`
z+R0Ed%(4x3MBE$hki=}ZvQA)9PF+rwspZeuXwQesu~^$=y4%uODF0}jc8gviZ5=`5
zyT(-qM#~Y`wRx6HeZ=T;g4%Eelad80^ILYo^!Q^HToF!g{%{RkSj;yJeP8M>MN%Pk
zt}u`WER+g`Iw36Z@`yo26lshfXUM80Q=-KrVH>=#Nc-w{sZNf!1xid9FCjkN?Xm_C
z_LSz|SBKd;J%UN>OH0e&$s8lf|G>boKmSeM4t2YH&61|E<3sLo$6R^RZnDxr$3=$w
z&N;wh((w3K8|wJl2%Tc=%r82F2Z%5G`(GiQbW9NlR=Jkjt7q{)h`GIsC5o<|=#<AQ
z^bFcK2ZQEXztwOMzYeD6aAQba>|OPk{7p79c+%!u*?u&am|Lp{sST}`**2T5Le;Y&
z!fmnsi{pir2Xjd(z}AiZ#o`kJ@5f-`?1^9s^l}Is0fPj~`ZDuR6FEZ*`gZ2bpcD>Z
zJm(J2)Nl#DofpK+a4;ANau#i#_F)^o8SW8ML;D3A!YHC^0}=g7oYC3I?)JGn3I;Cv
z8l>YsUiTe|yvBO>E>ls^l~{}oI{To4Ia{43(N{9qHC0{Sf`S>ZUkJ5XK{r7T5GU5A
z>6w?>tD)H9EY6UWTft$K#T6fQ++@$&etMH5#vK?gIB~u{x<CpV?OJf5O3IX?{nki5
zXRI~u3Pk@P$ED<uU_sX-lpv6=2+I*S23OYBQlCGILN~BlbcY`{esiN94|d9e4Yz^<
zE=}4h9179z>}S#>1Xj{&P&D|#@X-7;N0?f>W|o9L0lf_IrXg}RUB2?#g@Rm&%uMA`
zO8vMo`0VUxKZEV5lKp{2saSo--i`yo4d*a7(C58c+anq^_PXZIenk_(3FOEOQiR^I
z?&zvL$q&=-Mz>lHh^y~4K2B%Z6wu7oJ;)aDEiMLuciTNn@GWk4L)Kr}^G~v}c4OW!
zv{;0`Ad^UpzkJWFE;`yGM$=soIRB)r*ZwH+3HZ;hzTwkZcycu8LLZUeBlPh)Ci42T
zR;5)8t}JNh%X-q9DB}yv1LQ>a!^J0%o9?j2=B@wT)cj*V{$pygv#|f;5dC+i=D$6l
zzn#E8UIWV?<5T31KlEmda&Q4o!C$_Rma40{BMB=P2iqTv_J6%pv$D0a|L`AmC>dMX
zyZ*<uys@jZ)gLd5k%JAegWuW*-v3;1a4~YRa<ejXl5oDAa<FqV|Ko)H+dq2q=l*tU
z{<y53fD!%2j(&4Q-`pwS_}g_RaeAZu4-0P&6Elga9SPGLUd(|+nFQ{?k=+|Xf6I=I
z<sZqh{@cd}o;=`YZ|Z90VE>0J)<04ZbFc&W{Np>a{Npn+1DAk<47~q#B3a(b8M!%u
z7eLbgcJdcWfrRBhTv*osd=$ceY4<Pb|EpaFE_M>&_^Xb8fG$9Te<)Y^pRfNB0T8D7
zpU&|AYZ3f4JBT>A0g**uYGB}E0}?BcSb)S#!obM`ByJ#a0f`ex96(|R5`g0baGU^+
z6Too*I1T^@%&ZI?0FDE|aR4|D0LKB~H~<_6fMW-6>;R4(z_9~3b^yl?;Mf5iJAh*c
zaO?n%4ZyJhI5q&s2H@BL92<aR18{5rjt#)E0XS9w#|q$B0URrUV+C-m01lWX8Gx?M
zzzX1idmjT3YGD9^5)8mJ&j17g8G!g80}wZ40OE-ZKwOUj2wE}#K}-e!2A}{CfO#Vg
zXa%SMC<AT*EI<^F4S4Jf2N0~}0^*=NZ(+~3fG6u)SQ4lWs1&IC?asqZ0yGG;3p5W<
z0T2Vw1ds+$2oMU;3y=*^4=@4n0<Z*d1~3Tl39t)r4KNSL01yQr5kN42d;l>4(gK7A
z$PN%8AW1-=fLsCb0#XKq4aofMhRhAzlSu%50BQlW11Jg56`(RebASQ?Jp$?kv<fH}
z&@rIuzqBuI|MtY3w>uHQ;{T-ok-`60eL(*|%$EO*SO2k+{#jx8V=Vorq4}5j^dCkc
z7c&nlFn-=lH3nuzP9AP<pkuSMvof;rFazU<lZ%Iuhn<sy`Jeu*YH4f+Se$Pa1FtvB
z@b8>|TW5b2G5zo1?7u^v|0;KI{xdJKaRW{8u>P4vSb$;p?`xK~%Rl4j@8A5l_SfHK
z|5#yfGs3@@F@QoQV1)))q5#IAg|V%R`QM-aRQs3t`p?qN+selO8Xf-E>dAlmEUdQ%
z{*w9st;jzM2j?H9{2lsd{eK<$U#vs)C&Bn)Ea?a#=>jfcgvmLBhyzL|Z#ys`#w-5?
zuC8s@*m)h|lfg~36--e`1*2-t*z!!yEKAykysc`3t4uE{Q;W1mBE)T@^amd!{9rqr
zX5*z`<G)VI9b9HHDZHN;hShlsjZ~e+m&Dt*2Upk|c~1&;ouSg|ufe$vIAQeu8^ive
z)gVAXENoo=vh4p^ReS3?f3K|o)ArvA`#&k+|K|aC;AZni@4vks;3;US<BBUnC`0!l
z-djCUy4*?lEgH&d`AT0<rY>neUrI^M#>${@&w_)g4@~iAdOS{6e|6@}<Khcv&k+a?
zGp!kX;_tB8-PNLBpf6LQ{h1uzg7Kqa)A^uSZ$hzHn}-h5*`wQDfB1epolx5Xao!Kh
zc}p&Wt8Msj)sdS30&gnhGgRe12ZGg8C~x%AksIBP3d^S|7KUxc_fz;K#rgs`=9A$H
zTO^cz6fP^xaBXx^RxgLcpU!WB%+OYd2k{`1G|eUR^OWa>luSSRI&s#4_7{}tUTe)%
z2$tV!QP-1{vV7$iOp<#vRoMzTTl&A)d&ltFwk=URTya)x+qP}n$%<{;T(NE2wr$(i
zN>+@Uy-)3`I=9ZPr>eete|=~E$?VTF=NK8S_t|=DZ$mc{u6TS3wj-<11M|n2kGKdE
zqL{+61E>w?$tv?g0!*$N=|w{P1pvZabX+{#KeJIrWv8I&%)#(OcHDJROI_Vgds&na
z7D17!E&veRT&kWl1c5vg!+cbxI3QZ6VLl0h(>wnu%77NsURzY(UwC@%9_s5p*P`2R
zEHF3#r&T9%^yZjJ?3~7*-tH1a2)IDh#0V$q&&u7$jG+9Hr?<UXdSy+#yCFhwRvw|d
zf!L+;$Kr)JW;$;phsYOyJYqvPaDlhxobN}<oLu>$P|h}gU(`a$omwe33}oKUIw&XH
zLJH1>b#4$u@v(Sdfw5xis;L|j1Sbzvqlh#W2)18h+n*O|>#h%TOFo$&weNB7ykY@b
z)-HyB8ObWbbeaLg)dQlH1ODSmSJqZ~<S@Q_o_s`6bV&xwwb<+au{FhJ{6Z_&3^xL}
z{@7naXl7lmWjB}CRP<=8+Cj?+v>GoE3o}Y3;WW>mGL&}^bpWTwfb#-({+f!-wWsh!
zm5F8<Tk7B-nDGkrq#p!nBQWzNv+&LXBALRarAMn5r*Cf^?#cW*r3qH+j#yAIE0#;W
zuwOHhevWSGIy+8-kIZyxMo$G?)oXkS(@ZC1IBcwZ6Y|<VI5>EC7#$k@U0EC~WyarB
zs0R2;q(d4Q9y;`=Yp_n8;@`snFmN*TD~F;c>vrm%zAwH81qBVCb&|iRHsQGXVXXM&
z3^{Vwhc_#%!GqRU5z{b5vZjHV9<Z)fdQaC8Hl^Vh5!@{&o3K-_`;&`}2K}Bshx!r#
z<LSch!`2iJ(Fb8QS?pV`kuYs;oHIgBf^v>>F*wj+fXHlvEAEYT9m!&*qESQpOUb&F
z?mnDS?w3!<y5(PloZgfmJfNUK&^p5*9(t^-;;DuVnJ*Jr?A1j)(ja5{wQ3b?zrT+Z
zq*wj}W%U=T`BGNwOpJdit3MFN|GpdiE%^3_*8lhW>i-UKzSR7e9r`yD@LvcHJ<Hz_
zoWF+u9fHG3Pe=b{%l@%h)6x9PfS!SchV|?Hmx0Sd&q(t{aM-`}>EG`BpCFt+Z00{h
z`~L{x{PExaag#4g`j0<<GMukZ{~sC7U-rkBR2Uil65gL*{!4m)ZO(u0l>cNYe`Xx~
z|JpbHCmQ+Z^#6AN+20hJz&}~aKUvB@S<3${hVakp{EbKbdzSKNw&h=D%YPT9&@(dq
zxv~8lO!<P0EQ~Y^^i1sRUj`Z@I}H;H8`~Fp{F^@ee?U_h=x7+37+L>7uz%2#e;xi0
zS<1hrJ$~7CU$6fLOZft@|G|3xB1-=^J$<%+k5cIWHu{g)>A#vqX`tup`}z6Fm;+QN
z^zkW*DuDbP4L#E$1T5tsH#yV*6Y={=7;Q!v4ygznz<;_}{Xe=9e?HzHYv)T+%>SBl
z_ywc?qagm3QT<;*9{)8#{LhKUpL6;5#A7h7_m7-Yq1Vsty}<~)ERg6dDltCtP=C0a
zJ@H5qF9tNAs@k1iBeKHOui~NxvkQ%@{*uUutB>8c&$3&Nrs4sI7DK0&NtZBz&{Mue
zOT^~m;;|4WJ7&(8c@@39dy1_)7q-?)K3N3_xVrF|XU>LF4*(5_3~y@vh@Yi7g^R?t
zLQ@V-9|B?wDF}P`eg;>86W39eaY~8O`o{sg%B|Kwwi?#7sH5X{V{?U}!Q|M!73!b@
zii6!_3mVnlL@(zG0EFojE*<)SuH**&%Tqo|zo&mr-u#1E{VOQ^HLDC?tL(3I=YO=m
z|213sKlcv5LKtj+=Nz)I{+)C9*YLmN9R8#5J`3AdOrMeNE6%~p{zZ40Sn1gQ3%=nW
z(UU*c>^}_e|CxRIwQ>C6^Zko!`1RrclWX`DeEHkj|B~Imh4;UF)&Ka5_|GBW-@!KS
z(XxxNSPw7Z_nt%toSk1NFp<4GL6=~iEv|MV0k;-49=qGuBkT&qg#}7yPrvmX+?=LL
z6@-Vlj0U!gdAUA##BXOdxQO7RZ6s#Z5kH=Whxd7LKG|nOUO#z1emzY>xxF2BH*LMB
z^M*|N*X&Qbd%qszXemqykw4X^QKNpBFzI9KkX%zYkKHOfm}vBpD;lWSp&Y3o_wqDY
zs!^v*+7dCo6Z?d81>?c$QF3Nca+3?%WsG%xJb5M@!|n8xN>fL000#xjs`X+cUzJMq
zo2RE&6d6Bl$%=#n^nXIWA>o0dSlT}5S#VE+00khHJHTYkV!#9+!42&x{(hS3@cUj1
zbUSma5390t&FyB0w5-^E%7oa|Ej!Q#)dP>$M`B8Yi`VPb^lJBpq?g-@TLK*~tv9_S
zMLn0!t>qIH{NwT%BFn7tXyKFiQ_q(!T=5)7Y^P!X<NfJ5`II$#`-v5(`03f<<u(&8
z4<grw*DL=f&8u&kqJsqMV>J8Y?e4nB=kxgqpA4`_fg{^LPF?)LF+7$0Dcd^%Rdh-S
zf(!I%Wo{@Jz}ejU<++-)H>u|rO91r&Rp6xv5Aio4aS4LQ8k?Q$NHmvfX7@@g<gw|5
z;AOtbc_nzf*&(E|6ZLVEt+Rq~-|M^u#7<!(Hdrq|pK6n^cu-)qaSST7q;N|A-V-Wl
zGMbM<e|Q-`5a8^+Ha$z6vphYJn#^6``I!h$Dm1GLPHXts-5^1C&-W{kT)E(m-g6=%
z3c1LXr#qr>N5A_FlGHuM<Oh;Ca%N0ICaxN32B$Pb2@ee78e*`XtX>`|1{fd%K#op9
z22qqaF%c{?0`vkxRPb0bqH!MwBH&&9V<(J&JMi(VTv!JTg@~inOdUOwuzoUAy;MID
z=b{i6XkSHu3}uhKff%+<WX-*SAPAvo)`AnB>3NV1V!@aJkXMFK5=fk}Ld(qGugaMH
zDUUa;DPi)2me5A^${GO}>Vy#i$^;9flScU@9;Y>o@;`>-S60JKyf!V2!ymS|RI{i2
zNd-@0eVsk2Rh^coVErL){N{z8VL|!Y;im|eYVm4<=vD~$KD@54xaD(-xF?5i1Z$Dn
z9!Z<^1+H)-&hGO)4crWBLZ8>SW0?)(U1Y-Z32L_0cn(sbxC6=GdP<!|xKmERm9mc{
zU}y7gi)i3nOZ0c3yT-wRbeE0CCDZ)c5J$k?<n6cx7=5Qnb|{0i7NKo|%9zuI3Ny*K
za`F8u27x1gn}@Gh;Y`=2b5-JD{os!^V(_*2=G?Genrq*rV(M!h0t-Frhj=J^(Bdcp
zgyqPf$O_K~pkF~!=Ty@rhBp`kVM#+P4g`t0jua!@%2AnqQK;I$CW1(ea8m|rX2Wv(
zOJr&m*a+LCo!4)6vRbeu7Ka1>_oQNnAJD_S+&Z!~-6a1!(i`mW%mxo~KBw!Npzm|=
z7EE!G8WRZjDRt&Wwq!J=ya%i`n^;_dR^9;eOK`pQ00z&a2I95=s(xumD(FuS0ECs6
zO_6OGA~d!wKGGX-KT|(xCy!Le2DooHQNp;{f!wcEhk3h%565CPA3hZI5(G?8Cff{f
zjwYI#4`ozO0K`71ps)@;CCBQy_iOHb`+mfK-lTsDn2#~`c>w*aP+$WaF(^URoH7R0
z@Bw#9$RJ+PG)`XV1#G)N<`@)*<NnGLFFs#Z+XiGxAI9}b&v9xsi4l5!B7M7cxw)>M
zkLK<77}>|J*w}xJ?&j?y?`r)t1xMNT7JtBc@-YUOr~Ph@$A?1kd1MpK%l#444P(1s
zIEDc*D^wcJi<jWbptxq9$e?Rj+NWlJ$P*Eq`>oZLfsPr?Sz?}6t&VGp{f)0k3^Xcl
zlsiZk62tpDmS)$eoz6?}@_<ox>|s9j9o4gaOl1k8G~A;Qm7HEZ!7$Y=1}yeNVeZ;-
zQks}!+@pd%(J}DrzRE}i@nUvdVtgFLse|!My84^1(32$YkuU}$jWm+Sw@)^h>+#ui
zf$b-F?<w}OXt5Nj5poWMYw(NvBbWP`WK%~TNJl@Yn*g1e*qT#?2-@eLF#{p>pyyJu
z9R@K_ZF;z$&4#Y1-}B~4Is8R(V=8dZq6OeT&^W@f=D-MA;7`}VMMYkK-=#?n1BBtS
z?qn$x`AvFzd^xuVD=bO~rJ|9*it7`Ts_wW1dkuo{9h6E3<Y-PI!fQ|h!PGHiC|s6#
z?>pbP+#s~N(7lHdGnH~3mZ+WiuMIu8iB@D3kV4yO^G*WF_=I9Re+~-{^RI4G9mxmQ
z9|zl}w8j!HSC#eK4meTmg0SZ#_NBrhBb+lMv8b@{+tM*zLuIj?m?SM|#L7vjSFd_f
z_~zS0B<PFl!KEfEQ49}*H>FfSJ^N7N+PjveI%#|Wm9om1<Gwfq$(yOzSWtN@1opz)
zmx^E6t3RlnIf(|MKYf=HYcp@;v4|>Xvd{CH8yc}!?qF~#`&}>yTrHKNKEwJWc{fKV
zwT`Wu;78w(n|gTIR+Zj}ifh~uuM(UUI-;TE+xFZmR{;LaTL@8|8u;yKi)*k@aOu+y
z=ALe%!8R&GKgzIEa1o1>1rj;PZTB7}zCr#ZK1Utop77-T3X_1iA~`r}Yo0>o;TnY3
z6v0=z#2n`u#9pL;H6T+r7f>zWZ7|;;mmn2|-@P9OflVR=o2Xxk_&Ac@i-J)b(R5R6
zmV-hVBB%n4WUk<$>?gW>L8{ahYV}C~+ifMh4w}OEQ>ZyqZz=H9?1Cx95Qcg3Kmj5K
zMVAjw*EG9i-CfH_;WDfd3HfVZG=$Rtl^=qF3x{tt4fZS>8nrs??!=Ah<&a^Xh6!Wv
zD_(Ot!dV7(BA(@999uK?ag>mB*333oOXYWpAh}XcNTNWiE;<$Bhr1dGBh0SIb0^q&
zE&2*kNSTwhC(JLcXD@DH`tb*oqEaXj8+|M$`!-2HQcIMK)NW9VCqGMb$%hrvtrcDJ
zDe7tM=UVI!w1Z{Mdm@$7VCp^Kx6&uJ5VlOpn~z3Ttjkelfv@pV!vR(gtnyxm)8Ol%
zTqFo0k~;(t-WoOlm_WyUt}1Fl$!gcye7XD?*q49Ti&vX+_5x(jxu;Db;UonCCFFF@
zlz{HW72(xS`|>D?aJNI^yhg0hl(T)6OmUZTwToGSPh^H_-X>E^aFuUTP%jo+MpnmW
z1sm5d<h)>vymoDIJMx{Iou^0ID0<w8Q<KXB-{YtOP(lr?&pCjL&{I}wd&pyo;7Vo&
z%)eYcfsn@6E1ggB4i{_yJ@>96yrIuYQ0}w9P9LiaKAIhXbo*al3^Oi`YP#wq4QVg=
zHEAHEeWcw^@}PSjeY*3H+V60VuC76tmy^XHQg@cJfw@tIk&e*5d=wIR1KoZ*-C#vf
zEG4VF4UTe2qWiWb5I%%{_NvL?aM_ucM3?RKPW?u92(QBNjmVTLKg_yx5O+`qOv)!?
zn28V)>L%FShim^Ol%62US^;uNgxP~L$ov~0hjU8+dy0jh+(08)L+kz_(MYZVTRyrc
zmQ$}Ng>)a-0kT^O(y^Nz<5j!>^^u<p+sJW=?L$%=Ct22jws)d&)<~bK$TP+P<*{X~
zc7SD{?9cCRg4^B<;FI1kY&G{yTt$wH0HfIN!_Um{dq2FT5r?3>rG4+}eh7O{BFwE-
z_jXO3KQ{=S{h*=Zf13uj&a}*LxttS%3Qu>LU8Kr*l(I99<x{#U6G}^>z59MaKfCm#
zDclVHoe&xaa<5+C8cGDiurTjRnDEk)v;+@Ib`AeZnGie92;#yiVA(8RzN#X~Ol0cE
znv*7CTXBi|ork?jpk{l1v!{18?VNIs%?5Rx2=9tG;m(zS-HpZMQ6%qz-LxWD?`wVb
z<g5{fr$d0uNY1OZLKqXEIY?RCt)g(u56(;<w)4gi=cb>XxtD|AbR?`?p^~?kF*~B4
zE}MIPc08d>6dS-m%xd)B9jf&M#48^5jj|;3Y)i104(09R>~@XY;f9`Fv^1~gD?Xyo
zc8$)GD%&ujxZt6qN01C0C(syB6#PJl8^^wd{|2iiFNb3(YZEimH7UaYzWgB}9PCw+
zi@2bjgWN`(Iy*z}1#69O5=otz`qd1n@UpM9rrsf91jnRYPRfu{RY0R=xIOD}him)y
zhA{g(7g$r=hqI$511EjeL<JIEICi<DLg^mtd8h@lw9;duX<<s{ZV=kCa2_xh+wPe{
zPyL?iPH(2;L_tPj0XnHcCYD(y7_mB(Ft!XV*AkRlpj$zMoSsQJU}h1_uh9WRn$<0T
zW2J7ZKF_I#qdhBs_8ty!W2G^xx^JAB@{_eg)GZ>lB8bbGU+?Jh)$$?gFC&<TN))jy
z-li9eZ@UaNnYFuU*cH;-hTHt8tftQIx!*de^07qHGF;{!>2}^AoxdmfMY8Yf_(3Zb
zUDfW)ATfP+DuW4yT^5<=W_ko=Pzmz1rUwDeG>2MX)H6ANRqf6gVkfN%^+Q4u>c*r-
z3L)Wu3#BHjwO`)tU%um&@Ltv(?QcGoYllY_7cYDu3^+Szm`M9Yy_=@w)nt;0#M)NJ
zLU<UW$!aZ)Sx?AI+L+)`(LU=Ik+zpKox~{aa(GNM0d#PLW6)EXZV7?25Jk^M&fs4o
zVJOnJ<S+JU$=Yg9lmsfzXz+rwEDi@XOI<s5)mnP2_YE(I-UFi%aXKM@ki>|Q?j5H}
zq}HLT5upCif)(QGx1$zm)g}@E%><5*tK`iZ_M5|u*ISp2aFNMV3g#<gg&?PZr)tCl
z!d{!XwcIS&BE>%QtV3%s8x3i^9%ZUWOK}zS#43+45R0Sf<HoAkjlacpIQS+YY+G&Z
zC~^7acuPsOxD$K~jg8okPkd13D-y5PB9EpNT*7&whVjiKG7Kw(%gX#0WX$gb6{sOn
zdny6i{)d_sEvb6}3#`ERc@Tn*NN<YHJZ3@V?~H7O+bW<LN-omV;XX3<*LHJ@R4$UB
zA>=Tmzz1-1qBXQr8vXKbcGNWtnGH-QnT{WdN=)H?wpt5@Ib+@}nn=~8_|bPSa0hA3
zdovF7e5uRLUzJ#)eh$JTqnLAWr;`gvfH)Y);5>+c2%B?iTV*b-GF7Bmb?aKB=9ykj
z`BK5HGVputTE)Zz%=sMz&Yu;p_cFRgVpWQ-d|p+GcSuhUX{c+g11~1B@FCD!0w_#|
zwjngv1yZoukaw$ygSAWQOd@McOb2b`m|MbJq_|4s5(Tsv%w@eV4EdqveD1~ak}k*(
zBepB#0*{C+sii3mStJ>O&%aZ1y%>DkZPyrX{5U>ZZGxv(g?_o|z-AztS;b!D!a(l~
z0rO2|+er3~%E0qT=3djAOHs%<4*WvaX4<JEb|Sy)rAA$W?RP+DHLTpvyHgPGcU>tA
zB>DNCj6jf)JW1J>P!o91b1tE5DrSkBH{aG4!V#>~`|h>GtZlSmkWF*0LBrCNQc9>-
zPzU$p<hKwxe<FZ_%Tspt1-BSAAH1RUjyCGqQ^~0b;uxowpQoUs?kU!!+Mz{mdc`NV
z3@Tf4{1ikv$eD`rQ_Hr3f(o@-=aw6HCj6w;8oUnt(9^@VGF9eRD+qtqZwD2}9@<u&
z338YszzK2|b2+q>nVMRN9dJt81Olh#o5g@QNq+t6>L!KdsWGlfZMbFflY+y|eY2=s
z@QFFC0*Ix{l$Vro4(Mr07G3?*eT_#&o2QO2<hIqFlgy51L3EGy85U@GU2T1NEy3w@
z#`yu)90bAnsz<^FAkqXqBWp{)gc29Uf$d(8VvSs3?nE4f>@2bYG@I3DW#D<suxTTE
z-|6Dj<Z3lk19?hD_Xs$PT5wG@l|b_i<z@Qil4vWC(lV1EBQ0fNI5JDYbaIbya*seP
ztCcfSo0PII=fxL;h?bUB@^;n);ww+=$-Yd*(>E-|sZE(2f@#6}d#$ORmzJwwma}Q2
z(@g_v1N4IkO7hk_$`sm?Mo^6JuN`YC-)aTH>92QO2aQ2{qjY9VRA;K#xKyrlJL@S5
z7pT}x3D;_Xc=cghB#2V-;7`{$as)qQxn>_uiUN=Y4(^y_`ENBqxCCDeOVt5N0ttEA
zFn}Oyj{VtN)|XlcaWB@gJe3*ECM+~RKpYBbDYa6Kw&C`zakLvuqAwu9Jql!9BbQSI
z{7)px4zp@GmZy?3jQ2d7dpWDa=cy_*Ndyi;9nGmMM0{;1ENB3&DKUtuE(~)LMFxo9
zBsmz}@b3~#2CVY97(c-5k>{wUm^{Fpv~6Ii(~^LBsGHo$IEENygdc$A@g!$h!Ryd0
zBC*7|7|~t!GO+1W&v0DmxXU~mT0Sl|!xC=AEPd=)BxPJL>ck%oJbp>kT9NHO+l$vR
z!CFC@ng}y&O1BDD=CqUR7OAq40d4DaPSb&5qk#`0=WNwH;8UD>b6z*|F&&9clJ?N*
zl<s38l`%td<?dHRkw^r|VVvS81l_gs&D50Sz}v~lC9}F~H8^KoW18u`ud*|{pqtTE
z`eK(4NvBN00pDqX`$-yGU=A4>Q^GEa!ju-I;!kF$&wzbdZwjpE^;QM+(V2+%NRxZ{
z*lCQ7SSBE_mh9eryNeLZwf+uJ9(m?6@w~5V&l`l)KdMwFX;T!51lK^z(~b)TS#{Ty
zo$7jT@s>yY4Yw{atFvw#mbKrl9KCpbe7GKRVe-h&xYqH{yy4VCspvN4AWYWquvnpp
z1KIqtGr}`AwlqV-H@8sar?)1eyluYPFSGi-ZPB7A2?TFe%Zg7)4d-&MJB-y!4_zJN
z3HUX}G$$ShHqZ#=SZ-)kfZS@A1``js(1ME}x4I{n7htg1bvY+S2(SLYy|uAFbY$R|
zRO3|{yxGDqvV57;a&4RkY<#yyWH_YkV_I_v&=Me&^?%f-E^WBQ%2Bu1g(y9i4&nAB
zHNgz#_iG0CK}T9a`sh+G2BHdH2lc6q3q(drtu&6SsQxZk4!Ckmu<2A6y!&Xu-pz&c
zqXJR1=ggP9slhG}mXt;&MTQOvPL<xU=N@*8b*ZT}*<10AlHu2C)MKN4Q9aCM#6)I>
zw0TCS6osd#AUqJUasKj%ovTs$xDDgr1r9$M&djCdrlkA_PtHfhg&tL`@Fh_^n27i)
zaX2bwY1^!SjyK2Wt2y~x!vu6L*se4V$x8@ZZ44rhtE9Cf(j9{;R!L{9JF=f9P)1am
zYMf+2svRPl^`$GNj)hu%INGDt8e5-ul#BzZ^(>v~m5^qCMkXixSso|d<5cDd^Bl{>
zvB+^@Dx!-iER(%HSz2luc`YZNi$3~KdS(9+?sW(Ia7Zqd(mpi8ehR=S%-Nwv&_-lO
zA1%<d#hKWsaJ_n46dmu>e1vG*^!z%vygP`2ixQy}Fb)c<j(y}pS3+kAB)f{cR|M!)
zdGUKR_PuXz6w>x3l6`nj6I9*QqX2W3sYYK-Mdnfs#o(&J3X<cYB}0V^*9@r7GrAhq
zNYxMzto3daE2U+ie7B5fqSgnl8FtUAHD=eU%U<?sU3YMT%+aB@x;wE56y59wXcfk)
z<}r1^a>caSkXo>m1TU9?D=xi%iS}f|ShxVFaE6d75aXtLjELUe^yOjwEFQG0Pwr47
zP`<7>H!X;$^b3;=W{FLj>M0U(7WvScxM2o{p#a9@Z{XZgMPG0YT!%h83Zp?=0A~zL
zt4d?+%W1l;lBhTa8fP+OFh!xdkeu`{Fzzcmv;<QtYupr|QnIi>I5*VCTU;ZUKphU>
z(^&6{@w5YMv;gN5n3$>Ua0BOyPsq$PvI_MeRXDWQMBJ;lKsBYNGeFhq5hV81l+@LQ
zTF|0x?O5CYIRWWJP!*~*ebAj_h!E%Bv$1u3ssV^5OV1P%ru1->%HgP7;STBx8j@qs
z82@PtS-;Skmg0gwp>(dX^~+s?4Z-kYHn3x-h#)9rJG5D8{&5gh>_7-Ip?9KE?zhu!
zj<ERsGr|H}*FDaWXr)4ZcU^~kXn<0yt>P&HY6*FH8rIX1CYIb9Hny%TGbLjen}@>3
z6?0cugnju!`}NB7FiB_K3DhHYrF|hTIPEij1s>dX=iRU?`S(%N7{&L?7Ms8VHzu~3
z9+)KM&xgPs&+6xVl4A!w`MP~qOsipmp@I{wtse1F%ZpHCMj((>N^qhjN;Xb{!MOxG
z_Yb~PV+*cXxkA;e7VGTm*Jln5tUv_(E>p{ygLrI$o!V=g7ROoikpig&m{3}`5|piJ
z5&BYn6o4Wv9ZZVgF(a#iag8f-8u;B2g_z>@HgUju2s7*{@y*3x`-ra8)54Cbcsj9C
zlIXUnz8tKPQ91IfQ?U{3v&TecY%A{@H}L^P1um@K_dz>QJqrNxQ-1n(h=Ywv7vGs7
z=}yP`o9@<dC^q)>34k*ZOcFKU+P4FGq83RnG<v9=sDre*LsyyW?70yD*vo37V_UTi
z8ysto*HHek0k#IT`B7a6)LEuN>QN5E<T}OY55=8W0ezB)L1WMGFv5j1L>}A);TMLY
zeJ}-=4NW^C0nSD#KsR?q1|!}elOf#laXzq;{kCvq%5h6kInh>ijh|4hB3Ty)ox@z2
zum|ERzl)OxWdexDMX2A`IH7+W^tR3m2pN|GmaH1zEnDLFyjgM3+6kWUM{<8a_`G4i
zy`JCiPv7ADas}JIzkMCv#s&Poz2U=@lF_Uyfr2Afdbytr*2r~o`;^|z{c-;!_`%Xs
zl`LriAcT0x@ZlQ+*(Rs4Z;BivkpxMHy1*OZ{i}bSHymfb7deONli(G?6~!MmF6$10
zjP%^A{$Qaq&t_q8(eW`PV9oF(m!U;5RZ$mqZpy_9kOtwFk99f+{kwW1a|VaGuP8Bo
z;3|I^;t}dWQg~<*WNYJ1v8BU98>t~S+S$}dr(xZYN6MkN{l3W5V@ip5A6p$-)y~q$
zeWcxi>(r7L5zrvm5f3ER@lNTM#e33q80FmbJd5U2BSKSfC=Dj--0g@`z_D)namY7s
zBI|17Aj>2Z`<xWAQWqbm3*aD^sJ!Y>-0UZZa3a~9yjN+z`x7;cT~gCsEgxHJfMU|b
zctb|8S8sjTsi-ly33aW|dDT`;{J{MPZm!#jGy2X_t<1t+_UuF`#JER-!-_!$D*Nj?
z&zra;1Y)~yT|BPpXD8a{*d+#D4E$b-i1&yK)6z3xli67FcL|~7xl#~Cw27_~BBq$n
z>>Oj_=mij%tsw~wBW3}m7{DS~ly0t`E3bP{_Hxls$=L-m)SXsrN1S4yszbUP9YNjb
zF05hfng)rT3fug(j;lH@{HR!2A9aXvg5VcHEFx91St}>3FpFdg6besc9xW-ZS?lPx
z@0hoNf&r$@QNDKP3ef4t?_F7Sn?W2>$Ki6XaYt#PI5O)=r&?BXEge=5+*$>OvljOb
zi3grx3<)7`UU|F(q73X@t0n1$O!2>ICb)N@5E~Kef<=ama-7qLFp*;e_KpLry^@s;
zmwJ}P2BWsDcubKA7cg<gmCK(%8r4t)>#gBV8pBi=?sP+@LZADkP#){s<f3TN2doq-
zqB8i9wLK{h&CDUPF!!tqgunOJE3l>?h-u5;mO56rbIy#Ur0o`<M+%Pj?u3h*BdzaV
zH9{ZJr#gCw!>}z}%|*4+)pdyF)?PvA6{?Ec#3KIUDL@RUD1LcN;k`N$JH}m)m3MZu
z%-?@?@ALV7mEtL5YcutBl7_6KFl)sS4AV{z4V~^ht%&z9up#I-hd5ur*G+GL@-a5B
zSfoeAcEdNWW!n+|R-G}*2FdhkDX-PNgy=a#R<Ivg2w4Z0UVNDlaROk{()?}Sc~scW
zZ{4<h=khl3*|Pm5^m*hAr^5k)L;|yD{YE$DTfgys8iz=bO4a;IBm@2V2PcLZ*0<{f
zLqFMwTug=Ea48=%6xg>#E9S2~oj~yV<si-mZHJ>XWzra0R`*Lh%RroRxRU+NIXuh3
z=_%J?=J8=sa+K^2TiscRn1?J!!>=mXTed55iBmkTGICogi%Cg$5P6PnUSL;KD5IWk
zoiGm)5eKyie8De88GM=oG>0H5&Wz<Je5?|FTZl<j4=Aq<m^kX_<v3CmYvD?;Cy#l1
zr`C6QO|Txb#v4E^b$HY@s!M?v{#KqKSv@$bTT<*|eg_k+#?&R86GFe9tod1fJz?m%
zj8GqrMU#&Ddra;-*tO6}fv+WPn1}yVL!;Zc`}rt0K7}Tx$-7!JDVrH+2So;AQX!o@
zedkEOQA{a1JJ=&x3bQ?5qI(inEVYj9*qhpf@?&b;tt|C&#I4vu-rQLF_rk7*t^DY-
zoT0-_XAnzWr4lEk*VQObC2DThi3cNK7wb)+b<X4RzPsk34ak-N{qnYHiE*7cz4umD
z!6j{TDA?KugBsTyPzq;EWK%EG;J#-Px%AI2&@%?Ewo!uPO@*mY+(>(<g`e%ru>LG>
z(L9~kSr;fe8~rOgQVxV-SSw6%wfmM=nlaknoT8Tq?4oCLY!NDH%+KFx$Hw|+H)7r=
zBm|57`ULTlkSe5+aF4QGB-x+lq>#w<XlPEm3;TM#ioR870k6!ei(OGvD{UZ_`1NHp
z=4o7lfE@ph#;d54L#6EaVlQko4?=s(3cJWVukudOl@5$Ft(w#GD&5%OQl>{$-5arE
zw*B7t8z|;2li&t{r_u=eBT@x;O;)*_ab0~a!<z;<L9;R&DcDzT{+}$A{%_%#W&+1C
zR{YrNR;x0GM`_!-w1-~&9GP?R8=z{0zq)RigUwh&^-R<Hbcs*NFovYexsI$-7bX=S
zjeQL$nESkDwe~N};&}|pgKIyWp|0eatAbv$+H$E}yR{fW*1;&^SGYSqDG*TYHr+Yi
zW(I^;JGYV&v(kQ$bus5&NuB4eX(FCQb>JA_r^w9FHyMM=5bQ2BJymrZr#Qs9&_Rxg
zH}PGY5(PhzHqbX%>FAQu2goIxOM6;2`nKzEyo5{Pb?ND&)Si)=XEpL~@C#=on;X2l
z=R2N77+j`;5=oFaO2#a=Mcig4Z-vX*YZPRm<8G9NYN0L1322e=H287zd(Agik(N|n
zHnBNZQf8X1ct==md|EtcUL=tjO~wMdXjvjI0Isjt)oSKKd(a?E^gn1}<!r8Uql&Hv
zUCDu$XqObiy;S$o14co0cCcfU)4+ab@~@{?q;*l|OYuyNvRghFzf^P@Qn9Ph@b}nY
zJH>vBUh}YP&}7WIF0!6PQLb{dFwWJhUr4sb&x5NKPw{#Fh?tXO#P2K-ce<WEmrCHs
zJ%Lh3CddmZz#o2&l$B(RiEqMczNn-K{uZq%(!Z6J2*E+4t8>{W$#~-)-Hcqq*}^MD
zYAj3{sZE_@Y|$FMp7!QbiK-Zrx;8mD!tLCP9dFjg)AWm_9WKf)TYH6L@v$o1b&v+6
zMRYX~<*IxGcE+!p(5&Q$l;9Ss-{$4cu6YKOavepR<IXOX1as4II8tDAq>+5T<W`=F
zDSB+m3c|^1j0?te-sr7XF@>80O6E)P6f43ut}OWi6^yZiQ1{&vZGl&V7%S>x6Gyc-
z0E{>{MtSY+Fw2at&1_M=m*&%l4XqeznVDIJi`X#GG_7soFSXoOfqJO2z<LWUSsOTi
z#et`$qM}D2Nf+H>lR1DznHjvZ#ZGx(d^yv+@^h~V6h$ZA`i@|a%nN_M+O}IQvM#Gq
zZAkE!!K;B>8r-EXP`LQ!vhMk@k=dLIqBCvQ6(huA;j1>y0Y6f;dUl~Ctk6T@M{@|=
zqBXM%q!+iHfD5;PeH*d*nyh9=CcdcSc5*&zg+l?~jiaJ-L@*6o7o@h1S7)%ISkh&X
z=MDqG!rvYk3}qoY`l^;q7)m9pew;e`CfGm~r&3P*9)TWkTa5s?8Jfw?R&}n~oblJw
z8+lB#R%s{~*jLbvObM$98-&RbewS&f?a!@1tW}UtYx*}zZJE#DpMxyI7h}zdU3a29
zS;!tE$oQzh(TB%h5s#rh+4-R<8Cmk-MbXWy%%-X{?J0fZ!k&n&d1Y)bkhIsN15Bn0
zOhB3nJZX#v^m;aJE)O(8uTKUYPfa!ZUqL^bTe`+a$X-?*nW&02afD&2g%d@EA$2cI
zDQJ)Que&zwfJt}Pv86w*TN4nfT{d=6cF(Z`4q3LZO&N!OL*aO^wDt4aFEe;Xarb%G
zzD&1*&d;kv@j@E#k_uT-pd+altrUP8Vi$ck6fHAKz-|m)Sn~<V4#j-8`Gq*|eZ}u6
zgxUIi<*l3%*vnd<SfeA(20(kSKk>)&H^?cf4myJe4%|uB0fUVsn-#9bK~KRzj}4A7
zmXGXk+RyN!buRB~l)T(q59vIo0>V9wF_6bab}%FAL!Q|#%Nc(2&?u9Ra{M;oG)ln)
z1hcBcYdKsc%}n|PcJFdR_TWaYE`u3C<WUpyuTw)cDq`VM=vWs`MD?qbp8!<`ZPrt#
zHVR$KBZ~|$)esjRFQk3^+t$*rEceQn+f8z#+vgGQZ%FKaNUE)7bVVL6^0S-TNZuI5
z)N3?~6N;z0lODSU;ZAv|PBji1XtS%bONv9q+c{fBXWd&}$2AV@mdd^x{LpfhCJV+^
z>|nJwkDOa_3Z^uveDarM(;!Q2vN@D1)L^yCg<U-epSnOP6K847BWwqaUP>~lVI8Kz
zt;|YGwfnvWSX81~pC$WQ5Jurb=D{Uj7<31<IVv;>_f?>nB}L68M@hm;3VKm-dI=t?
zuLmD(KmYCUGT?V%!`x;#JqVc#r8D?Uz3lx-OdBV-9LW+h#0+9gQSLqb#dx{!IMxd`
z#@n?zb(^MDZLUzN9M`Xhj`VnnUQ0gc1!EYe#n|E<EeW_OJBc|yHR>Qror+u0>EP!8
z2?p##8sb*BnyEKIxi|>(-U`+_R1U$2EXz57>ogO#)Hjuo&c)371`GOkE6Dj%hwb;J
zD_a`~MGuV)^DNZHaR|4Zx+OR^<uu9Ca;S@2pkI!q6&iZoA8`IvxHrjWmuO!{IM60~
z;4c#Uw#ma_mrC?fJ5TOk$h1+*S))rya<Pp>FpqEMF$pv=)Gt)`R>FzErAS`OQQs|q
zw|-QK%<Y^0#t(zIyyxeiZFXr%k5kl5Ah(|oAr>YoVP!qaBggdmp*xp<6<61`VIF*6
z^6eF9DcTAZ&-U;!2KsS2TV}Z3;^Y3oj5FZ2#R9+Ai~d6392s^7)XM5Y{XNxl3glIr
z#{}w-`+@2ugR^38)gc&bhNRrF;c?J-4Ek}z((<&(GJpLcSE~-2=G3ZaLcMNxB}%={
z14%+Wm3j9HtvHE;0_@anL9jJnuFG6Ip1JGZ9ZDO`4)LtFs&S$C4)3M<W&{6Q31|)V
zHydod*Gm%gb-{q)y3K-0N1eUyy9k86fjsCBmGu#R-|?6{lAh6au>3Vn&Uc&#n)-QB
z%tfY>6O;#<fbigYmyS87?>@<t+QU!nyzD?%EsokL`D<oc@xFOVGqhI4;=?WFnZ~b5
znXBUoGhw#T?OpW&pR`?F@uziFJk=f<)OGhJuo09<J-8Uzdfg>}-qY{FE7$e?%9)Rt
z5|7h}8_MHN*Mz<7co90Ul<6nO3Av}OO{rKvNAxpvFw=s)!i%7D0aEe`yxUUMm!ss3
zVYhGY2Ti#kpqlx2H*ghFc<%h_9cjXn%9hOVnFe8Quip_eE&_}he-K^<*pq8njJQib
z(!9b&+ogMb=?CFgxLurO>(!yp>axvWIC+WA<1Di;>(q!FsK?9(LG6+a)mSST?x;4o
zvZscYam7C0to&chhl#^a)+jE=HE5h})De_}o3toq@;9X6t)M0w)j$rsZ!Dn=U9?2Y
z7#1p!Q(s@H2`3&MHF<iun${V5cq*3dG5g17<CNiLW6ChEn{>u)*U~wt(>I)Q=Namf
zcXG;Uetrsx?|TvCrrFX|Db&rmsH@sIY#$n;MAAOt%X%f3mUP@_%9|~dhRVlJD9%2c
zZx<TX|EiJ~{B$JAsYnZ(a}43<s57?n)AoJdI|FQ}wa(^6p-$e^(NTC&Xwe+f(mmS}
zaL2je05qytPIqwTKwC{@@2_1a#xk`<XMgOp#JTp+#U<ogH5(8Lj&KMr&8S4y7~$sF
zm>WSWuXlk1KsM1tI)V7DP)6nN)f!DtI=qJT)IC3hRzyqm7BwN1cM4_I)Uq`|mXIFK
zP!kqgj*bOHxolDA!a_fkzp*&b^7T6};VJtK-ne6l;x3115dZCSdjKt}>IS&jq~^Rx
z7>SzBaQjkVUs(cdnpkdq*n#$ZYXD-9qSRkM8(;HMdZIa!<o@eK@LGyTc6llMa3iwf
zmk#TDhmT-3iXehV^%?)<ERmstL@oG)^m5dQSQUL^=OQ6XlP%e1kO$&cdk<}{y_GET
z1<Pi)z4K=zHh*+(E2P=6%?=gcd;W4C1rcKY&VZY(j4^~WisHTZq`PM%*xkm-7)IuL
zWhgu7ez;W#k;HY@#<1Pu^>VR0$3Yr$Xt9xPYZvwwLQr8K>YpaEx1J#~YnUl|TWE4l
zD|R&LK;L(;p9NQdo(eWZXSuW+#0HNCWY!})!OZ+9rqUZm(m`XJrFCALFAdAIE-cB~
zonhsS43ey!76CVbPb5$Z_e3?Nv5R3TT$z*+FUJuFk)0tnBE}JB=i0pN4@PXQNWrWH
z)ODJM9CA*AeoD2;aZAO`P@iFo+fP}InYC~@%kq;JJ`vm_@HqL|lMOe^vdfn!!gvVf
z>e-slZrhgd{Jwxi-7#C;1AxZ1Cf!ZNklAJ^yOMivHt6xUm#)^pKhS{(XX?d?{VlES
zicU^@MN>?v)V>EdU;qQN6l+uCHnQbd1i8lU@Aa(X+}bryGK~E^k$~0_075LelE<gY
z!T7UBMh;j|(+xjUJy_>jZby$NK41N1Ye($>Q;PNkOdLh^`-^$>Dv)U4&&wpfhZgY>
zoN4@v^%2`>tc=hHs|IBN2#6e<X;NlW(x;FI!JKcGBwN*>H$)TC*h%+6e2Z<&j7Q@R
zUAIIA^<>1S?QS(Go+jA4Ms>dMj>C25jkWt>+m?@Mfjt(HWlAbzusF9<MWl}v_e!qe
zELHBw6{m_xNT&nERHt=zz{MK3QB)mxDA&~{yZkLYUnjmJmb$z$M=iw9NbTD*=EGux
zB!nC{JvEq&RPT86$_9U(Z;wQiz_^)^*5sOcU#&XXI;ml)2j%N`tUlVnmMCaEp54v~
zu;=#nt6*`d>@G3yC^n-j2l5m|F>tcFsv>R1f`4KYYrd}G#{cG*{3kW<O{Nm|4Zp5Z
zKj~7rtlL+flrMK=v;10#R+%3(=8HdJVonh=wqKM|<Pcsf2Q~?p<5>(^kH|}OCW;Qw
zinNX`$3dfPwAeXk72<*5VyJ$7o`V0WC4X0$h)Q5~@OG~cAFWv;4lyNqaqLL#1e*49
zS=&f|G_!{xk5}f%-GYT;R-8gd_SV#4vbQ?_ju6I?cpI;@E4jtno>m#cE#WSCmposH
z?(TJTzKlPaNH(758)+HiLtpidSe)s(&YJzqQ?`qz5fNMQ?r)1rO*X#0A7)v>VIOZO
zvPp;3-OOP|-?*<hN4FDV6J&OLxP=WX_aMFOpj1IC=P{}%u-H#YqHU_w*J?p-rrJ&V
zr^O`Tk;6USchwYHlzfv0YFRrTMLp}6iEmB42d_QY>OQYUJ$u^Y$MO`tXqtacrhH)X
zzRt)0gM|HmSItdN|J7Ffuax~iYp4HK+w*7T$p4^q`+sP;{*M}`|AU_E|DZGbf3v;%
zSMQ>KOPc?yFzNqed-Z>7ZSw!JzxtnI|Fe4JUrHyw8ZiCaqx?$~kgtwR|5<6!-{t>%
zjYd(i+wX995qRflZJ_S#Vt+#eH{}aSf=m(2|K8exG$RKylNR9Z^D`p$2<Pe^Jno~-
zoXH%SVc#e)WcFv1jZgRc^T%VliVNkYHlx$$AX=9i$@S;+{zv!K=j+h*?pJdA^`now
z!K2S7uc*zt2Cpbpc-V3F@27`q#+C-16#5&Jde_pc3|c8M*W`zYCdh50dxFYt2ik?c
z%9i>;d+$$SS5g!UkgiDTtEf-qo2(~Wp!ugkJ4AkE85*hA`TXSQ6xaI~`b(6_4Mj57
zJ@ny_c@3(K7ETvi3_?%t%!UX>3jUaGpsfK^+JTRBpp+#V40!-KAYt!a``95I{2Wg_
z;AmWb#I=xNjGQLhwhl=)Oh7Z<_S@3M`NEwDV1eXE@=jAynXHc|@>bX8khlQEV3U52
zgr7)JG3d=~V9hDz!b%+V9#6WUJ3epj0ix~}#L+(Fv{*62VpsjZt9@*DQ(Hdomk+YK
z-6OhaSbNLW>$+X^Lqbp2ue6?zkCPVJ-p4nT@w?sk8e4tcEpNj&?e8DUx}T1(+1)%|
zt~A_Q6pAv_tNIPDZ0`inZ`qy8x>>!TVD@4*sY@`1ATyhfx}OgS3y=kV4xr{>ynJxK
z=YCSQi%spSS*1braDR?C*82Jgy@PeIB+B>+T~L4Gh$D@}^ST6lXYdqz>L<mos=PO(
z;JFcYhx~y8V_!RixFTIHevbqM!s#N?K;yy&x#Qmr*fkL0h>SOPVx`oxwdFLg+;a@d
zXR*mR(V|}`1sn!~wM+klSS-b!Opk5QM1CMx7kR(3e7*n2Zf_PHnwVYHD+Hi|JiQ44
ziq0OLvd=Na3}Lr7R3N@o0(d<8MS$D|qg(?IQAg^opzaY3#M%VC?hFA)#-aSx{j7rj
zC;*&0rA$o13T5_pxZdqkc8sBL<p|hth=wA-dO-?0QRos5SL#%2xx|3l!$1Uxy%&l-
zDRF=;2H+;VX5Us2dR_ht#saQ8)to*L5=uGAr?>dy?7j9SKY{F1MuNM2YBBX(26Eo|
zgU08r6RD-?>)Vj3Wx<oTFP`fzN!wClBatoZ56~^O@&=e*;PD0xY2hu2y8~|L`PKIO
z`ZV?Va5>@tQ0ZIhWbXmY&;;}^v}x3;jC$v2uD!}Ujx+jHnJMW(Ivm(qq%Dl^xH{*W
z?f@O9h52cEk3hV3u_-ikamVIPN;N5;zq4;^dLN9m&R%_baX&#mzt&80cb~_~JECRo
zYxl;dx2)I`@mr0~2CuguaI`}=8Xbl=uuUJeR{Ag6PrJ|N*X;3TKy$)qcQCxRiTr2K
zUNUf}Ts{fIz`8^ph~*=&xNZz!t__bj7i?&7*X?1Ksd3(%k~sK$p{LZBG(<$YHyx=6
zmtT=AIvoSdb0)}-%G*?1=YoNs)<#D_0KeH0{KKFc=7WOc0(L7N&03IsJW396Hqa}X
z8A)55p8N6wRna*qv8tbW^#zrF)~u8E1`^t!JOjH&emq?>oXy@7iwPwMg*}NS`Rfh%
zGag|27~&I*o>!MOw6q#^y%Oo|r}MIYFZ{%z1?%d<-j4FE$1@=py6sF`;dbS6)(k-P
zaf$vey^P@PT^UO~;}I5z?{o8pVLV14<Qb983e-jHI-(>g<SGx+J8kQ6sb6r})geTK
z=1Oy?Grl=)0nXzCS4wd!agj+wE;vIPeKZ!PnkAe)d#X0jo?m=XuUb}Y(WA}^$+yH=
zM7kecbPTc3yQWmc2crXaQg2W~xiQUm>3flby-B!WE=)dE_8q4rKqP;wtd(@1aKf*u
zGy%@}QBJnKBIj^-%wd(!`_}S?fSlk2di{=tlCzXTepMRo5P|23f6ElY8YEWt3G^w5
z*BT^O_Y^bS=mVa(Z(IyCsPV=(fbyz2rq?Q7|GKQgvmBfDQM^gXI2LE?P*JS<js{Ky
zgnlR}DeHPG=rOW~K2b?Nf<k`}ogmcPQOl(_4?aS)Lgt$7M@vi(=bYv$o9zNREh5Rv
zM(>hH4L>-Qb+jbvZ>owL&r>E>d#gQL$%=@bS@&O@ZrIFJA0J7p;Lq0&!XIK(B1~rC
zYtEX%umFxXxGSDXdX%lb@hh~hrBjkNG9?*YJ31&JhXet?-C~VFSoCCU36IT(pnv-<
zGE|^9%T+TIIyoUfZyHIf)98h)>;PiPk0R)#d(WbAaZPtDbn!zj#1BR*Bs%21QihHZ
z{@B7}JoSjrx<9~w%AJnfl-cX0FUu)2KR9cO?ZP%4AfwB(E4nA<-#NP6f@0?xkH>TD
zXRb(1;cpya&j~O)bP>M}!~do3W&07fi>+TEW)D;H>`3^4C|k6Dp3Hl!fAgkjgfKdY
zl~3r3{^C?vnioZB8((rFVrGr+^UZn^wPmWWc_)g$!uNiHwQpcsx7Zhu$Vi<&8)&G<
zO9cgIrJ%=`0r;!8Jgr_Oh3h@Y&=30`2njb`Ho4`e-F2kAbqqbrSx@)4z!LblHZ;ni
z!E9Vsq`EmUKW&$_HbA=YL~IeQ<0rVEA2{9=h_25NIwWDJ^fGI#p1@iFaV$24t|dG`
zb!~cyH<)+WcfW}w_)KwsvCsewL|x!5Wu86Zt;JhE4|D<#RdmZ5g}_VIn}KHYc#^yf
zaKbGKfGmo3C3jnhGf8X##5-<p>ar7PC$jRm>A^GEgkKOx$LlKCOLUC%_es+{tYQOw
zpfeg_h}Lf0VnhHvB@b)1kEP$?6JnJg4$2^w0G-1j@D@-9LDsMskPv5dLh54Oj1#^!
zZ+cj@t}A1e{Q{JB8{m4(uj|R+Yeo+mZXf%}!E>3i)bh<bPcY5)6}Cm&u@C;rOM2Gq
zU0e@@8dS~1s)kcZxap;e-=*;-&DMpEHrY6~NhhAao|bKY3<8wMqMnw}h=?9dauKam
zC@(hO5Yf4&=6A&H%YlSb+)$V>CHVk^QI}5f&v<%s_6P=8@5QB2#oiZ0YWtrp+WhDU
zb{6qRPG2W8twGegtf4XcEuko2iv%lC8fS-FL#VU>tse?CIUl^&bRqZRF!hUjornE=
z(N5XjqM~_WL7kcCpT}wzXf`9!U8any74Ge)`2i21Qg<h!(?bwfI;iFV(MDV!u|ILn
z7<TVIBW@4qzN`(*^4-kyTiVq@QipYcL~oDS;j%9^UlfL`&N$L({O9g$uIY8!I80Nc
zW4Jiur+t8x^zS7l#{etp4#r;tiKnr|dYY2sCT=MT!F8VG6RE`a^#s3dn`Tbstmmb+
zbv2Of86`4eh+jUcF-sAoEOIGGLw8Cph-<R~Q7X)?_%<7JGO^PWw*1NzmRqdxSWzup
zP1`c4gOCs@m6=nXl%+z3#hu1bx|1iWfduK8{B`iBkn|MoNuI)xuHa0@!e@vag?$Cp
z>wTfBCOkLcaVm+sLnW~^Q&c9hPtKxTYwXQqizhb2te+_K*msZDbM+>ugW(Z@4HIVT
zXD<24+|CD6s~?giCc*ssrl?p>z|dvs@yW1oERjvjtuF|i6C4eZ9AcPp@9OZ*cS}72
z`q@X)c5#%}nX1+brZ*DwC8o3kJmShMcDqPRODMNO5W{l-_{|x7f*-eqiGaxt4D{Hr
zz0HXN0z{2>crs_oDRa>n9jr<?1-*#qmjl}f7f6MERm5^0ks$Rd8P2^fb)L(TCD9!s
zqXq?%Yv#Bpp$Fh1SzyUH>gcB0rCjt@8b$H;b(S$6T?>KE!6G%=X>^MjRmxt#66`ru
zIeSAK#=4r56JE9j)Z@gI1l3WCY*BI-Nz-?R5in^~Xo5VdDmPo$QgdO=UMA8%s5TQW
zp#Jva=6hdxY+SZLw^4D~M$H->BMyDIZK^idNG>om6Ak&CCO+F6Cix*QTe9l@G&s4S
zAE?akA$#k$c#he64Z5LdG0B+X3x*DuHpc{x;hPv#t~0IKx2_iCCWmJ`y>oZ#pFMvS
zkn+($P5ZF?phi`ibb{c=XC9^jl-n&UlOFTHg9MJ<mF%ZUl3M@jG}*KkyB9&HaF%oh
z2S`QS^^5*!?GgF{e^Lva4J)f`zF9w~RIr7)pBt?bHZG=L^&4${<YxfS;EhGi-7K6K
zB6p2qQFj93w2M5sNdyIOVFtL<h^$2Oa@&VvG=Uv_df@It805=Mq#AX&Qn6bfQ?|PK
z4-NbpU>1%dc$xyJL>qU1adoU>0}TCmq%mQvb3rh+*ck{?U9@i#3$~+`7&^D#3*1RP
zF)5^*(65mV7}>1$_LH{chP+(!n0S8)!e78;JeLg{mES_K=DFiC(Y~Dq2q@yiGbtdM
ztUK2DD`3$mCpIW%Qh|CN3Bf6RodT}X2;p<MB&CGVgOcSYKNRyuL>wDsmm0^$wb)#h
z)mcV_uz{E;g!$R<eGT5(4zt{O(SkjXXzrOt0YSR#Ct28$6^8YwMc*d;MHs$tpj#1i
z9^ep3)vF;K3#?9mXQN#Wgh$BmBz3fb6VwLjXzKD+nDUMG+$(lVX#@%|x0$<|i<w!l
z51oUQq~!V>>61P$4zW~Puz=-H+NLxDMCm1}Mj<k4O8s-uY+dX;vn12*R?v(w+KGTg
z7lIu3yfzIQ4ef%fK$Zy9T+APBddO=-5HZ4=w<XvlK_a~z_6ipBJE&5y_8hn=L*;vD
z!oSvjE18G0tz8Ns@Zv(i{4eU>DMqxYZL=-gwr$(CcG<RFyKLLGZPzZ_wrv}yzQ4Qk
zpQNuk>2q<eR_3}~nVBn@&pV#cNO%=~g*c#GD_y6Q<1r*!aFi|!c1nRUct2U9GpD7Z
zIl)Z+K)ZUK_d&m}g&9%}RsEDM`1n_Yk_!^cwk79`B&Z&08mpOK?Ujn05dVOQeD78{
zP);bsGa+zx@QVr?M-0;Un)@hARiUUn{R{I``c!E0icE)#`4!?}&pDuUKw@dow%_6*
zPjAD{R4>5H(6n{;X0!{P8GDa!+=nOH%1|?RPqXJ~4@=f6$fJT=4CadLGy6JiWmjEo
zwUp}$?-yOy3WIDCxEbpVY!@6l1eA8gN;ME_g*pBt-c0Obq+uA_#Xp?j>LW)b3*8;z
z6kw5%1v?kx{K1P3^`WQEwXTDRdsngf5RBVp#O(?<atq%sNS5DoY9L-!f%&06v~mH?
zn16El)4`I$+TOhYN)~NGTgN?ofdaoP1IV9=RBGy*I3PP+-)%dZ%vK7mAiI%eT8Oog
z#k3l@6wy?FmgFnF9HtuOQ?yc9hX@C-$Qh(ufhs9hUaE<xlZ!B#a^IjyQ0@l_o9INY
zL$rA7e2jPTH`L0%MWI#&vYN@MYFfj0rq(lITDxd{&Wi!IArc;C`d;Cw#+m}1x2Sg@
zEkJb%UY3`u1rNsiqWn`ZlNVnd;`Z((P*Ps?8-cr9l1~n}zK6a?lZ?*zv^t#r19;M8
zwEtnTU}QAFC{`0bQN(TvF944kVz9fGhqE~YRfdWK_H!A91ejGsi9Tc^JRaX*_abTk
zLsVN$)aRa&F7gv6$CBYbagR;^A<TabpX7aE@JIOZ1b>cPL1c$igxIi7vMHu6u0CE0
z;^nj#4O-@)8wNC>ROG_~SgS6SIQOmsF9yv5ETkWGJ}Ox&ZhoqT1G#y~!m2GI+NZ+h
z4Oh9ZiNJAk(G)%b&DwEN9T$lM+#r9lr*A#q%zYIFsN~eA`mjYR29ei@+XgRb?TqA4
zpqYpdeoiGllwa`kpIQ0y%Z*cXs}HNvj#?uacRXWP!1pnQMznWN6mLA;oP4;z?Hrx5
zCOs^b;pAKezo?clLdK5i2rPr9wg)5Hazj$E9z{NykMiSZ%X(^ID?=4Xsfm=<9Ay{L
zjt;nJdC8!ty>#!z{s2A0ZkUW>55~zlcaXN`ZW^dQuQ2($Em=Zf#W0Y^KK+k9f<d%X
z7hxs!`+MD5IXz^hXS{h%o>xsnKlboW`>>m8=c0}2aWUTeR>L@GV{VrIR_^nds;4Ee
zN;n*YR{5U15mtKn5K7C=8A9(l!}rS>ds1_M;C}X}R<fn6Wlm8^y|urzQq72JR*Hii
z(MHX=?5bbBs+pu$T9^ni=wawoI9m6`rCBu9A!1a^tj9XTUOHe~B}Ap=#Qj#qT87O#
z(f8)jbk)wLBwyp8t0Bej1Iq$ZC3MOdx0O%pa#DL-IsL(y=Y1)H=u9GP%h-7R8mkR7
z2<s4<3m2dyo>+JMH1L&@-MkYp9$^F3h?@uB^J*g+>~>)k5Z5`{0SK`rKc|-oWFZdN
zDkBnBEceWl#<ZVh@xDI)6q~!2I=^Sri<hSblz7Wr&4IFwT@9rP5ly|31(lA3hbK1A
z{x#p`yP$GM5KYYPOZV0YM{4Q2Md4BlN5(r9VK_dYW$iy$xf?g;fEzlh9)oMGl*W+`
zQxARGpPZ%cwAhjKlopJ)>D@8)m^*0nU<9#pATG;qM5UqHh5Vf*sEK&Nn6BQ}sh)%#
zgb5nPL&Sm}^`&NkvI3TV?6af#!+LRH6T)vbRhv(=;-D0PMs9pro)jcb?n&Oq+d(uM
z28sfcdJQR5fS({F4xB@B9EJEYkkM@%jSp9^bh!uA^Frx5vv7%RoLe{eSzmqR;fquy
zYL;%J6Bpp>_!PNUvGy07>#PvUI-exIj$LzFpt#8J;yEp+5A#$_w@-Yq-uhl~=8)2A
z-&_vFbMY@afdVRp2C4kDepQVxu6CQfUzmn9eQzS#Jl8~S{EnT77<^PB#go??3_7fK
zF0F&KxICCA!<zJ8_Z)$*9L8W$y3y;{XQf)nLZRJ6SzTm#87y*i>gdg_^EJD9l(Jx4
zYMpYnDZ)JXzM$&g#J#%_lZ5VYxkSUJKR-t8Y1NT-{vG<(CGB3Zs7p_c-9=t#ob@?u
zshm%qw%%?#_<L#80L*^%gO|F!%KCOUnOFVxU2J^DVs_c=YEw}vcI?P2Au?fN<m5bZ
z;aDG|0DpVZ6}Vac<t9mAJrk&2&62g#hL%M7J{}PnqLKQwRZH{d9fSAIYJ{Yt`X(8D
z09_)g%KY5H^dbs5wvh*gd)JM0G`dV3XHpC;AD=fU9+B_<s>Lnpy^klT8!uHA7MF7l
z-oUQ=Z5P}>0gBIaW1mn!E&)5rtIxGXznnHOltMRlfwf<J1C;I<HLAFO5s!gC;M|;1
zbw=TV=Z#O;d-?8>Xw~H2TMLilvsQ~{;Glc&flZ7G`8<jgeMEy}{pTl1`E&;(e5BLT
z=<x10L5A?)W$O2Ci~E+8xDY!eKMi<Q?ISv`{T5uMr~0ud=n@w^p6ne{Im6*legL_u
zoM*JBh;^f~m%nnPeaK!vefFkU**{EqjB%s#-dw29E=*W~KtW2j?%RrY=q)=W;gl~-
zu<^f7d}a%Nk5#~ThSULphBgtbZ5|{CsNt%}pG)ubgDqoTF%FD{t2+?7M}At2ylRN+
z@@_T6#Fwj=A@$yJKt=ZHnAoSn`sA8mW&RWSj&L5S35}okZBZTUUguFAJc9D7(}cF~
zZ`Oj=GREH6jF68%)xJnFN7-zyV6$b~_T)@?6jtb2i1#hLGM&cMk7yN^T8`MkWKd11
z{JsG*V8rY8unyBVtsZp`w^^6FY8p1uRxx$^s_eZthomxTKa(ls8Ss<K6WlUuVwx4y
zMk(9yxbltu!5PTER8BhV4E>pNR@M%Gf2jH-Cr+yq4{u*93#z#&b{xtCBkB{sqAs;H
zN8+bSsmnMv^1Oo}+%zRjVks1AED{=et2Rns4KxVP%7UBdsM@!WFfkN?n^QQHH9h}%
zd9qu8ze*%{Ccg-eLz0W^>N{{|@=l0*!1ZPCT%q_Cx0|yPvOWBBQvv&hRe+e-F4^?W
z<{ac{f4(fWn}c{|cD+5Ab1i-Phr28D@Jx?9Od-~_V1?-fIsSP;bFL9PKskLqLia0<
zYyqZOGekU87JDA9c^^rKc)*>5<7iK6Q5CcaLjynM;pR;w5m}KG-PgUx&YSiOBTi5V
zh7N%kFrAH*?o4V1GDliM0Eved>(SijF$>{(Z}@SarrF|lr<9)ei2)5{##vTU+UUa&
z=B2o@H_JZ%Bw025mc*N(d3Sug!YiRtsxoGJ$>PvtEanv423rhXhO*jHarZ|}wYYF0
zK+e|_#8XF7bh0vgd$)NM5yZb}{lOs%*Z=PlyH{n1Zbd~!0;3BRG6nmX!e{2bv7)w~
zO0srZ?Y=?9`X8>x9n3SV`GOfX`k~*-0V6U3S^%pE){c%x|L|W;co)f$fC7UeC8LXI
z_Q@``COwvt(I(!BY5Zk_&1A$HC|wtFVnJ>inP{2(?N%n)mQb}S8~a7NFrHMWa2K&K
zAIJ6JfL#DKF&4(QY~Xx%_n>;=UT~<=!bV_u8=UxcYc3oKK66YET!Oh=>^h++af%QM
z5_;SG-}anlZ1t7|c*fNZA!rpj%5F1mlnYHHT2Y?;9#B1^H~P_#!l@vG6yDYp&h6uF
zf66_Mq1stc9^jqaH8Q7<oZa5SZ)+^Yuggi9PIUuS(22>(CU7pReCvz2o%i>n2W4Ln
zY~_%Zulu^mJ3C|}>}|2b2iaxPZ@CoEk++jk0d}liV(ypOKiByMENsbHdigQMplr(H
z^~l~l3I+hN&DTuSLIE;M1dwaGJdSzcu=#jeq-vh4>-HrDuc-!4^+4bT*<;(i0azk&
z2{yglIOZ&_2z|`#?y3tXfal2-yBar7Z9kmm{v6=3qi`sKOB_RtIgu5;#+<l0{;p`a
zaKcW4m5O+S0+DzW<<Fy)gB6FGv9)J)F7v(YB8zQ(s%Aa7$Zjn|s!BTU5%tqi8Jk?C
z&%^qjxQ{$8$B>fGMTDv&(=6?kt;Kj=-xzf>x0bJqqvJ$)3AN+b03S`TXjBLwcV6aL
zv5I1yPeJ)}9GwDxkq@e9dpgnoNZkO7JUF_{2b;jkeSBRG3Nz({?G2jgC+unC=A0I2
zZ{5B1z#g4L5tbaC%TYKO)LdgBEo$o|f&sU80I_Eo*>&Duw09t5@uXK;mFyNU`f;|+
z$l@qBEM;k~qh#H?yk;B&-3B_R9ayf~*!9rGgiuQ4aEW)sgj?vv?0IEB5}YTcr`9I!
zmQz@L_NaC;=!KHEQ|P(5*YLR&O1ywL&ql3Z4;AXptguodu%~|$wC1jFZ4eSwrY{^m
zRihFVoHg0Jy0WfciCODEmGLv`5`t)%L92}kB@k{*ph3-VXM^b?#w+(+wv5gF7IgfR
zvZXCm0U&vpS+hYl)i|<WElC3ZV^!s;>i_s#^3!#A9%!qX)u6q8ymTX3!H5XXL%8S^
zit5MW7b?B<+xvnPJw+8KM`P$Ujf|LuMnhg*%xMd^k*Pv}r&l{4oQsRZ`to&vSSq#1
z1+x3vn@yxrCMqVG-3u3FNPGZgtu9uR%}YGR9qxo6EZot|QvgK|bA~*qB5fK=b|1=9
zSBuIy#7UP=2<b6dVjw3<xEg2*DJhygd%GF$xg{`Z<bOxw^pSX>z56_-`ZZ=DB;<Av
zBhRG%EU#onu6!qA=JOpm{=ElA6R|QdGv&m95V|el&@Y91MwL~#ngWo`9ddy)M7E0C
zNNXQsDEK1tFG5DeTDqnc_a79Tl`uC4a2_mxT{;b$zh*!nnLlF^q*miDIlS3{A~7yA
z1jf}epeHHEMP(Q@De$Pl7^k*n^f$hqL+gy+ebu$jvN&6);P!)jPW7xpP3Swtr|eF{
zlzszj)WNog9N{rI>c`82XMHu~NH~KLL&KI?OS;WD%Z67?8Aob`l094FD7Umd*Bb3G
zr%5p6j<&j<UHcp4Jw*>gIp7pehJ7cancL5buNaU&=AdBR>Hn5_;I#dZ%p>UIe`X$)
z130fpRarX%IuWF7F^9fyu^<1oezbdFYlORM=7!wfI(~r`G>IMnikJf!g%;SZB!vUD
zr}}_kEito;UACbN#_2o!fCqnKWZU>hz4XtwKmAB!@5FlGG?j4QXp&RCiN(^_gn-3C
z#{G3*1^Pp7)&Jt9AD>BR+aDO4A_t?iE{>eY`tf3bU80oe%39eH29muiBaS>4Nn$9?
zzsIwL)cvPf<kgA4Z=kH+zB1-vCM-;fx#sEFWWc}SlN(+IQq=2ZW()n|pOofOz69Y6
z6VoW<KFB@7wEy*p`V0T%ZAGUB8Xny-&zVt~9KM=(6#R_zswBnh(dB1>WZ^MPaioUU
zLe>;}RLDXwSEXntl!KU460TM~<KoA{Pzp-$(PPa?u>V+G&WE{~UqL1Db3~lyY*dSD
zSBtX;a-p*lDTBvy5TC%p&(kecwwOJh3-C=x!blR9f{}wFBWxEwyqW6MQsKv|F*Uld
z*NhtLPK39OY%woCJUNEGh4!7bUq{yhUHg;yav?DkbVK@*N#?7C?o}&yD%o=A7|vX4
z7VOcx--;78`z2`tULV8(q!O=8|D^b*?fz*a#vsSJzp{WQ^n^DIAxkK`kO%U7Rgxct
zo!lUY%p%|{>excLKIc<Tx7IZM&^C77*WrW6x9A*k;D%(h`}jBz;tunn_}EZnd2xGV
z-D0!kPSEF^^BMX$`!@Be8hP3;u}Z*BeklUtNf5KYOx4TpZ#AmqYup^IE1lJt;}4gy
z7@mpNuUNom#&VRY>p2anSSve`IT?}2I@!Ww(@@O)QY>Yms*Qyi!^IS8BqLxJ?$}7N
zgs7n;WgbAB8(9DR8FyRSo@dO1kj{u+OPjPRvRUAAjTT<sQ8(nh0Cxah;a`u@>mrzJ
zp}{S|@?ihYx70Kf%rVBn3=QUSWso^9aVg~7M$3%jSN=-8frmD>^O(+|s{e8VUs&U^
z$)R2?Hl-^6fN*wTFrYfH%!~~7b@%QC<z{&{<Q|+bs~A+M6!QYKTdZz=m*Jn=daIzL
z2J-&BZ?7o}$~0a?h#VZUDb$PSTqs#E@ImF+GsuEj+@&&A4I-FQs<tH|H`ksntg74b
zyYV&h@INd5xPQRy*86f=nbUB=ZG`ptuE{)WHle++2n)Y0D~5(MHkrem9*~51Tr}-0
zOt|(!@I`ogkUgQTSYDR3a<ilZkf|~0Pck%tfOV^wZo5*hKU?&GABv(u?^RDH*epPo
znG!VksgF}L;t<aJ1Pz-Z&oHL9j`B8C&dt5!V9m1NF>pN!S@4|Hwc?`Z;mNaW=;~fu
z1^C$r>zBWCki&<crFs6iA`!w@Q{ymIppLF~7!gHT1RL_o3VAo@<cRa0^&yE@&zn^c
z*#Y+&X*aD`Q)Y1i1$tatwlfTPi@Mxee)JD6u3YRE$VS{+GEhDWxVf=P&J>py_TWyX
z$K{2Yv6}f|4kJnCo7i-`dyuZxozSF=17ukDy0@$ky5mT~+Fks`jDPbib}%Cge0GRA
zAstu4s%vapR?XGE%|<IVvjIaezPH`n-xL66U_=sH-f(KojZ4!DSSm+wWR~OmR_W##
zS$%EU`7IWSG5VYD=Up`10R$*$><4;0(+h_IZ|f}HLMo3lv#ZBq-v#+4a1GESXwOIQ
zM$TexY{rV?aNf1?y@`wGU}+j^d=n%8NxNeFWPID;oo#@xLoHr)LFTQRXnlaS33$OZ
zz?V!|QNGpx7k*d~!lW!(w+JT<K=x1$`+&dL=S8v;fz#w#uEvs>jkB0oKX9z@SoUIb
zOf*4Uw$9Dfk=JTjmoP0XdgCyzRsHat>69SMkOERLx4bfVHqv0;(>K5|G2v(bsVh5<
z>RD4S@GoS)q(-T{v(V)8zZ`}>xIk%JPaAgg!tW<9N%tnwlws{XB&vUXe@x9*x_1QT
z9U*mi3jMn*3H<*Wi+Ofu4(9eC?2aiB@*EozmoLKN=Kk%KNFXxtX1W{@Q%Z9($~G6|
zo{<<o2HW?({yT5!)pWZZ=tK)OIY6eQ@%=a8W+ym2s6~wLQze*6mhX%)zM*=q$E=%8
zsh;&WNl%lgC%Zu^7m2uE-<-1|Doz;&`cT|%oDrd-jkZaOO_Q)lTVQRgZOoQ)*fAk8
z(K<-jkh6{^yY{p$V(1;zCf4p(cQD-t)Wo=HjSILkr_&mv4$xGU8Xpt2$2<@0U9m^p
zL_2@V;gzQelTT219X+GOS{A>0-cJ3Z&oA=YCD2?Ot<go2<|2_DYgcrM0w3f3DV|KS
z#-kjIZ%7F`eOdZM99Z6x$`8Qto$*$7fg`e6TdjG3w(}y6vw7xOLWO9xQ3~@B{(!dB
zxVD+8x}k?ji13$}aJOeEB;R|J@#k63zh+JZlHY5VoZU0w!J~acX)*{FFRMVG*%Z}W
zwg$J)34PBQ?Vhf=<63N`eC0}tYRWHe_2X@Z8m)+<Qzj(d4(j*^C6O^yHrAOJmH;S^
zn%8LPh>9S@YlY%~JsqexXjWIEI0(8tSAOI2eGA+K&k9)Xc5OnAa`6w*_?845EN1@w
zM);F2$uohAq<G%qa1TM3$iWtVVPDc>+4KZ%iJkfiT^zE@#`#!IP!Ni|8XM)J|4}O!
zfM)sp?aHSiswksu3VWf{$-a{)fV<4;oNwr1f=T-5kTZf@sBWRU+zBOfzIY^Z1ZfxM
zMY%O(5xBMY`o<DfpTmi<%O;5ev#yJ^j%4R1TNzs#9UY^*+uZI)hw94W%{?*nc-gdh
zV8K;2T)*fYsZFw|1JX@=i1=L(^E%xE`#h4h4-cY7FTfVb(ysrD>mdcJjBPXfl}uEj
z@h(~gdCH1On{_UrgBV149s|=-;c)wLLMo%p9BRU*_F}!KJmAqmn)#xVbi5FVK3@(O
zb(Kthr1(Dz1286zx+xgkI|Z8B9)PW;u8#2Q7-MO=!Z8K-;}P>cnM_O{^fyKh8*8z)
z0OMiW;j*@&LeYk9NWU4^Wu1P)q6u5J&?4E<RQ*mmp`7ZhNMU<_S`plUwb2l9EqUww
za!N+<eLYQdP2kM?(`xvm)y1^m6Cm)<I)?lcvn}rQ7hCO!#zWGCG>rn&kz>m|tZ)iS
z{UMliB`J6x)aL2*V(&~<b&6(b+BoRFxMi!K>HV{a<#Qa^hGtFNb5pfR13-dUf8iDD
zDVymWQXW?#f9*t00%f`p!rbQQ%?^Q5e^5xYw0Q}LIxPXpBjgkpOu?<WQ~U?cvjy`-
z|KQOY4ietgP`b%nxQzwcO)<|w9NbkEiaaPaI)+FuRU|Uev8$<(R`J_n>hF5b4|(D!
zTyM<+p*+s|)>3s;=uF|-q=*|;il5UMFgB`js&*G*s(;zUc4l86mr66#c(Z+JWdtc>
z4HV)RZ3nT(#PBwY+6=d;Q}M^g;2wCsn9Lh^Rgvrho~7>cCC@unq#KmkzR?pl$_Wh|
zHrj8P4?q~M$NToS{nGsXL+AIyEAYdimN@09*_>_(2j9u4(&eN5^(wh#ynZQRuU=_s
zc#1NR%%T+2tzG{tKfT5}Dp_H7^vV;*4Rn>5?bCz-w=+ULo-;|w={q?9<uBa=cW^zM
zJV~;-!S{C!79eQ8r}bxus{y0!+sqd@l~7}b8=vQTsZ+)yFGEW_ie#9dBbqa_`um&G
z9b-!d&+L_REzEl~6ZP||(+adu=Is8M7otrR3%7}7Dt|sQh>l4gKj<W-S}U3qWn!oI
zm%TpwW3H00u93i$l0}f4Xi~-6ziFP0YXZx;suo4V)qKa>Mrzwg7A1;$oWD^RdEn|a
zm#x^9Tw-I3j$*AX`RU71P0f=qs=k!D7koILanbhIK!@0gGAM_4vtCHJD<vSZGgfJ^
zNpHi&%sMopGLJ2^3GGuL+^;w8YP68bg#tqZFrCfpUc+GdWhe#sLs<{d>g7%q_GU>k
zCcPzy^r=Zh!l_H!xD;R?xXadY*URqz=OM(x855dnY#9_Xc$X32X<fyO9LcAfdEX(3
zyo}*t5wy0`>6I*)80(NM=;T#FvHk&@0rSEWcntF6yv|ddI)s{^a1Np@0SpE^Z*pw8
zWjWV0Hoq$QjpNkoE$6vj1F30`-ui&q-KyBlZ?2ff7cZ7A7ztjsG~N=+^F?)tC!*6v
z3c>ja;;=FWhv$R5i7_YOaA)Vu+8L3b7z%J51GHk@{6nD`zsN_eYNV^Vs(Gvvf<V3g
za=e1CUA+@OR<m)n?Af6wcyv(1eXHws<diQ-xMBVWx}45pyTM-qO4X8J($$*XseF;+
zpZQD?sX4cB(JD6MnjL;7JKQx(uNQlPp?epDq$7Uf4ZVBe*?mvUT|X1d6iKSxtRJM7
zuAl+tYd^X1u;nc?r#LvOJ>*yTqE8N#@ts#@_&b(23dMked*H2{3qzZBZ^)ckNBzHn
z_`n#Ln;xk`t!@tbHJacYEF9?BMl766eYhufG=-BVc3c1K&FwG*YWG(BRR$riVB$;H
zG#uOo3t1Uh8DbIhCj|nHrGq{SQg>an4TDbujCwzwj;jVR#2LwY@-b0PDc0Cgbx_IB
zgB_N+*`8xX#t88fiG`PH*WhA*(8G<*_k<{GX2GhM+Kh6S<xuoJ`XjQ$I-?N|*ecMR
z!K|Y9mrt?FBjTeBvI3`6fNO|!G2{k}B3WeN&B&J?2|Bqxir$&Y@WgP8sX!2*>ib>2
zWTApWuKd;BHwE-1uND+K-|h`WX}(%QQCa|-o${G9iRvPOv6tbFab$rivYAULWZA#3
zbd-;9g_Dvn53@Yi<YXZO+lUtJNTzB^fcL0dgmTNdFUn^qRuuRL4IJlt<-<q=5HCd-
zme?<upes$zRHPx{d8Ai>-r;-J*g8V!h7`@G^PGJRy)<uv&EpRidrX53vKeO<duhVO
zjE<7~`+aCdPa4$RcdDLFN!up#*IAZ$%8Iw#t%?;e73MqP^}QVqkx+lWN+qSQ&`P@w
z_?x4^Vja?(czBl7mm&Aqs9Y1L<I-$CGc_6dmiWsMk^{@p*Ar?8u~z?1Q(_PP+U#))
zSm+5d2bqn(Rw3t1Gcj`L4N3-BUtfAzrkOU7K(l2MOOXgRccnwLReY~ZFh%SGe6ciM
zt62FZNo_!|yzy}@TplhE5}ATJjib2^ofTTCIs!_RQDu+I6WXcl8!0e8fMHl2mdGlI
z5W$!N5+_7}t77185`$DL_Xjpgz+HF`oUD@KWd6YDJ{4&$nuw&Jt@crs%wV(@!lN>a
zU|s|6_?d=gJbtBL_2uJCSU854s^W($$m|B*t&~Wc`Kn)&h^&?_doIcKlbzx=E+;iX
zE~Vya*AFpY)C#rV8$_A~dz(te%mW1hwRRLQHOwS^U%28rw^8$vgdO&Vfu3_Q#BISn
z-sd;QD%OPV<bG~kokr)L;wZs81%zihIA@1@1~tebL(6W$u&1fJ>boC~585ETz#AAI
z3FaN`>oK+T$j-w-ONSn-NY@axO@8S{&Jrw$rg^xF&GQ%eCxg4{2^unWd$L6rA5&w&
zo1PV^M!JYqFt>O+gq>U*+Ov67xVxEIzQrBuZw4@W2*vWz()V>MYiF1H$xTE!AWUv%
zBz7(uX&7Ll^z$xp5t1sJap1#PpL2ZcRDj~FU=B;}Qkphx%&7fS$xc3;DG7M2CT~gq
zrNK%5aL-9}-QH?v3pOlnXwT9Y@ZgSeBwZh~feQ5tMpP(aRL}6-fl71QVyNn(r6$UN
z44|C_5}^v>H*96y)r}k!W)LEBiRvCWKXO!Mp|RLPDN3zmN~G4R*3~s6>V#oyxxpne
zr7b3k#fU%~Jy<_0K@!_t*lDW_&nv-7B22A}nxxRU`HHMFPIJ^RbYkt?Kc;w*)?#hX
zn-(!@ptXgihxfx|`2g1J?I|6qB$5&jUePGfH_+rBQW>~9*VtuqUXe^3=jBQ?kiDNJ
z1i`PXjK41!t4F$nzDsHt0)O#No9Ea>D}*wxi#^9$5gt@+ptvt%s$Axe*V#G}S>=!*
zM&9ie70`Y{CLXL#>V9;Gp-K46k%<Ui;C7a*9?y#m-Y$Z$QU0;kiCV>3ro|cvIbay}
z(frmdyRBUOKqXf@s(oOjo6y70sYqm1%rR>tca?3q`$_C1gVv!t&#+D~>9SHXZ_{Cp
z<Zjal+E@MB+>h~!nn*kN9c-A4-^)?oocm8^&~|`S5I^dcXbwDt>*O9H*0Ukf`Jb1c
ziTg2YGJ!+5nAhP$xHg|ZgiP@5Z3j>p^ZPMlJSq{~P@4}C-0LD=!pC@y4kM@{B}2H0
z;o1@0Oq*CT-pmY787S^77Mpszhy(juz%|g`$7mi&V;nZ`k7yo;mf_D^=eS+km86<=
zFNZ|;U8h#|y5M4Z0S`Rx?Y%wxTMez_g;554ih~0xc)RaG&Qo1f@L)YCWu|vO3d!Qb
zb0#g<gyUQ`v`sF|o5+<s>w{mytD5RZ{^&m$RIy}|;1xXMDp{&Wb7W`u^Yi^wvCtAS
zl{{n%ZOR_Tb>ylZEEb;&6+E}sx++I=MI-vj;##0lY93Ac_~rKkZM7Bm90PCqL5ZAo
zd&i`|mE?Qd7T*t%JoAEd<B@oHmCULs4+W5>h}$I3hqD)~c(R|ZQat9@w59_n9y?~N
zfN!cRJZ;g7w%SXw*5`!F!N^t1(N$37tCmo|WzW$@F2fb}0mn39OO|Vv*Vzn@{_HJM
zK~)j5+C7=#PB#>A|AfN9IXzeOp|bYk=!Ug9b<H?f>>lzsB#i`nb?_uvkUfx6=U;P}
zpcxx905MtQInz5Ix)?6L_j;a|G<%H#FR4i|w5xhq)7;0Ywu<^lo6*`W_mB=(kV1?u
zU)+PzZbb4zrD++4*80DFbGag$dRp||Y|}+wS+8qtw8L%Uhu}y(-q~OKwzja6YTgZy
zW6IvC4BkGZWXB$nq6?Gc57&GQZ(5`G`}T)FQ5FmI6p2#w0{u|ds%4B`26AmH8%7?7
zg3G9UNq9*OdrN!^c5=zSLw!H{>=k_9U)^k_L1@2_aU_{925NioSboAXFq*CAh0b2w
zTIe2Fj_U5#@G%#aKr`f3y|(X{e@E=!J&!Zp3Pgz#Zb9yH?JzYu+lcfw`&C3QY~a<X
zaX_#2U-W3o!tF_Suf4WswLZr~liyzO_oPDnpc^xSBVli%OSaVtAn{~xC+lzCPGUd(
zX7uZaI(4?mjSXfuen35oxtjlXrsu!#kpHPxVPs-w|8J(}za@?T|6_W7ML_=z!u;Q1
zdj5;8QTne>@&75)^FPEuzgW)yVtW3U>Er(;_Wd=h{~s_t<1CWDOivDx-Y)!GkANb0
z9|6LoATy{Fh4ZVbzXE)d^X$dM<^cMGIuDcgTW4jlZ3O>A<S2wwtG7cVKmE_+>jTk{
zu+u}F2#*hisG98S!OlOtpPRcM^mqH8pBG<`&n;|^&k0}ct#=*1(CUD?lU$dsuMapn
zO0@zMZPm)7eZey+jL^;^ono{*I#RWot3b&CHQL3%s*L#&cvD!dX2UzSh79pf`oNdL
zSaybF9at4SWxy9C3%k@DpMuZ%hnXS`Qbu{3KIEA;-K-?*;_=>d5FN@D4;SrPu`t+x
zTd211s({>`gS^GR$qwKE5(1;}<7zdJOYaNtK$myobpqb*RY+dVs>Pi}^OX(H$7>^c
z<;h5{K#!m>*K78%yLg~JXWCVR6m8;FG{gZsn?K9|zCRm4u}zvz=e0%jU~CEwmRrDM
zQWW)K{5~HG_ij7<ukb*TuUDRLU+6-k*o4a8?|~gN__w)`xwN09TTgmFZ>_%C-z#?V
zwSh?ON~Q}!mzJQsRYoRI-zVmTKJKO}Nf-pAl;Kr0(0QfjD?8s$ta(#VBv=M$IEO*U
z<emQ_$O(&KZpA77t@%QE(wJ{MJ!A6u_OXV-r#J}nx6CB<``(iG4>XGwVgu%j5Ck#3
z*uB<lO7{x~b;5r~(i=y5I=&M1WADS8_;mW_3BEANutt)nUqQp$E$&6zLIQnBm`R+a
zcCrg~Tkr0%*V)JSXM$?h{EIzAw}y|YRCoOd2;WGGEB@F7=6{$d4<x$=-l84j|2<6`
zqELTk>(-*^PsQ~%qFHKEkG=ElHjs!}uDv0R@Q_|YMr$Fmzx{CxARijE-q|$^T;bn^
z;ODrjys|GN*HhA-kF3_ZqYWe#70EQK=Eq3I)IfPg0)4&!cQ_fIn~Q)`=0hM`>NUTQ
zF}3Y?xnxmzpxq-tbqhgj*XsJ>eK*Da*-5)fo8a&1VSR%#>CYR`-*4@Q(_XPdi+qK*
z$ctXvJ1%V{mJjTF;A+Sg@B;zR%olj(Z{zLyMT+41>k~B`AQ6PIH+&-e@CxkOf|2<`
zvXA$t1jGxcgFKOU<1{H7pG|%J2;eBKs(?ah6vq)9;QgH76ZL0-fhQ!z{(xwI6Mw$c
zPTc&!uqTX=hi#1f_<X+A6W)h@h-*E+zWz}TNP<9^{=6#%=ka#w9sc*Zaqz?UT@D7I
z5QRRz+$$u5Fuo^EhGHTR@Am|DvknoAA~m;1a6jUfVxGf%uyaI4KI(ZGdh7PmdUN%#
z-&{Ff5RLpeOFw9C`9TQF{|M3>@2BbRQ=tY+BW-KiFl*pd+h7IOdQ|C88@YOn@|>{_
z+%jVw(|G05282D$<kb2PfKm8<l@ZU#gPKP&vumcbO<iVnfC4sN&QJo*b4v1o_fAx|
z#YaSBsP)XA&_`TqhFCI{UIyl+8@+NT6K4<cLDIAkz1`DV*Yt0>W*ipb5jH!-o!evo
z%fSGeTOTh;_ZfHMG?=LS+zTAkwFGq!#2NkXtZN%Y0lU)qk9-i$Kbp_uHk#)Pu@MM?
zWHq2sPg!@&+oC8LFl}f`V#)j~DvX8oEJdbaIOh0x#7mGlsQm?V5z!)=OdmM-u(A`<
zqy12Pyki%h{`qHu$G}#b1?0C0dt7W3E<;H|pg$0_qvm;cS9<ZEi0k!?XC?`r3Pdg-
zYyy4tfZ;IHB7H-AqY0OoVEDolh=e^y-I`rqY+>vBcwPCSC`G>RYmti(e83$4BB~<h
zN+Iqib9+G`<(WeI2c|zcyXHnwZ;!v(J3=6rNW_E-o{-o4=3Zk$7Q}l}d{FQbrVOm_
z|CS+e>sMym@*jgic1a9^AQS5cUpySu-(=(Tcb!DrSszDqf!MnCBuxjAE5GWHNCoEK
zi5(<1^`>jUMm7mlYYPgnLX+nOEK&7c#iPMlvT<VOdZuF=kFpnlS4r~Ucc7zzCJK2W
z%oR%!1{dq)Z)QnQ*b0n$39I>-_bp|*N+_iap6Gid4uT6-yvsBa$^5(WR+)qgI}V8Q
zjlN*jNmqcclk}do_rnW#Q6CFVF)QO+poMHEt94?giocBsF;8gjL+VC}-Pr?FpZ3|u
zh5Mnq8-wb8gBC27HVMT?@(-iXmQW_dkLR0>22~`o<z0Znqxvk-7a9J#6^mP=h2^JM
zU(-b)D4hF;`{xRE$(zWWZCtnRoz`6;KKsJI=3oBIkg5(r83PHQYYWjm+2;#=7grG`
z(ma%9Z_<5bl3axt@qi6-tbe?@xzeL+Oi|F7^gW(HgK^3iwtQGNx@U&p57ku35Iy~>
z=B0)>B~!CurRjTL?+oCKJIEjD9wsQD%^b#N0htVlB%<U>1a5C#ed~77wU*FrGO2pp
zK|+#`mdv}LY=%K!@LV+hpaN8mj64i}z2XcicYC{fL(^yFckj*Aj1<c5%uny~9!RUu
z1dkbaHw%+(;2S!B4@~~>ezgWTirl;)^>jmcsFVQX5ed0JIDBU4DCpFw^QVEV=ewmN
z44<%zyRDqvnE9q?mnDVolf5OeGXge#(dqVk;k=6lb(vkAQ3~`38f7bthzZb;$TGQf
z=Nf7RrD!$mKQ9zmg%F5g`-V6Jc~%rrm;c05G&b?K=inXC06=e{Q5)csy!JRg*(oP~
z5OO>`{`6I9mv01OK2C9fAMag8DM#=id#3jiYdN-C_Tly0hEI!W3Pg<_TDIxm^Gv<S
zNlD9?D8HddIU|!&^57sG*CuiU=Nao7$^kqRhcLl)4OAZ|gL)1<G8s}J^Zg+7ff3ea
zFw=Q+fkJq}p@GIt!#Zle<`M-aX+C0l^S?i1I%JxBL^;_#!(0KF@A6v$On9`mh@25T
zJCzd}advgbn4s(W+L;Qf`%heHwK!G`TZzTJulHMBQ3`jg+6w^t?)duLuisxr51qLF
z0Wzjpvdo|q+@u#&9jz}B33|^G!WVDTV<xp!;4X&9`n|PN^^Ay$gKmd%keO)06qKuS
zs7YHEpB*ABLXZt|Lt#?jmJ9+4GRe7<Y@ZMmWC$W}gmSso_CNGC4Zh`@MGzSuhbnxy
zzeay+r~$Z-y|wI7y31mAhpJAx^)w8xj#FYfQGgUwjP+k)n@L$gTN7DHk?yS30S@xU
zC_k<TD!Wq)%rJu)<jqgt<d6<lrF}J`6P0UgZhhTARXqes^b<~ggFJAJ+!X)Rn6xgk
ze~V;5o<<i3k{rtn&KpnC3HxE@FM_e-Z|&AL_w@i%v4=!UFUhFKF8}CInI_dKo^|`}
z*(lgms#^EEuqQH(mHEnkWAqS3Gy`IGe5F}u<;d4{k)Pk4S7HEb=2Pd1hRS;1PlRCE
z6mjk>B~dMI24wVvG!cRjmY~=N2$KitC~-sbc(YC{OR7x1=-QV~JhD)M=up8R^8<aU
z9L|`nw7=^>L)q?=+zl`$B@cOo-UUKuvOfkqOWpm(V`XQP#rj0A=#`2?s~-&Rd?~^T
zE&Y$W>nx|I0HBq^r=gTk`R_^gJv<2vT6-sAu|~Zm=Y&-&gv)J@s_-SQ4%_)(Q0$pv
zWtF=<o$h1v$R_<F2R_+r%<I!-%9!{Z>45i5qHEXyyga%nqeS!OInVG}t!62kbxi6H
z>XnTwjtdfigv-iN3p>`aDFq2o^7ti8_C0hK2?F5Oc$qBW17kE-Sx=&hIaBF0n6$-q
zRYc3wJ|*##zgXR9#^G}!D{ZGQ-5OCkSh$C};n7~QEPvUxJzH678nxOP1-IlNbq>0A
z3N-~xerV-bftxry*@Sj1W|+$LnZu6mA<1Mu0~7A>sFCiFsrmpvUY?#bz;siyh*x!d
zQYmEZ+)t`CusO9*7AX;esQ+EXeo4b#gCQ!_FWfe)Iz$Qu*azVhPD<CbRpmQINx3)A
z3aO%<Y4fci-0aMwAX-<1kI2dQ@{^L=GB~2%qKj7}*WR@%9Hjt#mr*4gR3QC<l73P6
z4qk=J{T=!&!~rFuXrZAUhxP_(CwX|mP<%$!Kq0;K?h~ikHkYIY5NkTZWEM`xh9QW%
zqRUk)E_?0@SR~*B6OMM@>Rw<_6K7gn-t_C4b=)dB#ye%2{|rg$D{bA!a=hFX1yDD@
zt<zI&0f*kSKqd>XZ)(^XJLO@fG0|t!9{NdtgTk)7R#t3L<(FQGnHS5iG7*g05_GXq
z9f~5V2$-DC``Z-C9#{PcVZ%<72<jEthvL%6SrZrY?oCjyx%f?Fjc(u))o0IF*-ODS
zv}T-UsV3n{Y_i^<Ik`lR3=FV11VdaKx>YEHFA}RBwQ|Zhe06$3FhH*+cyh@?etnv}
zZ`M%1dKL>-r&Gi%`IryrUZ5r%p3H7pMyyb{Ys*SIL{qGrTyTB3I||_v@Xn?CVHnl{
zb%K`SgQ<F<#VVpMJ`c)agk)TRjLq7MT>$H9#e(P$maBc|nhoHSt*`9g?FL)A0y#SU
zoPlliv_I=2?Xsw9ijwNAxc3@hI&C5rs*>ygdP$PU?3%=yp-uRiTc$Vuq%6Rf2{F_6
z!{z!+_~@O(yl#YJ@jHx_rMq*EMUQ0nF@BW9!Mn)AHDZQun)H?*F6W$wz35BOX(nBW
zyDPWB75Sq3%2TdHI|?Gq$}QOIXRSCd4Y=LojHfEvx|lFY?=?#4YS3#!8(f|0(D}Ab
zyJm0UonR56c@R+zl_t0HTL+{7x{I9e4YS?sjEPW=<XXIG`8NaSp#cq*JEcwVv+;te
z9~5q{5Zi%i(n=ObfD;kkCI?N&-(uDjc97A95NefSf=X)z<7eKLSr=&Y1WYi~13G1o
z3e?O^;h$~NAM^wlxviuvwp&HZ0jr>OG;Ar0L`wTY5~<%U4!x4C^0d|kz}}|Q^PtwK
z24{<n5iq<N7T_(aJl7BL(jb@|#v;Q0C(d#0sQ-?!MQHniPmSldvMmDQZRcYPQx_oq
zG8FPNRyMp3h#(y?KK}0%p0%X5?cdNf;Wa85GNi?o>apv5N0k6SKkpF#+dk5)Kjy4v
zAgh34n{hIQtiZKo0g#?TAHkQ+wS@q5R>srH+BGKxDs*i!XVowRaOixE9qB36qFzb~
z)tn0gl`u_+pky4?idk04-jglk`=(P3<25ZcD^wf1IVQ;}d1xI2RGIY~t5lV}Tk-YC
zdF|n8XfDpA$EuLr&r#Mve^sY#;h(y)bks+Ci?)tpei##6<MG5zujuADDXh@-moEz<
z_K%vjc;OBh#S}x9A+F&gq=)z<;)e^R9aaH9pm0&uTr}p*<qO{{GZ-u+C)@cu5tb-2
zjG&SVK@zwSy#kq>=58_?mPWxVZJ#dEIZd_y5Txwl{WTm9OJ>$J%j#Lo;zqVBIg=RH
zVRtE<nSOIMJ_ec{Kyp%H_&{>PE=#<3WNqWVcf_7Nn0HLo|88p9Y$?dsX#XnkkyE8p
z_--rG#%2FWOrj33Y;`<&%GxBwgdH8T*^QAN+nOKO<0EAk%-)OAR@rSaI~0&<cU?i}
zrN$ECR}LUKk;x{P-$67=PjCad{%VE>MlB7~ISmDs;|uvKg<d%V6ifcTj~5Lql=tAB
zs<n)D51C)_yGs;QP_I`8D#o;`2evROg>tM=uR~A_Vd_P7u{?AMLsu()w-{*&!bZ}T
z7-0+5W-T`_CEssXn1?HhD0GGXKlWqmsgg-E1~OvnVuA*W+JWuekKXV1L4lx7X0wS+
z1z0(nCAal``1r=?;86o7FcKRl(t97z5OSNuKGkHMYSyteA8Z=OKS)h<Ai5Ik1uUmW
zC2p%jQLki-h}+vmv>1W?PXL^R@wstLTU-s33T|b@(#gh}2`%}=()$b3MK;%?j)4J^
zl3GxCep-Cf_Tc3-dy4x!Pdt<MKd<2-o~wlxAs<I6E?C!pcEv(GQLo_!y5ZdZ?db+~
zl1|{jzKlvc!MvQ?x?x=ZamB{GW^H@BKnyi*6K^BOyk5GpW!@~D1PvUXx1fXuy!N*{
z;B3(|3HU3wk_x;S*x4g;DhSi2z2etGzw*J;bTwfS#o?@5FnYE+(<eip<ZihFP6;1S
zKz#S~y)l7j{5Vi>VH9{#cv(^l6hrkzp5yGz0wHT(LQ@&1V!f?2IVRE#6%nq6ebtPm
z(Z8M?7?3t}JM8j@d7s0hoLU?+A8%>r8f#KGuv1g`Oqkz7q<+GHX2S~hdOso5@^<s0
zCZa6Fr>kDn2BedDCmd^WdlyO?fyK-svoAO{p%q<1ZV%JA3vNV|L6>+lJ3BhA{cj+2
zJF<a%G@I2~1vNm6q`QG~?RxVnc1+4F42R%Ux!EJ*GPEVQmtSX<l(XY2H!-F6ai)L~
z5FzC`!3ou$!_!W=cL(d*T+u-MeTJVLM*IiO4Q~m<j<YWJQANh|2&1|6{44ESlY$oF
zN|o`rdQ?tCOZSdOSMjn=YL1uln1VAA2O1zc;=G~Ni_dJDHk0|4=@{!v`V(kok}37e
znkVN{?4qPg5SQR+eDOTi$8TvaBa}&X`9=Nfa`~;z8;C}xO2(^V{n0(2fLpRAD_@;_
zzmUboK~Q7?=M>9=i~9n>LJ>-{)$x<&DzqA14GBwe7m&5ASBR&g^-ti%;?}2-q$HaK
z#(Fk>x}sDYN1N}bnB00<#E6mWE?$H3Mf`Mv)CLv4&^+gYf3_N_z;i377s)dXhnTlo
zWoM_|kx>VpRXQp^dk%)+`C&<C0mpBDDZ@-t_s;oWfQD;}&Xf>K+hpnv(!j_~O=M;e
zWwYj0m}d_<=rXY)T#eA!`l`KwCkZuHsU+>Zm-K6~^<8;caVJ31xIIf8OVn&Z_T&{G
z)8D^06+gtvrcA=v_lrB>>ZOGH*P3;rmx5hs<xhfF1tGMCk9Nb65H0PAw2!_3@DGuu
z7vi)cFcMc2_~%qH8N`I_1eIpUjU05b;Q4LtMXPRZ@Lx>K)#1$NEQQ+3jT%XRDp<<M
zGkRT}=1}=@@1Cr|^<az4Xx#u4sH7;xqD7(P;vDs740Pd@<flgq%yfu}rS8IH7FiPt
zLJ|B!-Uf9~%iAId3d08R!Lb~DCFr%80N<bk@;tf)tjvE$-2LNVEJ#FZQV(<)cyzya
z&o1u?C0Xe^+3y`afM9DkS3*yKPp=8x#X{EU88=6TSIhFTq}9R1m~#8s`vW$_(oxvG
z7UJ+g>klGFP5o%YxxpYq%5dnqiXRBG)=*uhn?=8Iit_r4IufO0INFT-S1wSskFzv*
z&2r0iwhnE}ZATAW5+``qIT|W2o?8My-RJ_84BTb=zvq>WPpO7ZNodLXY)K}eMlK86
z<J-4w5?wQqS3v|PVdL3R4kQ#>QW%>ytd$+Y4h>z%PfoW?+3^bj+w1Q=c-MnL__Gu$
z#Z*E-8d(K+r>(n#9%4;eLcG&WT9)h9j9S3z{EbyTG;?<hTT~U_TMb%{Rk2SA`H}`7
zqUFrUC7j(U9M?UZud6*Fpm^);8la~O!Ep;D*MN>p*S5l#2Aeaqw3P?95+deoIi|<3
zr<BRlCvo@yWqUMDl8#;YENb_Gv0?LaQ;$*TXr$Y4v=@={@W?Ca_dbor&g<wKja^_f
zc^kO=rrIBIZ-+<Esic0uj9C*>lJXD&;kynzuw3a|<B9b~ZB7=gK&Aw3i7R+VZAcQn
z68LVh>o=#deUmoS0SPo{C03OK*ck7nqhtqpt)N%|K<6aqXH~8!O3IP<S;5W`_WL=)
z@H9QnR((H3?He6$5ntahIszd?#QIe<Y$*<<knB0b1Vp-Ni5Q%Z!#o*V_UYKq+qN^r
zFfpiAfHr~qtICv%BS!uKV!rYlEPpdtHR%BZPB-XTc`XpWw;jm%xZKxn_?X-}>MJ_(
zZABb&dVhNVyp35+G_s@RZd_nt0+TY*a|ow%1K92!%tquwJT1)~r@Z1;yp{`IWt_4p
zs|OQvBi`pXOTB(h<2@P?D=Je!Gu0XZm9JZt+}PhbSHpo~9<0-@Lp>_)cl&hluwh5u
zx}ve>=^CvVJE|qRGm*BW`y1dc@}y~|Uz>NNaxRnluo#shT|0Kz1O}sF8V357MMkXd
zS+YhiYtSrWH=MP})wW#ZBq(^RIzEU<Uv%3b+(g;TAbVJCY%_uJHr#?a--Htk_Q?+V
zU>t2K#`RR2UpnX+->%%=E}NJmLV^u6t@&?~9+LX!#x!FCEhbV0!z-kYuLScI+|=Q^
zSd^ip^lT`se{WX^Nli+jsy8(Nbpx;B!tG3Nc1?EA=|eC`Z!M89YeBDw+%Km4on#od
zpfHCrm}al)_A160E>l{IEEGBi5ew{i9@69QnTxMTGzJ24X}9JN3U1N1Ve*98TggK-
z?B>m&q<Ot{;hXdLlDJ|_>Vq&31=WmINhsKe`)?Yc`f~QmY<aGK6iD{;Kezwg@MKa7
zbB?fBC|bW}8PY&gro<nQmzukqbRfd#I_Hr~f=V^}HE*?PtF&H$PUu6|pwKiM_?z24
zj;E2<f%AL2!dWD;Ga}%=7^)Jy|FzNto}=l5L4vDseQX9R6a@fZ#|E)&_zo*7VOH6D
zHC}&-XZ<;)Fmc(*{&cos<Kn_J={Um{2u8i*MS?0%4;&XSPfxxdmQ)WYz;-C}&4i5r
zF=7NPkyQvGM73xXd;eoDA&R@E1BVLEE~Ln(plaFJL7Duy*`7^B&Cg|GvKnd8aPMfv
zWo+W-kylkkWFJu#^}#2ty8P@NR3+ogET_6nY*114nMO{1U^<nMtYYjoF4cg<Z4-pE
zVtZfWjH@6HmP@qQ7$EOiRtlOs{~Qa$rz6Bq_KISFhwjxulJGBLcLBD(88o*7g^lSI
zB_AKd%TjD5YWL56UVL9E75Ec)?r>jJfIMp&I7lwiq^&@d<;gEX-BC)6;w@$3z{pXQ
zTi2GFJ*Fd8aQ|XN0+p&t$6diHaoQwOAW)-Va$Kg{TK;>ZVC!rrP69=vU5;NvmfM;L
z$b`6SBc<a~i_JS)I+hBxg+DM(&g$E>87d}D_2>g5@H-^sbTPu!Bi5mm|HxOh+b?oX
z*Ij$%8B2_c+b6(6@T4wYfa~Go_MwMOuT>en8A~BuzdmoZuB9<IV2R0F2@L}Ol!KxH
zo2s;Qw{gNv$u64!hZ3BJU9LZ$b7CYmBX*h)Y;e^Ww09)uEHwb|Ea0F%vIgUUvCJS#
zu>9;3BobA`EJw1vuU{p@Ba%QiIv92+DO4YEz*kPO$VU2CZi@pPP^33p)tA}j0H;gH
z;5c{}1E8=u#fV#!tn6elS}h-~qtup1$Oj4btOk?cPe%-{`i9gEM({$`YUFxKYvTmR
zz?gQO$g-<W)5O4P<3zzA+ATbT#OBU?{|l#Up8;t(iUYglW?~hI0BQl`0L(ddSnL7h
z!rV0kYv8SOdTte_3KiW^vg{J8tyiCzgf(JGWWb<I%LWQk*qatM9C!zaOsn3kEO#KG
z&Mh0-%XKqf{ntwAtWqz2$6%KOEMH_0hV|)%S~K}KB<w_BcbLkDoR(XNcQOi}Ac6(i
zWoZeDWJ!IB1@ycs-BN*F`4Ibpo0g=^a|XbFi_~9KXWbtD%#T<=F%-<)^UtG%ldi2*
zf~cK@*5E@mZF+p#NQNLeN3{xZ659Vm-8%(m8ocekv29OmJ9%T<wr$(CCYjit_>FC6
zV%xTpN%s8rx7Sx|RjtFdchx?6s;l~-yAPi3zWaAw*EdZLSG3cMh1)%DD%Eq39e#H4
z{f$)jUdnWW27Yvl4<_fcHIue+#DGG3tMD(8_Eujx@tMAZ-m272UKht=Gpw0zc@&+v
z)SoJOyH^CUlibixW7_JtQ+To2U=YR(WZ+KJ0!r#Gh?$Bnme!HRLa>@<@=FYoYUTSa
zS!G{Jt3v0{KjkUV8Grl8{>`szB~6q#{ktu=CP0Xrr`~>!pRo9MYen7$sZnx)=JBS3
zoMl4$=kFGyKa)~HlASH7sFywaxYtnR%qzP4u%KorZ<5&8u^5C*F-3@|1IsLXJwSvT
z&W_#WLajzKNHo@C2|12mTH`m)(vQ&r$l4UxDe?AAnFSt8?Ji<BEw)0)WL2k(wTzzO
zIvIm(^>a}jIQCafvoDE+%|%Atj>jr95#;7;l3fj~Sj|TeUT{-kxj(96m4B5<Ffp**
z2!X#67=ZX%VU|`q?~CA%Cpu+J^b?o(1BW$LoK>`7aV#tsKJqx}T<quhj{+@ZN#Bux
zrrfgh6bW*h`gjo&kxX|eem@LR)`cX;QDXMdPA7<Pch9ayJ!Y@Iila>95K2J3l$CDj
zfBLERGLc7P5tvz)HiZr2Vi8N<m#D_^S2axdGyO8v`mxN-C^p~8&1fSfvl2}<!Q-4g
zKu@@_$u6?RgMmOZCd-Wsho(t;qqgYmf#dQgqZoF@2}kPHTL;#5%ReFv9$ZD}(ij?w
zo4%oVl-tP_Khf6<f1NZu*%sB{`d7U^d||Nd%Ohs2YztEIT8JZF4MK`^%G9Q)t*?-j
z^Hrz`$F>6ugOV(lH(o*Q*un`2qz&6OaC+<dhiE<`k4!Tyn`9R2{w-B$MY6IfdnB47
zUg#lB+h(=0(8RsNq^JFqD!Q(0ObmBN^}TaPz9hc=nzKxH!!c=4=3z%_>bgHh*fNBT
zP03JWVG7$RVl0TOZ1NPh15(xH7@cl2+7T(+i%2z&Ru{bVZK|!efwNMK*Fc##g$Li?
z`fmDfg9JY7j6#)9S{2Dv^UYT%AK3S8@6ZwcT(&0!-Ud3g$Mj+S8ZO(9C!(rdm^ZaS
zh}=WnBp2hM`2ID4x?ypd_J{NLfvq)W3oMAlQU~4zbs*p!Ky^TzWjE@j!a{Fu=h^RO
zb?0N;%ie;`ZqNi(5w6c+{~|{NdCxqQD_uthl95Gfd@KMUC~=whJalx3E{t%a$qr5P
zv+IdTOFs^st4B7n)eKuVrnYSQf?{ypsPZIN8kC5uxt|_i<OS=T@WZu&L9%!$VKsC_
z4Zc=8@s1ZX%47-+M9k+z$)gEu!9e&b99Dxp=P~b5uXxi{%ybO<9N@lTeBuu>z&pnn
zc2dG=tjr<D_}ct^8tx^<__tkqn5*$xKnX&&1)F?Sox6pYFu;dVs)w?u6Z~v6!EG#M
znD9(5q>?}?h+r(8HepwIbQ&j%XX4uJXE)w`F#?ENsjGInyTs=fE+xZE+u13*$);aE
z-C2>Ee5$_kn?Wah$rCcHlO9dD)6Tz5;;oK;tknDdM;wW8UnVX-Yod~2#oLPL@ro1C
zaqt!L(Zg1ARPUeL{JtoQH&TU{cV^MJOt>6X2S*gNmx|7MC=M7NyM@Af%3-3r1`gqU
z_VN`?(|E_Ryi;K3Z&*JYnP6UTbB-(J7ZgDJu1DUf*xWo7^`lxYa0PjY1Lk~zo!>pJ
z(yBl~D4cavG)j)R;*`W5?CI%exKFS0>iAOtlhFx)E<RmmlDxH*MquHP)4AW3i`eh?
z=61m~fG%wK8S_`UDM2icC$+#wd~GGGk@%+HOBqm|JB28N?@Y=EQyI}grZEzHwYwN6
ziC=GY$v6!sW)-V=Xub2tzZ<pNt}izuklw4i)yNQ^8KDnK)3YrJz|sXTP^x-F8t4$i
zCEn=|Wsrm_h{F(<g~`Hs^a$*#ZcvI3E@4mKKqvoM?vYC%0scWPKya#X0vA?NA-U5^
ztbUKL_sC3iQ@T^aXMFm9->rQy?O#Zu&&~;Ovv`ii55Wa1`0;U?bIl4W%V_|h4q-*L
zn#W4!*g-ulT83&K>dajFD_&DfA?q7AEcy2U5Z%>f(peKxeQ}&w4B~4x@>##Ki|MTs
zbbl|R6>$<-(lqTnz?p#BjvJW$q+%Gw%ZDqquyb^&^_O17al2&#6?Q7E*Ez<DmZ<p=
zR&)G)dD9g$cN0PjT3032DPl8j7vETdDIBGiG7D*V_F#?zEmH^dbyUj%gv#pgulrOz
zFJIAe(LW>LF~9PPob{T6Ec(1V7$@=VQYxtS7#YeCuUsS%;$`>ZdGUT=n1}iND*HXq
zey34ghESj2c9OLG8+1F_4Nl0A8|ANbIsa;DDQyzqE*Nptss>A3V!FlTzHQJ3aPeKA
z>K~n6t|KhSCTBI*DR0AqVe*^(UiHNq5reK<%$Xet5C3f>O*KVtb661?!(Jd5m~2{d
zKJD|ejs;jHl(C6u8`Y_zO~^uKW%Vpr3J%<o*%R*`%E`27<565tzxbnL^CtuzEuDok
zCrmG8Qk^3rRb*N(tdlDzY~t|zBT=+2B5jXcFV0$Nwa)y|hFcMBg^PVZD<OTcVP44}
zOJaXhNmW-G9xqxoJUh88nOoHZ5A$7J*uhF2U8jAq-(mA?bIJTwAu^ONS|nlyZD!Qx
zJZ(!eeRQ#EeAio1>PywD3-TcFw=P;R(Q*1>-=+^f(1!waQQANn@*1g}ywA@V@)1A*
zs6Y;PVllY}r>#sWYp64)kBDUl?^@>?;9D8czxt}VA#t&8HN27ZU^?x8;kF(CinEP-
z!=@nYsDeI(T<ZI~sFd;PFZfjmBu~#igPcYA|FqeRqrl>fylVkTt>(WSANyCfcbaEs
zu4>t&n6DxiH1bQd)jXSdkV`(93ep^Go|B|UxCiu+{Hyasv=h!CE~HF6K<zYbCfH*x
zbR|rRyZaF0ugbjc15p(u-Cy8?%eTs)?;gA<5u9Ne_ESnxA{a`&`dzYvS<Twim6vx@
zhTsMe?W%=(fRScSZ$`Ps5W<A)Y=g5-ekp|q4Fv9^qaASoPU)X%5V`g-$o(vwn^E<J
zVVs=Zu^;TECtFsBWq56fr!#{JZ4k9Hi6sbN2t-?3D59n#o`!K<JoA<N1e*@F7_D5V
zzP9(KrYkMv8t;uM?e-gpf!i<foAtp}dF?SPWN_*Nj|Pj#{t`rp$f!|*g6rODK`oj#
zF%Vb;aT18M-h8PYl4J;;td+ZP1|wT@J-y_qoMDea6B@m}p#Ef*lTrhkG!^L_s-zME
z??pd`7IsT^p_{Qh!aMQq3g;3*9xHYw38${oRBazk!QB;Zi{U&aA5BBOE3jijen3|s
zH-`>eAEZY?o9pg7=t@~;BgqJtY8MJm=sUiCy1G(A3a!IukD!~@I#;2acACna%CrYq
z9clOOuz74H;`o`I93&-K(jOWe5i7nGxUlvNhgeP)Dr?r<m8M0)`m!u*PkR5lsCg@`
zDGl=k;ra!@_bFJML<Dp8#l%Mc5Mb63P3}STvDBSZf?_3}frJjN>iA%oi=R~$RF-$#
z<l<WD74E;TAQ=v)=l~YS9*bKgfed1X<lOxBP0Mu8FyWf4F@~90WL#6(Y4c=Kay1v1
zMF|frLWN>EmLf|E-Bt!;4wS^JT7fAsf@^P|Naa;+Go@bq^+4YLqn;@o@Im?nymM6p
z-Tvt@?_y>c1M!s8gP~rb?^3iy6rW_6^K#B5^->VaAC5K1>>OPn6sen~;yUufQogO7
zyY2xP6|qA%j(ddZN3c)vilc62{=G=>cC@Ag6s5sqb&lQCQx|K65YEM~Ibo(xwP~J0
zWb7#X8&QTz;)TC=Jq33Zbj7cXF$j$)0`G{OA>$aTO%*M>N>2+iZEA`Dd#;c!rW_$F
zgbW>WcOohn568wJzLTS$kthltwFR&89a$=;7;guHs)I5#eI>vYmW4vl;`#1PveLGb
zE2&U2zx6E~lv)03wyZI$#K!>ppL+#<CT?Tva8P}9_LcM_TM2&^XjrOITp7nBSCG;O
zV&_Y_c{K)mC#V<!FFOpt>Tni*^~?@rkN2@tDL`*<mV`5|PNe_AO8>AmU#SS~H;aIx
zGOXuFF248ikUMo1%u~IU7v@YYx(w>F^xiGrF5$H#h|e-?DfnvO9J-8i^ML}je(_P=
zeVEFAc`#L4tun!Mau2!;tc8r`O0!8HYAIFyb6ld<<RYWuM-&IP^VtJx>LnE&$-+oe
z(AK2^+$Xcvv!l{WIwI*>AmmA9q6*dyr{{!1_Rhuu=+9k34VC&$uINxk!-T3x?J-!3
zHvLDS*~~#={^}>4aC8R>Y?{;hdhVgETfg~yoBoVtR8Am<2)ik^d{eoJu-qrE7xs$z
z4br72PaI1adTXaHZE?N)PchySmq%r=DgSt(`cM~H;^9w|%;;gm>acSan*DihGcN5f
z<LM^)?<@j)MOIZOGJhgVwYTP2JZaHIZ|HdGr4?t)rinTx>?I2Ws<R(`M4rb@Js*N^
zW0rc`Ib`|jIl%l^f+3W)mV%g6{hePJt(!<E?4C>6gQ)G*+oxN|@=v6zBSCy;6`5o5
zPv@QA3366bg!La_8I6}V1}z<{R@#1toOT8kd!V8aZ)Ne7&uQq<)P%esq?S@PIQDeW
z3dcf0U7m-ujnGwE;$(si;m6349QW!3K^)<A^W4At^^WplmrSWNS>RJPgWTFvtq0rA
zO^Gy}?KLTr3J7%iOnxl{$!JnPWuS^rr8O;uXfjWFLw}@7UBnni^4_4H8wYRD=IBSZ
zk^N2uYvt$zfVG02YL~Ym8-1slZbsXU5FYewe}Ctlw4v`!@r>%1XD36qJ7V37ERz2?
z>?wQ?rfM&ba(7GVWb{}Mg_V1a+NHOL_>-y!&)T+4A+*JVfMZ=O%gr>QZ%~#>eGGnR
zdO~kOW4LjHMa3jxdyc<dmFohuK=#z0-UaKpS@W_3SfGpSIa6G7E<5AlhY#FDpNNoQ
zrp9fN?j$J)72dkE%@szvXiyHbM~JGp2!j?EAR7u&^`!M{2e>Na<P*3*=Fa41_cMf8
z7%tJwdFqO!lMeU@=Txq9r`mS-bUN@^f+@GL?T0Ky4V8Nt2zDYQdK6QDFBa5g+WaXE
zNzldxp|T|f#Ao!KO_O^1Tv109V<3(uoY|0P7nei0E*%FEaS-q;ch6siz0p6(V2qho
zPVds@g1DC&T!}yVz*;tEr6o54Uz%9j2*tk<%#8Sz2B8A^jgoRIq7r6u!0!vIUROUP
zjz}JJu~XCJWd*-#;*Ionv<^sLQ2BnhxPd8kH^yE9F%rwQytJgt*+&{~eP_HyebC%1
znJ^eP-m-t#=U_nNEAElAueMD{Up=hTIEzZJwN26BJQWC3e6?pT)W>LNF8td?Efm04
z5AZbAJ^v;4I4%*S9gV1~r!~LSOc;44T#V&bpA$T=;c4aq$j5(J=Y?}aj#e-%8WEI>
z8JbNhy9>G_AWv<#Wc(GAL$p`_c@a?c%jQxIGt17L^dfsI4$pS!?ukuT-8mFSC_`*^
zAai%6e`P9@jNf+!3BGMUA0Kz}SK-_;PLEhka{!uQ%j@edHR;7=kxe72qQu8q;PPgp
zxuMPq=HZ34saZUzWrQ@3hk;U<x0*sLoVliD706jmoCD(JbC?5&w}xpI|LnrMO1OL6
zg{*t~R$x?%8ag#gYiX4VX$zjhbFM>RXrNxPD5h<~Q6WDBd?$sJ9P*)2!cMDwb<C-+
zj8Yd9RWej+KH3Ayj=^+!;>?~&znK$O&|^mWzR|<;zS=PDfMQGeYY&Uh2YP_u)0joD
zmQ+C8>rb0My?K#mBNKu_2lfeXb`Jf|i2$iQ5%O%xRe|2rq$=1Qb)DaV&ypY<2466A
zvNEh&S!e=3PRH|4<*ifq;Xd;->b1*#!wvK{s=I0?*9<Uy54l760<4mB6Uc)+1pF<d
zn2}bPI0L?1$j{DEqFhyi-ggad`~n@hqh(FmxwmijcIs|}6fF@yk`y`;k6t(K4J~)P
zYyLNE|9>#?|H1aNaB*<{H&f2`-+280583|zglqg)*a$Jx{~@;jKaBnV`)oh^f0q4!
z$?N!^qeuQnUdMk40Emf+nIx?3+{|76eeI0h%*D)29nH+){+GNC{_%v%wq#F#@vpwr
zcBVeje{mf+%)6miP{*^kBy`miL3>1fd7*)Uq|}TgrDCPj=k4*C4j2ZEGBh|JBfC41
zf}39gR_;ynTkNW>jw82otll4^Cs(}=-~6}uU*Cznn*pwtt-YVf2DI!y?o_4^t$=O*
z2O5c+)Su%k3xCttito!@dYfgjUr>upz?hVZ9~@o`{$vOaHfxnHld(bda298rkGzeA
zh3RUs$y6_>OAG=6Q$@y=WAO1APFfuY04zFW^XhhPt&f@o8{bzDC3nRKlps|(1ewq1
zIC+jWfbW4Y_f*4vvUV@)zf7B^zScVMMj)Q4n;&!3`dCy~r)q}?{}Q+_<@-Vj4{l*t
zWX$r<_MQGwf!7B?2o8S*+R$tzbCV!mQpfl`)O=DMACULo=Mx`KfdL(Ldwn7jCzB;^
zx1YJbj^9?G4_Gi>j%`xoLS^-Ch`qwFs>Rem6Ryu*zHh+*JSC^!Kl%JpcewlVLCyC6
zu8#dD$0Oj~{B?ST>n*+?FW?<7;A;lwBS`S&IeyUAdbc^tfDJm3=<D*)V9%2>fC_gL
z<%{U<FY)%*=fX|I_vhKuu*;qVVpqP#g=F39f{mo{uAna+lYurMg8-QNPd0&t>;(V!
zdBHGIm?3y$(4MNI6fcu)T5Mkh9PKyw+-hNpkPPNTRNd>k+@jGtHz+#{!NUqlU(}rL
zh_F~S#O^gSD1w!eet`r6p7jQe(bOq{6>ozisJt1tS;WN|#{_7TI96E53Twbi&<&Be
z!w~UgxJnBCx!A-j;r63}fvX>}A{XIp?OlAFAW+O^LEis$PPqrgATHu8#2A}h_s0mz
zc2G^TUnGN(_$N}}jpQ0xr4k8csP52$tGh&GNWja8&TbdSb{lp8%%ev**ciUh#NhmR
zUmco2U5ONxzErUrD>S99E&2U%2N*7rEY&8iUvOLiJZ}KxN3jp8QV<e1-jhA%H-Qs<
zDx#=gtb4=2OAaPJXKIcxW&_+g=QzGpn+VOzVHumakb_Mm>8{=|ekqk7S}aY`@vXQ+
z>atM;j2DU(n1vFJv-iCG<k2|2tDjZZwZE316O|XsLgT$Jk=k8J@#fH<qxHfd9tN6#
zy96&SR$uLH2>nmOZ85KV_E+>9*u@D?S*aAP9BLp0po5l=R?t`L5+kOoQ{r;A?s)`P
z*VIxkhMU%7B6zjG71pMx5fF4mqIJ6*OIY778(1TgJ$XyRaYoh5sahOjDWcYRqzXHr
z(6qu7z-6a@dh7s3mM-Y`MLdwG6B?78G&Gnx9Jt#xUBreCbQxfZE%ZgcMnMo4v!$S2
zbuh63bt<~Wtk<rOs<9)v6^J15`tVD}>|jb8?^%}Pph8n1|0%tJl=v3DMtwU*8QoR&
ztK0}h0L+kpq9F_u*Os->=bT}j7zA2Veg&c`dI)V3GPnVmghgz+1|yw-{pYOCMj%i4
zk1ZO69X$zS$QjB_-KuL0jRGI)a0V;V-ea^LxQZXmmfNqIZh+{FpJj_>JsQJHB5-t~
zjO1z%Hb2UU=?!E9;)x_i!>#*}ZxlqzC2Vp#-?5O?Vp9h?c^6Oo;dh;Ah7ku8?e(Eo
zz}mbXMM(Gqfwrh!Al<vVhCnr0p!KB{1e4V{uDy;>*30}l-28fx{G_CVc!W++E$GR+
zSeNw@jNf(lY9SL;4v&DEa8=pLC>avcHHYXl4)&Zn9Y}e?fVPD#!bS;Z+vs`_4FTD}
zhDQHDNiPVN(>3O}4^_H*vQ6gMMYzeyIPom|W)qu)Unnx#JLl_GLZS%fR~#--A%UyP
zoFtqTVB+rR(vzF-Tna1~VV$CJVMtqIO5&p8&37Y^W+wP&F<Y<PXzNCR0`{A9Gx25F
z*~_vVaL!G0Nu6ubIKq|do}=ah9D?&)a#qQlvz_#ocL#=3O(bl4E;y@*x|#MHU1?{0
z@m|vqoRuA<rPZgzy5$VSbY)OCW1n)DzQ)nXb~n?oE8Dn<SUsmek`+d?r_H-+IuQ9|
z6bW0o<f!!Z%#6iSL&~=3Sv8Y|DXQnn=z?*Z;_=%@p#sq>e-Rtm%V~}c4qFla+JYUp
zXC#JQ#q@&xlyK}P5C?gayLyA6NZjL1IqV+#-e>!oJm}q*zermgoE3zM2A@ZW4eqB<
z#1#ZkytruG9@x{;V0fVL8dTlQ8~dQUJb8eTe`^eh;3kUDZx<n8U*H-an@Dky8^-*y
z0zwAet`Gh2FHtg;=jjsSqLVPytAI4Mn+ta#E}nuJe!@FLdt8_xP46Miybc#DwIX7{
zp<%<sq4rtRg>931Iw30wPcRk*eSw2r-Cdn-Dl?bx{5Wt#=dJ$;cdm5&4r2<04h$p=
z_+rx=boc>o*}Ajy6_7pqi1^)r(!duW-OspU<j^nudPFG%z*iM`+qhC}6+A2ly$==g
zg+}S1p1nitZ-3nF<Y^Nh;?YeX9=7avuj)4f&IrKI971Oma?LzIw<B?(_*+rMl)R9T
zP)%M8ZAzWx47`~&Tw6#Hp3%X=cq`)YXRkbZ0~6+vl|=)S%S&U;y@G!3{4<FM6k-wu
z#fq*-S%9(7oNL-m<2i$AgAQ+BDUXWJD5^J(X1nc3>yYq3mh=*<%@+ko_2N^uQ1L*a
zBC1T}1f<7?wi%bPmvvZbFYd+OhHER`Rdc`cjZ-(Iwa0z1EXf*(3UufjWwPG))6zca
z;2I;opozi8g@O0p!oIkQqPcmPv=+JY&>YM8_*Mc9^>K!*Hc^)b8a&!-bq#cIxnZpO
z!~KJ+t>{*b&$=URn2me?c(GhnIuA)w#Gx9bB3vgqTax|=#MD4|=Hvn=SXxCOP?DPg
z7N^-LN6m&ocv>SC&)?YOMzvctzk(gSke6eqvcfu}d`kD;LB91Ao#Ki#{>jaTyy-*1
zm*tD4+LlTRf2`4i@gl~4BeDJggB++L3)={!mkdD3ldw{J+wB2j+s&o^bKp`~OkZ<?
zcu8S42I-q($|;;lwoKCaXAuZNH&}(L8x=%3k<P$FTId;dPQlO7Afr*l@<M^jf=tcm
zh6(;Ae9zT;tdgfqz2~D$LnBrUL3WuYgtb=4PhCM=LTqc0JAWaj*00Pl!{a`(0}Jmv
zl}TsyX{U@0r0x<t=tHqUX~=A5Ch;DCJnOGpAKFb7t;bh}Hf(%4-1g4Lz^7-K88YK<
z2?|xE#liBwr>X;#dNBz>Rm|}wr}-Qt#5kw0R-tjDGRniGc?GsnQKXqRV|VjAhz1cR
z18`3)G!>1W#JDM1G6**3PA(<8lle#Byig^~^;KO;<VJ>0!#w)n|BQo-B!XQ%;-GD#
zTJ7x}|M?3Bx%_#LSrDv5v@idH0L-!mS?7LP9PCU<Ut3dRZkDs)h3V`l%Ydh8H+R8*
z;(`CUm`G~pSTyW<2r#4<@(NTW6+!>Wj!UyIkKz5@;3ed<dm?oE#=%cw+cqkp(wMM7
z;HclfiQ^ZXi((tcD(hZDPHu=U4b|Tf8v6+ZKX$9Z!+<RihP}|>*~^{Y5=?O&>I!rq
zUb0(80AIdlt}A9;Fb~(CoYJC3o!8aYzIk~<n<84Iby5!TX_7rVVr3iS#zDTiM6#}j
zNF}p#<LCF5-~KZ{@<J^l{VXzc6@5DwmF1PtADRivrd#)PIY#7Jyp)lo1p$6a5w`7)
zwu4Wh2w>A$Y8MbcL?I$Wu(Ty)oNi(6?@})0w}sDO{v%&VK`WfR!k9HO<uR%bDQP4|
z0^7rNwVvd<D|YOBF-wV?4tZK%k~Zlj#`a8%Cepb--khrcct}}t=Xv~+>ck4MRMMSS
zZCvP>NTv*f{=7;-{){PsjKWQJ?$^EC@RUWb!v%NkI1+AD7>XGN&_4UgUhVc`r-3Ga
zcBTjEjglC~iL7F1O+2HrY3Tgxh5|+USJ!9Hl~CK?Rb9Kw)e$HObh-~x&pwU*67%}j
z4UF`lUa*#9viinbj(Sm0809=LOHsog<)W8SvhW=hWVJF8%~y_f;|X`gcVALfzKR}3
z;hVe-M6yYQ%52E@{l{-YiXvCdV9&9XB(=45Rwy6!?W>$~Q3{Sw8xgI!VxeB$>h;ry
zyW@kk%IkN2h|7~-C$z6uDFrNZ=8O-gLWM5X%<yXqrLjVWY1>|4KF15;9ddBc)^c?-
zC0wk8vkG>Hc!{N4Ez0=|__`mA*0M{`Z!>>Xfo!e<M*>n&>b@XUJK=nMYh64Wp3<o_
zG?w?$gfj<>`S*pE3}k-#8^F7yzI7__<+@vxMwE1{?NGr@>SmdEJtEqr>#<5T>hA#l
ziQ^$ZmVvtlbjdQOK2+@9{wCRDI>u|(hvw#Gi3<)2L5~85W&;XTmC$!*f^+LOsgRE9
z7mbM6#UKHP#>P_l3IoSkUu|`?4V_@NYkF%8waqGc;(R+~su0@xfx%MkryEh;6uTx_
z9}dlCMJY?5s<UuzI2(S=^ieacr3#IE1%CKHQ4HSd1gGy1>SgtOA4kOozYJ2<u!c+-
zG;W^vE@EV=i;kSCo4VR52Zb^=E-xEJkS;5#GNC+t&(zJ1m{7LVn6;H|n9pE%fPUn=
zazA1a|3z3;8Pp2r$MtX08H<?eQ(9tkc2&$LME4Z#EE?&tMT_mYch+Cl&`*EaJQ1Tc
zP@l2%N$5m^(#_^YFZDBi4odKqM^aTN`fRY1bkWhV4=coWr<xRN_}9GcH!p#LM<5uK
zNUuzLju;zqD8y94&yAo|V>2M)_jeeicN!s7I8Jaz3AD#TJkD_5EpHB^S>bseZwCZo
zcsUNv)FO0^Dw9w(Vt|yUNf?EAqED{bZAyFbxH?D|^`%hOv1`bvZgJo<H;h@@nc*LA
zvrDV~ZgI3Ct^alNm-L?;md{SswJoX2up_s!W}0jq_MmY1eDkY@6sJu&CYaLfqG_bX
z1f}&jBKau*Rp$51q#sL3e04W<$(F$<kLM*?MU$&W<a<5un0On^lLg0x(^}1p?zw=c
zX5&Sm9%m!8H{^aSyteo!EH<mi7FPiSk$JA+s&l<*!!4XyhKVuZ`QWu7UVd_c2A|xN
z!|^>UpQ&Uh(PS&p^GBJrWoCHCyTAFmcJ4#=rvNB(gqs5CSUZ%^rD%(WI_}8{$Adt2
z{Lpdy-@N&AZu>q7)tbdM8q4BToovE&zh<j40(o*va5q@T7fvaVe-wtnBnV*{M%y46
zM6PdEo3j~sq>?h-sE6CSGixcy4|n-Z3&F9Z#F=L@#J4u6HS>QDEo+g8Q4ksIW-w%{
zRBQrhT}peo$-b<2wqvhSmV-e#baFk9-1r;3t)eX6s{^~a&Mhw#Uq8bt)?^Erl91~L
zPGc?;2e&k#8h|GFe=<P+nEz3T_-kDWcpzGjOLU0`i(*=+g1hWSL+D&Ow{zu=Q4KLH
z&rj={O4c+{6eQ$?f`b?8WKqIzqT9RM#NQ;?%v`&h8PN-~rIEBCoI$<%tvydraM_tB
zOPM+@2x!?IeI%lVC%F+9hMa*6Z<EgC2NlYFaR0^ZT;yG@2Zd|WBl>HU;LTfb;?4%=
zSSi`OuD;nT=_k~*_VhHn^^a*a9RKVBi3F^xg+cZ~wgfqjlY3j|1QQbtZ#!&NO-$w_
zOwfi^tnG%N<lvsNpgRb+6)*{?uS>>xmA=&xml;BG8bhGi3>@C$KQp&u(FSN8U;$V3
zPb7hjP|?Sa-?IWqA;ZwRYq|?lBMN&0*A5#jcUl~3)DHfaCa(U4-T(`|U4v>X+aEK}
zKD~+zBYNzmOs0V{Aw9NLZI9(@g^s8GF_6hHPwG!ev=fOppnVBqCybyvg~$6A&~sOS
z6w)b6{NM?!l8)DB2Z$J+ciz-i4J?^~9>$_kI`}M`nWkK!<#-A1!6~BaK*-v}q;uLg
zEHp83?Q%~w8&R?(w2%9(GHFPNkWHOqkF@zaZrmF?_|zu`il7F|yaR=wgz7#;z0fz8
zh&RhJaG>PGVB9`Wp92mxB}K+32CPfY!<tVi4yL<m4<cZlhHTckYS<j9W#)QIa7v;9
zzH~zADGpa9fU$25oa9vnpXjcnfccIt_Lo%3`VWq@>&Z!EJL+k*_KIR4qm+Fvq*p{+
zXH<S47|n59iu+iirP*y1{6*~AEE-64kpC2mvjarp#2ThO-v-L$PV`<0c-<!H;HSC@
z9?6Cs7!?sCy$s)AgHvW&KU6ce`V)2ER~C}UVwT_>lF$u77fLI%9|uKzs;%|LGrJMQ
zdlCPtqL5(XFJ0Vno(A=c?G_+8og|<6#V6LK{Zw5kl=#&C9>`zq$+-p4?!&)Ail@1R
zvl}Qf7d(JkDlc&9rMWh@)Et=VDKz&*=z(HnEzq|T#@)RB8*tAX)oWo9$PVa$e}-3n
zw5yBj9?^`%@eUmNvwTU4)_vJK1YBz<l{8SEv%AqXMfrJ@-{N6bSxNqS@7k+VNg8up
zuLGnR7BdeMMe8ATULZbTAODnMGkiP!UnAUNe$gyKtltZ`gx0<z&Q&F8HhSCQJWF`;
zcqWZ$s_{YxpwcG(>C@H4DAESaGFS?ObnKy?`&HB$&&5f16qN{R7hm8!%zm72WJJZR
z_y8Fj=A2D(JC{ttR;dUkD0}G?`kXwa8EZAg1Xg6jq#j*A9oBS3b4G*onID60!g-SN
z$Wp#T*_8Dxt`F+zlNJZhXTNT!Vs%|a*%k;g3=*i<d72Fbj%Bl$1YrsGkJ{Kv!DpKi
zE__>*1wgtP70XkCSN$D**Ky*=y4d~r)dP~_qpRDdM(h}A$K;#hqm4X)Ebf;J-ZhUU
zLFAm(4<sA*a{uPXStgU}fv;*=x{wM{ZNy~<Ixw`4>9yQf6l2_^NVtFS<l5FW@;p5B
zN!9v&>SRLg;8w%-J-iV(@7=LdQRI^6;Ak`S;D)|hF52yvca6mHEP2juS%(hUaV#zU
z+)?GVeqU1Q;~PxAaBq)zAHio$yF(e~nfoRI*CtzU*=>76PZ;Nk;TO;FYuKBc=T6hg
z4mi{=?yG^bfSdm(-DCY-0Rw%jox$`l1IY~Ubd5e=KDrXPbdDA)*{bu@>}9<$PZ5*u
zpmTm<SRyYAu&9&QI>joJH<p%QzM?3EzAEL<2uXdp=9b0f!E<;~yPXt=FqL2cogqZ#
zEAd9IX0m>(IHcg!)Cm_iqj>HrA3US!YU&-69Zq!!SC_l-#vL_Zes?1MOVQ@h4~N@n
zo2e^m_81K^{#V3o(J0-w*8ruHS}dWujb3b9Z?PSPCuEC;uht}B*~0kla`h<(tDIqW
zfuwd+^bp71Km-%bUZc{5Pf9|DJc;Whx;H13fy4q+4qq`Fu>F|h<IUL5dUjbEydywN
z7TT@O;)lCXa^QiyaK9a9O;vvH4%TjYIZW8KxICV9ZkN#Q0zn{rlO;~F=k#w`S7XOB
z11|A>S>h1tQJ-)x6&hCDbW}qE$S!7K{CR4v@!$O%0Q@*<*Dv0d4EQy!u1<QZ5*M?R
zEEH$ZwE)DBG`-WuPq%dj7R@GUMN$kYB&LPf`uuOSVOl<?{00Eyu=5J;jVym*?bW})
z=3^o2n_rs;Cq`0E4Ff%A{7oM=A5mr=ZaLoFMe>#d_LMY6k^Zgh2uE;Y3&zyBsJZuW
zsOL?p;!>2xnr^O{KRLSvweXa*_@>#RNbSw1;(JRVd`%91D;1~mlMy0GEz0q}k&)%L
z#Y~dsPK)Qpx{<C*ggfjI%_(4hD9+9F7VPl>PBW6?xKGtnI4)6t9bf+|Xb~HKC^WI!
z)-kd?4(YkTkS3n(ZT5h!Nc-f`+Ee3Uh1Ub8d5(TjOvBE%An}c!y>g-i=NpKdg3g<8
zB-NMMW?AKQUX!g7Lf2iz9QC@~>QJiwfl1H+uQKas9hzKou|!fWe!QYh%ewC1o*&F)
zPsU0WW5sJtbjf8u^PRV$*TmZuUHH)+UBds(8Ey7?-KJHxCX*3Gkz2E<NxxuM3h|t&
zEohdeqE8;UX$28}!s<dA4p<OELi$84MwzJO|8X49Qi<ReZI=7zlFWbtT%SJYs`HL?
zfPQIA&wNDpVk8!F>Ol+w(;j=s#OE*34%g$`K&t?XkIu66!*H-+m!`&<{iWcvTaA5v
zK~H#Wg8aFhZKg^d!FZb<i3Hs;d?J%WBk_!Byju>|rN1g+o-W^>isfnztYfzH(NM)t
zj6Xq|<^K|OuLYNBp4>DZ=YQq^=%yoKDCOMjL&q&)mKP;I3=k~_+nNxcocY|+w?UEU
zTQ5c>m;l47(Ct&vAqRV|aiRw@9moB$N*&#`WhDmdrpwTO%@fy<-iP(5HF!4@|IkKd
zf7J;EW`Zb*2a4X4=4mArj1<CHDjbqYVqGc)O&KD<I>-Z2rs?Jokz$$uRj$lmbQt}-
zO}cNZfgdDSqcnf#%)a|EEScnW8;}@$@8k1hf?)^w`9(m93R?_(8U}HWOC+hgCHrdc
zVM-r@2;xOScss&iPrDm>;~DqRXCJ!TyjE`j&h$FZI|{IKKqP{Bs+k<dG}VHQR|5cq
zH&(O83{&0^BTsNsyohXINmvitpN9VP;hNe^;a0%1fg8bt#ftrVnbzGc&v2ziZUH20
zAC>#*azJpA+vdKV3<8~~24=RrT8{h(A(kaC{X+snxq{@8SF}&zL_?V&o=dET$%%0p
z>Ck6cZVb1Xs5hkYJ`yGm0|dJEBmk<Ce#Q*g_Q{rwE7iMdz?F!pL#NEmyj=x<1sQ25
zQ>URwDd5256}5^sOZB3}P5-KslLJJwz?#5_t_;uOh-VSHEn|CDq#N8<WXhNq#vM_O
zVgqi3Vj6^U<OB39k(1{(ym-B!UhQb|bMiGtZzNTgYQFrzaQVpsz($9<cTTR%)ULz-
z<d5FW3<j-P2ZGy&k<hf5TXYZ8<-cd3>2y%i%6zE&L{5BRE9cQ(5z39UP%jh^*fW&E
z;#4rJOx{<EV<N{hqzQrUnGDsfJrDSzuox3q>l&3qyE!#=Ucen(h(w-*mmaIEKy+wn
zMUn;2RrDu*#?qsy26@Px@r!@v1oNMVr+oH6pDOM4=Uu=U&v|y6gAn>;RJB4OKib9S
z|5x_Dd(9cP7QLciC*QEG7PDJ}=8KP%Gs@?`Y?KSzq%zIBoT0AFVtc`TC`a^}*%GWV
zw)m6$v7LSCy;+(gE-C!zYx3Z}mhlNT54&M$s4nTBxk$S95Jg%zX5F32PxbD~Qzv+_
z7Qv%Tlhh>=VMVN+T6p{xgL~fe#hY2FW!ZO@v^vrrlS`f_r{X8<yc6x>@FPF1!+8O%
z!@-O$zCBmHCafMQF-%%1pHD@^ML-8sqQ58Pl>?b}2`9Bg5FlL>5cjhnndyQr3F^<X
zaf@mePX`OEMeV47btnUMej^k-blP)X!;xpR+V-cH#y;g7j9kN-TJPCmnw#;4SFhbn
zEir(@0keY(W4bH*{vP%`SEDo3*VE~kr@q=RB+JIBP-ipJYs48!?_IS?cdTKglW%f-
zDC`nKigV{p<PT#aPhyTa5@a~jz--fk|5!M?YM(19+n2*Hs?N~kB2!wylhTprv*!8J
zyN<nPG!v)-VoTel9uIlWetIF=<X(VPqdfBpT0y((eZ%n&te6o7+c1U-Ri2Az66a@C
zMFizwH%>#Zfs|eq6+VlFw=Pp^AF{!az%jGKq$0&alg-ZtZgX0hp?asH=#gn?qv<K;
ze-;q$c`m%uRW&&?-M<fkIkvW!W6I5Xeb4hDn$>Bh0KY)JR4VPI0<7k<)z4yjq~89^
zXS|&qY}&+`a$x_8z5SOoU3=A=rK|pq?zvT^Uh=HtP?Wts6{k#wkN8h8W7&7R+Q-d?
zQWF5a9!-cxe5EjUOC|qF+g}k3Zy3Z_asiP+&qYXf4xCVH1(i_oPWs2)sc!tJZCTY~
zo+YshE@QK)iY{c^Nov8IM^bIZtE^fJK=geMzdn-#tE%PT{#jx>uPRNYk;>mxtDE2J
zST_33_dUis)aRT7b^PH7_@fk-VA<d{A|8BRagwu?1)X`zk_iPh)leB<IvhYSLUQ}w
z-1t|FS?ihF45X@~;Ae@vwwP)UP6wu{Xx9{<TG1_T<tD3h+S$Yd^`lB>0pYDBv~<RI
z+Qm^t-I?awu#14^TfBmCEtoYu_+GH-5_$vi2j@sKB5Dsr*$nXEb3T7RDZ5LC86(f!
z8Ii2m>eXj?oW!QE3%~iOTRzz~uAT$8a@$Au%xg8s53f?fasWlrpM(;|rd$tt3g>+b
znvu4>UqnZF8^ZV!D&=B(6c{AY19;+U4{qDCZTakh9-M_Vy_q?+xnF0d!|W+Lzg?Dr
zu`K^W96PtOV!(X|KFv?YW$j+~2Hf}+1p58vJVq#{1Z@DOIvTxKaoMZi9Cns+lUMDz
z4Kf`G8@T9~mbwTsvO`3rE@|R+!*tf01eJ)BVt0172Q=X1z}yafQjL!1ZCn`S(h&qL
z@t^FD_7Izi9hRq46i6I{cW{CZ)Jl3o=E)DoSy}fJJcIz@tsB22!p-m12jTtmS{|Yj
zh2-M{;d4K?cef<kMf>tly<qeGElp4d0RnQCfYv7A^SJNO8K`zK*yP<}HU^d3f3_bt
zW=VuPdY-IO1K;A%p^NG>m7&6nC?+n9Qkb{TuEOWb)eYUH1n~C|Pkb<i0MW5=+&vC^
z$joOV@yJ_l+dV9>pUw1TM1Q1UTcl)2L?JY}mWqCv@^Y{qDn;R9yD0bg+DJJ5!UND9
zEv;jf;d21s#z7&?_S4D&h^V<8*1ah5W?<Xq!Q=lO<RQ287J0DQL$)00%?Uqx%No*F
zlH$Vl{~dx7OX-a~@nze|SiVP0X_yLGaAnsrN37}1v1D)QHvm^-Y7_pIm&`v|%~FwD
zBZi&lGgb7dRMWlZ-DNlw%5sqWY2`dzSj~A(tR+dmYp7He$cWJAJ6gumG81zl(f<hu
z=}}Kpb?Kd8c$ygPI4a?fk#pp6@q^Kr43}VlR1qgosKL6$4Fe8})0MP6X52L(?9{qH
zu6vpkwGIVZkF^n<h5h~0HuamjyKdwU)>R0plK0G13jc{kPMwDPTDbA{(7@7!Vb$T-
zU!Q2+vib!08yL*>JgIL3EsS&tu2XL}ROM5Y1>IY?0d?|T05H~fcOZOD6Qn?^;g1r3
zeMw)PadE<{jSCz2J<8I&xw^H})ym@D7|J@8-EY8pc_}{J(=EbtS7`358Xa5HF<$vg
z1i|N)UkG-v%N)<o9@QKVAeUSH0gAriqUcWH9p2~y&Y8{nzOO2LClo%WoHa(Z>&%bW
zrDB&Li{A3(v5GEB5?Y`=Ow3Pk@qV#Fu|EY`-U2#~-4)jHhw)t5I9kCWii$+Z5^`}*
zL2w06?_IXj8tBK9S5zO{BwDV&Ar2PD9HBI<KyTXbNe0`kLO!B-SLZq%1SJ3SPPK4u
zgh=29?D>n{^GW#m*ZuYFj}v02e~@(B->>JF4dA8YD>BOQ^D88gg=FotJiv+jSNmTV
z+3~{1@g0Z2j=v;=NJ+T$r@151lIU0m_=UTrV7Q>{AxeW2EMWPwV;1H=NAXXzJ)^BU
z-l|_&On?cNpSNdMbU?#!yyc7d{(uboiegQwYrB9nZOkcaJSj@DuA__hB5+)W7D+f6
zi9}4cEfI+}>{b-iXhPOTpfsi`#5i8E4)nL*&!V=Kl?w-q@KUxLcgGNuyERN|1`CXp
z!I=k$pK+llm9WCjs&siZt~mu>Oyd+tH(v1tmo&7b2}t%g$wRtQRgO~by(QnL$hQ`i
zQzr(?k*P6gyK%C7EuT*kW$M=;o~usK$7drfpLa&X)0CX#&cE63=2dPi;#dae2E5z)
zs^MKJ5k%zRn^f~&ND+fo_50(j`1;U@A`piAJvu(eK@s<yTA^?_J3~dpE$PWE-m-Ew
z;uIut>&Rnh4iK9La+tVEPw-rHsPfDyHN8R=^ZNw}P#otEal09iaEmf0nRZCW;Wxh+
zKAvv|2e`h+9G(sjuuI3+bOWNNFv?4B&&F<HVa;G<{G2?X)IZ1FGEh1;&WhJ^dUrcw
zarEo|J+qA1Cyf(lDD(ANTk!Whnit;XBkR=lW(d&}9Mj3fp<0>jBWeqLkOlsYqMI~t
z_d9dL2J_*g<QAkMqp304PmB7ku9pnG;-o&y`+LtOg6xnLg`K^346P6FqrdWRT!|VB
z|0Cuj_$n@6ZkVw)avO5(Umh8;sGyx_*0*2j1Yh!8AAN1%M~JXqxzwr&5#Nwir8VmR
z8{F%EIJW*{hj>_7IR2aV;`(o3>i>VV7YFly5B~oc?e!n(>i+}U>p#o>Khs_uEdSF~
z{vX<l<3C2V|23BX9qsiW3hcjnvJkVf^RP4jFZ@?r7pxzK_&T(ny8nyZpT|u}N>?-1
zR8ufm9vE~mYlkGVO*C?}!ya-_F{PveJyN*ym|aL}+6sCS2n0}UvE}S=eN0SE;bB*<
ziO$&HaG7s;=eQ^@{=GLZrR52=wb!*i=R9AE>h35KFyj@dEY#fI*CjsBsrl=uc)OwV
zTvSXtIGbwUt>R7rL?k^{I)5MATTd?EVGE5t!rIEtT+`)zUw(FF6flN;J+YN3WZipw
z&P#+z5JooEvK934uDn9!7zRIF;<{opA_bmZB+i}^i>wM*ZXZfZ`8W`Wn9A&J@_Wwj
z`#k>`iA2Q%K%7HgoG8|Ok6uSG?fN0HH-e+CYat<7)dcypqWI-u>x^SfM{qy$g_;HP
zCnifCwm*dN$aN6II`-!#1Ii4lE-MJi41N==D@Rum*BJy?$SRMaHHr}rM2TyLOwG~Z
zMKTr>`(luU<cUOG?XD+<Y@SNg*j1Ug<RWN5Z#b$rHa0;O@7S@DWNauh3m0+F`h*%F
z2-fMs?h_AGEHC(j`McJ9oky(8if$-l`nPfzRP++86s@DlR;(UTApu~+>631BH1MXQ
zBSaOGyCNfIyep0)hjgQxUuOmtmypgHS)G|yEE*N~nO~HOiVrBD>I?<;h$6wr`>in9
zU)@`%8Vh`Z*WsMM8@Z>_8~s<6FWEgvCS|dd(I|#3k}-y&R(B5|r^vJ?wx~^5=&S}g
zQ_Q1{7PI)Ocw{=#4T3C-h<U?jK+Pkxp$S%e=TWLJx$Bk<asr8bRF)i~NB1Hbmc0ln
z9cx$^0NbT7OEaUh)o79{wG_jQBzQCXklV)EPi}uQ)w#Adn>=r>xi<dVx%m$E#hkc8
zsVz<4c;(M`INs}WLa)~mBm1aVH^ViKatHmOPB^k1I{TDUrdOx?jXA^WDd=ABUf-1O
z3&tgkSGlZXn@hIk+TK2o;a=-r>l*Xnahc?$&>oFD9iQ&VI%8bsqI$$5v36t%8T-em
z-Vz>|*m5alog9>004E%b+L1HehYQ?1K+eDt-cE~WuRs%0pKW8@o_Fc~Zt!R((eSOr
zVy&p^t|A<%FT~<_%w$$bm2fUD(QVTu$68rlU359+cUkoo$O*Ueu#6U{7mDoxT>pKb
zTJ=5=yar@j39fcoxIgr$+h#>0p77OE-+7Nl2X4my)$)GH_56N6@!Xame{(Z|s0AT1
zOTx6Di)hpfyO>FLs^*!YaLMUw3_G%ep@SM&jsG3a1~a9PgX`6A$>In!?VLQ~!220R
z@5sIzR5+nzZ-hXU?eA&T=j2Jxd1+!VdZhI8-m<sSzt=%XU3BBDP3K^FvHrZU#4Mf`
ztoK>FC{t{S08^a@T$Yjqybvd0SYua5S34R!<DwgwrgaJS=;JPHBB8M&<h_!fVvvYr
z())2?7})L_YdtG^88*3*fSfBb>c<?{{$pe_n03x_Jq_fZXAGw-z53?}P8n-cyZ5|W
zXay-|HTmc}%S-j&6wOnUnp?NKr$(fw=ll42h1<Bt;D|egdxm3d0AsSO113*{wsU&~
z;3DTqVdRX>QLVL7OnnU@pT0ojK7?{l(oSG`cOHXxS4APfIyD5-5oG3Byr`6YiIoN)
z!l_TY$O2x+Bfwgy0<9`onJ-`hu0YzxR1`21sx@kofoG!DxB-~aY!0;wZR1iqA8Hy=
zWlg|8HqDrU#li&D1ql{WkfA3iYRnsE<7&nHbh_;vN?iSVL9T~2eA93+;PCbz#bq5>
zwZH6^_1tTywbXF}VOx!IMbD=QP!9E7x7d}`c*(pYm_G{iy4Niuv^o=~0)nQXLi_pK
z`Rf(i73;aT@U9#jIv=x`M|KR_Vqhln#ZH-7IJe?n{FFH2IS4ol>e{h#!_&m?C6A-A
zE%MIuZqH;fmH90!E+smsOjsp}KgT%>g`E^OWdU9xQT>OwEjUSljngu_k+lGGEkX;#
zG>nDl(A6v-gP8&!wZkl}>`4+J_5hs-hfKs0uqhmtD%rUN{L{NCV3<KkoJV0$u^bY?
zqlhUD9$}c}RH}hOO?8Sc!xYJ=BzLqu_2b)%@-F{vXRGt$CYV3(=wPL%-t_1<^eyem
zB$YE|y5WG?aNZSe(@EF!_L-^Yh1-O}SL~syZW25Pkr->77q<@W9O?~ZrUWu@t77bz
zu!4F_run~~2o@ah=ElQ#Ec+$I&#CWAuumez^~y%5rwR5VsZMI#6t^Pync<sl7u(jA
zwFZ23EvllfUnUe+gk}tVsKj#Tx@in14N>quSn=uF1LhRzF0;RkV{;oJmAgf09Wzzy
zU5<MGe%LqYeLvUO{Hat-9lvN`rgHv%Pl$}f^0GGc2x6E5+cFYjLn4KIPcn5)Ym75Y
zX&o;&BXteK5lco74e49q1WQC0onSqaAv!P8F;(gpHg8iYU!=2p!SnpxBHWEpj3rys
ztyXzH(pbf6kj<&ZqI7A*B1>-^<w-!+O9WW%ceN+{lYH0vO!dJVan5c4u0;aZg(Fe-
zLrmqKtR_R4Ccge;?P30;wk~87db5<+Il908a0W&O0sZ;I3%bI>CS|}Nkv2bOH$K@O
z6%F*tJjM=aBuiJjb(3IMB7?VLLnJ0Mfa(WlJdqkkduB76ly@mbXV7)SwZ!>j>aRD-
z(sOJx;h-BNbex8^HmrtM#d>Xvu3krav5Sm*_MAiPdVD&9ojL*TYn6j&b3^s<)LBt7
zxQ}7hz9>I5?pV#5!RO|0@kFR=pN~rH=WwdW-`}E>Z8V}9YV~uH5%OK;dK-D*ggl4i
zJm_>pYjbzh)&^Z(ucpWzesS~Mq4>xLR#5zHDzQ-DZHcFoC2a#m@6%Fl;-P5iUBPl3
zi1eSmpzu)}?n0`ii70Nxbg3j!d<X!##;(yTcl2#yd~<ONugHaKAP=rUsB?Jz5=64@
zV|cx4OPEre2iK1;ja>|C=Z+kWAPP#f1Q2?f8z02XT|)zcK+Wj^$iZu`+o7tVf34d!
z#=j8)yq2riL!ElrWUgZj(W#^PisT;hwA)+Fvb{HXAMb*10TbAKj}PXYF~7~~%CfGw
z^QTkC5!18jk+pDSZU6moAVo^6nAjp^4k7J5i96Gd;#1=PB=Kn^h|@bJAyCd$k>Z<T
z`<X<LpijApjbWRXsi;w^MQzFZXM%Q7B49$}zyE^Pa;V=nBeKqAkV7rk&A9c1fgcX_
z%YF-bqWWq~v#mcY(xVtnvz=+cTJJ1$xwzW5ab|m{xbyBxy<`uv5QBc@T*$t({xUt&
zeb#;8T8{m!OZhY5M6d@LoNA`cjuYQ#)9_0-HT1=K49`v;X})aSLiLs-79_>8LB}-5
z2wK%XC4MBzq>(O08u)9PMH@JH1rvs0ltBojEYR(rh_Q&BD;dMeH2-H?O&t>=1an+t
z5yNTzL80ESriG6wVLklE)}>x&<l*p$_`1d{j#6FsmT%GpzG0RvbYhRUHqZ7D2Z{D(
zG{Y{V>}+|G?a{=(rn9&O^#5Y(9b+@$!nWPow%xn7?RIM0wrz82+ve1s+O};^jl1}s
zZzpfwo$UQ*WhLwHN*2!RI*tGXMd;%`C`OfoUn5U{%1g-|R{k?q+eUcA*J*qB$y>hu
zD3~;^<E8lMF;}Ir&+{XO=75!qwo;3jCK4#*gNFwqWhGbWC?)Y&*~{k-?JNdzgyzUd
z1xui$RJ_1RXfeUW;ccrGZ^5#7J2arkrRfwcH)ITkB4vg?ZJ5|Ts5L8z7p%v2CABT*
z)C+uW`ZInB%06rh@{B{F_JYVD&g1*91EFi3)j*0k-oFiW33%1O@gUHam44fbbqt?g
z>NterkP%q8;P7)hSK4c0>NZ{NuQm}uzfkBP-An=#<2?8Sb{{x9TTLJNsK#5SEXNnW
zG!+b1eowCzV&|Rf&y2G4#9gcDt}tae+F@tPa^{!G?Ln%YpkX>{D0a?urZ{j?Z_0aA
ztc(RaxY0J5ux2+Q;(<Jsf)33wPs^uuwzt??rvO88mb=?KbGD^+YI8^_ku34%b$_r6
zJ<A6CP9&6`5LtW{k;D{Q1;U@X>(KIgB$6exL3WBH8G2~IbIfgZI8-DSg8GflH&LI+
zsAI3xkFqNqfh`U|Cv}I30s*IiN4uv5fv?L*ET$_hVU0cB_BF9P4}u854tN;N+WpN(
zXcV}w-fmrL$*<ZL`ZO$e=`w9pffX_&&8jSTC*96w0$s!f$avUu{`_OD^J2M7wT6q7
zr(Iv!Ntt#sKa4{7&UgrV4)jz6=Fzm}d3ELH+5|7TcGuSyC;PsaNM8q#+{;ksDTxzq
zRbOG1Qon@5nK{*m$0Hd{DQ`)M@4`==GS0wsR<^!+tGp)OJC?JfUHzCNo;mnVX#Pl-
z1Yd>I@0ok+`t`MF@cJM=jYLB{%Ol9p^<YTTk?eJLXA8R|=eT=@Bc@3v7Fq8q*k&7J
zkE$AOGf&0ooD8W4zwmO}C8#A0)x}|ZjvJOQD-$^Y@li3!%tgTP?IUcZVZ0tf5T#=>
zFRX;<M%^($er7>QE$%-C)PjIA<0hp74O-zjX8^lG+lccvrn4oc1@VF614X~)ec0Wi
zyp#?0mTK-oKx5NUO#^ipk0MKbxafAo3)HVF7ZAjQ7}Y=Je4?mutHtJJ`U3{@CADf}
z?V<{b$rdO<4)so{2axE}MckFcY6?8uwsQxd@KEV9f^38tPrBWH(iSPeRn^yef8!3?
z&L$+FUOPbnSCQB4G_Il)+a2!G&xrbv210WVhNFl0-&WOxY$(qm|Ik)xE;j?egNJIO
zoqrXbf*hV!2mM_+)xO*HTkGFJ33Fft+Wn*Xs|KmCHR7o%WetOA8&iH<$qNs^fYf_#
ztl>Gd@@;GH@ld;Gf`9xk-zQ(vzNFTK_zlhT;VHmpg-K59+%$ZkeXqdr!9^{T>)bpv
z5?RfeFDjnekso%b6V%J;4Da{214ppsX+4+$p*E7ZL1_%XJo?W&WSL{Mrcu=e%m=C^
znwPcl7;4RnIDk=3D%^AwkT1NJre2d9RydnT*<EPDvQj7BgbIsBMPg2IZ$(WQ`Ep|B
z`$m3wM-y&2K7Q}e?K3_<`CaniK;96howoChJWs~mzaLf483h|LS?=UMsOUl5SKW?%
zA0Jts388ixpffLEd)NmFt$Z8wz8c|fq03ypcB{*^WsBg8lh<c<Ojrb_7!xP%-7!$u
zxgO5AW(cG<Ea^Mw!?24G-XX>z&LOO_xs)@>mbezUmNX0t=>)C{?0i&w4Yn^{oukZ@
zyp*2CUdA4#FGCOLqmeGe3|^&Hkv&sya<lQ<{tH4<d0BN6bL=%jf(FykIOePPvAkMh
zXL3v@eun+3Csi+UPuKUkPyZ|w``PAPSBIeZ@%e{cqhdk#&_p=YNALi&g5j`(w1CV@
z=<ep!^6Wh`nvssjuxXwwils9YEkjGO{@=YDL^G$1&p{X*@Eh++kLHG-YJ#(`SWDf-
z`&_G-#0&uSk+_jkEyw~Ye8}b*ZA;X0r&JQfjGB6rAtjXZm-ivJ;NsoG5v|P=YY^+0
zV5Gc2gPTHUnd(JRNI0#ji(_Qhmyk+{)@shQgXUBtsAQLLglYGXamUD|M4H^-rokBH
zY49<AE~(^qoSa}V8-V%>i_MfOYI!w-P@BmJTy?wi&1Zy;ZYSFaInP4wECfY+kF89G
z;d2W$(lS-0+d{n!=brD`;)r=tq~V^*PL1w&Xi0i6>+YhN9<%EOeMK{~=}D5**sP!b
z#zcZM^4|5kD)0rSn|vfx0|EaJ1s4jw*O}YvI4t?p&|kTnT>VAci?DlLM?adAKB8c&
za0lq`KLxWDsQMS4S4k@0lx0;ds>-x8GqPm|smkja7m8&Lj+4JIXl<+$x5jS{Z~!op
z#^4>W@=*-S{u|9kFx<8%a9o2|`4)<6=N=$N!mi{U^{pKHTyD#wi-9yl!Z!m+rd<Lc
zIgl>SNKUo*y)G!;7X)DI6lg6xvNOwJXWBPqEcmln_6p=}Jc#_s3?#3W!?@1fZc8_V
zQu^y0(=|ZjWj9|YFX>*-oc4*FrzQha@h(n8Dq{-BGSx+%=(Gs$`s`XQpn8q|Mo|s;
zzXi8H<!o^o>hdw#pi$L8P@`^bQz#X2S(`y95<x43a~&PyWASHc{ES(c4+tdH)~C>%
zf+`I}2B@hza!LOA-jnF`VAq-{ti(v(mz_QH{wQVq)#SGmHsRl}6OQYFPIpCQsq^`n
z({dKr%<$Tr$*QBn{{ERFgNf4t!GAZtTqRjJ2E(TDUGG}6T+*yKCoEjZ^k>Qr{w4*4
zABCC@nUc98G^cKqTfbD@QbzEl@=Z@IZ#7|yYp`7*ywYAxzt+?=-9_`4+OayiypeAJ
zM*741r6y4z^UYxr$Tzf=MqR&S74U^Uw(=@dVnV&R>xZ7b$WNW=92Uv)J_D$R-ua|)
zmG2N$FisBm9i6FdMwG9tF15Y8<o?o7Hi^xJ4kLl<g#IZ%{SX$eN;D{Kf{ib6_*`sD
zP*7W+{1UGqeok(3E$+hnWRf-s9;FePj92i|&U!m-@@9&~6D;yInT^U?y8Boo&VM)O
zShLvet+Dp)!T<KsJ0h%M5_*?B+|&IRd0F?mx9%&l7qB!`FWvZHSw8FQJ~{2FnR)AL
zG$Ox3N!je$eP`&lH313VSJK9~0UDrzIG!9Nx85MnsP=pL;t-)qL4V3lZST<FETI}(
zEp&WkztOCNcWA!!d+W{dWDgL{(FA8}g3vVFSd03J;p7sVi0xe>yij7)A_fYYWfJF6
zN&3#C@brkVCv(XG8$Ei*?xZ7)&lyC3%U;70RSq{jesC@QLO*3^#<CUDXo2IvPn*lZ
ziXXTBYfhbQU7$(N3M1;@pZBN8{=-660hIl-2;+Y~%P$_s_0>;cP@woQeH?mc>#XXY
zf+W)N>LH=UL_!X{0e*-XGN5ya4y>hL;aIEFQKGsJV4@QR?gb#BAMmCzCt|S-!{V-9
zpu&%a6CH|%*Is_WvA4jsr@4nTrL3_?bpHvjo{RmP*FESMe}?mF8GTJyt1Jy&2K&@D
zY57Ivi&{4kv_y==%Q8u8+phE6)YM~;aTYAC!C(A&1t&cDY2KuRq#ktLarPz&O=nu)
z)V{%#QHV_y`?2Pc(Q7C+a0MYVeVjD1jhCNLymym9{q^?N*2X{1569-v_>hed3cLBA
zk_GrpB~bG5*<+1I!|md$($6tVr_>DQ-M_y!@P{Q%&pI4uLQs_>?-NgtD1B3xq4K!T
z32rIe;93_ZxYMkZMw<k6;a(?Ok$6=hRM2YdiK|yvInU|vgQT9k8Ri)Z<ze9E6x>FN
zuQ1_tJ?&%;AAo_<pE`kd{kP^7$WHc}F9F#d57XdU@9|ZC7yZnB7{>nOnY405XW79x
zMPj}$NZ)9eY)ao0A!%$>8>uEjgm{lSSu~b#H+x$6JDDogI;op&?{|@wNcK!{4{(s0
zrgLv`tL9y0=Q*>#<$tNZR_wlhp52^%orO#kvQ3XJXO_g)DHXk5dOgz(39+JA515$b
z3i?YAU$EgOPNewDj8@l9xVw~0Pr^6Wg{5kd!w`-X%C#K;{6L#Q^}=gdLIr|BPaJYt
zpB^vlJ|uQBmqv*ESq1V(t(-79*6S50gULwLzD~6=uaq{k2{Dmpw0vz=?Je&J`ih!Q
zIwgJ^`UM<>^hRfG(_Kl%Y87mM${jxVi_!8jvhgVp1fGR@?tY_;cJaR>vPqA%iE+5o
zX3a8DwBOsNwPG27m4^1}L_OzF($G$sEGyx+92CkoBet(>XyL~f53GWBftCVJ(9#%i
zCSPbb57{|?&0Jia_5q2C0v-yrJI8DcdVwqGUOE3AErRg3Cg1KOOCK+_bJTn4WW#XV
z$~c{lE%iH{x1Xf9FoD0k#QdhH5Lj1nq;f3qD>85Y>>78k`K*7Wz1GCS8yukyO>rg{
zeJsnZG&}@?;bQiOW0R)!=lgs$(LQ``2{Li>7%ZHbGo$tjO5WGhnT`Fm@%NeUHN4;A
zIj+#N8y%)*a_WV?Sr9!?@r$YjX;&QCVJ|Tc#LW72nsgFIX-|O<`7fgP^+FU1=0>Gf
zr8hHQ9=yYUH#r;Bd1Nh<cTCP&06eT{Q>;L*FqBv55JqCEyPRs=%~Fcku=))0t#L5T
z<uHc-aXo>recSsL{jKoktnaU<_5R~ne*XSmZ@1>jafv74kIm+FWPz3?-~0V*_gJr!
z*Vv}CzMGsIR@edSyow}z3rPu0`r^j5OH;5N>PChZeJ~cN|DZAXfa4U65V4PL*b|Rv
zL(&q4D;#2$6-#7j?kMW4snt-L7iKY-9}$SSkG7&Ac3tt8Jd@6_s4+ZyAA*mDC}aDR
zkK<E`AqJz_-E}AXzcElp#nKzyY#fox{+F7{NWfVpi%MNcWp!PL8S$nK8tDrCpvKZn
zlyVly5Hpi@zFxyp7kK84O1EIEoMA-CunOF*2`q}-J|RfioZv%7(GhZkR`L@0f7f`H
zL*{SXoB-}6=XbT4F8N3UX$Ultd2}&QU+y5mENWs7Tb^ctj)p>>51$XHu~43Z89CJQ
zsODPL5crWTznbBdze|Teh2Qhp{A<bR2+(4Q3-p}<^0@UV5{;JouYko)XI8Nk5J@NP
zfNrqGC3)AvuOvv?lTtFwkIHKC9W9df1Bda1qinsC?DOn1om-Ou%(-1`U-A)!n;V+k
zbSPwAuHYj%O$7IsqAAgkzaL^*VJ@*8y*gG4Ye;$Pw>`7o-92;q%vLY!2Br?Ay-13V
z7ad>AlXK{21wF4@I|Ux8nnKKW-|-c9Jx7opsn!|`^Tqi>pZ+fTheCn6YXR6qu^ET@
z4Y&LrCrg{yHaZ2HJ(h}aj*)2OnZzJNKKI%F7Q~#Y#I})4`L@KiyX4>v))pp6r&wv#
z>|iKH?z9fJ@uXv!C2kxZ>XUN1^bvZt_4b9$qdKNF&eJWkEi-QP2iP>S^q%W?PPHnl
z+N-*2Teq!_>7IB<HIel8FLx)7*FrRemrO6EbB-K2an&O>X{bkyTXv{5c9H1K3wA7$
z2u(XiiS`;b3s(EM1!J*()d?6M@o!NLX=*oITkJI!j+7-FVrlBl$<eFi8YcE5y~vr)
zSeF^3OR^fS^M%$Trb&&P;|N@UIEZ=4JO6NtbNVWq2^hw_(|FL9^FrpKt5xL)-CnO<
zv614PD~+vZg8lfH<y`6!0y0QKf<mNfBou@Tyc8X68Y1FtGqBtPs9a|l+>|{su?Jnh
zo$F$O_l@9(j$Cyju2w+b&Rvvl6M<Vqk^;*mdMt~c?Ub~9WPh-%oq~T8swyVhtd7H-
zffCQWd9+K!@V05eXcJf?lP;R8k2y92p>B5OU)h<N*-ZOcGgrR0?KYDOGFIS2j<3&J
zY;ju)SM1}fk?a=<Id%(gC}^&<*s$R6{M@W;R{k`Y*s=jiJbu@vBlA;x0_G^L1x`R(
zpi3riB)p4HgzqWB#D><NI^lD?%WO^c`Mr6eWhO^AE4N)aV;3tI1AP(Gfvj9dF`=-)
z>Bf%So|3d{`-$fb2>%-;#1LI!O(gsUWjDBml{Ir6rr9&LsjntK$&Cx@=+tr4c3>)e
z4daaZnGFPuj@2k?D(1MLiJ-NhtwQ!jQ0Jtcy~T9C*1(|B#Y!t-%#^ynLg~>bW!IpG
zK?ZB~rA!&9QRi>o23}>?pco1cwnN%(o0)pUjDof?rESZDrd9`ZgXO1*aNQrDp98-9
zoR5h%A^*OUPIFn$+rOswv(CGyNryB?Q#rRoX$20WUSFr9bj<;Roo^C=p9ZOf9^mFx
z!&im^`)RUX+Amfs#2WF|;-0htHM;BtjZ=$e8Y8mujM|@eg_iK7@Q>q#Tr^($^5l5T
z{U-D0@lMl`gL^SWfaJdG+v5;4R~`OO`xK#Nz^_j_(#uD^nv}gJ(0;IL!MSI&)7VqH
z`q-;6XZ7H65LgJ1#Sb6g`8B4Yafzz7Sgu%4t4ST}tlm}62A^zh$u#rcWzUK)`@hEf
z*sItx_$?v*pC`Ynxj^p_y`s)}gJJb74u>djZmu}Kly`Jsjg1;1Af1XjG=zEslw>l`
ze=<lt)S{A&9ZzdW)Q(1kQZ6j<2VL|XS}%|GT_B_wr24Ymnvqa6*qFAlU-%<hOyZ!H
zVD$FGp1`@{O!xGz*IY3){cVjd(lTX{1)0(3Vq*)dcevI4v!%#qXbT=q2%sPo%|(do
zx)<%K&>KJ|!1PlWpY}>5uE3lL_x6a|7JD()LPIZhBi=TpdWps$`8)4`nH9)A;E*_=
zxVGaBOPuzHT@HGU@p6`riCenYHK%zZ%dJVl<R@@P^Qhx={)(<1vGMn^1&O~0vX8$#
z(e7|gSX4BZg^>iip?<b_<K}XR9h`zeAJ&G;+JZzN!M4lR^}%as$>M!Oq>U&40!xye
zq3c;Cbh<l12xm($s#d5%5HkA0b}8CKsS8<lWO|7})DF~Id*c?@m3+z6Z=+V3{v|6u
z=R=5A!cO6a*8z{re>(DwZOQH8CL<#nnpNxBpT7YjP_Ivs=Nl|HP~*o*dR0nsM;-hy
zuT)<nA}X!Cpb3DIk^4m_ccgqd!0+Z#zI)Mog$uzRnI6p#NJ9!-B9@rP;Y<wd0!*Rd
z5E;vTH7OdJKci)<$3UHUj(F*C3UuXk^2~J>K;}oS85%ZtD~+N`A{yI7DQ1qYxbnUi
zFR?*T7`=H8EP0AWH5*4ZV<z{KD8*j*JyBRqFqm{#qMZhIL^{!reW;wwQm!VGir73T
zM3q_}Sms;WY}PVkt+t0A2Vuej<%3pj5ti}}Qg&b<QGASB8;b;15*qAme6QSun02Y<
zFd|2XMmxI6L$d|jjXv-D%Smhp1uvV=Jmi7}Hp7Q@N}jVx<i7i8gM!LRYO1jy0WCbw
zpZQjb<8ewptXNq!HdS7Oymm9J?=i91aUnO~u^CU9giuR^)X!X@>6xM$QnUkPPc=6+
zC)a@9xNhXp7iOz;ym><eTEQqBzl_t-s4azY4GUzkOo{$(oTD3FS0(4NK^@(yZ(%MZ
zcN(y>QJ1%gVVHy4g1Zn)d&wv+RsAr>rF3!=tQ!h3Gi+Q<{5^KoWamWZ#H<NZa+zRj
z0$23zU)pv$B~eg=(avQxRoMs@AhXe8X}bV#wv9nMG|p(gtTV`6nQ4G3s?;@slz2%o
zhBKL&#L=(EU%XSY;>yX0P!cRzY7{c1vzsvcg>l#7aJP%okf0eJ3uYx0&>TlD;G8W<
zjr|i)9bma8^A!D!BCfqL1D!ZPm&6*`y8PrkApP>yvv5VxmII0=A&c;?@6E9vLt%LJ
zq%B?L)4%GQ8*3zKrnC?M&|c>dGYCGzcw3P?nZIsM2El=KuvO2$N=5p+XN_V>B~Kvr
z7zi!utSUlX9|QtY%#4|Fwegi#*rJ+EXmh%>5~SmgORP!|ELMo`grm!OWap=vw4@qA
zWpb-za-BcSU4Qe?M?}E=>3llb@U`K|n9+E~xKx)l4mDbe`qm%*Vja*OHj^)^m?ZVM
z>`TNYSahu--jH0w?j7%=g{*Ghxhrg4Udb%ktT>8<*1V+^A@!ia*G6TJcNOy|iWK=^
zc~CFoX)yO1KGh-2Q{d=@VAP&EjL{hPGkLvi6X$t2$m>S9M~C-Oxe93JEGt8}sqSPC
zNhF@9Nofn!^sf-(V)_)0IeGs5ozhKFUfcTJ(HDgfsjIKt`${9{HD5vuVCME;QuKN(
zecJep*ena&v+`HDHT0bNpj&dYyDobHdCG}(4Cq8y_D`o|RQ0RXI!s==q{Flp*GbvC
z3&p5Vt-MbHC@0N^!_59&DXslQ<01-SY1#7CnJ24^Le|WJd=kP%BxU{}%q~pydn_5x
zIhP$#k(_NLYth7w?{6MGDz<F<l<hyfrtD5lExP)YeDRzz=#z~3r3bombK{0jtdC|t
zD1VY4bblH{N$e9aT<0cyo)bNcw5b!D(h0N*?Yy#F3ndwI5e)KVy9^59?X?#Ir>0ml
zX^aajaFKMJuuf5OPK)U5a_KlU(Dmd-LvU0Qf@5}?U+lT&Z{Lm|VW2zQ^UCn^?|$|^
z1^ul85b19}hu+m^^)uB=LZwXA6~T<(rY5rmvr=HU>q5u?2lEm_x{5jc-l*ELW^Fe)
zAJF1liPI1RS`YxmGXic*q-f1hlvk$@ulv;MUcrO)N`o@#iezQ5gB${nPZIxjS76{J
zkFBv?V7YJkzwT_!{jrB5%F)`-obF*Z)66Y%lao-+9XI`TOZgiy>)_?d3&^77(bP1h
z!Djlghm%E+^xyyTj-4NFrtKeaPh}0f;>U~yX~l=R_vEWps?+e=B8aJ$e@(4ZZev}z
ze>?t{Px1fc{UiRyUNBBGk2lr=Qz)beCOtA@CIfTChR8SGfT0StNim025SK%lx@V4s
z0#DZdV>6?NMa|ZXg>>0{-Gh%=i$ex8isjhT24k)!h>V!&(Mw}XT+XSNx2AxMjgToz
z%<|&%BdIhZ)0n()lu89opq>beMZ?ydTp>xzhBN`35fRwHm!T=d(+9GX?0^x8`#o5>
zQX^4cS~aHt3OH(<1=G$gB?UHYJF0t~Cf#gS6}9O@@>0aRdsPzl>t$ygd>(~fElR78
zHt`6tRB*zAe-CQ?skI+q^2^8!Pw-1$|C?*u?SjKaiRCUw8q9~rb-}L`hO$*Ym!N42
zC-q4$mPq}NfUY$e5*SiteVOr20tiR2An7BnXqy>Ozwb|9UZu17?0>HO(ph<xSJU57
zKtjN7LeV8l(a#v)Pu=Mb{Nfrpfj$_i5viExIdafRJV8O=KA_VsM|-3%Y!K~Q%KU5I
zT}j^X`vO<I_3IKq@TbA83wuxm#6)f;8eKDANaVf-*Xtv2e}ne#mw7X0PBTAma4UHJ
zo7W@2Bc)^HDf6A$GgXMT$25I9o9))zE?Mlp+Pq`%515b<3Va<`6NhM=aqfk3kM^#e
zS5^z&9(#|ykEXzoAIX>cyZDz(n~rxrs<`wZKa(^45YDv4N-6caorW4X6nzm6P6_R!
zg-QC#+QJo@GWoA2@JXYn2VQ2&;qmo2Ny&7I2+)-}YDx0sn!0t~U!7B#lsQ!Qi~89J
zF{kEn#IszN@bLcZs)?Py&D6!DptaM96ctx5x}en(KGJ*|zpgg-><x-z^>S7PTCIfy
z95@?LpBbd9aL`0Ncb0N@Ok6BS5mRj<raM@sFfB>uUHA3XxisRrXW>RDXI}9y7hn67
z01&fu&dTx{3f_qm0~S53jVF(myg)cIpr9Oo)E)3iPU4U+`8RqW0`;Z73y<;j8~ooQ
zfU@lSJ!}~FWwZ1-uvY`zUps3?nRd|~O9Vom1TENDJepD*O*|d;fnO7!eZSC{n_KgF
z-@qA48Lr$9fqc8_4mGvABAsI?e`Lfqhv!)y|NafH%~giQl-8c1c-1gt0sQNzSR;25
zYYftelG&{QlnPdRq>7#a@k)CJB_1BY2Z1lp=hY9jF|Edl-h`C><=t>ZJK&^qSAkMf
z2C)=Zy8bYXk6`V4Bm-7B4(GwspEx=d*OjXv8!*HGhL9Ys)7mv*rU4k2YGlP-DGASt
zvob%Ge8PDpd#rUyv{v3#QYd=N`k8IXtj$WFmID;bwH^aQf<Y&>fN}AS`MBHH(|mQW
z+Qg>9IDUNhNKH!*!4pt|1)8lj2I(&qJY4mTFyj+(H5OqT2swM>W^dZkaoLW-$}xVu
zpqlK|CJRRe{G`1~Z$NcXczx8c_|-*N7`a#f3M^5Xx(&(^J0FHb?rV+9rY43l9|{9t
zwZQ$sk*`yMY2X;-PC_byuh&`z`e{J#M-~&z#lz8w=6zit5H4ZE_cl*qi^zxf{wOpO
zZLf~6cInJ|-gNI080ff2z<*ZZ3yC_k7+2DC%oU_i(tBUEs$$IUDyD=)EB-=To4PAu
za~-gxj-n_85~QHVPu$&>ks451tda*sjmEA+%Rggb=p7TS{~n}0(R!nx)|;y2QE`0<
zA3gU^U|(_4YCQlqb^Es;9Z|gmiz=+7&gk+0guYJnn}etXhfHVo7D{9r?&7Ax9-}-5
zO<dK`N`AI|MSO*Rff|#LlgV4$$bJ2EG&<s|M5GU32jXrAmR+lCYSxIsuwnoT)Q}uJ
zaX*>_77ykgul`y0R`8(j!~c8Jlc)7(=PYl!Lh~<~JmHXaAf1P&TqxCY3Df%RwQZEt
z5r--HMn77*k>vh3DJv0UvzZ@T#Q`TjfwM3;v`<nX%Q$ly|3i!jl50CGS9~O6pg#Ov
zJ;7!?fB3G)o2&0iYLnt!#i04qm`9(==sunFDPa>Ci#2imU>Xn&qdY`D3*q6O=2eij
z2%$x<<}tfbzjcdE4;PodrpY68DskY}g^;<|!9<VI6AISCCf!E2RrWFdXjGc3+LRvM
z{zxBv$F!HrV*6}UR4t*vxHcg4I0`B_YIjsF*E;_4>hSN?MsNB9aOKXBx&XX+OAUk8
z;v&L0Z*NMKm^T&8$detnVMKp#;LFfXnt<Ddb)oH1KKK2AiraL;6ZxC+p41zEZbXqt
zmLK@q9BmKW8$S9;eN#N7U>v~({y8`p)};9sopAi6_bMwDYzWt6qgYi~DDX`k3hTNe
zR7Mw-X;ewYwnz5B;4sn+^3e#qby^Z&b|a3jhjhmWZ6j^P+!JXWs*j6yCb})?Tcj#%
zoM_Od^28XK_tjyn;7$vev<bhl>|AJ~4#mC5EtzdnblxqeZ*0(5-ME|a(n#to6jU{1
z#=%6V+y7%S?B*>K8c8_lkP3Zksr`H5+-S$%4EiAvSEp_0?no;z-$b98g&X;;MOh1F
zWevAD(_xc*Aueybu0yx^Oh7IJALUmwC?j+dR7qcBA*N8OK~M1&!o_pM=2J-M-`zq-
zoi}?iR0Sq}cD=1<u{Gk!z#IYD2K|K*y5LdjTuj0(G%vH42LVMUI$V=>Jgk=bd=A&%
zUdpF0V(dNv-_6u+F2G-bFB`PIqur+Ri`%mQXje%iQ-Hl*7jvf{{H2@<IltoOpET%r
zz<+E)9fSbPnvmMbUn1D8^{dXKxT9mS-La0ioutz!C&=`sBjVzc!nnD1Mi6EYci;9A
zt>D5I7~-*Tbj*?Cq!eT!?bfU&+La-@P|R}Wy$IaeQwTu~;ZqzE^G$<gqNbH{>sA0Y
zc-oj=4Ae9TSh1HJoqL}=m!De5%Mlaoft^pC_5}5P4}<ES59O_F3=+<q8BMAO%zgfv
zTNm31w0@YpLj-suZbaV;ig*jI|6ux!&R*M<5}?v=B=Wwe92i80XkW6(qahRJ@oC2s
zk%oc2l%PoO&C|hjT>LrfNL|NC@f*Bzj$nGsDzEAq*7}*X4;|F%$K&RHn%+Tv<jvXd
ziKti;#B9V<a*XZy`eVKQ0ZcBezo*uh=)D~JW6?V3<q{=H=zy`#bPQzyv6%|m*%p@<
z3;z4GF>2*LUi<P%zmSz5ynK|#Ao#`qsc3O#x=8g)z?SP_{3GHSG$F$gr<g<l#egwY
zF3S4N-4kbf81Hh%o!%`{Y92ub3LP$4ByAL?(S!#<naL@}=MFB+#oea5EK90qZhk3-
z2-82RrX{Z_fX+)6QVHfV6q>VL0>x#1u1ab5K<?j58OL${ON%0i$t0L+b}=yx^^7{e
zS#&iEY#ho~Z@OtrdxofjaF00nnxmyS0cWw|>{K-Y&`N_7$@~d1Rc?ArPVZ(%>Pe+M
zRtB%9D@FAF=O{swGo_(V@efTN2jCqM|1e)H;HfvAXT6)kRsR&Q_1Lx+TM<`a7L`0>
zKl#e4f~sj&$hV4%!?Xh6tL5C<0yOWKHRnvjS)t5WB!3~zw9JUh0h&+yks{|dWsrL9
zEbe{Px?4=zu`Ip>M_85fDi}4nDr@1ghwE(7xFj7`<hSudSBE+fvhK+XBfB_qUVaSm
zDF6A!J>)19S!f&T6#*8(K;>56IZV!QG9uPAGdLQylrk5oIGKz8D<u5&p>E_hO&8DL
zdh4*!`#t*H*-b=3?AfE&`!G<VrRViC!o}xQ(sldyNKt52PydAC=TXIEA#Av;@9(|Q
zV<(0HRq(fy%UtM7<(k|W=Ja4fR4qhTFe4Bfby`N!9P|yV<!a?aR7kAH!a4W}SuKw0
zFgmO%#Ei%wUi+G*%(sS#PYtQ}S1^G-tmaa|#p3&`+8W-IHv|z&56Z1gYr3MzOM_wy
z@~w^F`1aSG?}njgLm-8*yq?3C8P_*a-#x?^uQx_)FZ6XJeE7f~e@$8jk8{3jqN~!A
z?UAQMu3A_|k+~O5w~`(6G}mtV_CXhN-O$y>$|2m4%#qDWz*=|un*A#Mhjb{@d6_h`
z)~^(W0cuS9K!f?HPY1K<f1bOmxSnkhpZpnD?X=&JQWOaJ*KYE049vD7Mqq4jQM6v>
zb#DXUBe#(9%QcisInCJI^$y4|yzJ1<cGnN1tqTqInoI_cO11Z!gD))xatR(bq`m>*
zHvJzS?aTF%H4)$<6VG&Z)6ejmUK(Gy4G9Ea0WaGeuT+fwpU#Jiq3yN#0;VgyOXUr9
zI4#c0F?rp02H*TCN$uXNZETk9^1kd1`)`{=(qZ=thz*AeY#O_4&JWpXn#p2Z8bWJc
zukd{C{OkaE*RIufs=AgzzTv8HN0(ik{LyLW*=Gghy#xJI!@J(OpG?<`*FUemXKMqp
zBD%<Ds<S%^<z$X<iY}ET5y4%zN{Ps)A2ssmRm<;9pB_kkT>Py9h2fJrg@|J!ES^jB
zKa`e`Zgax$JFG^Xl6t=_NYmpQxxTlw+6|dBG~1!hw_sIOmeD^W2n1W*V7(@-TPr{E
zN%cOqG!vh@^JJ;wbU1tHZhfq7gXy%q{KbHIo}Y6|OnIbt{M}B@kM(6!ZAZ$NgzZS$
z-^#rU0v?=LLcG6M#?TA_-)V1v#=8Wm%*8Qef<P029b91*Zi9jf<|1{S1F#{1h)Bda
z97Y`ObA~*PYo>&>ib>!Jli2`C4g_x?salAXjR_*tB*tT8r;J9yq88}sZ){ra&YYqU
zI<p!r(F%>WoCXC)wMBJ7!fVy;t%V}GZ+58iy%f~}u?qo*H9k<PMTh<s+{BvMeh#8P
zAjtF2b6*U8^CchWi?DAXfgwfiqJKo0hfwwgA8f~UhIAfv0Sagc4vTY~!_J`<ilbIr
z5MvN?<FWt!;|!T?5scX>>W`wi@b!&5MS3IlX|I?5JrNXB_^*MxAhXv%Xlmmt=1_;^
z!cX}1sv0ec6N(;wp5woQD$Sq&M#P_I6g>CtuA1@kOW<psMx@|6k8)16W1;GEFPW)D
zU%S2X<KS-d?$-BrGBon7PM6zSeRuk<lI$*c+UikRG!SiqEn57rbtlJgR1rY*bq|&w
zZ286P%26hdPQ8E_M8*9t-C_IcNN0kGfmY)I;=bvCP_lZzt1+z-->}HnetE}VDjktd
z)UCh1{v~KvXwUhZU;n-euiC>;z-zg~p8(!P8XEb!A<jX{?A*&=HK6S&E5!?m{2(A&
zO!GVC4P0NKv<uY<5vc#68|&91ia*=*HDo%pGzedsh9<P+i?7K9dgT0y^F~lH+~NB0
zH7h6Gr2X~&?(I$eY;D$m*G{rPcp@cLEa@mxE_AaqQvXu{pRw4S+vjS1p*f0yUP0pg
z5y<=*;Vn-QD>hPfqqo2;+;-?f8_C`mE$;cZ*=X}g9pAyu&)xsfc-vH>9Utno4_Gx!
z<#ju=Ab3P4Dbys`m}6VR!~J}ECgXy{rLd>F7LIG}tbosJWw3i<AJVvW{Y{?XCVhX|
zKP-1ju!Zim0{vmr96bE%Z#N&VTsqD>tyG%jAIp-!oC3PmGz+zN;O2)#Y*XB1rd>|1
z@|ojP-&~;4SN6~BTd(d6x%Ox#xx!>@=&!&dFV+-4yU*dTvPZtTHC)Xo-0RYvD>fLw
z?yV`}_%Ul5$;WdvZjHr^o}~kO^J#ec&(T$i+|S*MZYihkd_&fcuOT@Oi0lX3P5lKS
zRv+-Gl;mfDrGX+K_jOl4(7~&V{AuwJa_&akZHp~BOZ-|8!E<!5ZCGGV;GZqA#cMQr
zL+}0f1((W80OMOb^uXEg!i1Ip+!qAss;L34-<)>lP0h;Vmt?3AwL#t)d&5ERDa`Sw
z;!Oi<P=>S>NOnJ;qXfArRd)u@;tlpU<vAKm7qS^?%hFvRH{N9d*$?UU0qENqh?Z|X
zf(Z!+ampNrQBcJuVQ~@U4wP(RxfZ%Gv|IKf|CvZTe!&0{>QUNsNgia2P$n%%L@y?o
zzVKsf0^dI>Mmp$C-ggj^mMGl-ZkUE3Uk>IMr<m|;VbeQ_+^shy!>j53UT;*oECJMA
zRBltj-Zk+%M3-$)DbROa^C@b*VSKYQhE6DZp9|JKh2}n2#4(rnk?~sEy&hNh!*g*d
zlZ})Tny?tIfjh`RX?(5m1HaTM@ng~dQny*J2Cs&e1+QhV0V^21Nc;hOmMHP`(!%i#
zi6n3lWVBfY7%JmIf9%vGYI)3iH8K@_%kem5Z0C{=<uKP+j&Q5a`)CM95?xr*mSMEx
z2-ni6nj_8-SEt}3Vc5DI%gU`R9c}wUJ~V5m8XBpcD{Ie++~+F~-wF-I8xUYllD32V
zw_>x|2s`S{{?%9F_c40)iD+wmmuJv<Al|&Xecj*dR2^)Ffl|$}oWP+eUg##?gXacM
zf}>5wz;&%YFP5BF+rZRh6-mV#Hzcrc8Pwk)iA_$z6XAa+D2A!C)ReoR621#7zT9+{
zfZFpN{Am65X+ft@W)Kjzq85q1@J(dA&=<lA!Z8lVpu{}jEg}G;OpqSvOt^ohoWF!I
zP73u>p+8t7;FPGAaWTQ_uR~&#VOy#Y+$Byb@ncHhmI>91i7Kh8!Ah3kpC$d33~_9c
zA()IT6TWxgWCFksbh7~#fD3}+$ns-fD_2`yk{0xvQMLsKHweNZ?EQLya}pa7M^RZ|
zG1a`v`57KBG!*4)agvjh(l_+Aber&2n^<3a3A)m&q#L%4n8LL}z<=3^`n0dp8f~F4
zR*M67cI54tSaN$2>^Z$J@{=)47v{>*=yAs}_(Wtf-+c2q$)iORc;%@?$^m!MXE2cZ
z-LtSC;t6ImWcDz!^lN?zUzvQ_4{b&&fu)sRK|%2wjsd1<s|b-EFGgX%gaS&jAm;CY
zLr>}jxS}^;Bb6Vi)z2uvvT#fZpK%EMS5!_SK{h`q`64VsM1_OM%sB`_-8rTk6n-cC
z1mOfcvkIgY%2Ng87bLMc8X+B;`bQt27+t`*gBAG;wl`SefH@#-`Y2Y9rNY^hVlT4s
zHe^)Twjh$PZ}f-MbD%NTJMX68S{@bKCs76e3)ersw*y7<sF4D>C$l2+y<Y&*$q}0!
zat6Z3F`^<c!t@P<B{^l9?fUn%xgeV}qjd;sbn)0i%DH;2uwtke=wJMTQNv`xePjWJ
zzeeBvw<bRTxe$ZB*wbR*!tZmT^_cDh)Hgssoa{Z`C&_Mz;=bye?&9xQK=VYxG(vf>
zclZtB7_|qeFLHZ!cft=R3!^jt{n~I~^2o%B6~w<GIIA!6bDHxF5jQk{gfZ<W$kRWd
zIr}gnd;Cy)uw(jf0iW!<(VhobUQ;xmkl#o@@c*%k(NVAmQxMR|w4K5x{9O3n!M#Ir
z!;UcCsouk#S+wP1X-sLe@GOX0Y!I7K<G-fQYBK~T0Ku~(+W-f;_7vYFzES=CxWOGV
zw7uR3IjMj#OW0Jcob^;Ig%%1S=&X{(Q*fS|uvNtnQ>@rmz<!6oxquzSrnj@;ZFD4v
zIp9#c1C$9$rhYi#!1B562bCC#);}sRjFWD-qP>%ihP+prgMcfgsx;V+0yzoGCHr#{
zCN`Lb4GB<y+rP}JniW2cW`Vvm+%x4j={KNfQs19sX3p7f(WuNhieyC9)ZVDrxc6tz
z3BAL!qroeyV5;F%_x%U83r-;XU=XHAW1WNmWf%J@h|f?AxG;6zCFB>cJ@91uQUd)8
z_KGx+G!Qf(KdPKr4AzNuBYG{_yd&Jq_4oU2DIZY;;~(Y1=c~eMrli|xC4QU)(dJ(n
z%S&E-Kro85Yum~^0R(>_Jij-K<FIEEu{XI5lmvF9=XVy3iRm=oIf5$|{I$muES)K~
z1JxYcP%ylKv9HUKQj|B?SCTczkEakQA&nu{8aOfX5L1u=PTcSNIXN^IGaM&no=3_q
z=otWUkw@ZD>$x(2cwRh_Fr^pG2b2J`O48WQ<k=(ACsx)(Jvrxg2uwG;5BAtb=E1cU
zWxYAkQ6L3z$=1BIhGYQ?lgO1~vJk7-2K@FfesBsST%9<)WV(4Y2Ld1$KOu`3eaxRT
z;cf==m<^QDDUljEkUS5N(r&~jVI~Xe)Q(`+2oS?qP{ey2f*cXWKm8(XBBPEF3@_Nr
zg9(5-D_+aNLic{No)nzuQK|wl-Q=Z(x`{|7s(EPJWZ8pgz6DJy@XcsV%3Ja0LZA@T
z2GQU%6;<c=gn}92duA+IPJqx~;Tsr_lDmU9^2-Dtm&keE7cq7?b;>m=A&}cyNW^Z)
zoe&4%v!V>4etalaDP?IBoQ<68xn;4yxnk6bvlLMJ65I)%N<2czIXHrBis2T6-j?co
z0orcO;qJ7Iv~&zl8rtjaDw6bqj2!ehv&d%Afgqu!jDzP6{h&<y{fun+m<1Bq4_00=
zX4-S?TSIKSm{kr?9X#$o=mN-!AtBOhn9CfHMU_8ySL~2iPc{R4Ys-bFEkD&&Wi~cz
zHYOZe(X@P+5Ww(Id8&_y&^oWrDCfk!KF1Eg`f~kQ<mG#uk3p~>H3Sy~u+#Dhk@KL-
zsIUC{w?*xh<{CCp`x?nB>}wXSC#|rrIk*{OqOD8#)vJl7Vy$IVjp2wvh&UwP$}!^W
z&Dt^SYZ-%;3E3Aw-WpHPM6d5JZjq9FMF?Qq(&a53fN{HH7Js3xMEu1e?^gg236ysN
z+#q%_b+qrFcRkn9c9k(&<f7%XS`T&rEL0HvBPpToZnloQj(ULYs$Lzfa~&LOhBHR1
z&#rR_i%afTs}MPDaX6k|D=2ZcHv70vOwmsbx@*J+y+l#mUTP@2k{T<qwu3eMX(F5G
zn>A`b<q^Pz<Sy+20L?ZZzv)gbFAm;a7l8dg<?zPU3Q|bu%?-95myaIzvRWEyeb(|?
z`&#^JoL<vh38X+@-(r<fgN-z*N5e$!EKb@Ln`(pplB<t<Ha`CYo;i!XvKI=oxT=#2
ziViCyg8!vtN!8AL*ThaC-sg%@M~yXH?D#aGN^ys`H6(orn9~u3hg1)Q1%(dV`gsQ?
zOJAS~7Jr9Xr9Vt?XoOyAKFT+0sRjs|qZT2@(zG;I1Q@JV87b4jMqaIuPzVdM6Ik(8
zl^3Io6T>Zl{%uefYwwp<J&JO!dL-$hEWx!7Z_Ea$NHq}j`i!td7+ClCoNV5>8}A=u
z5k~N451+RdXuEHI%v4$p&i*7!sj99m{p8TCJL>Caw}ndm+|s-EZnfH8=%v)naRWk2
zT`58r8o*Q)IyAEKW7#+xQQz))RTZr<#rI`;A)tX=Rqo)b&T#~AUq3xn9NxjZWmJ7T
z=?)gE64$S1JAt0x-KV%~Eb~UpA)!(UhV2U9I~+!>%ka=;==)ymK6=#a6|ixj6S4is
z1ceUl%VzA>!cBrLVE+uOsr^5?V{kA05I>b~uhr&>F?PD#zlH|BuP#^RZR9z3(U7VS
z+@U8}T<rAy`?_jkm$L1;nM$gDKJW@x5cC$LiB%ug0>67qJ6(%AAE;QwmKlbZ3{Q`j
z+yWC$xdL~VSoG^qE`C;03j-!KgSF1Ha3Ve`&({Q^(OSv$zqbs9h+;Y#&uJdObVeA3
z{qON7Do6>Z$=C_(0ytZN+xS+{$S?Sd6(s+h{1F4dcfc<YQ9i_WXe&J-9$x#K0ZyhV
zgiihp%R35JgU>F%=ty(JU+Kf$s8hp9Zt?^T<*x?VHVgSR-=G=EJlt@0J8>uNlupBa
zdP(%B0-|FIuSt$){(VxB$c1_eBAPSxx8_~TR^}&^OtkF$n{Gtuaq>qmH6@V?VU9U{
z{-|o9@%Ja$=E8nZ$>wxD|Dg~6hl=t8COX|M49k7SQCQ7F=s`m97nwpRHW4+%1&(w{
zG;G-cMteU1f7{j&7OWGMRFhNGVcge+G*^mx2+0^<^lu<pY9|q?5I++$%D76H5>{&D
z0P+k`oD#$&nUkS{A&fhUfhe^jl<2!EO3YWR5@<^Wo8A?Ifj%jJGtA}^WWF}o9Nh*2
zBSS}hnNuKcZpN3~k3Ag%bW1D#a#fI}dmmW8BbBItKXdFqKg8Xw8ni*@Fdwl3pm1-1
z|HV(>N@oSJxcYvTGsvmBuzYXutYjznC;cK_>~t*r7Yr$Eun1@rJgJ&kCX6w7SRIO2
zFA+l)v@uT@ISS*sCj02hr&9DP+=RbRljCZx$(NhTrJHD7K-b-9wi>USIPDD|wR#<y
zdY!Cwb%*PnTDEGUOkL8UWcH-Y{epqQXtaU|NhOhqTs%43D9C3U3(_(~FtcBmxM?l0
zsboYqfth{~!I+ubCiqwxii<A&(12AsnRs9WIg$96?<Jh|o@En;<BdD`JJ?OI69kyp
z-=HJc2Ob@T*@ZlR6itzJxC5B56qJCl{uEcI-0&l|2i)Zk3{26=5N6at4HzksPZ$xB
z0@2#!zNN+m)9i*2;qg6EjR~sxIz<xB6t+Y@v034zU0cQkY~p3M#z8j#inOI3?nUg1
z_O{IT>ZhzhVVYkj6ArxHmAd$@lspPd&-H(ABp@}6F?Sd*%rlDDcwWS|^)iexd6+#)
z_J7-V&bs4_efyC!%#$=1%2+Ut9cG9$>R64fr#vm!F8&4S$t6Vd5y}NrSuv68`APqw
zEB~+9cWs5E$Ytb{{ew@lP>>JqK5vMx+AsBA@CUq720Iz{h!nos<ESKxAcvwb>L}Hu
za$$c!!4%^YYfouF>G+RPeDE>sg4j#$o}PG~TB2ICK^Zooz36|HSV<s{i?ncbaLBZr
zmoqrYl$?Vji^NMVq+O9pm7EjOk^DF2N+gyjyG_!MFHrLakR4lL)Da=_MCnYZGFhHM
zOx9Q)88NYS5>~qLDP4FJF5W~zR^TE%!OL#Fc)11$DqXWMq-PLY*$u@-Iv@Soeq(pY
zjlsVgjH7chrF7`Q<r;M=LFW2!E{VWLK5!6@k*sa~yk)QNbUxbZaOQH*3&JnyU<tu*
zb~Z)Hu&tw5=C2f2{J5C-YoJz7a<kC9j$n@fDk0XtN{Rv`M=1zPT%KdE#F&;*e|fXc
zZe{ADb>HnQ_A+P)KIZ7S=fH_r>lf^SGSDC$c1KYVH41Vy42|rA5_`tug*%XfkrsWm
z%%jwv|A**f7tw(tiWwG-k}md!3f91NCItgABg^HSu={7wt)%7x*BcRumkyPTltJ~m
zip8Czc_4BoK<`HJLz>5hR|KfdP+W#d2mM|0`AG~Z-AnNRvJu2;Ou|{dggDb@2BmX<
zdU{?Y%mf{P@vgnkOCY685Zr>VQ&^BeTJUR0<(QmFRA>7dAHOi?ZwX{Dr(LlpA<X9?
zAMxAlnhXiB?oMfc$cXND4mh#!#BXS@JK!y1kNP^T=){2)T|_BErKZ6771sJ!n}Iu|
zo>wi86Sh1OMEW}vgaz;kUR4#_!2rZEn}?Z|SCAPce{IcER#+EgjvuA+VTYhnZiTkw
zl>i1q1l^>{PLQ2*uA-0qdX1R7yyyAHdfCrs5vCYKuvy6yg~JLFO{B}L$hvD2Fq*1?
zH$3COb6q4JWvqfkP1@KFfG3K>PRSlM$o4v?ViuT5hhLYS3xE?6eV(uJck~dEw_b#O
zq`LdEAYwz9@*SG*U2O8HUR`Owgm+ih*I>IOcbAs0ezc1pSx3k*Nr`QQ#j=1Sw<G#F
z<(!w!DoCuTK{uu!Y9dtqTvERnqE4kjIg5!Tm2$2IxDU@^IeT#2cUQk&P;mPoyQReN
zL~?Ve_OR#v^=YPjh#+5{?Cz4futZWR^1D|3xA^e{B_Sn^Pz4pXxKWZqv8ouaz)cnX
z_AO~*TF(u<jN>S`f;!35rHJ;up>)1fyE@!L!>(EH&_0ZR3t?FcGFUQf<0#bBy8j?i
zD_wiRniP}x?OLJOPASFi14(e5NjK5RzK}?cCkx!xESM4r+;7qX#g0zQJ$6ZoIv&K}
znVZ>6&zO<15FxKO+lIVhbWH*WWTeP_ChGk<B@2j(rIw*c1Ea`GhS8^>i7q`a7H@M*
zIs<j#7mY6~L+LeF5oGh{F)L>ZX8Go7l^-hX1#{$JHn6|+z;{vg+uW0l8q$}4)ZvFQ
zBj)nd_0_s-fn3{4x4K9_#l$mRMpVOgn<7W-)_BD$YkTfhqFw)pAMrhz)cMY@J4&i+
zoy;7d<zC0zq&*v}e5_<FspH?AEU9y;qPIuw9HVnjKur<zqPWUO%M1J3l(Xo-P4K6l
zoY5VpKuX?cU1CEEw{n)@8eun6tFx=OD~9{4TA4i{7A>5{O>LHZ_C&8VBFtZtGkos0
z!zjIe$MAC^3Z`7~8~!#U0@wh-tDEXUkDY5M#b3v30)EJ%s4lWOOcVWFM32`>O8*c(
zC)^P~sAL6Ee9bXQmIU$%e7xH=0LKq1xi68DwcaFUM2>DzRoz!sf-mlKb;|g6HgLi$
zl7Y8O7*D##342?6<QLhwgs3yX>lU(k2dTe(;1Y}W6fCtuyed5<_5TG}{Xa0I|M3-a
zbF#Ak55bD#e|?4j!$TtB_+Mw={~tN&|Lw`sPnG|@#f&0+_l?Qxfc(1zcVjmkg?dXC
z>8sE>Fi7aQwx}`gh~VMw>KswmiX<4@TJn)S`Jw$N<A}SK@uyMlhNixrc+??!?V_z^
zf#aS(HVb<V@x~@KU`tlO@*T^s%W%z$C;lt-=9TfM6VYJp<ThW>Qx#pve75rw_+K|9
z&fM+A>sEB1Lc8}jI+L^B4kI6d9yX9+XU*qZ!?1Wt_1|OT)@bDOcTf0N&i$336jihU
zWveQ7gX_*{8POce)?M4&zzy)mb^LJsi_73I%IedNZ*S>EK+fMS%x*C<X*Jl==t&|t
zB}7am(6mHROl`2I<X?8-YvKox)zMdl5iGxLCsafT*~l@9ur5gp#_vd)ygq4ZAK$_?
zVfx^p6AX>n?%~syKL5jX4j%ri`S*A_#_0W-`t|fybuz5D4x3PrjuMboXBluEwoerc
z8$d}16F|uWDP%kc(HAp$d_W~Jgaj9mh8hrD|KCCy?Ejsbu-()B*L)Tt81=q!d1~o?
zh+V0A5C0@`4}aZyNVQz`25F=Gx!k1n!`&TIfOAmM1{NTbXY(~AQWx0P^_(F1fB1R_
z=*pUB4>Y!I+s4GUZQHhOI}=T8dt%$RCpIU^OTPd8?tOQ?yWU!7SD&t`-KyGs&f4Ae
zYYN}UpiF$7Z=Icz?0Eh6eH4(pUw*xpxiJ~|XP{iUChaS(LHKHaZ}5CN@h@yNnoEdz
zH2+MxccS%U@NG4DWa2CQc|)(Wriu7JJnh?g{>#%?8UM%6{yi|0oBLm|F;P2PXJHd3
zBS#B+XFJD#@YB9ovIaIL1oR4uYU*;r)B=tc2G%ml|1A_Xu(7cAAfWh%Px&9VwSk!v
z0n2}@2nyP{6KE08vazuc&@wZz5HK+?aS$*vFtZcr{G%k{Y+!9+Bw%Z1Z9>5C4@bbs
z$i&u}fRlmspX_&|zVoz9jEw&<gbeJ(O)SjJo&PE3AC{7{iH#}&$A9ks&WQh;`R>El
zV`IWZ@DD24|AHy||DLb;t^J<@T@0N)?7w<0Bq99G{62n@=^u%pfs@HM=l>j(FKs0c
zr?2`YY)$RH)xXDA(ZtNc$=UIHoQ&-ZP5v3DZ@e=(M`II53tKY+3JK${4q7;S{I^KS
z#opf9#OAx(|McnWA^*PPyWan?5drJB75{^&rbeK}@HNcrUnp{HY-|L~%*<a>HUcK5
zuYP}}tPBhUOziCcT<l*wjxYIl`hEQ`z5kc)H~+h=@9Vpqe|5jh`lrk<`M>r2%lq&A
zm+ZT~Z$2jnCjk>H=RbA+%lk*~OUB0dpLTug{o9^@>ifF)TgJ-q)z1HF_rG<1%m4lU
zZ~9NU|5fL|^6&e;zw79HW67D=evQ2))c@`G|J&r>w*HSN{r}op#P;i)(r@$8|7$*4
z@qY^XkHZ=pd^z5iy_~+x^3}30L;c6!mF-k)Exu1UCHQBu|6dOIKlp|JGyDG!hTs1+
z`~NT8JSIjaj{k+5SL6-pt-Sbf{rl;{Zfl}*HI0TjNrG$~0VxrZ5MdOW#2|uSU1mmH
z9TZ($9fUm`s=jO|HWH}{G*UA(nAD)mK~EEUsmR=FvU_k(w1}37%H!_mn<@W!_r=wl
z@AiP#^yXB@IOo%b)70-k20?Mri*SM7RrU#M(xeZK@R^-?`F5Ab7^xsXu8$o%1gdUq
zLW7acB`aI^%$F?W{M{OYftdEA*Q_I+Zu?^_^EaHGg^64)rzx#0=^(^%g*@wPZ;IOP
zN}LdH*n@`S?ONwSFSs*30zUlPuo^uUFS0$N3y4Kip{}RU3~Ei#jtiIrIey-ic6Zye
z=?%A5gmNQ9#Tv0-xYQs%j4FT8b5ix=5L?9}PK4o8m_$(3;SuuNY}xdFjzAKeVcmn6
zax>~T>fs7As^JH<0xI!}V?r!toca)JP6UI2f;)lYr_P~#eEIkb5eOl8@s$x=VW^J`
z(>NvtUUMqey6|DLNj{b#H}bU(0H(AaS-p&fpB!ZpAJOUOLE>%kLM+2B<gbkto0yDj
z5D5elOf}C5Qe$GAiPvr3iZ80KvLC9uy2o3|dTP9aR}%PR_!N41a-@GW9?doyZl_a(
ztkK=Xw@NyDC4pCIs>R``;u_%X<Hq4B_oT>Dp<T%%JKQyZ)C+V52}r{+1OqWR8AX|<
z9Z1PmEtp1;=ph6Y93u+`GEs_x4SvG(XS#<f=%;9e>>4K#M08R>;0)IX>lcjFlMv4C
z-8@GL)41*%%D~-<NsBcSfibgGfCRN-AfGeq@vLKq9NIp<4Lz{G{eFM<)$?m`^S;=~
z?C!g*xK4}ygWtSLO|`?9g-D!LVo1wwtM7baQ&Wk1^1e-g6$3{#G<j_mg~ccQtN924
zj?*533&1e?_*8DcAg(S@i{S%bJI`)WZ~n8?ZvvOw&ZvtQe&M4l7WZ9<y%t#j9-uB4
z_=i%C=2lRlaE+=-QUyzy0MUh__GwD2gr1Z(zh#1|1g?A!V<!O2usY(>4C4ZL`eaWg
z_b_y&bTEWz$1b)a1=rB)K)Iw5WdY^VFTeLmn-rK5)xLuOa0jisy;5KdL?L&8xBH}(
z;mhGl-;c05>w~a3gu}rHh&pEdXtH}go^T284U=XS#>TXD?-0fS1x)Z<>dAe#arzNE
z@$OW<#KTc(XrYNfwetNM1iOQ__c`)&%17=u*y$Mbp{Tp(^_7m*;nk`QqrXOdMg=(f
z7v9M+j-cKF@&srZXRDsFM;-!+qzXsI5xW}5!?(`RnbHLW%=OlW9iy<BxztG1KtO0m
znGuwM>xghY{yvh6v=VscznGuO%+@<grm_n_!c-VA^2+Dn8qw^O^bo0&NNj|nvVP4f
zwxjV6AfQ>F)xpR0&Od}*W4+_PXK@Aio882`R=un3$1R^tE4-5CERpYBfW2#*|6-e>
z6%NibtF6^LSmQ}I;5=~5R1rz}NYSl~%FQ=?&>fBZiCEy6erI>P1BrLem{ty@>TTO{
zOwa}wGScMbA3kL4y)WxNTrp{5mX&nRz33f~*E85Wmn)w#w_xIQ>&-!(sCDU@mI{NX
zZQ23;HioC6%HT9YV77uq+d?k!`y~wD_xHYK#RJRu;lQPSSH3qV<qhT=1{Y370z6Ma
z%m+*^O1F#mnV}weuEW6PzBiJEVhLw)TUKXWJndh!8^j_l&)lyi!C&`Xj)`2Oex|B!
z;oW52yLxDPO06b)p1w^ZEA69mva1Jxd7K)(8iZf#VVd*enWP|s<#lTWYpqKAi_H!D
zvb`V`vanR5Hj}MwHpaimXyuPrkK54QH8wVa^JWkm;OS@sP(^nu&&6YtWb0|rAkA))
z*zWD#xnlp=`MPv}T!7(tyYKde;c2#B8zj20AF-d*_`SQmA1+4xl)Kzmt#dh+9orvd
z&_g}a;zzTTyJh30Ir6m5xkh_KJ0@;}M->ljn36aTo8U=Z7Rn8s&X_j6c{wUOYC8&(
zj$3gvexML^Q6I04&`x3{uV3m~@=#m)xvJ<<m|DXe!zx$16e4O2sj=FY;8;YXoT`FG
zH;(3>(I7!s!>KkpHU<T~s<GxzItFztQ;mI>hFa-VMdv>8Am6)H`P;yWYwMtG{ms0W
z9%>Kxx$<(LrsEdMFdrq@TTjiDZSu(lv_8orcYDOjBEEGh8r*Er#D<YC{XufcOT(K&
zim{;*zZY)nSSl)C5vGhz&H%N?J&gpO{Z@mM5vmEs&l4uVc+no%RLh==HwH6UWu!@e
z$^4JKkW_S&>cAf6xkYNNiw9W?SgvcDC(CoSSWuj2WBqNqSQK0^1vx&^bM+$f^~5#J
zZEa4OFD*5f>BBylU!UAx7r0(zN2`4MiK-%SLqPVAftbxA!%{*sCAiVqPRu%-Pk<lX
z@DSsnfUWKTbXfl2#-Wi0N-28?Kef|T%9#jQ1VZJLC+yKg)tr^sxZnf5Hp-Z7N={-m
zad@z8ezgtGQe5L&mz`uB6$bMm7OgTXtc{GU@!M-7d=9A!*<4%M;(4eT!H>yymPwF#
zrLe*i<@Kn&O`=9BmF11f76F;x4dN+<I9TqOH$u9vCkU~daWdH2lAvQ0(tvSaJlZ4f
z7zMa-^4KozyK?^Fr5o~n>sw_{KIYIdx<9Vgewi)7|D9IiXO%VETFQ}**GtdFn)CA7
z@2idSlZBQ3H^qtL+G&`amvjHF7dsplFVPO1S^L~^OjY;U$M#@MLkX5UFS`3y#N5ra
zXM83{$zlc-UJ4#FU*+Y2>quCk(2;F7#g7|vrpTHka^p*utK+9Py|it4-uO7`<6yhV
zBWJ62DXH=BHkK$_Q<vX6KTZv`hfd8@F=zGw#V==3Dh9XoE$R@WmStZ|`4}MRny^vE
zAckPlQ*wi6`$+DKvE>^yE9>A^io`<<rfb&)e4XpaI?~1xtdsl&TSrhc^?T9$6po@N
zL^9TyR;8`P7bcd{PsY{blc^P`)HA2qfPa=*1A1D>)}$U+-dbj;hR-R7&)KLXbI7Q?
zgYjH2K$shp1O<qK1-qiS>Y96!4Z?x}1wwg&;yRav0T~HluAa)L<kPVzpp~1mwYQkp
zN}{cmg}B<y>es;>nNyXY$BBMz=@6nUI#$BAj5UNC@IX)(79n^{k0)Hjl@Ps&zp8V)
zKJIv+U#97qa+5RQ+OA=Ao4{e@Nz-7wC?AuICP(FYT<Ch^9U_W7tvM63UFX2k^Sdig
zAWoClT`AR@<^}4^D{#I~XR{ACY7AO2k`8I>LzJp87)l@Ju$=3XN-DmYKOlQ!d1A3s
zdezwNU_n%d=Sw-w-YHzL&yp@*+=GnxSo+$NKHj2UiKqhl5?_;{DKJkylBSSS2yWdf
ziQ2e}j6UE)iu$ZF<N&jWOVZ_m$0w%?z~q<XCh$Wpq>K0fOWLGMM&w=}`0xd(tQ+yJ
zsJpWn9QoZ_Zoe2ZZ@l&DC;M4!hpApeY>c%{`maxktL5oa{3V%-&+I>cJRc*fapmlQ
ztK0GKv&cC5H%pbGG#vocb`%xMV|$3L{ra{IBz88m*(@3-TO2Tu!{$xh7-R#hoVze#
zC@AaaNjn5s6Nn26K^u%ZNVDT>51tgaT!Qr1&o8bMRj(}QU)G@60+{z)F|A>3xU`=e
zp*y^DlB>ZCLvt=E%aX@1+p!n5WCO}i%k*h1i`)%<TG!%b41gZ{MArjN&y)DNZYE@C
zksF_o2O-l}XsMUy9>6{Nwc9wKwadIeB?xd8r!7`?SA0^ZvrKHy2-Lx|Bw0_2gc4*3
zS5o)~mSQ-o;CoHRNa$E<^Oa+PgF9L%suYe938LS?;+i|c@9FElC<h&4am-B(w&`AC
zJh2XgwxZdhE(3z%l=A7*A(92og6g2Qzv#7FN^;4#4CDUof_ohUx;q1A3slZ-S^gl4
z5=bOz6ey=9GYSWx89UJOmL)qZR=A}oLS#<_bqCZiLFY4wqtt8gfucsQlY<N!Q6wS4
zlnW37q=D5g<Ti<)FE1D08n6u#qQSt#FzRq{t|3V)Us~`G%uf}9N2#!c)r_jjbV*5R
zd1d9gY{G9q?jT4la5ZTVMDhG9c?~OYGlLWBYWNpFmK5~JPRn6D#Hh?M+q0ar9fL-6
z1v6@zZ9b7XrKBLL>}BqA5;9y)A$&cN24D}o1#>QpMAoXltgny?VPc4LK3H=6ddE?B
zXH1Ze28Ir{t^WFVLnIjM$yr9oYg1Ng(S9}G4!c%wJW+0UHN3m_Gun~|ZKYEiA-t=l
zN1VNS{m$qHw=L!{$|^SP9c`7XYHFn<KVepKuwZ#Iq;sNiTPi(-{yAfC+Fg91<e*~3
zfaHhDqm3(5f7e(SwrWIE1%+T0TRdcN<35~a^J=-L{SQf7z;*yjNBHa_P5N7`=5fju
zBvjHe&R?&sW{y6c)_eCuJdUFX@vwxoMX-N%5Tkwc`*8_?S`(HR8(DN1PwNemB3DL;
zmlu<Lm}@=LKHTDk)BYfbEVn+*n3!{WDpsV<1><z}CGA(+$L;%U-HwO1n7VU#Im_bJ
zqk2^+aCGEkaato&{j?Z*XbB6p#v7fj&|YkLd#7u2XTkG97*@dRlD$KlZiJQ7{PhvK
z+hR6Bl}q_TrtRe;*}(%mjF2s8Mlc%<qnT4)UQi&%;}l7C`v_&3vZlmFNzs#cdX#(%
zgb!tkjNrYRkF<2@2t@*d6n_e8Qs?;N>=ps|H85X#W!#Vg#W-Tz!c0o4-l4wH+g?)s
z_V4y~uG4+;M`f2Dyl;TXU#&0T>l&`tfr?i<GP$~q=at8=dH=b~sT@8kPMzEG=I~B6
z5b>?x!_DUc`f7iD+9w8k8ePxHLqvk4#Cjtz)Z!`5<*(=HshmB!C;>X}`!V$^F+PcJ
zMK1mi<C~K1*W03+CE8Q^Du-8ZA$oA5Tbk-mb-nxDj@L&UD{=e9NN2PAdita0&Bh}d
zp0MH*<W;nt4hE_|QqA$(=qAj8>U1seO%q%E0WgR3;0!~m98B0a65<RptE2`>GtCbc
z4yNhVDNgJDiK0sbk0RjHN!H8P&P>3P6yG>+dUa*8L2D}ci8i#BVHI;#{+e6U{baak
zsTf>~I!rN_Gzkg8nQB;!DTzLTy22ksZF7dSwGyWG_Xp7GPL#DHA<BX2+JVc%=m%Lu
z1RnwYq`A{q+bj_9fy}j9NeULOBbU^+m7T$uYg1&H9|Ix8wVxAv&|~Dqr(^}XP*@-e
zRh<JwO!T#M_H-j{WPZBN0tpVho*XUYB4_nXJ2A=iJCx9?*=R^`Ks6k6oQ!sTi-w|G
zjUk7eaCc){@U~eYH_$cBMh5O@`7*D3AKo8RsaBUd?0%O&UD|}SGYFsZt{3C@TI}ZE
zR)XKB`J8<hc7v8xA2+NB-9GjrN^<^s3?tW)P$TZO0K7Zi)Z!(>TP?yE!rh|{4tAtq
zAR`-XskeqML^f?@)*=~4-jYkvzFfSl-{$VRL9D0v{N*Lh@uTUc-wwQuy2Z}h3;8Q|
z`{Hd$uPo5DS$YtRK>f_T5z0due9~uDA86TdSX@*h=4dh_S!p?7J71jEv~o>^4L05&
z+weM1g!xClnF6<^aNn6?JqtPFK=GjvIe#PBxmX?>W`8QAxJ{EaSQ28jtxntK#H6lZ
z<5yem0n^e3zpWQtkYiBWU|WPX+j81d+F0^3p-7jxWc*K1L><Vys*FJBu(sU@AjkPl
zSxT5d8;8aiygv%%NAlGAwTK-t{X9>5yC3_U-AK&XUdKGz+E4c?<2h47^Ss1vd$ljX
z4@ns+K^4d7r{t?6KHcd|E~m+uYKzu??1-3iaMU?H_xpbky2Q!h%eTDFe%#d_5BcLV
z%&a((x_7eaT}S=V4qfMCvvGb+&*m%5T`BDC`mv3g;L&A8<R)_Y#Iv(~c_rbs`6-&&
zcW0WG_0;C{;;ois$JrKTef)G&bMu8v1+S8rpu;r6){`w$)n!df4Ns&eYOV12Vx6dy
zCZN`af$}!a#4sk$yob4MQj3WRtWR$#FUg7!SR7jFh*L1;AbzL#E0tz*7%Ebucu5a^
z0am>104x{{n1bG1R_Q1&Je~e9BMWGZEd&H58vrv;V}o&!k1#am!pn|vsFj6}r9X%-
zzYE<mk_k`GV(jbh02Y`ba}!p<=muo}6;LuLR$!oP)d2EiBvIZKr6oNOYME{7ZEp`{
zh!ZSQyH51{1*AyNz<v^v7sL6??E%>UH@!B(My<`whVZ?c7`)puvjyiXI+=>TDBt|w
zi3E$d?a$Lg*r?NzoeFTj1f4B)Cl8x4OCmqK=anFtGx(EDx0*KY-y7shi!Rk!zH&aE
zvJ5_k7Yy%ik4Sd5hqV@@3Ag8M%4%6qjnzP!Z!@3f$k<gfk7Q5YXFzX2Pc~aw-f{6_
z$;%7No!x4D*S=GJbiS9*8!oYKFb*&dF->tU%N|+Dppgs<x|eiMOyg~bOHCU(OAlQ?
zA8{}7-h5k(8O`I-e%a@4Vm2gaT13z@oAOuCn(~Hg$iJsrx@JLI%%E7zz@^xNN#cOK
zhliBsiS;z1R6Y|i%cLh2>trH0ehf$m%e0+jC@C<kOta(yWZviI6ERE1O|Yr^S!2wO
z7U62k#+1-lascqG2)w4Ht|FstG@rJIdeEIm=Xkt1y-S_*KFpOIR3wfnU9P(rpQS`a
z`aU4V>Z3t(n1Snbcq)q>F?5UJw5v*u_Xgcie4!49-VpLmC9>aS<*^uoF&1LCSb2o^
z3sqV(t^<r6*rpo21Kp7lZltNslta#0Gg#sCUA7latxL<~FGR~L9Aci%REW2ejt7V^
zR+sp;$2k;zNaFf}c2}jHri|3?W+9QcC2e$!M9$63uPunRiVe_?p+Qp{_7Z7=+Eu%S
zG;Yw*v{c!D?bt_Orgqa<T3O~=Zd>wL^0>OC4%Bgm@=e>ky7$uY?Nu;O^$r2rpW1|F
zQdT|8n;6+Vu%%Vc&Npc^ZZvH)b2h&2jh@FO5t;<e%D$X8oH@={P<tIqQ{pn)D02wC
zU2>g`2`dY0S_LeJV(_qtM<PNIUa{zQ$6$@2@%YGm&}jv$nN>R#yT|h(#k*hT@%p&E
z2>|vv_}xWY^>a4=Rq&nh9nuGJEBM&2gd8d2?$|f45t4+L_{l*IK(D*%5FC*L%CXC(
z)TFX#l<HY~WV}^p#K?`KZdf*ZWn4UvhC=tWxt>TajQr9-6X3q@<7&v7ycWcTkpTVo
zu12{AN|G`OI^m3jslOsPZ6h~5^36&~dwKSHcE?ZYsD{n9RgVdewNb*7Q<xu7KWP}w
zB4eQw3wd?n)=n8_RK4PvXSoW?9C3bw{+QP;%eheieM)v<29c4&n9`>Hds1MawsOS6
zEsRIS!5^5s+GkQ^!pY|7R71(m<5uamRF$@^ZIEc&jr+DLp38d}Ywo!w23mw{1<n&3
z_xSrQx(jb<7=-Q8xi(As#4a;x{0@B(1nY(c$zs5nJk|}6r5Zl)BfoA~eS(=xAsO}S
z^xJ`{XVUKM5Ga|NER>l*St}3B-t=gWB;*%q&e9$fAt4#71Y<!at3=WWgb5+d@;ooS
zyW-<P=_CKPmC6i_hT(m+Ln@EJUhTom2vSrs1Sw?oP#*C}MA=3w)gqW(f+dC^pE2s%
zSl;${g{xMjN&7;!x9B$<V!P~;dj`-!&NiF1g2@FPL!91w%ORnVD&pW9Kp&_nAEVN+
zmQuUjcsS^}&tspa%Ra%xjP|ou_<QtRhpWeIQzk}4Mngk&&p{BO#JRAcgPj=z#)x)x
zC3!D0AA)4T0jYw&=zpj)Oh`3c<DFGgfE?3d^n-f1m*Zc~wf|^(e7)u2CB8^}k^nz!
zn0u=C!tT&mBkLynP5GIFW5yTHn=F?&y&_jcZ+z!y5#mkWmi1eyU297^Sae?7k=84Q
zMXxJiV*rY^FsCZv^pJXhx=>W(dQ2o019NPs(7-W8L_fUmHj(7(*y;yyK{vy6)sYd!
zcvMnKmt9fmdhI?0aipXX1}Le-W$Qo;0EhLMNgbeRK%P+ftgf>$Q_ql<3J)^52nW(Y
zvPz^ncVkqVNkpZY!gyOIkZAp27V~fx^I*xH8I=>WiJ(-EU;0bEZDpz-GFA6)3m?rN
z&63?}A<QUH3&=L;c1I^oFm8Wfaa`(`hH;Y&_QNB(c#3!831x;*wVfoV1@l-^)=qxP
z++Gg3;`4&A#rVUYmE6ZYbf5U`!R0(L<@)FiZ{74uV)5Hnhd5me<Taoc{UR^Ty~<`A
zQC7%dql#H6i=+Ot`>MJ#zG84>5L@4<*}SEFRVw2p@2;GP3LOsUT(&)Kz@(Aj-FsDZ
zgiK~wblM&Gxp=0+d8zDosP~yRJuZJLP{OW|t2Vbks1UPt?dK0?AlKHZ4Oen32I@=u
zxH<chSpD>*-6qyBJhZXkeSB(lv^9u(&i9_@tN1C)SLNqyGOwz5eFs^!p0oM6fSf#x
z52Rtg);hgjsYB*iNpN)i2oM(4wu!UL5n<p2K~|q^Bv{b1%xv5kExmF8kJXXJ*r132
z9%EFQWqqy)CL;^gmb@OhCHpggc%t>RxL5RnxSt2mdm%%icXr&e8}N~Xsx%4+3o}hE
z)NT}2G9+xJ{4O`C>w`dP441nE|5erQZE58fRCIU97!!vX`w^sFt#Q;$&}aBIx@;Dw
z!gYf#Zyddt(7<df<aT5lq$7w}NUwXTeAqCQmh|znQ($txXfP1x5L}8_{r+K^#*L!~
z)H=zufnB`X&iVoPYFJ3n?b|v2;az=(0jNOYrgc1RywoaHTWpGUr5qkrTv|<%TP^qs
z`(Xpkrg2Hfxh|DJoLd_=%A*C{AX<MVP3^rYwtqOuij{l=UpGT41Bg_vsf*cgIz&Qt
zusDt#Q&G8Gf5E&ZymA&%xD(O94bCtE9$Ot`z>S9xxgOQ5mwXb3TcAf)8+>X1jG>}s
z!QkV(M2W{-3j327=h{(GaS1%!p9WE=WH_TI0bw`2#*02M>0&zde7w_GfJoMsCfXqu
zphc2{yhK(IAds55t9~^cU)Z?CmYs*!*nRv227`OPJ!_p)Kk&F&c#MxeVZS{ROt2r&
zL80cD5c`b50U68^Ed(El&zwh62S)g<A7V1}q=$c2Y?bsdm1+DH2X@Z37O(Cc^n9+Q
zPX(3q<))=C{!D7-|BkS0KdIOPT7S$YX)<j#OU##+#ypLD8De4`Q&)?*Qjl=O(po)W
zm-R~0uj^|c&GC-nG;FP|Qa#ufesU4NH_>j~OiJb2oE+_VIB+pxHqQyQnWAr9aKnX4
zDMFE-apzue@EK(@H9O@~zRK|B{}k{myMsGFYe8S!;C9;la@xvGPZQ*+L84~;?I2;E
z?e??V5I(=79;J2tDm*aXbkI8&03YzYea*#NAnxt@f}NUk4UQl|x`=6PgfWM8;A%)Z
z#q+fbBDyr@>=YxnZ~-$oQ4-pg6uV<cz1*~ptT9W3yF|)jc^`UZZh7n#hFTN-v!2I*
zEO1vClpx?J@Wg;A8u@CRLAbp<ukP!)-*)ESL#&#2Wqu7WI<;raRHfV4Y~5$%S)WMI
zt-Q8CJfoKG4}r=vO1XRwc3d94GFQDls(buHN=6ZMc<O`Ew8>+_eeg+j-QKPj_ae-f
zYa4$TVvHW-T$rc4{=5W^*OcOO?fleP*+Rr+)adv_d#OL95;xU))MkFUtKt;fm?6^F
zRm?Xnp%z`9LFMqy^9m(lfycL34n$=~G6Nav->Gn2vPKa9gJ~~<#$FN2F-dx9=moSS
znQ|Rv(7hCyO@#sVuem8pcgSiVHd{ioVGo6TiZsm%V4{R+3d@1nX13DpD4hu8FK)Ip
z>g3x4Z4(5l<4`FVa}><M7_=er@!2l~k`^G8fUliMjj=l8RY^;uRw?kaVdrlfZ+Wzx
zHQoVT`f~Q<{6-x4-eFxv(~if%4Rda{8bt`k=N*~JY%D{f1VAo_#Kh$D*^c>evp9Ab
zmP1knx|1-FNni@6D$}hC6*=QgNU!C`-M<%hljvReG0W-^UbV$4Q)@vnlF8W#kU?M>
zSL)freU8*TYx(|M7ty;Y!n-71IcI*-<DFtG*HCyQSZ<UABF3IHt?4G2R{OtXpRuU*
zI8R-$tEIDqq-I|#n?r)epPjMHYHx=?YwT~uFlmp(TPRlsDEG^F;;ifP`B!=Q#^}5@
zyz;@FgEl#^{3+fIiyLWpR|*iz5e<*9|J_49&+_MoBlIc+Pz>nmENf6dL0Jtifg}!&
z4$_ZcYynk+xylUA0k9qUhz6Q$GVmL?jQ~39k_L1fk=hIxe0vJx{gC?J)x#obVZN6Y
zE@(zd-ri95WwQG1PHGQ$rI_VJ&_ZAmA;@z*`Ja$<VFqQ=@swbs&7o3wATT3KUm(U0
z!gm~~OYJAhcX@`d`h}SXyG?vsXE6Rw&EN-7{%BUaL}lr;M_7fbWjbp#klaV&aN`Jo
z5lHeGIwEEf(5xBgfvp%-1!I85Hqk`^jft-H8MOoCk9=v_dhY{6Ji@<35hfOE1N~1!
z-;f<cp9(Qq{F%zZcjWFJ&Us$lAB&uheKC9m#LTi*c1L2GEp&T#9i-8ZqpaDZj0~l#
z5Unb6D{$<zr&d9tGSsBW5RO2^Hbz>rgODM3Z*%F6jg^G!<o)tiE44d+DP3E<k{y$~
zIiuH5_&Um@d22iG;y}C~C{Ed*22dDf-6yRgQxDO^%)Ld#T(R-75%M$TW^ol7xRl`O
z6Kg%iW_Q1)lE8M_*S@1pNwS|VNrE-B`ooqBXd$m(9tuB#(mS--3|P3W)4)+H(!xb6
z?<EUYKu$A|N)HID2^`f;o(@5>yJGt)qIO9=0B!9i7tK*Q1g;P;8RlpjXBiN)S#D&~
z#zHtu@#9|VvOCOocuGXH`Q)JT7z-o{{j!mGd+=sPm`>}=v#@2}BAPw^dUHnkmhz()
zr)Xi*Wmj|PkP0-3%^2FNMU}hVdN6ThWH&A4{nG7qw92}0w|X(DK~I62Y{}321AsYn
zYP&$rm^|RzWoJd#3oi^;nedkC>kU4emJv{lJC=hj1#z-IV66^kj@cv`bPdwMjt01a
z0scH>OR4(BPzP(rs3l$fL4IDv%Hp2k325cbUjn2r0H}*U8I0(Mr%<AIuZ9)T<e_bu
z!qGS<Lo8;)sNz!iIA6f=yvNj(T6{mMx4{{kRNi0>z<w<3Ih<x7-}kC2C>9uab_7Lh
z;fX__^;hH~8BabqpvLy(+k?2)Q~gK>&?J?;GEn9Q@s*(zd1an7Y*yh^4udD^Xo>ta
zMs7@T9_)RqB_qK|rk-xEYFoVv*059R3m5kAK<p%{TUTzd=e`|Yuc7wFU#Ky{H<grg
zq>*N_`eCj+mweEzxMBr0(gcIEWO{yg`Seuyd$8-0=ZNQs>j+(}I7S*jgK_eS<1O9|
zy@N;R;9UTuy~U4(YmRG<eU9GLtHEd0cL>*@r0%R!YreVIZgM51i(05rDc6p{NPZ{=
zv*PPKE$?_jEI5OfdDL-&a>L2IzQ~!u#ZouOQX{wFo*nn{D1A`r3JXn+JQPad**xvl
z%bmh~TlO4&H`g9dZ5>(fjH|9><%MYImS)Lz69pB&#tRVf4D;JX915h_gYlm*Gg8*5
z&M-e!fz8pH0#O&CWE%k+RSMxCsIvIIaRn?Qc$47>iD$+B099^nMBC)|y7os|mAVK{
z?VQgcl{Z0fk3&~F@~T}tpQ_E~J7r-VN4=Wy(sVuUwkhmOJ~aH=NT2s}N09PcQF0kv
zs5sX3l6p0>^SK#c)oCc7W)V(oYz4nxAFV~-Ft0dj>vN5{Fo;cX$JdjfvUw=na!rI7
zB5jUgZA&<J?0XF5!E<OsSTvxu6?!EF?e$CWO>|c{k9cOmc=>#>5WEE(?iT-jR9Ju=
zk=#q?rt9v3QO~#^hNoe_Sv_7y&roK0zXx=_&gQbT*nvle+umY#SqnKXyQ6y=+-t7A
zN0J4`offw>8+qxlz3(wUxRKb!_|w|VxA(&S(hSb=?I*qm-(!R=Iozn}fMHxeE>yaT
z$mP&#W?=?<M#L)2EgbSBmOV;9yX5LX9Zw9fkM9~Us;rKod%I*_`eu$*EcNdmsYorJ
zE~;9}TH0E!Ye9eLd&psO<9%zt1)q%u9DK2^Kxpoi&OsTf4&`APMzk37rPc)r+nWQw
zP@2NN8TZSS1Ni(6p9F<aWQ6!0%FslqZRXhia*vw<>Qwq1mR8<ccai<{**j@ZzcpC;
zZRh)Dt1X?E@Q>x~-_?F`%fUzV+MAviRn>ACplZ=J+4D^Llg-p>dfk_Uq!wYzou#=S
zD8|UO@LIrUl*G)QN)_^fM^F+slnN&Gjz4eBLikLExX(<TR=DrX?^2F%kARPsCy>a9
z6x|yDsB$#;BMsTy_Vp}33a`T3(|VRjDx*OrH>`NUGK4tbBl6HLH{;aN5d6=uo*c7`
zX_S~&R1C7N1A8ERtxz>YAZ|3^_Qr3__qjP|O*g{Xu_fhFJi*`+#|}u{B_$R6<3Pvh
z4^fLQdCCcP6tQ_^YGIR7-nmAr^e(n*a+lopHyS3Ur}W;dJ_tt#wok}*%EWqAJu_ap
zuVpgz4(c}P#`Ptb&j;0p5-COv*?IFsK({C%xcln`WL+I`C>mk<$D;?r$;@RQw56ln
zM)I8FIe%`LBl?@7!+=9FBG1ch5;yp<BzW)BV{NFQ!`kNlE}*c`C->3QH7XVj?2^-^
zE>GE`j!yT!4eDvU7kSpUVD1RH0$8j|Lsh-wTAk*<FoW$jejzD8d9qxMAK9f(N@H?k
zjAM$Ej2rDp51Pn|{!8Q(%}LLkHcE_9-x~8Ov7VVU43+y_Ic{4HwE4_DX~3#dH)zT(
z9N7>Fn|Xde`BX<&K@UlrLlTSz7Ay)T-E`K-QLd=T+LfoF_uBlbkS$ic>-83w^yA(2
zJ#>Df_rt{4=(FP3j{L^%UQ=jG2huSwdL7OzuKX}6HBZsDrYY`*$I^H1HvFA9%D9E|
zJWqUOc|{;$$Q09k!M4FA32xGck&70sLB|y=rldj|c*~mOl796SJo;xYm?mCEbq26w
zg0wLe$-#weyEj=0m+0nmW|D*Jz8P!DB$|Abvf|h8JF>E9k&Mb(TEAsettzVUAS3(|
z_sTxJ{|Cn0`O)F?HRJ247xtP=%H@Qc*ENOnP2j-<r02E}a>`H#o+pujz<mLZg>3^V
z<~ESFKRr~^!QG|Qpm;U#V_>{D6s`ZsWEYZG3idGTmiPQbmZq#V8Ts2M+s>&*7(<7C
z(udWIkKI^$o%#GxlT{6L0{;C~7xkQ+U+dLY8ZVPKg<4N0x_{+$9>eKusE(B;Sv4yD
z&Bcyucz5l&<GuRhdMt;hjTo*eI{S+1udVYfG2aqAC#bL)1%9)-ou&$lUY0~rbVgV-
zN}G;F90=49@o+i~^A0lHBqStamwiZ`4#pwps(K)6M0pWr@x49%Il5_XUO;7Azu2eN
z%`_i{(_&-WTO7W5@8%cf#ww^jP<TP7Qw8nYqqypbO@xv%uWl(l=z7)nMs5@1dD_#!
zsvG=!C$Z1MPfYZ`HpBR@xtg2~fB!B~B5SRVW+-9(c(q%c?tJ2Vwb%$=-Uq+V7CPqB
z`<$7?X0OT@oeCmQE1i}Q0c@1~+RSu&ppesct{p;st?Vw^k+pHRsU2cwzqZyW))pqC
z-6M)i59bxDg6h-O0ZLQYNeA@M&ao!Mfk748RKFTTQHoX}TqH>HZ1+xs{*z`DTJDtM
zrgih)0zvMxPlA2aUXX{lE#W$dWS@WhVv{!H@NQ_6^DN`T&0%Y}B{eQbLBr$yVE3&x
z=ubl0eNy+Po7wRBYaqbe+zV5b&ss%?>qV|vOWuOlZg>3@irrsPD;(2`mPyu4nrd{v
z-gm(b+ttgJFwb<KRNHmk;ffPlt(tx`CuwHZ46_w7PEDN7IIT<Hg}b`fh@>p|(8yk@
zfJP#HRN7IpY%Hk01z7mtUMl25xx#r$)j#6(W29nknu%HyTl>i8E0@y}jxmmqE!rHv
zK9O4rbL{k1WDaZH^y_8@pNcph_un0uRSzkf)HbX;T-WdT^#5GQ*%yEGE>Hg!tM0Oy
zd$#h|Lfak9NW%UxwH+vf?;U9K3g?s2CBN<IFQNBzP3yMZQH)EfmcW>o^uu%)U5MtS
z&7Qv>KRFvOU7SA}3DU9%lh&PO+g~J9y6~B1FAs&rj-)rkRuC%t3=QNFzn+lGv8P2R
zkJz)v^`4MVQs@r_un89Y4<QO@^RyU8e)16!k30j^Jc^Z<5c98Sv35k)Jm(q4c|^(V
zR)l-d2;|0C!CO!mVq#3iZrOXBSDvXLp&DpE`1hQCUT%n(00&>_Uz;(nvqB8TlqUw(
zVO^W%R9Hb8=Ex#$`@_iWWV~W&`ERrH5x~!}19YX^!MZ}n`XGLWj8tO#`R~ds=sr{4
zk(o$wy_L&-*<tw-D>0@8@H<!782!Mt$bKPqGTA}8KTqJEbxF&?Vtp7L@Q&QsJ2JTF
zE`*-)h0^6FWNG{#Mg+0NS#AXOkkzBe?wRj#qA4T2R%dG^m-AW8p&uD*1WpO>Vdm-t
zGcyu4pl9YWSYT;|$7jJBp?`;5v<7fZ{gmBE<bY&x=*gTChMqZYg^45PGfNq`9uPZ`
zTnO6AgE!r+N&B6+*{f5gMw%nu3F7?2-^3fEdnCpF>2W*9o$5v^&lCifX^TWwsA1;k
ziO4<KE7vQyMv8if=&#Y4y9y3qa0d|8zrcIM)T5F|IxGmL>oC7`z)ECrC>#-R1;zAj
zKKx&2N>(D~uhqGsx5GXKP?*ASOz_MenXc;6-$5(gFrM=PXhrzM-e&D))=wyo7<kyR
zubbQveL?sF-o&%LMY>Ex9%UcFn{%U1d|u%rZX)dbhyR{9Ix}m6TD>tZggh2(7d*}K
z&G5}?z@Sm*#O3xmY=m_aA&n9ti&J}~|IOx}jyAhA(ls7mK|FUkUq2Vy(Af|*D9+2>
zuI9_*tLaYSh<68f9|qcv%ln}|yB<L88>`EI)wj$ijQ@*I=_B9@zJLB^ab_H;6OJ!D
zcerNH?HZjy%J{EIf<Ymer;adM|Bp=pJOX&ZE3w@xjF)h4=`NCO2Arfp7}K>cWDAaY
z*z#FDjg**L;8lTh5Z51B0AtDazgkB(WG^)?NiSLSMyGeRUZ#V&f*1GfUZGz<3yFQY
z@RmFL-9&Z@vkXXcgyn#@uRyUnL8)K0FdXoI04rYyT_!>ASNFKI;>Go=?NnTAdxPsn
zT@7np?>}4ol}ZPk2!LRCq$ndx8kJ^Bt0c1;<uRuJi%Vjc2tVTB2qk)H&?lXYIS_47
z%&f))Z2%{gkuqVazWSD~Gof&#b3}57=>%1JWWc;?az1(f>m1IN{teEJ(+&79&*bl(
z2gfV><F-5Q-FNRFdINgnR|lUkCBypp0_yag<bRc{2miDJh~f#S{SAkI)F)dN$v&s@
zhJs>ZfJQpuMFIUG9jbF9r#yJVj}BcGR@W9D=Yp{(ZM5&-je;*|@~qMrNe(l@*$nTp
z$Ct?aXyS<JiQl4+-w~uS@>@jkL?d1_Yt+CIB97lnf;2<4nF+!#(yc%)U|TH@{Kmx{
z(i1JWPw2*`6{kk<3Xz=|vqm%}q69LElp8EplmW<@iwj&Q=Hm=rEsw8Y`hi@7*^7Fl
z#P*&+{wtUh@&oi0&ncpYznzgF#xyXw4g1*#wm`84^Kq4GC5|_qVEImLR(FD!B>Ap?
zHA^7bFO2sX4oEBpK*Cc|uZMT^gH$1hA{ZB}1Lh*whaEpA5ciJKeiU(JenX{p-Xxxs
zw6+3!#+e0t6HM`{OPITk)xm79c!22Ms^=XKzGr(MZUu4EUm;@4zgy-+s1xyVxAc>D
z`tyGNI8XN;^l=YI8|ZBp#f`WnV}0=A(0B0nBz)kaZVVoH><6=b0}OL|%$9&&o?RV8
z<4rFoQqT=tKplI*nFO*ENX&rm0+bgU{K0ehf^=$++NJ;EI@H?>#Cgm-0eQ7xx8SgV
zz*A4Osn92pcM0B-2Uz1497-p$o4_be{2J(qRC)_2JfT!RA8gk>gLsuL#ytM4-k)BJ
zXe)q`5G-!kt_Rw7pveF{uwP)E;ESY>L4{axmg(C)o@Pd<F+Cd3m_1ejxRwD<^?`5D
z7;eD#HxY!!fKDJ&=^)8&J%3U{>H2LLpr|K);kR9bC>P5K0<*|eVEJks*5;!Mjg1=?
zkp@LZfuX^Lqa7R{iaOT!Yvk(_Fcb4kUfn6)Z5gzbsYYoq28>GRsm(}D12*lpr|NUh
zA(;{H&i;b7;N?b!GSyX_L4p@l*pyoz2%;5j*pbt+oN?UhZd^#DZHl6;!>SZc2>}jl
z+SUJik!fFxEtk6j@yE-uPp0>ol9*>o+>UL|R6I=3AEEMLss?h%L8_Kb*KPkVY!fZ(
zbsG<vhq3#CcAGuG8gUkZMWFHqvh8LNPk&tkLC#vf7X;EILuo6Ywi5PJh}8+ip0w=6
z1m{g?L`)N_MZUb!u0IDJCl@z$Y#;I7Qt2#63`={&9r1qPtc*S2PuMk#4dy(z{>@FQ
z%ta)Xqu}F-&T_`73F`u%m4X>NnGL5q$g4Pw=T;x%{WU48`E=N(El`2X%~}H+hApnT
zo4GZFn5@hlY=0@oQ%$x7fn~RTq9r*vK|5m^B_o`g0J@+rWGdCsmr2;=xx`efAO}ir
zB5uF_CR%>1&rps`XQk5lt7T6lpAkLm4Td5{oJh5zkSx=s!YhXY*d*K2TML10IV&je
za|N5xkWHhyVx-8Ixq*!+7tyh=W%`FCx@wwYVyHO4&~R`wa08MUgY<a>tV!HJwh26-
z$(`k3Kx$raih2UN80*zMxS~T8zNy2~-JMW71bhDH1vNg}j0~z>rv*C%8AaZ<5leYL
zLfkmfeNfP3k>CV=C5(N0Vm(!kogrH$j*W6Kz@FQDF!l8e8KEfs7a>B)otRCmOwbJX
zw}ByJ-f+_*7osYPH578%#^NWz7%QqOi*9)*#NVVa*`3QXwK@)rjyHT2r>+ZA_*lc2
zpNc%}8hU)3+I$Y4MzyX&QkFJnC4WiMD)Alb=u#rNMA?`uNK%L_q7|T}Jr)OtSmsLy
zR&k!=*wZ~_vjK})pzLeus+*%_hh!Wn?(rSkL2r->F9$3lP5kj^6@Nv;$9%Bxos+-h
zM$4}D^ti7=l;tw{^n<;SySNbevssrygP*ZATBoo6G|xr-0*Qd-F$Q0)%WrBv1QO^#
z24^oGJiD|Fl$aP6f=*h3^Ej?Rdw-T<u1whu=bhz9$oY^eGO#%BsJuIQ+RnXFvl`SG
z`pGT3Duw{v|8Qeo7}@oyn_Ie6Jm&Wo_2wRbp%omm5QwLTPT)*JWY6M}-W;hg>I<5{
zlQ{Uz;`c0AJ`EXg73!8~n!pPRA#hc&>lbVTX@@+IUO*-Q7=hiMTmD<#q^2#FC&Vq3
zcL#n~00rLD4^NCWN%;?!Mm-=CV1f;B3;JY@ucgWlJpX+H;k@@>05!q(poRE_MpBcz
zp6c0@2vfajKM}eF!{3Mn_ZWkX{fqY@C=n)fAu15-`G2FHT00>)8V9vOx?HLu{FW8o
z0!O^H5gGBr$Y-g&V)6}=Kf;CpT_Qxmg3Tw!tY;%e3H>0_hZZHk=Zul3YaG>zl;;f&
zWQKq>7b`_LpAXoqow)ujPz90F!*0Yd#3cNwgBFA(lDDl~u&UpJRI3<uQu*v~`j97;
zKs;eI68Q&sOV?B??UZJ=JwvRcG8U;y(*#ct76BrXd0(C$BoK}9DPIKvf~Dq)21j{L
z2wA7TNI2vXTLD3k3k1xCKRTupETDON<<Ne9dVAHP3DdpB8ErT*f^Jc3PX5AJm0)7R
z1T9bk1wh4<kTok~6@VFF%J9fPUuL+>MPo71^`r(WQ!T(W1AcKa8vDKpK&f9oD~nBQ
z$wK0>p^~{KuTaxelu7qjL<(b2If}lp=m`xZ2s|TJw6f8Xiv-z^E|;I>6$cOvp@==n
zunZS7W5~652FA)D0aM13X~uM`+Eoln`k6}l8bA!9(ao53Lp0~X@B)5K(m&GO0FQp?
zo1*vpAZwUMJ>ePP)@SL+^#y&!-l9xZoH1!mzE_o+urG~ae(H<dwz_X_qh<nOnT1FS
zizGx)Ur>oJxTH^61t^2%FNWpM{QfXR!s<g2oANAFhOvoEOqQl-#IgykfLWmN{y7as
zJ!eE(^&sVmj=SlTEDh7YU`T%LAc4lsXqmrc$n@wyk&;+MG=<Cr2<X{KbM@#Xje=tY
z9a08!_L!#-v??j=ne#|&1Q2E~>O~~`Im)6+)UO`k?gDU&p^*X5cR=eHT@B}v)+zT#
zDn<zS;|J)rZ0|OiK|vbMS)gvC?JXD7TlxHG$-N&KG5#-`c%lOY4@^|xKC!~A*g$V_
zPkGdy{rFtqT5x^Jo}i!k>_D4^9nb*L?>DjyS+c2}8<@0`q(Gcy!Q`|lwH;FBP9stW
zBFS*M&pbWW{`85u$)MMu{<{9Z^YFR>?eQsv`T;Iwdeue@#^w(IR^cN({heJjPZ0Kg
z0)cjLc|iHDMkKa{7W5e0O5M_|JOkc(n+?Dhadi-_0-g~*<AEu8T9}FU=+Y*Y*c0;t
z$Nb=r0S`Yv_%r4BnlSk@EGPi4KEryc^H4KZwbaHe(kT);s)e~XTi>9TyOl@1D$z@T
z#hSR*U{o}GTp=FdiGPN`n(T~g_14{mZz5tUD$g~XD_R+Pph^@<TCz~LlE<d7d<2UH
z5GcT|GPo8>kSln-*Lz*sHq;(ESc`DOG?^x(7N*Y;0l&(B7V0a~Y}Qi05lEE!n^XkM
zTHbfT01cW0Mx*t76X0K<44MGn1P12E))$YF0Sn+4;5X^*F$ahS`-cGk%b5WX0)~NQ
zU;+M5(lZ0|o%>3nzZSv3z6l#cB;YTMZ?f{=oIrm>kZ1yZ5ZG@5NDP4?0Q^mQAh0l~
z^h^EofkG|+lR#mV2jpYjYk&n9-UEu_>wl5lfLU-1AOCLx_8$(uMpqc8>N`~)4sf!O
zzvBcyCm6*rz#&E+4zqkL;20x6XKLoFq7frR?W80`1wo@wUh8lFb?9$mweyH|-t^V~
z7+_HxhCP2o_HP0n&7nU4`%M6ezrw@-M8UsFSimeG2Cn}%0TT`DZ5=0&kN$Kk{_95u
z+lI>?Y2TXYnr+vkazYJUEj$eCj=g5oqc!UaycKxKurpb@;Xkf0;D5~nOeX?}=ms`c
zwP=d~h)giyUklO42GK#-2_V3rC`RZFL?|%UNV7yGjnE9)5rPh4+cHCrK+PAhJ#=-X
zx6`)ijV~9tXfa?tqJThao`hHv_-qAXAI`6BQdlky^BNP7O&ipW5n<7+)LR36Jqz?#
z5O7P!pB;6_G9tRKlJHMpDUS6yfbBx^$aRkc#9_k5E<wiS=4T4|3?}B+@<mt@fnF5Q
zU#LDjh;_mZz<eA*$Y4PTP6QxP4Zudbg?hzYZWuyzK?uQk*MJRMd9QOeg)>6a&fjM$
z%!%fFZ65w^rOYiD{BCBKAOPS$oXkMWNjvcm6<Hy!fX8^C?cL0FK$Q7%L8e{6-~d-v
zF~b4PFDGyzcE+YQT7VZ#xlxrBB7cyAlJ|E~W-nl-gH4jTg53h&;}eX;%q)S<D8MZo
z?Tb1C>B~Y<bFC`1GBd#NtD5BnHlr!fk#Zj?<TG-^0fk7T!<?MqZHyRBqHv(P6I`R_
z`9VTMpWhhNW`WwXgmuj)0Ea>61`jO;Oj%|$hus;-K@CxEps(aK@LqFxLm!{Rb7Ns(
zw6@f01@C$3Z=A)@{Q!3J=XtI?f@lPf1eSu914#uL0y7081I={G>twc9*<rvXv+RpG
zSbYxwd)~oF7m+p7SC(yI9BA*60i=z`E``7=K8p$^>DJP9Pp<}`l6d3=SZX0C$+~@B
zxV5#OhYFtWGu@Rm2xgFmfYuN!jwj?0=_rjvQ$RFPK=DXGjR+Se_sK*n0*gpux3zOm
z9jg2aC%k<es#SwPgT#v3gDcKiki!c&+yC95@Ls9^_x!+~J+*gZuaDS%LpScUBsv^E
zV#y6ULgMDu+(+BIwcY`K=!s3hBD?Zz$XwEhU3R8`)ncKh4*VDEQ{e+aw2#%Lg{7eG
zQ;f<M)tkMRh|Xkpgr=gy{c!HnoU!QN-Ph5W8y!rU8>CEeW0u8XyAs_vJVVl>wM;z2
z{JgTdFdNdPHHpS-n<|SyQ}Srjo=G(GP)ACC(>(~3!b$#|=)6gP(NR}K{xDZUsJx%n
zqKLnAgxRn!)TP%iIPog0R*_+_Y#b4O*fw(J1kqUl;{dm^dJ!T1QsD^4wxHg?fWrbF
zXXizM;7{uFp9KlhHS?zMkD1yN;bR+>V5RI>DV#Wo>g8*OBw6RUqib|H639CFJhr<G
zr?|vwv_2ePNLWCs{t2B=+I2JZvgQ6(sc%0$W<m+CRA{nv{(>@<jje~4qlK)8Sq*uK
zd4Jno=9{4k54C(QK))<&v2j<=)>7;g&sNID-B4UsQC?s7O72tDy`pAx*!`kT`mRoV
zQBnT7t*kbGO0}lOdQp-2s8XbY>9a_e=e<4CDke;PvX2bxikJk$y^)A!iM6Y$6{Zw=
ziHUYwEzLDT)QOx?Amc#FO=KI&UjbDCU15QG&a7#YztyLl;&xaozb4ShtWqRcN6Wpp
z$7LssJ?qC)$cvZB{X3yvQakJA%Az^=BifR_Tt^=GQ^2<jap!6-)qJ%3o%Y?W+hjbI
zHh;GM1S$A*A2jJ~Kj_cr0|CU0ij)j;GHj>(5QFF{o<#YD?7g4~3Rpne+@(2H<ezSy
zqS1TBbmwbap#0*#IXXYl(E?)oz?wh+R~(Hk4daz@V-Gb|xF)?+SJV_z!j%#f*H<CZ
zdmcf~JjL{+;LIunq%0>kbX&Tskv|mY6eXV>Js%hH7%Q@Ib5jKuFq&98js}DTZH<tm
zpAs}DS7lT8Fu(TUGQ&l)3Z$aN1WxqQUiXYXPU4_DNFEkRhmO;93B>EYAtl*lRYlWu
z_%%}n8L84RDdPX~A%vR`{2%ZV-_hy+0-3OKvNHd7oIU4%3BCakq)lwioXrW?82%fs
z;QtC`{|eIoLP;<&uz_;V)=8SS>}P-pyYhg-Z|N7O=@^9~WoVXyf9r4O;Wwn#(RT^V
z!h3ym`iqQBGt-Bzk=m_Jh5sb?#z0r@9hJm&T@cFnJaYU83AZ9A&WM7AlCNEa;<H1E
z9o<BdS9=;d_t79da#J?tiqc(oPi2$)x$JmdkW!^fblL$%%;oO?;q5Jh>sZosU0asL
z%*@Qp%*@P^#mvmi%*@QpvKW_`(PCzn1y|lZd+zj{?sMlvoVY(KR<4Aqh|H{vs;u{W
z-e=dJ75zrpJ<kLB^2#&KW4E!*9v25G7X#%Jqb?pfJG=H>lAm@bJk^YpW0iJ9tZqD0
zS-Z<Ygs2@9+*Pa4$7YZ)@4D-YVyB>w3xl0nCHu-vW~)+(Wt;v`rJ(9^psT(ha#>~c
zxgd4WM>us5jlyR*^F{<9_o3{ug4y%8ctCa}lpZi60Rh!~IKVv`0Rymy^A)(tAjnLw
zRFO=t7?21(7{I)g$iGx~4Kch?E-<{IEty}%D1OHL%H39#<i1Ye-d_6rW1=T?MVJ}%
ztEHEQ=rN>5(%#1w@48<a@fGR>{uP4_?iH#Vy?09N`;)pO*yk_KYvg=DP7>Esnw7P}
z@lccY(#lKLcb72wD1Mxu>mL?}F@8QKj@bvylpo$-V)-um{@3~N*AV~5d|>*2u{JF9
z|7AA(!7KcCl*ND2E&hQU5tCJwQ4swHZiHIE#?tWLF-P$J6#jpJM;KT?!6U4nJPNu`
z=mk9;)Bhdt2ovi+pb`HQ@W>ym!++&GurU0~?)Ya4#s3C8^6$Fm|6lsZUxWI;&_~#r
z82>^3_?yP@hvM;>{&V~xdi+iN_)ikZCmn>HmHDrHw$Jq6b^j1T{t!I=CW`zami*QJ
zKj<HS+W$HJ<o!hs`Aq+5`=|cj*ZI5c-`D>8-2X{3`K<qU`kyEv{}V9GzoLZvyMg&X
zK!yA@H~v>t$e-o(pQg~i07ZQgcK%fQ3lw8!>1bsCd6!x0I~oZY{lSg=mH&^Gm>!Rw
zfrXXfpHLxD?tf4rD~}G78zx;1Q-&RkX+(ii0(9W&c(Hy|RQjR@Ktg>oLV<z8C`M%p
zbh*B*s*n&sDv$}lhF_3t)#M`-PN!5gD<0l<W+{-V%`1!#JSMZiCAYk{F1uJCE2p{+
zGY`4OKiCoRzUcWv|Mc^j+)<a@-dke)%AoUevB*J%<`MRp<O;+$85S=xr^m5(XZ~n}
z_=~!Wp4YO!rs@>y)Lo_E>fsf(({`u2!_;Kg7VLCRmu@>8rj&{|>LTqAZj0@m{R)&<
zex0wehl4Ncnkf@$-wg*r)rK#7`vx0SsEd5!jVd4YHhLPpHfM)%vmU|tLP6n{fQ%B5
zuZC76=!z5K6AZtE;?304z&(+n+Xj9M7=RE3e=?NUdqZMV*r<~78O2oSsW_{`s?n*&
zTG9kpR#Wlm+Y9#ls`)cH3j8aM_l-k|4+P{D;nVZn7hvOGsabvCbbTvV({Sfg(8c;@
zEXYt;MI!tvt}B*1$i&}55l4mb@y6qUv2aI<0x=T#s^JZfjo`x2iWp<Sfog1N6~p&!
z+xvDS#x&%><SXSu6@xeu1eC7ksc(V>@+1&67<IaYI)eaeG*DIOCEig<LTSv8fl5@m
z))&1Cf$n(>ajTRNlna|<fIi>ptP^#E234`7q>P0I6B{(K^ayc22-`3d5b^`Y0AB8e
zz9@)yq^_Xf!g6eOcq-m_B9DY6eghs~pX@wg)WV3*8Y@_Oq8=K8tq`qlt160Otn#Tb
zc(HM`=?aCE)**=V!2;#rQ>GyE$;iVk>1+diM-A#QqLk#JP%4z0$q2TqMu?&d@_S7i
zHF|R+k)a(T<q;q$lj{aJK=;^Z!PCJBn4J-=VYvAXp3DyAk(2RKWMW(Rh_y^ut&dv(
z+$pr>T~9=chC$&j1Wg_kEEUO|Q)4Eq6*uaVMg+sN>QrjAcx6eElz9iuC+Jbb{Lwy3
zNz5Y{Q9dqI#8pBpuJ`t8c5V_x0UL@6D6=)ic=&@jEg?vV2xlpCF}8bv<;TNf<o)=3
z-eD2Axi(D(!MX;fBn;h7Bb1fd-|CmVn-y8O9f+j7)bH%NW3U0<bYPQ#q|&r_E5VjO
zrW3PxQzP*W^0e@`kksIQN#5K>dg@z8r!@#Ti_ozSuulZ%C$7tpZRt5<KpDFvAK+(?
z!cYs3(Ic5<&dixQA-W{Kl4Qysp*l!Zy+fHQ1xN-kp-q9Uoe`H7qDwNgMxq{3kOg2#
zb>&^3lmPPVwwMVI<rs(V4ZzE3RFt*PtS(k8(c$WI!M=veefLPET8S-r8g2yv09NwR
zCMM986f`tc(v?*>N(*&m=oAxQl9EwS-PUPJ2Eu4cNK<$D+-l`g=CrkxG{(wUanl=4
zM+$SMFeHkj?Vw9FHo6&YD_?Pkb=4P-Fyjw+jIq-l=3aH*Erm`i&3<cMWGj7~0;C_M
z>N2Q~e^{4}QKT<bzTf-;I7yb!M7=p|1m<T*j+Ce<*9BTvqj7p1)TB<T6m%{7a!nEz
z^b4L^67g1|NjM+oKxL2ljNfWpF;eiHxG}koc#+-OzKh4GeKICWG_32VS}Lbdk>fuj
zLP16clR4BUOn`WLE0b;CZpi@Skon1oJsNdbMHpi4A|i6PoNtxAvP=M*rnLZ=lDScg
z%z<rNV~c!Q#x$X@0|a{6aoaur&(GwWFd11YgPTW6y?Gp^gc2x00FCzanIlzxMdtE4
z6zJ0QC9(NWq$@ZbVw9pFSX6-SLS}h^ekyBXEpQkpYYcjrT~{hm_)_vD0<x7*DFSUW
zJ$5fNDhsSB%rR#q@#VcRm3Xp5F;<>&rvP9u+92$_e666w(jow6-L`pa=YIbLHpX~r
zZG+1s!9w9NQ#yldEoSo)O`iQ&&*5sZ0Jf}Oa){eO(wH*Gp|vXS{-Diav1x01(Sy*d
z48Nn${^6p;<5PM)qap74uw7yRl6y^SQ1wc-E{O^JE5z2gYVqfmW!8a)Au>n@h*{Gs
z+o@?vEC9APSj)(>NLjAnT5?+)MN>Q-H-Y4mqJGr_)(!0)9nNbLOOYL27^M`lD<2Eb
z8FPP@d)^q5B(kMkW438P$BijsCK(cCFb9a7QPET)5u{H&SFU{7GAh>+-<6zV3?ot*
zk1++^YJ{oNufv}OUD`#AJ8JRwDbLylmPSJDhK0;&nR^-fZA2KLwX~$GIlQkBU<}c+
z(s$;BS<e&bzBmy_^jlkI%&{8x(AIsuRK_{$yi~LB$#=2S;)d|hdaa>mTj{i1CZne7
z{dx{l(_D2D6W#(@$5T(`EoW;T_qX}SQ;LVIU4acQohLz>o8@iw4CmI6QzFo`<DCQ6
zK%b%}Fa!TGo)#QinyEluttJ~)Cc=)t5IfB%)gFQ^+2ja(bO$t2$0R&wrhkjCwJ)UU
zNuNj~JEYr20rSM!t?5aToMuN0-1)gYn8&&DPe-Y;u`>Uw+A|?Qyh<>$2@T0Z?&dr;
zndDw}<{sqamxtm<$;KC;uuh&C4@<UFsMQLAC2i@YbKqpeGuZn!3FEod)rgt$l=%FD
zI@TaW-uXP-LR-kyvu&~fo{_-0VSKm`w#w3G1VBs}XLyqc67%Pd@%qWe$!=G79J!Kz
zLAR=>7EFpwC%2IU1Z*UVf}(E&Vg@sIz0#}z*%($@==W@?ZAHZ!E6y{Ivw7>ow{-Cv
z)6N;3qQ?-$EN^zw)Qgs2?stUR^2MUXn95EkHI+#^<DQ;Rlc(AZZmC3?{NFal%f&5i
zRUzn>##OqIbxlnzd2~UcqI)yO1vAYi#7OLTBv6dtL{6z0Xrp0X_d8>%C|u&ddQ;wG
z_DgJ@JPw#}!;EGyN0WueW#d$SYwOZ<*B-;6xBVX9ipr^c#_=?OR!=Zqt#^POn|0ko
z4S5|4v5CgGtsE&ceciC0U>~BwMZsa>#c}0I&>XG0<~H=49>7eif2nK1y!}#8-rGlF
zUEz{r*OOMWtAg2r*2bl%g2$+4z4Jywm=f)b;gIcGzn*{{D=hYb1i%N^@cGfsTZ!Pr
zK5BBNC{}=LTLUgs##o6$SK}uBAlRHP-9X!xMz>P`lH#lBG#4}DmyJGcOVYd4Jl#4D
z=;8*bS@tX!=va3w5C6hxY8gJ@_er%4%B?U9Jt`}h_<V(b3{rnX%W<k8-=~|*XLM{>
z+n-NjGdY>@!^Bjn8XJp#BW`IwSdVk)IplnXrnJ^ki?urpnhjR3v5vN07ehfG-cng&
z=%k~ysjB&imp_fh@>!m*Z_FztBQ0{&7)@Lw<zn!9aZH?R8+jZZae;i&U$Cpi$1K6a
zR77|9O<qXsU`B!*q?E!KU|}!gz--85Dyc=Cu0|cZe<E?Xn#hbU%7!n!OWYCsa{_kT
zzYk#q{OJ|1Y*ryGA=&6)LXu82g*}lgi+IHUfJKW3kuF3dxlyq_HHm%(Lu6bc!P)$x
zE~JP1ZSY%N4NmuNl(47^75X|)$70cWr`1VwGru7!`R|Qh$sSG=kNscNw3nVos6o^g
zqLXReKOPH*w+y_y(DQtnu0U=3$G5-phwa6`4?!Fg4vWh4O4^?lIY)~Y40Nz{jGs5_
zqXQ?*44@-N0M23jeVrw1pOAM7pEJKLL>>yUrqd1EleTCHw_597*ppkcuDalGclH?u
zg9G4WZiZNxbS>s>Ue4U6m{kf(YTHU`OQve-J6h^b2pY(}evRtnb(4Ub8xi+OW7{<2
zJ5x9VkB5&3%L7Zq!=x7)kdH9uxKX^312j7=WzMzz(ECA>*t=><dc1=@EZ6$2970My
zW;sn|emCbFoIYW({PM05^1Kkt=;|Z=od_B=B{_x3<KVTEgrqKi!SePQS8|uTt$u+n
ze_=v)Tm8v1PR>wq9rRQvRaq8Ub4{5#y$0UkDdDVCsT93-`Hhr7PBtRrma8#CgUBDt
z|ImiKLU^FTY<}kkEg(_7MhaP80zY#QR=cpKwoh1Y<8M=J6BhF*e4MpWCQ*PzJltnS
z^1<h)1;>Lz1Fn@PM=aNS2+t)Dp7$y>s~k-$RKR&bVDLB&uu2U=gPidqV631CE=Mz*
z*}(6o0Afh=L!o6{LNTt(Lm!0EFO3!$#~Rd{O~%JDYQj6@bh1A0Ps5DfG{NPzKbu_i
z<?Px&3IUbrak+dw>2lPunVat$JE1?t7~>eh<b8*CG9|-!rP_d%D5SGw`}vmq833BR
zi)>6bgp!;hCC5UBiX@{5k+d<Uzn_SpDg?#r)`#!-rEgzB9O7nRRO5h-mK-8Kahy?<
zT)gEvJl!^tYl`P+5Z3w^?NuTyW)<-(1bP<nrT(uAi6>NZ$hg3cz5ZPgrE9N?c$15G
zS$FQP1%K-p6YB&MYsE_m+|-dd2*fs0@v(K%sddr{r@Y^<G12zxJ#J$X$vRT*<8Y8v
zK^BG_^CDy6#Qs{OO?iZQYJd<?-aXoE-j9NSDgMR$&P6>gb-#zvZ@NLG#^M1)7=`Ng
z<W&inN7BX5j!m6o50q=<&xPkMHx?|AhYxZ(dt?w~{TpPtl1}RY;Q2}pWlK}lu$4*<
zxF$O)_eS|h0S9TE26QN3rH1lcIOjABWs-;k3PyPV;shf=a-#E@s0;BvI37_uTcmGb
z*$#U0!GAb&{X0nI@crEb-SL1_ij4LYr94Y-$%Cttwrsu$74eJ%LVuPtu!QRLt<xt(
z+MH*7$z~=@9n+=AlE=Nq!ts3ZF#`39eHe9WquF5OWs~zbp#c&!itRBbReKmez<~AI
zh46zRFSQUi1j{icl)^fc<c8pYrDA&imX*yWx3fhcEuE3pq#qBTlgSni&}`CCo~y9C
zVXfLd{Dbbv9?+(fLu-1a$8?OZ{)GYtzUVP10uYq0cyo|HWMLdoTBO;fGk9pB6bl0=
z*ipa4PcNBn=)Fx2$vMXN#bK6ch#}*L(#_wivc<T!fsOr1X)c3o9pHy1Vb5LO`-6;r
zZ=w?fuVDNMX%`?nzd4<5Gws%hxTWmt$v^c%*H8o3IWa?Y#n6t+&4wIr5E`jMpSo1V
z--qnMMc}@&L(m9h1iq$c0&k{HZ;}Uol@K^p<n`osMW3GL)&JyG0O4@{c;S8XX42Dn
z`)H;9dkea`r_QYZ`Z%YJA$guj80AunX(w9Ph`L$7-}0gixdfwG*Rv;MkN0IwkasA@
z&2BsNKEcazY^UBX;eu%A+~v(+Z*nPZoi^elYm*i$5NR1<67xrvjkei_rPshs>8>w=
zIA_*FTmP3p+g}a-8>u#o`V%AQRVkKaGukKioSd(=)AQCQ1qR`>^E9{iyO2!CaV`{O
zrDH>tuLyEVMjd_R^6g!mO_^B{cod!M4(N6el1_S|skLLp9RwutEAi31sQ@9?J+j@@
zTk&O?8{wg=yp~|lV$1dH?yj>cac%T03+@%Sqz;@~=&>s3>Vm4ZP+Jqrjpoe)$&L4k
zLLFHCjAP=-t8+rPctUtUVOp6${r*g$On2BCRgYN$ikQV7bF+yhseG^S=7?tL+)<<4
z<ZjXY>1Two_`Zxeb3=}?<4m~!d6cmc=MIN5xsbAsjraJ3uCfWEdzLLf1mtw*=1{k-
zA>KD{FAZpD9${7p)g;ZOgNhQ%^N;?EI@_T8#<wZFYFby{itcQ)59T;V$jmi(G<~7o
zx8dA2kp4*ITNps=Z|@InQPz@}^0W<RTAO0q{Kwa`GR?Jd+>@@9%_iy!!vX(`&+i2z
zCXpha*hO`sI$Y3iLv0mN=3%;EkaN$PPgSpkuRr_?uLi=cFU9*wgKeM%D(qPwYhAN<
ze^2fLNAE_NDu0hoDVs?(<QR5Hq(y;};itp1r5oWFca(@P9f=Rc8@22^H_*ht%BNRN
zw&l$y!hk`4Vh;j>Z&p5D`<Yf|ZfPmnt?OZ^-*;4_ueno8U?(<{$yS6`!@`JE<{iG+
zcoXizZ$)wzYIf@zo5>Z`sv(xH{3fO-GEAsCmIQtj_A|jwoi}!us5%-6*Db7EcQ6?4
zx6RhGUZm|#iP4^J-G0}t*{`By#EInWNFNdyKB_W*5ZEBaml-WW?eo?(@h<Ozs)7D^
zrewBMCt(&7y3=$&=zKwO2Tp~#CoP6CkAwh8+Fxv{e(K_*h-o1J3fh_5c`0sK!d2Q8
zJOn$1pUJFr@F9s$k|b_U!?QzjcP<lp+FxhG@Cc9uO19<je}QHw_5lQ~0QsXM{wq|C
z2Db5?0_9;@OdCwEEmpADkpn#LR}=XzDvfU!qX#xIo)~L_hY8es3Cpwwmz^GG*{YJF
z*hJqwSh`z`XUKO}UP=3gt!0;sr`%Xy5|x%wSd?t5Ccl@#Ms%iBIa6>XLG-I&X2q?R
zZ{}61;3j>aId*<fEf*)WN))z8HVTh3gbqYm_VWdIg~BAl9jcl>BK-zVoI+*YlbB#^
z1sq|Xm;7>f^J0-7Vh44j9afgEE|)Z&4!3G2dt*osUr3T)viFq$l}+PzH(U2Z6%=2V
z*P}Xus>AI%`?vxFGl$59U5ESj+9G6Rpx?wf<Dki9famv0GBxi~-Hjq!*FtC#^p#NS
z=4Q-o#tD@EoX{NiEQ(RUv043=Z6um-q7UoVlpIVcs6-tVn~^%-1jU>IkPI+xI2B{4
zJ|DCxuzC`Cz7}d9j8|6*SWBSgu+eZ7=?L4KYf?~j*H*nSiR|Zn7+XV+{DKba-$BU0
zsY{Yq{6+Q5)<a@El}wfkDb3m`MT)>d=Kf;a!9Av_bIX}mJ4R2UrET4Dot07xrbf9n
zhq7ZY3xYO%<KXS4;#Kz<myJH;;AX!tF`A%alv}7?johSA#Udwf5Soc3rlT?}0E^OE
zX*oans7GvBIg$Xh-bz?&8c1>*NJ}6{rj!K~y4<_^cF0ZvTs7Lc+iWq)sKYxIru6$H
z-%ab#PMLr0N)}r&`PGq|s>n@XF}az!;Kxk6%00f!5ht=><uqt1LLFiVpSf)B9w|wR
z44R@E&#l%V6VKsW6XkF02~SdI`o*6QJ{Z1F-)`l>n)*8w#mH4jlE{lr#LNm6N}`)T
zBO1?J>?594+~Q`<&6#QIS~!vmE1PR%+d|e1PiuL9_)NXaOPpLJ#we5`Hx-QUpz4O^
zfPBTpQAOKxO+=Cx@S{(oMk!EkTA_j|88>qA=+s$4iKu)kxOUs{-#CbgU%xU$&GV)J
zLw8P@qZx5Vh0q8F>@<SU8}k<?={K@Pi9qgbK-G+g>B5CBF-K7(H`&u9@Sijtu3E7a
z%;=4LkG!9@799;Q076v2AQtQ^|5CeHp(k{De}RA$5oFixQz|s2z2c5jJ+RS?gyDh-
zi`hmzbUzdmnOR3yL=jZnY5h~YQaN%+J6v}ee;S49&YyPhlSZywFnn6(aZ&#5ekJw2
znb<oKqUsq^a=~VGvGfzRy4)68GZjOUi=~1FZea58dx80T^LA)8;#WN&qmcQCq!VFm
zDbhf^V^EgyRLCV1TfB#i$(0Wip#A;*!cMIvHs`UW662#d?EFA)!cVfno>}41Dd=oc
z-WvHE%fmsMC@7%J{Nn9uP+Mm3@D2JUj-E8fBR6I3K@i*P+(V)B?KmgcVam$$LTXJ`
zI`_vNMq^2V+$0uUU{2qy;_`|lh~(4Hz%%4(m;v5lD+3=*eP`tdG1UNzZb>afyv&W`
zF~?l51_v|s%u;qTXcDSu@5%I{y!?7x*v|BY(x-D}GvHZ>x$;?(La!u}!Xn|(vf8jL
z8BV0;4;azJ#9*%v7@v9s(z@IC^OiwpV6HG~NmKnT@TTgq($NjcIWhIpPs&uMz0!um
z{q$Y=un0;H_Zn(^h`>@V4rEAiXU<-1rYbyZI}?Zx3acgN?_U*&s?{AHrl;Bdor8NO
z4aOJQJ$46YUPf>5VA|Pqul+6;Z)+E6L6WPwgrW>B>n&l0>+iRqINk<9lUC96*qLX!
zAT<bD#kdYQHkNIBQN#2>u3AAvL10Pl7js@f9yy?XZ^2LuWJj2hpKjG^)8*xQ-#9Pw
z5w(5|g)T&RoXq9C#rk^>L_C}`dh(dKRWiT3ETU>6eAv8fJ)IYflG=5BDbd4p?Dy{E
z<R|8u2wJE`zGS>&J>uJHOu+Ipss(w_e<pH^qY?IK`YNgo(c|YA7@_NX_)ErMC~b9{
znGF`Yma#jF&9<ATG}xJKGHdsp^4&#2)Vg1}DBmR&YRbVU<Pl6Z1VTq&z4Oab*-x8o
zF6@Zg=I!z^J*LPIbheUjY)h)YWQkNuqkVwCg7qU|xiPPUdTcw@XH6DR9`Rgc(lNiQ
zVTtzAj>ZO<HX@fL_nu#&Rqs+7;KA4jd-l0K5C7O2ct_p}p}Y+7V8Alh|6YAS)%o?Z
zpY%$WA!(un-<_}}5%uZ2oy#lOBs+Gv9@OTp9z|amr{3pV2>4N<N1Ih$L*1oa3tK0o
z?V=GK+7d6cn-k8vnB{<Iy*MvJxD<YsA?$OUM5DiT;qRlz%%A%^+GFSY(e^$EJUiV7
zqSqBqvcf;OSaoo9(R7iwuz8U`Aa9fcw9q29GQYC+Q)w-n*TP@;Q@3iy?7jh?1($5Q
zh4$I8ef9B;`Ft0F_LQY6428l^GURDXsw4;*k++ZR6y7WbIHGukXN#ioKo4(*?5Oq2
z?xkGY4CATbtf8DncA>WnbnMg&^+Y}rurlwtvDi0$!O+Kv?gV%4D`4Acutg(q&GF^!
z1-(+;``mz%$OPVXn$1Cq6;O~Mi5EA-Q0Gf7$oN2Si#fxKi60gZblkPn5eR(}y<rzf
zu!&_HF%AdwHD^jVm;>VQjV^&aGHwsx5sjHez3S%M%DbH5osm6Sy3@^!a@ffl-T#cd
zpkIfw25$-11XS&23ww9>dQIH6`l#@vOdVbx<Q%}>+Fa{ieIP{kdG*n3!*3&QBf<+Q
zV^PQ;p@zeT%U^qiC6I{U7CFtjADhhHGK}y)vmXhZ9}OhwILx455xx3#0^`QNWhU@Q
zlFWYF!#CLOtPTDB{kcmH_HkMQgFkWq;GJJ3KIzv^Hh#)B1DCAZ3l8`-=m?JMS7tLz
zZ6Vcb6??=Fs4dClTbm!HbKia+Z#g;q+JpUNN;!i@Mbcl}_ywh(whVDI_qQ$T>Mx_G
zqS9&X*2^{gkZ6B?L#8#%7i3SrReeHbTgVe}+7(Kw64`j>^}~5!=)x3lp<u9a{qE8}
zky+_s2b)-&`A$?hos&@k4Sr)mT2F~=f}Ghhy6DaC9?#$VIQOQAgoYp?<==fjQZWI5
z5*T-c_csnGQ8~oPezgm%3B1RGhny08H0hL|i0cu1HMW84y|lkjcBoY4v)6;#udo~)
z3gD7rd<oa#UBj^UHi_}sCTa*;;<T?<H;tcE)~9fHID!;-sNdbszTGgj!SV9<1lK>E
zuFo$6-LPE>c6EMhYQbhV3^ciZ8=f&Z14WlyDUEr|>ujHHCNJH0GHn~`1MFeWr*_0j
z77?Ki%}J>Vg-CkC_m<4V;$gw4LSt&M8`=uHt>nh<<YRtD5Ri?)?%z+HrzB({Pe462
zMcy^eBju#LY3<amDOC(wGGM4lQT!r77^#6?Y<ePOr-tVtWiwa$S^;XJ-(P8gp+Vqn
zS>BONvSTwd`nseT9B2RD^BIDixJ{WTbgwF4#NXY+aukzU15S{h!BPf4{`l$e_!<}C
z?v|-@;BXg?PU-ihd%NbIrt(@;ETV@+p~YTb)JhWCyJpU`6h>u=5ou4bq&HNUFqt6x
z*R0GAy2u^S{XEP?Azp@^N?f9zwABD=rM_aQ?MhR_fe49=d1aM2G;lh^4Pl|XjIA@U
zKOw<ltPIe?3mtqN2f=awlje%OUPTY%hvRT_DMW*&Kyh1dTZ1u^NUOTEC6p%Ea8;P=
z;+<=a%JuHU$q-=aq1Ya~X;X!_!r9UCLG(e&ytA40=WH>_D@eCw!>I<xiS3b9WW=UG
zCRhfKri6j~t$$Nx(LRcg5O_2g%~@;FcUGbzLZAdy&~^odzTsV5L5ZrK-Ju~pJcT3-
z%XH<0#pA%}(TWZ){hrI0Z2wo8h2&qxC4=cysS`^m2inJTk{s-m3$opPGJVEKSWyOW
z*HhQKQWycPvG&Omlp)dV`(nYWh`lWY4tAItgc44YAsneq4UdEZ%@}tso{+8Qy%D-P
zTMU#d1jZFxK$HyItps|@TdL840&$&OB&Z6^)<lzbsXDkyu{{hDk^z#+yv8Fusmq}?
z%+NGK*`Pp{sx2b@beNQJ&<PlbpK@54bAMa?QgQ)JwW;IJU@WD@hP;}?u~TY(q%A^@
zV0+=cOiCY>h4WHvHa3CvkDLp)u=f}8-WTyXjJGCiYVpm*Emv*o8C~xpTJ><Ya?CcR
zbgCI8nM+~uOuL{|WejO}9?TCR?f63xVsv478~pe7&{YPCI2LpuzmI*%nJ40h<ZNv(
zYIeZLuj%`H{H2AOjO?<2e(+oN#`hsJZ0z9Emy_uWN5}c^Z%)|M*bVvD&<z3J%*%F}
zJkmKAY8q>^Ed?`AVO3>u?N-vQp+SbWUy0zT-`-NtS^LA%7RPLiaw<DQy3T2H44!B5
zv~gdb4mZEwd~HL+?(x3^hl(s?qGG`*-=AC7rN!mD!`D94_as07ho%b%ai#5nDh})M
zH}_V5g}k9iG<ZXaBpI56xKkL{qd5Si+WhR!OI`ZK2)34dY~;&P2P9+A4V6=JRFezR
z!yI)_JggCoDBvSHwX<aZHE^7*1O3Yl#g~0N-<cd&DKT>qG@CR?J#J_)y{~8TUxo?E
z9Mqg+zF)0_{Sx-P6x>0Yn0u)EkX%qb?=OV7&hpKa%Y&mQpMKxbxGQjM#a^6yvqj5M
zeDVx}h5bgK<vS(i$p$v}ro9%?FF#>?qW<_KE{v(h<E#~@0~;f;2jW1W3PO70HyCNH
z>vB$^vbChm#3n!0fiFKbMx(*2C0xsItCy@nPd!iqk#qla#rD)~t?ItRJUFVeww4vI
zVaP4~NHD15X;Z^9*ror?d5ts_k?3XNis9zFw^d7a_0n9LyGBt-kh{6`!+TUzbxFzH
zU2QhXiCI#%%=8?wd-+^KgsV^3BdY61)GM`Rh$j$+{0z4_QKoDk279#H!m@Jyc_hM*
z)=DAFUp0&2SL6>d^EdQMSLzw85|lqlV^s^1@_Y@hB&MhQhWj6uNJ0ws+J4jl4mJVC
za`}bjls1(tTKECmz*E7LgNO8<Pt~2y=fs|CHL71<?^bBehyBUSj%K~5^BIn3-;0FF
z!8sd!%(+(|SH;gYts);ZHXBy$3f(IuBh2M-${zNFj~nzWnw2vm6HaGT%v#J_p6{zQ
zzoiC6tzvnaX>2l8!AsLbGi=txFevm-an&psm`Lj+#vV4+I>)GJ<@RU{=y>UL@LMc_
zn7-IPhi$)*9wd*~A2xZjsTK1`RIw~nrY6;6<BD;@NN_$#axRK<21{}Vi*ZU6VFwgq
ze=EWcnvITaB-C7uqhUAds2oFCA;L6NM={bV2CL3GgJT^)+9W@LuN`SfTpFj47W&!F
zohwv~<{^xw#a)%d;6E=aGv)WP@;>6C=r3=;=RpE28XMY$b7F(F9hDezQlQ{zUr42d
z8%H8zb4Ik+O=1}}O)U?^$|4dL!)zsC<hspvQEoHWRYnzK)80}BzD`-usr;bd9NwP(
z5!*;KXW<?5p!4CQb&sfuJFIPemfV<!pi-je1X^*Sr)=ZCm-j**6{lOoDjcqcpS`Js
zyTUxkTX4-bWIDC5h(+3Ctgg6gN0Wn9o;9)B_L^Q??7ohX1vB^#SHL;IP?)e4L?HsI
zeAB^!EsNmD|5-r8fA}CMR|47owlrfDtIOEVm5iTt_+w=Hn1KsdS8&OVKuvQF9qPgB
zG*HHY;JQkzNG9J*3}M<4K?zx!bOvle{G>V_iAWqo3m-i<W+1MDNyC5W?6QEqAx_|<
z!eTR2uCzI6bZlTq23>?Hk9EPJrQI>L`_g!;wnS0(=h`}|o)DitpO86Jv~M{@jrS~3
zIspNT_!Hd;{@2U)c|@+*0FEZ`48Ul$|MvHObyNx3(|S77jI*0+Oaw7*ei)JtCClb*
zw517$=Nn{Kzn12vgR!mpy(WS*+K?Bq&BPZmWR4pd@p9ot)ww{cZ@*U~hgMBr9rNwJ
zu&C6FM0W_d7D>y;2aZG?lI|sdW03cge{!O>m27h@*jqi(Uv&q>1;76bh29^L(0?fO
z*y&kW{uXSq{8wkBzXh9r*%tj<LD4@6HshtO1L)v_9(e|-=7fPsfDyp)m5+mkeUw(e
z`EnD94XOoGwR%P2N)%}T9sf9hzBR_uE>9V|V-&`<R$`u-zZc=m9_mn(qSo~wG!$r8
zy%pK63LXj{i8wV%cPo`*4bRU#ngcCap>Fh8{4p-;ADZt{vT}bQ(QzpmC40ZIii@*6
zffP|s1jwR&TwQK4)(iJ{)iuMtJT$sA@<G>)Fp>b0Y%CN3Bv>JJ3~8w&)$tM|XYm&4
z6?_aPAk{Z3whRS19?$KvaVPu5^F4z*f+dQ}LCoe7GW?JWP6gV}tvUct1D$4<t3Spt
zbk0Rd^h0vgM2=cUAHV}~%H@iU%#-B5O6iRY?5X_Ts~g@k4#0g$%;3Ev*rt``yGk)Y
zKzOewg7VBb<9NBx=6Wc<n0!tO9!GL+v#w)(ZMAW3tf1iP;mD{>`xgWDw;1hH*Tu+4
z_n+hSU%jIK2a-w^1wkbRf&Y+H{=;+a--;^#QT)G`RWj56kyU>BxzW?Hed@{RK2!fU
z{M<e@qkr^k{}VqqmOm1>f6~PLEk^!lQ@ekh@PFXv_V2ss|7T(4KlGx1`r*IXy8Ugl
z_D2l)N6h%&?cM&$`wt=Hf0q5J_aAwG*{uCZf7-46IsOPF|32402_WhJCkoYnrGWhR
zefWQ(f&9z!?7!Qk{k1~<(|G?2jXCT8USs~JPybT`$;ke>{QcKOY{T8nRY`c!MLDbE
z{#?f9xR6tmG^-eqz>qXBkXTx+znTp$RvK)Cf-N+3<V*kODo#g`3TH^f0A&yi4?-U}
z=nJO=3?iRTc!WoL1SaB$#TO)Vo#oLHaKy=TiMxfnb?bSow591%R_<`3+S8zfC;=uv
z$^b;9Kb9GC7zWMCOHjD$)amX#h8RPtRTd{5SlB5DHlE6I8OIJ=r;ZACeD`g0>w4r&
zc<$kFozC>|Y4Yc>A}-DLTst!2tQ)1yDF-$!S(GK(B5$vI$gu;CkG;qv7A}67T2YqC
zRMrh0e2+bR{37}(x&w~4efASAep>9E-4kD5=ax)X%EyB~`l&1;!7!Xi@vXUjdn>Xi
zWx`W{P%ez8Tz)i2c_?Kn-)zQIvoXTy%3?zm`Zh}p;IPiE7?Ow%*8nKz)_mo2TdXHZ
z;R>4o0T#cH#_k(^yy*_fV;mR5SkA>{)M+Z3McCJVhvb1n`z0q&8mlTJY_7xbsAHtd
z=!AJNLV0PPrU-hSbHlL~10O$?Q)X{!+9~6y@o}Q#rRt4=^80k^sbcN=LnAp+LuZwx
zOd9b`A@Pe@W=_i4<6?N2(Tr4~gtEEE(-!sJNPR&Q01ktti2AO?$7^F_<(ttyv}dkr
zZ3%EDV=!zMx5v@6x>1zT`}eZ4wBM@9%(MRbj3&_793BT(^<L;^$1$jh7h94Aq%+hB
zJh(jHY$np#p==6^X^y(=bqk6?B~IjE%aLUJ#Nv6^`S`5pumeEgiTuQd@Ie^O8Eq9%
zp@p0Fk8d1H;MqE{GDwH}lX;j93MhTtvwWmzr%y_JT8_`)pRUz2E0kSmz`q3zmg<sT
zzw{SLaF#JKuUKe<bQIAp6S}umF4YNVR*x^q2ca{`hnuPj+b3@r8*K_1H>|GQjhW<B
zY2BVRSX6uZ+@2(5ux|IY!D>$C*gRjYlf3hM*m%eJ@F|*cIn6OiXBRBj!2XURIDR)(
z6kgV+EDPnpQU_m@5Ja3830adCI>EK-+RR+oWbg3?xbJENPf2xw4;T~UWCnyXomk<@
zSO3Di3juZY%_-rbSnsh@n`yuHS@F>uE`;v7<#5X1DE-E}adG-;eEB-H$>~++L90bm
zh%~&turG@r^Kz+Zgpj3YuWmT|E1vQ^J3LU(E(x2-D^NZK&Pat=aSNC~{KyHnyoh}|
zJ;`V;Y18xBoo`MSPTm<>5&gY2@+mS9N>;=GyR5*eQl^U0I;_%RvF#-PBp<MQiS8y-
z4af+v-?nr*Ud=i<QW$0LGKDj#EIX9+@ic!3Rz2?a+R)W}I812yc;nV?v+mmtDaIzN
zW?N(=_cP*Uu{r64eJFu4)9kJ?+{w^{!3xuCE44@&+S>!g8PPx;n1&dLCFmCG6EEH}
zLP3UPg2Uv_XDSV!@jX?jUj@LNuHbwE9{}q7RN9v_>*+=PqX%JE%ih7{m>D81SKx>!
zncc4K*)7vDI}xv9%9<N<2}@R-y(G#rI;C41%O<*`{7|9mOg@RTd{TfD$i2`33}7^a
z!g#hoC>5gto0#z`Kb$I!67`gC9P?ZnIm<C2#-gs|dAKv|exk=%-f=^pi&p~Bv9hw<
z$cxs@b>Q2;FRtK(N$-?iDBw~hGYbZ6dGdsjT)F_mv&*0C<FmDyo8PVt9Zn3~tX|Ti
ze<qxPX>SWmbf?8o*O*#Ptn++K)zk(z^H=5_q;>gNQzDXB<uL6Nm|fDM??aGkzs}?*
zr6+=fsl=mB%)%!HjSt{S=%egTHMy}%CQy!7-$!U9?vxfQ))Y%-K3L*EPbB6!vg@vv
zlHVpR5s99^#YmMw6!xc;>qpg?JB*BY^FUNC+o09OS--Qz$u%kDLF-wu^n4LbEO0L9
zgPI@^Gd38W)NDx4a2jgRSxhS5W~3FIFPXx3%4ZMdNn9Hbf0lROZQ{MI_%Y1F!tv|2
zd@V_ocezpMWeype(~)GX1L)p@us@F2kPz;3Z!7~!)KED-)ZYtVjtRY{C7Zjf$`7h%
zN}_V!ToMnQsW+LQ!L*sV|A5qcb@-$u3Xkvz>=Z1+iwl}&JLm2aNyX8p+*Gu`+siCO
z<<2XglIruR^OAIp2aY65x0R_*5N_PTmdnA8D{L?3-7sat0L~Brm2eckcnsJyoE^a^
zDGZPgl@z=ZtPwoe9xU>Bt5E~HY2<EuMY9$Fi+o8q;{xM?iFgD*{WM!GEek6o3=4f;
zN&qYx?86rvi*GE3ZXX=4KO)B%`91FYB#<h<62BwA6u%|EmY)YY6=HJOc%jh^gHf7(
zTKj|=vig3dy|S>fu<D@Fpvs_fTbCo(!uN>$N8j_5(jS_LCQuX^9o!`!p%-hnAjtb&
zuk|Jpy|HDsR(d^*uL5fV&9A4=5xh2<W63_8vYZeJB==-TKB&JrP<*1_P~RCJG(QL*
ztUe$gh(*^_uwRkRf0OCA(S<FGXZ7f&&S4GtmWdeCv42ekn2GMOQ>)}-TQ1T$qz;;~
zgdl75_lK^?k>fU{#RRTZCe!U{tW+;YOuY3mGYrz3(E-}4(`XB)dI=+pDxR7wl?8<7
zA$f|GhlwsOj7uClc{OTz^o_!$>qOJ?`{F0WldYQxG~>LaQaQ3COX4RC8KHr=Q;ac9
zSt6w|>4@pA?pyC2E^t|WVR<D&roW0F-+d2xf_?4}w#uBQf`Y6JS>ew#bEXhUy@K3W
zEWZmCpF71<s;yq*gL_lQ-v}-c2rx#F6`1#Kv|H@ls@ZIzy-gZ+wk%m=-Zw8dim<j>
zdAA)M)bpWU&IxRlA%T2-r$c1K%(}K7{Asvw9PNTS)TUiNgH0<G3*oM2t0aWwth^d1
zp_@?E{3FvmGA3^H3T;%2NHTiB8+*om=O>K?k8JEWCQ5g~hJ5D|>wHJ-45zG<tse--
z+7abxC%FL$nY+d9gR&-OOrkE{zvi#n<0MgH);LWU(ia~^StdO9eg()@b>`izy{@;p
z3|k}KJQNmf@Y-MD)v&wI#an@PZWd=|lK)6HVsLnEFQPraGu0A_(^x({5;ylYh~$m5
z!siU6ju+bn&Ocf&(#%yMg2B$!aVPfm5n$l$zkNE+?UsQ1?En{nkai;bwFD1hLOiV$
z`^%w7zKkO`Bzi1iJ`qqszMRm@D4YHy9^r>*CVp!?I`QtCaUhv8A3Si}Ga9DsaEJw5
z{${*jBks9R=*NRaqabWw^qSKMAj0nAtQDq;DA_Pq887-sqM<;cjG1)?)z(tT;G3oM
z?$1^{9mi|O8VXarHNX5e#nK%QYz00AnF?xlyZw{Tm_B<+H#0L~VKX!KOnonJOKnDb
zCgBDtD<&5vR&Upfga+!vDYNE$@TKE`P+}{tmG|Y2T{DKI*#cW4m|+G!TxB0CA$4_r
z*2|j>{O5~$#px-@eE#-nP!UuD-rd;u=lza3^WzqyB1+X79d(W7;`7!*l_)I0){g2k
z>+6&0r;&`qq2{EwJ&md8$+Jr>Uwy$__@ic_v?*P`A&_%es}djtV7~B1Zt=xL+W;P>
zV=iOBzJ1w2pZ_=<xyXt6bZJTKVZ8G<YR>H|ZS_n+j&?4fDv*J4zJa9fd!6Byq<9-2
zFp1hd-L8AXq+{i=a$QkXkP}3-;4ltg;IInX5VF9I=*iU`&KhIhv>1j#qIiQG$^O1s
z+nca|s4Rny70ewN@#HK0*NAkWC73X3-pSsF;k?YzbNjLMOa^9(0pjH-GLu~9Q&RQ@
z!gF{S5|55mhjuy+nUp%1qNKB`&f%blPSMkpyDG_)W6jlc^<mojOItwbk^J-P_81EI
zyI8XrrxKhPRucU~@8Y$CLdIAwW)k+-P21_fc67F8I|($2Wbbs^63J~V@8CdN%}BN|
zzRbH@(m1hP^C0~wq!nK+RFSR7awr>!il}cW7R*8tg=CA?(E6<_#x|tM<LM6iUEYA|
z6>p4faJOdo^GyzaF_`uy0lQzbd8!exQ)za0_}&>g1>jrWpPH`P=1#|uBxy9tbFUK3
zO&!POTT?b>dESrVI_jFU)xcd(MNHCa+8?%FZBihmjc62v=G4;kv_kM5UcTc*;xmuA
z&ztv7w9c2kj`qO*SmomZPt-OY^UpzMm)>ssLgH2$KL{mZ{ZhD}`RIA0ec!`zF}dxb
zVf;<$+2JSg9#cyJTT`Xz`~eW@<VtbDP$T^DiYkWi;^Oj#Q87|ar3tAJ%5i=`2<!$*
zQX&hvV)?%FhKb@Y;#tY=xocH!co@uYu#m1;Q-Z==(Nae8%*EwQ7{EWc!b<F@Fbsmo
z=ojG%L@;-y#fid-Yl-NECE~gyOcZfWDGtQl?3-u%=Vi$m?pR?Mq7=fR3!;8V%`HQv
zl1#vvU=(BI=*fo3QpjR@TSzsP%2VO&)Xlgee=}bcKO1xp<DU0BL31L>z?V@)Z78Z0
zQ={M_=Bc7l)*eY{K0_;iQ>=+|$BbTl)BmLEd0Q-5bhzN_(-;O>N!Ok@V`nTj(~s<~
zE#u`SJW;=-^uK0R>5CAgLNQe9e}BhYmGY4*Yg?^ORiYDP$^9voC`^Zu-&dHM@EaTj
zkbg`w;IwhRK%>VU5G=1w$Ux7YbPz69&y$C^C04S3t$q7k&BYOAGf_ZzFbCfkL?}v{
z^UKI_CTvtRMv9#u^|~JMW!ZX%>v8zL#^CJS7sGEMbf2M&o=j&HdO$Kt3>d)Qn)k-L
zmcD(vJb<O!jM6Q~2so^ng}<Dw_H#K2`Ywn8x?x@hJGLHvezAD%IgwMt1`Ux;wn8qR
z|Fte3&)GLj2E48h7|=kWbcGZhi>f5f|5FTvLflK77cn3Em<TL$aeOjIlj#+;+qwo{
z14-Q>9Va$5Ux*>)NWoqWwXR||NBRfkG9m#Dxp0_(<~~9}q3KGIW1wMO!8&$3;kSd)
zwlO@i_+hahd+Kz8srZ0c)ZT<00<$=*h)EUKX6f77PNily&5Wa>si!aDb{~7n((#0~
zsoC2<)?OO=_B+2k%OBFGM{@;dmMfxxiS@+~m65K6$rD!NnFXOyqJ5)2`1aj{%oz7b
zHkzUBM?AD%4Ok45Qad3fwJ&_fntkJL-0%2;P(uv7mGf-B$M0GAfRp?v3mA~o#bgVN
zfVX(uKI}8nmJ-sAVKPpKX&)+0od+r9=h^xpiw~@NtG&H;o~aa<O}dijlZAtoh2toy
z%R5orES|S(_IER1P=g;Bvm7=nMO0~Y(Fcl-B&P4Bbru2kPqyzac-3eG76Co1*Yf$#
zv^?^$bz(e*Z~?GN-y!eIauIL|znJ5HZ418ew+}FtGZZg?fnuFgF1Sy~Rh|15*0a$D
zIU{oQk<Ew=#c+hvC_z;S!3!iui1?ET%}`ujT$Nt<Hn+C`lNHu=<qoBB%cqM!CdaMu
zeCUiZzeU<t)y65m$g_?_mOhJ!%AXqFXOd`MyfT`M0J_})pzh+}t+5<Yq;|F5or`R|
z+6&Pn{MDVu80^M3J0`!J7vtTqcBxgGx!T;tDg?|Wau1(A45fv%`<nr<W`mB!lyp{C
z^7aQ^R^gmuGR(0+dn!%Q__0JgzP2<gN-U7ZPl#MTGC0UWpf)~oI;7I?L)(UI*ptB(
z{ZWXcLL70@N~9R92>?gNHK>drz>cw5L#O(R<#MGp%LNhVu}m|fGX&>g)~t+MN&Q@{
z;)WTQ5X_9=85|Y@OxUN9>ka;X>~^gC$nwV$2;vC@2?XL`*sPFSKEq6|)2juv6Q4j)
z`xdt2NWY-%ywq}+IGekf>5?^J@Szi?R(o;20e}%1dCJpacZhXMt7o!$KN>A=&1xC0
zIjkon_)Pm92av06Mgu6_mA%=2eS8(ykns^snYGW#2p`4JkE?}yGmqJ-cAFGJ(kb$Z
zBVLrp8?9%aE>J$y5YiHHg>lbeSIUub{jzEK3$ghc+`~-PvIOFg5t$xG)cpnVJ3CFg
zNVBq9j@^7<9fksq3guEquXLt$ISGPA=Ng773{%K~QqFwFQe`K4Z{-gW#x<fo{);H_
zyTCIu=dP-@xuZ#41<Ibgx4s|!L+3tE`%AE$o*yE6=kDE$=G#lv%{MlP2r@=S7pn>_
zYlng`98o;00(-h?t#2rK{Hx;_Bd4LNM`d4Ga=)?Ug5u!-#Q7L_rCWS{Q;Xsjo(%IP
zbqA;9d%ih!I^%7;g>560g}pW~SN7dSHj&7ehgHc`-UmtY?IJ>3D=H{;PGPi0GC8v5
zxhqBtF~yW=qZr~%8#SysZt@?pa`sjiaUv!x2aGROX?E9lo*DEq3c}(_*7)3A>VEvj
zReFl{8SA0Ym@0p?*=YZ$@o{rfT`Pa<Hay9bCvGTpf76}+se0Si895cR<hfNx#%hs*
ziE*SOpOA5vIK8eh1%g=3-)5DKMNRQ_D5B?0#s2jwhC;k__PXwC+jxZiaQyE#a-zkM
z;&EhT=t(r()f$0{^Zi;3(I!4~w7T-ha%+=(WR3x|xi$AETe_`$^zl>DwW=hXr3hWl
zh9RPt#ztM$__c`OVpZ8dh)^%6{bQg9bG_cLCu8KtJ=QCNmlGa)=OI&yyQ%Tk)c5!I
z!=@TFCFa4jZpF1zqZ5^sHc}j~u9vip*TuW8EqE|S2&b%)7!SbdF(c!s$ka~N=r)cR
z0d%*kT*rN$+3x->0(a}?@B#GS*n_R0`dOwgo(PEnuz33tQCF%-;lWbqnBy#YoAp2d
zK)Pd<dv|BnX`?+<wy8%f_uPY~Gg+-%ztP7_vn0N5E|6Vf*h?gV+51uH(#XXK2ABt+
zaZTe#>Ei6RI!Qdak&wlCNG+n!l#f^lXj`5|bu7E%xS**|%q$Sb<8*Rfz=<ffg*A`L
ztAxCa1VmNw?NLD^3-P|AEU!Wz`8(@-c27z4@pralyK}5FSk`&9T$21%g;N6c;%bFt
z?qMV7S4-L4EFZYW?Z?di^7^PIBcmqFah|8{s`G<KzvjyoWDTK$XH-vGn?2oWGL3<p
zo$*+gF*9`Sp_Jpd8Ub!zUw4&h%(J7ISaYcT!XX0q2>xIy#p1JO<K=t!Wq&tlZt-7|
zN9GMAZk^4x+L+{MFqil)o7~<ZQWSXwrn=s-OSg<`)^mQ2SLbVxgO1(Vw1TT1IGh4+
zKe)({cFR8VLqZNzo+#t}c<Qw0e+_{AZg<h>Qq}wPGG=Ky4?<jxgsHR{UpTxaw6x)A
zE_r4x##>*H6>k?)@wzV26=5vp48_gTGXWwth`2xov7-ZX%8_~>-%_0Vcv{Z`j-}<<
z)GjsgF&(goPSIv&dBJc~FTGY?Gv{m%7|kh6<#H$%oRpk63dLsrAb3U$l=3iymv~hZ
zOv~ATnCtvXO(|*w!cdTY{~^pF_Jn?4tVoSJ&p!^TjoV@)u+YptHRbt1_kmBhdsg{e
zQoOWCtH$}eD}d>&uav}YyzGKo0yl$U<8;jP<34#xL6Mi@q{IBWlN2F;HsfUTS+(BU
z0Y@;S0md%n%q2Djs!_&M90V}}MXVB`N`eHiwDbrjK$@owZez>3gXb0SxH9>BHlUAV
zvqguqtOT@4>pDx)7VfZ5gyVM>iF%%4i`)-+^Lcy8stvr3C?e2nN0p3CIPwqaTQCPf
z`;#h7<_^xoJi@sOoL$OgU)b)P`T2(X_uo0ZU%gJhIlm7sO!hi?VjXJFvI7-3D4T%g
zi6EHKv>L@*(3!DE>s8AY^i+26%{H?~3(CH;03fl7++MAO=FW@m@B41_ItpqxgqN$s
z5??qe(GW&73dPZx=|muvGwJfbto#s4ksG%!izh0qKo|vsq)C)>jCEqIoZl70SGouz
z<O~fr|J=7^Lr(chC@Q9)0Htk)<EY$@K7oSHOJV9p7vpE1E^4!NfE^?cQvlS2^^4Ww
zIqJ<oGNaGCbwOMT#uIwGg=gp*w)Z;4pwg14<_Xk5DZsk|5m=ow6sQ|YCb9o$fK<7J
zzi73$)Zot2*5EAi23$#Q1U@ckQZ4TDaR=5N5`Trpgx!bP<TYYFyHfIG=t(?V#AHNv
zTDU$iHHDa20D#(F`Xflb+@Ap>6}1380A&sg@kwiS*}t%<CWz&xjnoW68il0EYh_Vv
zYwx=yp2M~J-E*!kuk>2R^xF%a!ck0#K3uT32inWINE^sTg#9<>vVkhF_`&&JOK9N9
zlQkF&N>h{bYLDL&x%v2-YlSm@lQdUIFL8$_Yc{wxl!&`Py1iw54=UYZ$yl?N9^hSH
z9F`&O3ay|EqrsKNEtpTUTMmX?O~D!Qplg=H(-&PITB8>*dPJ|k@5<t)+i*`4c?j5%
zFw3!yPD^Lp+j7QwCudEM2u_du2&EDUmmwCHQfRM#KV!9QRInt|mko<Z90XzfMlnJV
zms-i4NadW&F)A*>gVg)Q%=Z;85+$O@z^#!1GTWcj=#Z9ROqq1KuVxLVR({ECUW90^
z`Pfo$Ey9nv(#b-zpxOn%Lpyyg!gjppGJ`=0a=h<cQBLO<s;<9bIbb#7e58b<f#BXM
zV}&m}dpOexm4_&huA*J_+F#7<3AW)7!Qg%Pu;4Oy*F1MBDY<0T;rKrHVZDY^zm~V|
z>o;*dJO*YMJWVs7yo;kmitzui_g1lyblaM3*)DULnVFfHnVIb}Gcz+YGcz+o*=1%b
zGo+cB8QS~bea_v7`s{99^~2SD2q_gSl_{;58KISPtnro0j3ikT3t6+N3*7Gmn1%yd
zUb2+ubQ2QW_mESFT@%F`5m}Xf{?18INezNlIFXAin!Q8d)cMobU>BQ0KSXB>N^%!k
z=nA106G7A37_8LF30eBJCx*A8=?yuC2K!f2`iBiVbpYiv|F>B(2zhcyV&I@KOc2i9
zeNllX5lmwFUQvU|JW*rF7U|FvR^tIsncNb3t(=cy(=vJc)l1R~K$-cbpq-Lw8`__;
z60yu0#p9ZY6}Wy}@2!F1&QRK%n*&Hq*F;IW=3kG;tELt?#<rXXHoJ4j1*t==)reXj
z*B>t+R?=(Do3+~AlGD9E5k>QKqKJ6ja>~pQA!k|Y`EKLa85C@gjxlpc_S;yD*;;Sg
zTaN8jBX4IXKb&nL0ot+jJ0D1LSL0pjf0Od#5M9*fx}7cOx4uZrJg3=cbGwmO=R2~L
zQk0$^=Zm~CcSsMrOLc|T03P^m2b9^Kqu#jXs`S%ees3T@X-XkWoi;s!^|=6%45^Rr
zs{y52aey5ZSn+r&!qv-~>>D3(?-ifPyiD12r|`9Ab_Y^zfoS%k)hPo^ci<qd(Q7dR
z+dn$nXGx{3CuYlt>^)4JzSXaJzBj$v+17k+0Ki^ugTQG+2#kx1D^-(IQtFT9SIdWM
zy`F6(tXI3es}fUitvP&atnWt{(4|(*h$r!Q8cv2YJ9y8+dcOW1-ME2ceNry0crqF+
z!&z+yBa+I^xrMk`dGf;ukAHz+K*fv?{;n+wHd;19h!j4fBS{8Oi4La)r(N^u75?Np
zKRnUm1oR2_9w8>0i-{v7Mhy;;tq|Jh&xUatp$-<Xt2gcF^VTQsFdg6rMk_=_E3J5$
zSZ}^T$_$pp&L(0%FkH&eeJ$&Dp{Hg~*@;TkU9|MKptNRNzGr2?E)v*yo?P2TY?=dc
zA(Z70saO{8+eEIVjK*mITz?&JUFe(L&XjxNX~Gw&G|!0L{`zy&fkZ0RSD;Xsd#5ga
zd2mlxmCI4sE!X3<h{XC`+HpwC`Es_<bG~iGj*0&LmJPb&@X+<rnR-OUogEL$DGTPh
zR348LVSp^(*dTu*F~^>gm=FMx@GU8fT4&<7JYSlM#e4HF#@rOVf)y*yY_|}&?q2ZR
zax|{|>!o*#^GA{PHXE)4Aat^jCE+rZ5NmxFMK6)QmSs%aW@W5vNl7DiAh9H_(UXt?
zw@?CJ&|Tp>ooO(M)m4ur=jNY6MIUl}%x%A3$Mq1BoHL))*l?e(;>~SkHd;I%L!z;$
zSgUn7O3Ysh*dnGB>`?~DdfwkQyCqNTxJ#w(Gd7oOJT0c)264D9<iy!OUv{cHXvF#j
zmdydNY-U^>@}$-C+MIC|;=&7w)4iK6N03rjZUUbi!FGf@#bHPp$sSQX{G}}{4o09x
zklXe0+KK!gFTWIuL|NvS$IYW(mfSKKD0#I7vN8ej2C7yi{%z+NIeGPeSP*_VJIU<5
z8#Qj>?iLq^8tL#*B=J5>)|{ZV`ra-$Ql-=$1|EG(`>NL)0LI@)KjR-whu3&@x(?b^
ztS~QGY)1`A);2u67b0Uu=A6l7ceAp8+iM1olH1qwp*HdS7#wYSa|Gc4h9P`O2c{uZ
z<WrF<5Apd{9IWR$n@`tj6Jat-*dfSPjQ2xPRH&X2#e@=ii$X-?7A4=Eh-2OnQgJP%
z4#gj&%_Ikn)E3T5Q3s9}@vexUk2AoNrU)8A-j<#HZ7bOp9MB%Pxi^JlX~qT?uTzQ#
ze(JWgA=V$OW<1~SUp694dN(>TAXvo??$Q(mizq<IFy*Yjha+PU$Fm!jIbg_#n;_m*
z1aciu95uw5fb4*GEX<jxoFMu~0&J96gBWW#NvI=1`wxto8t<{JM_f)38U?=3pG@Qg
z-XgkVv6n<3BYX<NKyjiIRjPX@8r)gAflI~~<=vc_(s=B_S83mx_?*1TBOmTfQQ)Uv
z0bXJ%ZkY!=8c5w*)NWT6C@V!h8la!V&|CP=-wfk!-5%teR<CtlfUaktmscxtJ^V?l
za0V|2XTA?I=S&f3l|O(K4lW;RHzaMx^Z3!^B2H~BC>8zSI~`GFM4N7oul{}QEBTQ3
z=$LJ#r#7O_y(t&7?Z$4Qb{W_bm$|ISb2?hG?KoW59Bo9TBcM6rmBova+eL1%R<Csp
zkonT#HAq+?u$jI5HiUKvY5BfeBsxmqsQ@KoyLKdyF&YvNclAEFCx8wf+v~1L=@uMp
z7p%M;BuB^uS)(>8P+>$@o=`F?(ntK>sGb;0gG@T>;Q+dp^@C3j5J<FEBqcq9`{2he
zjUB=$*Ke75cUiI3YD7}Hg?i#mv+I;Mg9mjrWuOnS!r!u$Ia-DxcpwP-z?({qy7Zl|
z2$!#X2eWMG!Py#L=7BhKnOW1n@K^Y17PL14&zyLcTXfPNp4Fj(t{}5?kf4K~9BoYE
zoMh^*47v)Vw4d*Tke5-{MJ^vAEWMOuXM{v9!8DR)U5=*0_3%V7D<ne~z_|@lSMGEl
ztCNxC+2FC{vSvk7KHfr;51I35bTQOJO4T8$*B(9HFFe&tIt6f_k)-F6X^cGj&Cbni
zzRk`SJ{8@-D`qU!{Tn<;G(0wOZX&u7zMb|460g?}C#;mL6g|Baf~!l^KI4vVSqGIH
zKfQ+uSc7Xm@7T~yjW|(bLqw^+6cPFy5yi;kP}H45&edmVQ#0vqSx6Ofa5!35FDTq8
zdKyv1kf-;37$z_}xgo>$>Wje_Js2mpSSgw6nwRZ|{fgKpx?HN;zvkSuBZlkU*8NCu
z#u=zl)KP<ms_t(Ujx_DfqK50E`WT6sLlR~h&o5O$Yfp{!j&g7!SyQ_7vLW;Bb0Cg?
z>{`F*m7V<#KlTHS&D*z@QO6y2NQbw_PH7a+B4LNVt@8>|a!i01f)kvNQ8zJs1_IPO
z2ujzhU-2N-NX>Z$1?7J&Cm;J=5DaLCZb%3gY1OZCU^bf#a~~vvf_B~6Teg3*5@kS!
z4}1_Yctu!|41{}~57@UY8a{IoC_MSh>kAgVt3SXa26_){dDa8!xFbpYlKdFk?Xw38
z)2`(Vds`551_I9A?Xtq%_z+%iP4s%NUHGe>>*Vmpa)O45ljv50_v;=!-Egb}(;?fv
zQ8l4LQu0-WO4&13XIvm&ml-kZJ>T8xU8$q-7rtM4rhjC*Fds8(f3_4-0C{P1wVrIE
z5_9F5ymMPUs(}n_@M4Ol=uHNJftDdegX4#rpJUvWA`{EzHTcjTPlvs<=jnpKL(SF7
zf1<-?fpnw+!M1X&j|Jet{f3j;dd*DUdBpDKqh9Y~5be@{WJ`r)t04<#8~P2?W5)ye
z@vhVHbg6Zv!}%83--_Km8ej?g)PbpKA6AX6iFKKEy@}9``Aw}hDNL<$TN2W1bURmf
zAnbGRO5}&v)b<T^+rV}Y-0#8Zf`Q1^tw!=Td6>_wD~eFLDY39zJ9a#v!;0<Q9<eYy
z$ER1!!ly@wCo@Q|G&mY{^U=^oY+g5A6uzyiZYWdsuHo%Fi%d68)DKk1QueH>5F`}d
z>+hki9N4<Rmv(NM{aV;D)<2LkIk5Nbg8DPDVGTV)aqLFE%h+PWXR>$M+jTt+0l68b
z+g<s|akJyXz668tE>G+0vM{UOqdq#A{TAw{al=_#?cZ)jT-E{hW$CBoI@`OVd~EI2
zWk1`xGUb|gbTjVM@FIb3$=u$zX1(5zshb4zUCp5UFo(2~3FdQH?%O7Tb<Qjt=s;Y4
zD^OX-2Bp*7hNHCFxdL{%0S=AUm+vHysoJk2fU&6i%&;i)`S4Sp+;$&WyanHSHtu^d
z_1<~8uG^ri+P%UKZC2Oy{FZYsfI?YV!Nwi<hj-VHMYL=HI+;Y?U$XM5*8;0*M}8_l
zs((x|vn@fW9Ofgk9}2do6(ynv4|1G?+7mJ5!zR2fssA$NHzFJNq<%d{&Q4uiKN2=7
zw+$kix}E?L$%kX#E~(pF9sMTk?R%ds2ltRZZfJXK4Dz9Bf1x91L~KkD2aY~#sD=i8
zVt*8Mnh!KC$G16l>3#V={V}6f_TYXa0~E5(ZGG58cIiEO{VIhly^w1X`U@O42r4)Z
zy($Fw*+E$JNqywd%>m)?p3wksj;Ot>Z=tWLzae1zap<G^<ufQ@_v!b({kVV#jL_c6
z(<VPLM2pm>ugjIf9?}1{2$sa}TXoO(?Ol5YjqYwTm^YZUJ{ISNnXzXRANiprESQzt
z%ILf0uXmIBR!|SNKmF>rXlcSd7;n)|7>iKSVD-PhgGSF^(jj=*AB77YxkG!{9c>`o
zaO~v=+)CzYnKUh1)9*PPWt_lwI*efa&|xeXqzxp%f?L6Exay^bO?TsB!elHUz?uG|
z6K4{JJO|5facIY|08}0=ecIBvK<WY;I<;z787%v#&p)=!>vhA6S5)W45G*7HJBpn^
zy%kA~?ERh>2-<~>NQ24{A4o=^a!2hSq#TC#!{%&dk|0Ki`h+z_=*N_#G_tT`*v{6@
z)&OeOI{_o1N)&YvM5s!XIA|zJ-*vkk`0}+k7dV!r4b^w52fb#0mNKr$6=F?lJ;;+O
z?2-r*q_n^eXdyswIebXR8qrq*`k%UFDs+xA^6;@<c*qD8BUnUM8hdyg^yq^~JLv2j
z<@kL=cncJBN_eUnQBB2;5SN$F!`QbT+~1%3y4cTrXAsLj{v(U}7hU%+x>tI7dWL_Y
zQQ7`c@cBRKVYa_9g#WdU@E^fDog|saHU1y`mmesO>$s?<#2g#J@Z@V!u<v>1zJ7+W
zjUhv<F^(fWwYy|3GrwuOCd3QLK=*A!=|a0Rg+2^1PYg4J*6t^hYWl4!l-P?MmrNA|
z=N200UV6Hf4O8fPhhLp#Q-wBRS8UL3a>uuwb1t@z9htKJlu`%9`Q~OYJHK;qzx#0A
zEL^k3`2HcecU(4l^)^%NEPB<9-mH*<dd7V7GE2F&>E@%;|Fn7Qh@}`Ai%&SomsqN=
zm{Yz#Ogd*BH^p-~zgaOYxBcLvi>_1B>QS5X;Gtb&!=iYgf^714Dz=8fm=^>snn8__
zZ&x&*fi|t3p-RewS`{QK3$SQ_n73QxhxG8*w7C&n=SLTLlRSxfqM#Fgll&QbA+~_f
zlOQYn7W7EyqbT?UDT=_CFNMH&J$5yR6tuZ`>cnS7<Wt<^mn+}AReGm+wU(gd<s&Wa
z<zs~KHnDr9^g{7O(GrkrK>S4E4CNEt6Pmk2_Jopy#5X8@MRioOW%~8fP&6WUR$y>C
zOzABuoWduhdPmI-^(}}Kg|9F$B3Ge#$5grcDOp+*Fs(Z*_eSb-K-Y$cqx|?as4GA=
z@tzj3t+u82gffu+$(x?mj+cz#1B%1^2K8dV%g3qz@p?!7l)e<8t5H4P*V<=j&F!*2
zEc>;WpsA|R8KK7WsNTPW*ZXYD9vx5NbW_)jo~QmlslI=KQokrp7AEF@t-XI#Vg3^&
zw7j^6q?kOFu(5@{s<V>5jiZdMjqTqdcUv1LQGIK3D|dYIzYpX8Z5;n^Z}@L$XqLYu
zv&{HxUs&{)W0v8+g`pYQ|N2T{V@E?{8z+1kMkbcOP6+ASi5r`nnmPUTF@K%<r(o!R
zF9>D(7ta6x5QhG*XX*bg49)g;%KIN+XjXd0FO~HFfBZ9Z@Nc2+|NMvY_Zs^bKK?(0
zy8r81_}_rK|0>A;Ah!MM!SRn!_m>Lz@B35!K^*=iZ~k9BN&XS)=3r%}|2ItcqzAN{
z@_zfp=jW!T<)Wrz?u0byQaV9;5CH+CkRZg8KjE0jo((@R!FP08e*!-OLJ|cA;ej9>
ztoUklC4nMTBJdT3bxF&YCe-APV4?C3KzWnPT9{cq;l$gSZ8e6C%Om$8_q2PCBjfF4
zN9|{4_vY&-KRJOgiOlyfTM57pdFHiqR9sY~o6B^9C)-nuw1+!9LHc>nOlXQo>QXgT
zwYr3O3sUW;)APxY@$dqYsokfD*Fnt4pTTCeR9L*wrP$qeeFW}&Y-3vP?x5lJ_zsv%
zUZ06*A`hnPHq-l6l1NBPj?m%KtEc;p!OQ|d0x$6}xM8Ahv-dwo^BB`V1_3sLK~h2S
z5SQ?TJC0@5{zaiOeOSUCfnx?RNaFUF<sSqCE)}23z7i1tTezq5k1&3NQv#v~u?_t?
z?U#<9P>7N)y6?(m@N{v^ipa8ZmZX*d1$ws3#npl_%rZH->&!5<G3nO97ok<?X`Qp4
zWm~S#)>{%F=*eq@&gdth3uRA)NsQmxvcoeobq@IkJ2@P0n@@B{=$g!j<&a8iB`)V{
zOTn1|>)J2q0AZ|S!}j(r(;apn7TjI6VHsf%1+=?Nd1?*`sFR)gWfXknh-EDqEakEF
zqV=k_Xk%HKMDz+pZYY*|HD%>xDoJup^^8;|euwRtP2Lb#nD$_Uk8A6>lIcUdIc(eE
zG1HFabhkJhtEjVe#7#<$-Dwq?*Kgi!@aMTSRzqdrBQ19Igz?O_6@$bWqc_Ut?EtK6
zo`iPp(uJS79h1Tij7mV<8Mq=p?YIKn%O<$W<VJEd75pi)r8<UPy8AA~eWdyVr5dHW
zNV*k2MO7~=Ty4qLj$N8p7S1k+vzwHTl^?ktJ2`c-FQ(>YV>=@XFl5;{9hhO3-;IwB
zfZUCX``?7doseLR&2pwEfBIhdKfBtP6>z-mHoQ06<{T*V)OWcI(y7sWI47<0nWU_Y
zmrVH{n;&+#-KLDr`QA!i))TbKQDWJ<>uvPtKC-N43rhBxL&--{9G^XWZmb+Kn_A{x
zdagMqwqAA|dTw;v4jS@B*`idynN1DxiCVZ7+lAHzqmS}4QgGArOePiY?FS-`O0I01
zIf+%lkD5=~wqA@u9TX$9QtZX8ck98U94}x;Q!H1yYe)&KJqLxdBqP2Y*%Y#l^5N5M
z=EykXS$r6}V40L~HBZ2C+^aw@R%^+t$btCo>(a6-vYZZjUi7qX)f*3gUWKw%a6y^*
zMPIt@k05o%cJ=9Q`Mxs}C1ylIv2AR!dt=fRB~>^*y`@`2YN6^~SP9^9N`R$fPBFAk
zOyLYHn6!wA6Q$wZ3MZ+SO*^%RmyhgB*-7<EGZ*qLW>OdVtmRIvA*v<?MU%;pO_I@&
z>5wrERGc=mFbkj2_Si^pn6Z#z1euS^0>=4vP0b!!H)oUD1RuHEn_L%2T6jC066?KY
z@Hx{=<iT<Jr*9%*;CSc_sCDY|^=~<&o<-+fNftd&(@`FfC{0F~p)eFyX03EjBQzIB
z?pLC|p9!`M+fIy$>KOj2-#8VSmOK6s)xr6B5X`y=7Lcr&j#3pMFH%{?Q#xV$$)y~3
z#!1P)$99*^acQ&nIpuk*&gu4%Uv8LF&0E)VJ6ZsVURWh{y^>fmgExDR$^L_8yH++A
z;ZUt-m!UHTh8g_Ux$@#vZ`s^Fpa7AK_y$EO8C|DE>DN0!H5lDP?n(1$vKSI><4h(Z
zi^{U*A1~8|7;ZVJ&p0qBShgrlT`17t;N79U>YqrlkPD#|YDUH<ZcV7e*n}5@m>7r;
zVW=xm)&sI@`>ZOgln@Oznf*IW*_aDhSPNKxfbu?f$ma<)h-rHO$G8$Yn(qb#ujgm<
zfU!)n$>Ue8Gx|@ENz}(1-MhhQIgF*pv&-}uvEi*W7<Q9lw+wRhLTM1=BndDIJw1L4
zV}$~+6f!p$cVel9zQXO?pIPi4qe&XcV3}7fq_<$$Hoe-_P?=UylnIe7GpZ70genw1
z)o#tXV4N8)ivFJobbAcfcgd|mv#HQQvuYcEERb)FXkJ#u6(wZZMIze72Ubri9?5OQ
z5ZYt}VtL&NnXC?_YKTw?k!6UhqxXK`Q#TmQm7q|uSx2<aHPKDYF@LN)(><Bi-7a{)
z{#*!hRiMK8!asGl4{10thll<kx=2o%^`!rR>Xfcn7hNS;EU7{JEe;@5fI*$y&zNQj
zeGHWkew0*f`ew=dpp+E5^1Xv|$PDMQ@F(UL9@IkpK{sy;8aiLv8H<@A&}y38L$Fw;
z%!I+6$v6~K*~-S5UjbAF!y1+R60B(<nL#O+cp*Hb9vXUDHTo|MFh<gTYYMiuY>+Xq
z)w(>x_d_TAinewU1ErY;`Pj&PYi`D)9`r1KAIXY7P~M%wc4~6)<UCAfFc|^I8O1ck
zGin!<j==QZDm|AOtUH*y!-LMcjyoe4j$hQ79a)M~&S65OXoe+*k-zUk<V?DhHI!cY
zq8qt<-;UdhOHWXHe%U>bQE-`JFW)|wi+oZ>bxTT)Q-;XF`7>PxKjgkslZ7VSAQV!D
z#A0rZoUU#-4@6oSKo8}Ka0?k3knu8-W@U;JRv_BX{|Q^&lR^4L;Zit3Y*61JVrkMM
zSQSI<TcDD4vQ)L`nSTNL6?MXS@Vhztn*oTX-pm<%K+?rAp#5Uw{MWBpk;o-Gy7SkI
zv0ZDvcZ}F;xc1cZL!?S9Otpq^ugyD9Xp{GSU0vHt#x>7Q-^WN{?8Cwuq<E$@3H&qo
zaOpKYp#pwTHlj322>tLs^OYi%;|)eS2B~>)H%wNm6B*O)m#<>S;PL?1{mIb9yLVdu
z%UcF9(Vb3f;=~`&rtwaZM?rUCgBbCrG}TTZMTB5=aRBQdCdVlG_oX{NzsM6Nb?I6g
zGCkmbsgk2hix;=Q74G2C@%Wrf)E=~6|Effz(QGuCEm*j6WIgTtc#pI+qqv`u)>Is<
z*5TpNA<vkcEL+kZxb{MXiM8)kuVBjE)2d?a6k;xgPrwuJMGD9OWHm41$*5%}Hy@NW
zk^b`0^NC2@TTSwBzfi87%mxMdNFDWbJXlRAuO!pFm^s~walS0}z<*~WGveLPJuB`j
z9pBXIC~Ngld9Mm>!Q~j~+19OnCw90Tt~_Ox$sJogz+Us*nI05*<MW}nzqn&y3Q3Ck
zeE;C{QdE@;oyci7+JH+jF>k@;*8&+qLwrL%oxuURg;gq)v8_3#utB0o9s6i~GDj>L
z3;w+q$ih9vSKy9(z{f}Rwl~qj<GFgk&D&j&=LcIVds2WB2=zR86E6mb&92BGI35hk
zt7gXEHRF&^c=n3}O_S!{39ZRgA2;YOihQ<#09g`$uRU{)!0s0U#~Et~ix;%LJB-R0
z&53vkNOgM(tmiIIf`^_xjBn^?dhTvdb%E|zM{H8;iL8rG841aq2^*C}K><ZTg`cHj
znKw#Qg>eK-0p1v64T1>)iKN7jk}*zz@LY7oNEt-~5may941e&l=!6H9Yo!?*zP@}!
z0>Rb_sT0B!LFAN0zf|(qfE0^ET#Zp#x@awh_-&CFhgn5lf04=<q9MqN(K0z(hUSP%
zf4@WJG33p60L?k8(}-L~Lp|S0sEPbJv=7n!S7ywUh|u^T(%bDh&6{J;)q54S5AcER
zu@Ta4Z9ZV%>=CzVO*{u87Oh?m3LpJS4Y|%1Sjh2;R7HW}15?E*Ab=L449p*j(Hsq9
zHTpF{dKq4Wl68f-!%$AfW#01n(|gyJNAwh?;~rK7Ub)1N920pk>;aRwNlZV30P5aU
zK0m&7hUaZd4DTk;iOx4}%KJP`9_Q1sD|83N1^o7^-zfukTF7ik+#6RJQ<h9L6KJ)p
zda^+v|GWTTu#gs7CE3at>zHQKa!U{jW=|XKVb-=gT#|<bAMPzl^$a9D4?XX)wXWui
ztxNq@P(ru(L+iEV{h+)X(R)3e{UR`J7i462+bg!e0s<@{nE*q(Bn(cIX?4yD%%Ii8
zL$oNiWsIn3b`jwLd##)TaB@Zg7+QH$?v8jT<o3b^j)>0ng}c?c-7DjJx1N8F<8_?5
z2@e_f4v@Q(;0=^}px|9F{kq$AMk+<}44Mz74{8jq3~tols2f*tF0wB&FY+!juo_o6
zR#6p3oP4K^KG4qeUT<Pz?!8#n|7;lTT>Lo#9Sr8fK#x4uX~$_j83d`&X7?JTd%NLA
z#no>7us(TBaJF~Q-q<=23bBASw8=rVB8C~~ddy@VE)uLsh)5-`afxp>GWa1cAs_14
znL8M#ZHv?(&zl$J=+%93Qfdd3+e#!`oc@Dxu)GPrc}$^sQS(y%hiYM}5vNuCGK*++
zAhl>EH)O_3=6$&oV7)cPN_{d{@7#B9lZKNceX3f!PM_*E1BxNp_c>LOM|DnN(`3Rs
zyb1!GnA;yT#yw^smWB3PogYL|wt)r{Wdeb`6~DBkjM12H=1SUVaze_e4g6u4Gzp=f
zUcx~l2fbJt*{CL~Qcuq4<Qv7uci#xGo-TZ4-Q$6=Gr#1rKFNU-;|@5mU;vaE(^y&a
z&*ElS&`DF(g#9*IY@zT`&){y(_@nTQ_lZkGDs!LrKgIXVpO#;{5^vQ~;6e=?oK6?X
zwIe3?diLMvC2E#N3968YAVc390^Zb_#SQpH(fGMm@+27pGK%C|m4(NoSJ$bMs4qVp
zTlv?zfJX4{Ig7zMKjC3!EINYJ{_MUvf7sA`$~z3n{-N>G_u^(!xm{U0@WHAF*WDda
zKnvGgGQ(cE90BX0_`Kw30F<Pgx0++G<eJIw?v0!h#yj7~i@yO?$map8JhhH^@4RVk
zH`YGsJ`dJ*7m!+fL@;$E+Z<-PG5Px07OXXIggwZK`eMy)mOCgT7F4N5OUewyfeciJ
zsb-k}F<&WjT!LJ=$6n;^+glbqim){_+~qUP9Gqjnz#@-+x{&>Ksp{+N{jG4t=FcM7
zSbFBsDM<Z56_t~r_f|?6DH=Vexn7@+>*QQp+v6}5r>~&a^2*cM&`2Sl5!}z?b=~GO
z<QNXLa{-#V*mq7VC8IO30!q*zD;9pn$?)eG)NXnMj;T<iEJO?un2LK*l$P<dXRrw`
zlv!PYJ2>rW2LcL@l-6T6o;gab<R1sd0<0P4ZgYJZ%Tgh!^K3A-6)D^&g#zRu4w{0Y
z{p!o2nMXu3U^J46e`It0hxdI|a|-!_X`e;*jbBKylXaE;)C)3GS8<on5nzhXU2Weg
z*8O}7lk>Y{Go`KOePgWN_Wb-aIyiUjTm@6AO*gdEn5}k~b;6&^cJy3zE0c)Aee@Eh
z65e)FU5$bDCu|MjCXLwjMdrt@r`N3suRYTA$Py>;MAs0xo00n3n{GCTvzNJ8yeQ}L
z7ID5_e?>*zz!br(TdB#lk22W(jiGi21MLqOPY!NGqF|boaNq<ei2;+!fQY4U%u@ur
z0)Bo3g1!*V5oIHqY9>kK1|cU5tF*GmDW>_UCKJOp`6mFv6+6TC7_2tpja55aLM&!&
zvjvOX<QYU&1M+y7AOo@QD&&Pk%Me28T{#=m8D>~qg0T$HLqP$${WQPfBG2;5-`I5o
zd<Uj!x3CUx8~bW^<oY|tL7i}H=Qcd=Uf#IiT?_=`%e2Qch(`#1#%sc)SNxPeM1+RX
z)Y&92`Qq5Gui2h7ju1DNpeVW#bd$6#p^uz1kXk^(6`iE#@fmt4krskrNRdw$OkoMC
zM~l|W<X$6ZMy6-<s)E6SAMIOkBVqO#D1Uddx#j+(t9`?}?Oy$a?y41;r!-GP>+1XJ
z`dcdvDyM`j=hb)bQxn!Ir(mRJVjg*0{c4l2$X{C_x~jXXTc&Itp^ZL&c5XRbTER80
z%;-5zlL<z9Mgz~?){Q8wy{pq55`%Kprv0XM2E59Zpa#{6kXThj!2Pv}OSK7JI2gWi
zP_oJ-5#w<JmFXvA{xeXcLOnv^GFT_|kW1#El_CnHeLtmoD0-yzYC=H_S&QY?{!?g@
zTqdwNX(Xy9|9D-?km5Z1;It2m!{#qtwuxMwtpi8<2GQ>P;%HA-Z$^)Ea(!*?k*Op5
z)i8Sxt=P|<s~JmgsD4ms(f1V@9xYp)B2+FkFxj{|BE7kJhIN-WJb0xysHI&;OQJRL
z+hb2BOt?RMx47Mp0zRk;hxD1Ke2A8M*{|(EDr?CD+8FWO^jVUHtcWTWIE;-1AXk~c
zTntng6Hk9X3=kuf&y;^)-M;v3l9}E1V0Y$r1KKQihjh9!KGISYs6Hcd)dNW$7;?4e
zmen1P3vGMe$v=DyYyc6vHuJ;HiT?VjtmHA?*2`Ad&VIYAh-wbzG#sR?GuRnNxdM`%
zrFb51*Fs&%F$I=KZdDz=JHPtEmzUwn{UdrxDL)}Me=psdHnZQETZXZhh;!>B>0uz6
zpfHM;6e)oG5=!~8FkTaTz(gFV7U3@KSp%HA7CkLdM2nq=PPN`|Mq(!~^!povISu{{
z0gxd^!LS|GR5+X61zrLjX3J5G0)kBQjAf-WPz4cMWFC#c2ea-}Zb@$sWUe;tj9qX%
z>rY6gViN;Vyp&KTl!6FUtdh=E6N^xtmU~#psDR+M>IjfSsQ3Jz-XsGlX6UTZdAm{b
z6#Gx(h?5=Cy8MCZwQpFL?_DM(EzAYA@k3L0)$R}`kJ)*S_siB&J28ny@y6TwVT544
z<o<aSut1QdWcY1`6;u}GERdM7PDaHQ33@VYP{%%@OU6wZ;6`MM6==!g)#43|G_}|$
zF<K|`(luO0bIRW%y572gvwNPJP>Qgmq@II!Bg%t&e1usyn=J_Vq~H`clVhHWaiXaR
zAM10ec2S4;3Zq*l&~`!x=PuvOrxi+WP$ExGP!oh%1G=3_>64QX{hyfa2H|qr>7Pzi
z-bmDHR};!2uXRgoBkx`obHuo=tAK7X`u&n^`pVSd%dOC{z!y^z+rqHg3qp(HodP66
zyT?g?Vh_jOR%0hf0TajWCHfPKgT(_Yii7P|hW^3!2)h`l8A!;zWf#-tXYCJlBf$eL
z6;dXJ{*E+BaJiE_paU%)7zb9n+nld%&f*qbXr^Xa^Gkw$+b2{nfOp-7Xu7xaD$i#h
z*wXN_fi*w|Yt}y=Jl?cN^dS+j=ln;8_RqH*Z)l1e_=Z%}T`jt;?7=%`6?4$?-YI6J
z=5xa7cwI%o+(JZ+*cuL*jlPptzbrJl$W95gj~vm9t{AAJ9_n&22TX^VhUPuSbSa#t
zSI3*&Dpb_pN_Vg~Ax%-|`nHe@FQ!bq_Bk|qnJc(|$du;-_mGGwbjtQ|8&Inq;#~8!
z(<EsTaLi^3qp*V*?M-(AJ;wJyu9>l9SS>XRP_60xqlUQN_lokR8fFaoRj;{ufBlq#
zxGD8zAl4+NxLfJa&{MQ_brUVVT)KS=gzj-YYQ*pY7<sg|&n`LMpWI0j2xTqNn79b>
zU!VeWcz+%lY;N^Y%u#s*hHW$ByiTnbkgnFNB-a;Wu9$OrtOI;xu$r`fY`H2rx7tb!
zJcgaeXCcHcr^KLVjmWyRdQ5joiJ@tTc?)$lTm(IKbJRbtvZ|tSQRO5zKWBJFi<tF<
zaOM;*I9J8!B2JS|Z$42WZjd1)0m$hJsHJTz<x%sjgnbeM*P6*;MsKZ0JzMf7<RqEK
zfRbRpgnmhd*n;WlT|Yw^ag2>`-U9aCv&kJ3r=JyKNH?p085$XQ1vEuA72M@36Ay2u
z%=-e5+0M$ZHz<&cLHLt;b$l<*g|EllM@DrafwF;di;a4PGARpKN|FjHJA`1UAsq<v
z5h@Xw=ph;ixV1Y~P7+h7(^y`Goc$Oa^Wp1l5YzAr*e%IpCkkqdJL<ICI2f|LfDS6!
z=>~Vc>5>)4JV^+7EZS|plUe;Fm?@MGny>bwCedtdiLXOtaSJ~n+<@SzqUhR&fgO(N
zwH)4B7{8)R-9DmfjTDRRrE2YuhkuKOWycOkwao7X`N^3?*xdvLTl_nc;z|h?T$er)
zoUR|*g#GGk@e2eC9s@mnnM=m|NzT1Ve72cNc99GI+TYjB?H1E7CpfboV9I5Smb-st
zHNEiIuNFLIIuxGW+RwDBcR5F3e@W@a`CZQb>2SR6kdb>-zZE10f<F}8XJ9**{cLAu
zD&Lx-rHtlkS+?{k4a<es0?CzgTLJ4#J%#21qL+x&4B#VewO{wESaRLxM++My4IKDD
z3Z)q&G#t3znvkl!7ACh*FgVv15bWer_W?Y!wG2Y0g}x=!TOCNteBXPc9#glyBg92N
z)&;acAvo)H_}7i|_x4X%ti{a1dy_I<HR44_b+zvbU6=r1OP;!ti?p^7A;1Y`{RR3w
z3uL9*_kjhKI!@{;O;D<9y?qAtFM`Gof)}Ygc)v~KC-k^ok?~61JXkY!ie1@uog1{W
zqk7nv{!dB!_ckus1YB=dFRXnI7A3%r%|6W4F%2t#1KVVpF{06$ejI|yv~4gQhu*M5
zCTlz7n6)jkzlqCo&>Y9klty}=KDd8Rf?{V6HZ2L*RXb#ju77~WZY>D;x`l?G0Muv8
z-yRhmD}ccToo9?N=78R!NCDf}KVB4FA)Yek$S-1Bw4M-!G9zeP6df0JEYyAA#sNKK
z4Ca<!qg;$S6S!C?+n^jggp+`IfGEU5AL1wOj(>uI+%ipyw4VVS@^*QF6}q+=8aS7p
z9UOEhN`BpMO4QZ-x=;jeN^~Ox=qmXcq1fG7d<hhA4Lx}{Yp6|{@1?)_srKajyR>7|
zQlWv?znAdSc91TCaLA&^9V3GW{l26^c{ltWdgxueHE9>I;WRQN!x~E6MMCvGU3NrV
z4uQ$8a3O@SsB~rU4q068D2Y^SkeRE<oD)FfmKDbdy8guJ3f?x>s{u>FtR>z4BL;ri
znqbxk!^&*|6}YlkvB?Gq8drm|H>#GwG;q`mMP@~>Y3FW<U<@pgTuVS!-Haa^hLqk6
zm2w0DML|*EB!8O-_{OI`G{G(d-w8jGIWjJ~M;r%-a1w0i+p3Ud>v<9Ar|xI`XQ-j+
zJDTxV_S%2a;r<8L7b`o%zozMaDVzRdQ|vEE(qGNHe<n>gh#o%ll2;_=Jm0Kj)=40!
z;n!Kd?@<d}-e?<2heE@J{$}^eTL>y8xt9s)C|i2c8eooAx{`8p=j@@Y!XAqE#++Ad
z*kY?68A@hM&IV;n*Yzy5Kzj6b+<bqRHp+3frNT=tu$1NJ{A6J+csEUw;=bh_cB!2_
zTkaZ<&-wKD&7>G?Wkp1dQqC|lz_F+6PE6HUwtMZFnYTK%GwA{C+FnCl!6cfdedX5t
z7-yIlyUncf&Zz=tZVm<et;b%8$Qm7>hUeHOyRBk;(fJjo>;4T8$UNeQt{g~R2DE@5
z$zgm(kVrBEX2j1!Xgmef7={0pv&(&BlpDpJ?kHR|UPJ}2I&)PSUpgoU;nM=#J8iJ^
zm7SYBv$N#4wd4l>W}yM+Qv%*QEs6VPp)3)(`7I#VzY~=&JSZ0w;q8Yi*%M3I_ulEP
z0SF(k%D*M(N?cXyOI<ZGk{*U;$3Nvu68qGVaPTST49G1a@hJyvsVUh=9rsuUer4p?
zK6W}rm0#Z`kK_2B-&0&&R%;*ZXC!apZM>ak{U=rMFCMe6#wIfZ%fE6C|ERnACpZUH
zc`0E5fq%z2{FSEr_oDe<zz+XJtS&P%>zDtH<BND;qW?k_SpMH39#|OuY2x9pM)5y(
zj@kdF{`wo7^nXY^{5SLUe;IrDJJ0d|0qo)5A_)HsmGYk<2>;E+`QP9W{wkCI$RYgu
zjOH(?;r~-j|C4BA|6dbr|As?gXJ-Gm9D=61m$FDst;c;0@8;=lajnyzY}rzYBWx!K
zV$7{k@5li39brNzL0Ehv2r*!B?lvUCFaq|d@G(XrPDJ>0a)`2POk;GhIQwi3oN(|)
zhVdz3R71CwP0#Fa7Z+!ye6Q0sCra-XCn{?1C$3(;J-W{Dq7cUlJcJ{yZYv;ER~<bu
z0^}b$=ztD4=jd9B*XN%>U5@a5o|0<R8V}CzJuZYvGoY8Q)Eb&vFN2hG#AZF;HpA(t
z-0>w-_ecnm+JJ{dlY9N1m)>lSJ`rC=jmIq(dD*7!5bpT=K5~jxBJuc>kQN_NgnEou
zKrGc}V(C|AdceFlBXU!!)K$iRii}(ehqdD=e3_|Aq|!n7X+qZ<;(fsDFZFUL3e1vL
z+`B!$BTl>KUQRV=yrtxA?$8x0d`j*de=3?EOe}r8D6yg}s&m+d-!rPk0X@sBw-oG)
zy0ka0tDljX#7<ekybNyGSeMsq*wmAqKJ^t<6txfsL<S&KiWC7$B#AU}CMXJ0C{Kx>
z9@Vq2g;KjjFc~u5cXoGQ);!$nSYx>94K^54q2BX_lWh;D2pO_=L(2^_UFm$~lo{{0
zIkYiCt;hI28=vXao7FSwx<8QYPpd?t_V*%)7K5ak(eWU(E5w|MzGBM^G%Y;^6-zAf
zNAMgt6=JObtTM!k?*h@Q-vRG{f<MX5O_aF1gjPfT#7RU2XX07?h$DWuR4cm;M1`Vr
z8#8>(zJ*@FfX$>XEkz0z-W%cZjRO`gfZKY0A-k3Uh?}rUibHY!$7yZ%i^)4!bj}($
zZ9KeEG<KQv1LvLimp#rLccFgX$Fn{WiH5z(Q1H7k=itWMh4|7l+zoR<9)N-}JEg0O
zn!6CdT)V}xC(KBFBs}HM)Sfci4s8^^jsA0om^WBzn@I;tN2W$KwR;40WVFRd>n&ju
zk%(K1M@e!jH^=<|MY{|eo5TIY%>ul~QSG#F&xj<a2D`TFXOr;(545YbjTdZr2Qc?K
z5chnc{*eI3+%8*NoY{bL&G0j6rmtxpLq0`uuc}oQlM*f1^IW2|eyg7#*ibfdY6|6p
zO8}}cp^ic9U<P>U=-IKNM~x53gZ8=quKG=tyM{wUnrd>3%W^t%hs`pER|uyN=do-_
z;&~G1E+>v@mZ`SsdI=%C*c8mi8udy7ADK&1d||^o2a(bi4%!G1PsBj{gl((!hGt_!
z{jQ&bp0w6}{N}w^K>08mjjy`4`rFMLpLewBr@OPxLO<8_=xI-_I*0eoXp1j9Z?%h(
z)9m2<yc`Pv<47oMLp(GN!+FHr181-`V}i6Md4J*xecbW4cSinlJ$j)AHsj5YUT2R6
zymT4P97FRcrvQJ%fm=Lv?2~$dkeDzMI?JJTU|FMXXJPjEPgd21jew%UE?j2WoG}M`
z?XX*W$M(T>i<n*apNIK8QALS&0!gB!4CWoo-WeQd#^Fk{$aBcIzsi1heNRqTo2yJ`
zIn(s1wyE~1rs#%1dA7$NrUP}V2Osj5w5I9yf`A+D*Rr3(EJh{%>CPkWt*NoXXD_~Z
zE3oLYC(yY6JtFl4z9-h4ku!5<x(a4!$L%Lsdpvk&aFbhI2E^|HaE3;OYSA-=V)J`<
z<4aLGj?k%X$9az9tWX8x!&IADz9c3@D=7O65&OHhkJ?=KiU-qh&%VuWAB|_kVejkO
zG|uUZ)eiesae|MXQY<!X8}P!DVWQ+nv7g@O^HhNk(eRJBjzApsGC2m34&0{EH{4|5
z)WfSHF@~lRtW;u#Jmov-BK8IGTa-+|C=K=lz0jkmVhu+1X$j7wV4NC=@{Ieg;lFeM
zI)|Md9fP#>RB%D2Dubz;yJ2?+kHUF;#DcO#;8eFXVRCkrJ8KoYZk2k@_Og}*&S@-j
z85UB_hnmA0w^r^C=IhF**^9?5#}B|YzdL3$&8V7E9gP<$E!(TtyF=E@WQ;WMv&mRD
zaEDjiJ86QY4wS4Y9u%}$a}CGq<qk-%k*pKXAMI|RJgsie6lll9tRv4^)+xJ(TK@dJ
zv~k9B$#o$Md}{2y5xC*h^X6wtwStD#GgHa+fa?*)pdhkwKfJq-QG&8io+*a{Q~9`p
z#Hn}#Qc<3P`@EuS+7AV%GH3%GvuCpu<0KweZHcKZQNRiACm)EXPb>yc5qatKlLEwl
zTvQdxfT3`jHc3&+9)nN)2KFFt2vO=qC*Vipz1q1S7mL}tiHLv_t&zWnyNbW?^FAAi
zEg2EuGmM9jT<+(3OtZ%+7j-@`=<YqS$8xYzR&VfgHX$juKtGPSbE$lFEx!VQsPBF&
z<L*Fk>NacYNEHbNtuz8}O+*9+t}BUTn2GD~4^ik*UvfX!JnYboQheCC8OFkNJ-4uO
z(=I-JX*d$xXY=+R^Mo!0r@E?Oy7ayt=JWo@oTJpO=*=|={NR`YIAj<h;Wo@?;xgKG
zcqk51_o=ja^auJS2c)B^cfyMm8dYuxK4(*o>QtPU&6Fho0Dv{XCWVVXq_YXmxC7w0
z;41E^iF1VUT*LbW+1m+l-+8_7e2NV2Y>`dLzP}tAaUDdM)3$M!?;u?~3Hqc0gnhH+
z;tt8Koxec4GWpE_k$VWrgdR08o-rEKlK?pwXjy&!L_m+(j9OGNYtKO`r{3QF5B2B-
zL5AyaIm99Ht93y9l{4zEVUqBG6{9Wks3=uU(=XEDkn3|9qn``q!XWMNsWb0U7lgnp
z#y+Ql=h6RV!14qMj--V5=8*YMCdnQH2zo|op7}T5M+fK$P(=#L{jmvS#p-s|)gYI&
zbC0S*Ct*_q(4oOLjaaNs3O0KTZP8W<L~Ytst(zZ0<?PbI5;O43uuQ=d6oL_H1`^K2
z9YQ(W7TC#RL-FNim^lVH)Y8|;JD~Hx4SvBeGLIRT2nWNHu9L3QkIGw66#>-SV?T_C
z80Qcj!{tvjA{Te>=RF#7s#&TTmLOORqKk*RRW)&1$C}4}jWuFe?_&Od8L}?1KA`DC
zef@IOST=e#9`e#_TVV}YPpbZ?AI6VRy5+U(d&Nwaayx((S-rVuTT3pEW-se{fcS7C
zYKAdYQ>C;_nngiztGWU6y67#Xq*C!tgH?Cu)AL02knQe2Y)LnBVJFN|TNf5|E`JU5
zDFyttbH*qlfG-uI&Gd<4pg7y@AA;waVi-b6=xed>?=$a~cVH*642npIui2>a3A^Y}
zE@~RkL&QgnQv^a%28Am~h1n&9CQ^wXCOk(tAf=9)+2aHr%hR?_e~}g{A)0fS^_{Yt
zvY&D%EuiYlU`qw-r824hR1w>cVoioUc<aB>#bz&)w;ohE#kEj+>Lqio!$~#fL(%b#
zL$1<vyy!o*Ra2JlHEr$jP_`GMTJIoPB)lEdtyHg<9V9g71pvJ<7JTavgEcg|Mnw8G
zY+ZqrfOz8d!t(&;T7Rjp@9SWIZf_$Nvx)r>L2fiA*$pH?=vS}|02Bu(?t#(btf5=M
z1^62tqas7WWa~o|8;JFTht!qrijfx!lCd;<!AJe9;dVnRLWYCDuDs^pfVwL!klW+J
zUzL4`Wx+&5q^Py6>NQI<rhj>J!uG*zW{}BmD=lVqO>8Dm&N^U1fB(4=PwPGm<t3hx
zC0z_{rkH^`>^xY9veVY3uDx0v@}TBvlh*dEW#+I-<|e#pw?Kp%gecS<$Crc*g?s`H
z6FelSq;HU4JENPX48NS!w$i%N!(r~2$5FqsbY?4S0gEloeZ+Odm*zyjl^kk|?X&Eo
z&WY{1Y`^Tj?7Zru$%*5-YQO5fY78cXk)4?BXGlFUfT14!oj^X-=KD!FJ5bsLFqfL@
zO!V3kUzgoxiS;S3kM%}nB-K%MrNtt$&B`y=xur|G<F5DBj0F*B(rLVST%RVV$6mWt
zHYtmXZqGg)^W*er6;EH3m_e-ICqfnR>Yy$OuXI89-Pr=v&#X`UaWDiIf?#Cf>h)M<
zU9bmH6sA;szJwX(6#=J3&Q~9VJ|kguB=uw&2(5-4gPL2f$GqF1;22g88~a@QjO+n{
z@Re{GE`u}a7Ob()si27{$XzBTvbWpFrO!XG8B@xp(phQo96oPw{rshuHBl>k0Fak0
z5vsi(Q%0_H-?><iC2$%y4OuFCEd#@-4Xv*ARUy^{OV*C+GGX%RlauMq&KQK20to7^
zePmGhZ-$wW*hpK*5;BF!%!JAK!x6H*E5kp?Kypgc4;rP`;Be)S7I#)(Caoz)YiV>o
zGGkeoL~JiOuMyErrNQiA6=4_zxhqnX+SrX2mafTjY#dZT9M9i;8mEHh5Za32F+sUg
zs5O3ymvj)ui8uofYC<6%1BJajS<_2aVv;eFtoPa1iguw%Mm_1G6&grKOZ}##A7&np
zTyU}odtC{%5UarZ?Rcrp2v<sp)>+##v$63pCWXWrYpTs;qIS8ey7E~-8ZILi%cUb!
z?*cl~|82J4ZY3lm$|@1lfGb=pqb%^777UUHc%q_sUhK2BiiJ9S7eeduF1C<=laZM6
zO3p9O$Fr5So3@PP4qDwI+Wpf}-{X@GulCAQx<~>KRXgG5>H>08+pBA$<<0P%xJ0+?
z=w9)%Mtstm-lEFJGqxjlN}O<gDm=!JNsXE`*sM!bE)_7~&keALa9b_>;PC`U5n_XQ
z#BlM*DDrUo0wE`p4r5}&^n`Hf@d;sxm_(cgrGRP*=LWb}@|GjgO&!cl9eD$<VWH;-
z-vPH91yCl>p+z0Enp_nY)A{_4yFsT4hx@4&vb9kBu8Ke01G`dz*L&FxlGrqY+{dei
zlI#5%Csy!s4ud6NW0)zzhyix2WE<6TN+6O~me0>RpA>mX&gA%DtYE7k%p>~bKq|F#
z29F>dJ`O_6ev(cuoqq}hA0C%B6bZ0WUAQ;u9G7ac;nh{Y>Fv&Xd%Ml|ktb_j_rLC!
z`rbb0emo6&)~_p#&N)oGN$-KSCHDoaAj!2WRN|+>ct|c;grqej@8*xkE?lSe{gARZ
zB#6o!^rYyGE@OwhS}!t$R58ta)bhP3CT_$<RElGyLkHT39)O-*eYSySH(wwhu%XdJ
z>ZMjr2Ojx+FQWmw?aH{fGeOyf#@PYZj#)CuKq6*HmM|s|VF{WbfGCB!(mug8fpvuA
z3e6s$T$*M}+9t<0WWd^2Eo5<{xyN^ptI@Yu)&ywoYARK`C)Y`8TWg&EJlDYC`%x8x
z@xIHgI{qRQI1{UzT~+m_pn4iHuVPFavp#*WADeS^fN-;xkNp_xetL-%{7AOJE4uKx
z1WvpCr~tRDd%=Jd8K=O#xyexoa8c`J;MvP^^65^??a}+rDT+ITf+av<aEUJcL;Fl;
z@ks0U(|x*oq3JYkHd`aL>%-alY@=yD!3600Z2=|6S&L(dz(DoKCQ;3a=jUOZ<#R6o
zMIR@M!-BHu2Tj^q5vZ{EtudOPTJBfNzY@_Hh@FrJ|0p6`6}6A3)QwkH#!wgq$HQj;
zd7S1Py3xVWbaG-mlY@%Q_F$rGT?4bw!E~~K6MWe4DF$pvNsOSBkX)uk{(DZ|MkBeh
ztP(`x1YFZh;bWk{xtCmZ9Fx)RH)HG0jkzK1C!cgtM~dYclHaYu$fCs#F6fZUq(iUb
zlohun7xmY2_Cutcb;ApKR3*L_fZQ6XL&UyrH-aDs#r5^0wk9VPh+p-cm6`hMeBLY&
z;9DG3n8Ze57+6fJOy3aeM7WOQEMj_F`#{QQyFsxXj?O;D_f4T9sx#TR8y`s}w-}3!
zAxK6>KVG}vcuDpf8+LSESpnap0+S{C@wKyN-4?;sH^#O7i9M^a<-{;j2ozG%Mbt6<
z^0S7i;$s?T!WjKVT_0R6dPQwZLjaUmhL7l)2gPd1qj>-t%sBlc8-+t5-mLQR`MHWd
zj3$nZK8*SHRct<TtVASbTTJ_Jb7Nv|$1Xo$FYq?KiaKj;W?Xw9+_a$^WQ2PX0)y^r
zoKx!zqU8<f^rPKiG>xbq+-Z_{fjHE40z~NKdF!~ol?x14>yY#SKvshP7%$WaI^QZg
zTx8DDnynPb5kZCF+z>FWR@3*RdX{I8mC8nBQ;OgN)6fG`*#XnFeQ(`D*a5AL(?jOh
zKvW={5>8K3dGAJUBwm<)X<qgsKbxn;p<(v)-Wb8T{fx*SO9e3-#jB`vp630S&p*_J
zZrz_SrNx#%AR(jrwdqy)rbUcJc5d|n$h6H$B$MZ%lymteIsvvaSg6skX(ko`xgf9L
z3aMnHX;_~b1zR)>o5FS~^2Gy@&y{ar4*2ok52&fQn6dRY=r{O$9rg|04MirJK+#5;
z4TdTG70<7Z__-0YQ7b6Pxk)-hCi|_jg$=<KnhShjJqy~Ox92ji#}-x7<DWaxa><Uc
zZcF*t>LFa2zRTT@GqUnbO)y5wWq?;Mc~VR&G7>I{@FFS+c*#FwND++**`icPjEu)&
z_u|x8H&_kxd-<+mC;7VHc`p=f8*S?$9HcUpc3n8*l77@L9OeJUwF~N6eOWfFwvYjI
z`v78aP8V%;J&uwb?pJ##HnTl^F6WkbpZ8Yh+KSId;#*2%u?Z?$Tbir@i+^r%cCAh?
z>2zMaPc=gSM{m~x7Sp=^PZuPTZq%+crBYJOS~Ig|R`-k2WwtJgE~I-RhG{|(U3d31
zMK>bdBZ@-V*%i?YNvKGO3|+|SBBJchH-mGU)!zHr=RE)Czn*73GyT@PzU%LMztyvT
z^S=EfT|WJ7ialX2H{-Q;XO=Wo3*+W%K^N7!=%o2VdW;IsTDj;zWAEw7(nY=whh^=J
z%N3{G+&-31&~7()-sugyP_{WIx&KAo{uL(+YqWGV8XTW2f3>V$VbjZH#nkTNcN=dL
zPdI+=uDHK+ZPIJimEN|(PAY0TKbMIe-G95dPx_RRa%$B^Hfu<>RC%7&&~Mhx4YzDa
zB8!HS^)f8P8eN#xBS_(0)m#fxY3)oWpEH4b`+|Cd8Yb3_u9R~eir6bVlfp?TIJrG2
zFfeHQu28?eMYhH_*47>Te3d@$NK2Fc*80jPlOto~^*<YZx+UNLJbXCsNVyiFBzo`G
zsKQ5mQ==QFz0Iz7ri;E-x-_05^mSL<xC1N7?KMuOb1;N*=FwY!uWJ(Lh(ZyS9a&O|
zrLG_ea#Q1mjTb&0H2R10q0(jN&G98+*{AP}%ahON=*1hRPBDx!?oquPi#!ycmHuu<
z7m@_Nz~%H}4<beEaZ2zgky`DfK%yEa-tM$JT{47rwrO8gwoUlzoBs2)N_)=aM3mN}
z9c6hmpGx|m==+uLf3K9jEVv+x`TS6L@mTrxmMPOz`IjdGJzH*sJWpTio^q+#Azh=W
zD?k0Hq@#|s_$Rf2`bZ~3(W;8$q$d+B8?hr_&0yaLq2!`7FE`tHWNN>;J{;7lerU1r
zjXiDJln-rZl0F>{n`r+%_0zG+V>`|ox&LN1)3;$NRe`ou7Ckt5LEHT#{+ws-4Y|s%
z^gDNqKHcm$o~Bw9wtQ3wz4-O@gDt-*bvw-Dt3w4*q~=za1F36?5$YlmqRE@BSI9=#
z5%IW!Cb>1arH0Wz-8$P_Dj`&;(8pYIFkK)@SPEV#U|K5_Rn_!F(zj*_%WyL*#ULWw
zBYv}_my)rKnZVKHiEU~X9g)xD#w2R|3q+k#F6SfL4kvU4zN&m!@8-#ovdo*37-}rX
zA8}mdc_l1!L)ChueoFF9mRW<C_Jil2nAL8f=_iW2aEYyvT?)hUJIkV<u7Ai0s@UEe
zrj%k@Szx~XIGU8}_59g@%F)rPFARocc$AXqf{}SO0;GatHMbY(c152$8*wqdF8`R;
zz^W&0LoV}z1q!YsP6GV~3(qRWr@V4HNY+#@uKmY)tC!}!tCM$`$uOX!X&cqI_b25=
z7IZcJ9^G#dP=3n3oFSqV72aXkcKu6SyKMdyX^lM5V~&HXvK-_g!C0L)A;i4nOH#95
zBN4)yHL1R@R=Mh~wv=ZXxOgGSq=N2Am3M+F`fV`rG+uP7dGBh9_7k06=NAX|MH(AU
zD_u2Wj$bN7hfCbHwlp@L5PWiD&9;EP9_ut(X>_FV%(bk;>&5S7Z+NleFzrEelk+MW
zyO;}g^V*#b;1|EjP%mjA9=W=yL49a{$mz5hMH>!DW_ozvKOc!3Hq6|Z=%G4K_qV^k
zpLYKGsw>n{72hxKri?#S;+@4(d#4vYXoM~=<kT)XmVSR=?-y++8`@6;g?0swhlE!b
z=e7@1RXUQ&at{gD)%p{+3_n~^lP*YGuV@~N573h`dsu#Uo8DLDig6~g&V9j~`t#TH
z6Lm~1hA6L0!tJ-lTooEZ%G~FldX@iPsc5H42kphu9bQ>@$}3;I?W&G_O(NC#mm3F5
z%!bXZ9wns-JeSYkd0Vl<p$xyvC?Rb`!%U^@jL2KpCrdAy_RL?wUh?*_m$CjqyDy4n
zd#bVu1(XAf$`+5@pSSaqV~oLg$Bc7(?eZeVHp+I>Gir(3lpY%vh)vSkOZCgbK9BE{
z9=n`U-<i`|FQZ0dGXmhyhijkjH*Bt#P^*k%<*3lZgwR0Ts>PhnP48OIN{l7uG1jsw
zW$2rgb+tHZu?o&C=10v|rqKhVScQ$OBzab)^jK7m!C@B5fVL_wnNuh7+3)DIN~A)3
zTEM9U_}*$xjz;L!?p6au)tx&gsP1VsZ8*CGPQRS*OqZ~KgV~{vMXc#o+mq7l-<A=o
zb*<byJ(6;2SRXtl`#ki!-R;Q7t*fcV5~>GQ-1Yvb!5MvqycxxHU%S)%?lSY4qDyAT
zhx08TT6LtlJ0qC}DTk<bEA-9D&O1GG*Qe!)%Vp;+ySSl5{&eSl`M}3}q5|z%slyhn
zsZze{46lW|r*(U*y?o~blE1?}E$ErI*JbszbBaO%9D%T;*r2F$WD9noD~CxL+f4{%
znG6*=lz4y#?Zj5g<)OQyb3*ZENH+URh+y?|%dUk*=W{yTSZ;={)lXU~23MZlbdzv4
z+}GKlJW{t)HSL(_=W??%o3gXF$5!B(GVqp5k!!XhnXVqznJH?vS}CoL%r)mqwNi>4
zOSC-iBpNw-?2XdgWYwLnQu0n%^K5C>(fK)Q7QPA8tohapsjCN9-q&zl!?X|$HBr8~
zh>-0ay9VT=)he=5HqJ49-(w;wbJ0^p)1GxrH0N;C)55em2l|z~r!vaH@1?U*c~+ia
zPI#Qb$yQ?8paZO(5KuzOD3^d^<6EWWbAr?|Gz<xB3-$F?kdziXW>kgHWO=LC%kx$e
zXNhaeQ!m`bRMu*x{s*se*)Do{a{5Wh>?;Hx|Fr3z3F>cooI4+e!|3iOkJX)v=e%~y
zHqc^UO1rNP+bE+ehpDM%mi|52%)RM~_X*vIq}*vAl`zQ!c0f$3ub*B{MS?29+#AkQ
z9bcTs%nyK7(;e(e-xg5A2n)rp5MIjpQWU&v^A=|f5^;vwHjZ(AQ2D+zFO$brYb2xA
zSt)B?Vdk^h!bw*2#@nj*)C4Bo8f^sOyk@C}d+f=ic-{NgCr>o*`(=I1T}f@#3m^w&
zhH%cu`BwEN2JGhH+ul!u6Bca@@slVuQ>ZF8SKgz-e7D!~jOyOwDHnPYwv_BdykkSV
zq?!faUD8+^6Gs8cqlR{B>quM0QmHkbbjb{=yo`55s%hIf)v)ZsUK57H_26Z{T#;%s
zb5XxuB`+e>>!T9$%gq6XV3K24RKH}=(x;Jy$A20fnYnU!U?w+W=A(H1;|3wyD9x0)
z!T{d;$M4}c$T0lxTyT`xKkWYTu9Ewv^>0Ss$hfmT1~2`~CnJl@hd1-B{ZA~3w=a=j
ze$BpTK|FiU>JHh0>XBjj@i<K<`$>c4_m-!AE)L!GuBvMKncdam*okP;$v1;<NEcGi
zN8hdW^l!H<nCvK|yRJy=3Gvt#6lCn@d~@u`(i6)YE<Vf1(F<eA`g}f4<}5hi_iLqX
z(x&0NbxJ?6bt+gxxpG71zb=36(P_2j$jzx+F_TplQ}!RTM(gyvRp1t@Fqo)c%+@+k
zT(SDPbM+bVO?gbxOy9+|u8-c*Ui;{Y4_fRI8I(`3Di&s2l?n|+$SzQn&@xr?Ue~_R
zP;5W~64Q$owo)c^h75cbdBCD>S?oP8-XyTiDBUD^Ij&>R<gozzv6V}wZ73t0xQrKU
z@!&D;=ZJps$q}jYfU#(yxKmEJ$%GHFoPB~#c6|(VTD2|qhMo5^0pkQ+kxA>?MU&RD
z3n#6q+Ami5ZBDKc=t&HkI@oI*K5kUuvH44FaL;A2%=a^~$DeML`R7)$=L6F}nBgDq
z$HBW~0vY`w{h-YLQT*SKe%QLWSW+#2NI(4Of&PCg`QTps>(~}#1O-YDAoqX}GKzyB
zJo<kT+yWHyx1}Duckz5uj~_az|557kC*$+~EAik>>bDj8J<T5iQu0wC6h}hvI3gax
zkx&GDCxTC2hD8F704{<62RJg!H6q|pB8B%i3F2NOgM5DA<k=7beek?68AS4T8&D9}
z1|fn^0>V4FWg+1EU!DB=jXx&hx0(E_5E6ef;{T0qgBJt>n-q}e`esvOwru0uO0o9}
z@C)X(&^FLF80QXn%yo@80#87PBl1KYIKXc%NaE!W{7!IlS_lZuLgMN;{C4?r9WQ0J
z5YL?M=f$AWaT-2efpi)U(m{1dIE`%##%?`bT^<%d_u9QJ&?i`jMi0>Zw#w}3G~W;(
zzyIQ{S+)NVhW&^3=3Wf1AX)&gd%TX~xC1bIK=#x9{6zt;P*D)D>HC30NF)LY=a1uI
z5D|sA-RB;-UEeS~1S5DX2ChSZ02n(GcU$7aP?$i(*n#Cv1}x^cgAkZ72cu8`>-p_q
zJeeB;gs%>mz)e1i!H5J3&`r&@gJ3*N0mH_J5des(7b4;bU}5mv5h*AIgMo3OP_S)*
z2;9ZUcP}0y;JIX(T`#~$V8LN91oUnWMuO**hmf#iiiZ${n-r734wMAEG!}#5Kd=Ld
zLHX@KOGwyyVF=HS(ZW{;z|c8%1Qf!IGae=&bISu$G^bu70hx;-b9e=;07EftA(HXf
zIRe#k)q#9%CLm-iH}FK1f?(TBKu{FRXJALf_7|j21u>ua>p);YHw;F?gN1~_z?7rd
z_JO4UHdg-f$PfjHEBP@5CUKLqa*uznRbV$~t&(9p*a$FoASW#LUKEec=^Mc2j0*~p
z5G)S>HfMbR7R=!(3WHJLZwts8Od|aO##K7c?i*klo~ziyU=SWNA6!OqBMf2eP%Qr-
z2!&w`*SHwh@AKUYp$G{xe!y-HCjkZ)9OhmaPn=UP0Z#%NS^hczhV^R@0fMkR1sEU}
z_Fmw%v27;65Y{(A1TdKxt^o`*8(SWVfQJZ7`%vzK0Tx5Cei!&o5`-Ol@YsRnE(9>r
z96Ji=9i|Q<$VrTCGm(N|{UjIx80${~#^*~Ibg#f5KRQnnydf~mkGl_Yb()Se8Ux4O
m7{33HWWCFuhU4w-yuCA+;YDZgc1}<r5kf`P)GX{QMgIj}v}4-<

diff --git a/demos/python/README-PythonDemos.pdf b/demos/python/README-PythonDemos.pdf
index d93b86a5ccf3f78c63f3a85434a878f0443618ee..db26c036eadd1dc53e5279c807b9379426752508 100755
GIT binary patch
literal 155811
zcmc$`1z2547A=fxaQBN#aCdiif(3Wi;O_2{;O+#6;10npxJz(NkRW-4B;7qd>G}K3
zo0*^QesE6RI``CGyVhR2>TE8lys#(@11$>-Y28u9EesQY9$=$y4#Uk2pp!PTHgPls
zFh4da!T<mOI#DxAM<e^kzm|HAM#4r0Hikwpyu2_Dj`l`+RxmDUM?6DOhRs&D7icDU
zSwn7oKH)FH2FOam8u`&h(Ro;w@xhiw@2<TAZ1$AXOO8v9J7zDn47f$2gkw=96rzdm
z&2Gj%%Sk;8o?Bed;xokffV)iC_>OlP7hyT^^Vrydce%ILUD(&#3xW@;JWZbwygSW%
z`|CbA?^0H9d=fg*^Q54}*N1;`v`uxNf<U_UeCwkIOM=jdL;gXJTuQQjU4am6ZxM%X
zs|D68)7GZB*$V;_OKlQI6t!YpNplO}8I})*>?S2*cQ!m<8B*MWM|rrnV-P5(S%9nX
zWIWS~!vl`j-`~1GtzSrM=X7(ctPQ%ZK|fSD!8PG#$=d>g8Nlu{^=lYyEWo5FNU?U%
z=s%B7cJz$HNA7+RIycgW011dP;?am*nCxUB%Si$HVk%n8>b*NpjAX5b)UWbFspmjL
zV2&G+C_@p|c7ip!ba2eF6&{R<_LFi2iVAiA=l&+QORYN|o>fD_wNmhh(u14m;@-?w
z=knPg)-1`8EQ05~P#ZApj9^IltT;VhK}p$IqR(0>aD7YEG)N|62z)oo2!(Cig;D)=
z6)B!EN}6|+!1q!M5r!!`C+5L8P(8FsT35eE2trQgszc13GepGe7x%yjF_b|XaHdM{
zDQd-%j{AZt>>`}asi-iIg@Q1GBLOCK^kF9lic#E93TfJP5M0Q|wA_u<6p^hF7cE!1
zbri}_b0Ab+lT;jPz9=xwqxWkppZmFqs+Cx|2zk5C-YcspFBGLa6!&;&{lNWg^5kOe
z;j+aOtD9tR^)i@G*`&1I8s1j~a^Cj`7nxrh@xN9-9D84UN!}!2SpzgTeH7Bt><Yu3
z@zNMy9rn`~C)n*iuR-wc_N1WEI_dgS1MA(b9b$d$MNpsVd5v@2J+-p$U^7Fc$J*g|
zAV7X-;?%OJ43golmwURdkH<GlDD{Ou-?j@+b2X`1Q&k9=f;Ms~wlD^v4Udt(L0Uqf
zE+1adrWEpmwpC7|L7y2Ti3)~x+#N3Nr9>W0|7evg7W<1tqpi84QShOGK@E%C4e`Or
zTN)cv=t95tbaXc!VtpA&*ad*SE%*BA=d`a9wd&R>#1wQTAw0*{QnORpM4OGA;~zjq
z1lEJs%oeiJIql{5+r96dd}YT1@(JoX14cMrm(>YT6ABEqx6!n_yV@ea8+Wv~QMZ2u
zhwaD&@+P{IIE8$kD0XtXN_7W}*YvRK9qSzxjqvGKBJ7lpMt++RRoKJ*?nLLS=S_o-
z#D>!I^Q^V;QR(SIms6IMVZ<PO!K}f9rWS#%qhOzK+mPf;-cIF`+36}KD(899>}aB;
zSFr`$#&-u;P7D`cCjwicD&)@8zLZUEY~Ff0(+UYk3Ya(@H!iL7C3c>?N*mC{yT0b{
zLQOb3BfJ+B3{9KMK5wQ2TcWkHN9(%ZEsKIpcm@52TiBi)&sk-zF!aosY#fi#r+64W
z808Sbbv_Dlp1?koW&62cj7i9PmDv3kzJ_XC(?(hzeB5Cuo?!%s%L7o%;kI0gp<Rhb
zgc`3yc=10dW*JAb%xV+3A|++cv4PmhXowA6oO<(eyM1A^BPQtm#4nhMepclucNJ3B
zBt!wGPRL7wJ1^LiKWWiARq71?@HzlIE;;b?i=uE)vuW5vX%clpvD{1*kMgh^y&0IU
zFJxa&Ni>T6hR_+qsqEqFUu<!q9tlFeU#+0mA^aq;lY<S)V56F3^8n;cPwXzHDHm@X
za^D}rae0vyLsqO(>lLg_xFrPJ{S0O+^2oVUa5p%vLui!=6lH%geHoDm(;O4`BU#m%
zYLo%bC(-V!{$`M1t1r#fz+ZB)Xb_eyH+Nez?Ikgr-9K6QjE6F%Lhh0*jW$x_3Ev36
z_`+~QLVAvm5ujdc%iF;tYT}OrnNw!4$elEZcqZdT;8gTtfOGGvX6>aiTn;H+E!eD6
zqw9t<_m_h!kxw7yb0RTS!!VB;?G^mw&QHd!4me(kmA<Epb(5R%fNH~l^u3SyB*w99
z)|hh};ZUi5WsO~O_X=7^p?l+~8;vAOx0)&-_*wC?9(9b88hs;nCH<Xy6-;HiA99;*
z;TY)Lw2`bNkDR~86mU4m7lV!-Gn)V@)-F50-iObjUO|9$LY5%AbY|44&MPk&p_q4X
zgHHRW^IxDif-7xF-E6$t8ym!6#|@cp3u(nbkphvjrRM2<H83lJmpZdv=P`Z0;gvZa
zR#{sRV|#gCOaa=&+_Ql!*~a~qLniy9p8A6fwSOPifs^t!(HT^C$Iu|3@dSse2Nq~f
z;HC*>_h4K^hMeDF%JXOOJ4y2pY(dm^u^VXjT9z*_9FZ?;7<ux?VmaT7LoJRoUa`ze
zVOfIlT^9-?e)Y^_PkLTLJ}+#S>H)VOOn<m-X1~N<^)A^@k!0tbP_n5BA%D3;|Hgxr
zymbQJuBt=;=wgqF70RwmtF|+S`L(q11-A%ZAsKV(?6g=O>LJE{G%Mvr^Xn-dN>b@q
z&Mn3g;1rufk<;crLIj5b4RbFwmYU|s38=gghpTt@>hF1=(@vP_l(Tc?7%v*j4?qn)
z@C*HJ@PNlG9}H_1*(B4(?5ZdaD8uJO)4GO)$A*2GiWr+0QS1D43cL{;(hA)39PAq8
zNhp<87EbqLDXlzobkX*kBgn-h8WQAZp(ymEHwRF?=AcHASDNp+SW;xW?+B`?+vAOv
z*EUFnx*V$BWRk+z6bx8LfUGWWhZ=0}CF<~|MHby=?xtEAOk`|iG;|P`XOBAZNLMc|
zpL)$4AD?lHV*=CMpCwAz06`AVpq*4YPGT6fV$#ujg<#U0VUI+rqUnXHXo$DAnW!ce
zhlqR{e6xW`=~^4pc?<m&AHOHpL*(m20FF^iZF#;zzMKn^v<F_8CT+PyYO6Uu3tULO
zhtdh&g{>NG5i`qiU%;&>w;DWQg6aVmV-V*Sl+}LMD`Vy>aZQ-WQzGlKy$a<;wd=15
zwl{m}$BSFki;dP*2BXHkx|tud&FqwREH?Yd<l?A(7N9vVE&Fne-uIU_jzGP{h2)F-
zD67<WDr_z8iw;5y{&M7=E%M}J$50wrX73sg&)|tGZ=9>dYVv{7svL(K1?HT`S*?|4
zLuPZIp4BR3TN4MCuB$O$CPYr`hP9eHme$gitO@9TaK94P;V{{86dljhmn>5Tjs>gh
z*Fd0COR63|>pRu<-m&@C=`X6zmbl*s$|KCYVF>uJ2X;};VGoA0VKjfR!(YO;kvRy~
z78?F}P`l>3xne-V<5c!u*#y~&j^ZtYLOvx5j)1vcA<B|c|Fh$SCbJ^aos{G1)OnsG
zCIhsQwEzJ;L{5|Tp_PPekFM@)IyZ0(gqN2+$4=*Sz-^o<nKH`-gZB!SPIRH9o(IyK
zc{KxdRw)ySF($O9spA+p>?9OqTl{YpGUcVAv-IVMA830br4-+&NGlF()ZbjU5ID36
zGa(G_up)aV)5Ar+TsC}pZ%q(UK9o2pdF>@u$*+&Qk6lA<(aV!jAMdt;CMCs3!pn_h
zppUY$>N#)ecRYN&<2rKzWmrJ{b?)=Eup;)PUgwB0&vO?ToY%y2ZqMNo!*5v=Ge0~~
ze~c}cjwD$nA4@&>A|gF%XYb%np3VuL2Ujsg7@Tm%eSz+!-N|5&A0l{bjMOJ_2pp7z
ziGzp1wa+IsiIuAoxxHqf^d1Cnb_s#hMToiyPjUJk427O=zIJ(uw3SPN4Z3Wvo5BGY
z%epa->~7Z$l<N$8r8?;_qr)|FsmBf63nN@1_UJb2yn2P5O-}nM`L_9yw98bd7VlL3
zRrU?0#fIbAG1zS#(^Yy$W48H*j_x*aLI~U?VCtSjoQV8<-or)zNY>J@=CzSB`7FIv
zKl$68KMo+{Xt9U!_7WJSLyD>2{fO&R&)(Yc%T=07yyexEwz2+?dKpPuPU+ga?=;@%
zU&Pncn#7}JL<|w`x|JMCq&iHm<Jyz;lg;nz?m$-;EI5Iv7%sJ$gkSi%vvV`BwD@<f
z<30;N<9a)hlYxB7rNix5ted}VRE+7y5kR60PT!B1LZkDX7KTyX4%SR@S#U1ZHQhtd
zNFf=DXU*B#^6c^`&VtsrU$#5BF<>;|0ZWT0sB`I6ovDUv)n4u}ZN1--TL{<u2zAa@
z<weA}?WoEK3o7fXe83#vsCdge7@F)WWvewPv@+Z=If-Q${PET}bW`>az%+SYwV<Si
zu9^A)m8P(pf^Fj<;_zJ_#DX4dxo3IqR?nhUrZehS$72cxTCUJAnyYln(oD<!Q|i@p
zt0|pJW;Rk@g0otb%7raK42S#q8uY7~CV8KBN$c)BaC|ZvsH*vmT?Zr<Gx`SJ?JtCC
z10KyYBjA&->bL@fBwz()G^n2E<$)(9)m2oJlF_UgPLidhI>LLTU<SQzwTfw$!6wW8
zY@y$tahxK(;GGP<YZJfik%``5$ad{ok|U-aU!xLgw*_ZK(Kuqh)UxlR;QIdBmCKwx
zI+;mKJ@>P7#k+aFw+_fedly@8)Xr1sn5<GxW++G0TvF-*J<fWZsjV^wLWhvaWK%)K
zruEEx9o#IeEPR1MMzDf3Zw{!k0>G1;>q;2w)?Fnpf?pWVWsz}4B<>%Zg*3x0lJmZv
z;j@}^?SIRIQy<7%ECk7_Q~!b0igv)!fj6`RhsTrgVW^%);EO(b-BN~Vx`{$~GjZfQ
z%!6efv*|Pun#W^zLb_||8zA9zIxb^o>JgzX9a@bA>pnK}H;X(&bQ$pADXOz(EYj;p
zqF{t}AjU^cbLPMqFYG<b(7{s9Ff`#{+xVgAO)yLYkOWLI*Z*NIcZY=L>w&#$xAl--
z@!Y!(A>bRozP_PX9PJ($YnmwB5ykM^UbgE}<D^~YNsoKjrw5)W)T$*(m_&7pQwzw2
zr=4`518Fdu9;bQkJ=RZu+X>oUl;(gKNaI4`m+Rk8ry&Nvp*gn&=-5v1Un4grhEy2v
z3nn6Q5!VLqB7>axff@|HP#MOu*9GNfuYOfttHZh4Xz!+|@zr(J{b-fTn5Srx)Ek}i
zo4i>LEj{9b2dNG2>#HdPr?|pN!zeyryG`aTHr^2WOgo7;n`f5-p@##vIl0C7R&J>~
zR$8+M=+|co61#dHTO_72xg9=YH%3g+Mqhf=U{*+1(1NyXPsA6=`NYg(+EocAAA)vk
z3r&$+$it@4afB@*2dd1+H49pdGVUg0+pF4pGjNv^T$ex7yj&@wF0davgL16gKv_6)
zI!cRDv&4SglZN1A%?V6Bq0=zQ$D2nw5*$=u2-X=J$g90*xLzgaWotLeT2;`WBRl4-
zt+m=X-g~jzxWvevfmhnN>bh&-7$RhSC4bOA2B*yJV><}X8h>uW=Gn^!uV|&3Q;*m4
zQFEsf{?grKG=Ng;$a+Psg%Ozg6$ONcp2tbM_eg>2<SljiC{KeWIyb^hcfKYopDlTx
zdw}%@)uu|iMPO$*t(w5|B2;l3xGdn^)54r{l%Q$l$3!;cb-@s*^Qh<gjWCa0+kMc@
z<%LdUlzA!rHIg?UhG~D<n9IpI_&e|5D-W({o(UutBgGVVsG}IZ%8Qkl`9tUH%R=(^
z(cFlu7lYpGQZQ6t&)#i|v8vnLr8EkPCQ_Iy2Y-C;$^JD7llW8o8`)1wqh*k2&7IUh
zH}J-KtiZy#S4W%;0_P0a)t^vSZaUifNzg0JKSlDbQ8}8N_`fK{^R?Cmo0n|ue2a4f
zFW%V#QoygzrQqj_H3{%J!(M|?uO$SrO2rjJ8dr}ni?Kx%0)*Cyg7sM#CZGriG}EsO
zuuXAN#Y{2-*Ud;6??_Xoz|?n5%5a*%%)ySIJijQ=4cVG|d$S>(^}f%35s%HqYgvU;
z$=moj4x2{-c>7{>Q&)TPy7x6{9}gKGw=xjJnPPu9Svfh8YprK3F#8xN2m2n|=q_12
zfsXa)CjBu+GvjB>qWX+fK4H-o3sXnl<AXp{vI7Kqhj161NL|4pdLY>ke2C`3K}b?8
z$ohjH2HtuZ^+XW7BDO0qbyCL9H#<-LjDYH3Op<U>{?_!~<opEd>upKP;5F#ASDK}c
zjY8wdrJZ}duv(XFTACHX<jvsm*}JL;Xw`gw>!yym7iRL*^c=HbFq0~?@riDlD904i
zDYGo=6OGt#@wytA`Z*-U0<(0Wv34F{R?i_WC|PNYKH}!qy_^j-DZrg*yj$B&(0oUC
zCGEFdcA;&xl=Lbi2G+jb`}o5YqfPvVbRAN)F29c+e@>9(UI)K9it$aAP$<)DbRugz
zeNj+<c+6+7k0m58u2wt!SBI~THByH$cI&$~pLYsRp!u1PLD2cXdhWM+FPccu?#3&G
z`7umAf!03o2A$=dkzMrOSGEI1r}px~y32??=}&|2AV{k!5L#qTry3uQBVhA5deAGe
zXU($Q7Wd*Dnq&>;qwzTTWDYWyYQ3Vu_{tAf6sqvEhQ-&H2xq~HIXqzvhq(EgzY^5k
zid}?ekjLIeS8a2Cei)10CaAgyPV#bo;M4vn#HKGU_qeAsQH7<W-`O0vHw}!>JNBtV
zj&b;)1Bk6tFY^UWHxMDF{2l-LkvtsTJVY!{hAaKt0kC1OA-9N5N=T0FMOK-pvJ1yH
zx>JH(I_4C9nbH~AnL-%Dunn$A2sM1DOSvvg7dK%_;wA;rVVf*wu#|*o{FY`g5f%i@
zdko^2uhh5UWm3`CPg_A3g6*#7I`bnt0w8<#U2r>L+SiOnO1!fKM;*TyaOWiQTUc?E
zk|vl}uJP#ktoy8jK{u|ktm8SxEp)PYHBxT18FRM~UA2nEv8~B~2Xr9p0`<HYC$i|z
z+5*KuZ_E>nNq&WqL!etACsoA+-#LV%0rw1dYk*W97!fk-MNA6*5~%P%C?Z<)WStO=
z$1=x?O)U`aUT7ti&X;vk>qgg5P3Q3$7auk2#lGf=D)tJ%M(d31fKXV#(i-?tMy*CF
z@5-CZ)2LAKtk=l3V@n$fkTIiI!-wyBN{Yd9dgILpz_Ht06FZuVS#qK(Kds*)ET!NM
z_rr#wIQU1C05zBEx~|0?hv_47)=hN-1&KpKZWL7j^~}CU-@>mvJJF4!t*+${N2C!0
zqm;Z9TpS0w3<9uuDfi^0M5G$!fE4lUy?Wc&L69LLPxwaH?~Ib1eppsFNcT;!?<AxV
z))ix1SE|iU)jN;XKH=smh-X!P_rj~RE}NghxF-dk6G$_2@2E;2=d;&yC`qqRIhAm<
z9D={9l&|bWkpD~@0?yUvv=C=ZjK<Sx8bDVb>DBB0W&WAu5J|cLQ-{eEx<Bl-+QxYV
z5XPBsrK4ARb^#m({6L5ZE^3GB&2kt7EzlVy%)qENfQ-beh{W#(ErdEzyC>KEIdyh7
zKRk8TyZwF#T5`Qm{cE$lxJHUMD7E`bvlS;nhe0A<^vFZ+;zZRW!c@lS(jI*FF{J>a
z{^f=dF_Goz>uUZ?UdQ4?Y|2X=1mOVgn+E_OWEN}P919hd83svTD}|C?KL^pYkqrh0
zJJ6A$Y6KPYj5Gf5(`hivV3reqV7oz=v=EXDZFqGvbZp1cS(&I2;t^7Zur(dMNNdzd
z1<ZyMAdXB(8yQ4AaD!x*5pCjFp6J>Q9AegYO^p<lQ1vav8*?<Gz6nI4-Gc}p=g5qd
zi5xf>4`m6oGxOJoJ$Vv&<ZC%_adoiJG4RAQi!otHI1Ho>_+h#|`j{bsyrW-ugkE5n
zH-}-Cy=dR0h$eL26+?u!VLo9(6FHREyXvJ5zC^!yt$$+6XKPqE+oCvjvg0p=a+a#U
zgM;6hf7WM^AOcA<J_aS^n6H*u3$)c2HOZR04#1pH%Yj?XODP$5T?l~oVF69sM4?7e
zr_>V$iH1;Oii$>h0Y|BqcFf#ue*Q4!cJ7i$#oGm%=TJzD-AJHQqj$OmJx^*~+kMTa
zYm6x;N&yo9(~%hql#TKsh82^0QoZ%V=hdnGGlP(@Q8BO<z~ppa2L%T6Y+B<ME4s+|
z87xZ0_{}a`3HoA37KEpM4V25Xo;AX>9IefGBFQe`&;;^5Oy0O_D=J_QAZU-X0dXkq
z9;S%XY?6R6CI#gdvSFp`OTuv>6F--9#HhZ@S*K}*Vd;K_ovZrdk9)9Y-KWmi(u4Fv
z_>}e2K${nq#Ye_MaQv~#Q1fQ}&@n_E02q65TSGWO3gK}MRd@=k-c2$rV?slKhZ$Us
z#||+Zhe2!~xgt;>A*S95aVNWL2X-R9f+p%`bBeeKh}<>XONC+0kBl*B+gLR()FS)H
zgnQJ9i6qI{*C)Zd<P#g6QYBn8UhpgTP9q8hn*iHxfK!?G!p<ohi3w4cs93X{h7x#S
z0Nvy@QReWJ4s6D^`i$|wMq(-;zrBRVmlSqKKe#Hpo+JO-QPG(ioOpVdGYbHQ(n!QA
z_bD95RlMQ9aPmAI?9=rdKSQx-RIIoWEo(G~n$(RqUP3=kgm1+xn7E6Beml~DNH&kj
z8#Yhc9kZ;+SwZqFNz@q3P7gI@h>7DxeR*W7RaphgAw<h$j%G&(q=;#_*k->U=4&}3
zn05{!g5E-49ur}x!Y)t&D$57pE~YoSQa#u&AEfACh6|zgl56fM3(?2>+M(?=_L{y9
zlqii4gw`?E?P^FF%gKQQbqH0H8U|yc<G>80E(ETFQ=~Y`!@@x%H3oI?m_Mbb?+$re
zDGt^yp-XVNBIg;myV*ANax+7kyHnrYMbiYVf(Rfz=J#eMtkxWkq#eFN3#4nfuL5$I
z%mk`_Fw}3Mu2#?3O4=0IXp+LRM|ZGiW75}N#XL`01QP|H90#T7ox(8VhC}TzSmn@L
zi0Y*bJuMAi5(kxBfR=0|g=nKZOxGrL7m`?`Qn8`l%;zy<eeoQznvDjQ4XYdbw+IZC
zpv1DzFpCXC2w>53W{jlVp4AZMVP-;af!2OPnq$-;yEYx6A0F9BLG#r;T^@jLd=_1c
zj5CVnujENgxmm>AMB$N^Hyium`U7YDuCUUY(dg?_csdQ0_?GQR>*Jh4HJW&V;e-Wg
zKu~n=8hq><b%TJ&YZQ<|Wt0$gf7Zr`;jYH&9uS7w1=B=`VP>qCK@6HmdX_{)Wn=VG
zeIvACx^N=+UNoWMyi=U}1CYdcphrQedXwWo3?tmK;6YIkLEzZ*Ff9?P!AS`<+4-hQ
z#2+SoVs{ydm8HTaP+j`+-~w{e_xzm#GI3<|77^n;K)cW3UTpd28Sh^ZFJGfOtPWrR
zFg`!Fqu)RXZlgrVa+nB1Fr}@>Fim9{gZnZEuyjgKLKz3e?iPzWCps>olk5<-xMP^z
zq_q1toq4eL`?R<xyt;DbY=!ai2*k+1KRP(PsdsF<c6#83{kUg_d$r1kj(^r2UyM2j
zue(z-oprSDav(sj5XEv(W$XXhqn>CBs9`1<bmc=AJF2ziT=D6PNo4_H1wXRabrdNg
zsX6=aPeLOM;Y{pLGH|@qf*Y`qXb3m4lH~B9q8rh-B;%i*`9pTO&y#_By+Pe&NNv@L
z7j(-_N64scEr&koiC4#y@qiRGNmdm>;)6hYX_qp%`)*2_Jg+wYap4yQ50{$+562|B
zaZr?J0S~R@&nbo0lo_NPCQn%QKE_;-(BI~b#_)N^GmiYp7kx~qOzcw%NhT5R%@Q%s
z{P9on_o`)vCYgPAmh}79G%&hq_d5jQ2!Qa{Z^db*URU&81fb+_Lz*aa@X%F?6g_5W
zhnQz!N#l=mDPa$ek)b;cf;tErbRnP<PBORHAimbDdtTpT-o>~DM+L=(iWr-ISYHx(
zy3EvYTlvfp%+EN98>h4?q@0S2Dz2(UB;s*tY*0inG@N~T5u-m~1S?-PoRZq;e95xW
zfVb$UdRk+8uS|cwJkZc~Bn2Z=75Kcnz>9#cfn&fQhZv{;mzV3gq=*9vtd@E^Bv>Sy
zy<Ll|tZFz<`hs}VDL!NYVmeFY*xT_Cb334`q0-gfl<1GckT0IqkSs{;km|Q&329tt
zD-xdDE#+Ey?Le_b3e6!>xvc0F@X#xnaw>ILeTdo1muCqg>u<F7+DpYeVBBmshuh@h
zDwKnQ3m?E-F$sra(-ekK*riSpZf|hXb@U1!seN%t&*}>HvV+K0Wk5cts^g16XCdR>
zh3kkO6D{pDB`!{v+sMB3eTsjX4o+&{M;r(&ffryCR6+byh=Qz3Yh1`qFrR|n>P_xT
zgMP$HU*v5FX6+gn{>)N^6B*WA9?%%CbY#49w!1U5dWdy4QkXhlH}Zi`eNOyS{l~QF
zJdX{3_IjiYy9XsWUtumh(9NS;rRzpo6OjNvYX=JygEu%RT8<Q*F@bB6?-ba5qfIc0
z2`w|A1>O5<tI@37uOdBs1;cb>R9+)&jMBH2mY<TOXLIw&S&?j&`LYnvhpD+ls?cwV
z*J@Xwf-$dy=}C)w8pLV7K<%tXd)b6UWmBqmngznkvUei`Sa!r;&`mMiMB{mmG`I^1
z?n^F<wz&rtiTL8vZl63vcYkMKqI_GTU@SPHg`r&IVp>Ad=UI(wZM2vuy5ttCjc&4!
zIH{1s7k4X0&)R2kU|U;W9PT#nA>!9~nJwRxu)pS8bx=@D5>jz|Z~0XyIi5%tHvhCb
zNEd*b1Xa$=NVVem)$ZkyWZE41$hmwZW9Kqxn3V3ub8BkuHLT6&YR>fV4}O%Q-6~`g
zmfYS|eY8hakQRrj&JCV9_Y~`A^MiP5;WXy*7~_dp_OOv!U$H;E2S6N!$u(`4NV7o@
z_I}xYquhN<&ArM7$@5VOblXR~-HR<(zJAk1Pwr*oM4|I3ArYT8?2(Dy*?FFgBTI5J
z7hg-;!Cl@=gWAym>C2w<_YEG({I`V|i8eW+$=8RUgO(!<4}?EZp38k;uwSM#JJc&W
z%-;Bb8Yi}VPgJSBcT0Hg#?Hei@%)*~O20}AQLkg<Jlje|KC=A!z(W42{YR|CA)(up
z)?hoUlXLHj)!dgbM%IQu$_pNkz7-~Xt48?t_pu&<oso_8TZeC_jK9?_JXI=)xHyU_
zIX+e?0JyooH9Y>%>Cr!)0O*7S01N;+1HH%JkF^Uw-(&ds9z88R8#4<%2m4c>-_QQg
zm+|+$EKF>SEG$2|{y6#G^ZRc)c|FI+k_qdlD{NT+EZ=G=0Ccvj0M;KzYyh?&N9+Lh
zA4ePjjvq%1^nl0L_iGp!0FSR9$BY1mZze1Luz^n0#@g}mCO_>lrlF^Ky!2Z&$5ZLX
zH~Wog7{0arR?hLgjqzLC)3AQOmg!sD(*VD<JzDbk`hhdUx6%GA5K(ruH3B@EXkzrO
z-{XP3(c>td#`x4AV`ONiCurjW(0sgz9>BuELdyhTXJ(+~0BApT5PBT-<0TG&-v&x2
zW^dzU`v*(D-{YzE+a=%bqXeK+w%4<Eu>E#F1J|F;LXYjjM$TpiMv7vB-x`0oK+(v-
z#>w8m$N}(#*dLAg2J=s2epI_KKEeGox?h#Me7pbmA-#~(H#ahHeCny>r0@8Ig@n~l
zFx1Qpztzq>y)ABJW@73HV0k(bvaz(WSF+VJc!cizaK-HPo{XRqG;?&2H?kM9v9h(X
z{stxcKa|&?pd%xrZhhR|{<x#NxvguwVPv2W1O%%LwD8X~c{1ahX^#VDWdF^3-)7jK
z4gTF<|0{!k_=is7(fjtcHs7j=0FL%f-)GS;KzMSxjGlu9fZ>T4|A2~tE`R_C2#6a9
z_!lUAv+V~842(Zf_%_@B48r%R@$E)G82jX8h9{2+K270o^MV<`@_pjIP;xY~edH1|
z+fxtqe>_z-voy0d`NJp3>zP?Q{^49k&(YrO8!f(#?~!W&Hbwv&2kURV_<hQLi&#Hq
z+EWa1VPFS5zP>a62Q_~LNPyi_sn#RUo<7vT3PAU*x3CRB0RZz0Y<`B!Z!?7BCpL^f
z<Le&^z!-lE55KGc`v%&RZ9fP41j+x15~#??JKNhBhMQ|UCi**TM!Nc&;6N}Fzof)Z
zzkf6MH%c)6qT-G5x7hbTGx*=9#FNJq|2`$Y+4fJA_}TbJuRrP1lP~{&p#;;TVSkeo
zk3M{I<2N<@|K`MF*T3Y%Pj&l8PW(b9nErb*!T5yvzb_M;kFv1#C=Vb&Kwp69|C#tt
zL;pDgeovr&Aq`CbJ!$wWBmW<G@GEKPfCmD?{FO31nf4O|hM&>zr~Cgv1E#;L42*wL
zhVRn<n=*Vq{r8lCo$>D|10(xmSo_z?@XZ!_z>_jOcKs_BJem9ho8Ogz=@-ht^xsp4
zznUO_H(4@xR05+%MF0l^D*h!4{-6d7zp;Sn7iz%t-&2FXGV<SN!IPK%tOkG0f}e5!
zG2Su!#)4l(g1;*U|0NbYiNW8a!J`YGy!bD~;14u-?E059_!$lUK@5JS1>YmjW4C{q
zJTm+#dHh4>_<d#YZv+R{zblbU?10DDU!;xSv(RsZ_z@f)yZ$9AKLPj$RGt>8-$KS8
zA}90j>hZ4<2o?atA0y{?D1L;^Cy4$HSRNDV$F=6qRp!6QrkNje`X?p-Rp#&=kni9;
z#mvX9e+A2vvHuh^pVsSthUNFQ?*AB;?-|wK!-WyR{3LvT4;RM2#^q-~{m1F@?X&-k
z%kNt9uW<P<v51Z1Z%r3w0Q1xS$**AfCl)<+{mbd{2le?~Vwr!2<3F<K_sIJnSe}1h
z(Eg|PBetG4Ab|3K$p1OZWd1|+WMKN4U_Hg4KRf;@E<I8Ge`Vpnudh!o`m?_B0|Nme
z{3^?2{wbx8v;TK}W&RmL|KMhp|LA(+dl3EM=I=iL_tz6B|H{oz<Ngu%es}XzO#PFa
zS$>y;|A3qSmWBThZvHOmk2{FJ{d1dv?q9n3$+Vv!{FX+s{36J){2u)OS0Mb~B+O`F
zKtPheV)N6ue_Hq(o1Y}&&u;#0fB8SLck*9$^OKAIHk(;~u7Li5&5zsv|D<Is|IsDG
ze>7-+TNnMcn|}(>Hw%Av^H00~7_a{Kvh?q>`N>6p-_3tiuHV`Gi=fT=uY>j<qsO-P
zP}E^#?DE0$b4W=te}vc$5gLe;kwb{a4r=V0f%hfn9i}*M@4xyGUq7QvR1Q<DFFdl=
zQsyNwrq3Yv6WFip_SSjeq`*vkg+YF23Z@l-OdPUz&Wgq2rbp*}`|fURo6f&w{Hyov
z<~D+w-Oc9e9_w?JMz|$MhBdJh!WHAz?8Ub3>xC%Q*|WM=n})PDeS3C(ln9k)N*{+*
zyxTC#Mc>Nv-k|YK<bJ4DERo4siiF@J*oT}dDr;GKPYUGxi4i`Ik6|+}>luvC7C>9*
zVfn7}C{BEc;LdGg%2ebYAVVLWvI2j@W|Q3IEB>MKv%k0tcBQT9XxO^*O}qPLS*YQg
zsa1E9jG*|wXcQP`1ai?z&o+oviZ3VjUpJyEf<ccaP)H_Z@<8o-R>$)!9?l{39ocgQ
z6Id2DG4&G^WpqyitKD*n(Q+O(Kdznagm--HhTRm^3+PxR3+AIKdvmz`F*BIYqkWIf
zH{#)j=k6SoF2-@<_D$X_%-6k7udVA(9{+K;J?QIQlY!`HG|2k^fL3*i9H3g@UGRh^
zy`Xh0?>b+<_|@TOC%!!i%=kB=>n}+oBsQVooh}+sL^EO#obCCstrjG($tG@nzgq8o
zCLbXlF4ZK87o6SFAw>=+7S{vz5{liz!efbHJwie0p4G>1)4|1b1PX<W6pa#I8U*#8
zGb3ez5ftahrlvjY{uto*a#_3_|HT8F46SU?7BT58mq#YKo6&4>Q7|K{ZB{tVaysvL
zgr?HFxwltQ_aViguw3+YS+Kse?{z-tBrtlO%p-UiIdut;Xmfua5|NmuiGGjPQ>9jl
zd6AD(SC=(Hb%FN=e+8hO9yNVYJm!kyQt$4JjMycvQ$RjKF?J4u9HSP0`I3c9Cg<XW
z?`v(mrI9F;O37!at0Z2S$_c>%ULWefBGwP;*aZT0T{=lwY{hNIh1gcum^1IAtY><f
zcgbo?VouSQ^YqXCA4p4^s%8n!JQYfDm=x0WW$G)|lPp=dKnJBK`Z{-5TXonvH)c<f
z2|<IP0^#Kw4y)t_=5@qz{9|T;o7;M#VWq|M;s?@b_#Uu8_Lq7!c2sCCa+WF)Fz2_}
zT$kM#PJQ@6y?GhN(X{DFjDXSZ*$o5rFd$@<A~*-{zFLW+VqWGO5t<Vn8BE`B(yuwi
z=y2uqjTI(-e)(FIB%8p;$4A}ey~A{96~QpPVQb1tvY8jzbPVKc2v(C;9}G9b@`H_L
z;q(AP$gWSM<Y<$<sjs{`>Ch-nqM`*O-MXefbWlZk@bYWOb@sZq+$i`cTf*FYW^sMX
zjmL$MCm_R^8FVrbl{5ItpRw4J8i25;utRB9x7C<7ETRJQo^FTWPIneviO@*6SOA&Q
z<FePjBidgrB#wPbhYFauNs10<WA7pvW-uMf*ATp``E<W#*LeWU@fgPulw{rOu#kX+
z^UJJl`g>t8k(V7#J;n>F6;kck`SoS!!2PCBj+SR^C7-OR65ntnE2V}*SJsBe>2zq7
zgK~~2O9i$aQKuEw;<PT(_v*ySVu<xl!d!<v6t3}(czh6p(VS-s<dz+|h{Clp5=$y&
zDcFr*L70rB9W{L>f}#<AQ7EOX$zeYCshmeWu0CXOLdZ%1ZWT{iE;qoOSJpYum}f9n
zzQA0;MUCmMNM4AOp%VV>F2<R5FBARJJBE;SL<=RTSbIlfnjqZ%r4&kC_(HPUk8r~>
zs!AQRG`$!#UA_k(A#iTKOUGf}&m8(Ubed!bVGN12b}&Oa*Maz583^41tUqY_X1?3p
zM!FkBqA;vHXXD>36VZ|GcHGJZVbvUET!k#QcO{WK5!sIIk3Xi4_Q{kGnY5n_6R->w
zp`wBzKDLN`{9h%?zFUNXt4wKQ`AylDC?m#h6MM*plBAIFt4&?o-1MwbuNieEabQ%O
zhxC|!Rn`M=J!ljIDJcQ(05FHjGX6aUJ9VC{dKyapygcX-E2QhDOnw>)!^}aM9<c$b
z_Cc9Nfignommx>~b-K3i1K=8<TAVsH=rNO1{dgr^-CAG(ik(udXoSif`W(7!H}R<)
zBEyQi70c2Y+#sh`Z^G6qqbKl1!8I4g`%R)z2U2*Mi=*MKyj2fD*M{>-Sssq*IeOSk
zdrTc@?7h{`R_Z=gts;H=bd+MT8LBabX=IaAuNQoaIWk#OZ<A{}fyO|uiD@?OFDt9g
zWlptkdCQ*fKD1^khMFAn!LEG^i>e0@dXt585N@2Q|I$!KT%!{kd04jz6i)Fau#qe|
znXlpk5`8gZHN%W7H3hkb$e=K}`72@ppoBp18UbApzh$4g!3FK0fhvpe4R}!L(&)fB
z-dh9MNEwjC<1kNTx{GV3%5ha<F^Oxd@VZ+m^tdF1f|82sa&^jdtMd=zTiTk}9CooD
z^V_9l<P61I6^5~mBx*SjP5=oGxlPwN`|7@A5+nbGkMRiw$p-*>Qc6v-`P6*oqp9)s
zC=&i4m^*<aY$i@W98KX%G22hMlTMmM;p;BsUtB?O$<>?zv$(+($kCZ27t(x#g5%wT
zuS7qi`Y}!{gJ)p-zuvg{`uN2SD@Bym>1{Rd3X+Q4JWT9maC)rgI2=S}zPRmkRT<h7
zF{$6=Nmz<`lDm&cTiN&)z8fJ6Ob5pw9&eQ6Xy_1fd1+(b6$=uLl3TbTMAlx@;h*b<
zff1~kfKPQAkQ5AOwY$M&<7%q7s=n445$y`jQcjC>Qg)_GLQJKJn)z~5f;2&BB@#pC
z_0F8ahJX&(R1)d&X3az{inCHBLZXWng%<vWebGTJAN0wRqdnwl_INJosA9Ta-O&1V
zPU#svjJb7shS>|c)6;kL<L|SG^<HaHVHYGkt7h3>LPMgbI62(#-`{ANeC3~FGqzUR
zprgM6PItf$={6OKK^Vy1a&2x4c0ylYb}?Vg_@;<9;PqD_l+dCR6P}pMxebeqm2h+&
z0=X}bhlH8~6{myM!EjB?4dzv%nU$`fM1#_a(|ZOh^9v29Fxgwm#$Lw#tZv7H!BI!`
z9hYoZTZ+<zi=F$%6|!9xD#k())J$P(ksL^4xc%CT_tiS#S5c=)bCp{qFN#~X%qdx(
zgYN0Ai(3)!jzi@>vs|#%=}yjaQr`NwN0ohMF{lD^v4xNG0hxv<V7dO#_o!Q5b*b(a
zwTk{MmICbrnZPoxvh50dLWfQW`)Zauk72&ssTlL)t_ZyL0D7@ogIx81(abIq%lu~=
zE1cL;a!yygg`_Dk*)r^jF})7~^806boW${ndI}s9OPZSG9b(d!NG~>!yI*1v2=f@;
z2KH=1C}VPNAaWw|jxnLf(-TAB8Q4ittX;x_=fbg=StB+Rq6E+9!8x_CdfpBRP0G~n
zx)RZ~;-<sm%q-L%SHeqF3cls&k>pcIE?YI+en{iH<t~9&&}=-I&m8u^ca!;uYpkqo
zdY>y8f-E@cRWd2SNuosKo;#OiHYC~bv5<(CrG9Q^z)f;NT$70#v#PBy<7(fH)r{$c
z2+H~}d@M8n4dD*0bCpy*Ddp1e!FqUpxZem_{aDi>zX2D6)N9ir>o5v%C7g5cBNCWu
zquX^Kp&${zH_mWOU@4S%aYLgRnylrucGAOIteayI=j$(wrJP`$fbDnjz!3{zpwP(o
zoz>L>O{_={UCQnhYw1awsNUkAG>-W>y%=+5tVSeHF4cMF#Z!0Jd!@58JG*}KGKE-`
z`fzu8{j!#d;+fvHz^;xKN`gL9N;!!WE_!xRPZHTU#&de+Nd_3G9Q^qE+)_&{xoT77
z*<_}fO`6vvuePMI5XmEBoSj6f<M;hS7r!9gvGWNB*o@2!n^ajfHHovWdfPRCrAr&B
zPc)BSSPVAM%7I=)xMsr2y-QiAl0|ZuQiMAbZJMKHT%}Gcs&S>qALC%jem|etOFrMV
zKS9z=-L`X#gKWe#W7=PT$S%(BpU>ih@giQ;4@AiUJsk~-r8h@8ezyY71Y1;~Zj5!r
z{HyAVh)O+e-YIHnwdoITIW@he?en6{F07q*y5eLu74I{AWZBowGC@c^7&JGzzNi}=
zc_}T*Gav(l3ffU2P+>qUW%p8Un15Q^2{;sx%g!V9P9F5nz{T^0NZ@*vu#JgP2HhL+
z`Q`O08?__1q0v6$Ta$j0r7Kp|EN@{^)u};KazP>DV%_b6&zrKc!9ivq!P)CV)zSRj
zWOl*Xdf{7MrYS5ND&ud938J&swUZZe-W=(GW6MToXV>;;>m?mEjlZRtxX4<EEejRs
zjxVPa>SmpQe7tZ6bew+51BBU9%->tew21mO7K@(@9T%6PKXx61YDFecr$q_d4vy2-
zmRm7ZRcjiat0t;02bns$E|#007HfLB!TCAaMR1KlH{-NE%Z#7?(YbW_G{>jw!?E5v
zaCJDWH=kiK0l4sPxOY>RioUyf7EPZrqaFgKf>pjinuy@dI&8!Fp;j&_ndI@#*w?ee
z%LXLXXhz;Lt;UBR%9Y{a7F9kch<?wr#8Hrjn<$J~@3pn{VJE7d#_3hm_Fij|!{J$;
zne~0TLE@p){mKN#hoqq-f;Xg%2+r-Dw#h{mP}jxV;ZadF)5RGamsye6H3$inq&GVl
zKG47`*IKt<ATVy$U)K;rb1f84wS84HrR4%$vmB9GK1|)OSY9df^z>ha%fuQ@*H&lc
zL9{~M$4t*~vW0D~o`OoM$2?l-^3tps_VSm|oV!SSSrd4Frp$G(ztr_I)VWl&Y7hMY
z{}N6wZ5!Pko@|%*o(YdCzNuF6)q#WmXZ}=j<!cf)sA)8ib2K*?{2Tszo{tA+oYp%r
z-MSy&TfV(zyYyqn$?`YdJ<Y7c9)ylrL^SWduI1Iq&^X_+nlQ?B5xr&!USpg-ajA+{
z>pAC-{-Uva>!<SKUUsWZGYNg0Muo9Z#KNpl;&Zc`*9FncR#6y?H#=S;MOK?uZ)s?a
zVT4>aotM)Y2}FQ=Fe4Q4W@`8}*>w&RMq*BUPT9plsn05G)Ci**gN18G<(#r>$@)8u
z&|(e8SB6G)v{(%cvx@t;&^4Un+9gaFD7HuMqVbNn_d=|QE#W^BC_GfXJ6i|C0wGfW
zWMQrpv>(n<za)3LM(x~bF0J24R>4D`scz)$s>+k>$xOb(domn~k%_*tb?c%Cf8^l*
zN>^6cT^zM9rl#iH<82f6D6au@v0555Igv8#rf_kyIeh_2wxYUwiLmCxtcDF9*<F%G
z?qbej&9+5`dksCy^@~t<w=6kh<jWTu87O@P3GT1>*zy-AR5PMnDtiRw+%yp!Y=)99
zL4fIAUkb+)=JMC0Qm9|xjENeL;j<%(<cXWaemZ(pW(|AC3<Gqr)<lL^Y+nnylOH7V
z?!$J;B($c{1|5gq0Rt1KwhE_Ssr<60VVRhv)xg24lhR2Pss;O%k7fG~l&{Z^>{Ofl
zQi@fIB=OFTX1eM<n%Wm&HDK`(v=v|RmTWY}d!V{7xj8mVzL^oTIXYE<r$3n}u_?Uc
zYqvYZvSd4eEiFwxQ?qY?)$C1YN#voHduCBE+PTR9JtYLc%bz&4FbX7)3K{P0^`^dt
z+dtRSBzo_`F6*RBW_hBohHT_M(nN$3KjnU6w5C2RW>CVtl8DhMnP*0V-lHrPrWEch
za&;sfLFlv0D@_7ya^2Ad@saAtPZjM}6RO>rq!jbi061p%AY4AKyoTp+xfu=8=O&->
zDY-xhGvHh^CzFkbr5)ssq=kA+OrNLmEw7xTn6M5U@5_|RWj}r)z*HJ5Fin_I4*B9)
z2rgLnrx$7HcJ0A!wGWLJlL{(X1|~Y3H6@_xW?MWraZaY6w=TX4T1BZLsh=STUcN#J
z@4q;+blG!K=0+yF=%Uczd_!x4BD)yBvEw{x%Sjls;xAOk?=?|X*47IZ%8J4ZM;CGs
zi-b&EkxMSL{TY#?bVWwMS&@WX?s&#<u6#1jsYheIQqH^bB>oynn_io*C-;r8MESVW
zJb|>7fo|+!u5F#1jwfUWC>%!uS+h;S{Mia(CjT%>gXSH~j?Kv1Yf6lKG%*<kN<P~!
zNhGO!{p!BZ+2uMOaUah1h4yd3Ln`<UT3i79;v~dumWUg`VZ~TUoEzh;25I49tmx6O
zm`eddVx<?bQeSB{0upkgP_i*BiF!a}9D7_tnxxzjaK#uT)A_+U(BjKf3JOy}X0ErJ
z*#_ZuHVp|+G!QDJNZEQXCrbBtgmSXrv8d*#%^7dUstpw@p~h03P8eTKcWTGbeu_1^
zq;j;j^EDh@K}$@rLl*o9ymRa2pGbCt&r}mK96>5}qbEBMS#&A15eH8zV{AP(>?%1M
zaN)k<<eWc1b(<R$MVLmvC9Dn`%NUc(jkEt8n%gSE#}R-=2bL8c)qPeIBJBiv!_(WY
zc&#-98H@fh+~V=85{zEk4aCXwu5&=IO{Rw53XeoUwEDV`n1!*+1ZMEuweC78BBg@o
z9Z)cGZCNOTUCKAIt2(_FFl7ybuYHN-d6h^BYvCg+SlML^@(#lV`#Eh~AUo*354|w;
z?D)&DMuQ?X%u&KEPeZ5h3$D4?sM08!7Uu{!z1DGR>z8wuFWHod{A<T71E>p$!XpQQ
z2$NBb{8bItjq^>KG@2~M+u29z^0`$O$Vzsv+w&9z@a8$lJ0pDz*-}$!E|>;jxIZg=
zSzEn0WspnrR7+qs*YQG7neu1Epqs7arm!!hbyRiHiriJf8|L~X#N_qf$jY4>OmFag
z%H!A0MS>agi;Yna(HH1{@K7%*Kl7WuaxX@sUJ@kJ6~W|CAlNklZE5LkXQ{9+4hf%1
zvDAqWdmB!tNgb8BP9PyiEK*EbP~z@h_AZHr>I%fr;(hDo4b&I9Sipw7F@80Wb61t}
z2`MFv!gIpW*Gyo_#v*VU%tT+rlab!Q=1$xx+~>hJ=l5)XG$GMet5(_elx4E-Fpy4~
z6_(97j5$vM3*tlZ`}mRdb(4wlb{=E<`aE<}W!uHwoT;%3ATr09v<Ef&?YXjttXUZX
zcvP!OQmaBAt}G1EO01&5xel3Y#@&FUzzsJ~wq(H0WY@u|hk=R-BCTp{^SYCyaF<ho
zJs<9nR%uN)9}wAf?e0H6{d?LO{qekjg^BsMtz?#;55&Hgs?+`7)am~y=l-Wkcjm`x
zb=Kb=E<NsC|3#(yuPWmIMWs9IA0OX*uW$WNRJyZ#f3oy#nE%aE_a~sAw!D87?z8@4
z6QA|>NAACR8uiEh>m$6uip_zeipo=jTE$xs<`qJI+9q&QK(GM3*X0FRCkcPtS4hDR
z@8jxT7*V<-xM?J9BZqUT8_wtiuWCPViZe)_&_>-TFxgGSMf%MTv6XJ`rZ(Lj9h~0|
z=|FgOeto#S*j7_>zPUNMX6iP&PPM(v2_$I6I5X+9xSJ=As2ny`#?x_S)9}10sKp6P
zc69-Nl};yjf0L7l8;G<$N@pt;DR~A{JPB>jX5Pp*jpLjUq+`8}1kEpz-wn8l!fawN
zk}u|vUfcwnwchj{#qkfZc{NdRVXNBYLGK_<^%J&VI8$PV=-w;Z2zN}mfD6%31ubqz
zkL{)s53&{zxKm^Vp^QcdHZtPkw4UE!T?5X>wr@6|D|&sgd40)6^*mj}G<BIjl6k~s
zmUzUSDDw`!VjK(vx`S1?5r$&2Cxy!Nh?kBWmF%Lh9g2`1Vx(SrOT3w=bROA7c_X@>
z;6W@?^^9X0=d3PJjnTAy8VBi`S-(@!V>5;i<z+F2#(E-}<w@*IU0f3d#v7=F<Wp}r
z7bHu^6%|zm4OdM6$TX?v%v$2P)Qnod2eW(-2>Y8|YwfncCwi|Lu2Y>(&5hGok_o)=
zy*^(Tv@xViM)#jiz3OA<&EspcYcz)OK0OO2Xvg!qFzBbI<~9<^2t1E{h*t+2R|RrD
zH3057h4V=bY^MdLUausdRlD>03dY`$TY<taau`hriUG2#8?cgwj?h@Cq_Bs*XTVti
zMqp$_Qz7beokEEPY_E^jV&N(Y)U-js_fU(lO9D^-Wnd}W5wM|)7O}=}@|9^|?G96z
zUbaY%u?3UI7E!W~^Drsoocyje|G>T7)FjN*MbgJwxkCnM07YhPTUMgN2lH7T^sXHt
zn-1|aez3S4pDl-Ycd!X~6hUk|S#p?6riqFz4lMFfCL~CYxwXpBuAvvzdwMdwT<6Hz
zkjBP<GG7E34+?Mf)dANpEAbd!MoE4G?7U0aRgBslb2(VmtT6_3CP-WUHn~l4u<r+B
z_p+m$ojA4Xlx*x4i=)9^pq7&N?0C*MnHkq$YB5SGdnJhX?yNue=Hu6u%a0vs?VyQ6
zy$|M>5Gbm%6P;5jB5g^9t%H7ivM>#p^5dr&*)<kvfwlewK?>9c@#<8F_sk~lHBQq*
zL?*1}a!5!?-cq$ATmwm|I+iU_7#aMB_n*90P$5*-DTUF|i3!YRUUOd}aU8(fGNkf1
zs00EwP<cj|i=I)~w-)!GbQaZ9eLyTX4?)j&^St)^$|Ha9AsCzmiv9FH(6=JXPedP`
zFc%*qRd2xGcZ$R}3gzA#2N~?OhgnEy^?)ZBrw%0gY1+UneD>K<?c?4mpXXrQ8tgcT
zcCqVw2W9B0OksEzPfWgKGoqEY0e)wIgDSKi&W&`jQ@TfT)~5bI5WS~_0NUPq1Q%at
z^0Sy%i(=NI;fniPmZo*x{DOJKjhp%(xS+)?*;B7UeAQ7x)s3dbtG;kCXl=sDdNxJ~
zr$S0)LSKcCeX?9X&u$a(kwm@XWr`4>g>VKB7u$aq0}1M1AGE-$O`ZpnEeD~wn?lVF
zWj$_fI?lR=p878Hc6}BXwTKV$NFy44ITK~P;%ET6fyCu1ER7!5;Jp=?SiuUM5#y@K
zT2jhMuAPOGV+hlnmY+W7dkIiJ<1J$$bZ<#%n(7@g2H)#2>>_q6OpJk&UcZsS1xheI
zdt^GJ^xZ29O6YM-uc$`xw>YESncb9BJOoW^n(|k|?2|&6AeN25wJwf8a8&|m_=Tc8
z-2s}&74)Qmu@4XpJYs9161W!KZu+-52C8^S3`_6QAvZmSn>FhImM2_8eXkW@j)6+)
zNO;0D?b3%|zbo;po6jU{R>sm+W^bQFux1(sw4I6adc(&zc*OdeZh4zn;U7ur&`Y;|
z%p*GIPhu&C*ngMfKoO?NM`A;HfU8j1?Z{$L^9n2aU0~Xfugi?{d7tL%D59y+<1e#d
z=at!?OI8OCFm*X>mW%DM156P+C1KNAJKe;!1oW+eO_P<^pt6OelVy6cra-}-GwPJ~
zuuKPOLEnofki?2ABJ1<!vpx4@|J?rOBjdsHKrMS{`!Qy;N&|;I60|9^5f8{qrrl?d
z6HA6J*+X=lX0gm0Ok*Ex6CnH#lXQedn8H&AY+ge%*jx*OaH!C`rHsa}b<3`VSY}D2
zp%b54d#Rzf?mOJzb%EFdF)t2FQ78=h#6O$6D`C!q%E@-zdX*Et84Vp&P!gy=hE%<q
z9q6-fG^pu0Gd_##Rw6v6mf-0Eoh}J_)3Fc$!NS%MkU3m1{kR(Q%5sH{#~-kX4GgCO
zOMr4FVpslh{i$5J2=zu9<5_0m%vif()LOq5s*7ma2=zLCXFENai{#pz)tODLG>IL(
zLOB)=X`!;#g_&1GR>d<CsC6^92rt&|1WhQMNz~xfBJ~oWUV2~~kjHP=I1A~j-P;!$
zO-vc&mm7taVK1-V5~jw1b9Ep4Kh(WLkSGDTrCD{$wr$(CZQHhO8@FuRwr$(CU2|Vg
zzt_<b9W$GriJ4_C^UsJ}obTYkiOqA)A3N)?-Fo;koia!SaZkyLZIY}t5?vW|9ea{m
zL>Le`n@xum3$eTM<yQSLV3Zp`m(+I;vN?23(nI?|Lv-Y|ha{(|DkmTHt`fszbWaiB
z=&m+o75(QR@Po2VVIIt6H~ohV-VQ@v=>g|wK{pzD)%l9rPiCpbJxGM!f(mjDj4`~C
zsHWQgw39oX_b2@F8^pLu`%;{173CMkc(Yuq3%kW0Q<>%70Cp9#wM{4wu+lb4`xAKZ
zalXCIy-l(dHegTJ5YrxN&4tmyu3ix2d5Y8f752?r{0%2ureA-8zevV9<NI8~e*r2`
zmhW=duEckrMltm0i8FY9c@2hyO*xmk?1nakP#-={1OzL76o9Ucrn?do<m+7}Mh1KJ
zIZ8!b3VSo)w8^)=AI2xV<`V64Pb_4mom2j*C|l<18mY5`@-FZ=YZ}wJYOCMIG7L2p
zswGW?k%92ccM=}Ll21GyzjnRRJ2uDZr^@|!kk~Eirc8WQ(Zy?JqcL8~efGTG^$8aE
zi=}k5`|`;+Z`Q#RmFzKgQHehlzu=aG=W;BElP9KCqQ@)JIUdca$m%4`A+ZIY!g5F9
zGyO`Ye=<PCdTFN$K`H#3Qa&91Z?)4NFA8|c%17BBwfyTlZp8?}(3VZgRLfu$a0a)G
zhtf_070;#@=zh=<yn1jir0!3&uLg=)dAej{yMn*!*D~w2N>eOhFpk}Nz&PBbZ~0Tu
zLK@B=Y)|H5@`U^#iXrpqkchZDp|L-yq{lDFmD}~fw@+n56smHZRj>fY*fr#jkUs%k
zDrz@zD@hi|J!RuP8(AHWz2zia%te8<?ZvUddgNOdG9^^7Ei}e+Y)f;_+ua(xc^)^X
z%xsf4qx3o)1+>Gf#?yuuqg&%{ZLvv6N7`}=P0sOIA*GdNk+6u0Z{M-Zd(l$(P`NsX
zYx~kz9G(_g>2|E{nl`eU=N2pwYMJGs1sE4rk$B?g{Ee}5&c4pXomCN-RQpGLN6kis
zeR)zfd*w_X*TPHc2xqc-5kWG;AKblw`cI2OXDjJ7pfW(VK;%?&U^wT*1NIaD`e>Mk
zdqD<6AVcH|6p0Zw>YCDb5C<+of;-OWtQR1&O#cPd8J3i$#(qJ&I$rN1DL7l#1R8;A
z1B2oq<fmWXaU#@YSKiJ%bGsT%Me?L1Ons8>9E%dGIL#5%x+NK@jfm6wQO-5d%b?IM
zi<(mYD8{dm(Jj19)E&2TSw)Hs&1vo6C1qDGoy)q^D1Zo8w*qtkT$(0PWacYWJL{53
zn`iE&e8W-sSv{jW;91ODnr#*xR4fZU>={xHZ--l7x2|QN7S45)Xe)Zw=5A8zR^;23
zr^Y}No1;KgKU!4?f1<DhO~ZsDv;wi0@1ZH9Zh>FJh@pJ>lIl_UkcBB%iZN(a=m_aR
zTU9(}g3@gqOIJb;Ix<ercq@Q$Ca`WE|1hG*PbqZ1ex|3u)D!7BOGipGt}IE0tbnNU
zvDr9vyV5r^m5ygGO?R;$%W{!(7l$(#h2bQRT@j>ekbyG<1+qJcLrZ)}n<pJ&kwB)y
zioKYrMfFOC#lBprm&Y6Enj2q*bRg4LErwCwvan3N8jsluXEJxMS}(i`Y4Pz%gx*K7
zkd)SIWOfA`6B+4HsYEMey_(^~3_4#zYyliZabX8!bEjbtw-hMH?<>jW5mZB|m|A9E
z1UBu5trbvIkOAj657^UKXmU_DDWnphv?;vG#vm<sFR>$36oRcZ3^8CQ#K7;B`VkQs
z21nxti7grhdqT&k<s;Gd`{{Ru)DAWX_i&fWQU!5@*YT(Uv^N$;8)XAQ$yXm{p#thv
z=Eq5^^OV%}PYM1OpnF2gNut##n(EnT%OKSx6cH^=D13re(UC!@^<S1nOR;{jOCv6J
zgI@fI{I%}b6(nYux0<`Ib(xr$A>Yc3e0-DdZCJ!MSzUkEouT>r+2{!~?0RP*oHo>S
z6(Il$<D>Fj&Q+{oZlSU;Es7f!?29-cSr=>BL!TS$OMv1`b^~Xz;jWuT64BWVQ`2Sv
zb}${PYOUzUDt*mWUsoj3cttDdwoXB^D+DEQ-YhQ+GC2Vr<5{9(NqUPfIOx}~DS7ry
zyq-}aR1}bPV>UqcQ)Y6_i~BYRy^V!X&FpZ=%nWE}vWXI$AZayt`hKbc@oDXGx!q7k
z=wp*%eKsYf2eBIxx)Iamd<}L34nQAa0u>Ug-iL<CO&<V~G`V!aM2bl0Lp{76=sNiP
zH?O$<%MGf}*Naei4SlkX4Nag9o1dZb{fqLRSToBuSt-@YvlZBc)KkEMQ;b&EKC}~8
zpXB5Ln`_%*Cdet-A9cg+IoIA+lz?W%&{lq5CF~=K<r5CLTMLq;NAo&lrPij^q!A<U
z)CWJ*QtpTav!<ojrr(+sOI$h{mF<=bZ7M`()s!mU&HOJVmO43c^IzK>$|i<}^Q&_j
zu^FZ_>#MTj(Mf+ZJlo%zdX9@}dfc?Ja)(>WJ;@ia9*B$Mnf;m}U6}Ay4H4RAm&+AY
zzUyZJO;ZmFz#`5x>s~Ul8mv;9;m8RRn@iSeB=QoPJL7%=)`LZXa2NPj)GgBV@(qht
zn9uQVb4IBaT__P}gzeZ_X<fpS&3lT1Z|_{6g{e@+Yo<2cAe8&D=NtQ$)jR=Wg$S?=
z6_}sskq7q9e3O^I0zr|u={{;u2MTbAY?C_x@aZbobQzI4=nIpBZv7S67>I5br+t`m
zUgl5rLW<iM<`E!sVb!+q$KBvBa=T;);)TOJ{ZH|&Kw}{p-iRFY-P|&j;(`jLq!*R$
z%o0iRcHwN1L0v~4eCP!sjkC+-a}dr>39l^YeXc^6sva!_+#az9jM7wb8%mq{I428`
zrQz#7V{YwA6A|+Pc(mW3LE;U~+1|jKE|-@~M@bi#K_JYRmoRm^%d1xMua}p9o<2W3
zVftR5nt}M{a67-mpPK6n>CtcTDr=GE8btu@s4hj){4(aXoq;OS8>Ks*VO9y5Q&B#s
z@8@z-Kx4FWf?>Z@2FB6~HgOd7Nq14h(N-2Xfglg@^XLsxo)Qt<NmRNUEQs(tJ7`b}
z8~L1#)IfsveHjnz10;0<GPPS2R@Auw)Bvxx*$J+%Is-Oqc7{7PZ$rhMpB|#(ea7XX
zOg`hS?(FfKWxuCBrf*DSJR4$iEj$}6UdA!rSd&z7YT_jdz0{5?da*K}?qG;(ce7XU
z6e+CBrHcdKFFec%iEBu}%UscleWaleUA=c|;{$+JLpt~WMC2surDZ>1p2e5-mCD5U
z)6Xyt=+AH-@~?CSj*Wxm{&f4QzwjJ@=i(WX;8SVM1%jFPAQhvib+fml<h-0$it!ir
z5rjGZnGJ$x{b?zp!999yb&kRH+Th^52~B0nA@tbgowmu)ba8>t-@(VAg@me7H)h~i
zmSGCO;(~19X9CY?o9QZBJeq_6z%#LYPbG367**LCV435tDkR1HbKY@ETL+55(g4RR
zdzC`jA?sglb`u!!<!o>_I~47&S3}5p7pOnzPwwA2_^<$F^*j~^u8e}Gy?^SZ49F>y
zT^fWQAJC8Tz*)LpQ<bVpAbJ34Y6#R|RV4nxid?z7==7T9{TqM9r66u_oiblWHz#Cl
za>DBlA2kcB3`HS?$h?n<_19=vCF&Z3)e4@f2;>%9zOseBG6`l%_JHOgHA~FC5u)TB
zTyK|&Q$D0_sD;^6)&n5t-i}u}c7>{9piqcB)v4+P#2rA)lW|F{z^`HxwY(y6o;Qe`
zKuAfo6vOM|3uT`i^DKg=;u~||YiI67JRH7^DdAz`(_AuGM51XIiuky-%!ujN^rgtG
zmVG5hQ$@YUaUkA=kcc=fB(W>J2`z=jm=!Y4|CG2^NQ#>P(b^eFYGk6Os9;@?sfTEe
z`1L}RP^?+>V@LghYQH_^IzobxHgsLU8gb7I&+8C=zA1-fPG%U#MV6x$G0jrhHox(x
z_>hv#^q&Ad)#(1&HKF3)8C$uP#?M*PAibCMNV!_t{F*gXO;PN_@|ZQlQS0a+xqBK{
z>8*gB*6+IE6k9ojDHx(r_8zzrG!E~i=plHEtJV(aHS3U4s}Ow1IiLX+?g-`HZ~E{q
zII2XRNZQnfw>^oh5w?xEmI+k+L1AEgcO}cshV1r<vKHB<q59ryZ+jMH47d&o;nz70
zdt`<zN%1nv!RkC2Uc}qU+?n)om3kT-oLRoU5y+W?nGwKyIydK%XNH;3;vX9pYMM98
z$>f~f`{OeMz1^pJ(Zm-pRCN4fj%cO=*aR~zf0{iN;5b=N=IO;$@|%nP@rxv+u^W+3
z*T4nJKk3uLB~5f=8d{ywNCNVk4;E^B-rj^|CVIee8bWK-A~%1W-HfzkhJ)4t`Lf}V
zueDdo!#T_Ex!w9`UsTF69R1V^2c;u+J7ADcw{eX`FLm`YpC+SqY+N?WN$IT9|7{fu
zxy>)bOZfyGxRN9oS7Nqf=8SXp3Ja-&mXrRcN+xa4wGiT{brwR$tod;U!e`o~k5<oJ
z_2T`J7}h=>M-0K$_VK8;j#%Bb%ZTZ?ig{BYtAwByd)7t0L|H;hS~8~-VU-m-LBvs9
z>bs-3`k5C<$Nb2`n;leoNNg({a}40G)us47?$=<zGymtY_FwOr#d=c@jYduA%)e>1
z&OhU;FjCL#v!h}W2;!6xqXa>nu5?t2S;(Ma&t8KU6Wc__PHj?rLNmt<-xL^*yc6V|
zUu}z?$7ff*+#J3h%W=pkM*0Ki#$njRe*eI%oSQzy-bilzAj#xcs2Z7ikLS^Q!u(Sm
ze@xXQpQR=Z(s2aC;AmU(b!%jU-AXiXuyA<iZF%n@f*Gdj7w-75Y1u*YAd1XX5~?;B
z6X_-Nz#yX`n|5hM>|IvP8k~Zr%q#3Kz<i{J?f*ig|4--oKQWqxh3&ukF<AdIv-ST2
zk^Vmo>;GX*|KBIl|2MH*@xMiq{+|@-|J$MeCz1Yt;F15DUt;|qz~KK@r2n_SbR=%;
z<|FdMZ*_<RnKusx)bnPV2Z#sCt8AijJ&?vycliq@J(8p-nU7qY1y;vou3Vy6ZX6HY
zGyXPum)q(Gtr^29-6|1059!jV87=v?$!7PA9^Co;`1qpN`ipY}^ZR?MXXodE)Y|)l
z=Q}Nd(_2F7*GL&nQ1--vM(uk|#k<=!pZ?;FR5HK0$#%U5c*o1P)3;2qHBcnVvA(%$
zw{oVyp;G$=sWxREU8Po4kMKZ0u26o?+5}~Ye3$g<8O30LtT`H%Oy!$ZRRhNYaDt4@
zOZ;uyZr^J%HxZ&|cc((O5z^K7F!be0-s?f92C3fL0tIpR)zwe~LK*sbZ5MZ@K{U==
z(i<z!%_j?#EYR`6&H#!u!E+~i=+`=m24`=>Yd%7z2?$@aUA)C?X@};mcw_0USi{Uq
zp$0jA-wnVGcO8gLCbI_YD;=W?GC*bzk$`xiv>%8;CdOW@TVADDtE^kD_CR@Q6y{3s
z?QHTFdb^e_5FMD0ul|7I`$&EV$<{*r!d?n&SL}tZZszFNCb2E@oHS%=60uIKWP+CM
ztGEBojxP*gflxPw?ur?b3Ygms(J*;HW@p>?$LDQwmF-am;GYj5RIg_c#_jF({V;QA
zRTBI=Ro99l*x8<@cQmZrahL0BaMswDFYO8c`~l?mu-ETr^zN1qu1agb1`wbYimk8#
zZW1?}1+WKLDsf{F#&BuIeamXIEnYQtAsF5n3<IDAn$P!VR-lXqu{{BbBru+83A6go
z*nVwTu0sP9E#uvh44QUP_8(00T=^PrZy)sQ^lff$%P(gqTW{fy$F37HFgk=67I%_{
zi19mLLOhlo#KbN!)rnWYUmP<M2rS)Y7M*d4g&0UymUwrsa%tH_T=$|s)!JWo*hCZ{
z_?#wgc_KRrb*0M=Wl*2es7vKt0RVvOxVQ;0ga(Y7nEqOQl7RDUj`tip4|SMp(2~^?
z^|j=#gtKFDBW4Fo_iBfwu6oHvZ}wV8=(^xXp!(_>yif0@14Rdg+hGHZzPG&a;MPC%
zehL?)<i`;>m-GC6y$FkBFICU@?kHoU%RHB<ZBy}?!BW*@lr;TT`W1k41(Km1+z`<y
zs_2o;UMPEzEdbyv*CI@Abn4g1lnZ0?8!RGoWKm1zPgZuG_&<s33RZ!i7+Q!K6kD4|
zOhWHEB!&{-!SbXd{)wXyQKswALYKij#Cyp?=@xT37l_EnhYEp|Xa(#wPuhzFUQ5cl
zaT@?EuX~^Du(_>|J`I3-2-Y9;lE4mdnr_&dcWZ%!XVCK|9MQAm(R-H^ceo$$JB4=~
z&?W$v)qv$!701(vJd^;yh{3b4M++-7p2(gscvyjlGEfC^MsuTu`~>Yl7RzCy_f-P0
zSZFV80U_qq0(Tcas1XI%zSz$8y4AJumn_3x`jZy+^gtCwxJ|uP;qK*cCk$hS3h~|K
z{Wzv&l-K>ieba3~9g=CbsKTH+y(n}^>ZYlbgvy*EO5<I04?%O(3h&LV-b51v+xo2;
z`YRfDke$nC4B|og{y3c~-7F|r*R&T#yJ!{ah&X&(kG|fwm_~AIO+vF}J~JgKxVQz>
zfH-|AiQM9J_{EdNE8^bp&lqNto>IM>qYwdKvc7W)PFrT+V?l(S^K^cQgzlJc=-}?T
zhBq?Q@SQdsa9$-$xw$cz0Zek8_vX`__SmaB)o~=5Cq8AWs{?W1CTzU5=OVUWCyKM}
z_ZVl;*9L6<?l(LDjc9!@svTuKs8;x~QgDW$6tvAToUH(pjX1@jcz`x2t^iA+CX2~;
z$5d_2A#|T*--f|-`_*ct4pt8Li?sLcR~K`{HeMHzb7`4-1p19v{Mg4@jGC}QF%+cB
ztmzOOaE|b;=<QBi-dfkxGQzdi7bIN5quH+ULdlhME)o8*yu_z%Qh$1+ilXzPjpT(H
zx@7C#=i6X9Bj@du{6oGE4qx5K;68`eZ*4Vla+S5ud3Uj)<lxad!0IUiDh~roI_5B}
z@9asvW<qwh8%V-m)36CrmxLUHFW*DvC;yUD@C1NBdJ$j2i{X+@7@G+jT#)nZZv^<b
zzVXy8^@5%dw_Joq8XByCb6D1axB>7Hkiy&nvVgI<S>X+e4!8<HS?z-B8)EopVrig3
z3K#a1*?)fZCxwAJ$B~lfKvVJf7c&4>0d5aED2OZ*km1@$hOqq7yjwHJ%z3l&n1>QU
zGS9DepsHH%qmoY2y3qiHr<;^39ghg~V)!ql72fuvIa%m-5h9Mnp_WmY*vu>Ps2Cj-
zhg8F5`Z1}g6cWSL=6+eTJ375K27C^Og>kzzu5?9fz$BS5>eQu}J9{S?cOl2EcqX4o
zy5^gVJbjnV1MCKUv?Y~1GjBrb+8C3#MMJ^gE|6?Cb)vYF&@-&~r1?e5Ga##gI~tH~
zgToDt`1}3EhqjvS8)afW(C`usJdB(%!Q-#N`7@_4TroBa)ooZfb>=)(@dUtUblq?3
z2s}8&oe!8zVJM)0H%L~+W0lmpU<QJlLG#6|FL)a;%lw)pSDy?0L9CGgc1Yr@<C6cS
zq#A?_1<Vt7PWoL);Vp3iqfG`E9yWSYv;z;fT)+r5wAQkc>{xKJrZr+;&f_)q!L8vH
zT3&4EkxK!ER7b$P+G}10WWwr6QfjfC$fJN#QervpFfsT?=OjhpCADu&my3xk83`T4
zbXa^Q;YlQy*^g5}p0e5#nMZw8xw57s`A9h=CEOZsE!*7@s{3W%=-(q}<z@W3WX(sP
zW8}ad>+%a@BPn$sqo6bF2Y{p1K#4kal71IsO(_T{j^VYO-d+|tL=tT%8{=J9T@L7g
zG&#E49=8&_s`n@@S=KYo=N!{ze-*mQ@ZGs1J=6(2>8EF(t{!Y^(jScXEyubHfU}?<
zF<LMu`~?3{NGo<#dHWEF3x1A%KDfBuOG9{Jf?gW<x+Y?U^S_K)h!mBkWC};~{GY@k
z(ogv%w)%#NsER(xII`kuypJBgS+|z<=>GGknV8sbZn7H6bXMl1q*B66H2<8Zv;x)N
zBZlR;(Ys6WYOe)3q1P--(<|0iW@Q>ICQB7JNx&GaWE4wW0$lMza!1{qW;T-WvPl)m
z>aTdh^mW}1PE=bb;t)^`fWSU><pP0pR4Q)eZGo+a$>5kWN6<}w+zgi?4FazjSm(|1
z^fE%FmFtEQ-o$-%Qb2EI$`0KQLMamoT-6Z}Mc0qQ#q)bwtZ*ft$0y^45@j{9J~>{+
zFX?*Beh7T3o(b&AvmV`zS%!ag`-Ew}+*sf+>U30sG$?fcD2{^iEj{R%3Rrc{$##ms
z`#VEQagoK8P&D+Lc%pO^u)``_)1hpN#*?aUnSw`WZlWf5SUQK*w(-A8XJ{RXAph-G
z4`?;)*7O#0a7b37pZ}VKYNIa*<O6$vZ?pDNke&{<DUn1;>jyG!+gI#U6~cbmt2~!7
zbVs?wuh(mAjK^Q9kwg_zRRL!ri%?pF`jjQ5pCMBX?Wjj11yGTWw!b1Ygj&|QY#6Ai
zCrWaoOlbr02`Fz?0x|C&NYU&>3A8;7EpNtQS4A-=TO}U_-oV=XHGXn|sJOK$2<jIN
zo$643ArPRt*t!hBS^N<8IfDWhnh>fbjaF2e@<%C44=81CBMZ6r1gJ>H(O;?Q`O{dP
z^Xxbkh;KvP%K#k&@$V;W82L>>Alj`gDos3Eq!-|gnAL;%&cW`JSS{h)F}X73ZVCHg
zieC%YJm+qoD<@tha{JVRA}54;IFE$H^3sB0a*Ad<F6PB|$@n=orQsK>O!7S8XA~Z7
zzKV3L2W#yy4flpn_$S<aZb3_~k=H_5{+CfC3A`ipl|?WM9O$T>2Lud_nZLQ5XY*~3
zL^AR@N&mPd89}HN3Qta_A616b1N0#<(2ri8U#@sf0quahXGHp{Px9oC=_^u1p7Xx3
zr1YJV;2?EsM)mw}@KEsXYFhZl_IOlaghm-|1pektbuLG}I8B&$BdH#(0SSp?t9??*
zM8fLZo?%0Q5}ifZv=$OvMx=3OPnFYl0Q7Y}BvuXz#jbdMLG>AbXkg^=0`)a0gPo(U
zGY}c+bX(?_&*V}kW@?35fcc+mYVh1Ych)BU<pUN>E$;jn;5?YsBxwR@o@o?Z%7Nig
z@H17M2J2XIfiej`ycRBy5m3ty$q!VyYw>c7M7h9!3jCMF7Pdxhrm`w$(|Xy}dL=+|
zAS+C@Kv9E4qbI-&GhNn!MT!e5dXyAcYFP-g{1Zue&kAh@6AjOvE6`Ximc$_c(oK-O
zdn~c(4s#Eg46)_;BQz_uWxb8aDM*p3cdwy4v>|ciAfwV74j(@@`C+rvDQUUV?YAK1
zvm%U!SlXMEs@y(%Bd*EjIgr`+ubL3MNC&2Ikuuj}0oe$D^dk5$JCn&5Wtw3X0v}14
zc8@Hai^J!-Fh85`oCyt8^;AjR72rfz5szCZkbk&ntw?_@{$r-N)qiBBV$FH(7H3@r
zW#LW--%!0Bs&QZ|wkdb>tYwhUrm&r05C5Wc5y$p+SKO8!yn&d9=wghvTI7G>4Dn%2
z_~}_QiL`9oakLuA|6TfrvYkkT7njlPW2SU28ONA0nC<B?SaW;1{LZ|8Yz;mHxKjtR
zq*&GArVa<s9Z4H-vapw#1M0MkA#p~93IU*<To=~dbXEJP=CZ!fPg%xcw<vDxllKK~
zqIk~S9fth_+(VFTI_Q}OB1P(q^VBB!)9Bgy7mnei@vS!0#mxA5!e<@v$jFmR@|Ayj
z4bz;kVj3F9UQfRLv!iDY??I06rA_GLD<3)}6Hw#U*Jt4*+apMY#1ish1f4$ZgxOWe
z;?{5*C0Ra*h>0_$BTU1_)F~JnNx~Bb_7H7sraW}UN&5DUu=83wQE2xP74J0KheDv*
zi<Sc((up?`Q|C5j#?=OSg%SXkz>7UU4GgiD^Nzgmh`(Z|knHf4_9`e--y69?TFR~n
zHrJUBlhwQbUGy0>O*qe@bi2aLv5%7l*R{dkGl|j4XR6-OZPZa^={HXUS(5d=XRRPo
zYw|BCwaSn-{IK0(YD>b<V}aAL0iL=pjCm#Z)gPL;)z(vhcihli*!b53&#k;ff}yO_
z5b8W&Y7NpD9|ovo`5!2Ef8hI1dA!?%FdsZ4KNL$74c&}^4l``yMk;?!M<Mw303lJU
zWO}r4RXhuFm{j4n8BT5`fMA}KeZg2FC5(?IuADu}Y!(nrTR8d4f^#8vy5F{JX1X=Z
zqRJD?dv%+B=x5J_Ra)1G=g}Q>HS#4!?|s1?+aUBB(`&}&3u3F*a+TVHE5n}Q4RYjM
z)92`9pc5?H3xEZ=U)g8WuYkmM(uO@jj!sRl0l0>wg)toFdGb#&FcfFP=Lh*Jbd%EN
znp<HYk*~;=OfhVAje%zuV%G7G6%Os@a=EF%R0hD46<khgZG%>C_}y3WVr8_WFbDoL
zX3(P7-iJZC<1na;S{Zn|qyUSJ6JQ6E<d~#9*rM>yEJvM4cR~*#&hbMh8*W`+9LUzA
z+in;qaK((Y;C4&os3gkR^Hr#K|0BcN6CfaJRGbFrYNoDp!9`|H=zck{wY}FdRG{Gd
zGllD?i>fuLh2cL<#^JF@L^|Ad-Gph3!c5pQXp4<FC+CO5qW=bJQh9AR?iqZvhtBa)
z-w&Ig7+~IM7Dr7^Qy6?2`y5I<ZIg821RpR2&lueGwK_4CeRLHv@b8ng+HWAPhWAN(
zy2>@yyAr90RA>}B+q-V3lpCb#`=FV*Qm75?@iA?{2K-DCbGM;E!)ObgyQq__yYP^J
zzDXmF8vGk0j%4b3bH|8Y1GqB9ZUUy{h|tpX5=CzqNA0pjYP$SvP}_S)ppwQ=d}~!n
z&d-S*{iuE;9LEZB2EO9&3(E)Hvrufz=s-0QM%?a=9~|MMu1tWw)gKZ~d5Yb|br+Pn
z3KSQkOnMTEr^}va)G&5Nfa2xi{2A`v{3EiAn96Muz?VX8mZo+HHL_(l3#(=<_3iiV
zcDsgy&UIX(m8G%v(%#h#%!MQmERn+ct!w215hK(Np@vL!bCdU`uy|5RT-vi(VC|(8
z)-ce=QH|=8F${Z%e^Us4eLnYxUx(b?f8$T~`}~T14!*-aW!H!qnuz}%Y!moBp(vE!
zB?vup{u@qB?$KiU&^!8k{lcWlt^M+_jw3&bo0yRpv(nnoQ1S|ABr^wvM3sX`&TEpN
zZ;$}J!Law9OVT1re}K7m(7-sHApHV_MfNRucp!p^%Er4-0g)bwKpy6rf(yx9XP?tG
zQfU%o;u2j~YU-v0x_i$~vo+^FMT7m-I{Txqkpv$^2X07>+p||9&#ld{TWPVs_aKpU
zjB_*IRMNFW>Jdakcp=l|K`_RqFmgEsuQ)~dLnP#5Y#`|zsv6S1C}&2bQ7(<#=hSz)
zyV#?^`OgG{zJu{L<FgC0+i!BrHTnuUJ1t*%z)?Iv(Hget$f<1O{-L0Jju~0L3qf8F
zLgJ81s41-LsgU@@KO`6sJrPfTj97ADBa{WmgiuZ7SJVcYz?z#5<T$5tj3LDQ0fejS
ziJgsV6!P!1>3d}hX8{75&KBX9Tm&Bp@aFOq_B4v-d+0LbuJdb!-6D$m!$TR(N;hJL
zj)IXC)q1G+3h6xw*5sW9_{0_AmT|-zl_RJOs+#Hrwux;V@vsQQ05p;$DzMZn=Rbk2
zGX3L!sF7s}k#dbGL^h5>AWNhV>Km%$th6$p3Q^*x+b#3R!(;|r4f4#hhG5tZ%em2F
z{@92{p{CV_;px!m{aqrI-tQc&1h~ZQPU?a*EgS^?w=g1q1AuLz?H(;{N16Ij;n&>g
z?>%6u(f5&VJEh_IyfmF{BJ$3kDoFFutUkDt=*Z@&yO;vlx{}h<U37a%#=_l>6FgL(
zueOkH0|vrN?*4KYzZ(cmQK5)Bw249E+W_?GYn(%sx5R8v_!dQea6d$>U-qn^L6<MC
z8~;+pff7vUv&IvUJtT6hNidz1%ufav%}&Gyx}P-*L&5Ea8W+As;}}lqtqLucNY4D0
zKg`|6oosl%e!nr~qMJj`n}C=9Xp9%Tubaw*QLxQ3kJ<<{6^gy2UluEfiv8*;5DZAh
z4^myMJ3E<BUd*I5X^d6u=lJeGk{C91vfOPxcJ-3cTYGBrk|%3Mgq&BKb+sZZeFoHx
zIJpCa$=YPeZ?|;F)X%!shaT1b`9&g8rIzTBdH<1px1=+bNx?fdgLz|UqE7{Z(?j?A
z=rA%h*rdyE$S8ejiHN2UV9JXLWa>lwje>{`1z$>5v1I5xKx2GqiL)k{XOyAf8^QTa
z7o$i3_W@r?@DK)Oz^P**8xa7z9C(|U+L(e6&wQs1RU-+-CbL8n+9Tc}jd(q3ZW7U4
zX(28F+fj9apSt#u0ZE~A)x?z@`eSCXI_yukai<jKK2QI~*elOctRa7CbFTrhR(VW}
z0a=0g7+S_CUCPZ4Lv2PS%2C{*C+*7!%S$Rv1Fg;ri`U`eJr|u6fdHS*lB6DwNk?Lu
z5>J`a^(1PHHSKx!Q1_K%@0UR<+wN`Nn|Km(his2QrBUx*Tx2y!+Nv;_<Sdza=8am{
zD%)r@z_UMIq293+qJ?tNgBP|tfv)QXu|dOm^h09a%Db|m*7P{iL1E1SZ;RKDWwf2M
zv|Zarqp+iP$SOBbrEeF_e)LC|%=l#(o6&^^fpmvI{Z>3|(+(z97U^-E1G%v$&R$zG
z<z`nczUlc#S4IKHnEG}jAY&O9xsP^urac?xX&8VL7gA6EB<Edc*6-G7v+y!I{U~4E
z+9Hib$haHvh2u~_Hh+`QKBPLjnPR68Rekn+QBqx?s-!aw?%9i7B1~OgNCJ1!F>d%A
zWLdq0q>0y0RY(`;y>3xfNp9s`J%ASV<sODJA`spymcC@%JeDwR)DXtHL?aj4gY2YP
za|JiCnRf}7HH&yE$rV}^9(d589%k%Cw5l!;U*Aj|sWYuLp&vT%=*=(SBQdca_5F6y
z_C%>zla#eHfB|t6pF<1;L6=Ei91G~vd)Y%DCx3dJNg{d2L`Kaq(YY{C53!+9nUt*f
zNFC7g(fX7qda1!s$9xi9*9H4xfOn)6_+9jNjsz393n!`@`7)y0q%FiL@wN_JlY3|s
zPu8S(BiQ>^_VAcWX}mJV-Eh>>N2WP@h$x{>-It}+@uX{yss65^3k_tj6>WN}`+cYx
zvL%5!DIu$4rF0VSwr)?yPkEZ5Np{UhCjr)^r2mn=16YTP?v3NMeLl%e*WM-h^R7Az
z?W?G;3v4fc@o%NuR+wvXt3BMt7J^p3Nsj$|hyEwL?UdDS5F_~&HU+<J$fCNCZePAL
zdxk04!%jlK7jGqa{YP(LuZh5u1N4VGGH-0tncxN&vpd`ZceqIyR$3|OY6P{<9h)r7
z4iJy3nd+Dv9u~BzM%sbI0@uOMSbcw|12Ge116unis24qfJ=2Z<&nGt4R}lh8RTxiS
z?G&P+9}#EnBBw#bcEwJxx~sr!Y|(l~Fnw~t)N2jHOR$WTm?$55^Xz&P!(Y))IZHTu
zob-BsXDd@N>rRF!z3k>?Y6n65-XuJ4a=rOSu<4oCe2nfbqU}F;MOsY9aIFacr8_!E
zr|+K4d+m?_@R(O+l{|m6hUtEH!Egn=dn^}>N6kuk#-R1KFF471ho*b&$vtj*-I<{I
zUspIIcu~*Ib*19=K{IiqVW_C5pMEt37T|hs)J>&hwtEAXwv3se)sHe^7q323n`(Jo
zQmM1x<f^nTqA=9Erm4E!c3M_pgL2NY(#SJSCX910*09H(py0$x!K!X#JvVE?<(p#r
zl#?yVf?Xr}-+~|WRz?0kTVCksHD))jtA+Vu{ZenCjrR01c(mE!`nt6~co!b<zNVk3
zix;#{^Z3g|sNkS6EL+XU2PrkOLZA7sc6Dm8@Vt4a!V-)u3ULNsUKVErpq-VdGR~1q
z-@hR9tYb)|RY)8n10QAc)`F$Z%!2&k%7_SARb{y&d{-Z_yRlu$z6j;?b&`8za)73N
z*{bP~M>J&Wb?lt#M+yd2jwJ;@NsU8~>n@XYqt|ARcaGbstW&Xt2a73z&Il?2lhq=T
z7uLI!P=6DNvj42)f$%plm9m`a(u3+jO1*D`bvFqegfi5<YU7W0fDRN~d{SnBC=(-U
z%3b+1Z6S4f1ImRFv%T?UweNkqi$Aqp$@q&wwSOmFWHp*-hZy~Lj6!L=vyKty)kWR|
z?c@+PeFbS7Sl5Oa*KG;{{$fEysi_mfU4(Y>9axSMGoOA-Io!dZVhg;=0o2hsqM!a|
zBJbf3(`<`X<G9zJ!!@k5*&8Jj-IGrYW8t9BI>=|V1z6@7%N3)N|45mFzG_9>Hd1PK
z^E}l#6Cm6$Yc%Ryo}0g!rt8e;nk=YyV%1#Wy<_s)`)0sBoa!M#UpR=>mnjfFh_34j
z<s!=)QU6nl|7;iQ_nIB;MAu(V78)~c!+D=E&;>3HMnOC>nS8^a38b<iYBI`2BBM=(
zEc(Qq)TbzEykZAUkF_Z^>fuDCA52u;$)%B65KZYew4v)$u|M0)b&q%(eafKA>JOQA
z7+DQ#0!OB^z#C$gIT<mb)q5qi@lGq3AE9Pw>U<xRmqc<>iyEqB3hoDDEY6e);%!tZ
z{Urb9E3dSK*4en%*<W4=ZhA^1mzh^7!DxFOE7SU_%}KEbf-KS_FW18JHz5zEIStr)
zW`xEMd|C|nQb$<5Jl_0TL>Z3%7mWHpYq$O}YBna;{|b_^{%1+o|MwX++kdo#{bx(w
z|3*grAFTNQ1xEdU7QOw;g8la(*}tiZ|M5EieKdvb|GL)je+rWE$iy9S+PeKlegGXV
zw_5AZg#ol5q3Zi%qjEUAx!A#X!PI5`!UZP_N4Ty#YN&Q!0l9)QsT@0wBTL+CE$xQ-
z^?uvTSuQ;~XAW^|=G&@9DM0vr?pNcQ?c4hOc6^Us`+<54_WJ!!Ud!Dcy!`zg&gCc{
zoLxGyQ=LBKu6$!+)B0L>L;nv-&DfJ(`j1k>RS%h0mF~l6XP;yu@5Cj&w)XB+%@;aW
zXn(-arq82m&}tX~-P!lYG&;8i=+qak-n^vSF*ahGV3O&i!=F*aMdgBY!9H1c+<8dd
z&4=vTj>O3(Ls_IU8-B3QG4Y*ChF-F{k__aCP9;gjVLyb-Zu;5mSwyjqvj6f5d1YYd
zO`B(iAst$qc7XAke>r)1KLV`Y@I%GUC*e&WK|X25DjiXeFgU9jpm!*~h19@rKOc$e
zuMN<62C4z%(@(-#fM`2LYwaZl=eBcGYs=Hu(0(P>8i$UnF^(QlS!8&u<!gt>%}5LF
zeXG(AK@<@%l^~AJnT^nc$e{R^>wisYf}W&zb;&5k=mG`}e&X4W0<%v|5eDZ*r-HT#
zi=SuTv$@vuztHuDVjPXj^zGh_$QITK_AQbTh*E4FZC|hIh4K0P((?gNU97&|o#xsP
zvVA?;@ey~i-Klzyydv`L@nP|W_3tdYVea_#@%`<=+S%{*!Vu^Da`<?l`cYpveRb4B
zA8H8mhQ8a)0=>8UeZTzomA_qZi*b8caBo-(o8#1B)IA~HaM8ur#(|V<_HG<9pxx+Y
zs?l$#GasOh<bpdxEhOg%y>k|#CwLj-8cjn5{J#{v+5l6b=;0?SzuTo^JSDsesgg!H
zX6$-@K8cq$V(-cUsz=1~;>?LyxP>U0R`;NyuLA%w5cY_=f2F%5gO%tpesIh_1Vkdo
znd3hUf%fwfeOygK$USn(Ci+(|{7d+SD*dbOE&@PhSL}<sKs~^lsu&mrFXa{$13Xn7
zd4pSIrH@Y)IPp&q{9hjdWb<fL^qd3P(*-nxBrAn3G4nz;k+tTW<ey9LIR?2+-<*K=
z&Eoq@^MfY~@|64I_KeW#3qi=e_Lhjoil?cbsGl?k+C;v{v8uz9$XEC?AdU|K^T>Sz
zgW2Ou>p=R^RmG;}Ld~w{g*lJn@z;1~gJ4P1DcM)F-gxQ{nph5rwS9)aJ%swC7P@Xv
zkLy75kJ`<XFmt?jBIl6MiQ3TN^wk>Fb^0U4>#Umai8V2%>>IS<9H692T<$ff=~H&B
z7H!1?L}<u7losqX6?v|dZc)Ba%c^3pl(LLer*EmCtEMHDf6uvi-rNZ`^Q4QxjIJxa
zb)hXE2u)uo<}YL`v*u%a9xWi+FI%d_z!3C+PUzMeR^pf_H?L8Ks{Z<)#u;7`MHcO~
z_!%_l1F@yoabm(-cp{?P+z=lX36|oKR!}9`HW`dR$m(;g8V{mkb;=?it=Bdk@u43C
z;CmY8F0(8u1qyMM3r5+v2~LR`#)ArT)4CLexFi92=w)6)_b_0}h&8$M$wg^^1#t+#
zXc{gVN{Kf2U+<gLJkI4tl|(z&P1UxEiP1#`#}RJavl%EPxTEtH5D5xH|CwNDALzDI
z!%n>_UKGNHBp>feuPu(s$bCy-ALHefmlMKP@yRwL0a7K<1fbI=DcqMJC10A!0-k^z
zF&Y4u9v<h-Xc2?jG*9aSns@4BGWSD*Xx0J&<HblpUrzvOGAqK>K7b;uHLXXgFFtZD
zU^69$N5@Q#aF@xC6ivk!G2OSVBbmY;48D$>I&(<fqgg{0St+P8MWPvC4vO7J^~Mz!
zqpyB3TP`aH_7(<X2ZX6H2nwSO!9d6_0L3q-w2eyWhHtM+(-lXwwG_c3ET;v=tXeUJ
zWjYf+c!+Upc0#xGI8EMWm57rjX>onHaFGZ)9ZQs;N~O7t?rm3y;X>lp78H_Wxgp&H
zLR)&Hb;Mk51M;inzdk~}#>{^KUEya2t|VU0J+mW0I8#6&+mG%SkWc!^5%&}$*n;0w
zqNGeiix&+Td3K6^a3PIR<adb{hF^;@D31q@G3dbzrYwP%6|xwrT+_ushn9&&+gnke
zc}X+8GVP*-;uGdNqEHz5UJZ4J7_Qa}@I~#riSdQh*E6<3?XPKYH5y7e7=W1gaX`mq
ztZ9UV8ak6Rb=^4Xpr;YX6<_kF_6=mMOqRZUPw8}|%N2@_>ggo=nS#TZDC0mEjh;$m
zB=8?uqE5q{UI76YiVkTW0ZR8ExMuH{ub@GE>@RsA-{A_a-8YItL?Z+S=spo|%aIK*
z0cxp*OYhPNZYow9gO}_hC70XmnK~)|v)0mLkRl3{ofo`1&F=TO0XhlNq!!JztYNDH
zTnEl!1TBfmI=RbHKanzXZaVEN9e{x17Z3IjP;<-!E6s}fQTQ&J37TlaLnm#j_oc+~
zSD@A%p>K0>sXqc<f7}q<;zNiN0RoEdfxy+lX*x`t|8^*m?h~G+EC4E#qz}q|I@Q-s
zTh21MqAH1XP{L4lYM3(?(?5n6a5z-YUjr5WCT86umes<qECs-O>^vTC>773bkyKT)
z>(7P9k~)ffQc289FY<gttUOx=IHX7n2rDl@-SSsyoxmT&MP@96bEp-*D4eC`<$w@<
z>_z^lHHUlTrMnbr-yF;1e7oi)7b_7txP(V|c9u-Is4l3<)e7T8W2X0RezGfgI%;T4
z*ldk=(wmG=eE)rB_Gm+{9v7YjSlHjQl&lh=UmA1-=ytd_CFs^r1?N2c55m8FcVz4Q
zxmN+oRAR`<Q+`}3mY9?>5FG;8sTsOsT|w@cELEH~Y?oO%|LUMtiM}59m|dHIjeNin
zLb<O+0>*d^9LI2AZs~L@CK3hORa0{QuvNIVaQ2`BPeH4^if=#W7b!RWrQdBewabOH
zktH2A1y`3wWJ%^veUr+Tkq;rinN~~l)o`C;2lQ#8m)8|6?gKE|j!T)4Vx?HZi-cDn
zRZkpu<#oA2Q6+dH>gmTJDw{vK8DjGl{ABEhWb~nO_e!G$mBP$&thKtUw!jlKs6xgM
z57f+mC$rdf{ksNeQq+^v?t)579#v^t8y+_sO_e^vSeV={gXAu8;OeKyM@M3dGzCdy
zM>AiU*v`ZM*_gfwM`|qHurj6!S%RY^PcFTLwz$4UYiyd6b)a9&Xh)7fyku{lA#Zw9
zkD165j0M4nQb%1uP<xz;6A#EnM8P4O>5&2ZlG*=_uoHO={HgopgJX1R&=S|>_;PqV
zSs?!Mo=>ib?6r0$IHr6>uE9@dg-scxd)2cSL~crw1Aa7GM&Kh>!ksCZip%mP@6GfV
z>d~Tljg{zQXGVA=+SQW=$zqEnjCLCV31neQ?djO~a0HZ$LUpkwW}drDVh7l#=BCR+
z_5isVH49)kP29RTO@02Z&~zV2gVk>OZMRl%wntiMqZm4-XZk=Cv_BiYGCP9#j4WPw
zA;!__Qv{AQv8^AWY14pO9||F|rN5d@tp4^ORX`8ESdct3VH`P{vZa|`e&0%@rOS9a
z5^L8%pLAy}FEM3uSYXdo$oP}cW2|I6YQSR$5!W0Q=zd5$T-I8suk^XE*>zYLD{Fm<
zzYPIYNH;(0fd!iQ$-F6bf^U%DlO(nsS<@VUQkaEdZU8_X9Ik$AYC?^;_irbohOh^#
zJZ-woXj{BFxAr!y(w!9<{V*BR?B?4tmGaTW-Xl}mQyGd(p3UFgqfvQQaw`2_=#8(c
z@@N?lSbr-h?pbuV5E3^4N1?5B>_qU#la~O|_(mZ`GuSG&6>U$xVk|96P~|clqMh9u
zJ5DtQ{r+4xf(Qrt(KtlbLG(K7xt8QCqMM8o92YMJ9=Ez=kEe`wc1H4S9GTML1x(z?
z<BrPdRK~XO=|0e+z3q*LeTOno-1(KzFHtdEz!zMh?eBfgvp%9Gm3a4|X&jHDD?Dqn
zgpl|CX?eQT*g5`6ze$E79eZuXDjcDY?d<iZF-|KrYOV+?l<gdi`bFdpZ}Dr^?TXVw
zr4=pu>Hx;gYR0bx>+zZ><gofmY<n0j1dVp=(!ekEYPRK$Y%0?;CPPkSs}$#N-bCLP
z6szHBGZ+2M7r@kRGnKsK_n4XTo;~nEFoF(6NqMmgkI8UJ2+jroDuT1=Kgxo4fBq$m
zfL+Q|oFD{3HP=hTX{ZR<;rUV83DUOs^%zPc6&+bRC4io{_8A63a*>OcJ#@;x%(c~G
z2YVz{!;W;aT~DQI%SQhQbe?A{kB?|lERCZ!uqB6RblItS;MQF-bVDTi7DkD{;q7p8
zR9FP={?t!E9PoZMzYpYj(Cdv=VGN0)QK4d=scGu>OQHxEr%j_zK_m^k-w_8dZYq2F
z(0I_=T9z@xh-3ys9bcL1e209TDt37Iljdl(tI78Z1v;8Agw?Un%6rq7Qw=xJjT7p2
zJ#`4LZT4kK-)A4*W*H#KbyN$49hU(v4f9`5VY$*y<3JiwOYUQ+HvX6yOeuvh1b_6T
zFnk)DGoLD&NSh{Si$6weq;Zx$RmP;Jd7f14MO_%ZHAvr@9i%>W=82&LGx!W2FmpgJ
zDiR@G$Z|daQVE_<gMq43vlBpQnq?e?0AfuWe7SS>gZ|=~FtVQL+O61z2FQ+ya0F?X
z^^IGUCyiH=XgNDl^5&O6J&i~SO#FP=W73c?(SmX#E={vA?agDTL$!b&@L8GW=)yT-
zrgZFp#?n9ovL0Y-AMcXfiZK17{2L*iG+jtYdM;<QW<8elt!6#oXRAd$6<_yWr9F(l
zZZkg1Wa|vCDP()gCEVRPUlp~deDV)c`e@q^+oubY@m-q74y}>u96?*P2$g-H0%8Xr
zPbCl&lXH1OfO3gKLs}NJ!KaPccPil^1<jGglC(D-^Q2dkTWGn6z@}}OJNUJt^>)->
zihz$wJc-&(`>`g3itx(-B&nuC&4cdWT-`JGELX4-$Hesf^d}Z4`$TDqjL^g5D7_PZ
zPuQe-jPWP1BMc!hg;}rVf83q;Fmwos#9b-2c;L=EZ~c8qd>KEAKYP>X5$MKeLCzGR
zv2R-OCK5HQ3wRI+?U)2S112^~d7F9HU+bG~QxW%o*crCxS|shTe>5N<D8!H=;_T4x
z`w<`Um8e5(hZIG-LLwxdNo6wdHv|nDlro4J#kYicwKRcv8O8XOL~Dqc4ZOIg3(xE*
z%o9VP^SBU1k6OGM!-LdC>-ZIpSP?WRs$KEcqND}%8~f1lV3g(i&!(066>x<Hq$sVc
zT0jPjn8C7-iJ~`=AEXk=4$6t)QpXGuP-(`fpu*7|ZS12hOfGB)qlHO?F1$vb<Nw--
z5(n8u3c`p~=A;jONzO_EVv&SB?dy^@n3tIyUd&w1kfs+bzFN^@I?itl_4tqz@V0OG
z_q6elu3}~pF=?s&sX{Jl*e+-&2p#B<W(S`sGy7wZte&P|kjnWDy$p#@2yT+6>Fp!8
zwBMpuAdUVSKzN@Mkg6xTpQ#Og*^q@RlO1%ZkXRX*f=vKNEY{sT*fP9NV;co(v^uRh
zacxBG&Q8c4aasxpilv#w95a&5i8Q4Pf*>Ep4sTD{K#xR-p_eK8*bhzI!fMFWhuXgV
z0Z5e>ECjZ%ud9e0<-hJ*UOV#6QC!2pT%I$Zyuf4TCkxQAZcm%5jW`pEZ6qgIM-srB
z2*~HuSyIkKP|%xYw$#EIY2^*Tjb=yPDchnp`9YeYj^SuRhp6O<NyDD*>ZHjtteg@0
zDB}T0T2cZ3I1K@3<A}S_rS|n*Xo3sZlCKd^u(Pqh>xwDIdwrr`(M_T@HErs<8KsXs
zq$Ks{B~8&Xz1B{bP;&H<$8|G6k1l3T(Z8HDi)V^7%(XR25-Sz>WIoiGEv0UFFqW%+
z%l<F+_Lqkt+&)$v_N=H43ZA03P|2;?OP}_8JSUBHDmS+T8aJSV%<3$Id?Qv2NX>>Q
zuT>PD%q=61uGd5O=16ny3`5>|_ZfE3x5V$(Od2;u1NcP_Ok(6zg-|zwAa5Y%N|T}d
zE%F!ZK+GxHg*=U>8N)bXRicX{+$tZ2mQSR~{d0D8&AyT~HiZ0ueSV2ueaY;j>BZCs
zBw^!BRd+<zQAox#yBBxtlCy2pnD96-Z!^8;P7U9_<JZg-2x5Jv3ma8?tOPGKqP&<z
zj~xfJGg@Z;d04>CAnz*j>Z(F)(nK=1q%;qpN4^iOJ;snDmMNwEfe!{rE@@N)m73v}
zC8pt5vK-ZFn1ZyIRFZrBn2G4~5EfuHrZ^AqkVVE40;||jSc<@C5}5U>$(D1+M=T<r
zCB8^n&ru#_eG_u|E(r{F6q?pEQR-W;5kJG@n*9s#p(U6uSzD)PQl$~YkYFA1zX@Y2
z!g~FEITF+qGfL|oZ?vfD>Ptr8im?4HJh=LOZQkV4p%G>q%QVguGwPRQmtvoHUdv76
z>;+O_aPX^ap>xgsoH`3;($xxks)CzQkGFn4`uwyj5c5{oEYe@ZCM~>*UZxGK&fk3v
zkO3Sb_tLOqr;AULHj|4^Hd`g5XXqE%&MVbEr{3p|G@+6ilJqIEJYJ+P;NtE_@q>El
z%8aM3b3<ObV)NcTDsjygsF#wmk-_y8?!b<7_6dwF_^oWGI{zLlf7iCkXnk95hz)Rz
zJVvmsm$QJz<go%}E1NVFA>+=6JBdR;-9wI;2B$E2Q&sdmv8p_dsywtQ^AF^xhs#kS
ztaLyY`H(Hu%T#1;3J?4GH8sSKK;uy>9f8>>k(<fqtY87A6M^wiqCtNp&6y;Vx8bD4
zqO2Am<J_rG)yoIodT<-s$xn36P~_A2=8X~|w5<@DO^+QMB}{#3aikWZn}Y&|jf4k!
z;HR1K;p$PerMwv3q&04%PYGBhQtUk!9(z)hGudmM*TJh=;2CqzTF9(x*^Y#i1;9Lv
ztC2<iHH<u$jytET=6^N@VF`rDu2ut=7Rf8Ktf!e3*hjN()B(Y;Z}KUv^7$$Qf?}Y8
zSbrY+mq`VAmp9g#3cg@EY>;K7^kaZB&N{42&K#F_@Qsn6q%=3R5c^W6kNn#r)XAn(
zjpqr2;y{k0;0=vuvAxo7U5u}m|AV=63hpFc*mRPA%!wzqZQHhOO`M5s+qP{@Y}>YN
z?ws>sPt|Vi?!~uTd(+jI-8bD;@AG?~xBqMvw}!HiL326Syp?(Zk*$#f0tDd?2pWgK
z_i^PL5d!dfZjwsLXEZing8@!4U!Hu8fahE1TY;PYUs^XOgH;<@Y@}^_slx7$U>tWw
zx%oG>3A9fk(r0@E!3M$NLc$q|5^_qW6%Lt`$tVtj&>lkH(mklP*mYB%Cuh|q-F6V)
zB}|uk*%9w7W2MGo7#81!ImiG`J)S9hMBSso8OR!3ALLO#yt&+#tH)4}%x;5huvt^H
zxZu{5Cw_x;9(<1ULUrV{AxE$9avFCvgtvsPsD-yxt$3cw@t#9YWOT~tK7*8W4NqJO
zyNbpa-*6VApSlw9-ucR;d-H=jJGar#qWoU5(H9g{qpOvygVEK;St`lu;dH%})#p=2
z!>ffq2g9QW_E-h01h~$EMe=uz04m3m;Boc+zv=<%V2uF)b(5fqFFl+Wt1ms!&W3jv
z{0Y6CFC9dyiT8?{0q5(Q40WR^J)9+&DLoa#%$ra6!8MWX8cHnMcJCUbU#pKD!3P(w
zIAcu}*?K;`s@UCXBP<Rd@!ID{&!66eH1A&a(94@$oG0HWHh5PRL-Q>cPZUNx4(~`8
zpu3%@A;&DGE(A+nNoZFCy0%R_9@v@7wTnzNw%<kl`o#udy>A1MT`|V?BVvA{Yks1|
zg2HvwEr&RYm*tl6E|HMdj=1nW8ve8`Yf{|IDF^G1r}(hZD}zcYGo>pA?P<NWU_Upg
zKhJ+o?Aw|VHDj$;%Oz^${5-&zu9cxzhmcA7LF%;R%^n?$Zc~*;Y0rFG@7XueLw~Jm
zGAx&n^5#gL9#W0(8s4c+z@@Y1jtsB6&GBnbcmcAC2%)%_6$<aIisYB7Y|^iFQtG;D
zDw#5~N2peSq{qfq8{hnpy28d<roK(1>k8=+r6+?tioZxyhJSf0j~bCuGl+_TP3Tc!
z6+fueKEZ>@xExMbGl=dPU=cB|2u9f@uo$x};wO!Yf(p<q@mz5ev7|r3%Id9w13bHx
zYVIm-v_a?5i!XR40BRDfd$=DORRMCLC-SjWMjESSjEvmFoyX+e6X$`oCPb5;w5O(>
zrxN*qxAD&>ZhSY?v$dHdeVmq%qY!zBunkTplep<#3-tLbBui2mQf<{~nqs`B8DOv@
zxVtZ;)9?%Uz;$a|*7^kshQ4UN_%f;1ksH2AX^h<UWMEwN2de?R1y#E*Job6kgp$rl
zi<0EUOjh}CTlm+;;0Y3IB1y<AH%p0CjmDUV9K-vCc(Qpy&<E%CNA2RUBBAmbR^#+N
zTyl_RhFN82E|pyv(NVXCG({E_R`bhAT`_Z^cG5>vGJPzBT>Yxmb46hL@|CY6lN5wo
z?e(W!5tyG^xeQll>Tdd=;owZuo6B^AMep`lFk&vcf53D1>x->l{c%|L4B2~3_RnN?
z@1jqr5$~t0mV1Wv7l_rdTCg$Tm_*6$4(5_PT|R{jW@KB<UUEs&X_={&dU#AN-zzjK
zOk1t)rd;%jR|aRFjj3R!1nk74^?ACbY3KtDJd4&af9%xsnsNx5?sJkDq2)H1|Lw%X
zW$_p;GBtOle>83;xG!#mJ^%38*cdU){+V2mN*+}H+AO~oC_PEX7E_uJj^U>7{qm|q
z?IK<8Jj<}A4c@*ZGm%$xe~39S8m$Xx`9<`4a)776OP3zhI+W``DG=%Cp#Zjb6^Ruv
zRtCh-w}G;5HW>2T;bm@8h~XGkB5!reeQTwtD3d-5G`)1DfkcG^vQaW9I9mA@dj|AQ
z_B>fN_x?2Z_gU@3V}8>IkL8vK#HUD0+3ylS*W+8j>AP|C{evto`&Bl0fgda%={XPG
z;k}7W>-HCFr>_|XdFAx!By<@$nZSk2yv9J$SFxny;99f=*+4rcdqO}QoJ6UcQlVeE
z<vm(j=k{ZO>YieX6^ZD*JYKDSDDOvXBf=7ebQPR-#M7-lhujz|MGhKR!W3`Vj0>~=
zvFF|BRwQPU6el<($i@nH0M3i@;B$i+1ytR7nFt)s8EKY-V!>FOt24(+p&<Msf3#Ds
z3(g$CG7-7cswaz1TTZhB4=tj;8h9-hIkf!^2`NIhx_4+^4Fng`=6w<bpKr(dP=ir7
z039kq_AG8}@xiD<4`taFCdXGYuek7Olpqf?oi0umPQc>xGr1yLeNJ+SAOHvb?PfUU
z;CTE+g<FlplO+)GGb3|ux^_1zGAi#kdkBaW^Wfz&kG~D{%4rZ=bVkJ7*tDnI&Wtfc
z+}khFnIB_KZt=ZQd<662b+2&Kvh+TWGWSLWL4@@*mh$=gH1E1;<Wf8|SGUPEzIAwD
zCVc#?lf4!~8=sLp!v5D5O1*n7ma}BB%M*cOqWU&0`<%=@b0*-srZ{z2TN%uu;Uw~b
zpYl?woT3Qd5Q#BU)&C>O{U;;*cO@tr12fBi^2C3rJO2%j{<CoV|FII3?Oz?5|8*qy
zpG5WlKFMYKH%IEfklcSQPyYwW{WskE4?XGswr%`((u#=7Ve?q+1cEZ;8e*n22-voh
zX~q{FT~}E`g^B(RGxhcx5RFeXqHjv6B3X8|(sL<VP^27=5qTV@AN%(Ha9z?Zw=}_8
zqNM2dG?v+^(x7nrfb=J;0lLJ;GxKZzVLO3$ciZRV@garn_uKjR&a!{=p%v+10-M{^
z>OxJ>#jRD2i6{Ee&f5!Z3CG)fgo1_Y?ClMFb+PB%ngu>trZ=CPnHjQl_X7-V+bYK<
zo!c?Yt)0N+)Z6?*jXM6s`+VCbN@A9moe6dqh@)I}6jow(Rv5da7poq7PAG5J&H2F|
zwsJRr!vW&y<-j!eeUj*MjdzfF3F7*}Nt{xL9q*@gfSgue+vNSUhp}A08{V<;o1Ntp
z?LE)U&|c2`+hBNg1pp4y2tZFf<eai-s!Bo49DIES-LKZ(b%UDR0cQ|hOcep={bZ-N
zoRng`S=l&)+PY_!wVryzJF#|NO?@djpX^*zCe<P6c%V@7)y3U%3X||up-0|0?;0gm
zNcEvxDrq(oU3_u#hD!zBB%zRl<jIApY~5ug+atJ?i2QX){4qXF5im}!HV%Ve<X*JH
zAW^1K5o^f)`Qi08ejMSU!2dNpecFO&C*<p6TSJGbYvo$Db=nl<1OGMqez&X9IdpB|
z&i7}T?goqooW-tzqx<W4+9%`d@%Zys=uKG!)RlusZ;EGXQuwIGWsh>=5<{yi5_<PQ
zUMfhZG-B}f-VE7C#Bau{KXTF{2cfRt;NP@+Ove63@PlJh&byJ?`OB_EigyAV{qKG3
zv8JlsGFg~OcKie(_b(#%3}Xp+^57JVdw%jWx}A90;>y}@@3ODLcwI2ipa_izz>52W
zDBEv<s_Z~a_w-~u3i^Hz_o#XIYm`%Zni2wH;{mgFMJw826(+xRiJf4>t@@b~b5l@s
zkRcfFuVB;aB79ygi?Wwr&;yq%g9``a^=4O+rlN)?9SdOFZB_%hQj2uyqX4(to_q+|
z)^zb^f+X@t!bFt1=#z5!eg1R^0+*u8wH6DZ=R4^S;%r$w%tZ)FNz-?aao!)~4YqrE
zL3{(1oIWq~xXWFkD?p71d3$Sg-aNd*Ku8=vQ(FGy2)IFt4bC@+Sh^_X+-X0wBh}#S
zv^E`rUNdfh*-NcMvX!p-KjJ61^XC1sL&M$sdW0g_e0@Cj*%V_G&W614w*bGe^I;!~
zBglW}IrBDRAz`!L3VH|6sFmnslN4TgAI#+`#Jw%XS9acMo3X`s&?kq&Qv|B)Vp6*V
zO#J98+e8m)aETBMSkuh=$i>SYdeaDm@YRL{JVAb2pVAk)2o9$Q%?m)KUl~K^8tR4T
zTAWU;#9`M_`%VWK%|M2?0L>#V{p@MRU9CH&iymD7eQC8a1n~i9+qTjtU0dbE+N23F
zox)kjM|^w{i3`TY4z8KKg}Rl7IOzArsw4uktPQJA+K<N4_F1Ag`~FeugC2XSXrvlp
z0EXT9*h-5?!ejz7M|grqG~5V_ljRSL{j<*rZ;!wl4Hh1@U}zSF1Y|h}`xwk_$1fI>
zxULtTEc*l_drm0QmnHip$s#=^ob`GMjNdmmzm1~5`CVk3`3LmwH>4lc3C|z9SQM;>
zb}n~6;*t(H6w&fJf0pG5)he$mn!(@j^9IuOPpHev%3Jaoj>Fb)xKNe6X(-1B*DjQO
zOVZg&K%RAQ0|l6VFE{SD*@@^XzkrnI4I0!ngKC??V^T~Blmso%z@%cy@IR;%7Mdt#
z&LfeyOre(6GzuKzO0)H$&>j~3pQqi$eho|at}&A*Pi2UNX}N>>SuUAZw2*VBtd0Ir
zu7Ao<zMt2QupLgq%N6#In_&HUR{-6_7)-*$lZy)5W&u7ejm-I@o3p~m0%T?PBGN(_
zYoHwBr8+4i&e}3&;OMt-akYr5W&t<Uo{n)|bQV;}H(mjo02Ujbm%PO><LQjD#~H`t
zLV)$C2hZ0w;89-bW{=<+350I$`z#)p3g7>(5Y+CRp@gtf;FLpf435YeYOp*Hdaiaf
zP8$QiY8Oh|G4g#3)UO6q^N*0T48gUEi{!y`C|9y&sIYg;0U!<BBT2I1-ew6aZAhTJ
zLvM8vAwxtNokVTYq!l>W2A%&=xTi&<744^y#zQ2@T+=ctGmLt*N!hCo%~&;Iofp=o
zOvkje7QMFgWJJd3x47>z9=o;34~6ao6N{EsIc~dBQmXRK7U7<#bL0T@-%{Q(JQ#Z_
z2%~hHzMJ;npaw)M!zpe+vJ<l>iOq;--?t{XwKW*pjbQsN2*8g&Xo#r>_dnB6z8&ND
zm?hqM<FS`L6P)%i+U%uxYAS|%H-5%;qP}@BvqY~@>R;gc$xTK1^*1!jiAM#5zzjh&
zSljy)55*J@5tkjC4lNfwshds=@MiwJMt+eu#O8NP;Bo5?`@Wj-JT}8CP+JFE!E&>Q
zz<@}$C0{N~<7VJPTRna}#gU2auaq(R-u+PT-}o(v;3fp*b2O~S0Df%xJ@LV=4!1py
zmi-WNFwE>HcE5ja%omS$jr45p-6?f<`;p2*_(q1bIk)fi*qV&X7CU<8pn>m8PHpaB
zS+E{Db1Fg;FMB%}V=_fCw;!)m6F()Q%X5(FiMM*uRE)XmX+(%XszeVwGmcK;+m`$|
z{#6zkb|yfL>jcMKi2Nq$?u_sg0e3Ifeg&$t2Id;)c2({n72-rr-%Y0^$0CH5M0}(7
zcVP)u{<yd3PQS9A#wZ`sc5k#P0P!Ae@#)jssR$N!Qn=scL)2_Y#t95x09eK#rVDMe
zTYrF*2Mw3TZjqOX`;48-Dac3uHI?+n&b3qWNodzTrZuF0A9oZXa9Hx*B`N0lvA>$r
zQN&YQ!*3+iM9L^ErecTEe~hv<oZ7S$TIQVaQ65{Hd7Tk#kT;}jHfzg*sO&z8QzL*y
z8i()~m6jo$|3X%-*4ez!rlX=!5tp+ir82soGuWbtuX6$>mVDI<;a$HI)F|fH%IxzZ
z9I2`EiA6o7)O__X0Xq^0Z8jHqR-Ni(baRMBDYpxUz*3}@XUnpn_K8CkDiAetwQ0s<
z6TMcOEyy=xce=6iCY1iD<74<*Nwgr%)Y6lF=;YIE1kB0}wnc<B5l`zkba^kBj|Sp<
zM^u)ba6vDNJW&RVO<QWYT><@cK4Qc@k1t?~wn%|Fa`?+G*W4pvpa#$++0@gy2wxvG
zUSR-x#autSpgVtL^cs70Rw;u+S2`iheL2o5)EjiCYN~7nK3b4{ndPR#F$|Grd8~%!
z1x38^SD7MS>62mE4b2kN*{4#}WD~ip_Mjz(N7X~Q5JNdYo0T<15zxS4b=HKn+G&6Q
z5Q}Q~Q8c!chDH6@M9LCqLo4lUYlU6+r#2l9m{fa!o@EQhZ1@p!jw?a$6M^CA2GPw}
z|M$Kr0d<0i>a`Nyl-FY;A<*(?46Cl2r-pImyW+^p03{)6OYpHcnaxCng35CAI^;&Q
zmJfH}E(pREayC5#&<wPR8LNrQsnWa|;k)4AK3m?CMpQ175`f~i^HwfAMq@atAbE?*
zKE`^Q5}NNZ^XjqarzKMiOw`ZC*qtOzrAnF#lfn@s=|bSXE=~RWeW&%uvzs+bSt<@F
z#g-wfh}wyIRuyKrQNlct$M<yRqOb3zEGZ*`3`wX`yhho>H2{R+3U6c;K>bMF<Hug0
zlv&Pbl>dG^G-a@r%9i}*dueq$_OYjm8XP(S_zIb_T)9q)l#st0AzWKNO1i7+@Aok#
zRz}2>I{F_3GIx%$R}cC9zan*hF&%bz^KtAH_g}U-9WFz0846vfVP8cxx27Roam!rN
z9Ka3jEXj8LAUbL=0qyd~D7+>T4XtaA6hJ6~v5uh7Gv|_i1(}W(D})>Um}u@zEVX=>
zqMGIYIc;v-_saZfJ(-$yS;WQN<wC@G)ii~caK3MS61%7lV*x!OWl+4q@|4jm8M@cL
zal8BxsBVd|3^gd!=kR$gBu~uRwHwcWd+DH1m-kVI8UE+N?_i-B6DGKPH}(~hk2Yte
zos1(3sUjg9Ihi4d^Wcx7hT%Zuvat3iR3oWl$v0&)gz;b#XQgjEtSekZrBT)ox;B;#
zAd{IOnjW{dVaP3%h2I-#`zVpU@C+j3uOWZjdaP9`+8YO9!xw{~Xiy^jZJ=f)1NpSv
zW_{HKa7AhQuz;_F$GZH%ORW5aI@K)k;MdB=oA~O6)iFLeday{(SX%PPhtyz63ngz_
z2fnDQj}aditdIkknm}-)6fC*)DF@%{$GnupNE73@eUY_mTe+{2_)N`o8ph_1Stb=#
z4^ShmDXJ<oiI2uE-C;XZ5y&A#y$2ug?JX3c1=%}WHmPWnUce6q%8$X-BSe(wbnKQo
z<0ILbs>-}sqM;nKv?~wC_7_@d0dfiY&6taYOZ@7_)%~U}xd4&qwk%XBIUH0+YlE`N
zXGGQ{TqFa!w}b{g!q}+GEFJ$HDy(^vJ?>847xAMBcj$C*Rj4#a_XV(Y2VWsRZ3AUx
zMsw9U%L8HWl(4I*Us<Mc-R7@A5rcH&Xi|7}4v6!ync{lG`;gtfHhv}?g$tGU<L;6P
zYKg&QW08zT^#~)f!_b!#0r?FaLbQa!X2B<i71N|Okko|NcD{E%#wc|PHn=p+I%6I}
z?X`^BOhw*I+lDebI4cz^_^%Rpu*e3&f7_(F*hA$x2O7R<l+Vt&Q_({uSwGGR*Zl;}
zrcR`}yGd>`Y0o;h78yUxLyv<7(L%-K=q_ZxPFXCK5axi!s>z5JSI!C#;&hKJEtbwW
zJw+TGN^p`^in(A*xG)k?n#ecQaBItBLi#%iBIWcIe(rCXx1c~oWCo<2Nbx&NEIi}a
zQ90UMRsLdmziGDJ{!5b^!VmheIVo(SmORUM@J1??qq0|1&3+0tuO9((zn8@ktLm*Z
zUmmH$MH!o3eyB6hz!~jfwZLH4n^FZ%CD_oeEAS1SRCGJvpjFXo<+!X-M$_E1B$>h#
z79R9F8+L6a*?&_Tl1HsEM+CgXB1_{gzdXSC!(0~;P3}FeGv0VwgS5LQvie;XC`Ugk
zV7kU44Axx8S*ib0G<u$2D*vvcm_@{3E-`Bke%fcKmV+X9!P*4UV}{@+o8nc0@5Ao-
zLka^mk4G51w%vowX^QbDX&3y`LB(*9*kz(ogK#O4dnZFUU+VL3gjogHCPK=d?Ppvi
z(`6+FC&04_a^)x8X*B#`O(SO$1Jb^I8)chLftnt{UImZ|*UNdJ6yMgRit*CIt5BV8
z6T$nc*!5a|iiHQ5F4#ROxNYEj&-N~lt)^(g#Bs46esStpl4SB)3|g~@ftlymG{JMj
zI~zSOF~Q&U_osQnpGq$0oM=*xCMHj5Kk^dH-WEX>H%}#6EP53N9}$T}abEr*r-0kk
z7sz&P;XJJ2t8=D?!f&>O>(4;QWlWZuIRst!8NnWXJ<mWpxm9$sPkKLCXDJjsj`396
zq;&U$f5hC3!sY5deQ^c0%tj;#2zB<F<6Aho%F;5{qGop~&vDbw1S>6%>X3L`|5Of;
z!4hZ!+i17g3pt@Zfrs2K=s3{KPtb|DA0B&bkf)j@Dr?PL<=)h=u8g1K&x2=Od-!aZ
zFst(li5&#Co<?JQhe7ZDEY&yKgst)4-m)kCY`rKmK<COlqv|YuIB(srL;(!mg~tH{
zLv(o>;B(9N#?~k1Bira01;zd8?+hlGR<V9xZW|%Et@tIF%-(VVat+9s>2N%+zTuXw
zps~3RA5|spg&1k_aqF|ya&|{|#t$zQLS|gfTqDI<JsKa(YH+11dTf4)OgWt_9NK3i
zE)%U{-Gluop9BioFK9AJ(=;mh7Sd{k^PJzkjn2^2No6;$?*S3f@G!|lZIZ0?nU=PF
z^iOs>%U||G;7wZ7Ll8*P<b5nzxV#zeqqnO@sli0gIXxdk-~!@%R`-}#&I8m7z9>I>
zp>0A*jjeRlNwpZ9+WbOl7wKLua{r|H_3SMR>C@$R$(t;iHst&pG9kIAyw4h3t*9$Q
z5_)^PR|~N#XHsj!ygW#f`%zvG`M$CrPU|Boajo_kjYEKEO9W2F<gUk-W(u@C%Tg#t
z4I$}`KdN_c_3q7MVo-2H9OH{yC!h6v&f6#8j0huoGB#LUyJC$kcN!opWHS>*)+Y3h
zp4HccJ=21<);!hoj<oJ-(}R@y8{e?F$}36_6hWPGeKHgmV!S=`2nF9*2QUtooql*u
z=gqq5=;-B@XoQ*A{;QJl?VTO1Zj;o)<Ng^p^6v!hi#A9D$cf0Pcrh+=5mY~e>0N{n
zg?N=Wgz-H;j11RRkzQwUlMpZRPhP1WTE~P%Kc{jsKB0H|7C}paxL<uqRKX4&U8?=*
z62K4j(<|YQ-Esa7-Y>WLXs)LYoTVbzEq?gf`69p{G-whnYNUZ^RV@kSm(dr4wBkJW
zL(Z2e0<=c3%GZkPfvFdJrCoC%L@mD&Fc-Vcm(nsZE0P^7-4~t(aePQUhBqDXS6>`A
zR`<p%UQZ#LPC2@=OM%bn`}R|{;{WtHZS7DlzQ`ZO!{6+layweL;hi~pMe{|Y(w<{}
z!{x`I0=*M{(=KXdOm?f2nAX?O$zl_AE`~j;SZcKW>U#FdGd!L<RnnvKr~h0=TDUPH
zwKUi_=@mm$J3zammUnx-r79bUCsfGW%}KG0(*qxOm@=Tb-ar^8=%2`wIxOq11D<lF
z<<q+Lv^L~BP~_>wi@&*k?WGJ%;9P0_Ge<aHU_o%aI2|{tPD3PjPPY$T^s?vnSIm?!
z9COIe^HGZ&(tyAa8_A3mT<Nk^3d{f(QD2YW!OrF+Y@nnv5BxI13vW+-Np#bn>=h0l
zgSMf(K~@UHE>h*y3dIYKFHQyutD=_%0!7jCm-=y^^EHUXCmw4YP_--fK=8#y<NUPi
zlaIMV`5C6)R}a$pBGB~MD=&C`K=<^=HoJhjG%iPkC3itFaYixaAPvQT!&=-!I|m<w
z(oCsX#;YB$x}!lw;NJ9y|BIlw`q_*P`<0B1SgzAr7WZuQMWu|u)Y>)meOGbSa8=`h
zyEc)iIX&^jE6IAe2Pqk>zD?jkhYSxR$;?Vh!8t|UF?XX3kZmX2i1|ShRbr~F-aA_N
zak2>an5Zig3|$jk5T{ns62>hoXM=&Xup-c`?v4?ohR!<}3dYDQZ*xDvzGlmKU^mHt
z;{rvwkOS(vKw|uXx_z<0n*72V6Wg^-L?6=CPo#ag765M$b5!v6vQ)(s+Fk66@l2SK
z-FJO<6yBCSd-IKY7!F@@+Y%789~-jfAxe7v8Foia^(x!|)`J<oE93*duTTQIN`tEd
z#u$|1;h}!U@*-EFH0OLYCD>sTp=^zyvOd{+Pd5Bq%-MQy1;lM$e^K)0X)UYJxMRVI
zFh<TfRND2p8MG(%h+la(t1KE>!#TSwPgeTA>>t-re=C~ht-BU1PMYzRKy{dD=y5y2
zMi@fIrLg8*T}Y5L&V+>7R&#Kn=c;J!J+DT#!uxjc8aA7LL|xQtf6+8JNSX+C);)v!
z-B*_~RiE;+2io5CU=u;|%wkxFg2-D@&R<XtWOsy|`=$QAof>k5H^8BxYJ;Z6qQ@cU
zdV>v>y&hcd8)iE51nYkS7XA@g|2tS<VPpAEjVarI=uQ7WsfaQD-6>=E$20vi>i<W=
zZc6jN*dJs2R~P7iA#C_Z=>Pu!HvHR*{&(2G{;w^#e}@h1|GC=se*hb#Dh^u_x8Bt<
z|LVy9kO<93@UyOhVb=ewXOHoK0D+n~_!g3^H};9w8?N7!j!!$9;yGSRmMn6wDF3j!
zUtX_?LaDmgn5?T_l-_7GuF`*c8nj$>p4jkyZ~eS{stMly=-&2j`*bpE(fhi@W6};D
z4s2kfX>UFk{!Tq@^toV)tdX`_VDCE9wt76eS(o!-eOT4-cGPZEZOw?UKh$w~CsaQ-
z7qK^9Vl>T)*WNrKI$k382;iH`^m*HI0)2>@?Y<G{NVXU<Hyl<UPqSaz==yGWJ-v^3
z>w}!R&Y7InI}Mh5tK06f`(B;<<o3Qg5u2SJc8#idc@^NB{%gVf`Q}i9z_?`>k|Fa=
z?=f)w)e8^th&<?L3}6cXGPN1X2!Q|?6M^>8u?SAV!S!)aj}JiXxt!K)9uq*$6hYzP
zV*1=WYNL4oGrLaq<;Hl+XWLm=;NJp|0PH?p5D@odxw}6<-}Tb@e6|I=;}WTLRF*bd
znX8OE1tt9iMG1BCu+Cw<oK$}|IPC*jghB|ieg|IaYFX|tpW*56H^ZazAwd;d!*R7@
z(QSk!!|+F124y>>&XyMlgsQYQIsvRm?9=c}G1NAUMj#hQQH|YZI&8PU>(DLNIT=7?
z@+D*r`<6`aqFbT^Bi4XskZTg({Vv2E?rZ=}fs!<k9S`eBl(2dM>h!CYnjdHbeOJM%
z^o!1dzXUs?6$KK+CHSitLLqLN@c3noTP4cgXGVXIv&5aCH5P+t&W|BxAdYRG6uxu$
zTfk)1r)+olp;WV=<rZE$MmARIqoe<*gshWAKo-Gr0)iY7t44<KJ8hbUQPwKRcL2*`
z_hcRH0cUQEMkWcP!IaN-HeCWOi!A2PBtBUbP+PL15OX?x!O$FoUSo*w+tZ{u^o~uI
z3~dvYq9Hs_O_t=xTUN9J!d+CXD6LvjwE6*~R#U{9>!l}E1>(vtl@%&Gqi8iVHf>3h
z<h$7LwTMg81f9DEr;ikxY#RGPnv{(i`UnjzT-0oR4Axuh9S@$F;;{fPH=~o^n*7ls
zI?R{bu5RB1PNp#28&BI2;0^7+KCYhDDg0A;03xRpbpH6DJI^s>$1<5CjHIzZ@YmkR
zGop62m}j8L=6O?IaYq;@Y8WaP(c|=rhX}GGiNy<>Kae?;9W$1$ehD{>rn&2b`}|f)
z;2n_GA>bm>qlVROgS9%{a9r9TgIJCe9N11U&gnsHjnS@yXLkgh77m3I3u<_qO}-e9
zTz&&U4m+}hte;N2k&-+jg<LRd9VsrqC|n>c_3nc#+LU?K6=*5E%xM&u%~m}&69-;=
zOa#q<Mub#QaxGwJw=$5_183um#Iujf%CE@Ez`T_?LWKzM#Cxid@BrkCMePNdH@bI^
zJl;@>Q!J)eJViWY6i5s-2l{}ZW?&0p93kZuTlE6mk`@2xj~HWjkNxRC##9{u-8BWn
z>S#{!E9t>TfGrhO6wb(r09lKKOb2ly20<m^W!Di(U3gd)y{<9{dIC_GM`%E4qUIs%
z;;OL2hqaHuI!4<llD)U^Ye%*$IpM%{hy{TTW`(dZRrvxh2aEM$+d}$-Iun;dIe9Te
zdy3J_9?W@_w*qmZsN{yY<GsRL_SRwyvYcfPvNPJQMDF!rK#9Op6Qs)fLs0qChNFA@
z0W^3X43OyYzj4+}%tgl(qxhZ|@|CN!(xs_=Ama)T_4`4pjrBZk{VXMQ5tR+?Ox%Eb
zZC15A-kS6BiS;09+cxkg8<&l1Em17&boZzh2&i7lwvr5hch+w_?sG9YN>-J*8j3^r
zsB&UcZGJFf`3~5aCVOr?;3sp1)5);gc)>OkmNbUqv{P`H!^_*R9JQU0*@%A_COIz5
z!7fGd$d2`9nAubkY@V=mXvsgk8)_py<3_?}P5;7gL{OVVWPvcu`f)ol@oIz4jO~QK
z!%Vgp&QC8u2Mj?r<QHXL#g`RJ<@!2SzSmQ1RfVIUjZoiIsYIOFX^x~T?pDeo!D^tE
z*Icf`YuW_%=*73NG&4i!Cld;5K}^<rdE!js75V~4IdRb_&Mi<HwOp?*g<)xd3pOfi
zNVDI>z0}9}&AR5q|BMHufM^9(T$U|MuJbUaIM&}u?;#e$Rzz5{xWAJm17LFOgMDx{
zjbqdAc#x`0c93jx=TO*3DWY|&5D`;uEnE;OBqtb~w$-(I+Su@^7EL8)5Zenv`>oP5
zZnsW39JKXd-|wfN|I;>iN21_(sE9l7Z$k#r757i^n_a?gvB?$bGu|kGHT73gVkYq>
zHmfe!H0;U>LSw>LB59vz{uB`&E$E-uG0ijO>~l?4ergn3lR*Y&vJbyVQ>&fN%uvXS
zIpD=cuzJ9_$e|Vz2;?X|{H+^1=WdL{Oq^v&K(z4ccn`BBL+K9xTTCWBJL&1Dxi_Bp
zZ>GqW=mX$}s)gkdfXq5Ijt1WSx<9Z=92Z@h7*L3sS1NLInM4^z%xy5hkN+|g{nZS6
z90aqHbX1CUnmCBL(v$7}=O$8KO@QX$wQ&fh8IMqvzjp8SmnZ8Eai26wW6C-d;biFM
zvM*LEPgw*)?VBO(RIamXeW<WqGdl4DaQ3`$G|W2Ah_ZLU8mw)Q<HJQUlBkQOs064P
zWLj_7@SIHe#C~2ZCdAl`?g9RDo3ehM>F#F>3zxKwB6)r$nA|YK?}@&->;ieX+g%G3
z*5_G>4F>x5`Pq+k;D$Zr&(I!5VLZQrX!mzb4TrYWxO=C2VC})>`#J{8NxcGRqtiwt
zFA97A7C!u4Bo`kHhLDX<;FF@lbewkZjSm%bsze!wdk8y;_l2KUJF_)P>4|;>?zA3B
zm70pU4wUk`O7XbyCp;ycJA`zSHKYe5Dh(xbjmssqX7U)umt%P2*;k-X(&DYbJm`py
zkvzyVWDUodjbbZIejXqm)rxB|Msm-9m4=ub?R1rVH!)r2Jm-7jhwoKfsf4Ml*lrO;
z<aOBDI=B4(JEHJ}Urbk;1RGWJDq)-ag3>LOFc@8G%ke6sZi4|rm?<8`scKvEFm0FP
z?4>C8nt^M{ze}IP+^k2&;oL4OW|l%<3nh^ovj-@lgXL|jkrss~gciIdjbVmFnbb1V
zG<58&2@9enoJD<_$ZoRFT*njl?{#O>z!=5U>8hVFm$Za?1*WvX+LP~>e0lm@p;q=I
zTO<{hZ?oPBJWDF0!4{Trm?-*8j$uO4?wx#Y+O&C^%}IDGUdP%|i?Ao9lRuC0GCw8|
z4g*`tw!~qfABGsfKojDW#>7<3paNtaT*FZwFHCELh44T|0<iv?8h;hbnqa#sst}1n
z4nSyo4EeFA&uQe35!}mDV1*}F!-7+lX_hqYu9MYcKkcSfJ}LC*3qkv(ohD4S)Y8R-
zD(03q(tLhJom^EpJz(IsP;xbAgylvrETQ<QSM``^aN-V2f2#GfB8!7>g!ym%)ua^M
zE4bQtxdjh{L7u7ch#-;#Ns`aeYfm2TW%4U{OPjLzRNz62)j(4%k%A%jxO_$O!K4Wd
zt;CkVS;VjQ8aPvHCHERoVjiWujp7fJQK@<aRochKLv3)BBl3Wz=5Pt3-@Aje;ePDY
zYQtlPY;{U3@4L+Us%6s}etM*(gyDJ~d7@*dw7q+&D6ml6(JrV_tm~*GmZaw8ah+~a
zjrHHZ^u?yj@7c9$i-%sA>Rx!QPJ!=hfrQ`ndB6EF5kSSGodtjv69)=}OG|;}uc(FG
zI@AcvhGo*Js}?i!$1d2A=JUJq>ZjF^hM4A?a*VejBfH&(@>P_E62A9vR2X{o-WgoW
zIU6@S(mrrU?I!m-zw0DC$7KjPBQq8*=LIw>0dyAIeJt9RTYbjaUo?-uDUjoVkrs%V
zv{dF__&sQrUrXPHSd*-I>+hNsQuHMemIt3$Yx+df6O{pODI|*;I65O^!VwOEv;%)a
zlny^1{u;bbeEjgs6&;EQnHJwyJOc=yN|2;-#@i%@lH?Pf_dl;_O7Y(FmM-9qDgrbU
zR<AmuwSBFsn64@=PWe^kvC;{C@rw&~)|Ujpddb)j`<E92M(oZtjXJ42$|D5=K^^Sk
ziJ?ChjPgXgp3UN*P+^jQRqnjF<F$w6iacY);t?$gJsbo|;&O4w;<32c%Sy{*$9Q*`
zs!B177>5pvEw?K^TJK#-tIr<2t3AR0;4Oansb@4UrP$L3tvTC;DpcK;KQO|_O^W$J
z>s=?d{e|(Wc9Mkcp$SY_{83J=p(T>CVb&FdGmF79EBTg2WIiY*2RJME&4{r3#s+S(
z_Ut3#d;|~d!kLt?1W2|Q(3Us(p|3Vt=L7gp&zkXDN=KWV6CJW5h4*Ht58L3C?;Ysz
z(^>XfI)7pONBAiFx<0i>Axk3j9Qrp>F3T`0K2a0fM&$X?^bSEVH%%KQoOdW-fzw+s
zxcZm<?-EULe|Zy+aee#Aq&rzl+heg@3F}Ez+zYOk1ZIM3k?l9|%?SL6%4stx@tQLl
z2nfH56Vy&Z$Ed(;9f+EG?D<&WBb5p8nezN@eP(-)T)3PVG~7xrof5dOUB?<<Rz@n`
z7?%0wi()JSVY{}up$Vz+b`fX;&2uS~W#Ytb43#D>!Scw16wuFX=b*XQk=hl1^(W^+
zn@}Ob1C~}&J1?@A3cD)n@hb6Lx<=4y&`l;ZrVMceuf(SiK~RP|v=YUzqPzuGon=KR
zjK?my6R>(k_C@C{!Gn@<$yq49lQwv#s3~-u$?5l%EzV{tedk`J7~v`nm0`nC&yFtM
z$d>Bkx{j3rdoVo5y;lF_Iqvt`$#u!RN>yA^nrX4E-zjx!5@RJg4k<j-xa?GM<@cXh
zC*O{jSk6C3<^rp`>c{x28T`2xxuicqWQ`&CvgnMCsUpf7eg8yUAIc&)4wp-dA2lrU
z@V3N8i`jTS2r4dz64aUOO~uf9kq2=L>iR!>VOEbrBuuy!o*i~Y{q>*g&!HQ6I4<fY
zBNB7k&Qe&gW@tlGCqIgr)BR9SkbV6%QEE#nru)l%Ao_SNj`}_GGmiTCc~yvm+8{P|
zBtXXvkr10)#m%(0hFKy_Gmu7!dYmiki2|d^37->VP42~X7ya<o6-FGIXhQ3g{JuJe
zTIy-+Ed@H3U8q56BDxLT3Fy<kUK*HP_E_V3d*z7s`Ul7|8q??4G9s$X5j$&n7+v^C
zGpEVQ!yojs=OxZ<m)$;_#lF;J)7@Ws6|;QpD&IC8D(|$5g~AYje(+Q(g^5O}2KqO&
zgdRbyE0Xrm)Vbapx(zJ|>-RN9e#1<`y-HcxA_-MBC2eXgMlw+Sw7M&jRtmlc!~=9{
zM~UG+iD+4V7@st5)?GHXi`n4oPjB$Tq45gYZtA-KJ?AEs#v>cgrmFv|c$fW-GBmyN
z4@U+Cm+)!aqo2NQi(jh6yS#X))fz9Pg`DL(ejuS-Aa&pC<re3%D^PTO6~vGv#-7H|
z#msFfFZ|zMeIQ6a17&w)Y>kSU2?J%0Z<Xgfy7102@Ws7=l_Tqv@TsefH>c!&+bde5
zEnY?qKs~GP0Px*Kt_STFRZ9Bp%VE7>T9G3Ur~2kFs(Dwbaj+G=h{N=SscL6zsC{hq
zi)jlP(zghEe?bX(ofR(Vx~$Q2GDF%r{i+U8OEoz931h-R_^-XLWHDaWTMq?UtSL|4
z%A0E&WpFh*l^2m?F$K0J9mgHb$bKp_Tv7r5`?+#>WQa=xJtNXM3l}r_w;>_}5dC(R
zg$xy&1!?W_jc95AO;Iz%o<`@q7g)2LSL+BH*?q;OHd#x?u^H!zC<KXjio7;U*_HX#
zsh{h81gfYEhWjYoTHhPbVCgL;(ZUKYt7U850lxk2kq0<{?6v4H%F(w{RdeC~h)E1d
zXnT*pArlxXg?U^<G*VAVrXf>*gE%+n3eACYtJ#LN`D!ziRh7E9bz#Tb^T6XYL(cS&
z?k5yTNVBct_|blX*Pr3kEz-J&L*5c>^o?QsA2EX)UO}I0T9tBf3iVc5e~p5?hF2kb
zSK3e3EY+~B4tZMZ7%duXWn)_-k#(<XWVPJF$;NLNlXY{<6$6v$S181<)ehUQvgAJ@
z&3P%lDkUL2HkS&mivEzS^LAp*oxKWuAvY)ACr_|;Y(8`5;_%5$!wz{3uLveg)ifwY
z?j7wu4%D_J{PgTkCUU9}aLwdi-L(>E4f2)64Uhv|!uLHd!w<~09{*l0VVztg%M|#T
zMIx4l@droga~rZKEdIDas;(tK?PBGz8Y-NyCLMR=RdG2Sifq&q*|G!6nUrKsx3Y84
zz77#v6{y1F`=)0={ja^bCeN0U*+0QT-m^%5Rcjy2g8_8XNT0<DL|&b9m1+ql9!qZ+
z5l|8EY`FY5zjH-O5x2U3afI@!#<n@jIzNm`mGtaWpqDukx)JYWPFn)Ts7vlO&Q2`C
z(Yd<vw@>!VmF82d`}`9ogtr@xI)bF^GqxAn3ru94$jaD`mXPqBD}z4&b4bT?0;{UC
zC6f4FhoCZMd$X(CeP$8T`6EaMvcujnnBy8TvvFkw*N@L*hCA`E84%pATLc$J`rN>4
zvI7R2)~ooj*SuY0C2Bxw8+;9u6>OxmM)ec}U;kn}w4QD$Hex^Ix%GW*7!hRt>?iJP
zWO#}jon)NAs36rN@N%zc(mr(GWc{$sOXVK^7cY;Y-UDL1aPOoK5N%j`{{I-&{xk6V
zkEoWOne{)<fd7Z(>;H08`@e`=+5c5*^<Nja{xkOce-O9++ep;E#I65&RQ*5V*8dEj
z|F?1LBF}jBLA$+&m&kX|h-U%_ys1G?#svs$>>z%`z0(hEh}!#a{&I0N4P~hXL@jG}
zM|=DBMa$oHTXJ{T^WEEDycR6yBpd$frc?`)mJC$8wtSt7_k<glcsVWKt)J7xwlCX!
zU+(Yo6|J9-KDSn~XD=+MACu)Kx@bvVM`#gx@8Q#IHqOPo+tdb6PftRYd=OP9x8T*m
zhok{54H^@dwro}pm6_!!U%pbNtfEU&ODmAv+Vl;JU#xXh?n_JCTjMhD)u8G#co)#r
zg0FYl$A=f0{UwFl#W2?`uy{Hz`=%ck!hd4bB;+P+$=)Vi+7)-+0(2y5kI9k;4|6id
zf}a1oq>EF?Lo?I2yEl0_%#8tN6JX2y)v?*#8esJ-05`0jb{l`q$lBxOJos19W%5_i
z_4*G*SJgrTT#`nma)UwUoe+Q~5H?a}M=_OTD<cOAJy}CjE3HVIVneYS#hF6w4s+b7
z#QpD()NU&12HvA}AP-;7&fg{HKW3GRhzq-k@YU1e47D;hcW6MyHNH*2ss_Mnk`usa
z5|s}9-;}UEUo14aOnZwjAl};Q1UoMNKN?VIU0vQETTbQl_$Cm5Z@%Bsy}NhdZn{5S
zh5D?Z=mxdCt9E?=-^b6l{Vq>yi`QYNG+ue!kbIspHAx?@Io)5@Z{sz{?6E+9OvUAI
zXj<QKAsSTBR&*zHM+Qf61q%br{Ib=ZAc)*{_gHA3mVI(S*E?3pRV+dpg@^bgxG?xb
zeqPETENmmT0GW*l(?{Z8hw<N0bwj*Cj)y{Av&>qK!Kg;t`;}?q^TtV?1(<Zn^;-S?
zntZr{Sdo}rQ+Zh<ZHS#z>=NiwHjI?as-4e_nJROSTfAA$I3x8i@yOSd*#6ADes^0l
z1v}bR+6T;tY!jG+7ek3k0TNM>28Ld+I$mg+jsgNw$Y(MvFR2(!wL_DoqugAhq~FuF
zi9nczh7`NWNQLVv%VE2vQzH;eEaCGMb0V>|`O?cMr(Z}sV~w09yF;Pby3}Af-AgkV
z_mNz&X39FH!Jbcx<``)+eh$c9){FoHlM+I3jpMV0eR#nf_U;3kopL$xYUSZrcAC5o
z1$P+l7?BptyyOX0{`Sv66+l+a;^P>@@I7Kpn0>~%<I^In)E^m4aLtW9KJ{tW&moYZ
zi&dNP;?!cMNL^XCY$^ApjF;Zr>~jkcOq%U^JokVF8{nzpBK`Rp-zD`%*nBDn&a38#
zyS|P4zJ~@Fk<uLp0E&jQY7iy}@Owhl*sh@WguP6)A^vxxZpqZ5Uy*gc7=Qw&E%ein
zK-9Wq?E;hjnBhYdW8;E=BXl9Kg=zqh4MG>}gP4Q+W>MGlxT}pguB$A#gnmfyQ$28q
zWwO9^`+JKa^lcB6m&Xf-Q_e`Fn8bH3E=$O$A(IqOSJp88X*4uFX0d|KuPT2Yjm1^P
z{a{t$;FqDG`8sT_@-nwt$HcI(#<H9cTZn}o&F4OWXUvOphQASSs&Z;H*D1;OpQa-?
z!PuICZZ6sh&GOG7g80V@LOJL7wL#h-qEmx9?1}Tj1@v!j=(69y^9(qt=s}vB;egb`
zbBk1T0Pm-wukJt)zmYke3i|9Ugc$CtzD?pPn$|-8;7S5OJV!<qc2ELE0j->dVe(!b
zU%OzOw(UV{0i<M+(#}r*$Gb-Wn<#zT2nSH5PODE%nbWZh(_>J1l!Eho4Efcw2TS#+
zoAxQ(l{6!rPFUI9v^cG>R!=<L%S5RswQ@5!Q~4M+B((z&{)toS1-&0tPQGR1-;nL-
zQpjei1F#k(>Y;~kv2&=eihSh_o&GsTJ`5MZ5xVbdLG|KNh_OwT5y6K0EBn|1fG4Fl
zTXR@>8Gyk@)Jsd_rTZ!qP8(4J#URg%zz5XHZd!Ih`W}fmU=HDl0*{XLxQI2crrpLO
z@C(b5^>*$d&Xc_g!jnA~b277)DsY4nP62sHPmV!Nz2;Ws&sc4mHC{o+Vk!=>-W8-%
z047!b2lvaU6*vwS$cC}=kFQHerIA&x*w5N={cHwQ434z4a1G7ummkzfh)S}$cgDqq
z%89w+o!}@WsP}cvBl8>y)O<gM54$o2D7yEW84F)clX6wGt2ND4{pKji#(84UFoUC)
z!vv6{@0;M5sloI?<y1yhrmT___83eu@KS{n@O|~Ts?d7EewVHXrDk;%rXu%nlPg2B
z$wxG(F$Q*Q7?|d?GIC+N5vP&_J7+wV(y6nItc2X_<;N1WeMYC5eo?tk{8oYIrFH6_
zgHv7s_O;19WAf#wQAlb5k|_FUhQb2F>cn<}MCe(<jOufn36P3@M*abx*CLj4!@no`
zqpS49)$FoX4f+BmU2~_!n7Zuuu93+2{1>Yyw$bhRLMk{Clr4PSn=kJC*z^!j<p}dj
zi>lP(;B~j~=p98mEN{5L%cH+ZPyn6fb>HFN8##tiWahM_AJ@4CTtFW32}%5WP>?mZ
z1BZ|hha}J`J=ZVyuX?{g7FG~u0M{<F#v6}DML`{B2sKoU*EX6-K37&>+t#*93ghf#
zhGv0v<JiI%H{m!)?-eQD$+woCey*~9p#iDO>#3&_5h<RxbHhMF;VIgbpcpNM<iAyu
zNlVCY?n%BMHPQkpi~t;dwEzT91KIX4+gte7K)IMn;Daq6gN68WJW6oz({(8s2(ix=
zVmM<cMTN%#&-c?61ld^%Hn<<RPbBZ>dI}8`+Kn$GG2h`qh4%gy_=#N>FZ3-ZQFAaL
z+LtLj?xP@<eN*wMEh7x$YF}8I8%pXwvB;Cd2Nlr^-jVN4Zz;F)JtIEEolTgayS*vj
z6{Dm*N$+IzZ#0r6b-l-gUj?gk_$H)44S#;4F^}#6Ug%6kP2xIp@^^a>e-rxZGClO|
zb|?7*bbcYp+=vu~1<_0RGTJX_6R+v>R^i1`%a~HYt`U`lMAGx;HivnSLPluH4A1;%
z3NuDm*zP|kPt8@P7MWa$5OhuELx1k;y5l^=60Uz^@W9W{qn$w7ghs(T@WAEpDa15S
zo(Ve;ER#0IU%Nvx+1U3eBKl(tdSUHrqZxDphO|oz9{!xT{v$J3T=QIm64Ia_G3nQm
z;YNgl#&}xg&%cv5N{qA@0py7oPS7+-@%aRE#Fk|w3K7|_X&ilp%h1Rqw{XK<ril$I
zuVoO-NcjLI4PaNEr==_*>V0pBnC;<nE0uFR>E(3DKL@bs+_pn6adIU~)F|1K&u8+Z
zL45@c@DR@}ZFJ4SEWD1yi_;Er$zT$!zWtU7zVS;L!pSS@$sdG^Y1Jfm2cnqc%v)It
zO16rofiGa1<c_`8GPeXDw=SV1>BlR{dV48Q_)`hS?f14+s;N1N?`07MM&~t05Rpt7
zfYV19JFQffH>&*&aJqip7O(i+%2<Ls&SYm9hFCW;CAq2eQ8w3N={Q(|xVkbk&EVWV
zp$Cl#H`T+;vfc-CH|Yw=eLY_)ipbPk;<L1aG5PouNSxlWBYnihmU<OtBzBjx;JWKg
zp*z6HzRYIg?LEa3Bcl)Da%f6>kH5qnzBoAm`Kok|RJ5ErQd^JM^+GCdkR7o1Ll8&|
znlKC{3yujN6y7@pn1tpzp@5(*y;((Ne@&06ay5A{yveZfXikpUsvJ_dImt#P*msnz
zl;pd0blDo-v9;~JbfZI<Q1(&EzD(~UPe!;09o0>QsX4X$j4%retVZC+e2Z0*=A!w-
z_o0X60+Ap&UVgKrJwyRd8-3s@*u!<pc$pB5Ta&sm8l-)lhD8G=27t`QV&PTgU`#+a
zNF$i@!LlwF!EQdTqCydknW0u?nOEI6kbZOt?BrrzdlsV%Wv17_dRJegqEA}_wy@{v
zBmT}#_V3=pWcF`iGam_{wpDZQ_iXl5k-^a#nA4tt-hD9qQNAG9vaA?1W>SnM`)eTQ
zYGef%rJ(~O?Zz-d+}2agQGFD9a~Z$9=8DznJaNq*EBA4AJfd;D7u@^9l;aLmZJ#od
z>WE$jCdN-eHF!Y$Y{Qym8&A}PctAh$S@%VfD^BsZ^vD{_6zZAhH*etfm$9`H6@FIV
zQV>$zLgE4Cu5nsXkbkbNlF%Lb%b*JTkg+nruE6I<IO_{0XFLn_2g1IlzJiws+P0KH
z%sN4cC!<LPAXCd)*>Ra;0Ap4*%-t1kW)@*JM)^`zR-8`d>kS+&^dPQSSmyHoeJFn!
zq=&q%lY+m38DmX`(p}pXlv{#U`!22Fp$*;$i6wKg?bY*^hptmd%|r5Vr@^N@w&G7>
zWRVoyrLhOMt%)d@X?(_W?bh^>LOPTs%9KshTB!&2rM|lG<|@fn-0#w%vQl-{Bz3rD
z$(sE_m?7hZ)Smzkn;)*Et<U(8Gl_-<q|p;U`fuFEGAYaEX{5iqkAEfaS*UN(MY{oY
zNwbQD)0l+o4nq&j(N@4(uSS#f;_X;FMVsi6pIEOQt(cpqbC~dA<-FV>YcYZKTwm~%
zES;Y*rDyj`sxt<@3c;6;u_0e2qjo9wZ`XRE^dyrP1ysQ$RXiG+5g8U-CO<h?$(nZc
zkVSlfN$F7tq!m19U{kr8oL$N^5{2Fxyz=aOKa#3?Zz=l}afSI5o+*bCIQQ-)wbR<z
zA+KjWDR32^C$cg?lGM7a1&i*&HwXkc1GNyIb!GjXWk~(@fL^Q00<`nV@pnAd$#my>
z*<v2%YK@Ps?gNb>`nzy8by;-f_^n%Z(G6SMa8v7FUwquzog3&)5-3s4ZBUcu!k_Oo
zV$4o-+^Sl0{6THf{Y`v2aM+oguaROF+Zf%UEu-*fM1#@|^ie!8Ah(Y$1CYD83^W6O
z{0w>2oA#TCejoP3xySk$(bY7*!|kxiNEHW>#X1VhXWDH>U_eI_CGfY_Wu_YY_}Z(6
z)b7O76PjlUQg3Im%d9MA<q-rXf@QuT?>1VV#7bCk@p7X2R$30$ITLkFV@pLsu0doB
z+{xar*H)nrCU5ALWnf&)Q!vxi7JDs*hD`x<^eIuUwOg0wrL84eC0ReGkZt$^M|3Qf
z@jkl$M%_CFi4v}Bnq}LzZQHh1*|xdLwr$(C?W$F_ZEM!vXZD#LF&#7A5$AM7-{wVT
z#($F;-}AlCD^nhrOE?{n9_M2WV=Cl`>z6k&a3UsW;G9^)ca@PgF}gB%2}Us>ho><j
z&}n+a+U>W@=*g^;Nj0+>*Pz0Tuj*+=b>mXBNuubnm{4O(0;%!`k9o0^8uzeJg@`zf
ze(j?A&xmIq(Sd%4L^gPayZFcI&H0ci-xbJ<0043JVAr%8OY(+k?&>SE(gHFa7gbZ1
z^cz?vx&uT*<A~yj<dmF%UOhX|!98BnudgV_=!N;S)$N&mkVOEXA{ZsxSk^#j6ZeEB
z7}3pABdLZT)u!Z>CeU>N@nROv>c<6Kf2kC2->*QJ<c33^yxBWt*=RR^RqVjYodeR~
z#AB>)sot|Py}drFu(+Uve%n+cb=A(2y_*>e6WgTP2pM@@>&u#fhD^84N(QqO^{egI
zIcm;wkoi(`Y5xS$r4d{RRO8D%&o+TloM)84_qCdsdqkajrS}q7%&l2@c+cW?0r5#M
zC4XDr`9Ps8c4FeX&`qwEt5rZn@9C8ioWIh8=>~EhmtIak*QSc5O1b>uWRua3TDe>_
zV3SeNLMw5F8#lD5{;PVkqFLeM*+5r{Mw-<xgulORXUQcMZ8PR~5Sg)<zo9JMjZGv<
zy4;}yj5^UsdSe71$A90^I>mMW2;!RGo<8tUW8T&QHqQPv@%FC`nm;(o6?~~eE$x;C
z`y0w{NfpmBM<kavcgmNbP%$=);#unQWR@wWk4<JkC4%W;bJp~?#~T?{h2Tx7beVQz
z5z`2UOnFp!MY$$23Y$)MQCwWQdc5|<MPpQU=>S*n3i&qL?$z~H2uhQR;E)pKjSc`(
zPDMeW@&ZU#B-;rzwEh&W%3oGm*tw0`IbsM<uu9lrWJFiPnC@oc;e-)_ZEP@V+*MqQ
zTmi^*K)<I5QeWF|_v-IS5yP!d8Hmcd*)y9DZ3S?XAkJ~??qV!$`+<<K*MYO1wk|51
zWFzPLUv&8IAGN_zkr_gqcPEYbOZ8RH>%hc!0>GuHk5_sDnWjs-v6`lmiZZVVSA*;V
zzu<8Sy?7w!gIGS6?rK8T-E+A@YDZg<if)FI3G=R#_*IOIkoogz?u52!P$u(Cz>t7x
zXc03Fz9EDDcEt(fXHlo|M{<+-rTPXl`^=`R=R&KxiGfASBcEVjs@mLA!)SFWeu#v<
zWSLMDo~BVEdPG;Vf7Jt}_DAEYLaY-8?X<-;1XDsgQOmy*14N&NeKHg(M4~Yd4HoJY
zuy^0T(Q&58rc`b_<w>ioAI!#5k?1hMb~}p@8$E8l)Y<O^7;x=;Ld$I%a*AODPBiAl
z1ug!edt3O5B%@{aNdOSkNX!N?4qAf#uIHRKn)r{kceA%xg4pE3rwGD^&|}y^46Li?
zi+va}Qi$1!08er2hTx3*HMh>Nr_fO2_3kl2obrj^Z8iozwD(+Nd}n7SFUK)SV1MJT
ze!SLm=J6%_GaPqD56Zld=_+_5(DsblkkTbzn%mx)rQ1Z4S)V;8552w}a25FEp3bG2
zGDF7DOxz7zVm77da?&#(VOr+AoKEy?1QKXSjEKH0p^mm)cKB_#-zPwqGAs=#+|3{t
zf@?7c&*1r>!gr$RrVm|MJ>eUJbtmst%TObgdb69#%nMm}eK`Kf@|{N0G|OOFqhe@Z
z@#xhWPQ=Ra@>Is_a5r@3FQI3GH6q!1;J+B&>6Y%t)ZXYw*=iVtELDr`cY>?oUQXdO
z{CY*{F>f-~*fa-cJu)_~Q@aH>9bu`<EpmV7AaijB0Lek#<C8<@&##CQnifM6t5LIS
zUV-tgiP?x(5lC0Z*j+7>F4dn0f5WDxRR?>)n<5s=7O^%TqwaddwjzR~#)9_e#`ywC
zDeKO2aZPfIHTkowP0`^=jqRNZ5*(05ta1e{ZFd<iTqP-|61y32eVJN~&-WfBjQPT2
zuF91GcjxB|#np6n#%ra=Bw150^cM<F{e*`<!{B*%MeXM^!#byIa1fk9a9XeQB1LGH
zBV8|uM6>M77WqbBbc0-Jj7vm)SO@KFI<F&0Az0eKA5odZ(8V0Fh!Xv3Jn*l<iQ3z?
z^i??nGp&tEi`ha0RGw|H`W(0}%VxohIBLxBTnz9dSMK)&F|Vlynmt_=^t$yhs*c9-
z7tnY8qUFDw{ndE*CyXLjsvE)E#|>i6n=*i;`o(|G`Hf0_C&o9rcd@GPv*k-~?mPs2
zI8O}crU<4|HXk1c^OZ8Y`Mw3xDW6Y~rh!iuG-I|x>$#?fY<1un&XOXh#jXImlcWoT
zr;jpBFfsE2G-Eb^CEblN=&t!rED-2S<>clTjRb--YI(ur3{;k9vkbOfz-8?%uZymu
z|5kVYHfQ7!=1q$=b-C$Dh*66ul`vKv8f0Zv5KJzteIztMb;@eEqP<`wN7_WRC30)A
z<{s)Dbf8D*w!<99{e<7+3l-LB$9bUrrM-muNAQFR9B&1Z8lJ-w06XGp)+!Cjfus!F
zjM#n1fubs-bs-~pqs@hG)2qj=Pn}J`u`<UXBdU*<O@A7^h*R$}kC_d>QRYcyny;2#
zm~01t<(U!+Y3l28?!znN_s}$KI&d5Jn5Um!SQf~;%4mo$$|%C_u<_(m2EwdQzp&OL
z;-gW<oZnU7^B4^03=oV4!2xN`Q+bC#%3cmx>TKisg$mzn{hy+ioDp`r6sqgGk6nE(
zko!h|Uqd%P3uct3mz!oh`3ogVT^BZ3Jly3iy*&*!Cix;a10UzvW4@`AY@>`nlLB76
zOOT_-_wUxsE&2T#(6FG?D~W-_G`x;5tLvM@vJCKG{>``@&^vj!6n82>j-$HKqQo>~
z=Yro7ED0ZOknjCY#8!#6_`?UsXqmqAJ~s^m7%8x0K%S%GeX+l^ECFZ(*p*6+WphSD
zPJdMMmB2HRcvI6^aP3o>apW$wLj60Ww!<$0{sih*U2^^bzws_kpn^{|NI)f`dxoXB
zozyg|QW!VvqH{M2mIB6Sez{v9kP5+sJqFx`2UWZWYSta~j%|L|C|*blws@kZP6q4p
zg{Oc6m-x*RA{D2nSa}GjsyC{qQO%MUt*rx2U_%Y+gh2*L!y$}-2q)mHH0{{d2sgTR
zTL-p8l6tMB!F>^s*$laW14ldjn#u-L#H%ioEpF~Gm~riC#yZBsv}6r3J8QFxjFjMV
zz8I=S*~=l$u$>KshW|3O1Ye>@9Z^39|E;x}g4V4mvL<Bc9a`HJ&@Xn`k-9>+OK;?}
zO36JJY-?ZCR08SA5G#{ZLIc=;IW+SvEv&F2BA6<AO%j`%msb%aW<WHYIcr3{Rkdif
zapUQ0k1h@D!j&Ex!DLZsDzp!()mD$2;RUjC2jTy~sEEL5N+w(9RI|P+V(aIQ(_Km2
zy({YFJkqCDxn%zW5^kj9jxMcD7xZNCyAH5+mia_b4GFpj^RPdG)mHR${^A?V=uxa}
z{V=l)6u9Sknht=i>(Y<-A9Xv77d2+*%_}b_7U7ODT(GJOm-N|{vWX}ttG*H5Y#gqm
zzQxGsCKm(~-UvoHmx<0S+|iOnu?uH6cZHOE^FK+1zOd{`DQ9VacmLTV9ID#B-X-!f
zp<KTQ;Y~Fv3~74bGWzp}<$hs2NFG8Qd1{pb*}g+@az#|zy<Y=Oit9D;JvVWnbcjap
z3!sRXBLt(aFPhGeFGgd0C@MY!Yv+?*XNR_VjXUk?736SyB**q4P|%R=o|T&WK-V0A
zJ#^F%Y*!(>9$a`=`E<>yU5@gyS6(oG;e*F975)$4+`sY?f1?R(Y)l;gf^!`ID0lfk
zL(s(W??$8lLWuVdnD*Zf@&0+xN>Kj>@%}vm@-K+@AEfVpM$k0PI~jAyW$WcD`qg)L
z`UQa14G|~n3J4b`8Yk+a{sPjU4Z!^7OHf22l{9IRs(KyS?so0`Myl+cSa8}a|MUCp
zqiDIxs0{?sjCyJK9~6(iw`<u6<@!FhcG6e-+bse8^9A3x`}2s3&i9ModrC4JPq|;O
zD#9s>ivPG^c(iBnb!2*`=}s1=u{BjsENv~5tINNUP`Aj@fNezY+qGV7cB0(%9G=5u
zH`ThdsvgpvW6unE)5OqhvkLHY)-w^&7LKsU;WR3{JIrMhBvF+^>Nk7#YZuDv=@35p
zff@OFIFmG1J&xStj69d}-g{v7cwH*u#o+{XsptN~{SLLeCh-j4OmFO54@{{`R(Glk
z2ctOh86L;n>+I3@D6Td<_&J9dBrEjtb%Oo&Dd^ywY_#5~j1fAQu(7((%mC&H4I@x8
z%t5lAAP_(IblQ=+f@2B*04y~55)F1^(!m7vQCou)CtYLZAY$c`I-4$~zN#8w-=rU^
zV6ft8+MT5EELbLw*drn&SPG=TBEj+{DvYJDSSFH_U+)kZ`e&>EEq!k(#5+;8EdMT}
zL9pKo2%#yZ_U-lkhuxxHk8ipjP~XoN@7D?T=I&kZi=N}#M!&B*VG+eB{;k%@&O)Cr
zzI%;!rtPioZEnvovgQD6jdqYA!e1f)hU5%;jm(htN(0;pX`6Jk3k|09YTv%rz%JGW
ze=|M`rDr(NTw5-XhYfO`Qu3_V`(yLIvIAb0ADq)2m5j46HBp0L)G`rp2|1_9#MLf}
zNedLUhf?=#w6L4C`Em2Z31yQNtpvMnzF-6HAwEbG%+6>l7&cYNhuMxpE=ZQj5)Guu
z$mFObR}bTCr7ht+{b<JHH-!v6ZE}pLnkJV9xiiI~aF97U9r(yTKO@KLkmL&Ha*qYv
z=WTja9k=HU<|obI9E^t7poX`Ct8XK^v~2^}R>VKSZ@_&QptX>dh>%O0l+G8MSWF>_
z?}r1J<Pes3bxqC%JRJz=3f2KZ*$pf`E5}#N*9~3`M*&c;shqnbYmyNg0$8Yc(0nko
zlw#2>|EX2S3RqEO%)XO`_f0X%{%!A}fSN6Pz9eU}R8^OWmjb*gZ~lB5I2NhPEG&-E
zOStS=HxH#UMWw`QgwCdycCtqa!fT~!b}QjyHz|C3YT&M4H)>BF?5v?1Z}*Z1tjN;W
zIo1y4u}U<fV^45`%^)7^7m%<P@=F(fFp3S7#t>99(2DMlu^oi<V{6g62x~)FOw?jK
z4K8AFIYfbqtVAXa>Nd4$Mc9JDw=xtYqHoZMRQp<B4x1JbtC(@|z~yIUK%tT|w89kt
zM9XenF?GfGz?M1S2oG*aJi&XI<b*nFg3*X9O&gKN;L$4GYJ$gf_!bE^1t)v!NGVn~
z$+fHwHZ_@+5MJVe<u(eQ>om0zy@pDjS3?<A0ae?FI1LqtBA{-;pJe{VGRWma;R-_x
zikMxD`!@|Fr4lPnNwvcXpoH3etQ>s|K^h^BMLHqlbDb!Lg<K=_2M}GhNcjHW<21H_
zFAb`jKyRRx8u}sg%C7s?g>B>bFZ%-nj4M`Twht^F=f))Dxq%-Q3w$xmsUUwK_=N;8
zNns$#M04c?F<Hkht%wK<a}kT$fVZK+;DMM*_e#(kg%B15!zhF`;H@r+(mpJo=^PgP
zW=J5%k=^@H;GD@|00m2zbP46n85q-qe8hP0<e>~=M}Gn74|_}bd$6FB8>on6tOnGP
z9cXM<$@esSOC`t;;sDTHB1>{RF<ahOlN?n16kucv<5j_ZGP0h4`XD>o#+bd5)l1xU
zUl#f$r1c+Sk>Z2k)pk<MSlRm~+H5!|K9VoClbTI9l_@zE)mga-_MVj8oMr2z3=1p+
zW~GtuHkv6&9;9!adaaZHJdS`X!ggKS(QQV@K5b&b$^0V7KJ~dORcanZ`yDZ=cD0Z!
zZ`I#|I^XI*c5j*TZk9ea06Fz|&7?>)Z6l~B$A*V$pFn0bjcYJtP%=d9>@DtfO)F#6
zB)_kn4&V3^6+Q$N`GWVh&~WRoL6K}M*edwwsIU;(vXal_MBE!MXiq$XWky8c3P6@{
zJsLo2c4^(+YRF5c!!!?sIDtfjHZWMztRL=p6h_kG8URRVpi=KGRWPs;V6AFA9f0kC
z7*fg3W?tZP7}z%*GWJaR&XBPou{a6dGv^F^M-g7C&;R$oJI3lNAY6^ZDa}7Boi?pO
z-^}Pb6;;lFAndSufM%W<rYQA1%}DcUrJ_5RFT!=NCFZglv3uquVi@HfDcDv9nsk8?
zOlh;KJcpdiDrsz)(jTvYTkS_*`5@w06HF<d5kas0^HRNys;Gs3M)Nd~QauK~c~0t6
zur<gQX{&;4rH9x7%OM|(T`M<j#2!hSv5)j8aRI{wsJ4U=FYxPG2+Ih$O??p~lOVQ~
z5o&5?y3~I&ph@=l)Dcns0~(kTs!}N+(_L@ca~PIq=x2e8K>AkfW;(uDT}4LijN@~=
zcrNKLUInKcQ%E80yCOjDWR^sEH_q5%oi^DAzNi(&CzP4a^flk}>RghMHUxI`++5f=
zAcZ6z#{W~&oQdoKvg-BM+0*H04-{*T-_9b9E`Nv!TfwehaRG{Urp;svvU2~XlQkG<
zLi`RCcp+7%oeG>D>R;6eBhURYvz69gg#Jq-3_--bP0f?QhWydGDMcU?cv$<C`>OcS
z@(p$*X{~?%n}HJ(I$rs2c7!C1@Ldg+exk;7GS*@TKsew043>nDPCF;$9vE{U0ttzl
zbynJd%5QbTnybYxb@X8b3XT{nf;P_$-Ej{W>r!xYzmJg|(w$jV<Eqci4;cl`!oYtE
zuWt0B5(S_fn{Fkte}n@7EL_8>6}$;cV{(=h0;HL#vj3P4zR5BWm$oUN2SgbUgM9g1
zFcI}FKTQd?=%)!TTZ}J1XYuq`!3Mb-1$xYilc8rHa#iKsnjC2<q!Y;8KALrNLM+vN
z$Ic+zY=E?-YEWmLfR_#J<I`ct6WSxvE7e8wG>?338nz=f9*7%N`is8Cnzmg1M2=M_
zk;P!lFCU>9n7=I($=2*|lv^FrKLoL14Uv;bJ}wq3PMifYV-d@>^fK*SciK9Hx%<rm
z5_o>v$JTtqUjxje==lP)U2ij9rRUUO@6eEN7lKo~bp?Meus&eaoE`su<{Lv(qO5D_
zJ7wHxjPpJhMc$Zl%+FK8MDRuKjuPqmGE#<2M!h`{YR>x1m&W^vX2pP2$M=+fkvzO7
z=bml1*Q)Y)`U4NvtbKE)FBs7T^)*8bpX0n&*}n5mDI$zQs@S&i>(h!m0tsWn3%1#N
z@;gvtqc&V?PEacY&`_<E1Kh6-cYq#uc72?%P(5Z5CDon0N7TA9>ZHulGxeb^Sk&J)
zx6GWbCZUI4@c~aI8{(O#Swv;?mJwR1AKac43S>TFg!Ssu0`CK6oViHb$$$a1Dj^Cg
zb25S%sv^angzCpGIkchJA}tLD;~-RGKrCLOg@vArwzun|aVY7^gpA4oEgKPZR?5kx
z(PvvRq-ERx-~{8a(aXY$lgJPlgWxX$)Z(H-ylvq_t5GJFXr!(~J36Zq{61;GO{ECU
z<iMtri=rfL;{{8M_5>CTL{dfK0C^tA%#yXQO!eUTT?!*N{H)JbWNO6*h&vvVWGy>P
z&C_g26>})8d2gBtD`lt)Ly|5P;oqmL!@(7&znWq;%<fi0IZRZLvG#_@S{!g1=3qKN
z50G6Sqk27O?1x4m7873b0=YT36xOGewzCt!u+|}8!n&*^NY`Xj9Fhm}bXy@)ET!U9
zXQsAOCz_F6PG8tT&0G|jkkEqA%<!>zVpy4HqV{5o8p*xYol8s0{@{k!aVqqcC3Ntc
zEi#|0^G7onrEL6Hc_`*L;hKS|-s-QRq%$2vTxxU0voeUi5^`@vz~6PN>ss!igQPd3
z_S>poIY+7z;i#`Hz}De)YI-b(suJwf(I2U;cX~`xp|VX8xF_bl9nCLkX8HB$Qkt{d
zgu?}54XTAPDi{KB{bWpSg?;5~MqqBxkBoZ4T${(e&^w4codDMn%9-xJv9-LYZ5;vs
zgsNuuM#>%|+A#@HK@>f%sY@g3e|pmw(hv!iVCs>F*gMAXX&2}uubcoA{hdK0A9`M&
z_A@csY}_Ex9ZGMZi5YjK+_xiM8I!b7=B?$Vi}cYkb6vrEh6VJ8jkZ~%K%DmHscLG&
zNoobThBqA@PTY9Gq3EHsp|Mj}7t}9DPxa7PrQ!2kWB%1Je|nxvl|AG+E=ZlCK~4+U
zgK`a3Ks^diHXLAh@meJgB-sFM?`3FL89eC=$@uURxMQ4O%r60hfCBY%Eg_w*R{~7C
z7*m$iis~+gX;PHrmUxutn&b5iw!@!;MuWb?9xFEI?a?xk^1FsV%vPcav|^@B!6PUL
zE};ua8CoOSi%@IuONZS+m<MJtDd6pqxJ!)Zu9D;#MzT`p3^`;8zg8~C=J5alFrl(p
z=WF}mi*sh7c`@KyR}`BrjXQw<iO<n&2VTXi;||8CK3gI49z7sEe^cG#o=0gE)6Z1E
zua#WTSlE|80tj;ewtQXW?CVsav?a)4|9-NC7YyjyUw9h!Lq}zd|2)u%GY5=1X26JS
zIjSAagC8m2)T@Wx(P#9URJRu5U0@O@s9eueb7fUzfoN6QtttMTXDd96-nf|5YVRKO
z;o?!(ZS>x2TIKRkBa*U6Y#=}tzeq1Lg2v+VYe*emvQ<<m4Ur$MR@Nl7Mc}s%W?pI>
z9|+W-Z3Fdkc~o(F)XZo_2&Kn%%e+WiPm^lw?h&}~pX5u3bR*=%Cr3h$LT>SAy%RT=
z)*`B40ypXEaJ^km3G-Q?v%H95F98V+Ezbe^kxpX=!Zm1w{N^}@eOA5mA~T1%(@!$h
zmf7(478t}nVo+`dehjlSY3dVjz~2}(04o`hQ3b_<*_CKmGEd{Ks32ecRgb$$9d8WB
zy%w>mQ^B}~UnQOYNi@rvqC$Lwprt-3MIQLP*>t}Py*zdJ1qfBgxE{WZ|Hm{?k&VAc
zvc=Qa1g_T07hceJ`eP&L#^uHi`W(HBKj7T}d0oA`*G6m)^0TzE7agc&4btfsLDUN!
z71>9_{V<Tr1E+WcHm9-x2j5`7et7_G48{`!1s-`E{?LID9vJi(d;8lf5Vq){nPEoo
zA-})HkyFc^IEaFgN4Oj+*9VZs^iGOz_v$_kw|I7kyP`$!iI0nj#jz88R&%@PO5l+J
z=uF>4;O$!aE8v#3;Fb6#B!b+^v_@;<z>G~@=!ASy4y~qr@96SqzFNv;p5~TTUFSrh
z{`qRX4|EUd!9E>)Ar`XPPZTD=ez(Rw?BQ?Oamz=TwKt1)F6-4RCcY<pwbz#=IL;}=
zMTB&Xi$ksyw9GM**`_*C)b`c;IU6>~%rUl#xLmo#Rf{89N8A8$7pPz2-VAf2&}jDJ
zs^`5hSuNiNL8YlAcanhHNBOf!#zl0g{p%HIM9OX-r5cbgNFFbf`dLE2zum4W*6p3Q
z9ZfHo-!bg$j4slPMLL9{X<fkz#MMZ;<<|?ByE0rkmvu6d-p(gf|G?JsVDVWFTKrs&
z=BPNzvD^aKax$_V|AEi5R#3nzL@a<xpDDqYXrdul?}y-;=P^=rmE4UIrHpVDH0xJu
z)my5rpoAE`sQ>Kl@w!WS!@J2{7__IEs6l?ayWU3Q3-(C8RO#SOk=_ZHfC|kL@lfZI
ztd@Cbbm9KP?)BaHDdr?JxmwOh=t8C{>NLXCY68792c}p%H&wax2OBPN8j~E;T=bw%
zhuw-qxhJ1jwo+evEsDR-f556jhCe>;8EAN*azQOiLh!f(M#^297n6TdSdYX6)a<C8
zQZay~m>O6aM4bn?Tu!J?&ElnKU`T`tdgiEKl{^5*kw}|iPvJMmr`eutz=t{0`W?71
zx4C9mu8j=?y{Av&JXB&rNg4POe-NW2ZRmZ^uz6(6!rG){D7%_vwF;s7lrN$MSdJI9
z)z^wpS{kg}ma_`YYS6WcW4W^!4Wi(gh;6#=E2E#ag3hTdQUhTMrK&J*gZgUwVC4WA
z2vhU*x?mM;@YiP0LJ6DY0`M3+=o@AtE6ZDQ7^5nbz0cx9MMOFji>aIBQb;uFl|^Bl
z?MR+d)C+niq+?ovdu5UwSJfGv_e!U8BtcZf)rHT>2xUE@L%~scQ*p*8TslsYgCbBu
zUZAzWC{D3;A_nMpkh{!kEfJ~7kB8NI{1pImYWSb}QwQqv9vjLM$Nk7$Yj{%K_=1lP
z^#S&Z%vm=~$xDPVXGBCiEWiYadOHO~L5sY<J23kabK1<wuUHwfJJnQRF(@Kxg{pJN
z91v;=yL<|>#0yQ%!4>rfL_G4g=KE{(WC*A$M=xIl<F-~AWI2n<{G?j1-Pb-d0P3IW
zyC7FQxW~eW1lGaW-gjuBzvjg^ou9%`%f|uK5%mlcUr=zF#hoUoI2vV53M>34f&J@|
zEPmsO$DegQbNN$~<9hz?@dA&p>=V`Lm{t-LD{#oEDze?~0<8T_&a}aWb}=F_)*nkw
zxy78no32Nlc0^fFFlKR^wHML&i)`{r)0B@Xe3{rd?YbG9Z*r9Wo@*vfFeyML`<V#t
zfjET=nE#yBm85gJxQ85U*@&v$SSg3GHCQ@xJ}!!{;SxbO)(?x2>I=xSYC_AZEPs!|
zwyrI3Pt2vQejJ==&kxd!^coz%jc&LI)!r(kDJpb6c_<c>j!@6VxI*{Dw1`Y2Vo*p<
zqSPAAGwlr%m$nz$C;b~x&Joj!w2t-;J0f(SvY6;%Gl?%jsy|Uo^aOQl@l9gub1W-i
zoA^t`Mdt}{VQ<usY6@Tad?smSbDeiF8x$?FI%Kw?Sp>e-QGAQXNld|iGL(<AcZ22t
zis~1+uSjFL(~T3NJD@yrwIz#yZZG!JyW~jo@C~;9R=Ka_m!L!?UIqW3He55UY}8pM
zs-fiO?%=W+NRE3-5Uccn{raNJ9w<+s18u?%m!zrVU|@2?mmJW)4MPz}vbYQp$ZOHK
z5{~JmZN`dt6ATIJgUdehgY?Uf%6f-%>8hUvxX)FdD*2D=GrurN;#kkyI$VmiGA6Qj
zVrL2tZ!FLPwam2=eq-+jdDVy#fB5KNWtWmEsJ&c({BZ+~GO^oO|DI`TGa5;Ohx)+H
zQCf?aa^hkp+-fQ3%URfX|BgBtB1{U=B46+i4}56bFTs0U=SqcXr}fUBOEYdlyXCHX
zzybe(8nDs$yNN}|uKZ3I(Wh1P=eCzWmdHdX@B;`_w8h{B#&sLPtGa&GDXFd<c?4cj
z2-r0sc<f-d5JXlYn#PY=$U1OFi{v+L31Vn?zVu>PE+Lp2#P0duTtomqp;-FdZjQ59
zw9P6yzE@dters0Uu5^%&o585M`^HJR*f{xp42j91W$O<!7q=LA8j9^pqdukm`8z)J
zpZI{SR&9{n>mI~W4xj1_in>(iXk-uR^yZ%1W@zj7p7oN(#}{o{X7>mRMsy~4S0>9a
zcqlv&U2S?JIBQ#;q+*2(Uw*5*rz6B4rL&|(3McO7n@k{)x22=~y{MfbONTzVDUVvG
zPk&iWn~w*wG3sP}Zh{jvWRUxE{7SQFGB(c2kF0C*kFWUH&YS!Dx{DDKOR8LC^e(B&
z-)|)Fe<tq?QfR&qfBSV+nGGx+qNV~g0pCRffPQXD=^i@Wii3q=KFI`LcwJCfo>z_B
z6@iG#De7dlRJVuONfr9^s{4#K)zggYl1>Qy;xpFUk#2^r>EWSo{cyvaFtWfU`q<ap
zEod7h+L*l2(t4)QPv!4Yr7!*)uRUq@6Hd$y+hH<?I7&UG9-?l0L;UmFGGpiI8t}Bh
zJ{=pa#{ETCuIN-b&4j4v$xLDUmeOVTRGEL73Vx7*l}mWd0PI04mYmSG^VTdyP@C>2
z$?_;iRinIOzGWI``v<f0%&pv9@?|Z==d&)%Qtr>=kLTM~#Qy-b{44MD57ffI^q)B>
zj(@4F{+n}9jQ>zk{U_A;4;2-|Kd$`)_52fb{KvKbMP(J|zdN4(3-QZ8Fv$M~{PG{w
z7yl1_;r#bV*#C`RIREp6{(m!6S2`Or2W{~^E6RV@a0i)1^XAb39UI-CS?bXHbyvT?
zz%>W}nLK<6RC&Tge-+R~<fLEb%6N|0ZYb4jJT3dH7W=~d_`Ho03{z}5r>9}FBBRr;
zQKWTyH)_Vjq)*nyPX1_r^W8#!KV0b1_iC>l)&30SV$yxh4jI#Hw#{=Q{x;1T$@O`^
zpk~HOuC3i<(d_nm`_l7)yY+1NWO88CWbAiaI!)^IMz+q<7rmRXHlC7`a&+-e&C)8o
z4E`kDe30h{2N%)9_&m@%wJ^?LY`Ys;9ZOHIYXAJ)xSc#<e~Jdo=jRXY^$w-?9>D)N
zzz$vc1lG;G&Dh$FCA+ctJ<ZwGlduB||B9|HQTJ)mKOTHLfKRV|%GC!i>P}3O0RN+Y
zHux!8vKvdXv=_Ypvg#9tVt$|B-)REHp;I!6j&{o%ulv`yPMtcuFWMG!gPVUUXiH#k
zao3GGhNWtJN!!C74*&MmC3CnDs67T}JWZu!PkwV|tAm~^dftYykGrTtQBL%m^KORr
zm6Z4B=i{L_g#U*p4@Ys1*1O`;c`p&C7)?Il`iQ+!LA2t^c=yOyP)n_7ow+{lunGA#
z9sN(+Fb%ZjYW*iSqxPVly)0c)8pY!9z8BHgK3Xrg^jq8w(e>@gAoC9ca&VfMk?3&&
zR<JH0bSVHa0wIWDa0vRkjMyrcS+KZpzIJr8F0}9GXK$dfG^<p@o6v{eQvo&|mH#bn
zhv@p&hQm86KI-N<t@Vm$R@@<boz6x)vPJkKo+_uot9kmGnLWb!pbFOOt1OWXpm9=@
zS5oWkAIrR;FpyMxpY3RScE`rTNZ)WFS|msLwURJ#0fOI?Y@w4;hTF#^&RDk0Rc28#
zX{RxTNg(I6zOfw=b=Zl4KQ23pXRl+RJB91!N4rG3iVhZ_NVNT!gOe&@uAWOsl-1O8
zX2A2NSq=9xmP^z^ZKZn=4h$m%cH9fc*%4=JW%rb?Fxv66P@^>5M22mx-0&&Ua`%x+
zmMoWR9;+`2diK-+EVvchT;O4iG&ZiXUlF3NaBJD`*3dVLov10F!^x*PaC&llb%#T4
z?KN$vjqsxfI<Rj{cUo<l*W&}f=(HU>{3Xu7{o_eRc@(*5t}VxPoZG0;lQf00NnQ`j
z8fgk&hoHwPw}ZftQChLODoAv&dU)?50rL$<lf%N|0w$g6xII;a_@p9E7zpYmkha;X
zz=*p2j2t*|9bj61t9Um6Fm71Eh#gSG`L}q|=gB!Ij_(Tf&0y4vHz$miqcOPy##`ra
zS*k2bwc#R0WN#u;%F%vhQ;gaW8opFbAnkL##rucAQ=-tvQFN)f`a|CGKIK7(?p})t
zsenL7MJ2o!a4q74J&_Sw7R;Ogs_3SS4gnazeurVLc^OM<&b@~h9$nICLMA2koq~Pl
zF#C~ga$wE@IDo`y_JJ3AG9qswdXhny#I<)dq_G{QXQ9VPG$`ysvF7z6pR$^(723Jx
zLwV&O^OhwrzgGt9Fu!^@5+ocKMa|oIC>BV{qm!<OTa>?5L`FjC0wQH!@ukjRM<T~$
zr-{W>j9-HNcD29c09m(3uD@A@Ot@~Cua-*Zb-p(hH`()r$v{o#{T#py1$i`EhY~@^
z0ii(pTnSjk{w6~2TW$s0FSQW$D&nZ(1sl-UDs7V7f&IkBfn6%a8isw3VFWpLBpN5+
z6L-NC@|_Ogub14Yx)>iH_T%B~Wr`SyHdj~D!`<mbp}VsQ;wyB3c@_=$#fV+r_5cO`
z!LHd~YJm%pItm9lX)KV)nWAkvSdP8VjGkg%G|`3<kgt>|3ZqN9sV&PnKg(E6XC#He
zpNBuvrMBH6E~X-X<vmDv9CwB}99XX|r%(o-jQAu7awzvE_$tiI9Sfo07H~rj0I`{i
zhyzb8cAYa@r2E1jl}!98c+pJ+IZH?<E1dt(o}g+D8zYp4i2jF}WkPV|*%Dir*qP$q
z)|mlZd;g8BZMZ?sI*@l4sc-&zUK1UMZV$~Jsa{-HxDV_)J8eAC`vB$~f<76K6pw!?
z?5TXcJP2c+s0WNFy>XLu(VQW>cTndyPx5TP<;Ijw{hlQL9$k>F)GLBJxCl=H@-^E~
z_~y8d{pwLoBQY0<R|7R)jMEBduJvgsa6o^+TT>)(-_+m<u}rkw)D(&-t3jvNBM5u^
z0)EVLJU~<)ROoB8LyI6WxHZGU9WQx^+@Kx=18^mi6#QGN*@9*K=+yWD8u93z0s&pQ
z)%R?akY}y8S8=r%o$&(FyyxH%M*uFTk6Lld@C0e1w$WWr`lMQ$lwM$Zq#8%u%J39o
zrZ(z5ohclPRE}vaV&U-Dj)7fbHnb^6Lu+U@u~_@WHk~URP$RGRYO9kUBXTYBrsYWh
zW=*17Q2P*>x`j<#ka6PdZ9>K#6+)RSvvxCRN_)6L*=!(WTJ%6<NxN7Rmo0RHq?+ZD
zM)QE!vI^2$KsT8A5)h+1yJ)|fQk4lq#ueA9BWo#zp%8g7;U}PJ)Rs>&nD?)eS(<i(
zspXk;FxI+;*C-_csOOoX52P*tkNTE!xv)Ca0&CFSyp=`6q3%2D?jzARU{f*lbS6wE
zokNE<=^9autq`kuj3+a6Bd2Nd!fyeWL?bEQsP~jr?J<l9^hN|JB{dN%O;Ed59tUzy
zyn7@sm96lDV8L-b(1KRDFwOCqlJXwmBK?8fo}$Mcah_0uVU#G8U+%$FP~GO$^!=o{
z+(nWS%4)ImSUCzaG7nYoLi2%}cW6iA{5uMU4y?MWJTcG-0e(mi9ABW4l6JNLgr1X#
zX{5gQabY3)mX>9HYDg)z04}a1U>8w~U{cE0fY)nX;*XcQ;>1a8o(zgq3&-z;&=Ffp
zLd!5qag+*Y1t6OyRMb`|VaEM_<uDr*-uz>b&|q}w15G(L_4>4G6O?+)nCNqi=A#?=
zakmo%Sh6Udrl;Cq8MszZBp84039~L4v$Jwufr-QzM2~?HH{+_6)O|Bt_m^bkk>4ZH
z&xST;%A1FSn0A+}wz!-^A*tmDQlzAzAG*}+oU=d<1}3O_v_f2c3lDoE{1piH73DnT
zwSF5q>}!9EO98jXfQBWQL9AZ>krcPg(3hLX7LJ`b?cWkl!V-QJrPWYu;6gagjzfdi
zwB9nUl}5K<^hQ|(>D@|1n|%OZvp-jyQ=Sy%M#8pE&l#ep=dMJFN9!qjo05{Y28dKG
zAum9+@%shjMD96Ae9@<CBA%ZXUt7=aKmq2jq|i+W7W1w@sMsx8TMNy4NA_Hpoh=pn
zN4iq$%GiC&-4cSk4LM`H<TlnF6lDu!It{-3E0%+fIaG&6*K=G0X5&u)dsBO{T4{Rb
zZgsUfGCpVNIIWz^Hc{+?L;Da=z?k$CgsN<WiLZk0xEULJ?Kt5V=-a?&J}kdlz~<q)
zLW0Fm*jqumtZX<lq+<QRcMg<R5Bm{8qFm4?!qA%~E4YgQc^fw8LWd5jgnyBHx4T{#
z>wNBB@TX*?#HjLCI=ZIK5UtHghs#VCP4l;pvvdt~KJK4l*Pb{cjVtH`<<&<--<LIl
zy;BtAnr29jThjp$xZ1k$QO{|lnNr0tNR{#G7C0Bi0vTbNYitNThJtZe88H^rDtfC$
zVS1=L#fS-MOBUr$StdN`o9B#ZOKZdYl(t7?XlWV#Lb5IN07Y<RQF3NTidn$gw$vWr
z!l#ezLLIcx`2B@~>6{c>{+VD-gfPyXBA-8~3Nf)Vvff)h?^rnkhR0$yPL<>eCN|TE
zeUH-T{e1{Z2@Pf<14D$tITrqfr>~P>6e0)KqQ^m6*$(y4AxIcu>6|^?&o|RHV@UFu
z)+P03iD4OHp`#!!16rPHtb;74T47?$vE&Ob1<MXQQkGW_dCbe$;7m5g!V0II>>m$Y
z?NzF#z1IzDCT(ju)PB}DB#VF@)wqaB>XQgPV9v8shkI7tah)S;mJntQx#zLQP$=ZN
zux!@Sj_#d#?f_%y<k19jb@q|4<N`cGlQM^$dBsBSkml***Wm}4_EaLReQoJ=D>t+(
zT8vP}E^cC>a&uhMokTn@-fE<6xC7PCgE&cb)MnqjKun<b$94PWt*9~dgSkXIa`$~0
zj?xiVE20|8(*95hpS=yDU?{=_2_<wL4h(8a=^2LSLX0H(`osOA97_7_mGF|Kw7kXy
z7&&^-o`jzP1P9<sB&7>y5U>MdFXlH+9D=1?zh(mS#P6;+9XBm@G}=x2b)UfyTKmV!
zS`u=al(?P=@o=a1Sw$N8*i#ZBBb-iLrGD{qh!hy;abjE-s31KUuHU-A(OQkGq<qb(
zh!waO=x-mAJG_|cAkzxlkU)la%T;9gVyqVUM<wIdym%|}BgA&m|7}qnNvkWU$~NWU
zz&udgw%0fD99rORvEx$X-%|jal$+rDPWUywB5#bXW8i#!tewgqPb%JI@Edv0h_Rm3
ztCcTN<?_8Rr^TnzKSs!6Et8>c>ki(m3DH}eAJ6Y@`FIhSdk|)Gblk#c0cx+!yKeej
zR=bm=MG|$?N#2M7o9XnH^(Lhx*v)!;&iilzJ<f(1cx6>#J3knoEv*bqBY8(bb&$1Y
zJC*(Ba-|X#uNA2~BIk3je$`#@-8|7ihtkYD$3Qed$^*79Qx5<06iHdP$@~v3H6+H_
z7_ZG_QLVGL)c_u^wh@Dd&v26BCp>83?8tuk)>`FqqP#?WLeS%+>n-_8%+U8Rr2u0<
zv&gF9#5wIR0xs2vj>aWB$z-;oZN|XCIQ>)z@%jDfh=@s#@Dnk0NeGcBo}DsScV?`h
z#HVQWpyeeeWPjmcF%h|nKLuBFWw_|iIbv5=%WOcVG;1*;b~2ncS4%ZY(j~pPcHwY;
zXR=t(h}aXa4Y(E1^OKU@8~Y%$huRwE6?qF1l^Y8CoBP^Tx3d`38B`MwjtQLBJoNIT
zxL#5o0x)Cq;@O>#)+d~a5~g-rPAzj<vtX#vjpT_<t+1)nh2)j@SD|F=W-3MTt3jJ;
zc~WzVM)wmkwqH1%h`6M(nC>^lpmf56X4>ZRZBstE8<TcHlOR0)r*!s`3T0wfm~AlK
zx#5e^=II-}7eY^<b4)k}WT?y7rBLF1Ou5>B(xv<F-^_z?x>qmXz!5|NqI(C0@6|w5
z0WL5MrU#asiwaQOS$-SasUFJ<l{u~ocy13Sjl6VB*kYUmw<6=2YOH4ROieH6JTd^!
zck@nRHS_XJjh#Q>nW~2M0GN`&JBd?b^G;E@DQ^9?f@hZcuz+tQ+acdme76WF<(2V+
z3qo(#b)FB4(czU@^I9N&Vqj18T^NKBd3k2AT5`Q*ATFKtN>j~$2QtUxohmEH{(CPc
zN{#OxJX55SMm$s5f4tT%$F-5moXcXF);O89{4zGMFZ*I=wQ}tN5SB+4xVGIQ?lLON
z8AYs-n*&k3QMH^cea*ralN(_RI(Y#*S2-3q{b9>NN7fwhtNpsB>B9<MM&K}Q&s)9w
z{^-7WR!(`ODEnu+Ss*FzIm2Tl50Z7L<RKskM}EWw*!zKS%Yv&NN?p$Hi9c{Ob7$bg
zWzK3gM0cQY%~v_{{x#OcyOcfO6!jE5W%Q7G)+myrR<!b_Qp6O`dFOsnhYl#JU#SKp
zUwi48Qtwim>;S2?kU+$ATX6d=3Rhj==;7DDf+}|9&{!PT^E*uV!uLS8pPlYdUCjeK
zo5Y<5f$Ng$zb)8LqW+5GCJ$Xr`sJUw_=0U(j8}n{Jgya6j0OyrxlWDPKd|vgP|DTP
z$j?bf4kd*)jJ+m>cuq|mOrU{A0Ou^oxc~?-0d%(f#Xw|KIT|lzaOZ=Pj+a{fQzE+0
zL3y9lX5=xbrgXf0;Ey<pn<xGCCv~B-7Kl8ro9*q5vX<HkZKAzs(_w5qm)f2v#iCiC
z{H!<%>!m!`&rxEjH8&isRytO>7aYhX@W-`WiP#cIB09MWi{guVP({<{?+sQCEdoU?
z&cvN1kj>%FJbtsCU`;5}i9qLywa*cx^LcWqE=<q9+Lr4u_3y><Y-5!#4H&{Qzz;zg
zb!HBy)gZ{dOB$^zI#$fe$?OV261aR|GSSP0P%v9-JV-4%VN+Zs4pOy7RP#kOP_$5k
zB!u-P3N#eV7&sudNSK&$-(^kA9H>O9JR4~=1>$s3$kV>!58e~iUT8|xk<$_|YZ|dt
zH5bWa@PE0|Jw)ZLHBKRCZ7S|6t(;WPlN-j5VCAO>31T#4nXrhkP+bU&!=Kp$H}1Y?
zOVMO=v}2Sipsdn$xSg_0tV$0}5W-<EXOtiF`m_d(13EDIwh#T?)oYVZGd7#xVH73m
zh%z6rRe^BF*`Uq(`Ptawc4~YGE8(*Hxe{ZUw&q&9>6uPxA(38yv=~HbTO`f^(e^)(
zc(^(a;(rY*8G;7vS+WQxBhEO_dMk`FkJ!PzhcCv*Pr7O>rSNfuZ_#3ps*kZ5YCO%h
zCf+u^d0_^(6bh3A{sO4*SFu?_$2(yD`#6l;zmJP^@-|h=$~kE4e!aOoB*;x4dx5zx
zSK8(qKcQ7Qu?(hKCKr2~GVZn57IU*D-zk~62JVqnjoCoV3U*jLLBs*Dc-;EX!|X?9
z|B!nqZ+wpBn=vz;ICJ3J@aFJ8g49Dwwi`&Lx-z>Zo&QSl=ToiNAb;-)KJ_S&cT*GB
z>ymoB=yBJH$c)e8#vQ4$>?G_zS@b~A4y5CH+ka@0mwn1Fq%a<NT_OL5X^!W&W=zYm
zIfPGLRD{(^zvvwUN1lj`YRZch%$LV;uS>oYn5N``;QV?NAbk~M)dCk}K<mqjwCIlT
zX0&^07N@Q|5O1$66kU)6$re%O8IF=j#SakrO>ugfSqculR08{2C`|+r;r-0>)!IYz
z&hyreMYGHgO{6IK=q;pOZwM9a%OUSYlokkk%6t@mfSP@HA)on)6=Se(8q0@uj-mGJ
zL+g1S;?*h^`grM7j7;p2drog%dmT~_o^OPxJbj|32X8bdV)tU%+|EH@AnzspGDlY#
z???CK^^Od=Dz(wBK=X9oaQPP7owkY|vn;VY*Kfa240p@Os<X2+7=LdSFqbsUZ-D!^
zj(g11<$SyFUi-+}PPYU3nHf@%*ce$wTk|Gz816$qb3Csg33<3xQmZ~hm_UA^4)RbR
z;=u)Q<)>}mMO=*s{5)sqV)`;+xemFfdWh3|$Hby*UCJFIMdGh3_$#D@d?K#Zh##0u
z*c&&nYc=x5Ww7fMLGry>7Y=j>$RqNx9K51QPJqq~>x0I6-xI+Ojn-IZ)g4ZWm0t{p
zQ>R-MO+QofUw^mwxR6JDb8ri}$LGy&MKkcqKS)bX8zzfhA$Xkn%-nw&Fv0tR|LoPp
z;ylwjs`Bx&^2ms1A8C_^2k<M4Y?C;=m_y?U&UZ=A^7&3l6E`RFXfKez^L3%UwsJ8O
zkxU+E!hc6RgXiwg&W(mt?!A*@x8K7aU*10i!gWH7?2j@<jxI8nv9_PECM2RoPJ}DC
z|HRW!>+v0Wld*pWrFDDw3|2yC@xRMl5UW4Hx9e;~lNj@xYNxRWk7?EU^^bYP_)OA#
zm`<PGhT?d<@NN#QJpB$?euubb{^k{ChvebwuL{wd`a~o8q^Ks+0pYyVt8|ZFWr}m{
z8`Qi`$NvW1o1)PDe`AM#4zK^EUt?$c&!!B{|4kL#{~!7_&VTon{nw#`e~$3~`_aKa
z5AffU8=U_hMEMsw_z%ADKa<?J!k)Ax9>3bwn?C{7RyOYT_lFa79H#_?xip9iq?JYn
z*_Jdlg@5~ut1_E(oV27)9qPPLMOTII88=kkDeaxvArG7=;t<bHTIAp^L_KHN0X0)u
z`2FpW=9}Fs%ka?4-!qeo_xSllPXC~9j5)%<Eki{*HR<ixbxHA|Roiv-v4Ns$|A3pP
zNZ8TQO=>Q~43dE+o8_CC%?icqI>+o^)qut|_KSQBnV<sW!~y^Wm1XLKZFDrRfVn|7
z7{Ri?$;QW-%I`$yejc?h7upl`mS-cc>)KDqc&i?!)bqGU2ut^GNt6OTHrv8PxH9nN
zNpJ4n0_VK;@hfWrp~nb-6Nm~R<_<ySwL+zY3{B(X)Q>C9w>>}U0<ix?V5Agx^;uR~
zGmvc6-NTpNV(CG4_hQh`m&5ygI+^>s*XkA^ZzeEr=VulE=}mm^tP#L_5091fkAYt4
z--h6KWA9VFfZ5PA1+qmU;6Xz9PxTRo`JZPK!dwJb-_D<h$I=gKjIb~&L~tzdYN3|^
z-wEzabL4&4Gy&u$rfo2`zLoTdQ&kDFRn{7&a|^ehSgZP&qKVZyF(d-)>1Ic92Nd%~
z(f&|6`V`>Pdzl6hVc(Xpy?Xw}-Cw`gRr>MeSi*XS1_`v)B1Q#sR4EO&t86|w?#fM&
zM@H_<FoCV+9T#24@(O-=UFHb}VJ;YM>eY%4!$1}g3|R9_yWT2Ahy9%+)fMp@6Z@-}
z<N4V!%^}47v5a+BlM`nQltDn|T!llZCrh~_kY`idQ^A0JWT=ZkBZ32apIggir<?7;
zvfwqwD$=X|uGeyPf^^BphJy^Od-}bZ%#P~~?~FMi_USWhUL;g^C!N!ztW7xl5*#g}
z+t}Z%QVgL<Dx6zJQ0&%rybIJ$#q`Hn?cQ~lwGj}EFLzzUp!jJci>$oHah0Moe-^}X
zblrpGz$1Iph7Xwn66?tSI$1%o2=Vw)vRvT4E}~}7J3_nbmpJ=H+3EhW`63IPLiF1B
zL=*Kg1P%qk;R04kmG~vl&gGfI9HndSatpazL0q6iq$3%hIm`ET!@Z!1b!iM>E}h={
zHR<l1=M^gn3xxX`L#+acQ2^7_Hf#5nlFUqseUL~LEN|3!o446B4*nz$E#&-D5LvBZ
zY2%z*^|1!*M4aTh3+iZh(2Uh`CzqsnBc&sm&rGuR9`TuDTpt$KSqR_4E1|6<TH~+<
zR;jjm()NM{7FSv$N2Ab>Sn02B`Tln@IVXEjtJ9uQ3(v~OzKdwSMdcLP^b{T8$DbiH
zE~crOxkHtP8<+H%im}aL=uKQ5GA%=w$SG>CQydazi&no&skP`77i8O)!l1OxmJY6N
zp)XKzOUl-8f3=#5FK%2)T%pwPwXQ`8@YD&9#L}e8&)|b)nNLqX@j@6jC^kn<Fw(4G
z)S<}n1Xi6%6IYTru9%bTHn|if<DLz|o%_{DZhT(MIjDVaf~^yJLOA#pFX4`LEgTLj
z3i`Q|no_M>FdNiP;_i^wRLf4%EraLQ4!L%(W(e-hd4z|Rs~NUssl{E)`g0sk030g_
z>{|Bbjs@#*WCHJ8UfARmXl+jv`0VaK@mAQ_5P1+*UwI{r@vJ*iyQf(Zm!ov=Aq=m9
z^;{aZX9_0f;2t4WIF&$lt<T^-B|;iGxhZgv_6b(rYLz~G<tf4x%<BlK1f^oBpUbG4
zhT}~0$aX6}02dJR9@Y4DD6Ufo#I|SMRj{8zK(ZaXZmoIQB<YnJosBEa(dNplFviJu
zK<n6DHBWVq9j(%@)ov`%SEN;UZGcu0xezze18e~5Li82D*!j&H#8@7d?q5t#*Y08+
zXz5Xnq-C`Jt7gY&O|<H<w#5?wL&#wXZ(R|sB5A7+7QEZm@EbUU8gZS1$-}Up1h>)x
zz>W`^iTz^Y5O7X@^b}6{AT!!l>`()D*_<J&hezwLEI|$E#gK3|ytTS1Wba%_jvz2f
zFx_P&?EF2iQIMW%V;x9AR^^+r!h(lI1pIh$_1CKts1FLnA1cD`zSxNmoy-;hNzvzS
zkrI4oiK#xGcQx<>OgC1odOf6G;mn|&XDS=u&L;QI6MXI27?NJM$)C5=s?@MlapZZ!
zwZ)40i5=d$F?S+<B}#nNBx_3B39U_mG0Pq`hpX^``WZ}8Vmqj+MLOhs%Q#h0FWt}n
z@}jcqURZ^*D2E}|cSQuDk?b<9W#_mhHS&|}es<RVb!v{(H{C<Bw($@Jq^S3sgiXPF
zx}hB<F~y;M3pv|b_bHODf(wj`1nsjzPCvr__Jcvk`HC^#>q{e1>?wHAU=p^NQjx&`
zI4i{OAtO`_S3~7d#l1pte>XL11swfN{x9y{0<5lNSriT)2!!Ak2u^S|?gV#tcXxLQ
z?gV%D;2NAja0n3G-912X$iIQfOy-=NxpUt=_rCl7?_;rd_v+oNyQ)jNx~i5KF@aB$
zGWL4a*@@f}h~!PyOfA(9z_cjuTDiI-H9dRhh#OC1prD`8Z=9F-Msi2?P*d}-(5DL9
z_Dt?-%PjaGBO@C7c%*aPt}mZ2!gIBJzD_^M_lyL+ne!~l8zA08^ebSI*%Qq*UgcH2
zJFn?fz9qI7ezkL)Ni|)cU?r^jTEM-aKcE5m@EFzoExh~XaJ+5s+iV?Xii*AwN}}D-
zuV^Eo@%;mJp{c0z;(X8u3JTMm+Qp5QDjO2k$YES<)^(wP>rg)j3_3MoW@GVETNgtc
zztgTY7-Q@%LP5G}qN)_@=~%JgNHxsHC}9!2oR<8|BHWeXShXk3<n>Qn6m3A{cKX6g
z$m>(48=}ZnhOlv+Cilr4<3bbs!`B8=V*S??>)o2VqKDz8AouI~Y_DiiF7T=*^(UO$
z$m>FyKKFSULV5w<aFY%4G1Ln_6;|a*7^Pr5@h^I*&z1RJSKfcLr9a;*4I&DcQE0>5
zL^XVMAhGZ*rlr7B-33NU-_*(#cGvKlm#fW#lyk!IFob=kgQG5?$T~*wiXwnxp|oeZ
zTH|LgwR<*`WJ12^Qu?!n0Y)}Q2OEZXOWJDC&dmpGzl}a;D4RW`QRF{9k1oa9o>{E{
zOY2d`DS2Zc0-YNtHz2_&V}6t1;urqH1chs!oTemTeC^7@W1QG2-?}Vl2qIatu5WFI
zb>0NuX5yPY0zHwD!ScHT+g?{vEWdY6z_76LexFTG4P+I`b^o~Ih!<c`C8FL)3lqUe
zis>s-y7s)8uTL;cvaL(XE-BYY2-X@2ali-ytieYd-7*u3?D8^tG-P0?w>tDIte_5T
zw_!y3cQDQHGFWNE{l#&HWu2B3DW^M<E~1t_H{#)`R|ib7)KLsmK#V)A@CuPv27t=O
zcvO|8966$hK`lG;u`&prOyA~f_pBV^ceb3_vU63W4%v<&BR82SL#8B#hueJ_Gf!Y>
zQ<m!ZX<i>*U_t3vyTsd>3R8#@p=C}Q*Ti~@A>-IOg5uC}1Aq7Qb!j8Qa-VC$Zs1c5
zhyzR}az1+Dv393zI&{s*7KH5>)D%JLFQ+Owq`P@i&LF1JRrxEytEJzr0cQqatsr2U
z>6op?vGkzxAI-dG^+M0$dzOcFLx8XLL)_a#jcTeUW{f&U*=8h^*70Wqoe`zS?k|EO
z$ix}hY(rtUzzd#h##oCH**${`%$f^nRJlBEk^nB4Eh$$u&ALkQF+3LXgOA@W3-D~<
z2-~rGW~bkV=I@~f3ohgYqT75DJb6~5c!eqlF+=gBL6qtsqhD2B!ct%om2^|^tom)S
zpJy)XA~$-ex$P~M2Y<@z7srxT&f+#Prpe$VLJD|I<iTGt^m$*oH1H@%OyxhX1is}Z
zDQa!J@#Lm2I!?+X=hAe=yQ10~M51f3|Ko|Jhp`ZCiLOR5Wy~~$*Te=M_P{E*2YR*{
z*S;S($&)@Y<Bm(Hh%itzeG0<Sss2M3j1?a=q0njwunWj`Wang3oz*q#oRTw8YtT$S
zaW;&QhS8~w%bc`mSde~<a0_A3Oeb73M&VjmXuW}LxQJ9}+dS{&A!30dnY8>DE37Bu
zqcYsH$Py6RDC&&58t>K=r`?`nTOhKq=~m_NphA$g^g7A15*lG9Z;N;v;Eba3X~Fm*
zCL&g6DUH^nUCh^^HANEO%!*X{A<_&y2ZczL4Dyf9u<?G~iIU3K?X5;6i5E)Z$GhNd
z+@6P$qOON=3^CgWijDq^L<H?3;0-NIA)K;tw4y{g1rlifdw2Vcy@~Kyk~{r?6bbss
z?Jw#h`gZ88Fk8qpgv_%>YZbASwD3*?>#c<+LEO-0tAyVvpv*TY&}X~FQBm-N<4W+L
zvBgs|1FN2;r1<u;A}U!Y$`r;p4VH<6l`E`+ng`$p^syVza~Oh|GlvnY8p<VycTBK5
zFh<NTy+{a+5objdEZ$%>e%_N*RBo>3F5#n>-w|p%uZxn-DE|ZvMT51$4Z}JiHP4Zl
zO<Y`}N?j#&Zdb~Bcl_yhPR}c7WYm_s6s}t=p`p8rAr>@x`@&&1*41zvMH~Jenk!sX
ze%#Mw3kwvsr0SkJ^H|3A-!aT6;umIk8()n?>6YNWbS%L#-1_2W1KlMfRPL<Q4<|Ka
z<;La~g-xm*Si?`!XYo>qR7XZ*h|7KW<aYEzwYZ|RVrzgj-GccfGeb5gwU65541=NT
zI0J1TXys_qGsAs<DsD+s?rvXv3fH)PP)IjoRO7=xj<>BZDtG5@J6PkZ>zJzVXxA*<
z^diAA{RH8LL^+?laJr(MWoxzvBRCr+Y*B5Bd$jOfZ=PKB#dMrF4bvAzXdyaz>X%~Q
zK@xC@tA4Q`|KaWj+!N9<(9`|MxWMuw6T|<38{qx+(iT9&h<kti<~9d(X}hnM(zdhH
zx3R!wXUC<sVqwMw{s9}@e`mo3{ylyN&;Z>4f!B``09bl>O(U=!fQA-Wy7!8^{}q6S
z4p@5dhkGc|14|D+g%2eLVCf;>IPPyxSCZ5*(bu(mc)AmSh6#B8VMF}mzJR60{muK4
z-VfG*k{;-g$oTskA|LDi4Ni&xnxC^O{2NUTzk{1v(8ki<>ZiFpKIEbH$Mj@zspV|6
zEo`l{ZS*a4oqtsG0_*wo9gKDLWdwQdD}Mu?jJ~a<y^XHEE$+kG_}SC|p!wlUdXLw~
zNBsut`wpmovp&$%K9mHE&46nFms-F~+fJWPU)NGk|Dj&iUdPVaN*{Q`(#HIuhKI+}
z30D<}YZ_bz76vLhTxNOz6$`HV!_EK38N&RnMNdOTi%YGmjeGz32qWPC$3I&;8+~na
z7^f6EDVitkS#}V&d|-a3I#e%)#zy3Zl-k-mq=sZNU(4f#J$n+z2X*_;bosb4A5)(E
z1xOj`{(l8hzym-5e}MCT_56uv002PV0KD$$|DVB4E;kG>L_sP{*(WPRr7%oQLr*XD
zT4GRkSdv~!h<bxoibjg2hJKt*p_~RVRwegZL|$kWW)1X74l&%+FK__(!zlR!2jbec
zrjM%?mzvwm%1HZhEdn{oV^S30nDj05?(z1>{QitVekVIYSv%mef9&GEGvI7~XE67x
z3Gi@>m;1Lb+`_WB2HIw}`ak7l0X+Cf|LFNQ;sX5PO#Mr@;Co2^GiClxbHe7@hL59C
zG}f~-!ex3GhLFCop^@Eh1zt-tOB-1$ZCxOVJ~9YF8|??SLCs@qXDg*|!)s}7Woe-g
zWTMRX!~LBK_&Y1$p3po6D+fn_mU{cW)%=4C;0b3&Jz)ZV(U!G~f8T=o`wd4BbS)60
zUt!^gT^2Y6dWPS@3;2a=G~kby8~=|1;WsWxEo=egYF3u_Obyr0#{LnQzW~fVB4mHV
z{G%uL&!E!PLbrSJ<Vo}skY7RKhfoIg0r<mo{<ARoeKq_c3Vx%X2joAlu1CIlPee?(
zOpn}DN!Cu^3h0mze0TNz0G0n-lruInwlMsu2Pti13%j4n;@WmL#`nDXek}tj6o@EX
zMh52Jne`vS<6c7iSq=jc33x!}Jw^XU)W0nqTx;M6AIEwBU)LO$+UdS6pCzs|F3hhW
z^uy>4oCF=sA8X~8AbO<O`|18Gk@SCyU^qItVIBxZfuex-_Pb>_RX-6S^qVLw=~%o^
zV(C@~7Wo>ot<NyOgBbn_2tTATaB4pj%nw!X9tA(v3GF>xA5SO#r-1NZA(#hs@lU+v
zFA3&hcK3`D2#KEv<_CQK1c*Pl@c$KpVW0=9ntzvKfSN1dhvxcsD2C}@Qw;478TV(3
zp}l8K|0rT;e~;JsUq>+vo!rl#-~vTVSUGsm$M2p+ID5HrX9GtccGfG3u=11=fzswl
z({pm8Uy7KAiT$=texexKUx^snhb_eem;8T#Vjl4LpsW8bjsKcreko!ecVqvw9R3%`
z7&@B2C1Ze?1Uz8#Z^{^8+kYuzXn!qZXn!SRX#Y3Mn14{p@?E|jNCaK)A{$=$R*~^S
z3R{4`dV)rU`)i8%!9)KnV`zURW9a^$k}(f>{7+EK!|eV^#ynaq{*hwn{x=Ajze_Se
zA@hLFze_TIA!Hur{TqyaQp+CfIR6BrKf)XTN)QA7L38~{ZGGIk{O5I62HL+Zf$4z!
z1b98}LjOquKPthGn(L#^3T*o?`3c<*QTt~J{9xAlC*b@ceEteJK-B%L);|K|H=X_g
zQ2%-0JSg-`e~a1D0nKp0>t6up5iE}&`VBbre*v7I<k8P7=f|G#XBCd_K_z;a-~TXh
z9+kJh2_2wal<q-t{_E||pP<9|7tr~^ZvSEF`~cdYp!0_)`YY)CH__GKWIA-rK;S$m
z`M(0rFX)Q-FM#uti27;iJQ$Duk*?_PyMEjT{UvaKrszLW7J#0S<|oecd+|R{UkpHA
z%lMOd^RITyz^wuRc>R*VfE#4sEj~+_U+#||=J^{V{$oP~p#PPkOaBKW{x>MPkCumj
zlR-&WZ+&HTa}(;xlcOhMzt{mk4E@J6|1cRnaO{6V{l9fn^S7q?U)TXZVCo;WlaHWJ
zo}m2FVnqLgPXZYP0Pwp#1jx+)d3Q(uhdTdn!1tdFh`$*%|Bnrb{~^AAQpo{7;rqwz
zf98Yqe@Kb{scHUK@ck(8|7;@s3w-}15Prt@ul6SNe+Y#CDM0*PgE5e{H&=D^!JmLQ
z{F=UhV(mZU`^Pf)8Q%>5eY=l;wXFXu`2LlJ>tEyhVRAnh-5>PLa4*jOk<kIw+aEIS
z-+=GG#pwQB_<k7rk7@oy-@jVc4FB_D>%V~S2Tc8ae*Q4IAAtA+-w(>bKjHh4bpSd4
z|B1EkSBJ2`lPciffBW$(E`Z@tCjZR!^dq?~c=3SYaw+X-1tB21wxPuh;Vm<Ik$fUH
zo`t$R?+d1J)4~iP>+-PGWj8c@`RZnHdr$FrK3HC5JyR(`GZi^Zo_))Cp7`AH<$INa
z$_$r0DCo_(Ek3{G>sKt#3aa$M><7sToI@4>979R4TUvSX{Q3Ow5x7-X5j5%`qWWI|
zaAzwtg)}Sy(^j+=D|BAmcI75L=;!6#5bja&UQ`0ThIbhVZy|QQDRVZfO44?m!dXNb
zz?oEpA)|ab`=U?+^OaoFzaL>bxi)^3oXOP;=}<WQh3>-eLpB2uM+^8pFViDT9&!Aj
zasGam_|qxBHqC=?!~N;uKc1ulVfo`=lHr$Z@;?@fzaJLz3iI8&O5C50(D44r8lUR|
zrGz|rbxzeku=Emr3fq6Hl+LFaOa@sF93?jpu0ogl4KfNc0w08_4qpY4Ls%e$c<~fO
zwhnhiu@0C$0ylD4SKJ!5&4lNjAx&@d`Q<_L;yL?b6^(6P+IiEr^Oi#+hFV6<5{3S6
z!D%rmV<e=2TpvLw_^=6u>@P;Wp46Q=^cn`#q*(%y)xp3t?>jO6wG-+WQo3Z-75i#^
zW{YxTMjbD%H}uZ^bQXE$-R%fx{V_Q<_U$o~1~M`kQv4^CY9wa5ICP@By8XJki1Nfl
zgwO3xj*bpu=_xs!Wo|l<6(!*#B=*Nk(szAx^d@`imP^~Vd#y{Yt7KLX4aG!6QkGdc
z=WFtlO_l5h)^e&bqDkrnNV*#Q>%ZCB?x)8HNJ!Y2r^alta$4w|#z2<}BkgDcYz5Sg
zVJ9!vauP=ks;zCqQkaeXO;u!$^%N^5!;=xwI0&dF><x6x)GAH;I+!Py@O%i=<u&U3
zC4=!syXqabmUdVPs0QtIMEa_!4h~4^R_CLlR_96Hxf;|-Ub>CKI)1Bv?hbhxvG)RJ
zrpWPoTl2h(LGD-?0V5TW%Sa4{g)h223!ZhaFdZvjN9RxqV(QJ%CcQmbnGA#A(|osT
z_v(rnv3*+e@Uzsg5OLXL1;#|i5cAUMx!Ox%lI@wTuAPZ3jcv~9+KRB++YyJbeT>;;
z<SezqvO?@JTNS~^5wLAJ7wG2D1yRimPeZi?w+%$u_9jD*D%)CBqYs}CGSq|SOCX!E
ze3{T^wQPJC;20}e9bg(`O0+$70oPEN0UH^YMr^DReP58SH_puW=J%WT4QDJX7EL{;
z?&@xhuT8F1t|y<TzVyb1WQKJ>-=JC0PX2@t02&bT{NuEZhZ-VNvT6_IvVyH@-Ts`#
z0it7UWAFUtUH6v>X)AixGn>8Dgsr+M>*!U-@cQu1a3<_SR!+N{S0qp*&C!jcTKUTo
z+Y*Tq{izcy=C(82)!p0GqssZB5|b$+sT!=ed#51_(nGuR-_*aoy?Sx`#yy8qgiAdA
zeR_6!zGlwQNZGJw_G0m3=3+KiQEQoJj%OLvEs0N9=G)AQwogmuTLw>QVd)6b4bV3*
zTj(j6iW&E4UINr;=V;~_Vz9_yE#Y1{Qw|+TxbZH;TK2o1%wOQRz2@?YSQ9+bz2xKc
z)9j&MZCz(NnZ2C9;k={yPN3PLxgmOSeM8U^<@uTX<~#G~U`ka;)!N)heY36L=HQ@u
zDp;y38@wIP`paGRUKZ&~Jk{6Qaa3xRd*re!DdLTK%)Mif>207Jw}LtWWjQ3LH4Fjg
zG06w7L^1J(^oa8Y;nWGW9W1V*dJ`RPqx1Q`G1RsKE+&&FPhcd40gE_d>?Sjnc&?u<
zFh2Nd;n8Tx#h2I3h42SBu+QSkmn}BXTKZrk4hkH?KMxFojwv0kpT<&fC(sA%PME2r
znqGOR8eBC&B+?o7_a{zmW7v{lA(bBJPn4+CFe$R8eDK(X7m!eX_RJ4T6LsKoe450L
zOKlkRhdnO_<`+<$mLMe`TUNkkNr=cuJJzrrK=$JMtTxih&8DM@a}hbkCrj(qjyv>7
zq0gefprSTtV`Wr$vV^#|O`tS*aT&b@W$Lx8_rh+l{{&|R_B~(;Tw-0a?fG868x1v{
zK3p*p?$|Y@1sb);K0h*FH)T*FngL9>rt6w0OW@g{2hG=1Xgi{A9Crd+`!HN(DTM}Q
zMNZU;+Use}+$$e31S0ArF6#N1#3lpv%248}uN2j7=7k1St{q$fbK_gft~_FO(t>6o
zjk>KWidIe5WQPKg?2&CY9mBPmpB&XxaqY8IJyjWBycAz@y`~z7WaEYh*$p^7J`QYp
z#*Pkr1)72_)f*ypX0C&a;Y{7`=dWCJ_Ufxh!qZ~~>IsKZSlnj@_8T277F%2$B}}3^
zpz8o(7;}LQyab2q7Wgt<Jmi^fW*$|kGLwe|OP_;g;W3_tds?<Q(*S5y-{*1ZL1?x=
zCmyhWX1VJ~ftr%nw_a5sicw#+8cHBYd<Gl3aAnl8#;+R?yMc$Bl(8I5eyF!bB!LRe
zR`$^Ygc{EOqhGb+&|OKn>=4Y-$BJS^O!j(KMmw-C+~tYu#$Cin&rSTWtp)esFpD7~
zt`!|pIH)b5^9M(JGVFGH@YhYNywVYcQIo9!b#2&HHGT|&U$dk?FJYB9iq=`;t;e!C
z4?(Op@A6xIJm?xe^Yt*AXaIHmv{2G)#XB_W<0%q{YlrOTJ?(O)-lQ0kk!$5{raftn
zXwi_q)5zkyi?^EC?&DZAB=%I9EOxZj;5vS(i+I3scb01J=%UgNLybgQNH`pYZKTex
zhJ%r8pHvdlMb(z%S_X;Mz_25ELtn2<4ESyYKh;`_X^RH6@<WfbP_NI-r5~-$!yCrO
z!ve@a@T~>60ttGDz$Opdz+B%DUfP3K#&^|gc~Y!&>Fq{f@#<!E-RY4}9P-<ArVF*O
z%`fEd%aXl=giL;&VO;8Uz(!20od)h;F|i)eiKol7m-4!E^E0QMo?KkCY$AS>zC<Y{
z*KJ$i&dm~ACU#hEqR*9%Ad<!MbJnLmAmd9<#J#9+!tLvi?NBB0EzjSAZ=IYG@tKkI
z*XP3`ktObhcJ^;3`-i6Qafx`KXnij9N`)=IjOXql&Z+U4kZbPxkjJdFYLk5F;$blH
zQufBXCP43EyKovR>3U^@yDe9N#9*tfaPotBzecQJ+V#hy5Y?J2=j1GY`qn8Q`8?jh
z;lzU!fQ8JvUXIEb^aHfbLylH=9k-zx;LAidA=E{!z>q9fBwh+g?rDy`O!B^4b}!c?
zC%{WH7ZfW^@W&cHJK=`C4!clY3DGv#w*Gd(JI^MK25EQO(hOZ~7Q&wX>bh^<EnK3`
zGSeTKEA6U}50w(ZnXt!V8uYn|$X+*P!S`?^U7}9qZLxi<7KXaU3M2~DV(;<zBpI5<
zwNeCFGh^%H1SG^t8mL-xjwXZ7%HqQu)qy_cllUP<`&S%{QfGXibq&oQ!vs6@B(SO1
zxiw*6-WM~TN|Ez&<UNZxSd`Iok)LZd4teV{V;|Ay8AFCdXIi=WMT;gOV|w<(u)>D#
z`&<wxm85bi_J&>j`WVip<DRQs;*&NAK#~4|jK)D`NEh0zM@Ojd2Nhci8f>2J6^>CT
zz1}Uy^oBwnI!vsRAuF_XjPc;E)E+6qPX_d`7xb|%lDvlNBwGfzL9mguv;5Zj?>~j8
zoT5jMIOc%6x^sz_c<ByUqFHb?t1%Zw_<q-VkwzI4p%t}ZHdCcL?zqd?Z{%h4CSDK%
zXG`mfOYLj!z$?R-@zN7p#lnk(#mUn~EjlEyB0>kG+MZi5cl7UV6{|sWbX4D2aX}w`
zr$;#(eIbz+i!1KXk7(ue25U~O{cWE-?#$v1x9XgxfQUu$)aM<6Rf1rwb=}XTiZjDj
zQ#1Z90!VQYoxC4k87`SKLy)Y7F=KQsah6{#WQ#W*3JEh6BDV(m@rpU&ABgb`Y9+i8
z!$V%_?SX1sDXn`;oyRIJI$g^<c;zrYVQFKkrOB)5V({7?z~W+=1C14gWE!YS-#A}#
zHurVkP@?x!D+haX2Vdy)b5>p~j8+v2t%IVpgfk}oa1K{6v;GAx7EeNlgaJ}4)WAAL
z_zK6P{S%5)P{J%Zqhx>IzTxE5TORLQH%mxGcE;paqG0jQ2)ZL)0c>u*(D?~Qpx!wV
z8r1p1*w89h8!B4d@$0HK?Jk0|KyzQt(LSa3aZEfDl2<>+oIliT(%}l2q2jK<TV0<8
z;6ZVS*QH8|z6=FRuk~^mpFCS+B@V!;XUH4@F91!Mjwx_r07diJmzg$f^umJOIXFO-
zhCJ&?jT>)i8peJWrNb=WJMr0{b$N45P`6C@+VOzH<MYK}i82Ts6@#`wl5gPKG8woz
z1%@N}j*qYEm5Q}P5wnnGC5vZok(s(M4VpzR0Y<HX-!r5y=4_^{;SFL;WAhlaCqJ2_
zU?DZVAYu<CJ?@V`NSm@g%0sYQSfBFxrg5i))<AGKh+ZgaCYIBR(Ae}9MA6Fq1Q{Hf
zPKwMo{N-$RcMlTNXFrmId1~}o!I_}Lr>Rh|yIXWiYW)0Pr+0Q%v|A9NN=z2Gf%bJZ
z2O443mYEd&!AiX~xM}SG#;P*;<ziH4c)7_Dh;&)+CD@eAa*nX?<uWlm_3lY3&lYLC
zdMry~bKg}Q#`==;N%T{ckAT`z`Ulh;mDhSwdR9t6Rq)skuzc_t2|I*OX*IkV|Be?&
zs3t_ez;i-+)ERA39$$fj^OU2DA1Ms}ZT$<L6a81=g6Ho%KkD-wT1RRiO8CUS6G%{T
zXQvg~K+RQN3WUgu#j;TRxcvT${0&7ec$9Bn;C0Jvu1*%|WT;k1A=?xPlhFjqF5&K5
znDr;REzZXW%_Cpi+`Y5Fh`3gQKoX<NyKJ?%($}`9$)of&H+GwvirJ9@<*74JzRZ0k
zq*weRRft}QrI4;wH@K9qfP|9gOSjdU&B~G-o|wR@eQNvlBC;LZ##-a9KJ3FD>*#mO
zH<F3jthw*YpHbclitV!`8C|@i_cpcx&)M1)i(B~Ms#@J`8Y@sU7~2Z(P_YzWj*O#v
zq^tCFh++Z<M9lj1BRdz;LCC%pdDDv_2$=ri!>^qjlajsj=;&IrL<Von40R^BEw!J*
zHr^s&a@D__U4N>4Viez4m-5y$7|ediWJh?Ip+&nU9~7fn=_MZiavH-I)n$x1@N;87
zU4bRN#&|o<oK~VQIdG@7t2m7EU4DRz76xw{pQ<`n20Ozh92n+Af4$e4%qdT}3I_vh
za)Yu(@?xH>SV;zLt^1`-t!v_yZc>Z4=~f_Pr?YC0*?#SatV-6)IA8RD3-9_4<Jcdw
zq2B{aUW#b<t&}o^^ToKDD^g1n!HO01tB>$kzH{x=OI|y6=3H#*XmeZ{lorIxIOV9I
z7AsFK5M5rx@T*yJwa0iaZFXi=-&Gl9PkF18NSehKJ-@wx1t;Jh@6*74W||t5@YDw~
zSY)&KExz|K%loYnDfL>>c{vIirxg-G_T0h9_V)b3ahTy3x)3{Xa9?1g6tv!nhWBKA
zDMr2hp3hVi-6A^8u=t!5Ee4yXIXzfHR0z+bkH7b8%?8buNnoJWVnl(G?~`(8XiB0r
z!H7Pb3YTi+aw`?3f?h*}sXMjH{ZXHF8)oc9%HGM@z~r<}%8%PK6}p{`Id_fW5lqP+
zw<)T<@(8Vpo(jssTho6-7vy!*iqSedz{?^;;8`+ZizH7Vnh2tDN^R#seK9`v#R+$?
z8w^(yLS9q*<8GiXNU;Cwx~JJk{8<bo?5ZocFXiSDXK-^PpPX56y~`NOI#GIg5gQ!v
zC8^z9K2NYy8Kg4)TZk5WcY#=8d)YQ+tkfmwsX!@JGWv-#VxD8tR|)T`h=h_v`ZUYW
zc-!CYjRf0_<|LMl$t8O_pIPCa;GjzNbcT9LW!=arC^L*sp_wXmXa?cQm<#%D7xiJZ
zrgXIwE|uj3uJuWwVk}S@M%Dx!%aaX=)2VT><i$CHO6oTpMJ}rgez_^J<hLL-#SQ<?
zT7UVXU(>P^AN`E_sqVgk^Xgd&CELWzc!)729fg6)!0;D*{EAIQ5cRotj#{yH2^dH6
zJaSCBqLA)Ft&(!sNSQj6+*K1abIQ=!<q8nc`^H9==92Qm!wSZN%Ci6?yneV>RixD1
z{;O6oGo03+5|+EPj?j**-C~mJE$_a7u4+cgGxsl%G4tE&X@N;}ucgCAN_|>_d-r@T
z9sd)VTQFu<Mzy&fhpDpOUOLTObF$nEk$rYIt6LD+!EmAwTRjgCoz7Bf_{6~t%U%)-
z$fgnQGSIi2{E%`?u}ZKrRYVN>E`7zMqlRUJ*p$?2iI}|NjSafiE!%C|K4@<d){!yc
zbn>*!XVm7LYSo$T`22M{sy!6qo>g2!!e%@d{MNrMe55pdb{8Pne|xnlnK#_*vSp!-
zgRBnF<amLGzbyGJ0If8k>}4PvQ2;C^VT%a=8|Zwf_AGSBfF&^#bi1#tnxA1=D7BJ^
zQD^*DX1G;@mnc%PCIF2Uk$ognfYrhbUwe2hDSIQzro!i?{MS?6g|8J(d3hj4b5<r{
z-g~$00|cGlUm*=<>B^U9f?}7-GmdA;>9^-{J0b`<W-Mb<zVudX$8IV|1AF$hP7QUD
zqdTil#jk{)6e-@$1bo(`BYV5%n$i68_fjLtPgzaP0g_nt+B#@@6pcr^`s0PmpA`%I
zmo94#Im`%4n-j4daC;11o?IZDb_KjX#oKHNJRlRGqnG4$vf4T17^yA@W%l}jKQ-?m
z5Hn-?$~82w(<%#9XEB@wS{s!<s##OSZkNS6n`NAW7HN(x!QF0C470CZ@KiyPKC!LD
z(>?&F;9$1FxSh?viFn?7V1@*h+58LXWx24|U>etI9AetrCByY5DFls`T`Zh~T~$O4
zX=xc5JiIDeQn*;G!AXmPwM}xaJ)|s4DdQmFXL-p|Sp|sYl5*-sDuZmOeyh{#xLM0V
zTx##0U+@Ds;|Ug9sq0U9Rw!l+YeZI6=D9%3Vxp<DY;uiR_;L`;i>kd6afdia>w|(w
zNrQyz>CX0g=Q9lqppecxx=Dz;x(|ifoven^d=SY3%+IwH65qn&_bt06#=+vm`IyF{
z0?fT3mmmvbnxle4BN_4&S9fcZM02h;Qb{b)r7t*Zr(_I8=-A(v5ULU00IH3H#iy1v
zo*7ju)%s_o$Pqy)p_U*@zE5d_3WMDu=x@Xism)W!XD^_GMm2>5QF$HA5%9FqlyA9<
z9(+{*Ii4DE$|nQblv!b6(Ob^obgLUb<haWwlBVxys`AWv`-BozuTG=FJG2F#X|kI?
zv5qY3Ejndmk(DEYa3fZ*5dyu=cvzrAh!%b^VD)L>(=G&Ne02O_r`m+3QSShrP_*zi
z-W#o_$HbYF)>80}a-|#^U;!p}1+Sjbjlynm*Wk-%AHjabY`2(d#$Ziz(gSZNx0(aH
z*ax|}dJ{q%LJNZsk$FPF3u-5pgt{TO8&mUCFH5j$YL>#J`RVLc9VJ1KAB=-TE>9E2
zN>G}L))x%aM9yvy-&L927JNf4lOoO?Et-*b)+&kVH>mL%8j}FHc}YJ3V<QZ7<?4Yf
zwVDjV<2&8qnKx-2;?M+f`4g15Rj+t9z?f?K3T#>RQ7Z4G9V=tT8Tkvrbu(vJk$lEr
zY$es*?KP2dpk?6A8B)4(whN$#Pse<X@fon_XBn;;1nG&A*pgtxb2pkd9L-(L-_^D{
zR5Nn3i8t~!ayP1~=D26M7v1Xd&el!!Fyb)In-R|pR3;jp)O<Ec{>BJpE-{TfHCOFy
za3XD3v}zw_Z*F(jKr=6-9z&(-sNpzTTVZZG`(pO#ETERoY}6cW7Ig(}4odnNmZ`n2
z64gyq0g;juzh7xYk8<)Fa#iOmws#5O*c&f!zsor9cIqI1Hjz|pYbR5Oiu^=fAG@~?
zqmCAdHDnTNF=QvsUm8aVP0fTX|1m<oDY_DF0_Mfq33;3kKJj@-?8PKJ80Tk5xa((j
zvCUNwp;wOQN0@d{FWbJ3WbdGL&R1xxj417^C`_uQYFoc8C@CJcN2)(mE`bla+Af=R
zA?bxL8;yePmR)m%tehj0b`=_{k0OzSX)PPEN2`ZrWQW>QYWe0ANgbjk3^|xv{@&QB
za;-MDn06c@p#Aw%?{PV(q#OZ+sV4}?(DuzoDs%9b*&1Jlp9*|JbE5C$Zdd;zr2;ZK
z#<khy_Cc58yHk8$fpS(oPdt&$623`mk>7U5Spz)&o?2c~*_m_+mGas`&<r#_8s~Xh
z!Mr?#A-P>2KEvrMwwPyJ@@LF5Ic{x?#T(a1&pCnS!^i@=5<FJ86PIA{ga~j$1cjS@
zYeZYw!0z680(Xt>J*CLu#hIN5brjD^<fmob1ako{CAXug-%#p<vSoH*ja7&cWf+6!
za8S=)>{WPoQcD8!TYPx)xkOmwv$;V{fRZ|Stnl)CaT96;n<_O#Ico|6-#Rz5iBLSW
zx7uxz<L?5#JE2b~XZsEnyn7w`k*TZ|jjzJu{R`n$h;&pbetM|&s*VNx4+>*ANcNQc
z2e?J<szo6P_3-4=EfkI^x0l(=)bpQaq~gw%6w%f@Jran#OA2;-ZGd?)`Z?Q6S_>`<
zE?f|d^C!Y^H|kncpe)sQ1lEEl%=`m0MOYN_<Zqs`wI+Uw5>u92OX6g>q1T59J>*Gq
z>1iie;i`S(s2wFFwf;#(9XZmVo#LxUO=X@+{Ck+3mxF~kYOXgZFBKq0#Zx6Nm2%~4
z$Bc=Cmu+7K2beA$NwVtKw1b!HcJO>X(8W&qhy+1x#E97N_5(r_Oj|2vl1QW-`3*nw
z^H11eQ&r#r&7GP;YMD=)dyp323ws+f`__0<_k@ktDQBu=G3b;<PAxuTiVfcSaKsNS
z?7@mz55N7sdjfTA=jN`m$>rNhGI@wqmK0N?prya38Zw)e<twB(RvpTNphhlp=#hE4
zMyic|=5*=2S)FTc5RHS|elM^9@^$Jo^}S%0plgY-v;uir$_B<_vhxW4_nKWPYqq#H
z&)<HA^(-}}OBy1T$iMuEwr9M;Yo<K^BJ0%lknBU7fSdxA7TWq)Kwl^(0@-pZM5_<1
zKNg`$a@AZwig<Btt-@r~I&09BMb2>iL1ZEgY0nzl=|~Y1R~&moz2}VAw_}E@%ak?<
zLQ)IlkvKwQhYw9}o``>~Uu5i=<6_M_!=FBtQq9tZC9M}3WHd@@G{-V0PRPH5ftO5;
z<pL+|rrv<RhV0+_@_BuFx?hn>v!2p*$kz2bT9q;S>+#<Dw5h@jo7(|Y?F65x48vto
zw~Fe%);`6)i+K(3(4b4e@&v-VN!`rb{A#*mTC6tFJX+gUWm1)i|AT7&ltZn$PGj2{
zA-`-%A(0%FeO!ZBb4IFhB#yvP4%6`Fw&<z+71C-OI8B8Z8C}5T{Git4RB64sV<T>(
zRHL;+^nTRd#%!~h*6hd9x4dBPK6r2~7UhL)j&L*~N*v_nL3=U|42|LQ?Kpa#0wvN=
zF<u*4ms{l3IQx9m`!#3Hd)G6PHH)U2`rj8a!+1#odY@~uP&g{Bmk%z-d}0BfArL)p
zWw{xgwmL{bWAYDKUa8+!gFJ`(5YIM%y$Vw&A~+LizxFbjxz@qXG1Ll}a$(HcZxueg
z`=zHHg$;#6v9;UgMUif5bV&4v=ychPQKNil31JD*)Cp#DyP1RP{%zO%5DCRp3)Xpi
zGROB;@2y?7Pt(@M(@z<%1YCp{#STjjOW{Y(Ck3|xwslXVztNpmo%Wv=onn2fznZ_g
zy>h$dzjeO_rZ>11Y}Oe@f9<1XWU!@mM0<hd4SNgg1D6d8@bC54<89D>s~v<lTRvSr
zX*FdvCuQ`S78$D)>i`P}iwusz|J+~F4NPN6-0fKl<zcVmM&sSI@XPjyweI5zH^lTo
z>W$Wos!ImdEHwT6#4d@%7p$5se4C{jt=7@T^Ib&G9D52kC#f$7<?7BqmekN*3HUlI
zK~kqYQ9&K@&Z~nHyC?#sx|IhS!NC3X3L#P17o+PCsS3CH`64Nv6p07YUX71Vaw0pD
zU0pAEC0xANhH0jBy?xIhgIaYq<gnDla)LIH%%W%xHQ3W5MlaFakgVKjGQMCwvaG(#
zbO^|5Af~#QZ7BRkR0EfuC&M+W|BkQC<BC%vOQjtHWGJ@{hm5o)&8z!0iwPWCQimT|
z1Nz+Sz<g?Lrat&6@I66AP+^;$hK4m-Bu9#w*l#YRQ~9s<Y8MA>^cEvf1ZeCUb5R-6
z3K<%c%M)tXy6py{s@f~N+}IpGjR~B@lz0zKO-&%CL6d6}-vT^~Roq47i@+|>S6S;m
zI2xTsB0}FC)ils9OhUC%lh3&qN$s@b>R;0U?1Vxc<GG<kdhNLov(?jmy`F{@S={1h
zHXu+1dr@C;+hF>r&p59LOqF3P%fEW+0WU##JHY{SST2sQ-SExM?E0l6!!kxf_giL!
ze6PUSw!rjPI8I7ro3#YOldch{u*DA2jz+YzX$p-vlUo5?917HDxs5fu$4Dp=-}wex
zvRJ@0r&Dg{u#B-k!SHS+uvCn8Cw6rnu+j?R@Lb0WuzRSvRH*R~7!Y-eS`UnWB6-y_
zM|Y<z8znjcG%ayx`;Bzyn1f;j2XrQtY+UfTQy||#1ZLM#I2N@Ua!x$yT&Z<ZXqKt*
zgC2)>Os}WlYI4S`_FAZ%l8`53%aX%;)jKFIPr)W%v6I%KLr!APF*z|tZq|3?ba@l=
z);U#dsxVn)Ba$oLxlc@AFdr`7khY?V*1I+4sBYRPyP|7qS)k+kIO<j3p=ffx^rz=@
z2{HztXVA=5ba#b;`-_6;vn=cxnraKvSw8g)SUHARwZ#Lfmigr*;BHAC>YA3tO)n=j
z1XMSq$r+0^S{6<<ZLQ=cxu-AdgU7g7iSc+rRZy-yCqM(WB}!TyuTl}9B}vk@s|6b>
zOcx7f2&~i(qU;Kky|^sS8HANRdpSKCy5u}u?6lsrBhT?2NPj%iY~`eDNH$!PI(LwU
zc-11u#+SC+=ab<Ft<q8qnms@opyfN9Xu)PUm++j}Y&1XADAp=_<-_}Eq(*ZERYN0#
zAw-G<D@n;LMQp2pO}-a*!+Xo-R`V1D3B+$cg%8mzvf0d(Gef&jv>uJJjgGHYv|;H-
z@y&jIUgyU^ytf&o-vle^>4o)%gr@lpTCaXpr_J`wcPfwDQjRjJ7A1LSs>)_L&GW0P
z!}jl!IA-ct-pONq3KWnlwqEV9aMvYZuTwOiUGnAP*0W75OH7T`Vkc&6hmkNZQp`!)
ziL`T6LVhqc-eICzOv$90v*`EX%m8r58xDiV_3e8gG+o0VZ_`(A$%}uD?T#yQpC>x#
z4An)#4^@ZaLr5orSiCB5C<SX9L<7xSoHen!JVEjbs45d@p-d%9I&wc1+R@q@F45L{
z(P+7S?jFO=dORGX>o?YMV_Q|4C=f_%)VU>`>_8$)gXJKNMN$?NMjH<P3S_9Ou^{vi
zZ8M#I;yf{8e@JLXIA&VtO+|c7T*XeT%KKcEsp32oC{u>7I+qnXrubYber&v`<KF%l
z7tj5&DPM?BSz#R>e74$P;Ti~}69`Y7$?QGycAbvm3QLV|*@B9KR^e#6lM%2_tjL0z
z@0-Egjh&D)#I&85pzP^MWq#)}`7~t(vS~cbMI?LZvQQO#hCK!&31G|9l_I}8N;tQK
zTH|n5JieV*Ubl?h5;gRNzo>S7BXMGb>dL0%hBzgu>f{=NO?)yujWjw^YIDid{c~sn
zhwTLnsW}Tu2ZeegnW@jV{_?U62FmblS0|w!BG?7IMHG!*9n5~R@+_0$Of<uX%34Pv
zFvlA7c;4omMbd*-mHD7n9u`7p$yCxTTO_E>Z;Z=bY2wz3bB*sw>FaF`&c8+5I2z!Y
zy(s^*C=}5sbJpaK%K?Qy=1E$rWUB=UM`_~WKUk?5=LLs=r$nx8n2X0en$e8zovJT~
zi4=8c5sWrO#TpkWxu@lovDT=p2$=G?xyV?k$S2R$wE)8ySa=4Ga}faFhMT!_V1lrZ
zelnXo8_N{l`C@UL+7LYi_4{}OZGvgL32unl#aZ8%@1`fg)VG%V<Uxz)L)a9TWzXX}
z1aEASL^pOY5o2vX8IXh8y34+o;jW9~9wt{HR2G8>lWE&$RTJTTLekNZlldw7P8#5%
zs0rXvtkwA39Na)HsudYkrP<Nz#6@^rNVzUH6+uTyk4c$E`ii^AUO6V3@8Er5+2^@q
zpU!l#VLm=5y<p{vq#7;FuQSE6Vvc@W;$zkI!nS!yU6PzuVvt;UJI0rERy1*Nt>aab
z<(%_GZb6B(&V4aCzBj)9$*r@;^AjZwEn*+~GxZe*U$s<=A4^R<<y^gnJs{^sjBX|M
z{C*c!QGsa4ES;G^aaZFuY8TgvLv~DrfNyzS)x(xqFUyb2$rQ;i2l#xenn9pHibR~-
z84;v2l-9%5$nTGuU(^N;Ldbs0HgMvK9^@0I1#zR(*7}aQM~QQq=7Iu*{MFMHp$siH
ziHyu)RO%dPuPdSE+(=qdh3fF9{&y3vLl7ZujeJQlxsjrJ7OITOCgUc&v8T6o5Y;K1
z#>6*1Ut+!bxbT$23W-NY^4Qcnc?D<cPT+)zH|GU=AG}1nQQrK)(q=1y<jED&u+Lo$
zIb$89Yjra5@)uY%5!H1`<uN!FVJ`(bK0SXbe!}BJ=|pKr9D}E1qd3lac`K?APfwj9
zRJC0fmxv2TkggOCwwsdk-tYQUxYwH5XM!n2%pj9r?s?Mhg<)#H0ef3%7_(ICq~&B7
ztywo+X@=2Dr*}Zy-#FMha4b%5K^Wx1!4<l0zL8(q6b%{6{SJe@Ps(I|j6TY}^*I6p
zH`7AUfn@myXry;O*Gt0SHxMDts*am`bhm=A37n=9Dgq+e17n?}qXHpQ>eFB0`Izk!
zF+i!j9fJZ5;ewbW&<ar(kCmG{8@1BVn*`cH!QW(u)FC+eyz%j$;-I#L=tmrfjAeDz
z7=+LJ?n@rMnUgyxeCKK-sNb{rx(es2SN(vzcA(JyT(XrZ>&OUIKPficAZMxdU0X+J
z&M7^#-)hI~aDkYyM~x<iOx*k1q@61d@d(dT)4_t<q(HAW=<N1Y{d4U)`%P=Ska9r+
zeUaE2klX#-SI^~dFV5UPr4QXYmG$*NPhQ^y&R4jmFKds0UG-e*Q){Maq7qm`5GppC
zytSm9*{nI*tC6_ODMov<CzI#FZLRU`nIc|l`JpfobC0<qjCw%$am<laR0(`;dMehq
z{Dur(p&GOZFVOV$D!<QO3*<AGYLEAaXDmorY0&tFEgIAs{=@x>V{nVYV2Uw~-?x$c
zBMI&<ksx`zBD|JzpD5pb)MlE?#BykV_BBgz3Sov<^%*md|JYY7kO-XliZInNQFIty
zNiNTCJJoFA@9MZu@;W{Fy-dEochAQ`$V1B~GX`#O;RkrGh}fy<L!KHwN%bRHwPqTD
zYO9md`NZ*TCFuG9njHhX19D5)+Dqwf+5xc1-g%9$REQ|6B-wxDBGWY~YjbMJgNnd2
zF^N<e`+`=Kh_4X2&xguk8xeV#IyFDSY;e(j&W_#FWxya&wd;5UFD8x>KjbN=pUHPq
zS@-X|D*Fl1H*dC-49}SyQ=d}XPK22F)q;hX#0PJ^FKDXBxIRz36C5O3V0bGBhHMw#
z+=@uEGuipcbeQ1HH~uan8FOp2xi=f_%9QwTS|KXfa|pdty~3ovW68g%9w@*G!-VJ>
zTJ@GrFViOQBa1^K-y%s7nnh|BzS3TuP`?hF%npaV3JW<?CqwyyW@`%*aUhaN<FV27
z#uzq;NHYcPOPeW$cjq_kq|SN@Zi-YFx}niH4kl|U%GZ0~1{Qh-1{YBS#r~^BN08pe
zcj|pY-e1JOfk7ju@n#936eGOLp#Nr2PUjKa>Xje!p~e_GW_Za<G*A=_>UE|Sv@q*}
zgY(>b`FN@l6^?`Bv;Ea>%iKgN4Q_4?4es3W@!TEHck#ZoWg$if5UAK$5eLcW92Pce
z)h`F+;xs(*ZPQ&vQnXt!Ip5j5R<O&p#?jzyOS*c4)+NW`i{M1?&A;npnXI=U4KM}w
z^0g);eT&knDCE{LkxBb@Q6V3rr^lL|=SIyGC=1H@_bNE*%w)V*<9Qn#(ylF_g9_U*
z=I;pJIHo%)?J&5_d{lzg*H3C2g#{aUN|0hyXqxH|8z2PE0Z!V3S&)<8K0<HaCW=ij
zuK}I0dt{is|MWAokJ0XtWbYUeqP#}9!58~yA*?a>o|joodwyfx`aN5KNFTxUCMmle
zy)T{7x^nWj%dc+7+Bxzi%A!A%=G<MGBnUACi8V@N49D@?_X8~y&MbRo$qQc!!30In
z^7sy)GJeD1;BX5S8$*|*DmfA2UB9I)FJ+(e-g)UeQV^{aQX{SF9r$YIgX8B!I#)Cj
zA+^Y-d5tqWFfn*75ZN;`DHi^v271h5p`d5V!}C7R0zwm6&DVz4u=z#Tg&IuT68eH|
z^A8Hr2j>V?oFk-k!`@3}3E|q(WjFTu($fnSTh{n35=}0?r;6jg9YZ8<uZrMg<6lVD
z#(Nvk`dqS<dz5znP6YIO41;{b;&m1ovm(F7NCT|96w8ehl4(H+gwM=7+Lt<Dhnoof
zd`k@H93j=$uih+!rA7sp1{C-vkG!M(5Fj-@yGJ07%iT1pCaOLgVbXeBIwMduW-r8B
z>rBdqh$L%3c&q+JU`hL$r=ukyhqaE*S^PYpua2IQ3>Oq>V4_D0QvPEf41Lx5xpkg3
zAaPW8J!#W9e-JaWqCgj!&cegRsty@Fg`GHNE#!Mrh7DUsGg-a9D<XkDk6;W&;Xa6=
z{_}PZzBrXC2uKwzFMh>ItYh#o5;{r~QtQMI@F{L0DG)f3FuMJ*dGBpa_?EQtjtcG?
zu@Uq7$I@OTDDiRw4=`jr$cVxrF60UbeX+O{{dz<KSBRtS$%iOTIPp))SZoY2F&5;G
zKFILVC%DV^Wyw;UzJD{DY1cSWY+)}VSvhk%@D9n3Zh)AEgLhb|W5Ee^20xq#i9?}N
zMY<?MMGs$bxCF}>QjU=GhIyy-?UqzYfejg7F`qHlX2t8S+e6sYKr!=6jPV^n8|Lmv
z_0dFeQ8og0z-l3s9cPE^>yj38$Ah&*+f9jZbTS0T%QFs{U3f?<-eJxZ{#R3X1u-0;
zVK2f5no7lld52nyFOFH-K?)5IGG1B{S&0}M5u18whHDj`neBg8!LG)wG7MDQ+4Lx@
zsrAsfQVX!mI8EoX)7aNeLOI;s@&w_gboy1^BZfakkpP%k{%{@srN{kW2a^2k#jPIG
zADsOL+5eoApVAdIOeKHpIk@)Lf*t^km<~QeKM|Fctc&9KEc+X_i<U3A$Iv%6`Lxq-
zrw*6_<2hXMz3HD!uC({!tdb8x;Pc?(wZ&{q8`{d=ue7!@+D2KlZFZZ(O^!}U_I@=Q
z(M<kYO9g*&T9Z6;L<H!{;fkZ8_~ZnT^wbz?VqM(4BvAWQmqbx$I_l>kdR~&)$~37p
zf_~$+!+2fJnf9UF6Q}i+Ee+#NO5Dwu-|XB)IsGaTVYiv9iS6Epe2Mm{TSIE{_L+rN
zCQ-W~rgI8%HSE~1_io(KJ6<-@^4?@wl^E|k45U%4A$A~=U2w|36+k8{SW2r5jV4a)
z2KGyX<ksRylC5FXdU+3h5q+)+p;_vN4bw7`y<`gq!<o-`K~~eI*#3@O)6ZM7n$@jj
zW~oR7*-fJABT3&A&0f2bV+6zHq5`dNH!8?(aTE@lyR)Id{R!7#Tf5?LqF>o?$`Ol1
zXS-q{i5pRL`4LMARJwixDyOvM`l!Yd(gir@vKa)YHWg^PkK~fA+>1fUgpiLUr=&;F
zu%PLqE=S4-z8?+8kvQ|4w{CMx-wqi=Tu?CaE!if?Ue={Q=M+qrI3!`gc7sS|xk%!@
ziTRd1&$Z(Y=57J&sTpUk+`)kIp`+!MKfukR(mCn8;Ntq396jmGuUy@K3gcm*`D2wa
z-iPcwy1M^JT6OPl&ZlpyYh!F>XKC}`0DoU4p=}P#My1T7D6haxE~l>~=xn1eq;F$s
zODUsoXm6(dM@s>1b7M1S+}FTHxc9AaADWRq_GG4QXp2k#d#}Icougy`rf;C6Wxfw*
z1_oXLGi)*c7W^P=r)_4e%WYw3rjPp=|H*Bud!P5}zRg27_hY@Uxc~V>1+TW%Z^4hh
zw*lr@GFQN5e(d1BAoQbfKQ&;Cjy~|A56=1z0U|%#_a71x{xftQp7Ki<{f9d|+P3=l
z-TueW0($q$I@<z=BWz&+3?s#T2q^%9(-@dR1PDNGV0JV82e{owmPp#@>DvHvL*c#_
z)&tJh*v|R)Te9|6R%ZI<_fUA4B9IT<|KiV>#05Mc`!V!Z5m%MwA>SV(FwBGjICENH
z9u5XzCP-Q)W?VX8ocw*=kL$kf{vIPE(_`IF-yiCLWoF=Se)RG1J7C?9-`{`!=!5D0
zIY2!BUU&Z-VA~(}?>||9v6T1i?!P~L0>9sX-jC~{-A`k?@8^CD_s{?NdG~eq?eDLL
zX9C+X0sH&W=fm%SbH8tQf1e2$(yp$4A7SwW`9E?6+()=QW~aJ`=bv%^5SQ_vL^{6(
zFc0HB9;tueky7ZPi^qkmrwv??zz5mhr}%ozi1`=>BxfmaVSJy$5x7!+4_*5)SjJz4
z6*K<F@marI#eWVo3A+z8nXaW0mz9^o3O*>M5@;;hL4`mDsS4DJ(;I|Fkb3d105?IO
zCIrD29EBh&1NZe#f;4x>OPT<TPp@~FtAeLFHe1x0H`81f+|NA@cgu<#a+@7Xj><gu
z<;lpgOvz(KI=_VnrY0f3i%Hm-o~R0o?d$666XCzRtCY5g(x>jtilr#ji>@(K=y$>D
z=T!URi+O6uVc))>TwO^UUTG=e5caM)q%s>jma?q#>}&_q6^lG6RGVMbTA?YHe?7xw
zj*ixtN6t!5PRGP-C)7d1e8z4oHHKZ+#LQ0YeZ6`zV=8-0Nrbb^h}_9h!IzDX7_!*|
z(xbB3h_X7-h_VAn1_`dtiPr*Rp`s#^K_Lu+gaS#|E^tS*@M0n)B)Xp|qYytMW$ECr
zkR(PEGuQzriA+p_SzJs;s@G!TG&Yt26{H)dIfd2+mFbu$uTUZpQH;~#&@mXsQ!tVA
zpT7i{)hS2%*L&{q(VE3fkB*v21O?M}=j0JP8qc%Zt5hqFjBQOs_i&JwthO%3jHoyd
z(rFEUTu!_7alM9rxp5fF%2Bh-fuAiyptCC5)T0+O2_2l26tgl-PRe=QnkL1d0FI*1
z(7p3+oTX?}Azdz<%y9h0_-pw<G7)<ody#K_4b9))?DkIdP7qDx7ndowmV0Dt6lfH2
z7PeT9&g4~nMo)H1zGZBc1&q0wVAy-HN;YSfY;)Rixj;6jE$}R69gZF*UJf7<$CGNC
zB%Z_8qL``9xJ=i6_*R9j=Q?;6yiYkB;NZTmvu`kaYxH4?YO=KbAa0(c7HW6sOrK!t
zWDo9)(<F#pT5t@dM6hvKL(aQznD-R6nWr^tXbUT9AHx;u8sThpPj^3he{^4T&(qdu
zcX&MW1Mj;}S^+PBr$~)253J8p!c7MfnVCvaCjECi?3ev*bn9p=SQI~^Sm)Q<szE4r
z-?rUu3$Za;n{97xPqkTltx9!ohm*go!e(N{v18wJTBvBR=&R`Z8kW6x5igLNN$-H^
z8WxaOX5ed3Ow2<k9G%rWOfgYBre|7fV#5$Xub)(v1oIj0GskD7&qGPnm?3drY*bQf
zD-^~WOy+CMtKZJN*hk)fX`aU@+NjYe-YBa2zGP%!f^)QGq-ES=%wt@-L7*Xz6)iQO
zw0TgINr*{}NdYY{WF&VRb$4Qmai@0o*bd6xuK{u1c%Ee*MZM;rv{d0-LovT-bDX`K
zX*v1$pb72p^Z63k#odjR2QpW9`bUzlq&H$7IIV%2U1iHmN3)k;ZqS}ltpk%s@E4mm
zs&{nMC*OyQzB#xwFXT8*Iu1LIpGVoI)&gW5DW@ujo)}`3A6SDl>P#Mhl{3nM61d~J
zPM%?|);H5-1qc*>O*h0mBhXLdB&*JCyF5r>LfJe|VId+a5u2tLO@glSr9$Gp4i%mA
zD0bS66UE9ow)X>`R+_2LqC?*rFTDJqw@^&K>U|nZj+St>Cf(G<k31O4hB(GVUlAZD
zj%K!4%Vc@ISIzPaEq5>~OO`fI5UX^=xkzE%JWk}8(VWd_sT?vCd17=58mlmUTat<E
zN;YLUKthGxT0>J;>(u}DnYjDbbMk|3H%9L(72$mqBtrw|lbbp0kPqn2vz+*eJ>MDN
z=&o;f)^DOVi^PPUK<?6f`lz1Ysw%_`ICzn$XY(R)t!-bmhj3FYU67bXFgPs^Ko>4%
zLz1{gT&TB6jL%Dm#!`bAxzuZ8qb+*22PlN!=HZOMa{T{zd&g+OnRQ*er)}G|ZQHih
z)3$BfMo;y$ZQHhOoPOVZ*4}IFZ;kz(^XL4?s8mvwjHI5VMkV)Ew<#r&;4=)pp*Pip
zq29&w7zU;u)!Oa69I0N(^~&uRk&z3knfOYuP4}L&p1A?=wX3Ti+b&+7yg7%5e9g{G
zM68~y@>a{MQf+3?hOlf4ye_Agx%$e@Zm|K{R1P^0S+q8-w2YLLgzWg_`1s^zW@;j<
z%HDzXjKGL#^-$JHB9*~6lk!0b-tr|g_Q*7ciZ{8*g@ec>Kb^H+piY$f1+w2_?|R|+
zp3Dwc1ZP$qgHe-#!@)+^ry-ke2AM&;=p(CaUSpa*xEBD;7a(sv5XaW18erf-b{^`D
zO07Rn-jF9RKZm*&Aa(Ga9p>rF@uUVZU&uBH|Gf^LzAMpHjCCE$Q-5|Z?7HCada0uv
zHk&oJV5h&M8;L5ATx=GX+nv5q`xo1pPrLl>)7Yp5kfSs>xf?7pVjI=dj!<Cy3ea6~
zKhgY9Z0rON?d#lDqrh~|qAFjayeSyMqHj<#AoT4Is}1{|k@Q3|@z4TL+jGkSn)b)x
zjAGIkf8NyWRL4m-`|XJnjr8B9(`+)+Bbo^GwkxsGwTln4`&#JQl_5UfUM$~JDipN`
zrVms^>|PzW;{r%2CrR#qe$x)+*$>i5-@tji4pm(&f=Vqp^^!Sw+3rCP4th4{{E>K=
z;i)&;KQ=u^=XXi=+&=8H1d}8WRrH0?t`3}Oi#=Y?dOtMQ=uK<4$NFJ7z+yd%r)^23
zJMKG9V@~CAe(Zb}hx3ro&+i2Pvb6ULLg(*gqo23>d6ySH*AGC*txq{FX`_stwjn22
zE9^(QMaRHK>|ko120XcRpwh*ha+$;6(+-hkUYoh=im{Fe($E`yqd8#>!OpmVtnI~i
zm5z|%^8&0(y1}k=f{V$Rr?(RB2`43|s*)V!oZP}gXd@JO6(8o={-$pxt%nUkgD9gn
zSKju}*U%f{-@muk0?qy<F9^7F7&dLu0;%iE#^DYIjaciC%SuGy9#kjyGH9FowBg}w
zZ|jizi<Ew5=4ALOwstm*%cH61)4oT`_2dWN#|L_vOoS1w?Guwr@6=UJ3y6#NE=ZeI
zdvg{aiGh)F-1f>!CyA7J;!s6$_Y0s|kYDKxv}(HDZ@u7ZgZ=l%O!c>y(Yikh3dteY
zl$N)2eS|GpZ_X~oidHQ3)#Y4HhKAv-7*TEvHi8_CMGx21dY_UWUA8xsCHZ``Ygu=T
zAar^G&oCB)=R-i7)nb$;JghF~Z(|7B9wW=~qQ+f<5F2`h9<&=H%c<R0l0#6t%1>z6
z(wJ$<iBx&-aqB7*fIz7O5ag#fDu9i{L*}en>e3n4lih>)dG(DHmtK2y5PM{cKJ<^2
zzWpBPee?(7?w30&AbEl5T6~QtNjP~x9&;zhtFH-ip@Sfe&-UnbUj{9Eg({7gExa|1
z{Krg6d8FM=?X}O^N`%UHv6m^f&4TA&oK1COZu{b*dzeUS+bXIM`bggv;?Yj-KlyQ+
z81@L~yb)l|GI&zuGHJI)zJZef+Ubz&LJfS<2m?}-kZ1B}Uv^`P{v3>qFQjstUpEhA
z6UO%vT90BQ?P*ZYYZppn%0IU_4p8hZy~@WzL8)i<WZ0w*BV@PI)K)GIb-W6m!}E<k
zoF7NV3&FrKAnX9K^bPpu5LUV)!~R`Bl)8ENWi8v2S4iVb)tm8Fcz+21^udZ>NatI5
z^~c(z78w|Gs=UsX_TKH83gOjK=H-?1cLn%nPo_w0-f3axm?+Hh0b1Yho%1bT0Rf#h
zWiTFZufn%@V6FV(9a$~T?_?40yhC-n*J)3$ioj8xWh;_&hd0~fud#%}pt6>ik+POR
zvB*0(R2(jJJPLv0;@zLh2fjQ~Ip4O&@Ii8fNG_{Gdps?`Px{ZGo4kRDA5r*}H0@A3
z6V$og<W_Zc+qGf35WwGpARKV*T6bx?;Shx(B^Q+`v_{YV&@QjVT+IF{(|G(y5Io@b
zTw4oi1E@4xsp+<YZY4J*d`L`=jsiAMDU+EpVd2vw;v?EEUWc)WO$I3!Tpi5AFLxvH
zYNX27`wgiQn@O!C+qLL>s5Q@=rje+JvIqz<KbR!R#IMHgqT@bvzo_9)e5H{Y2k$U`
zhRwA|&loYsk(3H=^4{T=_GIUN9J?Vh-jE?O`VhY7_JCPp=nCORV-4Pn%Y_KroSO{*
ztROTG&f7tn*FrsXC?q*PCWT+mMrwffgZRvz44haHMajH(0K(mLJif*{hL%Qe+3w*E
za^HDY2+f${{?YsAiOsy8qn(5^I?V5kzf-EJ$$XgoNZah47{9X~f!~U$JnN8YYq{?k
zwd}{sd9FohZ^DV<As$Di9|xH@{rEhtK^}_5L_py(Pft3n3qP{X`DU*6tckM+kdi(f
zFRKF4fJ&tx)bcW4pUW0~**!G7!T-uE8|VsT#tsTyuuV}|!MwxBip5iyJWzn{t7f(V
zYRcBfhX#FAG8aI`%N#4PxcGsn6pPE@_Eio5H#8_1N#MQSjHUT_xE#r*i?k7D*Y|wz
zBoDcW{8Va>&?VHH-ED0Q;do6jG5k!9Jg)0GpR1ZAl@%&5LkQJy$31gq6X40-I^Se4
zOjj<afV`_cdK14)hr;J+>zC6)!M?A1u$;8xE*GwMsc_-#9kvjQZIKUMKl01_S!Bb<
zxUACsepg6Fi!EGl4{f&HHX-OY`jl2jdI)uJgvO7-zNboRTOQGaZQ!tvX)$D?av~=G
z(MDkq%|#%_M5`I?%^w`ya$nvrFsBaS0@xY&uw6@&&j4Q{{y1%<H3b_^T}Lx&wTwGQ
zz%J4XHtNK+K#9GbsO^bU;BR3fG<Hga&+lVY-tl~avceYIJ(##9g`h#9#y<mM*q?H1
zV~_*}E)D9FWI}_dBXZ%Xa(En1CS;MokMRP2;6Q&5xX{<(_1ts$1nvv58DfJ^STcKE
zM2+qnL4-??O{Grdt!m_fmWmmRTP^Y!nvUu#k1y70xut#BeOQz;JFLLU5#>ZCg1xHj
z1k<PbxEhG9Dk!a{cRpLeth7j*^N@_l+yRr-dInwgyy56HlZ{03JAl1jP%t>iV&~hQ
z+!&&M(kx;KS1@_jjR+kaoYxBZ`Ouu%EjM1QT^#PUA_X75OFv6W<pxCO<3#R>(3cb%
zafM0uM57CtbB=XT7l^EfC8Cxjx}61)Tnu3M13LSQ=6(HGDvNrVAT6jSE~tDLRy*(2
z(YeMqgV<SXO#uhkwxVyBp$`M?k9?j95bl@GKQ2PogUB3JGHq+3F9{9b&*l2<g>+D4
z$KOiEssR};krB>-a8e%#rXPA%nPrS~|7%<2CklE3BeftWlgYpr{=Q$hMZb{D;uw<L
z>bY2qO4dd$Hm$*UHx9hK*C!o)yWN*~Foawj6h&W_eFLId#=OWjIl2@YhY~_K#lGlp
zeM={|aF5G_$q7FKSiV>dW-G5SCJ!GC;{ZGU`TXxxcRH#H>6Lg~bnf1EoVq~F3(#n~
z6m0T!y5OT!5>@nkdl-bm_V97dE>%bjJ}O$m6mUjW^<hGDrzqyYpyq7P#K3SE1u265
zffYCU9&_`c@RpfVCFQ>GNT!Nt73$iVYRjSGQ8MYvI=#UDVX~Ud1WEz!0r^#nO2rcN
z0Ew60TlNq^6B0vjB{FWcreF(sxm{gm)*TRaxFB)h8G4j&py@xOV!90aBo_T4D{|So
z=$R8ZcEnH_^U(g=l|o#2fXVZvUV?)1WWcNVw8g^dgT)z?kLQ{eHAgoJ*rb-#y=3Sn
z00|Z9HOjj=5a8++oOZ^OIcvbLZdo%0(9A7a;rjt6;%`ds`(IB_PcU~WmZ$q-j^kr7
zCBahI2CUUPG3LG(A_VSb@>xFg4xvu^?@K%&A(ciE?XNMBPukQxMRGP<_Qu;Wr{Rf8
zW<gSXu-np6^pD$y3nh~!8yg*y@4v0{QQ9LVP-Y=nfvl&1&p_<Ch$MbEk%^Za!Wm=J
z>zN2b$;x&b0Phl&^{fX?S_P#Ty@NeqxE`Jl-&L|%$v(O!vUliR?Ta2wpCK<Xj>MK{
zW~!JS1bwSnN;pXbq<?S;pviDbP8*|O;fln;YOjo^3L{E2LGG+VU>Y6g#g!8ok`!^(
zr%9Jpj~lTy)9P$&;JTJqdVaLXM!4QVKwfNcoD3zFE-uRDs)9L_KA@WqJw6^UBd;(3
zXKE^@k-F%}9+CPIWfnesWgWbX&hH~h(@JliXW~h3IH?Bbym?i7J{=S;7`D>$GEzEe
zE6+kOt9~SjI?d;bxIzg##e)xlMNzT?Jz}Yk^qaBOVs{`KyPzYny6!dn*bj4M&lC{&
zi4r(>Tu(0C;n$R7G;5MlNheRZ;-1iHO_tOC34~3ux=w*9r<zrP5&Z>UEf>_F3hgp@
zs;p;ze18G4@2zuFur27A5ayak)8#8usyi1Hz+(fiDjFf~z`_9zAQzC6&YzW@8`FV)
zZPD4sVD=DTGlD1_U;~fY&r6sR>@+W;ECLo310_e0PY2LmC|w&`^h|87NIbMIM1(l1
z3h+zuA`ab(BmFC~0WaJdwB&P@L8llRQ<RxGPKAe%72Hw*>^>=k=TFaq;OknCyRZ%3
zM__c-1j6K+PAdwpVg*sSNN8BUp?<rXXmm=xUl_(~3Yg#-f6w-%kC0>k>cT;}orsH+
z%SmH1H-RITn$|YcH7*z2#hh@w3UfL=O2z3l-${`8$440<4V%d=hdGKux6`(NOMBf2
zj17&KIW9agzb26%ARpWjPokS?n}0aOb*En3P)p__12`!c0-J9&duBW6V8hpaFnw>2
zsYGWztkPV?6@q<SuA8aW8Irazvg(QgLyZ=X&g-Y|vPwje!jcezi60h(M(|41QsgP8
zu@bfxy@BA*i=eQ8(ZNBGP{}ZcFJuKqOJ(7KG6fO@zE5SvyTqW6KA{b?blkZS3#8e6
zOq;}4aOV_pHc$*!BN(I(d?Wdw1C%W6BWwO%VW~Sr^YH@CS~7sp0YjPqT<XG+M@LRc
zjz(kanBAZDvx8736xpoe<^op<I-byw{TwZ>Ul-ZLZG;GYio&n#9)pzjQYtXfVGymq
zmq(zo4e;a?pdUe2uR!5YQ4or_0Ao&OeHhuYJJM=-gAw9)*I0!+=R$tThrSEyv2CC|
zI|p`&tK_%Pin!pYw?fk(5RmIM>v0U1QG54muv80z?Oq6|1lOyK>&RoU*Ajc!NULRo
z?rmg>B*jT&?FR>NvxOz}C%c)xmHg!C{hcz=n=qEAv{NkfF-WeUz+yQ2cmab#GPi#2
zDV2*M4{onS!b#rGN`n8uD)U5a+O9{<-#B=Pw;WeJ;Z<MnHL$K3&t*?E#20-wxgl)v
z$Z<;9qE%YmEV^sxjG4d2VF9lRmVfYiS12|<9xECmo`vw<(x&elR5*9WMy@u(9ZFTG
zA#O(ORH3hstvN-~UmGXPo|)JOcjS+W!cRAr9y8cU&a7<-5fc0G%40FYcQAH5eW)gG
zDUu_<+lGuFM@)#eaprwy4wzZZtf-pJvj7A2rK+o{JC+}fVtr^%qRvw9(0ErX*`R6J
zxMbPB$Xl6PMXRyd>|vl{rczU{+Nkte9#X+t;h=0%kys&Bv0gz|LAR9DnAm8(Io6i#
z?0PP+g!HRabGm8E(tGAD=n>_7eW~Ww)5gCgT*Vr7kw(NO61-|;SC506>{%_vmPz}-
zDx^*uxzfS36`GqArXVG(!W+0M(!M~x8#>cFeLQg(8-KM(iAvfCZ{w6ifaG-OG&>b8
z{l;E2$6%h(IFHW>35-KZ+wO?20FpEOY>CiRtrPo4cJ$6|6`(Sy&8>*)BeTeZ(I~d^
zau}6p_y(wgilC-0wHhfRwLBvnwLcBk=p9Xu#@8P0maz)X$bbWsx}g^(2@^&-At<6B
zs>Y&|!exOrkk%~3*Dlo_8Z_DkO$DUl04|}J;nbJZ9)CO(@8sC4EIasJ9^8TAO6-+i
z=XzlCTmUaS8rUv3<j09#&$Zcw7>iR~j!LEk8b|9uei#~m?6t4=aq(VvkyE(%De46w
zcMB5!1~Waey?m9jRFpGD>pMGBSsr(^uv#fx55F0rPHMslC%zxJrM_c0)p#3G#d_T6
zVacfD7N8t8OQIXou`=ILgn4?uoz{w+Z~}0|Vm{%sze@k33gPIagzgj$szKo%qUWGe
z6=7qhu%S^n?K#-0TfKH|!pH=Em~Rqrll<KA5XeuvBX4^;ad;tEw*I~!sLDlk8JiQV
zwM&7<NvOgl+3G5Ma{@;^b!CD{YyyU^E(n#B__j=Fn3abG7)*mZU(~|Im9&X5V_7%o
zZrP%^Bi@sJC=RAz4JZYxZHNj2YiZXBd<(S${wk<QO^GrvQdmMsCnutg@H&LLWCz2M
z8$6LtO1(#ceJ3OGTAu@Lv4%o#j`7+ss=y#L>Kt-k@B&*$AuVv2Lf9A%iPR6s-zxmS
z(MC&}6$zzgimwu&9P>`A7de<ASO*HRs&8)u^=xUxTX~Vb`?qMvad|WwJrD0tRx8y^
zYqoyc`Z_<3J(5%|{Zg;<TEz4Wy+$ESR0&$ttvpxFt5<1M0I4ukkx~{@MyVLCP+Q6w
zIDONEYs9tgTzd;xE3+xVt;s3qGU{K0u1_~{TsZ<IQ8X&ESl~PZzvO=|K%0AgU}y{Z
z8elfaVDwJ&nefso{1y2t)LL!bc%6DZ&;{2e@G@jQx-ru-)s$`ACVA7Q9ms`E1J8vS
zYf7}v{sNOVc9P6~10-6AX$Hj!XHz702I@hy9CVdy1?z(3{pqRh>HLCiwY%}#@H_M~
z7nTxithd)7NT@)ltzSDd8}=PL0y~Cl!_{qq!(OHZL7TWanyW{}j;#f3!|F=yipk7g
znTs(7Q>@bnX;^=_H-;hRHbx2On2Xk4dslr={qSYxHhEubSPoNQUU*)JNsvh+u`0cI
zboRgk);xll1jaenD#LQpdQ$C|=D7J~BcHj9CYm+gCH$qEbrP#kJAb=!yXK$o%S!EP
zp6Xf!o%x-mzZQ9yeP(=S$2g;>${d$k&(}@>oj;uo+RSx2Xl2-x*wmW&o263=*GsA9
zl22t%r%q|lanF1fKL;z_Q;yyIUH8{-v)%Z*(C|i{kA+?#ycqcsbI0ipQtv9UD!AKU
zKfNe?)4RvJ_qOkyxtG>YG&)6VmLuOx-%vg1yumtSyE1v@`Ly{&@v39zhR={5=l_5d
zk&jf5S`Y0Hp$~&^4xjGc!Ci`ah25opW@)Pa*7z2&ML_S>ow13~O<~z&=O%49H=JkT
z^nDDGX^%c%qS5J?b+Uqd>^58b)@DimYM#*CDzBP?djN)P9{$CXWlw+gS`E@VzPtar
z4JWByKy(~DiE9lV!+v93S3eY^vjxc>)75-scdKF~B4OP86Un1@PgXxr<K&U2GojYv
zwVS56qZR%@lKqgLtfP(BzfZ@!<F*DElKWI?N3<8W4ZB_85?`)I==51$m@(CtWJRJ%
z7}4^zasE5a)Frs(Tbi!h5O!UeX?$2(3VgBw#>D0qyVC7I&mvbpqd~@sk5^FX@k@f*
z95cf6k7}Zq1iWWJ4{^x`-<}67JOp-ff^NwGw1XEsXwhXL|5is!x&%4+3x<8Z69apt
zH_+kBR{UPPF^0h4HvIr*!%b&+;s&t+&WssXI!Gm1Nt*?`7jfhaD(jpf)q^>xx6wed
z&7=m1OtQ!_-T?`lfbm+?HhOEH3-+>X1TLo+>6wblz~vskR@7ySZitMz9bO>EYkNGR
zoS@9z6m}dr|DzU|s8_eon?R_NOB-ZF&N<#qFI@S{(;8#+9h8_IAy+bq#cO6nyG-o(
z8PK1)v*B@Edb@`$h|-7RmraU1ti@Gy^vKv-_D`x7cVQri%mw~hn_rwy^oD4;J~CWc
zVLv9B=L<Q68A8LcGv-%@2n~rNk)H|(78C_&3`E65VkXnNy&j=Q(=`&>?N?d%+m+V4
zP!VMZC%UP(yQ{`jn$F%JZdCntTWA^v`$ubFY*vJ@?kNAP(ZqE!uRyrsujcVL;ne0)
z!^P+RkcIIib0`iB@)`gu1!E>rO|Ga~1`djXA>;6x2QB`nkqkJJeyny)&2I&Ous%Wk
zqOn!XVKxs-;;#Wl+|{^{$W=Vm?EOl}1eI_0i1O`;)^zS=^?&c9G9vk^lvBT8w*_ML
zx&)`mA6!P$kE?}J1}Ewx1cL?V^7z`gEwEaSC=8)XRo!<K)K^#5*LRzpTrU=@w2BdX
zBIfW=vinM<7%M**F*}Y^GEf{@1yj<+(BoNA@>z1Ka5^p~16>(ZzWyi%%)pTMmQx4d
z5viHzMbH)fiS?4v;xepd>*wv|l5i}GB!SRtOMB!ylpXB`xU^rw4m1sd%axc#jgGzL
zf6ZAC=_rerUhH^8_dd%`;V9G!0n6vLj-nkFrw!O)d4p4;q%lDUcCSi1ohUEUP5U|}
zigvw{2T;=WmB?K?=BE-oSqWIwV<lJeVft}7nuE10y<8Fd^|ff{x|CcrE{vk+9l&1(
z&${c`Lb6d<O9vB4ZGgNba^a2^7*sk-<{c}!9Qll@g5hWF3m2*Wa2DNJ<i0b|v8JZ(
zNWkY}mkSY|UF@F2+<mp)8gvEJHv|WrqwX{ulsU8Vs>5aHuiD)ODzSF}363zbnpbQP
z4lpE3fU^C??tN%7I7=arDH8$1rhDK8mKn7&-HLG)?fH2Gt<!Tq?`_`D7X*9sk(R>g
zEUK+2`BWWWatc&#q4JKFf|;8`Ue2%bUINWbb14c^ozX-js!3ae@>VkFoM1-}9juR;
zZSrKj(P6f~WFo~Txt)fhWSAny<`E5NWpwtA(`++cEl!>olMLO4j3R*pj@Lwj&KdTl
z6?%bZn}M#tP;`QxZ1>SuMQIdd4j3+z)n=oW0Zc@YrOD%c*ias#utU8Q&z_~(U?g#6
z6R4QH(M{%P8WZ$&Q5DwQ+2<$8K$S`f4X%{3pOz4d^ipCF09YZ4ndEMlaxRGlu`~BX
z^JSnt(eVN?M{6$73z6`fbMBLd6w>Kom*$l#2Fn%)?tF!Vdct?7C=e~Vo^r|Sh7@-H
zcD-gt;y_!NodKvVM@<`Wh!`d&2_H<8oMgJvq<C2tPvVMXw^X<}uTQi}#O(QsqV=a6
zM-^fvv9=Kfv4A-s``obWL=5Tc14aNI=||X*!cAD8VgUHGMOg1N1^rAJZ>F|$zBjct
zT6$rvhJ~}TCM~m@m)Iv-{ZpNYls{CoLvlx_Wz;nT8_`wpqIzKG7Y}qYH9KdiA9^Qh
zh%^a-um+Y7<Ka{blj7-s0hcD$tu|w8>%%mfgJh%(ne27v{e<7-cu+|^kvFki%V&&_
zgOjjQ@e78(7(W{~+VPGuH;U~L1wAg9;8XV6<m+_t37fLyIl{dd)-C#lgt^0ys1TbO
zlp#O979?P+%_`U5S4^hX8*MI!DHq!FI{21K^NvJidqpD~b)wW6;R~Aj=bpTH<B`oc
zGz>Bu9?X{s2%P>j5VBXKk*4{6zfgnI+cAg5QgzGPU!JyZg>Df@Wy{FaZOXAWYX$Y0
z^n|<N;CIpQi&|brQy#}tF5+egpU_9sqE8_&yI?jLf??K2=zwb>3{$eV{yYkt>qyeM
z#f4z6=ow7%Hm}wt>biCxcQv5gLw!_Hy@~W8t~1JBV6Z_H8%kZ=wI;?|9KnP%h;_zX
zLxyG&`L!v=-_NwQ6*?4qxwtSveUb1HvOJ*D7)Z3)7+6`yRs%ZP5)V*4*?dM+CyH9>
zu5VEm7q?>+&CxqIR+DtE5vwxkSUJo~D`tIPa#G*4$2C)|>h-MPIHIr5C%kV*=QU<F
zTfTOjdF8;5smQ2`nL2JC8MlTK%B9YvvR7p*DTCoLnY=_Ua~IabMZZ^=1A3R9!GJ(A
zGEwwM7JRY8y%V`Z;T_3sYlZjB=@Y<haD(>U^$Qf1<Q*>YY=~*`%5ohgv3Z;gKaeeY
z-(Js;YJQ726e|%h8C?ckScj18w3#1=Z8i}T)BxbrAzF<aBKG^5^$B&>#j)cTxz{g4
zZ;Yh`UCG3Ggcf=Ez?+UQ7T30s0Ykec?EKLnzt(%ur4et$bet&BZt~XE98f|~)g&)|
zh5C~87-h%>+t6+Kbwa%J7t=c^8u|rw_JVa-d<n=H?13xM^3p*^Wk_q&!-w$WPp)rJ
zWN`a|6Agu%>(c?P=Vt(p&0#3j1`v>H%alPBRwW5hr3mz<k5X4`xjEm<05|a*;$QUd
zM5p|SU{@drpEWff*JoORbo&7Vv;#Oe>ew67Sfp=tVsQ#W+KLtk-ARd*BUyF@{mz~X
z67dW8Y8D#7APF+51Bx7l8R(uOZ^2;#hu{UA#nyB!fZ52<%OwZGE1gZwwi^JfKhaMT
zFW1k97qP2HSS}_aHoB9$Y_^=yl6&9VcW3;pGB_1Zq9r_w20ERWlt3Af&UC%)msWFC
zCX3SE7j~t336lG_9)F}S0NyHQgRisE&C)gTJ++&BTmX+byMADxMP7bNMM?Zs>7bz)
z{oT|lp&pChVU0*+M|7XEOvjP$!JySL4ca&yYU)uM?Ii`px`M^~_i)^DJp$nyP?T-&
z6I_yNZd`R<0-U+R5<e=(A{qH1Q>#4xOzr>x$lm8Iv7}8&PZgizE+ja6Vy(A?0Vlyc
zDTz$H{8dtjhu;-qn%LLS9U7BnL`Th{qbkAvWiRA<z_y{q#<S*VIub~!OIjC--usWL
zUEiIf^`too%)rMKu$K4_zrON6(1h~rO<-{ZperVDYec;=Lm722iOW6MN*BmJ9wlKJ
z5a7eZM-We)(D<&*K1tk3A(m8g7K1LGgq^NQ-*;Z>WYJBJ>j2=o(E0N=zIxx(XE1I$
z0}?1Ym<YCaZO_2zmo68-#ZIy;tEjTXeNAeeIGdO<udahBN;Wkr|AUvvNR8Go?25O+
z(#IhNBD%|LETo*WE)C@Myt5@YL6RlJ`n&X5_m6LVs#1hNb}3uBwe<USZ!J47$Ab+p
zAhM2|*8Dix+@2W3nTNV@ja)vxsSI*^4E9@?Jd%R?glw65uY9V>8r(Xkr;Zb<pLc8Q
zH^#4ve7{!ePe*|4J+^W{US~2kNxoFhXrGLwkl>=3WQYkS&afkM!YRYN@<S5S(2}6$
zggvg^EBJVtI8-E_jb*aH#?1&<Ro%1iLY6UNdA`ois|ad-7sU#TZww>3)#UH8z|Npe
z3yhJ_W43%<keS>*x)x6f6DBH}_ie!>lU^*#TYB70D=LW_n#b}c#_}^uulU~SPVS;-
zNrRhXZA85o^Gfimo5uu<&mRn)QntcRK}poy%=l30V=rdt`Va5sCrex!tl&r44Yw1C
z^WTALU3foZi_XOFb<w%(`At{P1gHI``~C2c^NF^Un1<NSY@;jLX03g<F)9RMVLZc2
zI3s|Mn8dut{nJ>!?FzHyUadg53ueq*{X|a8nJWo$>-lbU0ESx4x7x>r<TmDfjPext
zWHf*!!!=xFyW0={h#n3bxQfgj;Pri*xK35h0i?5=@1*<BwAQ}eA&<zGZYAN0?j|>|
zX`lyk@lAuc+eK|m;>|gEU$${V+%wTT^+X71KrTPfwt#kr#lowwg6qq=5FjuLPnS@^
z;8y+nh_G5@Xg-mbDK8EoxQlLt=qVOeeIP#AB@c+2uUA^#pE-+zT*9(&E0h~Xd~t8z
znaK&j>6IxwKelp3EF9?g#YtNyO<RDW^l^jRXNBu#k%g&1G#KUK9qW<bc9kI?4c!;D
z2&Dtey>H@k?1K7!QPcE7rpzU~Q9MR>fl85g09T<;8N#tqTnzNUa>FEc&#89(Hm;>>
zp){$PzSLe<ScxG(a^R~JYF5|za=qt&T)N}#{k}V4Sm>R}Ul06BG<w|RW#(I8HXNAj
zMXng1G@GUS308cu10s7q7q65ZmNgZDAK@u5O!z@13tZ7<&v`ceXReDj>o|jvB=hV1
zId?Tnv(v3c5mDZK`jdUgsL~i~Zl~UXUA<o2pX!|~fM9=QCEBJ68cWWoCJE$IogiF!
zGh}YhsM_FRXNMm3*7!M%6A=tbh@qe2^<M!fuUM|fD@WIxPA3KV`4NrKRrwqcA|q+6
zW|J`#CHW)^O~}IF89DkfACWgr+b9<?o9{3Witza-ClOR?F|^SME%?PzbAeIpH=fbb
z&VItNT>O=Xp5zgo=^=R#l|sGjr&ivMj0m3YJS#}NB~$?=3O)B24!yDlfMsP5;r8i?
z(dIMHcS{8uwgU?|!Z;NqmiSu-ds>kP-}0dN7*#|9Ion&GfF^u_XO$J|2Clv%62v}V
z9MA$%w>{5utbk^yPjO(_cpkehlBWUi4#0Q^=Y54f$v!@xZ?CT^Po58D^>^_>wMY!x
z+^8K8phO$@xfQ~_TYK&%f`LhlrkE04)`xjcD3a4ivoZnnlFk=k#J;LF8aV<K94et4
zn>Gf0**aRy{Y&C1P*-Qh3gtbW-z6SGq`E_ANfio9*Mt=y-I_(7KS&4k-(l5*8`Zxz
zkg(A*sQ2UL5k1ZOf>uTmkRS~sBcUK8NPuMt?ID=V6@?Mury<C*E-R7cyhPB`W5!CT
zNGSGLuE^Ke*!t7by72S6Pu(ATky68`A7&!Bxj-JuLc~>WNv#4Xf|3Yu(h27dYY61l
z5o3}fV1fq05^m7TUMyh7MmK-E>or|E{~2!&ilGoI8d6GbPf|A0kqoD~RuU}W5-Cs!
zR{^ppRv>>75Cg;qZV}SIZ3~lRuf<|)n@BA69YPfiGh^nWHa9fWT(kyzpYVXiR|95X
zg95Soy#ts>gasn>o_&8AThg{`-6kR1v&0)^!rxx-@fFVv`f+5)k8=i~5#Hv;_T)j^
z7NFcmgxIPgG!4UcjZG+rv44XJQtw~@AmacK43H&WF*0I7T2mHri3%SJ8?T3f6QM0c
zbn~iK)N1VX7Xa>MI2RPl$J>%Q1je&{lO{9=>NM(E8bG^mjXeK=i&xqt(E$#Spt)9y
zaDUGSl5(m9Ew%5F(oP+o)Zuz>p-4e5U&v{M!3DAg@6bUBH~$m|T5y<lO41dJ%XeL?
zBRc`8^m_FBb>JUmf=>)F0ul?P(+PK?EdDtyr)riMKAM}{M;-kIhu?La{BH<=zs10R
zY1#iM!~YmzbNrWOFYCYaZejhOEe-yKG)a`P38aS?{o@xf?u6iPO&^U+pmG`_;=9lQ
z_QO*=9y1WTe&@;gBU-UsJp3UIBNh+$IP|IYai8$+nSPas#t^*|$|=3NH{s-z`AwQ~
zSG1kJ*w^#wh&py~__2Pb^|3$c@|o~Etaltywa(o^Ne(U@p3oO6rtd_~@ZOnyZ}FCM
zn$L-}JB-i@bJsj<ywmC4%9S*}bkF+S&`W#Cn)-eGMcWLKvTh*d;^2hQHAV1PF6lDz
zh1rmApmcPk-S@U$P=jyfnzqOZV?MHgGDDbBLC4>T&`7|9a4;Q(5oH8F@sHw+_ynOy
zfJ+|Y3^AEY9<D+F)yiQaKPDXB6Bs6sAfB2ZI3QQR6@oAD3ekr}HU5Tar7<Yi9{*+0
zF7<}WfNHn271k%>d`Hcm?*#+Mknaz`!Z+`~Q_2C#7wrS-gXyW@<%7L{-;btzGjFGM
zG0gCEE^sryQfkN-bNgzr4CzDif&B4DfAZmm@?voX#@8ujG<xrfHM4HrCfD5=0uRQg
z)5?6?tbxa~X?w^$*<A7P4)Vfz_Wti8;h$^|nE%Psh4r7!3jR{I|967mZ<YFA+VuZm
zK?D^QBoqYyl?4&B{b~H4#r{1Ag8x^U{~sFUkBcD<6a61=Jth{8KhgTf2=+fT@c#o1
z!pQPZBKkix$e-$eZ}?{#<bRj>KcYeYR@DD14e}3G>wh8w{@JkM@ALl`4e~$Uum9I5
z$X{*!-%*f1D8yel$X|%WUkejE$KOcBKM;|B;1~bEDE<?n_zR=>-x$e1(!chx|Ed31
z{%=I&PyVm^f93y?{&$q)Zw%wldH-?TztX>!f8ZPcKs^4D|7+jBA{+nwBKxlZ{<|6e
z6Lk1%`+smi|A#H}f5mJ3ZSC>@;Whq#!~Sb5{X4pk^?#=O{z7{G^D_Q9&i<9xX!LOX
z!)rXzz+?$&foYzc8P<-U^<|-mfDnNq%S-!_E6B@31BVlW6QcWpihw8x!=o_h_fd;N
zqk}3#m*Gd9pqoW8m9~@~Z@Ffqx4Is6K5uS6f4S)ixjL&nhI`gDK5daO(X%qgjT%SX
z`a==*lZAweJYy|P5AmD+)Yr!^{6-?yJxjBwhzACeAW9S#8eJ2wXI#oA5aSHs_<jK+
zXSk$BN53(WZl8;V#gb`1<*Q#i-)`0*&csAqS{V5;#|xe3-{;3NGrBhZQYWzM7^o8v
z&|iQiIt+JaYsBQ{<tFTP&<8>=yA=5IXUNlHH{9<WJY0)Q1n%`U3SPz)PB#rFJN1RW
zn_BYo*4w51H!V5HtY&s@TFYC(^PXD#bBWK=hvpniTroM?hARwQQyw;UV!KhV^P5*|
znE_!CF;NY=FzDFuu(QSOH6mk!Bxh~614FAf42%w9c6v(o5l&KSa`rh+PU4j{i<0)x
zMjw_c9ki*!O;D}pb2Dok6zrckh&VV5UOj#%X&|5dL}<`ya@XOQwFl3c1)wLs%eH$B
z<+z{PIzw`4XT15o5A`Qa?!X{oV6@tZi@C6(d^pEDBR6F}w6p#XrM^5SH!9uAnt_#|
z-D7W~UMBAKm>Q86nNjFZOj)KUrtI7Fqc;(|-b9{-m!j>_w3sRw%}lsvA0SR(x_Ouj
z{vIp1vY`z004bRbZ0RO@e|oHglu@L_?Sl^OB+s$W1BJWEI|uh)A6D%#mz>S#n^TS1
zTJ5fvyo~4aW(#;Qf?wn?Ci#F)$l3gCvtkc0r_%c}e3{P7SSCm2M?YQGE&^7me!H6D
zO?IVAm~sY(15&I}9Z{fC5hBk<U=9k26c!YB>byH&#y0UScGZ7oKe?{+F<+Z+ZEg&1
z^lyxFZ*fn0HNP6&o1vnjW{HSJ%A)GfglMs=2WbdvAgd>-FKBi&y+~M;BPZ=A{Z9TG
zdmR%Qqc<sHlua*_R;X4nrMypCPvS~aONvdJPO?qrt1GEWKv}W*N!P@8KGs(Edlj5D
zM8;HUm6|nl(g<oL`$G2#-ZP|gMAyXjx9h6fh1L^Pq(-)6NkGLDWpYK}m?n!biy({Y
zVL?XzoidHGNCl#@MTL`!e}%TQrb=;JxksKy`I`nw`PZm`Y_Em`x7j4jPKW~$2ijCN
z)PZ0NJ#B{6&XWD=hA3?;)y|Ux%7#dFMCH+yLu?D^707eQdw3#sG&P2ls-{J{FIZ8H
zW@c-OUPec&xwmN(t5($z3Vtaw6O)<_*R7KoA#Ap6REkB$&SgQO3EV4|8R1dQr1-cv
z%JN|8WVEb{_NISXBA}W(UHr5r@)3^^&)!&;nrpRnmrl*7II!b$4R<pOk(E*K5a_Y}
ztx!)Av6h_HmbJocxK=6LN4<<!X19c=WhS<LDB9(%UC!?r3IQdM*rTfzpSW#}xQwh8
zM)y(1S+m=UhK4eg$g1kztb{CU4vzOGS9UekhIc<rdo}#C3$^{)k$wFS9NggS<#3@y
zc0%K4eAOZ@+kKDQ@*AekxoBV4`QP2D!cTV0uVi+*49-{bTeF_q>CpB{N1~UalS&e>
z7rSnE`xz%J1ZzpKMh&r>br7*!UKO8BO2RI7lpFwI0uB2?`5zN;-eznTY-WcMk1u*X
zuxqDP0v?h>W5kW~gROkrt!+?^)ni6s{x&=(7+gOw0lac0%&u$}ZFKbT4S_6pPQcpF
z1qId$m~(}lmtBqQ)VL8HZS9{wF$Zw8l?BxZog#clU=OcWO7y}TlBrZnsKe2``%WbX
zsv#F^gzaT{b;7N2rY<QcS1Uy~rlxy9hn#@ehwr9^1~~c$N4LhYUrz-<+6R3A&uFEI
zP;}6zkU|Dai-ts=c;b3ILqnpYk?DGMf-_mK_Z%JOmyg03nwx7jM{{}Y_hjqPrJtM(
znw9|PpyBp+f9Qp-pQK{l;9tSn;S{MkZSnvw2+1GFvT7uz)p5#PIuh+HmZFj2rCQ7o
zZ>-DpT#DQBPtbhdizw`ST2IKrU?@R|UPn=K7W+J1kfs>*Bl%BNGR`dxT4?G|ZB>0(
zpUDYbC&=oAhPF;GOu%UGv1?s=jQuuE2jy~`Kb0Bk6xb%|vwnFzuE_bJ;t{)H)sHm8
zWp`p{Kl4M*Fj*wdOZ@bN$p<sn5yoKhWBq9E-c@+xYEftd4^Htp{P?FJm`BVqbgseq
za%S#9+p}^Qx<XgMT?S{T#doL_+`)8pC--|wO(za-sWvst>KT(xG%W1{U0Uxm9xA&_
z(+QuuM038Sq4Kp~^fn)_s$MaNqt$mQ+F74-uoV<bXykY-@>W8k!a!nX&I#&naXLD;
zW3TX*{nV?OTC)xn58V=OIp-aZ@1uFkGAn}-%t*kwnlTBjT45ugLVS+Bpw+W_{>i0r
z{#l0UAn^@4tN2AQ%{Csb_cj2<JAE0YTVEFdw>{bBsNG%~&DSopI_-tdZ!YI!|Lk`-
zH0{L1E#jT-R^VsR3~20~JB1zDvga)eZVWl;a3pIL7vG6vtz{{?9JJ*jfH{VrM-#Fg
z^Br^Zd#YTCQN(_ldSAp@8<jph4PBY@10(KV8AK3BPci$KWCOsHNQDIngovginLE#e
z!&13-%~Xbhs%BMF;z-NF)sSIUK(K#&pck#ey`J_+n9Rz=bYQ%0_Xgv+STZ1ntEqj4
zjDAnU@m?a8@6$YJ@ASdtI$j#LshcYnY}R+l@2mF>!hy^ufO@XnGNE3wYj}5HW7#12
zPEC(;CeWp>NXBFZ^Ig_-K4o?Lj+sr2MKwGKBbXGKR_j*cdQYD(mp;2@bN}M-t!`*T
z{(Xnv5l_S;hR7l?<)189_vlEifAj>A%YaFY6Ccqk5LY$xc$@g<=U=PZ?73tIj~*Y#
zm@6kSZz>iBVZ?8_oAQA3@d<SZCl>);b66d$)`B;Kd=PMq_N?oX=flvIfj)bbekII8
z=DHdloIyj8_dE7@#pcW=TB%mCpSE|?4r~L~74h>HWvbWt4FA~uosM;@?MtwKtA?k`
zyab)!vUQ6HhbuPQ`C=*5435`AeV+_1K<7_q{?s=R{^L3r5`8||V-Rm@^7oSU*JSm_
ze80wd_ZvIcXN_*PIZmXjT_^tO-Wg}KomXl&%*w^EcP=eAs-6lT`)kIx@~HqcYxp%m
zlT@PxK4wnC`Q^H85_^3O8$x(6W^xrM79^`_)p4_}Oq6a1b4Emr%%J1ojehNepvIX(
zS9#kWZGbU9abVHqavIH9>F?>a=-Zg=tBTeLDZiBRA+jH=)UA5&M85f6yB7x&6N?CY
z?02}#0zt0!de~OKbT)`KHkjR%HTIk3KC<upELIIokJ_S~Ako%3CN{7i-^1B{y+_}i
zomQk9?28S}*(1E}L!`~tKDL0dyj|b?m}QM88Y&EV%sO#?`=Xo1<Xz55XObw46Rc%2
z0}BoIphcgSd*J&7cD3o@X6<yQ9<X*c)f}R%gRpD{xMa1~ZF;M_|CBXmWFYz+1thG*
z63CDA^nq~Ytrk!ULV~w%-~Rb7|LcqOib5eyVQB$qG5d<sC@>T(!e+rD?7jm6sQo@s
zC}tA{tUoF_ouYEl`%3l|#C3pFJtTYD!t0i^dY=CMDh6Qq%*T7_Bmb$O=C|nW(cbFW
z^qHP%77-<kJ4bYRFUyZoLE#c4Bu+J3!v|w-R?*v-^z=1z_j*<qF5P?FA<694^0ii8
zAveYp!WVGAVS$B=gkg3h$jwWAm};KMjp0dtOE4S>CO4>f6*Yiev=*Xg?fQa`BR>rS
zVkc5OYz1Xf)1Na(=4=Nl8U`qdIaxU!ikB(QLzThbs;;j(2q1}jvG{3MH_<B47+f*E
zMh3Roc$>X&33&W-WM|Sm_!`m;!Xb@$Xak?4pB%=tZm@E@Km06XlX4}y>3kEeTwAE*
zAn${IyHWJeItfh6aB<YW@B9d*mx1A~Ep{08{(7qm5@$GU8V#{t%Zj!XIftbPYfo}w
zcpAWK(fXJ@^N&M@$HC|{w4Ta<v2r*#QSBQ_Q*X?anmGv<C_Z*<$ZTxQ5U`VR5_Jgh
z7~sKci|piGFe=J7wPcQ^?Hyc_pUM@$LpLm<@}Y?nSQQfIG8{xgJyQd9ys<Fp38F@j
z_?mP9Oekq(<cf%NO*u-cYJU5s{zZ7FmQ=OW0s{6T9d5`f5&kWsqhW{yx=R-R=q8QR
zRGx}s(d&A(Cq^Us{c=UND_s88`AK9*|Fb9S6d)s`_B8bJ#fJ!R*e(1^HlHV?vVCD?
z_lYh?bs=jxYV}*+e)Ai4qOfE7&r^nKV!c``wto{(^mz#(v?c>x=2g(!Ij2?2!Fq5m
z`x*sLQfbFS*}Zjt;zH#6+z=}yDQfu!8KLI}cp6P3f$uIVIZ99;>$ZCvG>8jR)0E7+
zK)mQ@t`)1I<bGy*v|S4$J9O#>GF4<a-GOu}snE!CDrU?u-gLdvVgLRFM0gbp7hquL
z57m-`-C@fq=Mj%E;Q!Frelct3{5*C4Jb*$f5L#ffAMQr(O|ulIcWf8Pg;1*Nh>FMi
z4TEKL9$V@n0;VXguG$Z;Q$1r_<>!YNxEC=E`B>NDx<TmwY0%b#nL{I^UWKAoLRKxc
zP)nx+tm;xqOsh^+uX-|d;fVAOjm_P2SfDmJj5dkKJfF~7{@YX*O1=L2C0Z)Ak_wg@
zVh*1hqItN99bAOrcz21c2TQaBB?aH2@?iWlIGIg*7x+f`OsMO}X+$}gce0BNyejCh
z$RJ5IrFtt1hhB{4vJw+Xi9DOm@>Ti56|*CRnSy)&UOcA~WLexq@(|E~ZU!kn$@)g3
z!6d?MOm+O129f7{(5Gdz-8m3#?GIsUEo{88(18nz>3rH8qLlsKhhx4u1WcpGHV=Wr
zh1)44F*0+~_;Y4`oq9WkP$8&lJxyNBqM8Zy^nx6(jrNkaqgg93mf$&2%NQFZGFjfh
z{$DZHYbpv;*Hh8q;-lgcatJ8p_R%c`2x8m{k_vPsUB;8e=j_<NWCzEUR)H1TF6Jw7
z!^LWN3zgd|+J8o{#_Q4eqO+KQ&Y|S8`s6r(jauh&d^=Xvv`%=l+g3#_Ug-L4Uez%;
zLdHTNkKx)G$v7lK>w(V2o=i`7>MxHhS9N;I<i$2Lv@!@XRdq=^eZ@Z|3-1_>lvH(>
zSUIfHJZ<{py_|=>R6rsl4#dx_T7SXDmCB!yr=#!!w#CrfbN86#%Pvst4Ff{LQ&t$p
zdnfr#nXv9XMzhx`P$YM_dQPV_V$SK8a_-Fpd1s&vQ=aQqXk}F+<`E<tfqY=sBeXEF
z7SeA^IrXb#We+0<kQ4RXvm@x6ji|EWMW)e$#&cG8M>_h#ga@YHdiWU;Sou7U?41?>
zVo5B(w_L*Tqrs-afFeRkK#!hEw?Pv_9q=h|=L*PpGP(2+9YQ|MNduh9pe8d;6HxN@
z<P88vC@+Miv<C}^kPz7cQ6}AkENBwb?3L|f_>j^X)7TSHiG!vGM7J4<Mazv4ey98Q
z1y}4Zn*;A_iDY}g>K3I=4}>}uJ$t}2y$>rhzbXzn71BMelF!9wxY9OC(*&LsS3iz0
zrqA`^e#F0@%?N7DHe^CEs0+^4yv-E%vwY0Ye+h|P-bE#`j301HrR4ytzE(j*$v?aE
zf?{=;bIR@>U;OG{sr9e0p7Z}5jm_oGetqJ5rBLls=n`2*9+Mp5XfC%>2mAa>ESmit
zA^Ql~=Dr-oL|`4(db82YsP$uNX=mT)#o#yK<^BNG%~?w4VDiW9-pOnE-iC_8sL>0u
z?@gZ9;zV+R?^po1?Uv(eHC3hv9J}Ew!?)?z>m-vi2=duIdzGCJzu)J8d;bPYHIUaR
z`kai+N+_+K@5`6@Jj>+eve^y#hKO}$-=mgb8))ndbowzCcepDI@AJbZ@5bwi<L&G0
zScKL`wozCAqiO5w{J=BBwT63TL6Fp1LYq;kht$&3<Dl~H;j&GedKquB@`aR;5Q*n#
zyg(rn62^m?F~V<*0R^Xw(c09w1^@A_ipgoEZtSkiJ-g;F$B{JtikKB5betCLhk$Nh
zlKw;oX^#qY+sgB+0~y4FIYjjrz&N-YJEpI<He{_4lm@Dg?9?7jqVjaDZlQLI-*0bK
z5ezOd_iv)JEe(XvZllg!clz38X~qRDj&9}8cg}Tx{9&0@-5}x@#uk5OD@uUg7fqYX
zEu-uqsn@kq-kW`y9CEfTK;E%Rm|Java%emH21N6H2Ei~R?X^-UmB`$|a5z1wK0dA=
zkE6L;$>R`t*AmMj2I3h(g9j<IW0Ro1kmLW@LjX=(<^<J83Txi4RF|m+47Q5$)3zOu
zw6|wGWv)I{)gv;XExk3Qhj~-n-F@;tfxb8ryclVT09nC}^%NOW!NCn01`sLA6Nb0a
zbob*1KBHzs2Vu20iEz21+(?WCYY5R)AY8#2&TE9m;dBFr!t$U0VlqfV%%*?T;Z|tS
z8H(5a1jh%Jb)4cJ1lra=IuBI(9b%4*+ox2~c2WLCfE>?uMk<{|`h$=P-Y3q(r{)|2
zlR!454Q|mH?17h2$zvrj!xlZoQ8;>Cm-m=_vHWq{%d7V7dEb$@TaU=n?}g|_{C00g
zd6tbtzZ&n_cy7k+K7C8qcZiOo=$x45GoY0nW6B0+z?zfQ`B(1s-7b!yryrZ$G1?B)
zy$$juM_bO7mjG0?Z!o*3_-5M{(sJPLj4YXaQcGYZr36X~L>*BVW4d-YQi~cXG2XDz
z8{Ek*lmqAlqrf&)%R58_2aAWgu%0aB$&L`{B_DYniL?+k;1e#OWv?@hhi8s}gma}I
zyWuiw---hH8d+WoBWNS2rXnrSs{1O~{Q_EG^}4Ks))}jgQZl^qSs&NypiHK8BdH36
z>21H}g@k9jn`avYq~8(!wK<;54ROxB6;#LpGXL$gxufYue}Eqn@J+Vao2)j$Qom3p
ztaZykE`<by4$ax+W}qbT`U_~*QrI}w$xZ6g9zr8|R|@QLKW7_SVA1%-y<m;jQ%7fD
zrFVyUcgNf#$9Koq()}f2gsJX~XLU#F*cQ>aodIZ;gz;?nfQNfRB?>Nh_6Sg(ctt!a
zK^0=r9y<w^U&7T1m-Np#pP%Ai0eh0b!ds$DWwK`?vr_VkP*5gYodtwWIS)jQ!6{j&
z9YurP!90;u5NfBdYJ$$x2_G%LSbngG<6+6y`6Zu&@(}BMCBXAn%Rm!`1+g?dMF_FD
zvO<xk<=;xsT<J+MIEWBcBunJWh~l9q#Xo5C>qSU`Jh18vWH^VxX=*B`5ZH_qIq3Z^
zhFs}K=4()B5qRICYY3S;s<o!c(G4^#260}Yfz?nP42XIby@rH}jDdus3a6!_qM(?c
zX~g~%hKx#7u(K%}UZOKzz?4weInQJF2#*y4GKjc_tO<IlyTWOUfpx<8CHiBSpBqza
zw`;}fmw9uB&<1qb`;!)Ni>Q!4*nD*iA*hb0i|E)3-cgodabGTc1nW;uQx@y!Zn?gZ
z6<k$Y^Odv#6I-y%X>0yid#dbS_B&XKYdr|YHu7}m1b3XipVT%bMnpIifiFu1$`gw0
zn_J=-O)2t}js-S5M?sr2_M$Ed^aVd-*A?m?=HO1O*8PxI1Y3f+<dFoc!ygr8IxoB;
zb+w5YPsgpt8mr&rg1U{$D5DUJ-_419M^#PplKY6-ir7w<q{C5XOx6&cW2b6vtB&2K
z9f^Q1M*(lpd559O&e($k{b;g;0)9kr5$2ii?wb+!yElp|@)CXn7p9zZeWFK_U#<x}
zkfXYW32D1@sq!&yG{bT&jmJ5``|i}1-xFE2WjbvempP*@n<U+!5PF~GGFeu(qkEa%
zWPerG`KR}i1EB%g1{Q*r!c?Pgu#_>mS>9-nrk0zq)+^NC)|WHtrFT<{H;JRl=u$DF
zr#to6qZQ(p1;vZ1Cp@);jXi45U@2l;8AS5%`-Wj8NGVDnyg=;PuRNpNf<z!iRl#^f
zRe^x$E)4uH-rg!Wk|pcX6|2O|%*@Qp3?*h}sl?38%vfSBF*7qWOC@Gz>FS)G?mm5|
z|L&QWc}R;ik8P1@zQf!yJ-)RTxn^n28aC2$n|fq#l54+#EhUkSY^kawE=>i;1wK10
ztYgIVFI&hAa?v=yt^xU`>Y{o2`|j()N4GMc5+8lt8P;f`^qu}p-yfZ(**lXH^HtDz
z4Suy%bFwBaxoQ)`usFz(754$MZ%O(*XBds++PT7ob_1k>s_q{&4X|C9>ou~$)t?uR
zLW2z9eUTNrVnpWt#u=oilv?d&66ug;b&iIe@&Qjji{+t@pCayGZHcVm^p@N9(rSJ)
z;glOd-OB21jUz70^?f~`7iCS{bd9OXnUl)@QSZ{)!5&<@Y&BLGNto0^HyjKVPRE5I
z_U_8qHT-KMWpmtz(zpo73#+_3$c-{zs$iFJy``Y!+aeQ9$vI?%kG#a^F7rU&!TVUf
zb`eF{jEQ*zR{hE<;W@9;+-XLg{gP$fap^sl^aOP05!=>U?(lY84|rPPxB#o>0g)!j
z8VyxK(%6Ubkx}!sU8#POe&tTJXhNiC<N^9QtGkJnF}8lDQTy6c;x!gMa0RGXH{T9E
zJ4$e`RWnj@-w<iVh(-boY1?neXX=(}&ycswc7>0Kw<hOb+EdN~=dATyYZoMjgLlSO
zsXgQLgJ~=M+``%9@SyqF^`PI=U>WY|?^&`;F%2{<U%Kl@lub?aObmj@4aQ|twdr3|
zdIfe$z9|V)MN>_Z)7Gmt<}C4ccsaekJVYIAOn79#F*LE^8D|@1n|N=wZ@yJNlili4
zuWEXl=G7b-%#0bt4k$;EM;N0@puT=B7u>(h>RoNGXLiej3JTtG&vKCyvl6|MgcAFb
z@{<I<w!{lZ(f93*8yR)gOQ;o+DQwAYsV*t;D18*Yl^ScotiYY=EvKT5hH7Qclou0V
z4D(m^tsvWi7izJVwVbIm$1hACYxb=`J<@rmbWCmQoX(UQ!@LGQ`agOb%cQ?&O6H&B
zom6Ay+bhU?cPo8U)-NOe-bg9epxvP9B=4l<B<iH#^xaA7d%1;thrE~Kdjit|`d1A0
zZtIVLX8m<D8^ptriG5VNh!%3%Y^ehk2aI+1ukG>O2M4kO?)LDp(Ivy*IcdH<&JI}}
z%$-$Gp#(6Wr`9z<8Qw3rSZ7ObxVK!lMDMa}5g2O?Em+RO*IAriYFo9hJLg~@ALcm>
z6d2|hBfCBkWOf7#LsZvb6QAh(Z)7PHpFAn%@0VIdZ?-Mc3tRSSnZO5Y^9DY>0q&tR
zI*ZUikfk6#d)^pZ{L)!L00MJG3uk7;{@Cvnw2qd&*e1BycNkRyvtnZxm3jPlN^7Ew
zd_tH&A;6x<$zO~(Ue2L7Q2)gf_$UI`rY|miBU&?1adjjl)UHxMPo+Z=cv`l<V0c}9
zUdc3YyvJ<`wRa_53blWmxDUL4ABO=P1t>LGsA7~2b<}mOAMpuF;beNSKb5Z$@V#p7
zkfKwdG4$GcRCp>#*xvAhEp&8Xc?ysLhU9POz`d}ebzc_8b54ELvybN*k0$EtA?{Q|
zf37<>39xva{xqX_Vnzror@nyB^{w~2N|Qc#JDi`9qqzx6P@%2sqh4#ZG{z@m$86D`
z-E7#AS4-jM7?z6zmf77fB<d}i^Ki3SwDR}Np7v+${6DVak5*QnHMaT$QdGBL2~<KI
zLT(igMCA@U&`{2iZh2%DX~)F13$wj{Y~~leqFg$g!>_H2LW#Tkj&Z~TB4q*K0xyvS
z2>b{zz1wXYuX3mK9H71!{1Top>rnBIg`CQ47RPi7QM)2aGxx_uj-!satW*ygKz)oP
zougfbW3BfXmw|_Bbj{%K<M8lyUip63AKNeijiP0@I^CbhL@hzma#K??ljh|b*{ZL6
z?E3FBV2YfkEQV^C5Wx6EY^vP{EOMT2K{}~x)<N~_lF%H1dmN#@D->sF?mFR1Gkrci
z*4)44>~q%WFgE|%f7qFI!GUMPa6Uf%V6qEplCZssrd$D3-WK8Bo=vV85kD|g`Hf<v
zR6l`$w^O}MQUJ~P?P5sV52t{E&@PZFv&ZX*-`l#JxTvIKOsE?9d`hS5zFJoAtqm#l
za}6T$^8jRgE0aInPrLa<1l-ES0^1qju~J{eV;*f1&)f4|&rx23Gz!rCtRqjYjYHRK
z>RHQ{5EgyL{3LIhPKpIC1u!rTg^a{gQKiC%%_1v8*KRogx*xc-*c~2g_94tV6y_nf
z+Ar1H0*HEqoKW5cS48(K<eSn?bjBs`Tq##obf)EQ5C>p`-b#uMT4HdPy6P8(5lNwi
z>J8Id3a2bW=>nIPVb#tC08^V~dDl%S7EIUx{$Yw9w5RkthERzssu%sds<rK&um^CR
z>|1K}MrMZ)6M7Mij9ln<q&d~SA33%(#;R48w3$3_xsp-M<qY5(j~3}uIGs0&8;l>A
z48$jXN+ZJ@%&ddKZRN7<+n3n7%yTBmXbKV6^!m`ll#>(dqjk?yRA{XT0W(OUHTjn{
zCo*YkCD!uo^+A?GOe+25VFKrlRssw#im7K+3R-gOb<%CZ7e!7tmxF7d=asT(4h>j!
zO_riP3pE%cV+#RwC)_m{pY4s!yOC-NosWuxKRCiq;?i2wvP!hmaLRiCs^Y5bfH#Ja
zT7n5>G+#_PJX>r>pfM-ThjiBUmiwmYa>@8CRK6Rwrv4~@+MJQPIhjj&+}Jyf0pa)^
zI^jtFWyT0^=<VA_SZuz_T>Q*a2R0HWq4I84v0HP0Yq5UX7`olqw(Y62^N{d1m^pq|
zN%-E%>s`p|hj)I#$10%3`b~OzZNH=I;Oh4B=<#r?Azk(DnTWu<e2Jt=DmOJpGUyOr
zTy29Zo~8p>yVgvauwk288|o=2xC`q(Op-`kHde&~ztS5hyDWn>2^-k9)Q(GZClQ?v
z!G?bX;PGQmzDK5)XU$@e$Irj-M1|>uzWyDqn}_4afR(q5yNODB>e07ZHWO2;gPM_%
z*+D^s9dm5fxM&4%Qm|GS-&EljkjO(*+GQV3xr~$!k@4!Hl=z~6hOxPnYWbMflSt#`
zlY61J4ILN@Yn%JusMwd5;IvcD%S#cT3GGEzY2OjaAJ83LFJ4Wyy+3{|YktTPwk3P=
z771nw27hKuW^y}cWmm_cN(u4nxK8dqpKvr|6>C;t0jXSQdu{)Ek^9-Ei?Z*N`g2dJ
z3}_2FpJChnV#|DccO3`Rk#_b`k+bP4c1_yOHO}Q4`D4mr>SvU`CgDIS)2L7xt$%F5
z;a=4(U~f;omqg)Dq`3DHYk`QSi?F%vg!!D>gnEgvlVQ~8OyahlRvL_F%>|!nodG`-
z1d(~JuIO@-ZZdp|c}=ANGGI@M9E@27!iL#2U(+l5`_4DZw>l;VQKZ|Q2arhU64yrA
z`Y6AG_XzcQU@LMc^_?)x0ks_(;aTu;h&geN<~r9+T(NA?g7dW#<8zB4pN=KZ-(P{J
z&)=p246m4?9WkZHxuUWh4#3x2AgF52b||Xz5<@Zy3~Y$8E3o+63jw<u`CSR_2kV?V
zdZ<=Ci8{>Syd;S6!M8cEAq0bN*&()prz42{4(B&T8*a8hHh8`^zq-o_X5Iz^np&6(
zWb?Y9zXD7k9{n$^LzR9$LStNM9&rWtCpaUw4Vn+5hfWk^0C08d+O|0(Ah1DA>R@1@
z^paIA|02;jb4L43I(XQBo6uqU7=cXJ8v)uT`FPtBWM1lKP)8+BPAj!Cu+?I};{<pg
zF1fk^AYOFpKAGTtVwmLCid$ZQn@cvHL8fOIdMMQqeeCXs<~Zzjr-LPKa{2;PN*9+A
zi_wLLk*++Bv?;_bg$d~><ijHHxh#-X3PlXsn&MEHk_$&X<V5Fp7oYlu8oogKRB)&0
zv&$s>DNB#}i3cIt*F}O}_|6h(gP2Gw!Dc31xK^smR?0T7J--p!1RRPkG;fO;Fo|Mo
zFwH`$`@UQ^yV*n1>yQlg&ecTw$>(r7=rdMXM^^+@alJ)JW~&9Vcoj1m#_<w@f)j+&
zE{uZkQKl;Vo2p`-iV&%T@MQx2q@5^@4qkIt1mH68!w8`{XzGU%N<YC9){{6*A7M>T
zAwn_R?)NAptVFcUI)qPnOZ1yy)^ymbxkk~P9w=9oZn`z2MfTKf05$9Tc=f^uZU`bI
zaYCo~3tQ`&r`^R)4^<Io={I?Pf_?hpm<_ecj<x<4XV09{6uvG#-{)|T-Et_n$<A#}
zS`e7EJUKEJsqADg5Y7zm{1V?&5TAG;Kd5<_#g-u$fG0vNe$fC_SM->oW^q#Pongh$
zm>rAUR4VSz(YK@<n2&AGfX~>@9$j_3hKEGP=GeZyq5z`XB9y3SsRuEv*tT4H$Hel5
z9Z<NcfbH<pA8^04O2j$pJ*(HFhCgqmLm$_zJ&1(gFjRe`u21)VE(qwd-=yu@uRb)0
zkXTfxKfVGJp+%Dgrzi?zE>p+i<uZ$(@Eb?kh-=1`VV;1UaLPCG*EE0Pc+$Ye`KwjD
zLC8?(NE>f`!kajHF{5V`S+=7FKDB{EqS5A*P$J@;mA2O2*1Ua^9EC0%79MTG%2(a+
z@bAoHb`8ZXgTe!gJIDW0o&Cn+BX7z_kh>)asQ8)*-BBShu%le=G-{QI%R1`qPWIf+
zWRbNh-lIh~NAGb8b>Z7q{^M|R+4qj1E|d(${0%(Yt{E*i52>i>81R6Z+wZ-5IjfUJ
z#$r97w+(FW^)l*6FmZ#tB9(du1fK8RI=oGgRe>dXsBGb8<@WHk1r!pkTy}k#)F30=
zrFo5WUG8HmM?XL*;JuwxjDeiF4mGAF+!_yxml$?DkZPlwggv9619iCjj3Ds2L)i-?
zW+tVqNeeVEV1N1HvDGQpFuCL@ekHVNetUi>63I<`gm(mEzW4e!O;E3~<9NPLNH3Ku
zR5#I`r9iM!wZuCPYOy0K3MjN?l!nj3+>1->+grv+s0z|5RH2vbi&ph3G%x>~;EOc7
z`;%ghGxmo(zfV*jv*r$-hxhYpSh<IYmFGUKiayr8PuQgF=_%rlKaQ}rAu4==z}s|y
zvR~OlxHJ6#-Gs{q_Ve(!&oHDXeUasDuNt+dpJ)5~ruJm)Ydt=$Z}J?+jYe$8BF59_
zqeyJ95lT%s*&Z=NMRG?r<_}?z?b&OJNe(ZenB|$H-w5BqCP~ZNnW;=GVbw}VM?K=u
zcQ*NOho~r78Z+2;(Y7;IBXZ!IYf7!&<Ju(=JaD_@pQ5{b3<|ZE)1N7LfBqCjzu`Nj
zhAgXjG9lVrCr?P<#A@Iacj0CDJ<5FGA+2tP(eKr%=P(|@Y|!ZBc=nSZ+fkJj_zWT^
zQ|(BSXw#cM99_ZKYy3B)3h?jrRB5!<%-1tlxzEJ#b2COtaXKfNhws|nLt9)(^lr6N
z%C9X3DPKX;09|Pg!?Ccl2F(HS9T?Q?x=s&6Ov_JYC>Qb$#n%ZMd0LVJ(z@_63n>B$
zd;&jc9SVIlyh_To{X_2LKrd`ODDBv|bKx9fns`uBp+}0{dM%%jzC2dpU>sh2nb;$V
zVBsGNr#;XJ+iC=n-h>o3`=Yjg2%Jw~er?u1ttVkfoW}Rh{AQ!%x>wCcp5Jus&Y^+2
zl^7q_YLG8rg`EDZETDy1>zzP|o#fYrk9^Ig^U7XSO{ZmAUbO#;w9zF_2;yey9jubp
zS5VlQw0>F7O3D(`G$un0;furGlh2IrVAkSC3IuWSqHVwvt|G30^>GOZ4?(?1>-T-8
z?<FEIzgaDSF8}U8;ouSL>C5{j(`mg~(;>fp?QuVx`k=2nYL)NhdUPngmLo#|Zr5Vk
z<A`}x?C%y^7E_Q^2Y?HkvNGH4EC!Y8kW2)>YtxJ-PmEJY{_-62qCm9bnP$`Fm2HPC
z*DorQO19SR@#Tt$1<;}Mh^y;)`KqCNr;ZfyUDwEU!A%rlVpzT&UufU`afdcN7VQZd
z-OT^iyz4Fp_h&O)1}I3_H8)@-ozb*00W8Js7PWa#Hcf)=&)`5(>^0^#z++WZg|y0T
zURc|s8N;V5Tpr9|pSR`dD+MG&iHW(z#cOY=F|YTo{7T+WzPpNe4Wq1j-$qr^T+ES1
zupdI%hIK`~hl!RbV_^DF24Hs!2$0(^C*K-*$fk4Fr}=8_MzRE?1Py{me;|yv0fgeM
zd)tZajNmL7t1NiL;7;&RsRH<bQBZ}Ww_eUTM$G&FUNIoX>AmEzI-8#N@|5rGm%#MO
z+bz??iSN`liQVL;EdB0+OQIFhr_wL_bmYLsapgRCd>a&HFQOUjL&^{;L#VxX_Z?f)
zi#$$5LbGQ>ZyHA+tP`1yab6J?ry$!TybGxje;463=4*?6{sDTPBXt)Qt5Z+L;@9{4
z7p22SzNGvG>(Y;f$j)HFv%+JZqdUn5rWerC{17xyqta^bai9KN4r#;lAa>>Tc@;Fo
z>6R>L7+BfPQvM0W6cb{vpIwD&GcTJ*9Unc3Q!nLmSIfZA4a)BLxxtGcKg_y1SB2Sf
zTM(883Al-C@*1Yll(i&KMAaQ7)YKdu)m$Z%)zwF6F`w$Uv0i|b;LC=%@V1TbCEd4G
zV#-g9L(3Q3*wb=V=^xJ)Z$X3L$~iqt`L4Y>F!hnZs;#pIj?1SezNHW^?m)blMo#0l
z@&n-cvm<kD2f0=+lO+jN>L?P1fVNc^qy%IC6g+4A7=O>?y=KsNMFgEm;X8q6X8(N@
zxLLFyfm2%ew(A~5e&?L196_`vPpQHvE_Vgc^P~@egLe1507M@zfY!Rj{sYnHI5x$!
zw#3X*YQ{HU*J##lMCY>~WHs#aGI8N#E2`kfk$7D{uh6W+yX0O&Dw@3gTD}f|Tb1ME
z&2JvG>@Hyx)DhBKygl7}AI8ABJMqvv{*qAZiHL-qm<G|x*eVncaJKb<#TUegfo!$*
zTvWQ;M&H-jjR-EmVkGRf*5K@1$~_aJhAx#(gkwt!0Am9wumwq#hLU&%$w`{|myrUx
zg$AJ6p^Yh@n6{RmOWSNz;`>A|y2LNj@BdB!@Ru-%FSwqa;UAv&Y=4b|kT$k4bu`0g
zU}N|PEB=*~;Am|Br3<jqcQh6@{=<#_56k?oxB_E+Ye?5j?f5^XAVH6r2Fb^SKuADg
zfw5(deLwjq&jGt}$;1cLf~lLmqVOaOHGqz9$FW`~*gNOx8jelF`PRv?vLzlxIkE@a
z5~Oi-J&?i@mFW(ndUatdqYUV5lFbkDSluH><9FroGEJJMFVv%O_(X(}ySN6bz7qMo
zbTO@1Tr7QD^_Y|pzoSqrcCK4mZms%J!0vigdba1Jbfml+d(tFRz);(fa8PDjQLQu_
zj4Gr(eOD-bFC%0<(dCvQIIVAQpe=yP$tGT@flLIWl+6{&)$(PG1;U9-^R@3ME&;G+
zksIdro%EZPSt3*l;FO1rpSJ#vY+wo>fL<UVf*;49;<rr~LImjJ2JYWQbV0aX-3<Zs
z!I+7^O}9TiU+H1#vD9>xn$^yAIE0ETow~$Xx_PxHvocdvcJ&VA+Evc_Z@Ts8^#3p6
z4ih8OKYR68%m07U?*C(Shq8?PcR8hhm23P>Pw^)p|A(&Qe-Lc^t?Iu>Hkkhr;K9c7
zhh*c6&HwYd|4FjJ`e(&|4Dew5Th0HOWaEE}MPU0s332!<O8@5<`lm49zs%YHW6=iN
zA07WUqK!ZDGyV`m{9PdNXAZ|7;)%cKYJ9!_yV&9%=l(MGN8O(yjj!V$;)*|N|5aG=
zcg4_uQoj5<Va0!$zyBL)#h<NI{NJP%f38^nBCTNis|w^FYuJC5v;85h_**H%*S*We
z!uT(%+Jw7@C-TC^BZq^D$zd%QlSkL@+O`#9sovl~7(hY-Xw?=eKn7n1zyx?!J#mOY
z5cov<E@2R%Uo*M;c{Cc|kj+8*LlrEOW>sP}tQ$b-?xNhRrM%!1cHSqffS&HWHm7cR
zKih3#O-&ER$2ksNUO#Aod%qC?R*Hdu;_9^OVSKz?+7ck2_|0^{Rad|;A9UK`<js@8
z_j*tz(`dXrzjQefCT2rEHqmJ)>edjX(!)>c2D+FiC)1JVkKHP5dt*hyR0aYbqiHc|
z`2a4JCP`VUcEpj2!9!-;yCf^~wF4-ulG$y*E?G;VRcMIX8rvga%0n#q8E?_)HvY_h
z$E<3?@8=FASI%RZK^YfVu7r42W_m|8*y_brlAa-NyERzSE6_S?T~0D=0;@C^u>9pO
z$}=V*I905XAkljLcv*)*F9tKdZ%j)7>o%jt5?YppHC|+4o~K!IAhS#{mks}uBqK=9
ziJ%<)j$*0pr)oZ0TjEs3^A#Jqv5Q#OMYP2R$B+~vJ?&u6(R4e(aUTBUSVQoQzryNq
zu8@Fb71CD!x)KeIoH<*4Yn^GSLyn$G+jH2%;^BPMVfrIp^9r(|{6f+aXVt?80~iRA
z=V?*0Ty=gQIRcUstxe%CY7$~a-g(Ngcyf8qa$+g1@~{A@s@OyNAdF;26h-9hK@x>p
zI0f3`YJ`VL#4>>bO{*zl1zCx04x|7CvWyLNStbcZTA=ER=L=6N`FzKFWXG0#$;Ve)
z4gGG5v8go1^5Ft{-PU~4pjXDtJ=NJ16_?JiS9_b$9|<4@<+tmjTJ7l7z4a2#lo--r
z85Bn0`V`c~R3fgZPJB!OEjd{|lZ+Dx2cb#Lk(9=gD~xlJ$|0%>G4W!@8b!&KhpK6+
z>L-OLH;~4KPKCC{y`%kr10|^#!G1ZD@OXTB5Fv`QeQqry>};IKIqA7H)k90Ldw#BZ
zR5lfJ?K8nAXCe7;HP4`ZgPq=yZ>?ozY*8=2%1+i+EDxw|xb{RNL2&aCnyO;yl>*jF
z6lLt8#A}#2&0tx6DM#eb8!A??_cH1G*Yb?s1Hr!!xH!>jgVKs{p;RJ$dCSO|*NxM<
zgSy2+BDu#Nstnnk{@QW)PG)GpUOX~Vm@(U8b;)U)-?Tu5ye5>3*|M0+WaiYYciCqT
zqj>Z2^ma?P=eC+hfJ7Rd*XYpZ-1Om_S=yV>knp`@AftFwx7K5BGUvo2I}(0lf>R!`
zOofOyWW;|13v{-7o_LwqA1e?CvNpP&OjPabX^ZAX9uY5VB%!iwt^GS?tX;=x84!$e
zQ*PTD&iS!QD~$FeN7}jWq3tcw^e%<9Y*xW<O`KmkjLZx86l_)Vi-OxNV-S)!fq>Hw
z$SPf_UL`Q92Onk<Yk2{f8yd5}yyyJT^9S7zsoj37UOskWL?|5H4=N3@<m7GXbv0E@
zGq__T`n>{w=dxg~i)zF<P=veY7`o==Kyux5>KNO0Ntw-ZAl$BeP;6$Wu`&2n(zh=w
z;3gz*gUo>wTDIP1yS3Tzn*QjS=M~(sRHa}2@Eq8s)8T%;x=`-pg??y(8Ew(E$b8P-
zIw7XU2SK9*o<<FeC-cI-a<g?<F!AowBYx-;6jyl9Ni;HErh2ivcQMCzxktoGPmM-D
z9%WLNCfoLw>eR8%Fw<X6wlFTJWvxrc8;;E68#vBsgchY}?Vkkc{*otctB{*l4wbqw
zSE{v8MVZAxX5apJJbr=JvKioY_)>FlrvCDDvYGa@da{t7!P%w}LU-P8%W`Wj!?CgU
zq<J3L$wqg@4u+oWyEZSP5)`kABO5Yr5tnI4o=AdZia3#27`rD8;#;1?Qd7bLn6@n+
z8aKCp_firlm@>vOL6HVO@vH^?ZBR(#tTxRKMuni~RM}{RFr7SdoHf0v1qpD5_XNah
zb{|O31RqoD<52ve+R#CX-~M2w_3j|x2@&R+L@**k?mbY{|F<xNBIan~g-AjH_%v`)
zi(*_I(DzizLP^sO<;(TZMk!dpTVy#`D5`**>lz5&vwY8fD)$NA2&D)24qnq<fJ8qc
z<-me4^8>)-Ux~23X*LsACQrQ(&-3JzIgx}&GsK?N%mSTk`ncIr6C@7mYSTBqj$PbC
zEJIvFY-9w%hRTuDjNikP4kX72OSP)R)q)ncS>`cogDacnB^vB26)h{BD(tHqE3c}q
zD#e!r8`GUbxyChVGz%wgOom7gNiRvaiUOYjnwK|2nu49fuZ8el6zlkG`d?ivRIldG
z(;aRPb*<)-&-%?*sj#j>PD?7;o6021=Yj_en&r8`yF9K}%F4VmwqRMwasiJNShxtt
z-38cw1h~L0nZaE^o=e+EZ|T#qu!$$82=r7SOZAiG{~CT$)Jnq`y_eNi&sTL4ityMf
z*LYmYq1ezpMK_rM_bDu*Oj}4R2Xi!<g#qTY178r}JeDm=ICpez<=nu@hP4fuQiN_y
zLkofT)oauD`+<(j$jpWwf~G`1^-C`PeSc9#(<0^4imwC*+b#EG*|wFhdp<iVhPx^;
zv6J~QCTH*1M`uO;{fXAI=+UKSKY=Wh<I0wdY{8aV)0Km0PiQ`dr6|Pr0{c$M$+6qC
zY5I&`SXyFK6wzkbOajUso6yh#UD!ELi~D9ZDDEIp+&3b%?~MFW+;$nGCI%CJ1UgWO
z=$PXxyZF#Tjt>No&C#0fC>jXX+*hczH(<1Ux5P}Mp7TYxo@R92FTW?47cO|Qc<RB5
zKy%#L)PwdLT0hhURCYAEZsh0V(H$LHlV7Cl*lUxRx93%?C=Pk0&igW8)G3!DST2ud
z;{iN{hJwpZ6If{ByIIB#w1IMglfzr&xXzoT)r!S*0>UbGE6$U#D1l=aX3ucCF!h~I
zPN9ITgw3~a9ynZ{g?>Z($;v(;X`UDDxyTZV^2_lFWqX(aYxlG`X-QSIeQx~Xz?^$v
zbS?(k8k(2@SkV!@v?q3aFs#J^vwPv}=1<$%I9x85n=OWNuMF+3M=`1{o6R#VFGE5x
zcRF06GFt1`54yZBdt_bir6=<0VGrdQYz<9PqxB&2j-gciE2jQ22XSSq%V1T(qA<wO
zxxd1MQ?UU-(9dUZ#8m5xsSaK9LodIH(FYRoM?jICv!+}Nc<C=oP#1A6dV8b;d)nuM
zFl);cv6}+#J}^a@$PvBdT}UHwY#swYfx4uZIDk!mY&46VD*_y~IYrcf#?KcxN&E(C
z^`(<X%S1y&-{AG1Y}-xXWwXQ#bQ;S&yz~5ctGnmByNvRDUS&B~I(r%0qIZhh=rG<$
zfDCFL!>iKtsE6UUfy4c&&Fg%UR7W>-uE)`@Ii%l(aRlt-NFF2!gPJ~I#FvCjjy$o;
zJcIphmi7&svzs|sdx`^&|E-lsD;)!VqK6n3Xt6*r4T_7bKvA6$Gsk?pXMt9zvC);g
zN(t=e5?~(Q&7NP`HB^m-UM_AqYS8-*KRdcCM92ZeZNJ-rTe91So1a^c8-+-o%!iDh
zOpgpjhM>$x5x>$eib4v<VIOika#!+wd2$JyW}9t=A%#PQC51<YDTT}OXw|IhRvo9V
z6SoB_Ks(q|C`o~a+H3p@BFXuE=V0hXK)H8zjKmmF7ERoI7aPr6*O8AXP1UZ?(K98u
zp(7e9i_-&ZZ~LvmsV((+j$P4>(Jx#61L(={x7^(kp}286)P>1Rjt7r4^%bu2$9HPP
z!((*|XzvW^AokG*C~rW9x^HPooo{4AHWj$K7iaZv`g6r_V>zN7U&+9C`hCSR3wysb
ziRwK)Gh2Wz$?^v*Bx`qBkv7jI&FXJ``)D3a-?FLE2rDd0up5QPIlM*0aEJX`qXP5F
zmE_P8bx#p}r^)0o)li$M?yj-EevhE49wLoxjPW2-c6u1L7S~{!z5{w~KG&=S3`S3m
z;AS|1sJ4If_QM2`6up{G`uLV&Fx#x>o-r8K2bbAe!e+yQ@lj_ry)bN`0vHnHPaoU;
zlqk!%Y6KID03z<*)Zfx?!>&1K-YqJw8=~)wxb%N+xn$%^snJENfAa3Cn_4S+O784n
zSXnXr9E#iQY6NWE*j#D?HgNw1<}fZC>L_q#D8RrHL>KrLN%`B=CVhBL8F;Oi4L=)E
z9F@o@Z5%rOPPn3O?AxHzP?32SeDM7MwL6;u;*Un$lp}^PqcbJ{#i6AEWl%YRb}(lw
z|1+Rdt}F?jjn^jh(xb}ULFEYolyi3GV$)B{)k5AJ;Z0!8yWHY=<me_L6>>H;guPY$
z9jpqPpWO=T;$h3pzc>i@UH4?c`!`E%;p{irwm|xrZu+sEn*EV0<RKNzf)p~trG8Ll
zTjhi+S13{{m?vQzDr=W%-m~kQOZu?;0wZgBhTQ4|5YpANi!862GJeiX#XcI0-%)5f
z>z?pbb0z16VAbLlG1XUJW_TA>Zbd1pN^nLUEux>W_YZ;?m#KtzBlOcp2}YPh>c_uV
z0b(p|o$uYQxr6f_?!p^$O|N<Rw%kq3uC<J!bUT1U{(PNxM5|<nxVdO}dQ7i?dBB|4
zqii_KwL&Ns>;<@W3*#kV5|Puz|4vQs`(dFfw`5ILa6?`YxEQo5$o!k>y$3vrt-nYp
zNS2}{Yxhec-eRp$cj4XHavgl(Z71@Yjnn3Qx!GVSM-4U!4%g;}1V=-W&uFmKS@*P{
z>vb~}^KsMY2LmLSnT^G6m%y2m2so%{oXXfIK#(X>t0xjq?XIN*Rxe?Us+TULJWe<<
zjcr!kOMk~K0W!E^oK3%=QfE#e0L!z>8sJUO?DtEvu|{@(x9!^Z)xF1uV7=1=1b^i+
zd@V<N38**^RMyO^W(1Eq5uY(W=0?eThOAHl!=Q{goD%-FpmZ0cG}K)_lZFOmtUzo)
zV`M--nK1Csb(1)q8k?9$=gONFe@ViFgYFXk+$3gzsxaR%Q?@VxnsXtZc3(kgSpG+-
zTdFZ)|H@t|gAovqPWuw~B%?xl%)uVv2_Rz*E#hJNp%jUIn4$qqP13RyHc1tva`afK
zy`lu20cA6!cib=W3i=fF(Lza%qW+4cXq0*T+IaPz%57Chs(wy~%0eBT{EC`It^?n?
zZzrHpAETl^t`qKX79kCN;0-Sw%2&v^!KQpMhdXa**Ks^|E4D-QHDzVCF*C)T6UBJ*
zeJ8H%0zR-W#{;MHgf3K5EgD(0*$J8`82Dlq`)-pLxmJ^cB60hI5{pcfDdT>yS1^Pd
z-HWc+;W{K1H3Z}ExV7SS-5T1Y87O(7Yse;q#6!h<-aX$7^ZSzF%x!eXR|<>Ow68;%
zXm6XfoO0IaES|(p{gdwz(_X-lhQ`_>9NO4(&KwFIFzkaZn=>y*UE~rE?cjzZnni91
zRSVmq*LE%9<?M0O*&s;c7?@B|0b-Ik+K%X3tlG7I1+br^W)z6aa`f!{Xw?RO0_+7~
z&>oGgOO&=Ovd$&i9k(+kgJywifKIwe;`ZotQ0@is#{TA#$-K#%LWdaM5B{5Dk)x60
zL9(+~OP^RSA`x^Ev@z(xUM#4bSs$fKQjLU_yu6~^is~F@^8DdEx^l9zYA}$rMZztO
zk0cXuO}kDY7sD%wkE)Z)tC!T0mZhcX5MJ1}*^uw!R-zK=a%0P*L!GPXH5PZ`KJ*D=
zIGxuYnJ`#)wc>rUJ4>pmYCA@vLxJeJoKd}-3vJl5bZAh}>`Z|c^{BMXfPF7h-^Gpc
zRQoWc2nJj=Cx_2z_3Euu={7{J9GlmR6Iv#p^L6m`gh7MX3-rwoPeeW_9ZP_*ktz%@
z-VZaL@nN;aROUdGvwjKc8RK1AQ3^H3STY&}ai4xv>M<?2g|W^N?FUbG&IUxs=bbv<
znSiGrQ?6|+quEAoqX2-{Q=5(taVHj-pVt#D{CK{DM-|NlIc0;j#_L-rmsu!P!+|$5
zv8nrk&x?%v%TQ8b*O65_aAZhXJ&xC}W&Pzb`tDn}9yX5|NR|O>;|WyohPX$5cR!6M
zMNG$Rh=gyQV&UZa4vjhw9Twz#X6*`ZbN3tM=@`5idSj-_pPs`@s_$Giw0Sgst><f=
zU}evDL%W?cuBxNvB~qE9mZ7bI5z%IHhrGH@XG0-&VG5%8eLRMSrUnbPx<xnT?m3)~
z{b@OSRKeq-066Df-p4vDG{b5=bR?Ji+#V$B{M~dCh3l}I{&M4WN(jX$<dYIDS@`b}
znw*`qAYhzl&QaBTSpHeNZM7t(OD?qp)_6MWIb;~1U4<^Qc|r{BKj~!LzaPF@=1yJa
z+DsqrkWpXrHxwhqetL+Ifed3E`2!W^>RsqL0x@^YLvuxK8PX%jTzhOO+%6Rj60Md7
zOTuOF%IFF`E=c4K@g^3(OnbW!)toW$8C(B$iJb+Z7&{Y!#mh(oNYM3sG|+Xc5t|CO
zk5(l+$tKUfBqzU!c<poMLHU``>tiuj9??lR>Z7i+zuvM_df+AF)aL0rzq1#6k*n!y
z=N$d85PhHH^RR+uxro_{DjdoKmFcoA>(sey;j$d0qGQ*cCy%_%8yJl4M^>mIlL^s8
zIR1mwBd^b<F%^Z%n5tfFeC`a0G;`sn>WwjGLuh87jglkY_-PQ+RZpbj5cuO8o2Omr
zMZkh4NL!86)r!&&VRXHz0iqz!S9WgoR3jgL*I}JtG^mL4hGqe?U$#hE)QtMkwfqK?
zcBI*$p{U~(eKx}W&IU_F0xAqG96?I18QbtYCMg>i;$pydU^%pb{n7wO%pR?KxXeH?
zKSkpd?#NA$xkeq~*!-u^L{mdFgV!!<4!KBkuU)y>vUBjI;mOj-G)O6tDv_*_&XKUU
zgqW_NEx^(Qru0mHF-bEuW4uZ0H>!ci^Num}HNYqBDwahi&b$-{D=JZ_j?y8I_Cvl3
zij`V|Y6P8@HW<-pPtDie7lFy%F9oDjA*iORYN$w3?Q<4RYM7QcEO9hmYX-qCQ3AMj
zR?`Pxy4rA&rqtXl%stg4X&ic=7d=eio=0)M9ip|>z*s$E-|Kw;KE?jNhQy)teIY{x
z(y5~v;`-6)fGTuGr8LYDqmQv5(zpmAc@VlSwQmf;wstlYk$~yw?3fub`7}$ky>cuG
zY-Z-Vf`6Jolo?)J*x>UKoYxnKJ!1;>XxBRt5e6Oc-ZaY8U++j-C;fv3$Skkn@haXr
zHG0O!)k|n;B6#_H6{Qp~QbL%;qID$5N)R{%@mSOrhFBH0N@SOY9ZFqT2^}T~d(3=7
zLa_=>D+);7`Q$kAI!^ji6inT~MR^J_hK+P9=?4i$hNM60);yi0fW>@?Q3V>o-a$&>
z{S?W&Ilqmrq>KgXw)!JYdK6Rrn05zUV?#s7+igw8ApIuAoTamE<q3y@kpWgr&Yi0h
zXQNOgGtN_1Xi=#^9q<UMvQ*OZXxczBXL+B2GZA2$x-25H6_Q_|YzHImC;QKYE2pN#
zN_1UMWrd}Fhy#dd2-%J@RL1UjXHI%c##vh5F+uDh$#L59m)sl7<a%9?@l}&DcabUa
zH_^El(?*uYX%@9%x~H)gxCSVj=A|ket#Gc4&W*;)D_Wd2HsENMUT>!@JjL^p_3`92
z)YC07fM{10)Jspi87f>3a|JBnn{B?z@QEz{3QphSuK9=eiHX<y54dw5gHygLLy=bt
zplm<WofX&M#iEXqcWFxxbhbS)I~JQo%7%^A1dYNS-Ns(r^hln9ypRQCCWA3!<%>Hy
zi7L1xGHU1KBJe;XG<|DXrZFa52AsxuCsWl{TemJvIruqOCfk|^0so}Ad{z-fBas>n
zrg4nq<Bwy%V}Ui7&U5&z@|TdTSOMuPXM~`i*&8eC?R7P!&-*{<XrIxM&Q}|B&Z)S;
ziZ@)0yrZ74#U`_|>~_{$pt?NwD<4a%i=-E;e13q6R}aDM&^(FT-z@DjoWlj%Gy!;>
z`gTfBhxvIbwruHGQn{qO?ni1UXY0tKjuip}k9aDQ3-J>q-`ALg_*%_(yOOl(^4!=e
zy%tpwZ#;86xSr4Vq~B@4;V?^vzkkp3gC~5LGl%SG*u4?L^Y&^ke8)L=I3Em;!BZ#2
zc60u$Nw6lF$rsC6Zhxj2V=SUzJW9&3@}}5sd+W93i$2&*BzwU1Xgx0s-;lFe?)*@Q
zog<$<XUz=|RGBX;QZR1s-eVNlF4pgfOqTM!84DT++%-d0rx8Zw7%kH3QUmB#oHkD-
zS1ZSrdGL!6eB=tY!j--^@`Y0aLZs+a@}KT<?~SoSCb9~KSj)X9vBpJsy|Uwmn4{kR
z3HD8>bf>ptUbv@Vtv>0pDgMcHTI&QSijd4BqVuG((77Wlp`J>2C!>GqHf?awZdK8~
zL#$+$cYfaq<o9>D=L)=cX&EA`SxQ}w^7+yIX#2&;(`i8mbNmrWh>_umn-LX(BB0z@
zy<snYBeie>qVuweZ<|jmoFYvS5a@vbb`L}5N~>0N_v7=;=J;0pKIF2-t<pvsCPpf(
zBe7<qyc`0ui3z`r>Y#h-@ScCLjt*AH)-mBK9G|>t8`C>>OV)MNg;?d>x}44Mb_Aim
zcNPVI&Saayebzf|F1B-w7Y3}J%_~pu(lz)j6?T;$vsLG`<wh5_I%T(itKHIj!wbGF
zmk2!CM*%_@VE&eVA`Qh52o5p>WI&;_wE7fMbE>`g=0iby&53yn2JYHn?-c_4(k#GT
zy%huAY;#7STyp^&<&V^n*Yr+7S?=-zX`fcw*^+^=9*qZrMFbXncGg#8rCd@};4a>h
zKqr?x#)L+ea!}wt&Pr-!QVXB4ZM0%1KR(0e-m%sG0(kLm!?W2*MTGB?HFQp$7!TR0
zujVs@au$<m;k6s4(qU?)S?B)xuwdCp!{Mp&`ZCyM`N{p-+j(f?dDRnjXm{&pI0Vb>
za)z$nQrO})ws>&Rv~j5E<FY?`sWH`t6m7%tW2ZNaM$C!ZvmyqSZd<=5J>1jJ-ayx&
z+$CkKUv&~#tAGmx%Rne{C9Qu|t0FqoT@krD83-pgEd6?fM@;6*kZ+&Ndv)q5;oaM(
z8}F_-vN6Uv(plprf11DxAGbY=Waa8S(oCF_gX>{<me0KD*Q*9yazov!n6K{`bqpPk
ziwakp<yNP5+XIWzlyq9;gsxVPign#Xd!uAVTBc{dCxmRi5&*H!EvqkaxT$YHJLg?1
z#v6<PGdUMI8Z-Jc<?SNPlSq>dMad-uY7*v<A6W9q<y@$r0@4v7+>fYl5@nzg;-Zk-
z@h~g;He~jGxURkdyomsv><}aYEa3Q(vS0tNAU$Qo^qB#SbET<s_vtOU+`(5p>{w9-
z<Y87LVY{D;%^Da!Fei>-M0xe@Ot*y2*@3h3@4z04=bTUvMuI$YdT&weyZ~sJFSdve
zqaK(!<QDuE#(nEB2C=~9xiAFgetWiK*>(ho{!}{p<vp4CHEZkAju@-xsa}kn0leK<
z(*m9ll_FeU0o{jEh^XDPhSR8wDUlB-?$c`Oco7UK_+^~F2K<K@sqcE8*rwZQ1&PYr
zgt@W3AtS=*8=(e{6!pJm1~Kji%yUZ?etF|{9C6>{CkcdH>#K?B?tQT`=uv_1D&4YV
zg2i|536@6yGoM>YDQ++_tTJF%MlzN&R?ThczjupQh-1$*7_m%JVGX%v96d2q0I#!*
z_C&hG`OWiZNs}5%x2PcB>}}|&Zt!S<!zreNP3qN8fX|z3CdhvxrM6g08(>N7tsd1+
z=X};>_)LaNrzs$td3;69b*c}gL<iKUi`bRv_RvSh;H97}37!Dvx%4LilGyj~#pN)~
zUoU-nntFX+XKX!g8kQdL`bojwpVGXgCtFB-Q|J9Sc;p$QUhvv;`2d^kW-uWr%VXPY
zl?cv5kVcm&@_{n6GotN#0{dOK#g9@%+We4@piG1*kRyQN2&5q^Pyq2x-SCpk%bSK9
zY!d%CZFIsecx45e5(DxA?0U%FTA<sP*%!&t7{FRBigE@{KHNMbb7Gmg7S$-U1?@$3
zhkBHsi|6-Yu(fRH<$(*1b5yV`z5%d(4lws!UnDn!;~R1g0IF~GHlN^EYMD3)3X1-C
z@BMw)HwnGfS-?OeS2>BGP7ner?DJfz=<;tIJ)Byg-&%IG+1gL9`9C29dDW-@2?zVJ
zkG{g^7z5+=@w{E9d~ovc$MFIW6)o;RvCQl|@CSfxn29#*QR?yNfoBLmz_sSi=iToU
znwW2jvf5|TM%xucH|38fm2X;uGCgR<GpUHGgCxWl+?;4Qh~no6Iqqu%I8aFFxWqjY
z-vo)sSZ?A)y{qE(FgX^T=^V~T&D&D27lz{+ew$*tDG<_Ovog`K59>2Mn<u^%M82`7
zVMoT}@#qe|i4#qw#2uy+AG9#r>m_w#ixX8U4c9@snZTQ`#E;jT{SJ|%8iz|5o`YQ3
zqGouV6KCRHqK-33+61S&aESFfJthrfF1=GSH@bwgPwl{5xh=?ANf6Cmx7N?DPas>X
zDZ9D5AOkUJ3OchH63-ImBZwvAJQ_S{klr(|J!ObnF(zqKb|=d`Zx1<J_D)~Pi#uNn
zPdhIjdAPr8tTZ2QG^mv+Z0hZ7EQ+Jas2oo=sx5q132~3uv?9UMKaMi~4bEW{5W&4E
zjEgk#Qp;%4A-YJTkm{s!bEFaG#w@ugX*6Mxrfx`9Zah0Jd{SwY#DAg!mfD(Ov>z^P
zV(eQXPTX*%Xw9fz6?bV_V3HP8Iy1}&rCv0<U^zl01(haNHasg>TQE9KtuP#a@0gUP
zT<Qp&9JxUpK_$l&!J^nwl3L0wL%B2;K{=Z$GGG)Zsag<c?^^OkN<l>g$2B4tMLjKU
zK7wDQOhgheEQCq1I2@of{MKNUEqV}5B!cP2Pvjt*@XEqi9y#t9dnqy!`D$b`s9~QY
zT@<4-6kAG|rX@;RXg6L!%E%yjK?3PeohAJ%?mDqM@-hC0;rVzoC8Kj>Z)8IPL%xVf
zq@ZXyH<Jc2rJQnBOx=-!OhN3V0c3Gp94M^GZ)8P!K|M(90{%j=Z@;rWu^i+WM(}Km
zZ>)`)lc4Kj^DsxScJ*$U8HtxBp?}1#mvsMLm2jk=5(Y(#8Z)Jrv#;fmo@9^b86Gk6
z5O)UWAy?M};~2@kcSO}4G-8Px<_AYg69fZ70LC%Ol{D>LWEvA6^u;DMWX1r%!ip8@
zwfkmC{Ei!Ma!qeOK+IxfsAw7o-;P=v7b{t8M~r?&-(!GyrJ3d%0>Wv=M}5$Q`0386
zjz2<~g-jU6C?QV5YYV%VA<|A?&KBazyc;aCf%$`?|JaUxl5+Rg8b(L}yYi|H8LR80
zbGn*ehe{N=o%|p?#seK20>p&`W=%H;DqKxTy*d%0R_MtUC1E#HuSRbQ!laQgJ2-<n
z#F#LKGmZW>52>VCYUCs#Jp~CocLaXawzF2_4>H`R&vU#NpANszJv`TrPtexX?eG5%
zoBBJm^2K(rvobLLlbiah&Fw$<kUxz({{}++H^wbt><_zRkw?#<lrP3@jT;l<%kG#o
zf_J_i58xq|5G4Rw{r9D%r&y_S0e;qaAFoL!uG|zETLq!lV*<w<<x7vc+?eBiu&`K4
z4~ZfKS85VP=fv`)1ZMbDlX2no?-z<v%Q)}A?b?@&WuBEU9#i;RT&J6qw;fu|D`)og
z(({+wF>}18NHTNOulW#Xy7RZyXyRG5cD@yOyu~%%#4pZm(*%*Swm*5?$UIF`sM85e
z@`Rc@s^s;G8G_@LE}JURspHwkOFD&sXDqxTtbp)4cr4g{F1O<IH%fk<5)g!v@I<s+
zF~^-&U`CP>P<8nb>CFg%abN0C4@5?ml9&Q{vN~~XP=DPO|83P?xmvuTZB+{RFMDF*
z*BxTwH%J{oZ)0%(oP+GMp|mq_@DcBJ+&5%d`QGZloIu?m+Ap(XvXbR$kRG}GV*i}M
z7V;<a$-taJ$glA~jF4Zy43OJ7Uw14ipN@sFS+mQm&l<VxbIcv?c_SU##eYOMLEvI<
zT&{9YXnuct2NK)Z?fiG$|GQW3SNECeng7}RzxuBJA3$?z0&)W40#w4r7WyhqO2+o)
zCV#s}{sPPW?HvA}C;u}e$M$9LO2fp=iqF8x_J^%8J;#4z<Tx1F|9^-a)8A~4|LST?
z&+%u?e@EmPzgW&c;HZDarTz|s{wKEUFNhrDpC9&5MDBl>q5s!t+~3f@KR7N`d`)_M
zO?=irptdh!j^)dImzn;{g_xQ7YmD*FBOBwFv+<W9ItvFYJ_j@V*BCuM6T{aS2LnC}
z1Jl=gw*U3|U*lgiBl91Q$V{w%)-upDepw~cv;1S=&x`+g5w@=j)8n(Vu;8<P6*GO|
zX@4C5+v{IxyT2|_|GY>4)?_CG$3LC9{~c}jKeXciin9CDg7|-@?Ed&l|8m=~|2tBc
z{Xdh!f2Hgg>DgG>|An%vY<JT`9?GKA5qn%0n<~UGXHLh6x)6vgnDLUyH$*4!10(Q*
z4Fm~Y69tmUY>Z<lrvEks;t4Ngwfoeq-@T05**)Zb-VaVUav{a~kgnzJRui^TaZb#N
z*<pJh3BsPSv4zJcv7oKJp{;$-!?$INf*%R5n1>)7XZd_C1#YDKv9F7Os6G9Xv7ZsF
z<$#pT9WqS~OQ6_dueWd>z;`PQUxtDZe_L*|)_QYYt<niRl`Tq6U++FJ%X^nZ0-nb~
zU`C|_19Jj<Bh-xRcUr&D1ZTbS>6iyuB}Wh_)O1g$`_i4{#Ttmo7w{Uh)#*3}pgJkg
zar{lI4UDx4{b?WA$IpGvEwH&EG?x=y3~vi8KPf-Wl;P%kc7nr*D%9lY6CBl)0?>EI
z<XV$#mYjq!>?Nux{lyEmW|(7}fVSx7pXN_~M;4vur^TnukK0lpQ39V-PcCtY=5gdj
zqx;-L*C!m9FoWc-@k89zbLFTdaoiQtM6}X0<aQ1Cb}V)adi}<oFse|Vpq*c4!&7Pp
zV^dNtn(HE0g@i69aa)2Pbe((du-@D+m>*M3TfB}(@G=~Cb5beWb>H&$uQqsXa4CgC
zXmc}1#-=Fm36`FI8`lVx!W1S0Vl*%bp?Tpwk$TlHv27E{=1ieo&6w!M*oN4S4?%oA
zHJK9g>I@f_`DPAE(^53xZp|;nJMCRT;*V+>VYJgfPkn+c?Vf|$GYka@1X%uQ0r=qL
zV!Qn7+5#{#eSuXgXmp|Wjr;d~D@+hm7}<9*YB0ERlNY6u0bQAQPzaUdL`J8f1j;(}
zPzl4w*7YEa12P7Jr?xZxdh?I%@dpu7gS+Hl&+nB%i)716EDj?v=}VKfuWgrUUwVU9
z{DvA<xk*#Bq;w`zG%k-<PZ&@MCR98fhMfqW$9^OvaEzGjDB4|%X8KXVB(os3B~`xw
z6ey};PCA<_XV)-lA_7CD!EETN=_o2>SE>y;i1dw&sJgoHcZy(q#%T1gA13T1GQW;t
z9%g@q%kcw#F7N}u@`sm$BH~o_-nH%VEms5__x$Fef3}??2pTRHH<Bgz@VDq)FrwjY
z?JTg>uS^=cy2Z}##gL}hM+DyKJh>M`Gwm=dS6h{@aksH?H?!96s|^>9Z+*X+VZDvi
z1N<>b?IO(On$A*8C?+unMU?=VaZ|bTy46*8`P4dlS6KWA>uqZ;yYeCyM_k86#<z#b
z?|e5Lz}a8csf;bHohtbf|AXF5pHbbk52g_oOWm{|W)PNWdN<NH4*y#R5K7=(!HRg$
z_vBwHcEK0~{K*&y=n$-Ls?6kwksm-r?+=Ms7MJced*`N?6&X)`Xg=-(TrQRDUqLHX
z)owB?6(4rA5*&AR9;c@l?<?qyyZuLa`8n%O7V0JsH%e=lFFmyt<Hj*eI8RJRzMuy?
z!U8jGB8_sQ&BP9fJBSlu{l|`E<N=fdc4aT$xs(klWs~?d<3R<gK?Gnys$TS`Ke#+u
z1>$#?o3EwcXhs?aNmA;bRK7P|sAu}<5TP5(joovi>?D-01#3v!j^&A=oV4!johwAQ
zD{|JC4VaWyRXQj?f-))Fvrej#RnK%?R}M$74(v8GS~n_SH5gMk5u}ZqIbMzG&FT+2
z#S>%B2}%6aKogW;mq2PHC6`Ap@EvlGW$TjDO9l=;zwZ@svD)@#b+m0N9kvDHGX8-z
z4iVW-f{JrrV1kUH<5lJf6)oInEmgOgergTTBSIB{=arbv8<_Aj2Rj|z!Y00)`OP~m
zSLvKjP*(hg0b5)6w7ZCe5WEbn?kh7@Mpz_)yk<o?xqt%}9Fh>KQB5(ktN_&62xje0
zFtthQXE&JHm)Y1#1I6f#(u;he;L25akrj4jM#u3}?^$w@dSl?Iyo1W|th}=$jJfCQ
z`R}!u``^PX?)x3>q9k%vC#8j-#A$qy7W_Gn4*T7YOa@ZnGPcl_^srbiSmpuweF7y?
zmf!YgDJ9zr{Na&jnW6JHLXC2hLMu=jA@YH&;W<J4LDn$WRMx!pf^+8stz?6GV|S4=
z_YzWc<S_*C1w{LvezPbT!!NwV>KDVT4U$!dYE;74LI{QnRENo}!dYE88|F04!zE)!
z(_0&+HLd-B?Y(7KoWas29NgW5LvZ&QJXmmdcL@ZS;1&q(?he775Ii^p4eky>gFAdf
z&Yt(2z<GD~+aLRDpX=g+sj0TA>btv#>AO}g*+ipoCl0#h7tqyw;AiyY3EF2O-*y#S
z1ozA7N}({#voh5!m<+J76Zf%+IWQUo%*7j0Or)$$XnQ-&Uf$3Fu5~537Sl(rDG#f;
zM#@x+OJ1iEZX71*9znMt`|*E`!Xd;~JIi0?55ceIsh&3e8CV;^&bmKyK$04JNg2!V
z&6B%YhNqaqDKGvEEd@CLOPR|f>qed9OO7~2k(-Kg{=kr6P4s3+fVw<@+~4JMEF?d@
zN9m2Ws8~B}5u_<>2NZ0(%NF<>OKKog&jWtXD>esIr8{)GT(G2o@9)1`WkVRr0~_5b
zyE*V=@VDX|M`%WQ$$~72)%mXObn1rOhtHNy7sR~TJ-0#vu;M;p1~??Hw$+B0(MqK$
z#3!WAPp%*k-X!|>dbifpp3jWDv$`sb0P-X-G?w&Jj2T0kSEHCK`j}=D2l<Y%H#3;9
z2b6x9)2wR?DZs(O!iYuq%2Y$C9xR+(QmUxPKOG~53N<u{Fvl^J&zGN9JE54$!sFm^
zQek+QFP)Z*mo%iDW!1WPn3+9dYl^DZquyf-J=ACW*$nof5^X4PkfR4u!mfh#=2bc;
zZb1+vPJWD=<84Rg%{QaG6IRW998CX<wWQl13zjHapU^dI<qVqSHwfl#+@m${gH98M
zvMXD=N{(OZ@E!t_IccTJEtdh?(Xm71k#%0COco3bNqQNK?iwoNE>?^4M;p?2^L`&r
zYjhcY9Z?_bZ14C8889X5Y0qe`a(g;1KDf&MP?=z)Y1m`4yoa`1<UNuy%Vq04HSt}_
z&Ot`rJN=fTc_WCD33ZzaTPyQU#jr<kSDbcr!Spi9Juy`Zg)A<)2#)L^D8U@V!~mMi
z5SPr_odOsf+$Ru-h)6fe?;;AQFq~Y#+fLT<fX9$5`k*>LmjXo|YTu8rs-jZAP|ve1
zN0252$u>ayqqTtS9U?-PqmknY1|ynP3dZ#qcU2W*9Y-BgJSVmzRw-T9=0^rfQQ9Aa
z3?~NH*1*EGn6DoesC$$BfYer9pTnuZz;Q#hYoZYcW9Y>;5K6Fw+;GQmG4;*$=Mcc9
z3PlCd?P72tx%>qJ@B;K>?xE$OO3Wx3QpSU6rp76*Bdza`OFk}7^`5}>jC;r#MZ^T_
z@f5pR?oD&#`CnGxxI>f^m;LI1n-L4aVO)2Bw~xQ7vXM^CmaK@8qNA4k-hh;*ou1jS
z70e*Kyf>8Gc)|k5ru$0A)^AZ7ri9<<-L5+A>>>XOC9O*gPp`~ij9m_6k*e7mi6p)R
zxkZ>IoM|Yu?RTVdmV)c`n$Ey4$II+ga@s9OSI(9ST7ue>QP&GdtrRK^rAW?)Rzn*D
zRGPSAMrq{!)0x+t+lPDPkD<q9xS*@LdMK?wgUfXU31-$|I$8$_;35!V;=zzunK^cy
z-piUO0%91_H2MwV`ev^n%|g;*HDn5h?ktkeYZ?0AL0CafBv64oiHBvyh~H?~WJ+$D
zJVeQ+6hE&&Y93dJ*Q#Kf!lnr`MM=IIMmlC_&beYL9J%TM!4Wh(F^YVUbnz*H)6!kA
z8A%huhC=}>(&OP3?jtKPtS?UO;t>p$4yr)+#1hKV7(7Zl#(rxBKIo`xQpS~d$GgQ!
z{n2rkrD_cf<%q^U^)3!eptecoY)tcqsP}TKm%&+6*`C(&wbOyOzH9G|b91?;=j{k(
zms@jv!f;5dot7g<sMc?YhSlPE!@8Z_`5c=SS_wu@A8o5O9tBQrime2&M?wTbIzmSi
zR>p#v%^waiy4yanX^w`4KPkA!g%}eh%OYOIx2uGl>+`A59#Pi9%uL3cp)nXBh+>1K
zi7{Ikpi3M{*f+)i-fk*x`l{i{AG;Q#O`1$%`54poqn+~k!QGj2)kJ|oJG3W)C+tIO
zoC=Yje%YVup{Z(`jP=>Veq93kvW@Ds^uQTxqFLQi4WKfoalxLf(PU>e9%gx-M{41G
zeGCibY(&OGNN=XHw%X{O6twF}M&<(kKx#wvM^)R)*LK|i%1GXb<K*&~!!nK<)B5Sn
ziG%xX^=2pES?+!>$gUq?i$M{#nl;YiO;Uq+eqy<)R5Wil2<*Urv#VPf=rXihg7vdY
ze}-i#c?B4vkM-ukj0sx~*fx%v>q_8Q^Gi=}-7YvFdbD=b>Ig~ZvYH!GWinmv$vM!5
zpAI@v;NxagwHd@8BBz7+s{6A*BRe~MQ)hE;z#<y|6gkwt<CUz5Otp1QgeFk0l7yqQ
z^Rp9`lSrXd3IoCkldP^VZzZRc4cxKE=Ds+(m_%Z%xMD)<o3vd_(|~jAP}VT*YF@nP
zenB7v6k=2lLv|M*^e022Lu~h%@MJwYgI7V<j3Yz(J{scsCB%1lQGI7+LB6HC3vJDk
zJk~RnUrQ|$J}1#)m!g#MHqY!Gxa!{r5^pI&$7PxpY;7MlZ()hn4R*!FwU4Ld#IN3&
zyZ7vy#0Q6;D&aTKd+?QfSx~Ck?sY$My<AD-kisaDsxBJWnvHV3FI#@d@Ty#m-ej{+
z^tS2zeN2(OwDj5c(%t7WG#_`FiIN7B{(EM`q00N9{V|#7dq?fZ%eQ=u=qNh^J&)k4
zyf{G2SO)CKcuB7_cS9*X@I#E>Q*rk+c}#HA8k!7wW1}V{ogs_xIT>Y&6eGwpsRu?E
z7#D2L4-mJ#7ZN-Nbw*8mKiN~yIrV${7-!rMATH2uDVlx^$Fa|5pjXd-FmUl>{J}HH
zGhy_;7&}{`Yzr!IwRw>x4BXUmAkxX^D_$4aC$?@<{35*8j^s5Okp_p=j#IutqFt2t
zOmO6>*vJq$X?zRL^Q4_61K+|U&kowYHYVlqUW7*H_=%?OI_g+TPVp{GyBK<2&&_kx
zxzN*Secb26y{8_nRv53Lz=?t{^<+uHfkBRWm0KT{mxt@|M)0N|nN{o~S;|l0Abmp;
z=*0QgQ_Qk}k9_sw-*C)eYI+gFZxN5b29w$&roiwf`(>+2{cr?S&I|1hziaEMUTDR@
zCtUq)70NO}z&c5fk$$D*cH>3|DHlxF^Uc0Ux?}O32`>i@lZA4(>$UKT$?F{hnmLC0
zWz$ZrvfHu^PC8w!FqqS$eyW;NoXyx;^tAPMMe*(?dd8T^sN`TF?9dwR#Vo~Zp}u~^
z!=PA)8+s3Gz+}7=Ak^3-A0E{dtn<z2P;Iyj^n%Qf8u0;Vy8Tulh5~wIGj1z5myWte
zr#>scrV@3cD$DPg6pCKXVUCPZOb!r-r5@41MT1Q`!%|)I?)DLT<kD1@yE1=Gz0+3W
zl54|IN}abb1mpX;DbAm|EyevBtaK_L`ZD6x<l|!vS&fHwQ{5leBic{g9IU@+Iarx$
z1TK<nK-$1)1yppbs`&`3GcwAsgF{8Kj+5s5x#NDkWEN`u0*NP$_;nN7<8AheWv15+
z&4t)w!0v2xiz60b3G&M49iAb0Z@)z$3RF8085pw9ihERafH}R9lZxUy*fA2>R=4Q1
zjlDJv$F$jD(uHA$oJ@&z3v{Usk$zHoeZOn7v<2itNSDB-zT-4=X;{0RWL|=vmXEI-
z3;<y(u&rSRqxz_C!jE0Kn0=0LmOk61hAdzsngl&ueDi-us3!)Zi@u9seyzTveZ$)a
zyfrN_FL(#1Fc5iToCGFKM2aWv8-NU@L=IDLh;m*dbi^0uMDZS&<QXtb!9#gS$@6A5
zbPUTq8+6wUqmU+vHaNrXeUCYuV_MF#SkyGK1%Zm;33ZRjN2H|?8cJ}|J8O7YeTqfM
z0<5=h?!euBDGj$~^wsmB7JrB)-e?3_2B<reGjO}yL$G;oS|;Wp42@pCZ^r_|L~FoS
zU7dHZ%gr5pI|cVu&Hr<;i%M)ZExl?$NneJfw%V+w1ZVs{4XJQ)6Dw()zAxklmGyi3
zW|;^S)aLk=wBdcLiD2m&WBXx6=R^50nxLFYjJGqgX#tc=)2Ruuu|2=sJ}Tg;qUXnO
zWhZ5b(_*M4cptQKr{{hZ)iQLp*8DJTJ^8wIClD-833@c;yF*EdOLNtB<d_X8z4?h|
zLtOx8!{(4?Q&YMAX3Vw9m+U6lOC-Mf?BToWIi98pMh~s<+#*X$&;It}h!n);st;C9
z*H@9_Qru?wvx7Vk9T$p`Z}<A>-)k$(H+d_lIuA}&&J#1rIwuYdmRbF9!E+i;t4=r%
zYmM$7*=h6L*OFgHp!;NC&>%Ru9_x*&1V)l74L@PQObz<7eW@~8z$-`A^CTL1(-3MQ
zdIy+^X!>{bYU|;0eB_+xhBQjTk3(&1JJp5D=goNoG&X&@EtEIN59pwKYF3pu3lxPj
zI=^u7^9R<gq-jwbrwydR=V<DG>2M2EYv~nG>GCa!T*{A2-cr*Pyp<fM7W*n%F~Niu
zrGYBwp;Z*aNIE0UOd&}ItBxA>V*n$Es#Yd=PoEMNKUve!MXC~Bnp-@}M|XbE{nBlD
z!4hKz4wIrsvSPlIl^$2<b}i<;w%`3mdPB~MOC>dcox4n|Py)^NoX6w-{6nLZ!-+?u
z>+GP1W8|AA7b&kIq9H*PT|pW_Weijf@_azR#!Oa1x>ABLJ3UWa5$C5`a31sV@fb7u
z;kSl{_ORK>H2dYMCW10F7v0nv;*|X>!I?t?NL4jOwfUc7Ot3@A!*wit<SjHmMEFy(
z`KzD~()bpCXK&F(Rc3<dd?*QI{cWJjBm%Q!o$#KCk%lq4-$`AT&yjNIN1t?Mfj%_t
zeF6R{beBZ_{<n@ShdtQ?Z|#Dg2=KYV6ohiREm^h29GdB3ACz>jI1WxL(pN{AXa)`j
zgN8ds_G&z@>thC*zb|k+?DbyX6isq-8Hu%yr1CSNJs$5RzG<pq{uX2ngKzj&!_beU
z$#nEoHsg0QmX7dyL~(V~cU<3%1WwyN(rSl6@Ei77FE8KjuC);A+Vn1US6m$0j8OKB
zG4WrY7a+CWY@~L6e!RHVvz|HIlWWyqPW{aEv#IaZ4E^UKm<b%ViycwDAMkA137?Xa
zb$KH<RtKr%SThR1<T4>MipS>H4D-=TOw=WKsQY`8I!PSuKViL>WgxewP%ZixkC*}*
zl$N%FT^dFA8=Z^`gKS&nt0)rk+ZK`TRF!7UZbN(_Wf4&m@qQXWk3uRfu**&}ps4;c
zrnrO&fvT+-Rsl&H>Kn}tR96jS2o7j@&aOOwSDc7zF{AdkH~S`{b`od;l4QgC3Fx=+
zGvxQz{gS+wEj!wGtL|fCJHD5{KaVvYjdA-?9VWp>6$f+mSsEw4nV0fGZt#Cp$wgRe
zw?ejwIf{;DWxl;-S<Gt>4nc;J7NaSI$BTk(CRO<jONpdOvn|MF7YYt;A(|VL6fgO^
zn&G!PdE^h?m<}cTh}`%2it;E$?_L=f*YV12(jq&+>&hA7kqD%=V9q%8uB~b*Up;m<
z+cofTn*EB*2+<8|J>lj@BfK-?h1hP!AnYpqJvheA>c5kta|MH;Cw+&x^}*LQva{L2
zHk2AMe_xWcBQAjE4MRS206_h{OGH05_kKHF9&B&{5T5W8#cT0u1nV^Mp1qg`Dq``1
zh>eAfV&h`jp7{fq{jNjBJt6J{C)x4ModGB1vQEvZ^jN3D?q48=+Dhk!gib{+-0c<n
zW+b*mH&FtgX?mZ#P*kYZ4(<iAH?ZMu=^7Q&7IsqhLiVxRmI;;}yxhDIlt9kGDhS9r
ziuu^ZB>x}4K61G%H-};Q;c|kMST^Cz8pQ~NjikQVSd3~1$l_^t^gs+}swhYXF>VC5
zOnpJ52cP)OFZX<li~RIe;8&H2$AUR+3_amC$&*A0Ibn~kMx4&OE6@<1I$p_WkTVNT
zpmPbZXmu$sZWQXZ@f0xAy%m~}tl908(*;Z;3FXLl#(NxD@|aNOYvzxd?}WfUEMK^(
zxw*NeIMlPH493fOEKf}}%|xdjSTL_s<%IsI;hSYs;&#WTj3JUJkF2cI9kn6fMIDR+
z`;k5>hY3&B<3`Xv^c5y@72^sq!Kf4i7Q62i9%&qEtOiSwvSPY)yMG^LfSuPPrtw_6
zVIb1@8iLf%8`3y`+rpqtV%(@ZBCn1K_wDQyppnZNC0|71(mSeZQylKdJk>gEkDrdj
zVWBxZuV6SJkXf^(H$=6%6AW>XUt_-(mv54ndc8qtKi<9{6}3J<YA6f%oMn|3n;x6)
zHx;^7nM}gQnd+c)qoJEolu~2spo#(sIXj!t^|ob!t&d95lBs?8()yE)l|q6j{~~^Y
zFn}%kWPpp6a^~tFzweB!Ex<CP>Gp0wW&6;=YQf3tAf%=#MYk`dfpmg>A}xNgxys<8
z$JD0wUg=~8f2=Jnh3}T7)NNg-6i6CEm7~|}zP9axg}r!QgMo7Im{;q#QTWCCR*RmI
z8?pHd<ZI)smbEp5S!+BRhgH&BMxNQYTB=~H`u)17Avkx8zSmgL9y6r+{BUN*fGHj<
zFsNT@+K_iSf*L*Nlo-1*_~Q5yxfT}0%%29W+Qy0qYy0iyFmFi+48P7Yz5VnN8~n-z
zVd@k|<+NdILdgf7TlTP?Aj9seig@38D6OS7=PM6Dn7<tJmRP50>vQKM!es_G{~DP9
zzOLJDtB%W2hEikEj||0G1q1WBnjGE=_gbU=OOzvmMxHCshhe2L7tj+Bl;b&^Rp#MV
zC01==hx$I!zPEMNof~fqcEo-%`M8QKkf@7?E3N-Lvjl`gFT^6ws}u0lNi!e3&1Qr%
za-k3EeuY6VxnCfckvSt?|9Cn$)~SH>01lH=vD)6^IDhW>+5A8xH;&4Uou3k^Iw#-o
zo_SUVRtudRVhW9pMeAp&r|LIhfdVS$7PU56IfTit@&R<O%ACj!BpAltV+^H>Q}zY@
zm>@6QB1%3^;8@Xm<s`kf0PW&2hM!~Y?HjFy=CzXRp8MIhpZxLq<9z;jc;V*;{+rWF
ziH+c$jY#gRo5n~lPq(A|GLz*yDpi^AMwp&b;ou^vQeBH~#p<fJ%h`GmjQL8h%XR&9
z+)AhChfZXnKg!XP!ON2Fv4lzr_gN*Ry2U9Y`^RH;yBn3kuf*4i;|RA}iz!-s#Tz#-
zftyyUI=?;`dvri+bKeeiQP$&j+AT2$eUA{)t^RzKAv>5_Pp|c&N$L<3N5w9~l7VvH
zeLe?L@WxT5jB?b?y<e$-V@ZJviu5OaoPdYDEnQHO30;#Sb_5i99<52W<Q@Ql2e~bY
z*he2mNVhtdJx=K0z`_p`<;R%3AGt0VUf(mi%7$DIbV*a729bbO=Ec16Gp>5=6-AJX
zaxE_~2ZoZper13RrzcU9=@SVNw%<d^<#_f+RczUJDMGdss;(F&<p@fTCX3u~NC=s0
zhue_^UB@kFV%>30EI5o(J|;lT2)*+-oNN86$AUnBBn(zWKZsg19|0_n%E}j?q=g^)
zmqXm9By=@Bi#8LOI~?x4OJ6Hb;C_Cc(kp&}>qPU@$SN@dc6?*j*x8)+Etht^AUNM|
zKHca=aBrff4P=FPcpHM;A#LUSlaOUo$hl>MGto^@BTL#*%xgzUww+w<>EA7|Nj_-Q
z*DL*2ZNQoR)R-y$kYy&(AOJVloW#-LV`%Y)=8NF)0`Z4lxrN9~l9n-5j~kvV$J%oq
zbMD?H`puckU<XXp$HKfq#KL{q)wwVL=<^`2K!&2!p`ug8n@z`Ra!>m7EXTBrLk4Fn
z`+Ym!qZI-jS6T%u(Dfd46;nCY1gQ~2L_$GWt;i+AF^6&@?74139UG4_mIU#mgaqUD
zDqU&OpO2wuuJjeX&Q?C&Mi}c`1?PwdnGM@z>4xXS4VRaMdp5Ov>2_Idr{$(2v4yAD
z6I+(KZQqHH>an&9N?p;`VZ4KmlZU@Yl%41AHB24dZ>Ntj<#@BJW5feI6z4)A9E-pf
zZL@_c1vuvWs7ak3RJ}7ZIo-bT?(x>9^@{c<xoD<!4ll|g4;?xgH8jo8vB5-Jbcsmg
zt>$5Ne5y@ot_*v)<gsh-t&yK%%Qt|gxf}*%DQcUGRXmMV3(OcG|D<?Fj?I*AhK8Pa
zx$zs{rZowD=gSw3`Kb8GN>kM=HOJVAouiygdhG;d)}KQ(E%DjXhwp1U6%wM1b$(*p
zv)}Cb9#ssC=$vm5rV{_^H>R`w1P6Y}IKu*D%?&pU50)p26O~G|ZBAaNF*EJY#J0tj
z+F-5GF4%-b6><HJY#l~UK=O^Krhno~cerM0e8>8+AX*%>J^`}}H%UY`Kydh{ATs00
z>B58zA0m@*R#C3~?v`>c#?gT{#yjuewzMmh57m?Hc77ZR?ugz#M<IuxqoG%DYZ42S
zdfpf&%y#}e9>GRp@c9e)-*OQihOE(p@pqXnSu7&p`ueaKj)ziVS4`2K12kRLYF-62
zR_^d3#wciVXZ#DqI&X;ie>WTv2W^%+j@q<N*wmZHKQ<=5x{oIiavi0+q=@`2qjR$^
z-BVTj4NTs_`;33bX$(wb#J7z|-`*K@gZ|Y`LZIXrO4ralW-ffS3_mSZiFT@vyN;vN
zctW11L~Uzc*{6x^hRs-DV|rsAOATFYlKPcZ7G*8}tM?zt?xne@XiVI`<!ZO+=AV?c
zt$p1hAqFtp!y>Oy6R^*UC<*nM{@g??7;y6E4fP1p9MadIzjWllZt3l_gNVL*TvA)A
z<yN#mo$Ff$<6uNxI3L)$=1~hom!+~fOsUCdAl7>QZ94vf-$P4Oe=zxB<Y9g2EYPV#
zqeM74V`cZoPX!^Que)YUpl$R38JT^)X>QlK#kIjEVp+H0pdYIwb3qY<kJ#d?nXBlb
zUx)tCN{-*e99H`<Wz;O1gz0wB^-0oDSGpTIiO~jRqc}fFwdpvy$+`duvA?%bm=bkz
zXMwtXJroN8($D+)vDzqaHxA7aEPFYxnjrU+uW<r~tzOBPxh^4C_6jD*{hQ*VG+MDL
z7Oo~{h`(vv&OCgUJ0g#@1qft+<6K9&UMbk~CDE=+=!u;p;oAV*+G^SQ2kqNg6pS|&
z+^on#2{LzblPUy=4m_xL1(4UT=vyn4!iR&{R0lMIq;KPd2XrLA5fZoOfw`=3Bym=%
zyAsYtAd}4baHA?zL24(wzAKl^#@vl7qlXKYEgC6eDyC6HAi)9e>au?=;&ZJo)R#;Y
zGYseai~e<cnu7?kFT3iFYgadyOkBK-iN88GEM^NP3H`j-8WWw7H7^lPt~FPJ6ga(T
z&vLMr+4S}4m6|{(=gQ@=H)H6<>5;CUWUaz-7fU}=3-W0xxEtM=6-y#&vQT!92f?x(
zA6PSlA?54#dsKh|y=JvA?kTJ-u>exuHye3Cf>Si?o<WKi7m%asifnP1508VN^;j#b
z;?r9-KkM>Ok+@M1IoSa}+M<PEmg2rrMPpL-BuLYiek`$Q3sz40Ed(}=aHUm+zPrm}
znEUB^#maH++jm;}%J5)5w_zd|f0j!sgJvY}%$<8@_D|HO*j*$CY8$H1E;<X<>*GP{
z4X0~_-W?$>M6N4W$M1+d_F-L5l6R)fcoKL+uZj8n`+o(D5sPGkW4wucV7M{6x<?e`
zi5%U)S-8FP@X=Ncx&}7~b2|Vp&bSLGQrZ>D*N~JciXt?Pkb79uFqgoMTt-(f2_!Tw
zr2$K+kGc2R+!5-MXA(_<PhuEVjEcASQI_5J-@(?#?k>0kZqsE93J8!y1c_kEe5gMi
z*j5}#-ObEA7CJrc4o)7~)3xOt=?@O;mS}HdDzEnQw2hJ;|Kyl3H7F^CL@z~hpd0#l
z)#0AkoAZX%B)PRkGW7BDE%D+zxkc}L<Llza#>P`sHP!NDE^?QpxrQ*Jwt1yAQ}%qU
z{BL&_lsQ+K87ugh!;LOXM~iqDA5)Hg>3Cggo3ShY)HRl%)>I~Eq^;Ks#S!&B7T{+!
zaj+MJkv0!aGSv>VLS@QA>on*z>BNG-VP27vC%+FQ3}k`ez@?9g*!GJk*$9Qfyb>$5
zW9pe_PJ*&(mvoDKjZ$(f$)QRfVE1~VI`>VyqFCaGj0^YKV#EyDg|)CB$w{PGnq0?f
z5xI9tkFt>UTOKJ|dqYDzea&8<Djv7wr+)k}@tUK{*Ec{G2n6c)TRR8kqXNLA;>q(S
zkeCw}zNkUR84X}amTS!BE`Uv<#1Ye(fQO23Xv&U}b16EZ^d(^OEHls8IJ<X*&3JrY
zSgu-`#cW9Vaqy6oAhO&QKfT-$KgRX8s_lAYy%)$3b3z!|<0%GipPOu6Gt*3lQz6qy
zr}L2qDA*U}mUt7CGBEjdIS4;oN6hfYl(VL28PK?HfaHgC_m?lO{j)Jx+%%zmfMk{u
zDj;wk*_q0nb}7y|O)m99UEGX%@37VP-f%39hcW5|Go(<MTZtaqiA{ie+-+xba*W=?
z<D*C3l+L``w6ompkDbg2!rQCqQ?9^;)B8o9&grV+)nP_~R-?&P#;CZkEgtNI@+7@%
zr3A(~!Rjd|QTKF{)nGm7xxtv6FQEUrv1C-Xd=A&&rX8hPJ6Ww>G%<F?!yf!@Vl1`V
zDrB!kYE8dS`$o7`ho3C9(PAqj+0o%*$;w`f`%t=fF#M}r=zQ(R62mq>tN5ct3=7L|
zBAsh_cjsVgk)dC;&08ec4eH<YG{4L5#+GEINLE(C+hb#!+?$OU9w{^oT<hw{dt)Fb
z7HDQ0sExZJdTzjB@Y#}H0sk`{z9Bvsq7q~VIK4hr^M1i{0~qZ62g@5hdQKc131!9*
zhAfkhiY8q78bJ#&LXAD`Qx3vBBPj87ddeTS7nUlIR&P|a?&%V*r(IO`Tg^`IQ?@5o
z4<a3{yiPd1-Gm?05_q&)J{nDXdUn@L9oR6(F_ud-Sz79tDSSWfiiv2S8=AjyTFljH
z%x`hwiYwKm-UXU$=G3w15`gP63nT_51Ub>scP1=ie-jcYT^>S*C7<e?8l0k=vQ*{Q
z?@r8;byn{!?RsBl$<wP$rEI2r27wiUHdav3^MzUJ<}>Q?5V{=-Tgw4oJr!dsUqlJ*
z^4&sxHZf9yo^+`uhVH1|_D8HoyT`qGsZh|>YAKtxhacl(7p0{Uoh7euD~})IwF?Ed
zz5N`01WI+Poml<MlP(mCVUP~h6i11n)?F}?NCUv5(5QsMAwCu;SvWxyqv3v$rn+xJ
zE>mSfjfdZlGF7k95-y5Sszf3YDT|`vc&|H%()VuT^QJN~AwNpSJI3jpnGDo=*^V6e
zek|NOs{`$7q@#FW3w`}V7sP4FBKS)Bt{xu&+i&p=e)eVwd5OO#<Ye_lt<Pc+QX`3$
z?<CJq8r92Yd($=RN>=w!DPyV6rUUu*Y&pNpBA1MjRVglhu_dcd7(vJ3<q69U^$A4P
zFB}F#E=_4q-ykE9Zlt2`rP@Sm#Eg*c6-ECZkvuoU_{QRRp22|JLb&5wa0R38o8r(s
z?=}8bueIJhKx@W1R=U)KiYA5}cHJ5Eyq*vsgA_+B{#U$XJ*J#&uiEPD70lZn?)*#e
zob^}V=TRAjEmt^b<p+)^zb2KwNrk0Q*OWHXdO(9UwqjWnXh}k*4D0ohmeYA$Az(<+
zl>Pj01atFaWdN+CE|h}R)sI)WRUX;b00FU5f%0=-LZ6#S5_nLoLb2(W!_cJaqdxPb
zpGK~@-CQ&hP4H{CsD-ig^i69_-w~6H8aBO7HoB1K*sG#EDl<(9X1wp0k)@A!sL&%L
zf&+w$b!gE+iQmhV$M~<KJQCB0M3OoT$b45>u{cYZomtd^C-LKXzz}OhBem=JA$M?n
zsx*TP3<HCB@T7tvJ@c_>+S|D7YD#$my^U6IcA#Kqjt)5E;z{cXXv^lwotvQ^y<W?B
zASP*F?-lt?#5QGwx%vL&+qlKB(S00r<Uf0x6bbfy&<IC<e520n+`PP9?AI8+{7)}L
zH-9v(J~8MH{dNMa#Ddfbcm0WUu>!wteR~(&-Y^lNoQO{|B8Js8QAB3nK^OAHcjN%k
zzg@u-qkQQ3e*O%h+C{M5PrcL)pm|%QNHT;h(h=Hhy&p_PLD3m(Vc`73WlSw+`TD2m
zT`I$fb$OrF;%orQBZnK%4QU?Rs>mg#z01<0#rxMz&h9};${B{-&rAM@E#pb&rH#~?
zn+sCA{?|~aERNx6u6W$Na~2fm1)LZXSftnzGNOA7zbvfH+6ME{8E`ciH5j#ux>=Q4
z9#Y`hV1x}5SUg8JC13B4eAmzrn#<CHCNdo;=`zyqPn4#D`o<;R6pR2rGZ*6G=CZwP
zqaLGpMg%QjPOsF>5#rKP+wus5Z|O8rQnRb}$q#>fq%XOFG;W@~r0?~y!ey8ByQS4l
z%Z!;fYl*iROGNbhbJ(@U9I79iS62fERAh8Xfs4{!c6yEqZqZ-ghDh1koHb40E+<Yf
zs?s%zpuVF?rIj-NqE!@~t1c}GXE3JkD;~5?97h-{&^5#Noe(+!LYik-pi~g0#=FYF
ziF;^ZKi7qJc0eSSLc7BA^&-Qjwoz(w>nyp6Zhp(|n5Z^7*Si6oQcN?hE$7Yh!F;Fd
zvTM)lT3$Syw?!$Y68N(7={;YxCCWdPE8v(R7MvPj@LO?PkWnf%+Hm?S1gwgf`Hf{@
zY>~c4#?($9h`nE|mxi9Vne+S=d_W)NY*y_9>+Q}|kZo$>5FcL2kZ7h}un+u2%uE5j
zRgrYQuC`3lQwp>+on$Dpf1`FWrB<4eI5;Gcq;VugKX@r`qPkc;XA^RaAh9Vy)BoTq
zDgi*#$^uZ9TX`8vBzO;9PFL_%)dL)^e_FXxWw6n;%j9&Fjb=4=QC9kE`lkrWJlbZc
z#HbS~qYCPset>4@()(r^DE6!TvxP&oW@L)uhj9h@?8YCo*_0cGOdvXvQ%#-b9OZ0E
z^1adaL%f<9BqMA~j>-t>{T5{tU-UFTbkoJPW4E3v?Fs5C4Y-sLEyY+x4PkK$X1aLj
zPg*A}*HZ9NjajegMM8o7&0WUqH3Ai^!6~1>wdLi_6>k(%mE09A-oICD4R(t~m6iG~
z0WBS_PgBbBh_45qqFa9N?8WPqB72*Cm|?x&at@P+>a}ouK*kCjgp@3)1O26}S&?t6
zfT~x~(ws8=>)hVI!#ry5oZIVQGqc6MNoeRajik@XEq(ujtzmG59tV;hbknLtuj4Wa
zo(`O*qoA=PPB35@vn95o?O~vl=Vb8iye^`60G*B~)LNXntjK->dQa7wuAq+O^3(TK
z!dBVwHmfnAO_Zo4sTE8?^Y7k~{_ntFi4CsF0_x*G9RwLYYG3T5&8OP5M4*i0w0d2q
zy9h=`_=Y2NJNU?jx>)Dt#)-piPdXwjzWYTxVmhLWq7(lO=w$Pr9!ov7ZDmVYzZ%3G
zI4;YuH)LA-AkB^alSR_3Uoa&@_waX_Kq)sKo0ppMv~n7)S><v7RAOkyiO_tOR~W_l
z`N{Vy@DCnsl>QT3t1(EAwj*21R9i-g-ih#tDv11(ZJr)lD)+;QoB@ZL93yVruD5qU
zElr2h5u^*Rinf!0+R-_EuVoK!)%Cd)jS?ZetI5{FBSh!ShZEl#b=)I~FFM4|&O;T;
zr*bYX=gKy`jpfcHX?q!UR;oLPCMJyx!sri4cc!f2w|cQnJ_6rP+e;Fe4SNW{g@J<5
z8Mo6Y?(P)J<FB~gBjc1_W3ye*{eBIln>SNRG8@7w>hEU{U*kt@i$LKRtZk4$SEMcJ
z^J|E->+Xy27X&-h<^f>wg#^MS=AZ_DG_{+$q#b;F*YD72cLW~;f!UAn-L{t=r`QZh
zmE+SDZE}ebb`rfP9;f&gVZuA4)@YZQG1)^S{k90u(t&k3KE|eRI)k=net#6wFjD2^
zlQV{AOz?~Y@pHK$I{;Ai)G)#mP=$Pw5Cmxli#@yq>aV{oV=ghFg8o<M3Pn%295-A)
zqb?N^$1FRDdeHm;xIYj^S@UXs$li&$G*pi~P;mn{FA{v$JsD8Vtx*!jn6M7-nwv(w
z8GK>|)M;NAYDI<){^;v+tlT+>rRbM%*)eMTNFp^Tfu{-Dz>8vvwFE&Y#Y2Jjj@QKm
z{JOX;ba-WA<Al?7QV)gx{U};IEHB^8;t|R9bkqFA{UZjETjVFo9*H1nX^%+yL|#0T
z*tc6rgzo}gE#t*)uHa~v4`rr(B2P)fl)r<+yNPzRjy7*!+D1hwv(NHJ|MJS|eH6AK
z8DC|`E7So<Pc3=yYBKy+zuvUl_V@WJMq#wBi+$;XaFl+BM~z{UZ58L=?BilTCLKg~
zBF|4N=!L6<Mk_|4PdXqE6xoe0f>#lqAkEPzf}YIbR*v*D=Y;oF9(fzSLbjFTT7)Og
zMNImjBY5i~$;0fPzs?}w^X7*+n^5fjBlXu`xH_L6yzdpdWVgrYc4!>YTafA&kF{<`
zb#`EO#u*~@M2@lw$69tw&X~EcmL1)}ZW@J)3E%QPUa{Ok7PVtL!neAkoL!=8`n@CF
z*?~f8!Vm9k=v>e^3^&KP!ORr4(WjV;XxX3+Tip@Z`OUKfSBo6M)P8I*CHN55DqK9~
zb^@UpdC`gJE`h<`2DY5>S$37N7BXBgX%gjw)ab6(%|MpJs4na~)Yq-o$ZfG#(QYRQ
zxW`_wbdlfZ@#PcWIPGr}oQmv_IDNPB`jinnhb-Mf=N^L`l^ATe_STX3Za83>f8z6z
z7}Y4o*yPx{&;70)A2-20e4ahNp4=AM&_?DJOdnV+QJxu|_)lVaLL1aQp1FBVoZ25K
zTqCLT6M#Zeb{=&-H7zzNL}fJ<)wsm?1WcUG?Q7Gm;l6<%;&P{X-_kj2-j43ozK>TV
zO*|%mj4>B$p_<tXF+LOfiYP}NH(1Umm2L1#2B`%NhaJkslX7i0p2%VGCJ$Dw{BA1N
za9_giM#9!UzKGQ&uw-dHq*-m-E_{9X`aoVlefyWKXu0Hhqhk7C6l1OJs&glPx!e3M
zw;JT-w_WlMnUZ&V?t58nHSbl*3Y`OJU7)#36oplg>ckVwR_KR|dlUnVClfO%#IsE@
z!$;3<@;#$}-(B2rH_b0b^W>7|oK8qI$d^r+h^XR6OX+-@s?5%XD6e5-3}515%ra@w
zmB}o$`L%Wds{?-&F@7^P)`I5G6?5<<)Y#@W9m%wnjI~oqjrh1)7hkKO?dQk!Situ}
z1fuDkMA(A$#+%tP2B~$1YR6TnuHv^OM?2=D>+lg55sZYH1R7g*a2aDYuZMO7`Q&i}
z=2y#(`*Bca$UEG5$b^pGYZGN!Rpzr8rYuhqk^Xu+y_-J@?hO{%G;zr3D9wlQ@U8(3
z6}%6O-KlA|3neVn98X(BY^$NST*o~5o&eo*DFXJFi3_95VpVMw54n;{f!@*iD=vJT
z+DNglXMy~3e4|(G<9&UsQH6D3SVW{bw*!Y4VXu+OS@k}jl_H2ujyCjQt+M&h|DGCR
z^2w`I6NCCCbg8oMIEhT$$Be6ELbMZju5|R}DE#q*<_CXd?M5~-Qk$^zvIDd#WZJcH
zK;-Vo*7ZtweoK1}hZFiO8UKi2*Z!B}Eh>D~`xK~yak}GavaLDTT^%BCy0wxDBR%KI
z$cw4&!1kMyA2w}1cd=^2*x&X?SoOvgdWmF<pc)5?h(8=@;n`ix-3tCx{Wf=S7&HTh
zc=)@vVn^Q(8grl(Jkvo+FDz<q>Y@iKqvtyPAph96%ewOL>)DNs)4D}N?>DgMQ0j54
za%aOr!rxi1kjhDvc{$>3!}@+=$wQKSofr_Q16>=AI56L}z!iHluhN#o_(0Iqny-`*
ztn|UWm<zAzlh=D;XP3`B7qLA4?H|<cI)4ZHp>eP~g%<cz_;7+Ripzv0a8jO@JCDH2
zeKxD3BMY3LUBGpHL)#lnI>tL(GNn~+O@<u>*SLBy0Yz^5W~XjhdZEwim)i~NS=l_2
zQiDz|yxh8<!c-&G5~*J_mk26`LDhtQVr}NH8mh0Dak%W7<J)63Iem_<97^*Fa>C0+
zW^di|&)C(Ycn;=g8p4Xuxay}ihF=+}I!yUr4hhh$c_MJnGrdBzKd}5D0Q0J>zM){<
z>h*$U+lr8QoF<&5N%;QvZbo%E2HWhYj0QbawAayx_KN<FEgl5qUu0M&1IJG6&@C|v
z=3r~>syG$i8ws>i%)ifKnK^P(BVHdNBrJL7&XW|D3z-Fbw+efq4B^B(X~q(5K}I_g
zk`gqh)Hw%H%7<#1Smg{9hn8(`WUCK{KhI$L(1`A%-~IbnE}^d<k>_S&A6_ThQKT2U
zXNHIO+S@~;+1MaoLRKi=BqnI4u&<Yt%b9l=mv#igOIH@FOTzn)7O(xQ2?lE9orSL1
z;?!mzmmy7XC6VG5<;B)U!h{-M<>L+neoQ~FqI%$OdK5n7^FSI_%SL>=h~BmYn~x_6
z83I4BINFLjz*|)KRs$R=L-bwN0@x;VoQgbAI2J*mP_{1dp4!brO;y#}=d7J9FH}jT
zyY!K)W@Hl+5B}1F-eb1Z5mIXJ@XLFwG??rK?{)WmyaoJBjApr+hDb2cHeUx}4@A_^
zSJt}WIUi9T$iGm&TfM~i7OlITu?8k}Ogw<xuX6$>8e*8Swml%UsWmX7%&j6`r{Gkv
zD|)VZ?iwz0N<KuTnX{Nn{!L)7<UH|{y+Pvdqd>#X4}maYUDU6a*(Z}^lNnPV-t${O
zG<KUdPM@d>eNizZtmL<$lM@L(2o{i$6sHx}OmG}1uR4<Aq-2tQ7(G_%ou-K_;5||X
z%%?N;n0$dM1lJ_?{pu?iw<4SlJEr|UK;19MQ*uCNg{f0xSOBIb?Gf#Voh|}45asUI
zssP_T)wjb_h|JhT{@z0V-iwhYe!WZJCV$CoSP?&xEcfHc5o=oJUHQQE?Q%ZA`!+R8
z=^mf{fih|3?mRy0G@nkO@uY-Kxp|EVSr=|Djme0uI8eVBDOE%U>%;BW-Q0Tbikr#<
z(C4pduY|1vjEFH=UE!#BOC(^y-6R2@;oR_ELpeie4ST9@67)jb0n;7fi5vOR1>n8e
zPZT!DllMA*e<mju<KH+VUK_-2tJywyXmDwkabMc;HtNMcTid&;vki1uQQ3FnIGU8I
z8243sr%Q2@n9hW;Jm{NvtH*zO(#v#;lhJSct>?6-a~)!xe7*VX$iG)+_U$Uvz8mS?
z_dbMZoUhT_WFu(zHNIv7-m36^Eph>A<k6jI=)u|{+7a^0$?bUdC&_(m8{=$=nWU{h
zeSdCr{k$4iO3WmyIa7~>uSBi`d*{eZL1_OL&*wWSAGQbrGVu`~zik@-NA}KZLFUe6
z7inHGb>tOuA^WIss_mj-)Vp%e@h<}QTYcT+%DiiRC?W6A_iaaa{BLeOFJTUs?H;!;
zPj7IlpwErMcgU83Nvq8^9eJngoq!`|XQB&2%KOhQ1eE5|xDMe8Qx%p!5(pd#2Y5tM
zP%a4e1;kGeyKmgnFK-U>*IN8&sI|M^<CebOe4E`)at<t^`{=9ERjH3mG?To#AW%5o
zXk!!aa8xe2odJv;#%QXl9IT_W!5M0TIhqOXPM4IiMV%Q%sjefEM6a)-xcTtGUf@G4
zn6Ue*E=n9itXkz=8XGyaibx?1@M|91hBm<u7w3*fjNt-sBm77Ud^N%Oo~kvVd%lv~
zF;rU6hwYHGH9%UaMu%M~`p@jngv!P1>%0DIku*K!*O=RdW>5mK>yfFpN~5b*h=FOV
zc2+n%#{?v<5Qy}UCY*6>Z}04WpOWCgt$hNQN(I}S{{+e{{R!s-u0f#^@#y7_%MP$*
zsnBNXa<BJ{c#rD*<W;R_dEq@Q7r6&3*y%?CV*dGW?Ry^x66L@RRRWvHKI*;k1mg)g
z<sq;3M4OnJo%F(97ba{%Arj$;=n?PmyAZF)&1D&f!HQN9%OV2|Q)Z<^bYypA8_?JV
zugAaLI7de6(D)X0D44vI_q`mI0Qz$v^g6?DXl*3d&-uA7w(@RhQa0pQuN?URpJot*
zm)`OQ&A=_`6My15M)kA27}p=kIy3o&Z>!5n?TIZ6)d3;wU*(H9=axWn_V_9rfl=T;
z+-v`H!}fn9gJI!dVg1+5cEG=<gZU?|0pKbB$v-lN{4Z1Y#0`eb3xa43ZbCq8T>g1p
zS71G;l=w_1B(nU1kqPfmrGyf29&Y<Q88L#|150*yi<Q)rADnOOU*B|Z2y9gWd%GR)
zM~9C&m$oTWxOHzx>B=l_O`|0rhw4(QJ!JR=tfiVW0<C`_!^A#n`!|?)B_)m=sQ1bx
zvrs<rH`pD14t2f0cix)3=9lqa<3J9jsa_wet<tKv)s$H-wq$pe^x~_tY}O;Hu$*hd
zXd_Z$=lm6ukWv-i@a6rQHd0~|VaPc!MYw^#mmc}R`#61kx7@X2%duHI5~thLTY4Zz
zGfwKgRu*p+GFFhr1oWoDd|v5^^M*<hAC*c48MZt}u?R;|(0heq)J9QP!gFm!ljyia
z^krm<RtET18GrQ5la+ZZ`86d(ei#L~%xQ+-KuY!RX32_hnE^$gMp#GCTeIMQyQ=sw
zjfP?oW6^tH^CM)cAhu@VdT7yH_r9U`i0IckUd;>`>Co@~jDpS21f?gRab-IPsv{=e
zn=HoLNm16rachHklF%cAKm95WM$c!lW4q{Z1>x-1%BcsR>~f*C@5s+&3}PbSbs_H+
zuQm5o^KQR@6H;cU7K+{qHq)c+TqsH;uSbH!$77baOpkFenV&m4af%K%GeLUkpKJzs
zTke$jt_yKJA{swlfjb=E@c*J{-%gV9VcP%6J-+11Sg?(KKjSv!nK2!ZsQO{fafEOh
z<=6;cZvE_sWLsNVt3vF5iphT_*#X_}=HU2Of+E1bCt~^6J@)@LL6MTWs<NUYowS9a
ziM@fNg^jh0jkV36Tkrp#o9JI}lRUluKWAKEWd{*1JP`pf13=kvSpQda3m}z0?fq9q
zB2d{sf`8F1{8QzBi*4c0CHcRv&Hs~?<o}Ru;lH=h|7F63KhFIJviv*Y!XH~d+57+f
z{GZz3FD?kqCq{)Qy#JrY%YWj6`0oSd{|_Am;7{757jzJR)|$WK`b9704a`g&{>&XI
z3u6Zm9|wq11GE&8aQ?|*1xh#d=hZ*5H<A2<m4pPuu<@kwkJ>?`J%3&SpNJ+DK{OqI
zezAZi^3%(IbV=C8$=VS_r1HcgVPb9kWG9wC#r|nAVNhN=M;m(*Y9j*+dm9oKMj#^x
z3AMSSqb)ZR(;u0cy@9Q{g^>fJjlCJoKfpxZ-p1I;2$bgTf4kJbH~&xKnSVJ<*uc@i
z%Es)EG5(l^<R3H{|0?y--ozB1nS=!ZfM@=%hlCRZrW_=uB!6U}#r}z<<j=b#*8h+(
zGXvN_j3v)x%*-qxuRT5guEz<o+ut%EI|qpD<1ZPA*962)^GpU3K5qk*A`AGu4Hj1B
zC%F5&K2|o4=k0<r!?A&E^h^)<6dr%cfIyb#<6vQ70kA!*53~hhf69>e?`2uo*f}_#
z_m3IC#qms!nHk6eeBLfI00>Hr_E&vRdZ46s&t>c{#=#8adSNSOAn*w*|Gj^p`ncFZ
zi{>*K@M&)RB?Flrw1PdCae#P(p3AsEq%+TD9Bj|W%fig{+<wd;79!w_`anq`pZ5>s
z4Yn73VPON2;5=*hX<Pb2#`ToG?dkcim;}Yk%h+IJ2c@5TuJ^>c^GwDDd}#w#&gb#M
z%)-tFV)%JhmKEgS=Q4J{%khFpfL@FjL=yC(J~npHsGhaK#`y%?PtU)`%f|U1+5iBa
z#~%wj3y6{ESy^_LC#3wlK2Z3*=pQ>L2r-`PadNzD1H_2-To2^7=e7sA=m~!RZkK}v
z#H94M45ar2=>M(<iURf*K7S(pdEPE7C+CZ~z{(7Kfma|s5JS^nZ7{QP0$85+g^iv4
zg-uzxUSb$X55xfVcYPpkt`{-M&dLH}gnF(Ac!4kMApCpYKTtHknEUL2CkC*;>tknS
ze}Us5y%+vq2XMT=91b=B@Ol407I@(!kRFJB?C*9t*g=5*OvVYa{qs2BU}t@SB_O>Q
zSi%W1)$_h^a<RW?mlK50&*KWD$NoHaIk`Ar;2IYj7ic5@_c%DY0G!Wb9HjTOS9p5<
zYYu|Y?}g8~xVTuJ`-6*}`Ne$W0<pI}Z<h=BMCA5&8vthZ7Z?FxVS5p$09KY4;{dRN
zBH?*`px}Mc1}pGsKlInwK;iOY{pA8Ozwjl<R4?$E3&8v$p1A<5FXk_R?d7@(YU2g|
zaRJ$1%o#2q3&%_Qfq?wkI6yXivHo&_hWp${0A^OUmt}!3VhyCn{5&>5K6*Je5H`KA
zDGT!pECw)hy}%a$XrX={y8sr}7jqiG!tu1Z{o8M#9qWs+u{@E>z0iAslb{&-53%vY
zcK56-D4t)m3j)s<?Sl4A&*uz)75IFA#SGwJerYQ<))(sxhz9S)`~}4j`-{GS%<^Kq
zYyg%QePIKz|A(=GQV%~L?|+zY>})Tv6Tr^#0&@WDAaA~??<uwJvo<)GU-pHAjroO5
zIoLpKgU`#p#Bl%zC{my6ak9PiFDL8MsqE?bFI)qm+Kasf5X7(dd>lY7t{43Sf*kz3
z&p;5EyeJFcd|4L6Px;J8AXZC`=Wzv+y}%sMUjENn?%&7pBzumDAQ5O~{d>Hi?9!m4
z&odb-8{6}}JPRvmKl#jWAQ=eQUX%qqKO2C~6`<YYb3OJKdlk@v2MXwCdLY^JbpfOY
zcs^&IWH0Q;#?JB_vq7un6JzCHK4)PE0-xjQlkDjX{g+KaQ}sFCvw&pJ_tYR6@TDFL
z*US1?fd7t7j`ju?Rwnj;KA%vsa5MRHh<ze@RJ5@H9nGJh@_&2)En#g6I)VS=RR0g+
ZM+1AuKPO+%UJ=Lvgr}eol@o*i{{XJh2t5D*

literal 156017
zcmeFZbyywEwl|2o2lwC-WaAdx-GaNjYtY~jEV#S7I|TOxmk`_&+#x`iCdqrwd+#~l
zJa?Y&o0)&khTglo`nRi=RIOTTRrRJ+6cuLxF|s32HXc>oBe0S(liC|uA@K2$GRd0S
znY&n!vH?ZP2&AN>OyZU{E~ZYvr;VYDsi>*3y@@FTKR<%Ai<7CLErLhJk<ZuY?UoPw
z?OnnGlPo7V-TR@?*oe3q>mKg@7Y4VvbmgPS`Cqw=nQA`zkx9bfDN9RBrE<^A<Xg^~
zM9?br7%bx<{ak)*eQK>Qy6Hi!<?Ol1?!XLuU-z`<_2hT&=TbN1_w=Cs6pAzTbfo`a
z#wm)3D#-vtPsD$!bpOIkv3Hj^5qI3mub$IyIRx3)r3Z<s<bm}87veGOQIuL3b&`84
zIFP9)jb`@t=;F1FcRO<6>4p6e&fdqf12dA+YUg=Wo|K1rWTRL^XlF$CiAytB<C`mw
ztA6Z+MIjp0%od@(zT15G$xzfl)hkBx5ZpJN^yC}y=X6MFW3EW6z8rzyHgf_FGm%b9
zy|$LuD<Bjjp)S)YkzVl^ZM8hTVYAscH4T~xJwnSQnu?fnQyiT0f<r{1lEb)}^?fif
z&iDu`vAMEdc;xC5h};Qsb3n0AutMv`Mht6voGo#OhdY;VCTJwCXyknR(HG%uvK2ij
z<Ru*Zv>5VavSTVXr9-=eE5h3klTZ3jLe=7Y+%H|9KAvu6ub-T(=>J5x3Hw<YpZ7HJ
z)7&4E<UWW5e3<q+**-HqkX`Uh4eb8*C&6SFeuo8v{{7SOlg=8f$YXOh4=$yoQVx<$
z70zU0^6JKeID61~V%Vd?TAP5kH%2y8$76BKF_Ryru;i`EY4OH{_fLx2PrcdnYp)-m
zZ{P1|B~RdVoLuPp{ZP3%5wKMRV=lyx)jNfwI27^5CoXL8haEt-6i$114D0WbRi#<B
zH#kpZhVn~3e?<Pds(BAf#-}ecQcEp_&5Z>v<m9k)IchQjj|<V$EV|j8y(G9PlX<8f
z#ObvJfn0(>1bO)~#G=e0=`EbnabVGPLT+wW^v1581yu_-j2sw<QH5j>+*TZ{?{gix
z*9D7ZU~Jf+B+&~?deV`71k177*xSQ15ud7{il%!0eT0O*;HyMvnAr*AM>HW;&A}hi
zP?P81;SNG69)!NG8Tgc9@V?OAQ^<t=mhwp*R46!>2a-)Whm`$1!(5mkdux!wLYInr
z4+{1H-_38Mq$nJ@B$tZH`R>@R8eS(@#-aKK!~Z_3I1WoAf4Brm1`KaW4z>o$2X9Na
zBb+k*s?LM9Aqe-a^%~{R{nWbE&rvY4xR?<r6#}qHVw5bC6I2ypXl%C?Vf>HEOp)Mn
z$39SBCxz6RDIndRmSY720tBm;P}yIS2-~854c+A1cTouqAX$GwL>v*i+6k?2Jg-QW
zzt#-pl!eC}ZUTbX4sQHd>(;U7bB~r!LP22k@;qMziZ5SSO?VC02>OxSc|TgSwl^9M
z$;O5H>eX<}x&q?#>yk-&LAg_m+ZiiPnmwyALO;e_YNXX4xQ7gvDHF@s@`n~<?m3Qc
zRQ-i#JITk2z9uqe*tF}uDvtu+h;a93g@J_dq08_}>z^TgnFsMv=$)w%ST2kzht|it
zx9u%sM4q?1@%PmY?Dg}(misbo{{6yEylI%2)$q1=_rX3lM4C%9>Z5#NEKCuvWj9r8
z?=ZfmqJPq4W;iEOrrM|%TzFxo+ACd%*qDeINC89la?$!h)k>rel<oK9UL0%-&6PX>
zVH0#Q>7P&NBdVtbbIN3zm$1V0QAilKkgmnR$3SOG)5W%1Id&a_qwSg*NBNlA=5R!m
zq1#ShB9czt1wHq!ePUDrdKbHlf+DT2bHa{|cp1G7+&5x%O(YqY6JGi41#{cwx_97*
zGnzIej1j&?_QBRrM#y39%UOgLg=-D4pq{10{b>Z;G6BIPaNE{(v5sII><gu=)RdEU
zBuDzoQ!dNE{HB+<_2O>s<8*ikP*vC?JRb8E5cHHxg`dg>6Hz+-v}&p0n?yS(Z6}+1
zEmhB!I6m>KPgiQAUpqgAK3$v(JYD>p@ViX*yYjpB>v~$)Az>dzty2vsj(EqH!-)lh
z<+wuWw`(CDYR%hrLu$tGR=@yvlQmmV<_p%jBE&L1L8Xj9BYg^|qPSj<b|rBhINLa{
z0wd~c_$4wOm4<V2#D&Xt#+wc{Gs*p4FFhWrsQ1l<dK_Dok@%geq@0n9qBmhekUc!`
zIIMXZlZvipMps%P-<l)#A=t+CF=19wt12@%LCvQufm-62kHoj;^YKP7nrE@IJM{?&
zA3NAtW9<lOKgWo#>VDsdvRvdjTR1i&2QxFD{>s~vvS+**z-x9A3g5!coVA<NCuN|(
z5}!n22Mub-QOZ*|r-O1M)1bDGZ0_Ttiye{$B_3wZ=DLp=uPH1bbZ!$b-wA#9ENn>@
zrnp4wLCM0p?rK$`o$lEZPr^;RLlGrp8ZX}Gr!wSzBUd2~miCgR2Ib%_taNZU&)KIh
z7DlF2bn8@ci>^iu5yF{fM~G-0^|Vw9byaxGTGDnDANGc|RFxp!f;Stqf$bR*suXk8
z4j6ozHtIbp<_Id;OD2zkJ)?$jm8-RPFv%YwT1Xag7rwuCYjUfBS~tms=sUSX1#7t*
z4*@muPl9KF`+2U%FEmp(8_z;T<{02up{@Jo(Hep}-{E&9#fFwKm{@xtouw_hR|@&>
zVf>J3hh9`jotCgevpnj$rWFi;+;YF1ck=m0Z&0{H-%!$%->#u`s&%_$s$M<A%XD=E
zF}E-uyHWL+=r~2dYt?e8Z+6OR-U(&bS+f9D?PVQ8>b$N9Co(@45{`ETfnyNsJxX%X
zY(mcrrK^p0Le>nX1cmbgLwJ<Yf?*~3AWJQ!lB}R}j!Gu8a~7FpGz1(b35n%}tet<U
zN)?)H$cr6Un#^r%aF{IX%-+Mm*a^(QYK8^lh@K?SfB|AY?qQq?QkRP;3*17O3EH_h
zi>HbDqF|iiZ7eu#$XXDCzRG*Hx~2kO$2o94!l2PuC6Pfz+frOBhV=yNuRL;nDo8EU
z4y7t@@Vkm&3goRuG@=_Ps@Tz@tz^V7?1lENi%nfrBFD)r<13cNF-&_uUd5a5?mvxP
zsff*P`B}bkJKxz3i6`)NwX0d$j_pI>mBoTkK~H>D^`<{Lbx%H;i+fXIJ#5B|$8*zt
z<OP_FDrZA~;#_};(J1(W&a_YJH(J)<xm$g|$DQpD@e;n;d`?=*)DjP;ggr&p;V<PC
z?w@OyfAQVqL%f)V+KVZypKm)o+<1nl=X@npzZ$&zmf*UOKw|%qCn`QZ<fA@*Ra~-v
zW^zaIodd?%jcmVZn>@F7+^M@vukCW{%J;f<bQ*L@%lsX09B-rOD)|x1mU4pq`)*$-
zPPp*a6XKg-nT>w$rgB>D_av`Er)nPtyW_yErC^eV_C3h<qHPD1z>8Gg5gz%FfI9?R
zF0$-+F_?HsWHBXPhl+N4jM%TGy(}c#eZjj__Wm*f13}1UzcE8;9J~P>6akn8hRKi3
z5bkFN_<l7ll@$3}avT+Y5#B>@dq_VCuEr)Sb8VF8W?NOhucGiX!ltz&Y_}0_iWgbZ
zOT{4GvY{|?8sp4BUzQO?*1xB5GQ~!PyJ+cKyb}WBZ46;r=&ZmD1ZPoLnZv=aVR+@2
zE2o`WnhSyHp8=`scKZD#PXd)o;QPR68aOKvT!(hPD_95E7YFyFrtaV13#QMp4iXJ$
zA+2(z5`TU-^<68p@0%d?scgnfDgDTj2ali_q)M^gg$Aopdb1r;y_nNcg<L9=$`}>x
zGEyVVsai1$V*vT4y$@u$q8Q5rPKzbiN-2kkW@0N?(RBPBYomb81)17K=3Pn~{Z=Ze
z0XDVvcTC&jTb9<fA0w>gP<kXwHpUs3zSH*?`$Spb<fc)})aM=Ww><ai5I@JRM5tS{
zw|}OS-ppii!~Yy2_W&ce4c7T^qP{De{z&Un4fhc4Q~wglWBN(zX$|r*`}&jA@kdW5
zbLV=|lj8fg)AuLgs|xqKCjKNT;4VuG@+EU*mC&{$fjr;N3&yCIRxU9FaOuAy@Tvu^
z)%W@;f0HVlNX~*DhW_SBcNZ`F5t04|vxqv;cSw~E=9?iQxO?g)eg>U$M*+U1Sw5ER
zi*8cbVo|hu%DGus`eL_Ksn<UYOm~~qA*1~FB}Fv3+YDxUFd-DGmFO7wDx*v(3#~5B
zFh`Nlt-D}f-{P*XP-WJFMwHWbC8SzGLegb?m5kjfNZ4I3zO~c~-7gw|;pLd}h{+mj
z>5q!sQ-BvrR~y*VDoB@cfuWqCRld30XfTe`WQ@3J#hSm@DPQy?i<ZW1G<u3gVymDp
zMOKm+sppj@k|uYRlzr49UM)ePC=Vz_BF+p5Dg!Hk%lwvr^R}F0^=RmrCc0Q<#O%9Q
z6%TP|*YNF+w|YeO@cnb=9-Jgg$|Nzac@-;fNbJvlia?)F_c(l@wWL?Xl_)B_D21wP
zGH5j9Gm3Q4Tfmp3oJ%T;*OF1IY*bPHeAQXFF|EE>*2HlNv6CJ!<n%Skb*T|%TE4N+
zs(3!Gr#drfLwAD$YqY(0rouoaU)uAQEM8=VwC8PN9pg>%Xu2C~v#zJpM03zuj;!rF
z#~}?Zn$Kaa9e1==J-tlox|NRl{!*^_3u)f_x;_jL0dw-Dh2SA`KKIf3GMRN5rO>F8
zDuwTt(O`~@4lqzb;4SSx=BHyVsfE<E5RP&P85mqM3THS@AC_d=^98S6XEBTq>X42Q
zNNB&d89`-_G+unGT8=a93*;}Mbj@H>^uL~Uv>ui$V+bmkM^jvE=AXIcasW7_DsS+X
zV^~dFiet7lIcl&*hL&o~B@1sRJ#Cy|X`zoCH@1vFUFyLzUHW)6Q@ne-J~r<Bwb?R5
z$I)q^dI-y-0n9Ezb1S0M&EQAghrz_ITb7IE5iDx;2O1qmEhTF6hiGm{|FfmagZI|-
zWgiByNOUfwZ%m8IkF;A9#JTZyID2V|4PBiEP6Fs}BN-eAz6E7JS8b`98R^6_Iu4N#
zm3z0tLB!Tx+OR6sO1<+l?HH^RKBUZLEPhFM{#(ITeDp_1c%2;G*zRIlM~w3u`C&Gq
zVnP0Ix9vs7{0=tif-}=Pb4xO*QmCVd?33@|=UW@cKf>+=YgxilYU5v4-0-%-zSkTT
z8f$7tazJSthT8qEMG0&8(0|wY-SUfh&2*t0&S53pd~nbCytkHzt)+ufm$q%mo!#v8
z`HGdyh<m=gbr(Tr^KSc_MXN4?Xe4VeWf>yco%TkUQFrU%9Pj2|okh9pD<*Zg1HBpz
zW&4Vl=l8_`c-z@H-p?Mr9Vb=ns(eZ^eJZw6Uv?T5q!sKXN05^_4B7RG9Lr_DYQ#HK
zzPkF-co0EpWvNldfOorOj<<{@zFXTcV87T$=n8pyS<0>VEO@g*cc;M-ypJ5_1|b#f
z2N@tG3|U*Y&6KhzCf1nDNJo}I)B)V$*RCu>Cu!VjWp%QyQ1!(r^C{=OSnV$QW^b1W
ziFrMDwiDMdsxz?XM{qw93>r8$4dWK8_&(QL?CE+wIzo@wu_^N{DbkKl*<G7)MyiAQ
z?B`Pd*s72EN^yLWg4WMQ%Ty@GcW!!U+2R9IV;`Zl>{wk!cjA-$zBWXPE$J|rC5`nH
z$yo~1+DAGXRjPd@37%Aj3ol&K;el+xV*9Fg_!>$06An_!@_8kyTkOl(km}d5iA`ZX
z&;qC5PZ~GIT$!57Et+uxPHbLz8G@+}x=BC}7egA4nZm{yG7~$`?!&ydxE*DJzTKTo
zcV$M>UsGeOB{l;uX=n&YD||Po_QN=N*m|cfU}n@3+r!%PGhf=s=?5fwh;?vV4en3V
zlcSbNAzFkp$mj)@48@utVNT4*8kxWmkHTg)Qf;6zaB?h(R?1Idq8sY?>(leA-=U4j
z^)b2Hs*mtD3iL*4sQR)7`m-RB?PfeuC+#1%Q{Ti@p&l{fdnw;aZN%g_@TKt1q3INz
zhELilcgWu*Vm>)NPD*W12m4iH`YzE@M?Imj+4Ts0xM=@IE!_Tv)^@a*qLXZ%I%F)G
z6;D1+K<XzB)!mE(H|+zb<c2GM677QvzXHNjE$suFwtU=Eu4GrHV+dTLBOIyGO$M5$
z@}^WcDk$fI{t)dQF)CA9ma3=n4(qn@J6j?CtcZJxas3gs*U-CC$!l1;NzTO1ro?=Q
z69Stl5{GJt=yQi(e5(&rhHhL+^t-Oxqg@+#iiI@!dQfc)*)0NL8^C{L>~xQTP7P1>
zHs0Bt#&ki}YQ@0za|c4lc9Xk6JB_gDI!G$pe{yK$>5{$J8bjOAXdB*S?Yg;J?s-u9
z%y>ac|4JEueQtkM1~(^_7?z8b7aX<uy{X%GXetcPWCSHVc2Sbf_cNef2(fR3VwN)E
zsJv=Zd-}pZ!#pO9<R8&nr8+h#+%zUFE?xx)_B+4KoD!Mr8e(Nq@#)BC3$qxgf6U;R
z+|6V&jeRQ`z(UlOGJ=9?#1={6Osw+SM|CnhpDEIXJo-FN{AX#F<lSmCEmj!OhiY`0
zMv-|&y|(Fcdd{+CrOub~Jkh~0hz+y{(z_?R-}ilZS9OhWiou_{FJv+VG*T?6Z^%g6
z>ZkDu%w-IqE8fm|=t*&)+owyQ>B#5Pllzmr;qrAc4-0fv7XJvr*PFHHoeviV;bKrh
zia)D$L&lxAcp-&VVT4yIGNNV?2?s5u<EY%UgEV);fym68j#@gGg9;L>i3IgN9i45t
z=Hi$Zz*)03c;VNm7ZXI@Zk%MnmDaXpyw_NE_Mt-C(&6Yxz}wJRbGNB<DNNZgu0g>T
z!Q{z#c`8_8{JFv!sqBn!uKh!FY6*5ja>qND$`r%1DJTbi#THU;-c+y5BSniSqeiWD
zv>#7DV&48>S-eA8{qn^0a7%rA?{$;>vG;YJ-$B9tQ~gtGvZa6aDS7s!_uaf_@;+8f
z&cOJFz0W0WZ5n>p_0!5zYZuC7QyA0!h|B>qt@dya6eQIhL;PVOd;k#zUTux7m?D_9
zO>`f}XbV_Vm4ih^wQy9ZsC7{(rTVKo*6{8MjU}IG@kNlS^;k@>#VjxV^ldN7OTV>G
zmBAjTxOTGf$vi0NNLLEd1^G_u@>B90mAz=tOSM;JpURN^?MwMwIIYJVMXI9Y0_GE$
z2G+aR^zi~aOe!;u+M|*9>W<y;+}Rv%6Nq=Jh*kNH4QdPnt2Zccqw71W89$YD=c>=C
z#~?DPj4Q_ZzCaSoGzrR+mLMUwT!H(ZuNiP2c(7bWn$44!zTJP+Bac8?+}HDsA4aL^
z6qh#UP?{ax`8e&6zCY7g1OXX=pF)f%z5{9G1}_z3+VzW|T$l+Ft(o=d^=zu0cY&U#
zg!gilM%QJ{xL{;!Tk2|r&D~^Fakfa#Z2z@MpDdF}mql9Z54Ryv@IX2_cE5M_ij=P}
z26qt2J6L8bZA=`T1>n>-$!o|T1G0a@9T{V0^%n|`>=aJgcY@msy*n>TI{Go>F95sR
zfN};i;Uql~v>K)p|M3EMs0WO6el$d$b#W^ia&xd7hsi#Y*)euYl`YqtF?@7bb^X;c
zC{MjTxP~<_z>%(HYJZEE<3%sFY8NWwXKbD-vwqmx3ynz(x+3LQW11#8c66WdkLi3P
zOs22vFJHJ#?7DJJw7tQH<^U%_`ewrd6>7q!vU9X-ME2E*f)~!o<+hawq>M}wKxQC!
zInzmwn)l)bPQZJH>q%G?Qx^D+c#5u+ClJPc8PZ<xhM`cM`M_n5*>~Gyj~R~C=qN$h
z(%sBd2}w@dGr^F47>@Np9%Nw#f5rTyqh1Er!a#&(jSb%eEiY86+A7I9GFw!>(SEMo
zl16M!A=F5t4>_ADdPNX&j-2ni+#{K0eS1vFVnYuMA$HEtS!;uL-Bo*;Lgd7SzQs81
zo6HB)x9{slFbCy)?Z&>EAm7)``$}p!8XSP)ze+hBeLh>0xm-&vsL<bsspd%Y$R6!v
z<NThznJ8wE+CAX31e4L9uzDjV%&|xGh27L}g%4knU!s|}k~JGYw(fC}+7C(ZgW5s-
zm*08|SvV1U7o~*yyhromG}Vrp?eekgtFUCeieAuDb>V8>j!w|y1(a+_%5uEJwce=(
z4Li=BdI~OD)Tnp%`M;Nv5MO4n?FK_JqLnV>Uo`QGJ|4*#jD}3lv&(yEU8#E=r=-ZA
z8$JK!xSL`FUHoM8B7s|+5t6wy$&i_rT?K}DD7cJ)x1T^<h{%I(W3WJK`kh$h8*e-P
z_JkHSYa)?&!bkyPydEVl+q?))1BJYU!U`}ndIXT0wk01973u1jzLW4OZejHJ8}WgT
z{Frlx!qe!Wq7=>wJeT2nJ_?qQCW1g-ma9AbRk$)wx)X8YA74{whs>V#da)vrQs6oe
z<U5$tG-EU8Y_jrbkTd<AB1>=HbF7Eq)}_7w?%|L$!hznihTJnEA-*9#^#xs?Dr;L(
zn{l81jVlH>&&ke@Ui1l4JfZHszKmHlb(cX5%_F_3{`g6eaYWhq3Hn?KxCyiwmK2Vc
zsd8)G{&9gYEhVPyhy8OZBo0D&<J70&6|)!REKUTQ7*P)BSIVLbJM}2x>T`Pv5j-2<
z;8mhhy^DkI^U{d6(`6w7G8|jk-{2)=eoYWnikdx_6fs+>yx=$OG??~$0~3jM0{Y2e
zDXFQ&(F8+EnCcL-r-#>eDC<(1GEul<0J}Z^qlJhKP3?$Zzetp#@W562l@V%k`I37p
z;|XI7cDK_6k!~?t;kSMMuv58NF!e)IC{(d3hUyimGg?zP)&k67al}*Qv6m4;FYikZ
zD<C`HZ?1L0MpUCYm3|w6qqfVL#k!`ltBjc^mVB(Q;l^p#Z4-*hmA>vb{sO<n%Wdwo
zJh@oPhSuCoo#aq<7-WLaXI$)0|F!M49qhXTp_RR{QTd&;#c*Oq^~RI8nX9_Q4F2f6
ziPoRxU0tFwA&Md@+6GWJiV}EBKyg&wJpD0RD30;4?=>u6f81;jO>ekoYzhB@k@)hV
zKXz(7IQgv+9XyAQ9g<$_`8dm7RmWRX5gI%*?yI==2tK1JP<wW;oAtQP5rQsbEjjVW
zeKzBv>B+@ffIP}R6?V5EYg`&*3Dh5>{nssc-VK%a-kM)(bzbmJ_wAHj>sHUSkL5!%
z8x1*q`cfNRRZG5~rYbBt@N(Gm{{H1diu9mifx=h@nG8ed?bL=5shRTXr<mpNd!mbc
zlsv|T1;ef;oT8oL?-njwibfC@!6Mxu7r0&hM75>9I|aFCrk12leb9>51o}MMHl1%F
zX}T6G<jv!DG}<{$B+Yi|7W$Jf9XjcJk`K<0&n>_sZ|iiNyDIXny~AlA5XLCWUfwop
z%w>ARXQwp5s}(m|KEXB;Zpt7gl_%_ztXjLW%v79HiW%0UFYdn*Gxm7Mt5}S7>1R6-
zk;675aCROvi~KoA^0{A5s41FPcLvw9=@nkz1b)(v*U*<e--Br*cBO&EA~v=rTI7B#
zhteP$8%R+@%4Wt&DcZ9uN4`Ui=Hm-f({v{}8<D?vt}xqCcJp+ewm}ZHLZ>1ORpUqn
zRdZ00?>k$<tXe{=v6oGtw_w-KdTW)RTf*NghG4&Kmv-PYI%Uy3HSZtZGLFL-wMZ->
zL|swEN7X&Mr4ZVpI;d^~pE8xO8K>g2w=5tZadfW8zd^sRfo+DRNY)tkXO4MSt7vKQ
zN)<m$B$6m^Dk^xL=d0lr%p_&*Yuh*_buUhnEmIDfg?^!(FHTBcRSVxf?TkRo;~qw{
zDiVE#9Wai%9@$j2T$^Pha8bD~R?2A$fRvpu^V?*Lar+jQ)}LA@z_fEw>D}em)D*Gb
z6qydEIPH?0u0owPqx6NkKkRFg_RMN7qrU2A#T`%0AFnu#>8v=i-SAk0RM3R=C~yQ{
z6-e+g3lNwqesB051cB{sYsDRxV;cmGfo{h?=XpRJkZhtVBZd4!EOJ4$+GUgeAW>||
zxyj@M4excJ2E_=+3tU6U*0)1>9RqT8oM$fvt+i+`zQ~=i6-`*_#rhvt*}T|g5B=IC
z#mefxcx9~zA(WYSCl9h?=-jg&!5$yd>}Yt~Q@<cV{K;FgQqHNpI32zeG+~PIF`Y47
z^>rV1hPld}#;8m0g2@|gteryVfFso}Y=jIOL428KZPI4s%*ccYwwMzr?&x%~nwG+i
zrwpr<@5B?Ka-)@nXPU;SD901H5^tENg1N@TMhRI{k_#b!+=DBi4bNKI*>El+dnG{P
zGC=Xz7PW?WBQB#SD0ee(tCSoS$;GwF7B34RgpZx~G|<9PVmrAYP{@*{<VmljL5#t4
zJF~nYt9*nMy69fwiEVpy;6tOR=}64(vcXRPKPzM7${%A*80@(=I@$tDSi1(_Hzx$s
z4|bz#(}#FmhoD&-bR^-G%oQBk59=Cm!CWA$ZDH5QG40Z)+R<HIf+Py$GzHJyO^Y0#
zudRW1WTxAvm{eTeAewa1$K2AL%*0~AIjXeOR^mvRJ#e3w`ogC4c#28X!YoRMeZI*g
z2$eqn!GtN+n_7MK%0-9Q03A=ZHW(hXK<HyY){V0usQXrL^n5+kobKUGq}nIt7R8#i
zO(A$Bh!?Lh@OO=&lOY784%Wv<OX3S_w4J1&^*+X99jE1TW@h!%Ya2l4ZsaE)&m&1C
zb#X8GR#PwJNkO@oPrpKkbqNVaJnlzSYJy-U(XPFplu#ZTKuDPoe#ebMhSIVJ3V`<3
zr0uxigqEqJV2VndG5Drcdt&y=!elS~O%$We<GW?4Q92*f#WqC=*&0dV3vCn^HG-S`
z$0SND)-|R`ME$l}xpW8y`-iCU?1APB?>&fAVM)y6awblCLSYm8Juza{v{P)BO{k6H
zJG;xia@-R=Hl#YmD)`W9qWUUJkP(G{DyCoRxW<*yEhDC`D9#YHKFfzgy`GR{vtj0O
z?IIl~+#fZVuw(-}uaA`BLtrHxqe_dg7Z&$Spl-f<^lnJNJF6P;lhy_k1hBYD#w0FI
z5-_vw62FRJc3kxhkMinqEphOwFn3*+4BQij)A+tOsCs&3_j$J|%rq^60t36Kw66s(
zTR~b46LuHXq*kfwQ?^3S2<)e9RE-|mDrJig88qz)O9C-UNNOCn*77%opWd^})_gyX
z3Kw-OPc_LI;m$!x6l~|`4-Gxlm6ooa`$0(9-5JMdD^1=KC_8<`b(|R45<oXEm`SGZ
zBo}CuYN^>pMM`arShwYvAtmfFnvv{2PQ$ZWB_&4p?mQMA`bIe<tTpW5h1HD$jZ4&f
zbf~5`v<BX)bemL+HHMCw20r`}KZ(^9?YFIT5Zg_ZDAbLgE-fq+&OT7fqV59qPF70A
z3KWUeubh1_;;;s-_cXz%CUv2_BCJaTDN^>_$2C`&b$xyL#lU+mjko{ZxcoUtZ_rJ>
z@mAC`_BM{2YJ@|@M(HVvpu^3ohJA)tWLmY7N07p#oYq2)7n69$QD*rINpNP=CWUqs
zAzatToWsz(?NF2Hb7r`RPA|S=mhocG<@fnrGh4n0%j5TYf!cSE4%Sg)k66cvq<b8a
zwOl5WXXkI)@NGZ8j~a*;hoLmHT(>nPjKR#sHCJV9$+3%#T8;7D$3KY0SacsW%Ov)v
zt;IeB9qyGxrWD-T0G5Ty8v)ipEh4U`D(Wz2PYnB>Zs&5r|Ab{#{R;;nm{xI}#)OdD
z<tZcm5kpH%i-aMX{A=hhIrgDoHz6L7hb?Pp1EW@FQVo?*w_#KUUzS{3ZmbKxkDxER
zj9yJqzB=xdGi3K}jN(WpIo-tEm5emVdJkrk7~YcKr<D>((4Uc99ye7-V1yi9WRFoG
z_!c&)5sxfI&q@4!bWH})<KyWr12yXO-6##S5A)aUq<KvZ^jAV9k9rJh1nxhibi&gw
zD$n%zb+!x^rtZID`br}3ENAXTwo!H%f6fxf@y0Z()$)12in{rF{Z#-Fo}HA4tPxK~
zQ4F|psAq7g+CF3l4cg`u*ZPv?sCoO7$ECJXZp?>0)h?1zTu`8!tp{qfuNRtgZ(e~m
z;gQlwsfUlkyL3+<YX_3EtQyRgB&_4mrRa4fgqj}Zbt~jU$a!+^as?qyXEpT=euFaW
z<yed?sAlwTUWoe8`HfYQp#+WSayXNq`_GHWMJiJHaUWY4-8|;Vbgs7VQeO3_oDpK{
z4@^4ZoYG$O>2yofgIfJ347R>Q@TY~3Kzk$9r6RT<+#ERK#IEbrC7oP>t8a7_94<Zn
z#5@*>;e^{MA;5)!WPE`if|`_Wa!Go*beTfwJGAM<`qn{nL?+Pu2OpP9g`~1;sL`+(
zeexMU8}?$u`T0I7z7S@F56mJ1V>`liE}WCnDD<Hh`LG;vb^O8>`7kA>_TZU@=Mq`{
zfr&F|(4iBwRlxl!S{*?E44x0>qkC|y6skZVq$Fzf)|2Ez%l?LI8@JVK)z=-Ln<aqW
z9GdNKQxvk$!;eN>pm@kS`AN9;z<~t*CC<zS?S55JAI~DJQ95p5Z4{+?UadCyuv-}V
z%9*tW3APYNX%$tVC++u6hJZ+OD42?;j);|ZvSDm*GnlhS^lj#roVg5aA5o|;{><z#
z%6FsP>RT0h@z@jaq{)JZtR8g(h9s4a31ePA?5A&DqVHo}V%VYIzuwp)J$vXNXz*ow
zYa>`{czw$t<uU$Y6i)%c`ok?|=o#y!6X^!6SZ5`3S~Qi`iXR&f)ehZAcp+ga+bH4I
zH;*3z3inZzTm@g)AKgZ356*s)|Coxp!7SLO)@w~y2Yp;_`~)}k;tDc8D|R$jELanC
z(Iaf!fvsP9P%ciJ!BCb>xXSC4Wsxuu;md^bqbq?L!prbRFwiY|<7?iqO3jcLW%cWi
zcdDPrk0sCGvRRqN$#v3`AyK3p;pi7fDbL%;VKcddts~<({DA1Z(DcPcZ&H)T*#qLy
zLE2cL8FxIl=39(@Gi$3jtRV$xGl`uR&tQnb)zG-o8KoJl_Lw*NIipcMR(sZ>@0Jb(
z3k1bl*s|WCL}=*lsgP`GU@>S=66<cfiI$81bcH5B5tMwg=hbcnjevl-X;QE2&t7@c
zc&Ke?>L;$sMb{fB+AGaS0eAbeav-kkJ^@Edb#rx@zo<R-V_+Y2A>`;mYygJAv4pn7
z`D9BZSYz%hvuGyN!<+y*uO7HVujG}b<7xtx?$VTnyj%#U6Wh1j_o8h?ivyviCKOs7
zrWrAFD%guW9=Ux{cicH8(w~ocG>MQh8Z%bj)XaU|$XMCSNl%3?cOV(=q-bBq+c(4R
zrCYp*H20Vdi#(UwAM{C5-s0{7`r0CqO2J1~k?B_VV9Aurp*i02{57TrRCN?uV~<z6
z+C(1)UJ~h`y|hit?P48xe^AUm8-suk2U^9!PRrS2&x!7@ph*te-TtskE%Qn<Gd|g?
z={;@2kDLUe(QNBzF3i^;;$2A?Pu90AW%oOSFcwuB%&UxQudypu^UQi*m1=-71rHAA
zxGBdxrV{2d+=VohV=%vv9LZxR(k3n@L$ra*hr}cbyliw$L0vZx<BHE0n=O|fB2?}R
z;iVJriFhT+`ffW4@0&Z6pRA;57zwqoYtX`aIQYjLIEFxvG$dX8nM{@j|0C6<#3#6y
zZ4utSg0G}g$wV7zD#oJ0)hkSfN>&waMlJ4QxpfcQi)HcZPv(mbqiYnv2?UNM`wU=K
zmLiE1&bgJ7Nttq|;j$Zp+E|!Eu`4c!GkBP8zL49%e&(UC<zbNusGt6@aF<2#2~`&1
zSko`gTSW~F85Zx;j{-u@&#rW*U`+TfDKVc88IFn@{Hs?HcnPY^5Il8$Jo=l}iZJI!
zZ+uurgN(qi9lvroPEamDfj^@QVCPNms%7W+<hqVgftfLHvf9Z4lOqy2f;nwW&H!Ci
zdM)lQvrIcri^@>f-AI^OuQ$p`uU1*L!sW|r)l&wpBBjxVb~XAKajjTquJ^SuqNC65
zu%ciKPyeg?r?OVd72#5e-rbz@8XEV^AED9+QPxT@jApp8Diy0tA8R{;9h-V9-_U*Y
zYk>=&_qa~)ksW{Yb_GprSpat3%kbOL-Z=P@+?04DN1gF*i5tX49sV*RJx)3`_}H+B
z#7LWFCKMy?q{MXOO>6ObijdWi)*CnP#>XgENlJej;)f|Nq>tw1$vj7CqDra|4ys-u
zmF+||Z_mQm>19RE$Pw*R(bmh69Ff=9>m0JhlXFmxS7$~qTa^P<)JQaJxQ|~Y3Gsc>
z)B)7{*$Djp9eOkS_R}UhXIi3p@bbLbj=^vxbMR;=0e>X5L%Jo@$tjL$1YcP3S^s9r
zu}K8dH6$d>!SGWR8O=lr3$~zUW*sjX4IVJ+-fKdcx{e+%Q@gfwY_Xb!N>I<6?J2qr
zWrXW>ckxC}Pfsr3eNT?a*Qj|fjOC0PWvlrb3LP>lyMc#x2n)&J1#1Wit~k0ztun%e
zjF{3nTo$HiD$=eHC?Vi7G(<6pv=dKAb0zA=SWK~38j4cr{18q$>$VtLQLW@E>sBh{
z$GeSqb}b*P%Wb?{^PYHiOGk;r0>Q`b$&v3+4?oGMp?f9}GAigkcx_R&5X|<h+*IOo
zJVwp&=(rGL&IF9eoNLKPKZ+`qYvys8?(e?9kIBvxBloVj*Hf6)B0kNy@7nPe$IG$b
z6WlI*p?N=&o6H(dW=|XtE)VZrO3iV^1Ib#L`7~{AP_#|NKJ~e@!RZdO@}%uxILTcK
zVxJvPOA6vuR%z?agDmi3KT$q94jo6KI@j6~&XAuV8Mv&O$ZRkf2h&myI0z*^j-U8(
zNrprN)di0HzTqZFD>~zfwh_D(qoUY~W(eip`^8ot|C<&5$?$UHb_q})4iBE{cm|%7
zIJMH!cENo<b>Lf6;rB&yfyR`N4-ImKvxluY;Crn2&WOn$PXdJw;Dt|++hmbC$kj$;
zsDD!Ooh46tP9hdZyOr-%DwNP<^JwwJZAGgNxvO|4^;ryMo;%m47ZmLAfSd~9zm36B
zAHNK`h(7P~v34pjuhw~!Q}W?Exn|i=NtP5^_)z{B?kB>zVl71{7zx927uu18{CwRn
zU6Z2fK|@Yt^a2->%$zMUd|cdJ>_TLCrKf@8)Iqv2qu)(@o4Qi75&Gn73Zr@xWAV~Q
zP{|OnuQr3YRx*aR;@`kgNVFgCw+|{2iGQj#ozBhboJ%AKpIpUl?}!O?fB%6uEs;D@
z);s-1*pFExX-Y0rD6x`o1+4tB2L6a;jWLXpNgTF!7H`n~Ld0lS7@@^-gm<OFI7<7X
zs=}{@9&Q2UE)#_626I{<x#6rMo%Md*mV5gK=I}07A0pFjVI>KxzP8P2_ylYAhUDDK
z7<2A*E^UrjTfR!SPTUpkqSxqQ<+}tCUrSPUJ{IEPDN|*hZFkR*X|AfrwJ1V=kYe?*
zgx{8b2`uH*(og7Eec@iVi2Iax1A)}WEnEI;Z$8Bcyj^z4JD;$q3K3`F_s=((GG)d`
z^~ca~km>J+sbB0HT2g?+ZDqoau?(!XCf2bFL<RO8z9kj-q%RZBRt!%RqFQ1x@P=GM
z1^s5g=93pIKfgLdc*Oe*E!`|~)dM%}%Fz$$qTGxuLUCVjp(yF6Ik4c%94SVuz+<B$
z^UjUIBRf1({OAjF9ly`ZaK|+h?Jly<C9c|teSN*<T&+W?!c0oStfg-?Lgtxj(YG-1
z;DqOl$46Uks?zcLqLs!bdQi!<J)&;v_QPNg>R{S_>8;As3_<I`)vX!jzKa-|0u_?9
z2mPdTh?mNCu)GfC{(<Y+JyT&|Os!n<cx;hN+Y_oS{P{eBsh!E6ed55`^A7XpZRO9O
zz{YYAh>My18S#A0@{b+pzxJGqdALZZxB&ajN%{Dm3xF4sAv176$|NF03L<4PHU!>*
zUFg7#-|tL{hAzN1b-P~}2ToGX=l$!XOb%S6Tz}5ENxA==fj~gxf1R_Cf}R_H#)4Q$
zf&b_8KXr=R+qwLW0y73?24+(BXT)DbnK6KXB98xB!~zt7nEz`T>vP#ZHq}4#W5&St
zT=w6pV}CCDZ}o9Jm;GYspUrYUm;GYxj|>2k|Hu;b%;#U*`Bgm~Oi2OZn43Q1fD<QE
zfTv&F|0<9(HL)}lw)Y^_2EGI^$IZ^jO3K9sV&o>({RI#KWB`1{ne>-reicbL*}FRY
zO)kIN_*MFR|G6C%QYKX=Lpx`O=k|;}|0)&%%0*4xER9W-C4`>~{|H*y)Y;zE$=KAH
z^p`H4pD*~UV?2}k7c+mJO<?&AdT!_6J)H1d{+lEX1tTj{W0zk<tGF7u{E~%~?O(!B
zw=@BsbYSQDbzjod(%iy@l%4a}m59BKy_1TAp)nx5-vmoI8UA8}N!ZfGS<%!<#NO7y
z-tJkLT>tfPh-5j0US_ml*zd@qlct{)(G{pV{V{O@4v33&zvGE2(r%72O6QM6D$)O(
z=0SIiw_l05(L(S92eSaX?fWABLK#c)Ei2;V#RcWO8RU|Z(zj(5(aiGiLiSS9#BB3s
zdHj-M2R}8h_)b|z%QImGiYu(yM4Y3u-Cw_SoMIvFPB~9Yn<#WnOKB1|k#-i%w`zPL
zj08iWxe6~Ogw_u__WVHQ5+fB?p;oY%8ZphrfH1#DD<UQRlXvy9O<>Q5ifqk^ix4Gr
zi~3>fRlPv{k$b=+N9~%(HNm*=O=@MUpx&C3bz0+>#;?sc>22~up>mI(qCYMZ^?th!
z96xfobUIj1mq1*kmiyPC|4VDnngsO2!tu|M|J?2VyMq7O*Z#j#@Sh&ZBn9+$CkOlI
zr(H;0oLqm8n}4J9=WeDVXXtEA%JO?S0iE`r55;J~t758So1!P0z0hP6HSIqOLt4ic
z6odXSFp@(WFvdlOz$48T9U!fkv5hOS#S`&PR7ddIOdnr#60B~FZnP#<)NwOqdz_S!
zZE}VEX2D*o_?sFvH8}4O&&h15{?$*f=2gF^&YOeexVT7>r%d=dJJjj3Co6T#27G*&
zOJVDTuBgD!p^#2rAw%u!>@`9sls)}`5)%u}Cd2BeJ||mU5d{DI>L;fXE35BNHS_zf
zybApZe4`zowi`gLN8>yCSvk;cIiRA3G3xc8kS5}u{3=FNy3qW<3(*-(^gE(23`or(
z;S762Nv=Z)C>TOGY)<8P7BMvYDJEueV9s2SxmK2)?=OPZw4AJOEs<qiM(X?NUV>30
z^H8p$342*V_Eqi@C}g3irllDdZj_ajSnmg!d1uZK_a~jjTlMgnKpoYZzP98{ov1%?
zVv_(*hbpQ)!$f1`^AYi|bx1$n*6PTyfSVHLWd?&k_4pAiDX5&mB_6pgs&n_URUTLW
z%TOh;bjc%ybjcxPmh+uJwBkan6O{9T*th1C+X(*axe&rKT*y<f#KNd}%q2=|NarQP
z2XiTQ`v60DaQIWOIpvcTWs3znfwVrJqu4<24|y_e&R=m)h=vL$$<j$h$z4c8khq6^
zzsA+V&^>+Bixqx<>7LqnL=cj+h`ngCbd4;EsM>vveWcy+k*dMSEH&jzIurd%Jri8g
zcS#z{Kl!dkl|=*8^kj3+u-UbBJW&xso^m7jmka17Bg^*_%}OYc;1eMN3atEtBKQ;B
zNOkJzL@{e*xf3wTe&j_E?=`@ger*y+&iy&k@`+*rM0<twT~_#N8$bAU7L{ta;@G?H
z*rf^oVhgh3EqtVw&n;ISUI_Gb<*6Huab`N6Ov%tli+IibD?Q}%V(B*er<lvZw&dH3
z*R(l$bjMB(7xguICWc#Vu7lpOt%-p<HhVz-pqfKa`7V~N_bSs6aG-6dFK)2YKBu78
z)o7VmZiT&>E1gZ6g)vk;BbSJg+qdADvHLy_jTU_DoT>ikc#u0|S*iJCU@+ZpHS5)h
zxWbVl-z>IbWVmI)F_!hFxqBI*jA#lmZo;I=+k;siW{Fo;RSBo!?W<fRsrg(1H(_rv
zrqS@i)pipWnp$qqllHEKcOYNL202%HK;I0(21DKjv;c|<0b@)(iH6B~txIZC6s@N?
z!dTgA6iG1C6^e`IS<mSQ!Z|~$E!pu7j-wS4Uu2OCRdS@g742i3&2KntKF3CU&^>m?
z2kzD90>C=Ey<H<1MiWs>0jC*X_kI-KO)+XrizjS~Y-0c!)|?^N2~XB%Yph_?wYljj
zl{atdopqayoSEk}(FUew9kseVTkR)rrFP58`kF{05xL^X2pHzM4jY1bbMfxp?7_Lp
z@eQEi_)3^Jz;%gsmfz}!F>JowiVxc?zroW$I+oazUtNg&@`{&_C5sPv3tHM1t;NG9
zr=XxBFVD)vCT*UED{~d)RL~>Ct35BiR(})HH**T6=C09?rJksB^5LS(8FDJFtSHk1
zqFD>hb!s7-O6^Q!=0vff9{ZJ?{k8;_0Cs2&UC%%@53Bvf0&G^%ihK6BwC#F6?<PF1
z(U@19l~<8${XqU1)oyZ?K&#6mZL>I<`sW39W-_9L#29Lh%un}OTKAGRMAeA`_GkEP
zjjqTFRGcC!UT$_4KcKQu_|kYLn_4S{@zKywH&iw5d_Oq*QAi*vR35H4Yr(_dGrYsA
zg|pwo!IW=@%^n%E6E9sG6Q^bgXXZ&^kv`<XH;i(j-6>wfP(tErA`X);Jpr*~v3xOd
zQ&lpz<2By<-j_$@Om#sp9)0z$So~YmYln>=`Y4nr4YsR9yACdLmsdkzNS$HwhF@+<
zY~Lj<^i~C1XARlTIspdJs3A9bL^f1P6DB8EU2<|zJywuN`}2ey_9yL*G`BCf50tAo
z#+dpep*+LISvl;Zq>=8Z=ty~=cVD-hM@1fjJ!I?A^bKq#e$C-5svtmT&sY$$MGTaj
z{Au!aFu|p-seZS8n(^xscJ>@a0AUM{=Zzak%T_m#$?2rtQ5#o%Dt?9zH-%`OfWR$V
zNlmS`#!a@0+-{_D_vv+^rtPgHUt^QL_|){ysr8*L@>;@=BMRprM_H&2UlYUPB$T_h
z;F0K5===I_)tq&wN`tmP0|Y8eZOcj09I107D7yCJs99K<CY43-a35jXSkhChZ&Hau
zTMvU2YxV1h18Hg*E{zHzi215H`T4b7fM}aP96r&9f@)kx(1!O51~*DKBbI=ujgpyw
zscb3-s#MT+7y*S&j`{}VV9!cSUZ=(_$+=ubcn9KxZH}!wk<87iBSep=Z4i&}P*(g1
zFdC88G9?$z_0suY)>lNvK!E*3N^h@N{BfU{{-F#_Nr-i?oyW_rzn6P+RAjro<=mYA
z9kt8V+B>eJsgU=}oJ(yL(<Iiit}nZZBg%$b#F833-pAHJz;dqLsNa*9i6pdza6}%i
zAGe!*-6+|t($Q>MxzluVu&9cwfYkb|_f4`2%OK$;N&J+noWHC*B}Wr!GEsPW@=#8>
z{pD1t%_3`;vcJ%FV;EJc=7{mnS4G!Wuz`0pt|Yf-*gr`mjDEzh-VudBP8sKYlQo}U
z*yylVvB%hOfJ_h%vyrUu@JX@0CR3p2<(wpxsBZmC{~@re<3ZP{lDX+Hd~fh^9x+*y
z>C%5<!chw}WLa1b1n5~46FUMXp(*1M9>QAW^?N2%xHh_KfvJ-9?x8fx?}CQ&Bv@?Q
zDYw1t2&9xLNE6($$DV$A_n@YXePQS?-J}nWi@?l+;SdFL*o^!F8^>nJ2#LY=jr>P~
zB4TMzY&#`8Zeqy(%VWlYHCb<kqP4ig$w8f0hoUwV+<DPx@NuROL3BNciUU^+3~I1(
zL7M!5rvpEdV9Zl9B)v<TP1Uz-b_>^pUqVU0Owy7n`&^v(v7@@Wdg4^t@{%>5?<?JA
z+abeJvjrAhC7G|WYQjl##Fed1?KKgmwSt7w^%$ljQ{3T&Ro#6D=i0uH-rLF7E?Xlr
zH6F5sUi+Lufgj)fZ1dXRR!2Ce_8(C#4|_mK=wJTMdGiDXGPu@9M7DjM?f(K)s2lin
zBB3^O@bg{>6&do(kA0~vL_^W*_K2Y2$%@bW#xS>-^(_+g>FARcMQGkb{pHN9-|80S
z(i5Vhbkn<k<7xi&JoB@s$p&KmE0%Z;q5iw4`Hzt7uK@B_<N*2=1PK3%i++VgTtHy(
zJ08+daWQouW#MM#{)N%}ua~NpHkNkgf2%{$(9+K3Z`X2$E>4!eqAf;t5F7im=Lr1$
zIcMi&<X{G|b8wMzf|wb(xY?Q6S^k7!|BR5HgWx}b&97kBgN2zC`2QWYJ_l6)^g~G<
zf#~K}3+&IlGm{$Ik}^HxMeRwIND=;x<o*_)vx5GT8_RQy`j_CuUG0orEbZ-n@x<~=
z2BP-10GGcaNYGzVBQtObgxSE~pD+^ie4mkv19$<n{L9I2lsqZu@3G%=9Q<$FW&N-1
zGH`)Nf&bri{6(NM(BLo1mH+ec9}xgao&R)(|A^rK)n4%1{s`N<0$ESM_%LuWlQM8}
z0|ysyZ~_MhaIgah8*s1!2Mch3fCIpB064(zGXTbsfdjyC05}c+#{u9t02~K^;{b5%
z01mL}41hsrU<YvQ0FE8Nu>&|@vS0va6b5zx#|Gfo02~{DV*_w(0FDj7u>m+X0LKR4
z*Z>?WfMW%4tN@M`z_9{2RshEe;8+11D}ZAKa4Z0h1;DWYI2Hg03?>E^0LKF0fXog9
zkON@=CKd)D`N#m|B^iKxB?FMhWB~G;3_#wK0Z6Pe0Et!xAo0oo<VG0)7=Qvm0OpxA
zpcSA3;2vP|K|mIe75D`bb|A6J3FL3NpR=jYNn0RS3#4e-o|C3P-9QsSOF)Cq6Cm&%
z7E*v1fF^)6fI@&!fL?%XfO>!lfER!zfHQzWfKPy3fNOwxKn8#)0EqyC0ptUS36K^b
zG(dKM2mwg~0tMs>h!>DDAZ$S9fan1Y0Ez(g0jLGg4xl7JSAfa@%>fDo^a!XE&?=x@
zK*xZp0gVHS2lNkg1E4nmodW0^zq^Z=-SaQ1JWq}Q-~T!OBZL3H`+)A>Jg{fy@h=DL
zm&5m$m;B5B`m^NnH&5_y-Yo|gI|vwY&t4}3Gb0BlI|vw>Y%JW2tRPMfU<h%tf*83#
zTx`J5`#lg;EDTKm-}$*_;Pvd~{weuq{l9N9{cCdmPww^~_wAj2SzuN!Ms7B4mR~lB
zg`J%d82bMx0sSuc)%Kt7{lky_yFdBo-d|qjvuXL~`VVlE30SKF)+&GjY-VWVZ2IT@
zuWEn0<A1GX{9T-Xt!4aLl=>yk{{yLR5F6XCs{Slyu>QXKS9$%97c=H-k^M<AgABzD
zpd_3j#SO4HJ|N?Q)63a(_ezFp@xNb4l^K70;obT@(lF8|Gn=Q%)7#Rff_iesDwenz
zj9npAr^KJT({w|~`FMXSUm}M1_1nuoCmSOcpBSGMmb<eygNBN*MoUMAVX{AD8Q|U<
z<5XW3$N!t?<gbM-K<pqEj(>zF|0b>jjQ$@j{hwGO`k#vRe`5*Z_fp<JLpR`ewUVRc
zfjxJ@K2PQrB9fHzTIG%NKUBoZAp(qEq+cR0vDMW3bt9BF?0q(!H<WT!i<C?Aa&lrN
z``mwV)Y;x%Ly8eDO7=mL0^@bX*t}-@oQ(>WKsJ+B)O)i|+|n_tg9^8+Mxx*i`>Bgj
zbzKTSUp42wIh)xozjpkXp=NR8$}ho>L{pFW+G&sdC>(MUM;B)GzTbz-m3ZajD4H*h
z*vQ)>bQ0P-PV`~lt(9bQodbK;9+5vqp;u=g_&xfWzz&b<-f5oatPdYt%FI1*bI2<>
z@1iQ%iv}mwIUA<&(JB|gAVhaWquw~Lu(@Vg*nJXDgHAt#fR@mcfc5G&U7~LMgdY_`
zvnlZvYS_Qd=9_v3_c<(ZcW#0=UdaO9+@Y{9r0;_TiYfRmMo7z6tN;zy`O?~>Nr)kj
z&l{6s-9C-5y=&DOOTG9Ha6m)XO#)_*>|Taw43)Y2v<YJz?ZNK?$g49eQE$80AF6Cc
zq*w&eCyu;p-dZVDzw}dd*lz5+BMz(WQLKL#-_w1avqn-=gN9RwZJzQz0f&(H7cJTZ
z)+xdG*lyjluUpmvjop}{>l$y-Kf_vJh>Pu}sUraGaxAEW#Hv$yjzsSJK!m{#m@pl~
zzL)|Qyr403b6!U#@m*YtVG>M2Puq&h_0>c)dNMKdv)p$RC_Y%Xbo~MIMx3xJ(KhKp
zLTIVRMZf9lYKv?qUSg%vFvNvg6gV~P-M*KmRlreo1f@^Xi0ki-d{FLPhcm%Vd?fxw
z<%wF-sj6hASVIl!QK_mrNzl?8y`c-92<*)OwHNp9*WPP0vwWga*dqC)&wO9GwFbb-
ztmrIjzR-xkE3H~MTDPd$6wZpUgTW*GhAr|lXMNP#5<Q0Il2j;Ojq`B31%(~w^LMxX
z7b*jc;%b@}?$)pKyXh6(JJ$6D{QLnS??|`0c`vd)4$QZEJ`{YA+v=7zsLkhYc-0nr
ztP`;{$E`Bp45`<(syZ6oAze6qpk8S9ND(daR{wKnB6U#&$&pT+TGOz%yVr|5-d-by
zMCrtHnKOYiqdT#e8o#=DxTr$80HNjs#lISjUzXr`4g-t^7t23#L4TQ&zy0JL;3fWL
zGyXoa{r6lDU<?31^7oweCmF=T`P<O`Ne2CO`Tryt#K8q*etu7vz-;;Zf`uEz$id3S
z1-OeGTp&hHR$ww?`!ieq-{pe<&-d9RK5t|AmweDO_0P5u@Pz-F5aRq_CWL;;<d5`N
zS^l!PzvlJ7{DMCd*{=%!*S{F}JX8MmApS>-@<0;o?-Loz?=|}WjfrdlgzOKj%5O*u
zLQFd-!fTYi_@09?3I+dvvG<lyk*(R5DDLj=nz%a&B<_;9ySuwX;_jM>yIbOrxVuB(
z?(WSwr%v6fSEsvQ-+TLw@y4h>p*u#zUf&mM?ltEUDJdZ#4slKjsu9iTO>daDRi_E8
zfZN_n21C~rHvaQvCPZ=`^ST5V$v%n{sbzdNavkesY{JD5ecTXhtVaDm9;9wGiJXR~
zEBi=wnuUHPqtT=oT_$JXTK!UXn&&c-@THJ840X^CO6xCn=RXi`Oe}wgw2x@zKQ6rf
zH1OXuMgChL?f<2L|MQUc`zBHR2R8Bp(o#p{Rs@jxA45I2yP`BXlW?0<6u$nD4?>!_
z`Y6N@7oU!mMB<$O0$%zp$DNa*=+$IFhbv<;BSAD>j<EMv&4PhX_8Oa`BQ1ty|5s{s
z8>v3c@RKFG7AGb8y@8qX%p{nWR>G#r?HB#AXxcgmiw)Qog~Gm!Rl{2wMy!YLqSt~{
zIq01b$Wa6e1IV83HU(Or_Nv$lgI5do-ScMaM_%>k%O6-_3{F&;o2<)XTc=a^sybdl
zb#=ulP@nVEeAL{PUC3~7MBu^L3KuX<4RIN{(|?M@pm#p?dPD@1zy{#Vj9e=X)qf^o
z^SO!ERvGn(utf{)fpH-!W@;bI7SG=rB@RX6fjTMS7C?4549AmZB7XjOkMA=df$*M+
zaah7~?MxiBr$)c!-tchv@lRkJ``A>2xLa?e*;Erb1ad`gw(0mRSxCY#vm!dwyPc>l
zp6GV8VQ2g>Xbe8783rf|=}rP~=w((fp#0V!U;2uz)%H%HpZ8~!NaEZuEvVxJCWfn?
z+Wn|M4vay(15;{v4dW*ZFkAT&NpYeU#T`R)D}TKuMqi}|`Ef3JulPjp%kdC!{fQwO
z6%-(^2&gXQqFG{+r{?lV;2ZRd{<-}(dakf^(wuy9BxGzE!(*a>Kg1Uk>f|jKe+f+@
ztCeVWBYfEEnI|LFHH<%t7P5Td*oM?;%^4>y=EVG`0wn$gFvSH3TQ#U))Zy7YMDjEe
z)i|W^7L*~E3;s$C9Tv1_I)-piAU!C<4e@VZ=j7>#pOJ^rz}8T73=>T(x!5Qjo~V{=
zUc1eHB#pu5$|{DG2Rs$}`_He4nozUu^EwV%Fi=~p9!)pKruY%I${2-%uRmZltDcx{
zkv*0@J~2_|ioKI0xzs2#P&4T_W`chrAaD4yCA&KWv;71`Q7|DJqn8<gV>Pd15Bo*<
z?pHa?o1Je{b8~as3&G{(_fLmFs2WI7P`|D5nwpg11Pz7u%J)i+Lt<osyg;S$xkc1E
z+Gg6fFSkDW`kOT#w&8C{6_7f)5Wjsud!l@+BGE;7v)nQaR%SbC4;bfB*~N0Q?j*IM
zP%LfmW%n^9GugWPqi~?->3J9X!<K1IM^9H;qwQawNy>|&-3WGmRT3cH#^EO@XDO3?
z3o!gfG01dJaAsXqpoBAH#N2X6tv;%&A2Unv<_o@L2_DDiP6GxE4jv4rGZ5;j$H5_+
zX2hKJG?>j*RmdL+K5S6)ruhmkot{zg7tZQW9pJ;6bFuy%N`KF#`+uUr-=m~IBgWsI
z|G!}A2c5#q`OjF&$@shH{}W69_VmAsrA*8$^z2M5Ouv&fZ1l_@@hB(f{~k+!qmBMZ
z5Bw`E{rL62f#?U%^mi=%IQoAku6)o=e>n9I^Zf&s{$up=XO#K7vHmS`{Em44CawRk
zlGguLMgG0P{!cd8AI@6n-y+AqMUH=q93O!GZ^7dKk2d&6k>mIJk3X+p|KKS8#{c|&
zA^MM8&>#6O|D<woF>(IJCH<4i!TOuZ@xj%6h=ZJ5^z6)>>>v8!ACB|?g37_nNYBE`
z@|&>yH%;U3FZ^dUjt_P8KdW(kNUHzBTzqJ(e-dl|9U8|U6&in&IGFyc^%{nHK!NY?
z?<~1M0U+=1d11LwFJcg8T3bLN*i`)ni-G10{J;>bz+l0|KtSAP-*x{rEc*TQ{>G89
zG5(z+`wOw>V?+FZZ;1Z_gY(;3{xgG95a0b<b&K%x`^HvZ1W`6vOg62!0QI*3q>C+y
zD0Y5qEf9(NgWAN&(UVcx71m&lv)<xU%(ZqW^-4mjZRd?_k_rEZxlQ&B5f}`IFI06h
zoqU~C{J+A=V3^YUEgHX_Z&{spFG{DIrz$vFqO~n~>M7mlrhRd|ZLp(Zbf_nJii9Ms
zK5>2v;K+|~)AEN*2=$xLidbb-8i6M!g!$B98&0okuA+j~h(4|O&_e{7l}y#zJ52o&
zR9-@Mo5QI7I8&acw0b#gm;U7lqk8K#^a{+2rNiPc7WKEK`rD#1e{8ZpYpecDE&K=G
z_(Q?`b5;M*SNuz?`;o5j&pCvgf1@@37V7@_^#3H({ns2qc20T@c6Qc}nDpa@o|T=A
z`6F@R58v~@;EaDuhWK5A`b*CEH+S&i<^Q<*J%{k);Qv{e`@1>*X1V{!A^e?o{?p0+
zjnVu_w)oR<f8`hcNeuHIi9X?UIMC6J`)p^_LD&VLg~Nh?xG*?@IQzjAQ9fJ>3~>e<
zdEV3MOG@?IjG3<(<jNd+6S?-xG%O`Vq*&(zpF=uV-<Z@Kue)O|O#(V!FBBu`hgW>P
zSKlU1-x01t-ruV_*WM24Z9ZnstmwXJRT_&KcGj<7BWBNg=}asuP$BBt8D2bv5T*ld
zpy)ek%rs?U8-C>|nTf#lqV7sbRMoHlSx(+>m-qfD=(#hi%gO$$AWHFg)OhLIX$oPB
zLhs)3L=a(CH3LBpY?;;hgayy1ZN0$ZXyTySFOXPq6z7beNxUVXTi(dQW?QGEq`Gi;
zxI;GrLkIO5qrbmU+2+1UgYxI7iWvZdRWpdP;Cy$Pw|%v0?D%Rjn+|O7LZ!T_{`RQq
zQr}&XId;cx?`}I_#^wc21y@aHjkkH=BM#pgjh?ng0eD9b_kA<A%e&GUjOC}c<$YPl
zp|+O*HUlzBU18{if4_O`eMPEH(B%)+eJ2Zwy~ufb{IX>U|DN`;+~bSzcKztBw-Ir%
zf&b<?at`@&<>_<Xg?MeLB~WuuXcaecNUXSXZ=n~lT0|&0l>2>R9clPytPx_YM=_1$
zLwx<`_otDZP~XR0sb;^j{J73Rg)ZF+yr?ig*nC`7yD5KY2H+u~{#Yh`)6_2Spf<4>
z$f3LEZvJPZ(7WUsVxC57bU#v=CCUp-^z3`CPmu4|O;1}%+EP2%8jz+qD{o3Y7Yx4d
z%m8~<S&Xhc!YEc6D9MFgbiD=~@0;n<O(=62iyv%cOn2#>nBP)fmQ8r4$g!kf8MVt?
z???seot&o}G<$^66mKUT_vmz@fX5+IH=sBUu&4M&`-lT!dJg#ZNbp;G*w2&KY3`Os
z)1vU~R?_Z_jR;q-h0<V$I9#;O>yZrU<HxZ%6JLr)MSSKbC~Sh?tAh_n*5kgkJc*Dm
zg`P*cmWDk-jc|SqktQaCVJy2!LAN2UEh2q?(Sw~zK7$Rv0A1POc?QrC((|n`4hs3m
znLe<84ak=D9ty&y>||gRMRWz-?@IH$tcyK4jQ3WpJ|&04cDYK1{-C%WAUU~;?dMxF
z`fYQ1h6KUE`#{)=*y#O3Z-*G@w^vy#&Ni1p>UE5Vv&VOrtJBeP=^y(sX4Z}Y%hfKk
z-+|5qvz*qNfoOBLa0GET1p77HVFEUsGSpd!N$rE-h2fExz<SMm;D0Uq3jzj2Tfzk=
zS*CorAOra$rvtMlNv22n;(V#+{D-JSX^tTTz+I*Y;yM*#G|XB<C3jlVYaoT>V&uP)
zL<<dAp2fvmd{y+QSXMjW@+Q}=WrVVm4~QMO&FP4@zgZ8*C?DBQ(E<>;n)I-T`FSPm
zh?zX+&%i}P<MAz6C={Z7Uk#o)5Iy{48##o+4_&|%fQ@b)$wSqEPZiu?U2dnzHmsc3
z0Z|G8j##hmHi#f<+E0l26_J@ITU|$yE`DjspD1d+rXht$JOgL~;zGj;40%@HJ{AH#
zCRTBsl@Yd+r0plG8N8Rc#Bndpo;%Y^Kq_vZmSOT^ox^_W8&{pML8FHFXUDk!>Qb{Q
zS4ax6xtm0XxV+S*cZofIELJTgS~)kPq-mz;adiDXywt-wi9jFP2gKLOZOgl*0j)J@
zSX5gfQ$crwou3CUVTW4c=<WM-as2P&6Xb+un?Y*?-=u8?aDlZ|^{-B|glq(U65}*j
zR)3fIZnV}AkoVO!#HezPr_r1@)&L_o-0n7QD8^jRLbOwSD{|GzCm{Lxfe0kk*H%y0
zOZqeI{9U^wOFl(Ge3ZgajN67c(X@Nx-tZ5L(?e9QWXJB{@Ht3Ai@u!3{27Z3S=G1|
zjk=;5Tvktw^>`gmB6^bh9DcfLH@&y)_}-r6oxM#%pUVUXnfo_B-KDKU+(ua+V0h0|
zj~o`LOT7j8;L-SDHeNgMBm($@pUXWHvvtyEKLe{nR4{bURs|~_{r4RWRSUW0`bIaH
z*1F|Ce?6%kUw6E6pUA-$rPzgD(g9ovqQCNVQtp@)7Ex*#rZ{iKNwdc$GQ$o&xcnkA
zA+g!BCT<Eg+`r=5P%IeHA8&@a#37MpKG_R;6@JX5Lf;13V)~p{e~{JAAjVWplZ&Az
z>v>M85f+E(uA~zfMLI#Ou_=nIT;J+3?8LD^zU9d3ck00y!O$VVzEhoXOpV(iJdQR!
z(}I589hQ{<tv|(^5H-xhU{vRX=}>f$iG-ORw`>wS!?$yi<_P9<u2uCjZq3MV%WQYd
z-{1TO+J+hP6$|e~q)LPEo8lh7^5Zl~3t4c0*&s`HA}w-Ai9WMPVO=+&vxrbVq5h!*
z(EihGBvu0|1ft6|FN(6On?YpS2{j1b{DP%y1LdSH$ZCv&x$TNw-p?o$%>3?!)6%dD
zEw~G3S0$I(O|%|ZJ@ryQb70G$eHz=T5Nt%gdel=a08@Q13!R46G_|#~;pg@s(wpME
zb}*|O`9P1r5-geKq;r4ID<8~oXv5fv<f&twovm{pe<P3t60%+j&qB%v?mk9y(*4>@
zoCzzX=(8@MHW5>BV1yXOJs^ns-razMzAiKik&?+kaM&2uI}%#X$qrgIZ5v2fzHYS0
zR_+EzU!F()!S`HaFz{M$UmmOuC!fU2PqhQFC`gI5Jbw4Tc-!zAzIpn&W;b&TMkPh?
z_ze(r6`9SDXLdkjEZg0S7w7gLEc#c84cRE=ZlmilA&&yl9$~BX`pMuKJ9sz=_upV~
zeO{U#(20uh*TE^T=K;$SxRdaI^f(dh+ThZc!!~{0FBisw&&<)?Jg9TbCUL{RWZ;uL
z9#;fLTO4LGD4fm)k_;UkMXKd41acIsmjo3Q^&T4g${k6cn{ep0l;?z(RB9JUC6v{Q
z3oPnSVf15Br0el+%O7id+?xx}XjQ*>2y?^Mwp$yaXjzj8pOnacZBlnxGlu1)!W>q0
zNmKKg%gQzj@ose8qRV@9eHe`tx!&=lf+0>?we+j39XX&%(vI(aHc84y6Xb;`R76wB
z4+WUPRrVFJTfc12wOe~rQV-UWFPX_JIvAX1XWpE|kFy%4%k{%}sZd-wWk5cK;xsMV
z*45|UATrQg>CK*dS<`A*<+RKuF*SGjFK7)sEb|q3KUD>dC0(z>9qI1i(=4O$Zy43U
z<)zSgQZhTPNH0`Bc1T%5_a{c2>bH_HgD0EPX_RK?NShc74=X~o6?fMue@hloy`@@_
zFHjGfhybHwqp-qwr5_oqE$-I?DQ2Ha6|j7fmjy`KdnlWFmq;pbcraH{ZH_Z(r>MSP
z#e<q2Ch;(z9{X8tDw!M4H8CCe<f}kBqF1obmz(jPN(zKCM~IBiNS=vE7y;ZVKgI+)
z(t4$7D2@vC9Z4vrz6HL<qD%Ajy}1{^M={jKA8@XWds}+;g3LlDWEZmBd=cd=ZW&(2
zwaEWycfADA+1Bnem}L`vP&f82MH)6OPAO2k(7BG3p1}T&&X(|;kfkKMP7jT{MjnR2
zPGQZJp``4KyZH>9Y=fs<<u13G3U}Xv!x}MA52X5*sx*izExcYy`M@k_aM=ctA@T|g
zRU3gdM>Ul_0_j-!OjJ<p`TfgwrpK3hrwC?%Sm4gdR=q;_OUi;vH5sE`A77FpP)h@*
zK9ODl1MRsh<0NV}IVOZYAa^Cwoo*S6v(Fl%mrASPS!o+ZC=$2>Ud@WYLp4rx&k#W-
zisccj@a+e|g&0z~*n=8>>d3?59vA+uA@&98qZ)2O%4LldW7mTkDyY~4mOg-&f4;xV
z@z((m;YgQm-+)G_Pf(2dXN_YU;zD|E$_pk`QBb01+vx$dp5)=M#pSw>h9OVhAwsgN
z!=X;<Tl0Hq&YCb>z@I=Xw-$4U7)+4oZi>hk_lBtZuTR|fq1K#d9Ds;zkG|Gb{6b7G
zKG3&GEdNrhW@?i)s8_=CJP26Rd+|58ld1%zF|pkOh%-GS0I~@B6&Ke-o~KX+x=gH2
zy5z<{6mT$|eL@eE_*CR3BYzN*=|`In^8zl%NcOChv9aI>9ekllXF&9-VIrnotCu&~
zMJX9TS9+RM0dD~_i;*~_f;1?0t!EK)ri%I}<xh7}-xHrhAlFT!(TP5NLdqMq?LGh+
z0tm3sK8#SwqjQ*yy)G*e@3Y>`P0ycZ&z2><9G*)i)>^V%5U94*$k0x=b`(w2270cW
z*{VotW6Fq?ADh-KZ{Hj48oTj#XD!N20O#E3;MAC>riAOwf0o<(7LeXR_5ENy?h~^l
z$MAC-?V6e6N;^08+z+EJj%6d~PeSDw#?TK5B=uBf`sH6{YcIY86Qlq_mSAO8@u+Wz
zx{{=XU2>ODU@2J{Vt4$jQqO!u#<L`Jbd;a7MYyyp)jJ7wurgak69H|eUhBI*HWjy6
zzNY1X1e}b#q~Ei_!<ZNa*_V=FzF<Y#yM!_(o;b!PwFQ8*NoU1Pw6yTn<hnb$Cxi&&
z{gN@p@H9HSb_r?uZv43B2W6VYK(30G=9Oq87}gAB%T6SbP>l^jK=)=eJKrlNo~Zvb
zxqrFIP4cO}K5tH8Nv5HNeDEm<ot#XLr{xo&yQ5+IkMOHF%4)<?6khz6C=l7c#v_EV
z2=A{hp$Bn<um}rDpi=zL<~b=XCm9ci$f`TFwsFd)5VVdPO<iY9`w<>?efBJ;xzMh1
z?bzm!n0OpYsOft5WOxavH{shRI+GNuki6H^`UG=RZfM)@Jux^&iYJUl9+GAx0rHLZ
zXP2<SV_!%-xY%9ia1qJUl7KlpewEhPoK5U}MFp<2Sr;1BBn}zAO!%qvqQa-OF{n`b
zv)ggzTO@XY0tjMtSeobl?qD=JvM2!Gj!S5H1UnlY7LBGY%w(Z1pu5NY%Y}s~)qI4F
zMK-wwOT|1C==v@#Hh($az0n2IxO(8l4XKZ2OMIqg&o$iOH1|4OL{ZJUM_r}(>~7?}
zG;Kv|XdfX)MG^|@>djVrsG5-JuwSM#_OY3s(=YR&;sJ_@qDu{2@I|BHP}|*x`lvFu
z)4NK9D-Dnry&nGU1|BG=le0D7CY1VeM4iCKQl!Qymo9B#KSC*b6K=p;!{gbGKY|=0
z72I-S9TywnFHX1;|Hh?$bJfV%o`CN2t~G3u1`jwAh&o7DIph!-!F)^lxE^`cM2cek
zuID)~HJ>2UHMj%Xw@6_jT(ne*p2O2snKNK-#;I%d5mLqDTly3^f-Zq)?zw%X0Vb>S
z+J*hVZgJI1`_W^H0>UiJk}(fl!e{;*ANY3^yszM$QGo=`L>xF|%}u;x42IutFjfV7
zAeG!U%8D>?VJ4i|24?+f)ht-F2&i}c&2VG|)>|izH2N1jOeVgIp6;WVucPLONd625
z)0P%fk9ims4^kx^H;3WLpR#;5j>f(*)2gc)wB!rIn)o%Z#*fupY030OXRwbVz=>R8
zcbud?OlhLC5yO3X^6I5^mVbI48kj$l27bE}iOlHfiK6Qpa8x+<8g};?c0;~}IID$V
zc0f?ymY1g2rA}vY3L@a_j)Q=#9`@~31yf=h*vOh~f{(kz&z{{s+**(tqBf&77=@<B
z3fUSX_iD(ekv@@iYmnff+u%pe>O=HgouDTJZz!V8uZr87=y|)teAT2kxr#LK%Dg}k
z)DCxG4-M)AM(=ZyE<txTg;M-3=Yb0H4Znd|gqzfozyz=6FF?{9=6)k16`DMx1SZN&
z;JA6Kn^7VL<d)>bdl69TC2ksiHQ;Dv#&Oc`FNa#ilrDNIXNg9&EzN!NiV{W`M@~gp
zsFEpB*I{YAkAo}mx86%VVj+<a5r9YKOy4$RD5?b*fvKIcdehZaY4Mb`Rhe{d563Ft
zw)IsEfS65XZ^tGE0D;IS=lSG*O{?0fyIO?sDY;EMPRpr=jFPvKlcfh0G@+yf8m=?T
zrDT7;mDv<hdfg?C?)I#t$W7)v`xNx_22sB8mCbL#>X`!YB+&RO;-}Q;je6D*bW6RG
z4dCY-NZ4IyVput*Pb0XZY|>euEjbh4o3~W-P2pi~y@kRKU1eI0S?KRWKf?+}&1Vo2
zWF%EvGPviz*?BEU6bZnYRrKxpJQR<%f~6*__|f$L%F(u<1zvf!dDE&X3_@{0nwmSR
z{ZnPtA=3PofAL~GNvF!d5E+}X$5^9*{UG<tiwU6P{Q{*${WhyhS!8A{cLLNAMz9G=
zAh_$Ab~W7EDIj;!&bCW<Am*s`5P<hHo;6-{vd<unCG~Re7j>jm30$HAmyFm5LYUaw
z{dQ5qQgE_QLPHR7-{5DK)=^#A2scrvm>g8TYE4TK{H@c_7bKnY%{s{+N4;OO;Zon6
zA35@ci{gyvzql4LDEK|?*Ha*0q#);?nnhL(uVX_6u+>8b)L25Hq-T{-W>sca*`0V5
z8J!+tCEJXcM{ld%!vaYa*rM!k|J+b*ci+4_f0yJ55eWeGae20VxR|)u*!W;!U^bAO
z28jAjH*DVhDmEv40H3?X-QJ#UcX(!TW+B~HZA<2ifo?<Ju5y~*n_mlf5oI~GRc%4W
zg)=KHeR>g8%=AtWLZ74|X-ptTb_Yxw&@V+3ccRfsrLjpAlRw99rizNyzJv)E=ED;$
zJ9%sWlx?q}d>V#;lpz;rTclX&VO^1seMGC;l82!E><k{J5yI5Juyt=q8G+tG!X0%d
z@oa`X?#YHb4JF;gyTwJCdexQYM!4uE(dYP@RD7$*>nS3WB9eS)UC-&UwJvNS5~4)L
zhI>izka!p4mBH%yt`1L})=zK2lwqk}J5CrO^0;A2Yqv-dJqyG(N*q7R(pwZMvweZ(
zcIfP;<McyP0TOSww{qq^<mn4<(XT$|cD!_EcelfJ)FcG#U9eA<Ox)kItu2!)axmov
zADKN-9;%+g=_XCEDGZn`kX*7V@p+CAnP`*&{AG_2l>R02!-{Z)CdFMh>1K-00C#cl
z&O&V~=k*5*@xHEU(Pbcv6Af|WB?vofw>^Rjte$D`J3|bRay)z9Nz}!ayz&+vE!e9j
zUvFHL=0fN~5`7-%(>`o6KT*RZMNjc+D@YrA<9P$kR-U0t&E=sX)HABo)~LKg7(R9G
zs&$Zav63-+uxd>}4^^Ox-}<?Lz#Z1KD8e4&SKG}QcAa$fc(tqfgIZO45V`0rt<1%5
zhHw>6*;0a>-=pv{Lb~H>R|i-W-5Tyqr!=@@nT)kTm9RILO2kbH)aB)-8<=oLf)ev(
z>RbD+c3_)wx%qwA6bKI8qw<gUC2FLBu7@V-{HyK{L*obR4p{PC`K!|Th@t`*m`W>3
zPOEg_01cAAu8&sX)v|{*Hs{ZqQLYcJ0#8#47$=yGHh#Gz%xkO1AFrC{sLr+6+VW7R
z>0(lR-Iw(fL+m+{r*^Kew%w*mQgp1?s9tz!FXq+QBk^~Do^~^;9O|qi^#028r8ev|
z|FTL&v~yTf&vFWsAMCD)GpvQGS}rNvAf<&2HlP4;Vmd766W-!Egf6_0ljGRltY!@r
z>QF>mgh<IRB1vY)t3YqY<D)ts(Td`T-4;Bsv3=#DmNCRP;k{mccha`wMj`QOJ?HS+
zZ49?V$SXOOR1$UQp-2+mx<?bx>W!<->6xh1+s8d+MrQIAGf~63E!0M;CEu6K@QP6l
zC#fsv%R0Tl<phNxQJ>@wk}XYS9)TuK!BTctm5WQhgk#UFEi8@?3ymMfcA*9AUL1^x
z<$O0X-Lu)HGP95`Yox)F`1bA(c8$wA4QSwLoD{WK^2ZedGsYCckUNqTd|Go4#19Ck
zD#u6yg<G?D({8|%@aTH&67#SlWFS{p4GP!lnt%<eIPPMm`*rP0!MYz$v2b=7wkOfe
z4U`DXo32BQ+C^traP~|Q;4^T?((UQoOcn6^LX571Kk6PfMFI_7XW^{Xw7H45(T!G_
zjC<M@l<ajXDtEflc9-+01a1M%qtdgToS`g~jTMf4ZX6-5)pY;C=)-n^#Zu`Z^&-vu
z^VO;K*WQhU=OYj>b5wz!Qjz#ge~@K#<h*o+<G4N*pXFj8;0LFN{pspfQexy}T_1Jq
zt<C4%D{)AvWg?ID+9Xzu_F3T5omkS6c&A;@S8J0WLu;l-%1JU@e{5gfXBB*{ysP(B
z{@%NYE{o`VP|79vedYoSISOWjtwzOZ`2?qqREWzj;kDCXRu+o}cYn&VE@7J+v;!OR
z@W@^fZ^4?^V94*sqJel-s{~RG+N7sLxjQ(ipqq^y%>KnGn*7)_*DG&fYMUVW%^EsQ
zTIr3MFXakmftjsmYdczUATRhuh2XU|nhFTNOtX?Dj5MUK1cawTzaD)<uyq%x;?6r9
zb{-!d4;40l+fIRg;R|hp<<ykZe7|$`YBDBl%DIsI*baPxOgN9)*(3BSxb(?&uBmEZ
zT>e;Cw)W{(@uu6{(V9%Cq|PUP_Y=eAWQSY&iI>wtRY{`>`qS%A6K8jgp67OVCpw^R
zw^!`Iy12qW8B%V|Ha(C5Vq%$Qp(FauZ892d{4NC=g@H~E+Z@Y-A_*(Yi8I}NB{O0z
z%X(&b_6&3D1UyjRA_bpXP@?<KrSbEPaF{qs{M-rb^t2pQQ$h2hN)g0}2FH;HtwMi!
zh=Kc|MGa=ToIMOruB+lRVB&Lf>3`5KoRJQ5edPPvQjE)XRX6xcp`PiI-ec|yC9~FD
zJo#8MuJnG-Ob4V~x>i4~QL96MGdM@kNT0YTm6Y%yu7BRWY+cUtbB}G)?e6joWWuV!
z3?2u+>2mIA^iK2d4c)&u`(=U62<8-!QJMP3;GFMfM=lQ%3|FQhOeGwtRJNovgztKF
zqxPhp$wS~7@qRjA+b7&irzzS!d-NT-xKj15;#t_OzIG1H3ZGkQtil=40er)83n6TG
z6V*<!hig&<X>ZZqcAFQU{O0ZeG_c*8S|kV`aYqr4`PN~@d0m(&mwa6o!eS}ORlxAg
zeGlB5VlQ^QF`Y<14U4xmSfg(uGQPsmzD;D0=UHG^4=JPKhsmQc+c(yY>1TsZ-X3A4
zes>4(wML$iKq_Pe$zqN&tmAwBTr4P44+J`s?>)Dg`~18GImQ%JO?&o(RnN8Mb^DCx
z=gbqEdoHc*2us=y(120xX^^&&<6OK{zgi$4iw!&Qy@GmnWw}PcnS4-q#{LI&Vv|h)
z;Nzm@dU1dU(7sHAwUPEnZ>B^5F>I#HP~+Xeym<OQr>c|C-5G(F8SOL6%7Db1o!kp+
zJIszU%&iI_+V5xAfjvwScQ+iKMEe;CaStt2_N4NrKc*{H<)y8lt&@5MNZDcs6FOq(
zEmbHpFQTJxji?Kdrooor)f*k7?cpm*FtQ-hP=D)CGNtZd;(qPr2irrk%=W25B%XNT
zJ&dnS%Xy}(B0Pz&9K-aP8<^!k>CMV;<uuG8`@zmYX?|W_H!|Mss|x6J6H6a9vc1xB
zPO6WcQPL3aozZFT(alVrhnREnpmVI;Fn`H5e%9_kXQSv)cTC3V@1Jg*P`k^iQ>m_o
z+qZYAxDaG+$*BaKXn+z`S};N;pw`dlDME<7o;u!5FZ;1s%P=Q7yUDlV#6C&gp(O==
zXY|0Q*JnLg1w)lw<|}LX0wV9(kB?qAv1)RPEyvO1JXwN1MGi^8xVwzoRD{!c+r{S{
z1K>ZXGL0g0wfRNZqZ{Mgs)V)URgNv6jJGP-Vp{8JWPrueP~NhWjy2g6*&uqlb{_3k
z2OM1%w2tbKMQJluT#u>0K$G--96Jp`Yhz{a0^O(gb->)zb@sS{zWmt)*bDIy66Iyd
z1Q-d9Q6>xrGx{5*;z~oN$u5s!I9d<|U?SgzAl3$CBSBlg*K87N#4o4x3>4U+swSiW
z-WAf5TJQ$$UV$ePe2PQxRfi`ME{LWQlmjC@HO{*~6=RTfm*Aob7sj9-$8CQc{D2(=
zh~BD2v5U_ta)>efAW(<6XeN?rw;FVlMxfJVL70&hFoqz3$K3Cfx<&D9bh*Wa%k%`O
zIjQ#^Z|_fqHrxraw-CGjx>1C;EMT2B3+!f-C+SCcGg{kU!gF$YBD`Zju0xd5oU|w;
zAV=a*gTk^3i5l0Uy(rpsp8O4NnA1u@JAgWG7iwC)A7AE&m~(G~;n#&?n?);;GNhC2
zqxtU4NQey0Ul9m+gQ_4aPCRz^i<H%OJ2{<OT~R&!@zV`xEjlBy(w8&{nQ2?rQ73*P
znry*zO{bOyDVjB^B^>=F_E&H@Ki0A2FRbOMg{sTeolHn@PmF(-)%b3vZnh}2eB<M&
znzWGydZvA-O9Vp&xFXLcC3CiuAuqvz&bN1n%G8;SfW^H8n~o4f%*?f9?ZlsVVuE6L
z9&;XgM_9hwYh@&kSym$>xKMCN_;ZqHsBTM$?s)JlwWTZnfEg~@HP5btQz?{(FX`>p
zK%t%+trc;<I;6c$aTXHS-i=PIvml%8WwSj&Vj2QkY*R1zPP$vpYAyoj?OegN!DRa|
zyCs}_-rVxK4yII!&<<jw@@YAswW^e@h{vQkMx~(^Y=9zITYfIx@#;#Heq_i}QC3c!
zW_KscvCmyr2N$$cSDi*VRL4%$&Dji9Nn5$1g}YwHpxwBlfV<v(pcQ4<0b&(>e=L48
z-Og3HVee>CYCJ<ZlpXl|ljRt;mnt5o)V^iUn(`b>j+hHTEJ~uF_aH#UatqK_I!|4%
zrq6F6b){!;>=yI!*=9U{FHX`V@a^=0RqeTO>)=;)$$%dEvt{hLEo{t>1HcAp=qaT9
zc(t$OL5xD4?bI!0{8s0XeS9@*g)Nrvcir*}$K+y?8hVzeKu*kBt75fc@Zk*bX)BRj
zPxZQGRB(n_Ey)Lu#Fdx#(ZC4Zdac)Y8D!6;GA4|nsaWcZlI3o`qh8PZ2ha)Sfnjyy
z*QRZHwQ*+}4<Tqt#<IeEQL%L0t+R1d5q)7=8nc*ZXuz<%<ABLe?{AwJvB2SITC=24
zvetv}$}@EhzLye-DrdKYZg#Krou`Ol;K}nLs1ar8hOZONXy#HR7WE6X@E`ku;N)Wh
zVSWuFp#wuGk`<H1=UU*v#k|n%$u4>5FqV$k$<mKnyc46|=B2}UY(~2t@~LK+(K=o)
zro~da7Se*BZsJ<x#Ob`%Vwh=@?3;)7IJ$3_Fo+q5=RIDZu4;KEvpSSpaGr(i&tu-I
z0`~<}kQO}BH>q~G!JO_QrbPSD`~jk{>Tdi#>d1gtiCJOfOcztfz3GctNsT&c*c?dk
z?5}xYVw5UO?v!1P96ceoXh-<&3zRc}I2;zAD-~JiJQyMo<1Cxga@G9ZIC!vo!K^@d
z^F_g)x8l<PqQ@G&V7{Nt!p_)PU)}SHm`SaES_fbjM{qDXou6E0orf{z)rO8OdMHe0
zPm=&qK0S#X5{8JbaH=*H=S?-b&K(~Xj${FI9QgA94lD0lqWsbd!g-SsfxHbzmzZ69
ziw<bKKUrhZcgvdhPKwILY>8Q8L2>D$S-Nf;H&or}FLp<lULT^5mljcjF=6H#N5R86
zey@9w;VR|(i8jXeT|4`euGudMR1WVMH3zykf^83X0`ZFe4KakA6q+U0&5lQWw1{RP
zU|NhRQNfrAl}BpO_)0b{M|-O8{#;i%xohKQfU#B)6}=XvkfVD{()nLqp(&S$1Urc(
z=kA2`L+!lD8LZ(R_BE44c?f-`sfB4qui<nE-pEJN{!uIo-J`chJmBos+syv$EoFfq
z89<-azV(8;paQdaYJPjvOP6O`ass77FR(-j@aHK$f{;Up>>|!r0GX%?OQqN6qsHbz
zb9R~)MLo;zqN2u5$>dPtOt-s-0<1E(XWo|tQd&&humjw$f(~os@CER8MQEY+UnEXv
z3Hok;&SXlFsY!r@3$Dd>=y7xI!K_&l<i~$eq853vPLn(kL$YHz?KS7mM_OiaDc=dl
z<;uyhZX98nwnQK*K&(r@#$(MEGs9{)6}x*LG4Tm{zI}nf##}dt`^0B8c$tA-T{NCy
zh0Dzp293g9cdD+W6^0z4t~AOskZA{<zU9pGLl+4D0ZVq4p;|f3KV{<xDc4%7P}l10
zsMseC*!7dl81I)(GZMW+qzCVwWi-;C5Y}v>v!W~hSX1K-hmjj|c2lSTxl5iQ$EruW
zo$Ptz*}`)iui0ep{cTbnHYmFaQDfO&u}g~+!@&HoN{g0!fVdo55(+&-x42BR70HhH
z))vBQC@SWPAECGwtzXV^Q6Lv@y5Gn+SxIKQco(4)L)~g0X1;`KjqpTL*H5N0h8}qV
zA#fR=n2$lkl1fi&<N<-Z8{Tz*+<Eu<3Z>&kOTzY<U5JK$JqJT_n^o-eDs5&T$nKAj
zISOF`3W2t>j=nPNS6)CMGd=?{9_`GfQ@0==HNC!6`IkQOfG<42;cf*O@ZsG@C7n?8
z#RCwm5p3{xgNq^2mO!>ituQoGf%DLc%pF9uPmm5Y)uk0I5~uzweB_QQ<e^ECHXG-?
z@nDn_FxS8IFhJA;V}i>J+)8nbBdX!@hfsS1*hBc_>)b{X*+#wvKw2bkcbU#~r6rJ6
zyy+33WpCV2m~h3#yLL%(wT)cTS>?-w-(@B?m9>HOowl)3Gy~^BTwxxk*rh><BiF~A
z6m!M*3v0GeMVWh=`f?}tJ0ZZRVay;P+|{Le>=nzQx1<1aRdyQfC%4f?&|AQo!0IHZ
zd_^VB5HQr9Tb&ldjQKF=r3TszR7NG;ce~2K)Jm;1GK0@%O=aSx)d>SauR@0R(L`$9
z;bJkOvMM=_7}X{oq-jd;aIH`WYG~Pm2|A#97NWV!b*C3f2e69jv1)I|OO<83nYPLs
z#ZK(iH7BuzmVTwBut40%1|+|=<>X<YaxJsWiat#J`l7Bl+S&naH56aV_ADVz(M`va
zK|nio?PySueiNaeuKBsW#u=Fo!``K<o>+S15IDU@Fg@iuHa7p>6=KPBo_g`i@cj;v
z#rT_8V>^CcMTN*$<pNfrtG1}8UM+Q{rjfF>v_XYBS^U*^228Cunq97fP72#=#}>KI
z>|U`$dHh7L1F*G{c=~Eq``u)D<x_3((A^U!;|LtDu?QAZBdjH%!VG*8TC)kEXWhzt
z?&<fcu8RvQlCdk8-SA~@dGH>*AOG$Pe6FW3K1f&Q#fx0BoJ2v=m2|gc*Dy{mh$lU(
zB&J&#f&00~%D7N{*6u{_%#~Qt=>AXnH}i+C#^pO(T@EiR8a<dJz^>!E;qK<<n>Aw7
zb(Nf+$=P#cuLS7X({%?u1jiCxD7ERa@pz}Hz49oTm7M0u8&2#A)J!+*mM7Aq223}5
zuO~x6d05=QJ{I`!5#KrFR-LlB(`86>oQ~FW&xMI+xL;@6Ww0qyV!1|WKCr)6{_3E&
zXAE)Ny1W;`wfT`p)y}iUZPswLGp}6)lQaC6q$fD;gfV7h6d`t4Uj)5IE=Auv{M=nM
zRM|JuREveohIp8upqnQUQCYrjsEa%nLJQn#e3<vfG(`7i0D5_-3=Xe$T>c?t%7q8}
zYd-u#UgyX(!o<n#Wm2@1_0#ZFRal3SX?p3EN4;cD-y2ituU`kdmCU{n&kPcTs!04J
zkDM9LN)rVMiEi_bhs<;Y5ryr|A47YAuxN=`GACZl^GC^fL*P@nvIY`Ia~ebJcyEiK
zn|YCpCThS=<f{-}p-tn!PMO?gGtTL%M^>6?fqfiR+i@uR!dL*57>jJk7q8$hL1{{3
zT6;a_28Aq>qV4oB7kX(1E+_uWdCPz;=&e&cG&qXH_!QbC^#W_^S$EoacEwX<nr=GP
zGi@tV|9ozJrim9Sb$a#$C@wYf=dIS%BxDI4?3-x)D3QlRBjTO(at9)7;lK{c@g4m|
z?LkTGj;3#vw%g1EjV)z)ytJS`2FP-#z`oTa*;14Jc(F3|_|#kGx*6Ldyi#4ACExZ@
zyguHVxfB%P#lDCLce|^xS4W;e$I=(!r3=FQv}NAw-S({r`XP>l0OX~V<Re}bi*RGU
zfW$4iB+2$RpZ<KAKR`z!w#gu**tN&1=F=XNUs)zt8AoFT>6++ObwYK^sA~5~2g$MV
zBp2bkv`ePypb~D-8$u80zF2{{$NEwU0UfHS^(IU?((<MdL20OY&zk0d(nr2cGX8Qv
z_52l1W4?lFH2WvtsFO*A#cV`yH_~c^eF6NK0To@zruuf<(rxHeQ7?Fv$XHTdxzr?B
z9~1l-jJ#iD?C=w@lyjGQL||y9Ysv$pX{uisP1wq^4@<VGWz!WGde;cugI3!rL#Z+4
zocX+vmjgx#$B#U&EPwn|*GA;?QhWG@rn$r4uKLrbu*XX(^k=!AB+ht<w(b48zYnwn
zeKVjH#&bCHX9q}*7FEK%Q)SxFkqLWKYH@Dw=r5-D10OP@@{BYFPfI`aU?h_8NOty0
z>dT=5<`g~uxiQw7$t0rGwJorRO`Mz~XxqF^U&W{i*81Y?%Mvzz;~<3$PK5afqRFjQ
z972Ckvq;se6$`H`3i{GZ^|SqQoE*3Y!H|;i(#s{VJ6}t$;peYXS{QiQ-PsE_jISCh
z)Sq`Pnb^0mJJT#&_lW%)PO<4Q3V1+!1CSz?v-<QIq+H=%ZS;WWV_v?y@uvhZvC|d{
zanatD9itBKgnPc~n`TY0_B@5-j_#>*RN3jKA-?c^9S3dm7~47s;)zu09y;k>W1*pS
z^w#gTW6Pjh>@1}mff8+3<WzQ%Vo6An)!pUR)|pV0NoaDDVH>*(d9Ozrm|yj}AZ=`g
zJROm;lBI{`7H9&Gl7y)4nAy>dg#*r2HmDb5Lju9^XBRZj;x9cf{NhlpR2?MvgU8l7
zM1C9$_$re#%{_Q*M}k=*k8!3Gn*2Tp!?KR~Lqd66jpg?A4L4BRN|_<auGt!x2)kws
zUfrwO>hu{zR2a>^O2aRCVoci4De~2RgLj`*lK3$)xppXJWcrplPqw_}bc+%I*nm<S
zK>os=8Auor<pvgi1mlxfVVcECk=1l|gp3&jf}b$h>YD!|i;bnbR+c1iZf_Z_I1SZ%
zy78Xm0&58d$v%AAx!L=<*VmWO=at4wY?VOo*ZSM(9pWO!+X>_wY8QQ2)BVObRClJ`
zrdJ5n;Yh56qRyB7)6X`()DwX-G7Hlgej+h54WqV;-+PYeu}IBC6H+gUZP0y~57EI!
z+OpG^OYd`j6H!j2HDEK&$(L@v?Kn)`I@@2geP}43YC@-L?&^HhYxIdfz1(mo@QD!b
zJ=VxL4MXiyIdvCdFt9u~d=b6DBAldba~!Uwb2gO>9@=N+IpyL>ZIh7Bz$Q46PR%gJ
zF-dB`;y06#aSh5+(!paa+$fABi?TqH<21>h1w+m`5#^>HBbRfYN#|qxDlOCQzWC$i
zoJEw=Y6dzx4aV`?wCm#oDEG`)x$!Qks^04#sQ%&8<Y@@4^_sF?B=2@PL@Xxm4)Z5o
zXK*h|(zVhU(9pUj;t-3J2##KBWlg>0_5BwOHODu{i*Y{RmINBZKFzaphKV&4f=U^S
z!k1T?(PG)d*nE%QY_ej$<6t@OwD=|^uP7K#gRcsI+4nF%*W8V8qBO_p?^B+Fm=yL|
z@U>iO{Ci~;<;>nlD^XHSt{zY4IU5=yUriLq2s;4d-gu0#wkb{vT^hH=jCqzlr11FK
zD5=d2l#G`q+wSEALQg{Q>klgR6awG7<4Jym#>P_qtRn3;)*fD_?UFbj4mqKu?yRs_
zsKSaU1@94OBCj27yc0S3%bHbTF;5W1AiBvRM7Jeo^1{yU&p;xvdf#>io=iJZ$7%VN
zcDD27wMpP)(bRc{EM!%vd@yRx2JuD$&c~so7OIlIuY4}s9x@Uy?6h}~o`)7vj(_(Z
zcXLfUAG2z?(T9jUk<4}Z7`x+r^mABqK0_Qmycwls!fIX4MgeLh|1(RJXskLnc~?p(
z1zi|h*LQNkrhVHcIU5iL?2@2lqsp`#b#K4`=W(1`v{j=o8F_VawX&lHo73}dT-#KR
zx@`?Ml<+AJvk__+)`dzgJjBLpL$fB<&2D?DqQ&|(NDeB0nN8M>*pI!<cTgl%3+2Bk
zYxsu}ekNu{PR>6I8$Q|}{#m#4d)3o_Vgk><Ow0MJxix<^-{!C8;QYl{oxd2q^S_va
z^U=of&lCEy^UQz86rA7d82)H;^M7*;&hN|dd+E*J3Qs=zQU1s2{8>NoM}5w3t#$tQ
z^%Fy-v_lR6{*J8|fnYC!+~$Z7(GMh(0B?6QvlsQBv~)WP_URns^<s<}y&2r@t?-Da
zqEB*Xp6Oj3T{U5OKfWtU>9o;kS2J~e|B>na*yqrQJE8lweZBkM_OcPx3GjWttYYxJ
zAJ%!hedl|-T5zXpr+KZowehv9+dK8pIG0v?2w2KWV))2Wzo6T5AvJzVR%pH75@Doq
z1=S6;<$6f2?m5-i>svh2neGJHLjBAS#O8w;O{o{P6orujHTapiHRv=Yhp82}Fh{r-
zwTyQ?H`xPoxC^0RHA&Sy6vC`Wc~##F%uC`VI_+6kNT6bgZUI`Yz}4`=lfZY6@H_E4
zl}+x;M}<gg#$1v~tLjcfJhbE`<Z+XaOTZfwQFF&!>jFv#1TWAHVEJ6O{iTQeWf{{6
zlzy`lr2qZNnx(Zm*&dUB$d>j+hi2SfqS29(Z1TCO)5`b$HsUe3TgB&j`R#?qFtYda
z<u+z?75R(OWkZNB#M{!tdfd7D!#&LV`qndi=L^Ax7a;VKjh<-mS*~_);Sy<l%d;j<
zL??#OK{i(+r=2*_m{^veYga{O=YqV__hrQPz54ZhqeBE%&n1l6?;H+G;aZy-v0lE_
z;8ChP5G5Hj4*Q;7QAjnh%e%Q*EaDs4^D9}7H*$Wvh{Z*;wF5A~F6kZ`MWA`bdrK}-
zkSR%rx6YDY07CpQ(!%O_L11&^?R3TOSsObW_})cTYmHc*lYRmSmSoUlWDGqjcA;6i
zEreE7XXYO65JmS`yvPZPU6~(l;3(?_3TjM7oizu;l@T11?*-2|f)A_$1R0$2AbFCn
zr!UvfL3)U0vj?85hx?4Z9doClG#GxvZYA!%g_5wXKllgQmMxg}xj8Y3mRk>tIMtha
z5bXP>9Q<jRcQFh}$V+tcL~32MOs@x7qaw~A#2H~BkwGva62Dp!A9Vl*uRHhfgj}us
z^7L^S>51swy)3_5#Gs6vDi|~71|?pHb?|q@@|<ACxScA>@Pg2cC`kZSI~6^rJ2&Nq
zv5}|0P`I8BDmdt8G!udNz@dT)_qc~s>Ug|SVMfNRRt9n;b=?~P%8<6bW6Z3HUK&i&
zJ*%okuSKRmu?4OsoN3h;i{53OpK#6KffG(MAjQ?7Rs<)zum){Od0ht*3ks~124E!@
ze)1V&OoCK6x}bF~@<=;1D24Kq0qw^o3X?yxG^=+srEv-<hZ%^usScMa-Ix620o(`3
zugAOeX|t;N!f7;NZsI$K3gH2dSrVOlc+m7N-7QH!WP%A!U~RfYs1_kfp^UXY-+|w^
zHl#P`@#W<x1qV*2QLW^HY)Ne8D4bAcn6L<M4lb99WW^^rV9K;FwNTeiLFziANVG$8
z3|pQvh?nw+!&qAC0_F|&T_v9IiVp$<*kJeW!9{5HV?LF}?6|Ckx9MqsHRS~gpuAN!
z=m-&&;PK*iS%x8#$%hWa(VDq|?E|R0pHx;+ibn#Hi9*2^K5_ykdlWNhvS}>n+EFdS
zwj!%f8ydT7ZwIyzXEw=nB&%n@YFu?oOvknny*DvsWuy(lRiEy?X>5fNLCFIVVj+I9
z5kYrfr|L~eG-~cA#k$5oTlgC6N4TNMdx2{*SWjToy>T)J39M*#t3D{CjL_3H+t8o-
zR-P6u(!(pIb4*Sh*U&g;K7-oWd%1}jXA%3t*tB{QS9Ik50QwZ}<`o261^IxOSP7!4
zah83HTN4Bv3<RdGe>QSBu?4FjgG&Mu*>*2%axdJ$X(gOq+c`8IycT8LedpV}rUS8!
zK-TfeZ=<P%hYRjO*_>Dy*T(2my?6eJDx=UD46P;o?)WO5p))mBe#zv+RT>if<u;<S
zFXbC<FNa8@`O#pVQrmrg!6)M{XbHJfNed5PIPWq&j;!S)Y*-E~y*~kQEDUWvcyQvx
zrHBTG-UKTsg_*mb7ArlRg<+2Sz3E|(`Bz=ev1Rqw$o&$KY+>#6d4NJ^!tXRew3^rK
zrwEs0AyOPib*eG)Aih%$oY7$g;+N+EL%ry%4oY9+v1kx+M4@74&Jgq2Tj#;7>SZ6t
zEye>MmZkl|lF0zdh7#A*1ROl7^yiX`a$FV(xJ3&ysAQt!w4243lEP3mulkSCtCh>i
zfgYc&=Q;i4+_oV)s)g9(0+|VFrPLr}tU6x+;FhDqL&D3PQ>=DC+B7)A>CtvKRr6GT
zwC5{@b_>NoHS^c#p>lD(>YxR&Jj2#20HF-T^%29T0<nsv6$?0c76>FIMGt=LxP2k>
zNa}t<jJhfbUI(gyHyOVtp4Xdm2-wS$Hvk%2KEpXF^n5B2x<+<;<L?SNA0Jc~4PdN}
zRGGh`!S9oEDWJS_O*yg$j4*JgARt75jJF^Gw8IBl_%gpkaUQs_uD4zymf`A?b^dyP
z0ZfSl8oagoNvo{wVcxmLQ!)+JRxIC0qSokI$+cq~t$6J+fxUFO2LciSL1^3+aJf!i
zrq1xQCga(T_}<>*_7vln75gvc+ih{D7f=**t>QT~IMWtoz$l6#f>N5Ct*9{`L6~21
zp$R*ZPoZ$MyVSImwN#kJZ<E*Mo(m2O)D{$!Rq|)<B*TduJV@W<OIy*7qxrGU0mrDM
zq5b|6lz1v7>k0f-!65atf~lU!p$|W4j*v)0&3(&ALSvd%@SQn($SptA;dlywwgM#Z
z50xvp2k8-lFHDh^@C++<u2@3UqjeCQ<fAhXZAE_M6uR?3I<*WRdj9kX^>Z!MMWRpI
z#HOAqV1s4V&<1(|?*!sPk{*F{Si+~c|4e)q=W9yyS5HvB(Wu}|QKK%x!h>w^Ilq;W
zcFP(^d3j+8$XAQjPo-UH8vOtSngD%w&+bjWVMu;eX?X-fSPVNqdDycXe2g@7TA<Ri
z$lBpt$`PzoKtD(~y&8F!G)ei8Kz$awRCtu}3E}{fq(FJp>pB)lE)K3G1->Gjvi+I2
zk~+oc2%>|yF=As3)(m(p4=5!0mJ>1dGi%&rSDsD!Eq(p3b@C#5^*2-UHzlWhYw0_c
z@m+a|1WrJ&%h&O+Eb8Y`WFLgD@SSx!+G;FJTr1iK95U+(ik-$+1W-+|6((u=@u7os
zoep~-gIR9LAd@|7yhHTh{NDoWwMdr=zyzdg^dKTo^AlT<VALL=hq5gkzibaePL<@4
zyAYYt<c?hiL<{84wI<nw<;Lkj1i<#)CM_&~2hP9cY1$h8b>i4mfZFPWQ&D_)*67p)
zBU>fd-0NXkHkxGqG7oxx*$#HE*QNvFrQ=SoLG`x%>lj@PD-}XrkPW;)-k)W#O6x9K
z60X3CN=ws0x_U{&yyDl~<JlkwO>A?(5Doc4n0<u{F`Z+ILdiqb7b(Mtjtd9)0jy3b
z(x?u`Dq}evgyyLqz>xLMb!#AcSV-x-!d?&b?Fw%?5-ck7uDfW4DBPf*6ILXIe!_dn
zIS0G6!i+BhKYVrE0IF6o0F}Z$L%58OKY%_{_*_mlMHu+x_*#8JM9YbgR5$qp?%c7T
ztWMuy0Q_Qt2gYgv#c00|_`u~uf!>Cy49#LXbJ?p%a9uP{XQ2Q%?q&l&adq|w<^kK%
zs~HSpC(!T7&@XLC@Y0-IS1&p)_d8ax6t1388;-(Jj!dpn!aWICXUzgPLy&R>B_MV|
zlGZ6&N=HGI{h%W-#U#OGu<!6GZTkfQ>;V%Ok>b|Hr}j<jF<1uV#U^+VCR7ExCP-28
z3csG^9y3`u<}k!^8?BPOFeBb0rH9Mg_@^@zC3*M0i4Ss*zc<%68Ao8(7+(;}(1#b4
zAetH;hGuhYhxY9M!QDFqi4rwTo40M-wr$(CZQHhO+qP}<wryLtd;0w_v-u-tH;dU+
zlukq~N|AXo9|PABH2mz&1DPo6;i8$;!J_(WC(E`6L$nOG$#5Rw(9?7_NNDeC;c<BF
zOtzeq@yW?;9nGs<ekSfUsKXdNqiu5S<-fo0CC581xD!dK99jzDRp|gXy0vr*OdpJ~
zSoeM7?V^mTf5b?JKRw9v?CN9oR$7XmaY!4{E8U>hSOw2esIY|q3?-Rpv4m`rl3pq^
zR1##AQqRrJ(@mB7B%mv(qgY#1gfcu$#tNF=nkwIk4B!UETl`#A4epSkUOV834!jk}
zTM>V+s|oLSR@c@rFL4e-%UH=0J;%Z}Z)xabwhN^8Xln{(+CMurjXI2iy_&01kl9%|
ztOeApswbkbG*pw;j<R!GSCy04PQ#ZnyIDbe`&w7maXJsG<8S6!OFBC><8J1mP%mw)
zWVQ>gnRZm<QK|M+_p*?OSoUu&EO|PG*7mxb!&(7uEv;fuys6-2C*OaqX_uCZZO_0v
z1v5qQHmoow3EP02wH41|RH$j9USb*2)_Jbg70gFRh@<^T<-};K!j7&glwXq3y}eo$
z5PA$EO-4g`6$>hVEqi+LAIHuU36OY%oBh^R#XlYvL|@;%#<R=Kb5ri6r8IJ38=5f!
z3y}3xEt_1_YlmP~{(nqPO7N!3r!HiBZ!C_K%%`JA+t<&UZ8#6+@NOTY=bWI(9h&13
z<j#eLE;<6DsS|Gy@S)j`n2an!aBCZh!NGWyM>)NIs=ZTeRBeXy!gi@E4Jt}Bn*5~o
zFD#-zwO5zk>^FOQ9WP*_{rS+>b@u+LDiNK-a0Auae&uakQg4qrQ(vrwvvmfu4rAFY
znidOD1HdvOurboVWUv>{01aDEb;FtUMQ$C>n#c))-7ZkbgjHp7f5`&JNzwQXACk~4
zIcGC?ZAOlADq}3@<GGkeCxK1MS=L#XoN;>JsX800*?G{q$rWc*f=ZlwMU~0JxE@a{
zoqGZ5rsH>?V0&sp>~cQ^Br5;v580uZ#r>c?Nd!BS34Uz^b@7*6j?U;TgbFnQEaXUs
zgb{2*GQUm2f^Q6Dzl`ub+<E`WTXGV9;tvcU=NQ1key5IW1%DsO*a;m&2>Gqa<#tLY
zb|xe`N6+piT^uwzdvSX>OoF4yP$)uq($$d*afKe@!+8F$M`A3mXs6g0CefM$(K1OA
zTv2bW&{2;h!MYrzz9o)*uE!x?8V+(qy4{5I`;Qla^ZbBUaKW8XZKEIv?7nLU_}3ww
z=g{8AecnH6=!sb1K1q*T#Qevdg}y(8q61h6i<xJSbgOGnDW{Co1+p1a^Te`oB<UxN
z#0Tv5y<%7VjOhh3IP;;5mGS`UY3H(lcwEbc5M%+GjFtQH%^OC_C0eqJv}G4*&ifKc
ztUhi{!zW)<1J6&__{BUwiR{tXY1VSDveJ_i5g@?%6A`2ko`LOyxFiYZ>O%}>LMX7z
zjeemo4iP{(Co_cvQbo)a1wYRFn44!RrcXg}$R!lF=lZm=L%f-sl7uj)gdKu|IDx?S
zaafa}&|2Lx%hSs1{S>Q?&iKC)ckHHmX+7SJrLuuoKNy!&`JgRgzGFW|Rb7R{NFodw
z{z|E{PRyUOjHt$eii<zQz-oa6-<iSZimMCb=1$9J+gLK~UW_Gw$JGPu4DFfsZyavx
zC4r`r5qk%q5Z%15PD}VQvVDPUn)+kZ1hc_iJay(MNaxrbHB3<Cq>zAaVWN>4XcL!Z
z(y!lCd(~5xed@j8rWi)U_+vt`q@rxC&sN2PUKb}KGX056dgl4oT)12tq!GBcmdgp*
z_j1qLSr&di*=?!Jm4q#mn14exz@Pg#95}vONU9FQ9UgIfNsA;@@-mGiG;dvB^g!z%
zhkbh=zSk2=?W3299n1%jbnt79NNX0+JCNE*6rM8LZZZo?W99MSZDWEt37hX{$URK;
zyNkb6KJ}s_UejeK>axWNoy<Vr1d-DW-R;+Jeg{KCN~_uQ>N$-n%F|q4GD{u{Bbl4G
zDK(KKth~qV>ADFl;*M6@GMZF=`yd;r{Rd48QkfUid=LJQPb;PK9CNGT^V7c$wN4Bg
zGuFkjti}*L3k)kG`_&G1Z=;n{jdrINNEdlg6o|`q#?Y?#m^leE;WQ_pP-OK^BhatV
zD3liUj_E48|Fp9xZH-bCp54`oL{)&d!tH~efU7EH{F_vsKb1X9u=FARMk36UZi-I`
zf37>HHYHy~VD;NgYOvdg5Ng=&FikMY)#wPu6?&a65rsSv?d=spvBcm~l>Pv-Bmxmi
z$w!tU2ILkNZu!**5|;erOT-s&ezR^3xqR95i(R}S?J13^rr7&o+3&bPJ2LnI`_7Az
zm3+yWC)Mr@<PrtgENjvh#tVspxLrlIxSw{2ubfdKgHee6OhgjNCB|%Ka;}y{r~F#L
z55?t$Y&Rm#pODLw^X0n&4&ozjAuP;P$YI0u8TYTs2jvIjAwT~a`;}MA{t#Y@Vi*B!
zty#!kY``V!JAK-J=yUn+Fs7edRbOMPNngyC;es7hcVJUR`5v`ec0TbN!el|OGStc|
zp0G)hlLdWB7UJ@Ttanaj5pS49tj(vmn90UOLE`i<=O3r)B1af-ap7Yi=o(564s-Y+
zWa@l=G?n>MKAAA$7z%Ma2l~QmVZWSG!8BESK41n6W}suDdONefiFmYdljSVHuDN!?
z6GHHa1O||5Ps!lDJiwT_#*nITfw&4!GcF;`1s4#5#h2y4y>wP5w2=*yn4QQig4HT+
zlIj;ouBYFilUTI|7r+T8(}R|Xh8S>K`bzT+Wk@_-RO61i%lW>|Ee_E?DJ+kVin7=w
zZ{Ld-sx>)A$4_Dn;^kxrMNm<@n6Gffh}nnnoncf62}l4&FH6;5^LFp7S-#|3#zUrw
z)}_6hPo)57o%$?c#uyK(Hp&H3JFUu9Mqu(5G3x9=Lq_`HFRAPsu|`go7Xwvg5?H7g
zqXgqo7K@Jp<f8J3Sg`+UGCL#$L1tle&&pWQWVySljyxv5hda#K%iFn%2J|(!A<&gk
zg9qYYu}}k1rS&m%eGz!xFN_xsJq9ZFzdStDPfann0&101f}M%DI#<9y_}B;F3p?i_
zb)<-a4+ev`YDYYk%1Yn-)-1#iL8v*6l_yW$Rn{p^P%&;QCRFc)9q+-c{*hR|+vHly
zS58w&K-Na{?F)3~+569sO6#Ip&ZrC99)UKL0x~2~`YJn2JNs@^tZjpV)PjIPr(oDa
zi;2AnWC_lekZ3yWvENCq>RPXaPqf>=cTq<M7VrpUwHX<|`3}rkHf<=a(6JX|7A7@m
z8XLos<rox6biCyDjTv)2>SF_hC54Om4=#BUfy8=P|A}hixFPwwI-(2fg9D=*Z{)qt
zTgzQnac}*$5~-73k_dNIj9q@SWb(-vkTEB7BCLS;j+5t)B<jD&LGs?QqWHeCw!&q1
zYYJLl0V4#3;WA-y+cpJX^izc7>qQKMVKkH#Z=p=mlWNyA^DEIN%Rhjhh3+0azSU>X
zad^i7`+6$m3A{rz&&+wn@ADBXWuT%H-e)HXi9k-NYkzc4sM`Q;6F~OT3RDg4{mFu^
zS8jyn1wwSSrfK97^&~EE`QcJW<OM##=P%c_){d`j)nt!-rg3T@v=#)zSzo#=sSneW
zqQA#7KeK{lXz%7URKnGccKG!s5Vz8L6Im}`hc^vjoO$bwmR2PHI$<pqZ*tluA7bW?
zq8W5PnM<QFR(zccGP}Co#XpptykA-DM;yyx+*JVm5r0=gI;=#xOubEf7f~Mzk6Rmj
z15pRdLx=)OtM71O&)o&vEd_Cl<BwQ5)yTxlbA?J)wD%>L*|nl-lZ*7~_`GD=h;WHZ
zqqMA53%_5dlO28=KkhBo>V~kq)8&tqT2a6r`kFmDp17iMMam~`Pk{pV$h6J=gV)nj
z3(efScbDhtrPEF76LLo2Rw~Cvyu=eLWz5qt)&TP+_S3yi&9oBRRyZR$e*Cw=<~uS3
ziUUzk7fzUaU@5sCq?%<E3ZYDx+W{4Qtnb^VCD@)(<*JqE$k~@ghnTGUKybwb#n_9v
zi(wwOuw)}6=PxedywjTIcA8bxhR`BwYD*aRmP#F>oC_1eoyQQ`2JqYY5E`RNsVCyF
zl&xZE(;fbdz*K+GeO${S5fZ?|T@zL~-V`&XBd_d1xalmf;WxWPN=&IcHizSF^=$Tn
zMEL8&Qy_6_RjjydFM1TA<3UO)iE`jVj<Mzn1qc2R@aPjMZ2SUtE?ni<?u-z1l7R!(
zl=1qIPRwLI_}egQ8!5oII*qN>xTqnwOe0KlyAF0%?}j_(AqUX6ljhdyd{A?{OqrOq
zgOop=r9)TgXeDYJ2{HkVElptb@5%i<I|r-4-uWXmK)sbCH4tz5QCfh$_T#iR4qdCH
z|JDwlx3mV`OwkY~_V)zY`_;w@+oouCbQ*=-;<KcE8*jw74W)=tY|yf5xa@7l*jI2K
zH@1LxapZxLs`&Ig#NWKcRY!AVY`B$Sb7va3?K&TR2iUZGb!|yDty^ysv_J^mrG}G4
zv^K8kuCsIsVLmPCfa)?_DPo;DHg)|mH<{Y_l+dy5uUM@sh%~&Tu1oK9>Nj)kaOlFC
z#oLBn+RtSQ8)Z){E1ID}<9coB8fk54FYAy6Jty>PAA$Eiw`aT?wSeX&G2C)v%zar2
zK*(`gS8x`HVS%x0aIl6z5l7QVg497_XCTk~gLmUj<uK2R@y+GZjq{3yiY<5TKGlZP
znqhPW3pMjayS?1$iaHDK#8+4QZ+)n+@#WF=*NnyEmts$QOXpCzhBNq=SNZbA+w5&p
z-lkQ5N$F~+siJblG7D=k1O@0Md-T{0-h#n<8HN|tomxgAVSE5q5Z^I#eKOYxxiQc+
zss)6aO<bL_26<FygICh)_@W+$H@BGnR}AVl3#_73@8x6<p7cE8FFDZ*ec8$S(iWtT
zy!u82ysE`Q;UbwPz_jZt9c1;09`%?PoBJxEes+LFJ~z4tU`Yme)|Uvqw|o$=w*R`5
z;N+cxhnxNcJvO(ATW!gBEMQ$Qh9<zbINZtQ@u7)@0LkbNSY|hFneP1F%z~xoIsw5L
z`sV9kU@3L7+}l`Oa_lq$_?N|*aKqT`{pY^h%Zb}cNFb-L%2-`*>eDHzemzL((=q%(
zc>VokfqNvsxeWbt;K<jBFUanV?)UjEQiwi`S^u5)yWHCy-rjDXjo&xg8?4v+pSh!B
zJiTwo;{LpUfj>Zg2)IArX~xRpWUg?$M|y&+K~y<E54UtbUk_zp+<W2uRjM37WjA{(
zZ=v*oqML&U+Z(@qa2NE7N<UTOa>ntBb*|Xb_uoN}Phb+^T@A)Li2|*GI}q;}6jtGg
z1Zm#`lZzq7dHDIne(*h-gmnGi3m<EPap0CZ>Knusl6)kYkYTvbJV*zslv_j0i{cdB
zUw4oz;HOp!TysQcV$(jN#(pcFckL7jz#4somt-+I`>`r6pkT+=U;L`zGf`7*Mfd`w
zTnGQes)55#(*a*5Dzz{%5YEOxr<?|xmIxbt`|g*KUj^6&m;H~i9R|nI-l=U&51$1C
zU3WAV!)q=@ii*Rvq7PzCt1JHb<cA#u^D7k?8;zI}6{s6qy3jw@EGlIV+>=Sl1ujIM
zziwav$hn)1wp4cYUB-~Z%ZO6ujgggO$;jGv^<r^!0e+v!NY%&1yh_ZNv+3_*;<KzD
zKO21b`e9YfQ6cR+#7sE}lh5d&3C|mYJvl?T?$UH`NnG(ta%nh&3>jhKFdmO)`@A6Q
z<CQ2M0^^tQODbc?ZoN*JA>ntnTMz{y)kXSwHN}jXa^%oIOfKe!`c4p|ya_v28Y5yt
z`<PA(PB;&XA>P6KoN??)DIWp4YbJe(usS+rIn15MuJxNGLQhpVK7Wq1mO@pkf4u{{
z`7}K|ni8>*iFisT<t8~SA5h6-Y2(Vo+R9S&8upt_i^K1$4T+UML?J~`BJkf<LK@=t
z?p98yUAf+=uz-izGv*km%z$~CEcg)5cOxMuDXPfg!e3En&Uv;Ce``>TaJvKBHs^;Z
z0xo62o!BN;aEAd&yK2o?;*)ztHJ>rc8;ZGY9Ba4eestm4e5`%G*Owiu0B>&UY<CQN
zV*%(9)?q&F8+(G~q@(`2Vb$f6*bmZIeH5x`Zhc93K8f>b#HYl%-hOO|@72l%`dS4l
zGk2m(9EKtv@e#%siq*h&RhgP&7Y52J^7Ic~Fl{-2t;W;pu`k6Jb!>sPUMqLp`y8Rj
zN$L=?#}?dLuH;pyg)uCi;p*Fh!lhmgibu}cjbu`}u(zNG&Y`H1vYgnoHs{a72&qq4
zDoIeg>od<{&7payZ()A}v!~rF$nPalZKC10zVtciCv)uuZj>Mi*f(TJ$U~I3oA||)
zw|mm>Brs@s*4ryBs(q5K8|33W;*;Yf5hdmWc6`UEOm7g@8-fXJEL0$dhHyfY)(9Gm
zK!gIZ?9{O8CnW)dvXGfiW#T$w9WzJ+dGX>Qw4gak%&b1fNpKJ9{iXZBlxW1tK$_2A
z+k>AFztwMY_x$Gne8S9RNp5Wh3p+@a!IB<4oeeF|^&UYd_`aaRc-rStJ|Jzyf}O9%
zeJY0hFh6jtFvqG~UyGTu^~$P{Or-xc*UviAkAr|0#&T0w&dSLmL@9e2@al6qZF#i`
zynqcHTwJ%x>4#mzheqZdywD#qoUD_Wo7^mdydd(xY#XF?qj@E-QHJRb<Sxc+m&k>s
zBifijq-$*uv%v7>9I<6}U6ZtOGhu~N9CXpfk>KXLfXnM*YFpd5n<T|ED!X4C#+O<u
zd7N2TK3Fk}is8YI@phv=YZ}dTNEh*902NARie|ZXn;=p3+2(>S-#!;!x_1>`J&zje
z91r$aaY=}~U$~4J+u{fP+TZTNQF$a`n-9i9axcIga5)9PYed2M2>ZSBiBBZ4(cJ79
z&@HqvA)kwFY9XJwx1RN@$%c4bkOd+>oA*R1sI9@S-o^3i;a=L+!rBM4nr~jgmlEX-
z<VHzdr0Vu_7HPJRa=1`7)9lAg&ws_`)oN!kw}PK=$i`0`6*(?l2P&nqX%oEakRRMS
zK3R*dy)4-o`O;>VIomK%aiI-W{48l}tHA9;d`5X4-D-h0eaKrvD2Ha$Ew|3K+WpWz
zratg(_6DfgVw<4tf{aD?j_8}QqOaVk%tQbuGj)^z7VtzO<S(CeBRB2<593Jc^DsLD
zHhyn(+TAdA*Hpc;A3Obyr&P8E@8FDHxH>?CO4ADO0%%x}et<)poX325B2j)WLCOXM
zvxy99AND4eSbE++?V`Y%)FZBF)4q1KdnD_sH=5dv9%P*W;Ku`#Hdv<w#9Kj*U^lx=
zfX5Su=lUQZ)P3^crS|(Rd*8OfcY@%OyJWy5Lhy7s`KJxk`}*b;&4^OL`j`{(CHcFz
zBoMjK_bCX_d}^S9rd3;Q9S%~hT4oF$j9Q?jT%kzod%y<lg;@XIRrgt6PQeyE#Zk3x
z(!doL9s3014Oya=g_8q0$Zzg8m+nnR9DGh^YRG-Gzg;rBF%JeP&}A;*2F>b96m#vG
zYyDFpz3VOa^v7E&2g#zDQSG~TrQ#8zw9E;K?|XYbU-1)F#}75RAD(hE=aBK20iz=_
z00gN|RB+F}lti(3a0q_IMN|Us_Ui?B13+(;@OqFp`)GPVJ_gZs<2o0CL6R$>z+jmd
zj0i;0{!<Z%E^vA>Y4q1dQt9>Le(~)38O}q8!4m*n2xMA*HW*~qecTA-T7LEzWL5w?
z2ozcYcL<dK>_Z_9o{L7w4amWzrski6L~Xs}BGFuD1^Flpk>Q35g*r9&!=$yQ$}_ni
zL;*`0hBB+l#irLLgplg5r;ryV45hNx#bmIS8Z3z4Z&82u9k<V*mSz~T0{Gre-%p{&
zhQ*vs3}H5J7eqZNH$V(+Dh%aQLq4hB2UHLr3T+ZGh{Y0ZKOKSDeETs1f&HDAipj1`
zAm?;M55ULd=nnekCm4pqGHj2U&KYWq<z;r{DhI>h%I<VXM^{);%b`$hYgq(Fy-k<I
zg)*TpATa3##K||CUI~>TRfm_ajCil9Ltiv;$)?(}vryYn^c?FvqH^upO!3a-2-7n|
z`dV#+puEu}wsBcGdXxnQzv@Mz<Fv9o)$A6jEnxrT5K8K^j#MjC4T2j7wNtellD)i2
zF-@D}D6Nz0!TB><-wBnJoB{UbgSg-8laufR?6M1okb&`(Z;pWa1|rJ|cbV$sYRO0v
zwT#w+5O62jH-2%MW=nYt!51;m>IBi-I6A>##1@5+cpwcx6WzIs_|T)UK6cp~!ETvW
zdS&PMQwVZC*~}7i?RtuC=tvB}%QD8FNJP`$<pfP3usG^z=AA+;p4tC8tVZJAv1-y^
z7TQ!Y(Bi<XjCGUCI>Aoa3FBrbCX9>4gST6eVg!+vrW#ASRp%pWpO}qpvk##FLdfMX
z9js3ocbA2tY`^D3FDrl>LE*l~af=~JIrnEbSWRf^_!S^lshqLD2mypKyfWr!HeAp)
zE$&YoshUL4mk=^t1cfm~E<K-$9U{ceL3Zu3ZsH!oT}5KN_#NsNPef^Us$QUdVzC_{
zZ=omQUXTKIrOgKQPZ;>&QLwd^V2qh@mhlk%?501c5M=D^c>YDy?I;HYo?B3v=zi8(
z+3Q5!A{m=Ok<g&Ij*#4RvHe{@ScNE_$*Gw6drMO+F^1f)3m}<mP1^zy9u_XEDh_sC
zPI2Df2f#J_*c}J{Q;k8=zk=UBf&!q+rIW*~PXbs+f67g75gM&*p;*wTSx5FalQe)B
zawbPVu`I9|d|3#a!2Y7OkNxl58j`<7fq@=cHM8<ZJ@8O5d||`^EJ3m@LXV(>8fTX_
z;YMgzS-seSGw0x<lO3N*R~XUcHOO9$pqThw)G$e#v!M<I{XdjYfX#k5<veNu&I*wZ
zVb3{)khvVHlf}JawSwcDbhk>7n`Vi+4sFwb7@;YX4NBL1ZPE%g`Zlo16iJ_HJh6_0
z)nHXA@gNjf#N+uDjT?Bu4$lKgaGyS3!&X-rv|U;OhmJSbPRA6%E8acRUdI%`ya|E6
zS+!b%ys|A!4mt+rlD(M}mH7(o67HK#jY4e`@W*s`#`GF(C!Bf2>LkH@lns_S>!^M>
z)?b~|CT)Xd_wh+oP?9ymD>I`QAxzidb|AXnB8JL10W49<^f-n3f&*0-fZ8y#{nd4?
zKDG;<Pv?MlMU{r1fu<&t=ElKh><e?ED19emWmJzN0OtXB?d7+7B}5H^-G-sFQ+S8U
zUsa<+c!JW_m87=B2X5BDVs1EvYcawJU>A(T7Xuo(xR$o}rj|O;s0GVsSo&I=#Q;JC
zs%$_()ql^dwqWl_vu@KMtvQ(5INFFjQx$*VeU6tBSz>2tvQ6!QU%*a@Cxs;>y`4Hw
z1x4@H$b`@RHXC!T6?mV$8(CV_i_c7mF0NE1FfXhTWrcZH5qFvIkWqD^*r(Q#!MFSR
z<{^*hC-aXVy<~6yriOqMkh_o8tWBP6g-=nESC^)k(a#O$M)LPItBt4Pbb}uo5bRDY
zUKecf(_Jf^d^>zFN<bp5tlUU-hidE&-5YL|=+b_rs8JH*rjhT<1Td+Hr@@YEt^H2;
z_LqiV2JU0;`$mBt*`b?da{bc{GX{`TC65Hh{zz=vBkJBetm#B?Qq=QSq{fwwZJxGf
zfNYec$7Ew-l-y(RvHQ8y_qOQGpQ5!H;1<y*BYoJ(h?Rf(<K$1JCbCE2`YR*ZI*!B@
zjMLfg3$~tx6ZW0;FXJ9KnbmSy3>{K+kE*4lg&5}W1@{(lZmU(*hAT>eUh|pwDspJT
z`O(t1@U9W?A^$OLjyfxO4ovJUikwtbJ3eY;3UE_O_8Gn+n>ecq`Qw24M<ZCb8q0<W
z{(?)v%UTDc?&+xfc4w#u*c;OPdJhyrQ7!0J@Vb@^8~(4_x$rIi_j^(w3!3PapzE~*
zaI846GCwU<7FbRTdXai~x0P+E6cx4LZ~Ax=B{iDB<+i;>)xCVfC=Gbix!z5~{0Zu%
z(_50y+9a!`(^jYZ;Q**ZZt_(HNpaf&J!JiXIQhC%t{D0X(JM7Fq1|GVJqdF=5xX7x
zc#C0m!-OgmZ4{`M-#cEK<SQVyWo3Q|Wb>p|Z$cY28ShewBJS3g-Ck2?GcNwdUbb9q
z5RGF6cp}`i9=6|`lW0P1c|`H^dx#ObA-1d^xe5JB?VZXwZ35)NLngpxMBBmYAO&9u
z<*u%Xa)ysp3F%6B=cL{Hau*m1pe1R}xwc8&o2wahX(VoQrKoDMUyYgP5ORrJ9)eho
z9Sn&oJo#dWOdL3;qS_mY=;}d%l3rPJ4l;5b{wc%h_&!Z5OGa?wy&j38YX9zepIIq;
zQ!H<YE|ha|Hv*Rsupzt$#|EL-rV&erTGb~q`fe-!tWy%CA?H8N$;uJ`h4@vGu7bn5
zFkMiH_M8qghaI?qzL5?y8<LD*Y$VCVvRHX!4H+E>_l92oDKwROa1-~KSc|GNA=@A*
z#V2{imSC0p&kE;YCQYNv%VfHS5gXY!1pf1d(J|w1Oh#>s)6N%HG-n<!Cvq`Ir^g^B
z&}PR!x+k8@5X9Y7?s=5_RyL!zHOh$hYp+r;qX)DVHcv?3hi-+~3s?91x2-v-IBf~>
zSA4osqBWs=HQPvNNZF=whBcP`L^oYs7~ph3;8a#mA^&u5*rF4{zHA@?gPq;N{|4ln
zPve?hP4bC&Y5aAtVR9@ql`a2OLZ?hFQF%E>SSDppDqItCs4TCNnVn&PXB}Tul%%!d
zBgtw#PV<grm>^|e=E6B8XB6@h_^lA~l64E`kX<RnMfATm_HxoX%LI>E7sD=-v+Ae5
zBk<NAOnbZ>*cBgj|BkiINLu5L@!Gx8PrX|YJr&Khis?ajzFtw!)cX=9rfTrPIjmNB
zB|RsVSKXozyrA>hTzuP*?-tq7?VDP@s#|PYEj5e14sNt!tHZ-gzU;ci!T3wF->jg>
z^s#MMm+?m4PS+BIK@B*Co;XEe>)<5MUauo<hITbstvqgn6M0<ryHIXwFQpi7EbqZl
zoLd6Ujv*cbYC|2Kq=*^(?NENp7jui5UmSo#gnTy)I#zI?s+ugqy|HFK;Ryj|9^Wn<
zaB)$Vv;Rb|YYqlA=~m1F<=Nl?IVReQn`F!@1&kPKtGKK7Wg{jn(O_8#wPXGf1**u4
z$aYAmL*yD;6Wfa_#VR^MppcW8B3Uf#-4r_Q8p_rjy_aUNc$#G?zeOGN!y!)yH%x@G
zpWCm#(CPdPd+J*H0_GkE8m;NdiX?pBV0WSIJmvu~>fv&RJR~*6mA#$kO#P2+zbq+b
za0AXF&l(+qH_nx?{vxEWv?D<(cNT+g`o-y+$W0!xH2er}F)F!2QDtK9UN;3a45mSx
zyhP^o9aR#WW=NU{dGTmmO?Wf`F?Y_8>EK7QxpdS;3_>XgnYSh<%}5L_{6j29Jkw<0
zRUDA&XZwsq!etY{`bjLDh1qdsMHF}rY7yr^x-<R?oRLRkbnU5zDj$G_%n62yO%Gyi
zSM97`vdL-CICQ59Sw~D|AE$x;#$3{Zs5W*9!FrJ&kisR3d8k@CiiZ5641O46x1=vT
zKo4@VIh;*ARx1HzeedLy=zvw_m>B1_V)cjglmL*oj=x35KTj_|lf0??cQu3IGO7r`
z$P5=2%^Je?W~xjijL635@4kC`)xc1~pS-mCKKy<>N`t;oYZBva(oOzB-^B(3hD)f%
z8p-v#0)C10IX-p<gS<a^DfNB*Kf9u{_@q~9@GZnwzmGz4y_`LqD^p^yPgW)0zwc*e
z6dD`n1?6VafDgwPv767p2G67yj@NC_ZZZqH0S89m1!<WLsfZ$3<R&!#SJLZ48y~4y
zr;e^Vh)@2-TrQ}ey!7TViJ3qQd8{9o#1{yODeC+%_RE#N2|&r^oRsFi{F~iSK;GXY
zY*C3XHkmJE*GTJ+i7#l(|0E<nNsh=RK1n%5e~+|>CH*eI5??e*X(Tt=0Pv(XoT5mZ
zy_QK<3YzP^{z{hJexjghcqI@k>b-oA2bS^3^hVH;jo{hcugyO3R9`0qATj`l_a<=V
z9NlC;Ch92|$$Wp02h|k_N<_9*%)9)ZK-ih~ha<a_5^j<S{gH+EG7|S5xL*eL%|+Zb
zjU9k*1mPV}U+)Iy9czGy)Ji4(dI0v_7|sO#p7A9mxnsJB*>1tK#3pID3G3G-xvTOj
zu*LL^Vne|c%L+gfKr0b_|D9k~G9snIpMx4#N-ANPR{3Xx_Xoqz9Ng}>*?miN(v_=o
z&vlYHq4_N#rV<U2nNH3D-IkrK!!2VJay(fyPVP#gB#8KrReSx%mOY?-{=BaElIcsX
zb|*7ChJ;x^m<<!e6g_-vu3r5|6AOk<K|ec#SI8a#Qd8D2I>LwO)%pp8(wS9<RXyyo
zT-AnTmOAm%+-C;K6VWoH10AV~4G$<Q)IVclm4nBP5DG!PrcS(^-&sDOEBI9v?`qp<
z^$lTYpuu#Elz|dgVbkpF%wa@<|CB36#>tT-${_zf@YouzsA3j6j+-}*Tj9ui7E846
z$m%yD84GVpcJe67kuF<EnO!pT(X1>kTv|GHY>D>1MGkgevBe6GZwhI3R60w^<BpTy
zJ!nz!C_(H}MY<PaZ%g#8srVd4JiX{3QKT-dJ4;oo&a`lqtwg!}N8i@o_>aDQ<(}#}
z210@@OFGtNo&wFgO{ea5DJ%qHFq7;E2+QEByn`dQqu(eS2xV5%Vi68hr>J~ZiLYdz
z3Z=f-zoy^zdH5qh7Gl)`S6%vEmyNfD@`6P=H+sADS1<I~LTMiuYB0L4p^;Ac3FARb
zZMs?CBf=;^pTB1`j0B&M>~W1oFus>OyyjIEAN=Uw8><VjZjtHWPfg!#`OVF7-Z$?8
z7^(w7^i$s5K3{*I-{$uh-5t)$LxaQ1LmZtSh~VCw@4yeoUD&^=PrXFQW`1^Qo*xq8
zg!{tSr!+sm_tP}K<5K`WU<m6JCQV@o>|J=)KWlLsR?u<Q{gl^YMF__6n2ln%IYBI`
zz1W}L@#Ds+G~y(~_Lwt*Aut$wn7xkyUn<_$^z)Pn%+i#yWsi^eCYjD8<ID&BXtex~
z)ErKce2YqsU5CI^X3)J};-U}aQ0oe6>aJq|l7Yx#dL>n;g9CfQ<Gh9AC$gFp+0}%?
z7#Tpb5#UmAklzztglH?=iQGBSjfWK4vbgBMwuCj?vQ>WZA<_Zl<7l1WIF#4sC68zh
zO64@DC~^6nDU_GPA%l6o;Q`K=*KNRhAH2<1DXLsj55#HfY1|w(QeW)o$$!idYh7gE
zWxJc7f}E)v2arS@b>(r10Q;yq{F@eB2BYvhJZRNC31rg&365j#U(tIA<qZplK^}rZ
z10@sI<>j~h5E}F?HG`Lokq97a2GRSkpM-?i`{PIWG+2;x7L3r4y>q>NvlRr!s+6!o
zpz)53t8u)_(gNBI&+KPq$qq8<g2H`<(?aA3nT0o&!}PiMt~a?y`gy?5+3)^{*<#Fb
zAMe{i)3J6_c9w+trjv+{@2T?yBt%2}eywnTB<Y9?3<xixrBuP9c^I&i?npNGnW>Rk
zG%@4VVdy{eox}`WEN<=OvI{4ojT1atgU^jehHrT{tb@~<RIV&-q1gDAzbBWb@jG@=
zKHL(p*iTTOojQ`e5JAh_%mG&a@HGv^kk0UKj%k332_()7PRVW~oJ~T?6GzR*H}U@s
z<OCSrL==|6Ta5G#h%H=^h*S%Uv5b0B?X_buu#Axwrm(^JsJ)m>q?5_}_cHOi?pdgt
zyi5?oT`Rp8fJ&`vber%Yy0XKdq^V5Z8f)5Cn0MjKXoCh<n@<=*=wPLZI*f{#AdHex
zPFQ9Xxs-N0&uV?$5*j~>+<G<#FBHzBoUuGUT!e2<NF{Ab`XV-IYEm;Q2i2G8q`Hmp
zAY>IBT`7Pub_}W^+|`*#At#2bWHdp#dlxGb&yvH{XGUfgbg^fimj8}FQBdNUfi%=@
z`isTIbMKB@$_<Z<u@97XmObDY#=8+uoD810S$1{xNhGS+Fa8Fk(;5gmw7cVr--6Xn
zGoJptc|U1Dx4%HisOJb3h=AOdi^zb7&|O!o)9Y*OoN+dNUao!bc3wX5(84|ZF1D)R
zA^3XFhB<#&0l>(%`!&9mKVf-`<<MdbFkR}$=ewX!Q|2?-IH{Ek9pP;bW?$Lp0(?hA
zjr1)I86W#5EGXw;POmtjG5eUj>pR~T$Kd9Vc0eCNO#okFC|xQ@G?R&vtnw+QYKZ?a
zb0Y-*eB2gC<6simR4nurD_|P3!npTs2o2PmB^neO$Y%J7eX9`;4qD+4<&6VHR(xRP
zxV!iA0|47$9{qoa?)@)W>o@Pkz{JM<e=~`g{~v<v|39L8EdQYm{Vyx%e}QafCjUcY
zb2PDa{x9m@f2Z(dOpGlI1nu1MwSEWD<FjzE&@$n(Gc(X~{15d=$j;XJcZd`Ie?{p2
zKZx%AH$3f^Ui3fFJ(m9i%$?;wam)X{mjBo2p3X1&Xxw4@k?I1>mU0(PpB@S*6aYYX
z9Je1zAgZ?379h}s|6#E27MwB3BT+>}m285GX;I&vK}7}?1LHP4I{a(%E^KNS)QpY*
zG=Y{ibgC`C_)bFS``h8YZt4g6V({nRzqz#Co{6cvpV#-9yeTsdgYC3jx1XRcvmL%U
z4g!~atnTmu?YF`h=d|cSETx+V)#740PGOp6DYQ<iMIFvF^6U&eQjzXtKa^oKUv7Yl
zq<IAt{T{TPa~a@izK6m2hs!x*c->C4g}XteT)KG-vgYSz!Kz?smylfZLTg<EUyyC$
z5S5R68EEr6LUK0<R&cZJ5lyo0GA^I^LG&MJ1UbKxBJhds@Nj)$>8E7zc~DP*{AVz~
z_tNTmN8h&YJHO}cpNA!WyS4;}QMD5~B>7xlj6!5a;>+dZvOd_p&o9zGiNK$-x&1gk
z@rvcRUF4tL`M&X=(%T0iNt#C%xm~*_o?|QLJm@E$A63}cpY*=F8NByLvTptXp0@K$
z@2TDW*C1kX=YBSsycSD4Y(3+>0A9aU?_GI6_J84N34MJsQaJ_AP~x_Cn{w{+;b22-
z#^FzKejn$rLw(;*oGw8qksb<=XwL}4Bp7iLVpU8ID2QsmKRq$OB}D+S3g{J-{gM&L
zf^5SQ5&12Q=eP%<I2p1ZHXmx>JdLG*ALehkWQoe57^&DwcFV^BUx2>jExJnmm&f}+
zOz&^3-$aj&25s``0PA)2$6WMNU_V%>(YKV!(0krA#y6DmfKQg%t7P<VX5RuDxZ#)0
z*#5Ql12*IMDNuQ@@aDqK-WfX1guDqU12`6R*SL*P7I!~yZG-gHQ9S$44}Q+~uTQsh
zLwG;Juj5lT@(&NUX?+NGcXPe>KZF(U&K^HhJ+alK8B_e)l3UMfQ4I>k=2LjzpAUIy
zeA9JA-`<nyoFJgwi5y#dzqR!b8WLvA<_JpViW6qc4}<a(ERK5E5-*gYFc~PPl%eMt
zgXg{x*bJnHQivQ@VnBh0j7%t~K4KW<(Zyf#E={V}GE9v3w|V(fJ}R4%up)dx{obnI
zdXxR$c@wXq!QeEbVkp-NxY{}=#_W5)bsU(cA@?dmdpY8)+R?;@8${3nk4GVzj@GO0
zXlEg<8FekAS0H(&+Atngq|t2}Hsg}u*La`QgS2Z!LiiZtmlJw|hzlAbANc9y%>`vB
zrOh*e>C%|vR$TsOS;nU8F{sYxD1zL8*~@y7j9Wq1to^ll8N8K77?L6e8qX+%!U!uy
zy9X?U<b*{onwK<$?CJoTLOoB+x;hapNs&`j1QQDk+cm)+)1USgc)FS>Jj@nITaYoM
zAzyDxdYmQw#0850!2A^WO5)+FyJ3GKjN&@ueFzJROVcuhDbH;&UKImi{UDgu!MbC=
zrTR<@*~kc=5||0@!Fe5<KXifxF%8xYv0D&HD3(`alb|o96vWYJu+%cUbA2<-Wd``U
zlSwDR&AL-})nr@I9#jN0Y7ceg8|}-n*k5{3>*0d|<i-$%IV16Ens>#-Aq5@;yAhy=
z5rBVB>o^%)2DYFTT2qdIsjcyv;w_^1X5cD%jHwNaJd)&ex~G7Y5Ujyg*xxB3hU{(s
zk`%#<Ad-eGt={Q7nrW9-Sw27RRes_ujXn8;A_$ZBx4`?yKg^rf+nJ|dXva8<pdXDM
z$J!@85RIIP-(HBVf>u)+@z|)aZ#0TXZgR(qo+mk<To6<iljlH)W|MgkX7#gSj|XB+
zv2IQxl!$_>?onM%hU;NY`pMPgZ;{VOXH}^);%XI!edKqIC$eA6!2@Ld5pf7|@@^r*
z;|8{|<FEh0<eQd%q*JPd5I7L%g-m4>$M@l{{@1_x$hzhN@~+V~LXy4HT7oGN7^g@(
z5cMcltEWPH^bJcX1F_fY&05Q(C{!M4gK{9G?JK`JWEo}tSr-?0QUry2S6xj=@v})c
zs~M#je@6g*7awAfEjA(^tG7Yd=$Oe&#W_Tpi8wPU=iPKhO8o96tNNUrN6}j~0!9p2
zTB3I-#7e?nnT1^l_3<@u=<*N5LVNx&7WeY$ZFm_+7+*f<>;{wrfXB`P9?h$y`i?jO
zRJxnKKKs;(oB0F(4counyYFR!%q^{g>V^G=RDEL~K*duZ@Xl3xCpGeYk!4rir3THc
z+*0C>Ap?_$qAM438&6k82T<<#LLVEeD~4jxVe}*gt>N}bR-I5z@U0#RDsF=1cy*aS
zB9Eu6&!3cp;&@uuR3JbBcyWdL;esG}su|2ya;tipZt{#0`^q~0t%GG^pTKmRyTWjZ
zqc#bNF0}y9^5aWJ$Su-G7G+LH;#4%viUVgZlu!D4RCL<a>tt24oV9qLnh97a+1f!a
z5xyayVJ%GPn-)q0e&6vktu>h3=-BJzMhQk)j9ACCnWS{db)5_`D_~#=$%9HLNm3R;
z#kE1jPu6LaTe48k@x^rkmg56NcBxypFp;bSc$k%15L`DZJ7=2F24Y|VlizC?zz03_
zhv3~TEDuBNWzWw?_AmL{%BM->_KUBrRZ{`2+JuNp*<-y<`71Ec%8&0ORzp>6ta)z3
z7^zix;)a7rL#sigLIimwd((C!7~ND=19_~s@U%r{daUbFeDwX_d>`XRSN}pIB2Nb*
zy9dAT(9`t<wn^GwXz`3CCH0xM`UC>N`1)#s6&eIt#e|GFM}*M*2PRpt=9LMmV%>Xr
z$pYyw0&vzH`Vg4@B_-t=?eJU)VG~C9G#g`i!he!`ran8pFFU<>SQV8Z;NafXpst;i
z<2q^GzQSc(D$}Q=KpB|waG|;tkH8UVW;*1d!gUJd%&VIQ#&`1sT(v@jQiVx>K0yzl
z-~~Hu&c;v2#}KJZ4*NC`TLcYfM&p8rPVhB5%SSSs;zs40At<VguC@ha6=ikT6479d
za>}W_3z^Z<*m0w^Pxv72+&G?`=A61DroXYLu_j2eA~<)LvO7E|bST24(+PD-{!LYN
zV8lZlCz^>;*Aj<~f!0Tr#J+?~vbKbc5~@ZrRRl*&x<HiPDu8W4n8=JGML``BxQNdc
zfbDC@x|p||hfr;eC}sO=T)9DP26#dF7uEISMU&#3iqzvIcp=nhxh+O{CB@_<EcOD<
zItN(mbUu?-NxRJ}CN{Md6&|Lhb~%2LN{gf^bd9B}Z3>=JtnJbC{_w3c>LD>u3`J$@
zsR(l^si_dM?XC9u!m1bbu@-_?5AEuZ5}*v4g8K;udS96nl5N-KyE%SlC9Vyi+yX5b
ztccx{AqEXBnwyj@pe-}AiF~v9u`!Ti@K$sUzOm3V1G;bJwsT-tR*DKJW8J-AoxNM#
zvVB&FR-~XPO_XOEam(MaQF5?5C}6}V&t(GCTZLmUrnb^D2leBpD3qEgq4RZ+dxTPA
zW}K6?YO+Gsq&@Y8<HqyaO@b7alJAL&_BGy*CaoQk&EazGw`(}{jB+rCa2!wn%Y>wi
zutG{|vF^6Or}kJM%(E7AM7*3n&F-HO2R{pcQG8^Auu^aqDIR((tiJD4Gu@MPTJ%JN
zn6CFu%Ec;N>?Q40!G{3kximD~cCXX((6#YD`FNLHU-!_ioDYN22aOK{5L=(i+4hcN
zU^i6zR^2S4muekiInAnkzmXlgC3lxB+(^q(PBeLVB}}y^pj&B^AMv6Gs)JEp_z#ZG
zu0~R&lw`l~6ZyGS5F%~q*`JfYfCb+LJX&bf+o*I5JzIVa1426vKvX`yn)xcwQPs-W
zZc#+_LxYhG3VDxG+LUUGORuSr<>~kW3nmTPm`EHT5@VXwcH-MoL!rkMvz|1n3@v4U
zU`t(L>~TD$YY;=V*J1j-Y-)}n9j})__jr2U?-3aH!cJ%h#MDE&%3uR>akfdL+z7L~
zgOASc4S?>J(Y}cDW(C-T1*+^{lkeh7V?@=0Z{ap1kH>JT`$DX#Lg%~;mJ>qf5@uIq
zyT-D}!Z3O_UzxozB+4*)%h)%q-edu=p?5L&x}bMC_da2EDfe&$PORS;_slSQRoY+C
zdzIi}L+xPfowg0$X8GCCdsTwn(0dWvI?0Wp!)`_ra8M3cZ{}3e<%yKs^(zSSE~gsS
zxz#Gt*esbLN`|pcyYy)bZICp9Q)IH@wU_(#Re@n>qN&MokXaZ<@NUM{)JfAi%pDcm
zxqi?)o&GgRKfRzmpqwpBgGhLcsM-IL4UtA8OASqJVz|fv1BQ%DxHth^x5j*~Q$<jP
zhiy^D)tKq5S;uxCXX=M+cW~+Iwj=P4Jb6%%Eh?JZ;Xc?)IjG^<BF$Vk1}KjZoi@2L
zYMhk^7tI-!7>d={O=c1PO6O5|({&cp^S|@*JE$+w6+&4OxPSuNI!fWKgA%R@vrCyO
zk*T$VQ{_YQoPcIe+IE(GHP4UB&m(jct3lb^dYN>Y7t?Uq?PSR~;Ic99_}d_amFG=e
zOtk>49P2379lKSFm`7S=9@Hzg`$wLb;6P`bCj`#l={+Vl+7Q|_Rt+US!I8(In5`=S
z*N7WcXf_3#oD&CI!OSi2X-&F~BERM)x4H^;h_{Vcylf+Imz@30&3!|GVz8wU@2DT|
zXDROkV=g{Cqg1XzIYp<<qTX;CS%!fUmTI`t4y8oXg$#dmF)+oXzrUt$D0i-(A?bx<
z+DHc^m-4hC36O%2F24$)V+K&hKtoj#N_~Io5nSD15C-8k#)SpauL5ag2++G;$5(^S
z&|YWwi#bePXL|LJ)X4B=a$VHjyB3pI+9YJ6XjVRx{*T<ffFz?D*j-3`NEL#x$ynl~
z`gIvV18)!~zH@rHb0w@idj3JscC>8wIja1DoBPC25uRb^*4Zth9GVc_<|(baeb@Nu
zl96-mat;-q8>ClZpmgKND3B%tL%p?$W=vY!smOa9e}+ytj|A<7sytEerq7V2uw&41
z<9Q{lvUZ;%<I)3_=HCh>?I=(1IZYcCg7PL1iSOY%ZSI%@@r*hE*Ep+YKxaGYQOBWQ
zbVKUSX5&`JzTe-><cy!NkYSR)!67t1boryQATTN$*P13)^WJsXN7)_3y04kGXmGC7
zp27a7M<R}xc&Z!{>ZEm$pHMq!Z=<uEciYeETd*|lP6b?1l4_RRbEZ`7>=vw>PRr4r
z`9wD3FbRrt_E<C__g<d5DTmUs@uap0ib2t345EMDQ&}{JJmX)brx$@YnR^JIAGIet
zgkekurb?4sD;xWB(Bw-YnRwbB4y)1l_zR*{M~6bHs#`8Vg*oBeatWeRP{?lG1E6BO
zKLD)yTDZAUX;HG!LSJHJetLjO0DCG(1XQem&Iwil01q7_G_tK%leiEASTPga52hVp
z@>7u&iL)omaF6P00hSkkg4oi;eP3#~4f+#b2NA$MnZQaHz%R9jz+kx3F)SX&ha@{I
zF$ftT?Ar($b8VSU3UlZi{CY9=Mnw#y83%kz9&4ujiP>bWX{Fd5KS>v&x>;9itIL+W
zj|Ln;E)GGbZ1lg;7}RAs0<&+pf=s(tWJ{OCdIXr4j2_Euz5v<$wiPb_V7+1~57i2w
zXYnXNN2ARO-@SWIY(V4XEH6f;FTE?3mvH2yyOVB$ws5kFPst|&zRpTWxe!a_Id<7y
zUKfOvd{%C-yYfdT30{;hhIVc;R1Y@VC)Ob{|GU7ax+=Yww_Jk6qRIl^(^>FJNLIwX
zmftln6O#bFX=s;)IQN*|6_R$|8+iEcOFBB_#{Y|)<C9^%5IdsHR4>-3bp#PHFj)`l
z8Rsx#7L8o*7P~+)rddLqqY3boOwn25*H?X5{Qb}6=`~#<FkWaM<L9$mvcw%b#(BUF
z;m;VzzH&V65th)-KZ$WRY>wgfiBF#AdQxyr50UT3A|&0Ze0xoy4V#-jHZPvo{bXeh
zk$rt%6BUh{dOOu9^Q!_G;Z*bmt(>Ei)T#k!s~zdl)q2wHpoC+4H3)!=but^H5)Lcb
zN^$BI`6xE)vD$Y`R)i5i%kNkg(Z-eqbzs6N25Or*xfvk3SFY47FRG*@)y8=lfpOW>
ze)vyuCvDwy=6Vvc37+JwrLIG_;}9s?*-0oq5t*{vg7)=5GEB7gR}S~BS^n0!dZk`a
zN+nr0YzD@#1CT8tFh4=+-(sTMwzI0MDy~_S3lo3|`QU|JMp%|}zNY2s*XY;b*w`(`
z<GBR#>$Bqsb+f2to|IV)Doe<{p#aSU4<6yPgV(ZKn>y9$c6KQ$UXdBy8udM1S*qHA
zPAw`_`?<wPtA4yflt)0=<w(A|<?J$)xp?yB$g1L-+n;($NRwC^>{iA|<DQn2ws<3+
zqjWe9+K{2RP`%pJtnp9F(bDivD|;)qef!pC#(RWZFSnBT0^*+Ci#K@-Y~JDgx#rYh
zIo&S}h`h4$GnN{X{iOXJD@}s^CQ!>Z3mRN$0Jd;*++>=oXZ=<ET@#HctN8s>*uJq-
z1iuxuw_e5v!9J%j1{T{d&roO!AzEW*&nSjhVRS_ZJlES%wH~u^@}zsRl?NTqb+?Ni
zi+i&3p40O6npe{HxFxTu{F^l|j4h|99m=b*vmS`=p{E_U)P$txoqI-LPrID<e+<C{
zhL#zz)Uiy!0mbfOd@uyPZV(1;=lFCaAh_Rn;m2_nYV^o?O7!D)+nKLz<v7OQHeFQ&
z-vc`v2G_qvaAGU|ACqqFrMmfMI{|mVk?%(gm$=H0+I6EmJL^$oUak&6+3e+8lQ+KJ
zd(E^q>w)zpc8j+<R@}}QGx0+Xv+RxNiZM~etD3PT^gH0r*H*Uc*n=q}83z0jd>yu=
z>#!FXH%RnM@>~|d(*W>m#LNfG;y1^G!L3Ig@xQougleBgreD7)2$>*4=57Qzf~|DL
z@>g=$IkUujhf`1Nb4O?_3WIUL_B2fU({51<&r!hvvs1-bk+F3nP#HNHCyHeC>GEtX
zK0N4CcUD}ZY>AKvfvb@WE;&WhA~yV^8Xqp)8LP|}KyEHDFv0P!4`BDf*+0Vuf~BK}
z#E<a1q63Ci2>h8^7ki@8pfn^#+|VXqKODJcGCyR!hY~PhcX=#=qsnlIdU#)d!mzg;
z`V)Unp6FPwcTmqdCR#)73XGMPI?MeJo<OyF{Z`v##F+b8ZkGF5V_gfSOR7OgIA?47
zmrjTof8y=<E&M$oKYSc)9Cn_DgyNP_(p^3LhbxWugi>Ml`iH$t^D!Y^ih1aL%%K_T
zq2yqt>;?ndBsF=jh5aTs5QD=kJpSf(bHE-@IqxEgrj6vGi1LYyz~vY;t8k}ThI*B#
zCq9ixHIU;ui|q$@fvvJS59tC+SC1(`yh01JZPhuzLUfn8>y(tUiq9+2Ww2eEB3@Oe
zRcE<e1~OqfXRpvhDZo7xk(pCH#BFE99{pduol}q|(YmI)Y}-{`w(Tz4wr$(&vTfV8
zx@_D0%l7m>*l{Li&%|7unftuS%!qt*t@V7*%VQ-1v;h9(1x<E8R^PZRiF$e2=bMiI
z7C6sUi{<u5^pp}bIC@qE*cFfOA~}3pxsSkXxySyc>ZF~MEtpn=J}Ao5|9I|ZJ*%LS
zrC(nOdfb+<vvig<)BRvndguh=(|2vi%CoNJP$P$w*0L{aNDL2^c_!J-YtpYqn=YKQ
z((#ou$Me!}`U1W0Sw+o2*DbjKS#v=YIwc%ngoKjs*8yN4$Q$$GT59)n^WlmkFL9_;
z&)+}b4Uw&16vSi#I0i*3rSu3DW6JWqW4U99NPZ@NXDEyPWU07`w8ua6bBm+V+?z(?
zo_e*n;`PF-1ijdCU>QQ8ThH#K%o9~XC5w09oI0yBa*r{lIix!?NZRC6$zW9+nUdJ*
zpHWz<miRlx1I%tQUw441aSE?ndQPvBESg`<9}-!0mh|(eW#p!iY%5>nZ@q-&oXy%t
zd$YOjy@jT8vU*LBI%DLRKsBSr&ZI-OyJZc#q)p$J!zwt2Rf8NK@rOJ=aeONUh@68i
z#7D=Bb2-T*$AG-LmoRS+Q44X5>uvqui*9q4DA*&T$NfyQS}oSRBnf=}9arq*X){X3
zAN<v1ljn7!?BGXBaPMM}hvBH4xrdLu4-jlttZq>Z9qwm+sr*S!_u3GqO7rV6;v@7h
z;AiI4t49ZYr`W*`<EXHdR0(A_Mmlkjp|-9+lhrXLQAS5Hy&k{Nw0E;%rX4VKL@F*$
zZ`NvZ1eZs~Yi5@oj4ff?qq535!R#v~RBaNz+(Q?aA(bB0@;cwc2yb?g-oyZH{n0zr
zD)%n%hc@!~D^AcvYxCo%1qv6z015lM#zN)Hj3W_o*5@84uRkfnyi_%H?*7E6_L!Tm
zfNXtJ<aQ1sl?wbbNeA9sS=Dto<|$1_IX0DBd|Yxt5ia9i<vW@_^Tz{shrz`2`;?+R
z;`rlYT<j((`Y6}!s_Lp0jRG?<8?!by&qkhxkW!@KIuTG6Fmsv=ccx0k9h+O{kprhd
zF8T*~&VJBGs*r82BV#IaA_dg#Vd4vAR!Swskn`8wQ$3mNieo(W0vZhB`<FtYSs`5z
z58E-jly`GL@BH7jEQ>$!3hFeeI!KBbEy8gdHxAXextC&?_cj%T8J7NMQHneGOoJ(H
z-$o>Lkc_vJi4rFabS%RB<woXxhfj#(45s>&Stlu9@+Q>ru~6AH=WBA?)nRh^xw|N9
zPEUjR^<hV>C;no=TVuM_c9tB}l>w#YfMIRBb!`%t;bI}i3O+tB8&4Y&1rM{mgCG8~
zB0S2)WQZMijLp1u#O{1Pxwi$qNFKvvw{p+(29#cJ0!mLCXkb>1kqSR2>@-KFE{ZS0
zP~iFW@ou-`nZ~NQzY<(VP)=7@Wtj?vEx~A}yaf-`d!U1Y)qS)4nz&K1gH|w|$%#hb
z&69}<H@XeoI@(hfUP(3*8=ka}ReRLfYU(tf=-^Hkd+<@G$(?GuTc753bKrwmi^-#P
zONkLd6I;0D##n6R0KNLb@SedM7?AmLjFKh?q*ulxtIqN^AlnhDh+TIyPubi1=FakA
zmATg|BUmTJ!MdY$df2z8B0k#l=O4;_T7NBKj_4Ks0WWyR6{y)FwHIcxxn1#Khvl0r
zn={EFx#WJ6fUwYqW^wmy2Azl(3lM{#LN2+VIqZn4dsl0yG&qo@yPdXVRfFAy%<gzs
zvd$}>(FeEL7p&8BJk6d)csF=!h_?P_F8M55u9NjO+J)#c3G`W?xYq}thF2v(>zFHn
z*|<4F55*`*I)Q7mUG$eHbqsl{yUiT9=&{|F$KE&qDW64Q5O~Ow3aOYFDW-}IF6rrz
zK-E$YnpynDn%COSFf|YhG?<duz4wgAuBe5{w*{3;)(b5A?>4u_KUKBJKcvq7e!$Ec
z`QVxQthDhW_wS*)*ad>;(n+VeZc!ToWVK1PV&`VM`N8b30@ehZ*Do6do1IGiugW^9
z!#T>YY?J+Uba31G^vQN>xSS~<S7*KA_6THD<^oL61)YY}&}JgSL;P(Wh_h0cmjr5F
zS)`tprV)jN)|tVI)l}wXSA?bZK3F=w6&{UKtqPJD9(=pA<J;)8QN-7<crf(a2N^bP
z7-_n~Q%wVmGGBlO`_{UdNATI6R1*UVXD41|`2EFVo5tbn-AXt8FCj1|7hul-bWrp}
zIwQjptOhd*%pEb@zdB%_d*FOw_m?Buy4yDeK@x1ZGp;OX!$M2DJkY!~O=fh%Vsh}}
z-9~4{y9?>~spcIXhU!GXc+z1m%xtUMZuWSv!GT$vSizOKIkry<r=Ij9IQ-aTp3KUg
zEZD5m*aA7ZbZiTWgh8=>{DDBnz;w(HT8QudR5@N%)6RP#6wKLj+2qXFM7b0qardJf
z277h-)(wgbs8Zx{&P*p=)T})$F=78*G&p+PX0d3E^y|w<odi2Wkfe<mL5VksYWXw3
zgdQux)#?ZSx;0$h#SiYx+ALzG8P_2N7N_`ro^~S$k-tN)vS>MD1k8X)F+_8b&~wTI
zcCWCP*B+AndKfnSkba%~P;F&g<;d-+^7BfLIC*=2udreP6@Gu~;yhA*;qh8E+)<JK
z{yIBm1+d6lU^9#e+C@ec2-GmB$YP<l(lzO<lfa4T`rScd`ARN}hxx6M{qRO#_?yFG
zO{c0~_J>HThf@nE#ROErA+Gpgv@F7*$@Jvo?0=6P^<iu;n?<#G0idz%hEc|GAlpnB
zsG~K>aguw0#)K?id6c>=vz-Rzbhq%ZPNC}HP|Y_|oM?G+{bJtRQpXhUPG{|(nse`2
z`>&BZj0ifa4yyQXX9b>xDOsU(_5`h+U6EhcJ?+}dZu7@?R2r@T+8Mxu_41^e5<;av
z`uk4v7^ls2PT)xgrx!=gJ)ba;*Gbb^$8BAWw=b#CQ)y^ZIs}3Zehr+36$>7Yu4lu?
z!s}9_%$geqWtMuktQyanFLDul(+Q(esX8(yr%MyXZ6V68cP>RV>E4J|cR_<MuhRw`
zJ<!r?z6Ui<h(pth%jNbKcS^TQ0tL=~z6zmtQ(#OCZs<;hfbTXHqKP~Ea~~BVK0INz
z0$z3ich+@R<U-c9+3)oWZ?m@8N+1o9Z~98mL)?M@@)pr1JTyYEtLz}JJWyjDQ}_og
z?kwb^kl$aph7K+Qkh140nl9}Dn$WrP3c#Y<4CxM<sT+Aq1>yn$E*Ym_zm`ya8M^PD
z_X;Hq^&B8_$(dX$as?Yl<&;Kht%iBw!-z^VX~zPZ@eZ-W#be^uWf8uFmRxV5@)4(o
z<GtF5;emw{Fis6OZMWnN%3BE6oYZ=NC@|klDLwjGhfTV}Oo`H_lAVm6KNFW?`SiX?
zih-Y|@1nUxEwZIcmF<#vX0cHHd1kS}JbCK(qm1j^Fzo!l>m`Hya@M0Q9`r<R;>U`(
z-t3YYJz>}zkdtLG|E{XPn>o!?qW_**wA82<x{j_jlsdcKcmk7%K}Oyq$0UuTuHmsQ
z)2TJC%+U$zgs!=hZVJVFd(3M@ALaybg^Ib$GEJm=(#RrH!7qtXGb*_&bNQ=quUIFQ
z-o;TH14$!!Cylkf#WAV}0bc>HDdWL2x+n=mkOR?DQTz!erE$Ss0mnktIyV^U8YJOE
z%UGow>$@t?c0#`FR?>i`D|blTs58~orJ6lDx=ldL#}+s$U!Jgv&Bs5-iRyvya^3WV
zFjfCk+WD#!Jnfi}<|O1PbM84Zn=B|o3F+|=u9~Jfgw1Us>x+w;yik}J0S3sn!7|Ps
z4JElF$sKr|;L$EboiSy}Qs(Xy?W&oc*5=a6E78MK;^>s@zSm+x=2%*hJhG4ye6mF-
zMxr(wErmzrlvhSaD7EJdJ;a0_>?h`D4zVMbUv;N84lk8Yn+aNqK|DqvXCyGKn5P+f
zUl*6odzlzdV`I5t3T;L&?-tjiXR=vRbFz`F$v2c+9>#7M(*||uLMMAxiK}+Hg8@xS
zHJ2dO#U)^rB2X*KFX^58MkVMlI#pX39P}x$j#53@s&p){8y%HN9OQUyWy*D@yvHA4
zF!UR$&+sk1!%8-pod-Z<cxu&`_`W4(A#7%ShX!5#X|Pn|wL$(eEEUsdTw${%ukdCB
zK_BlW=;bW7)+jBPYnPRxs$!lBpwjwDS6iA@i&auOF!Xurh-KtlN$+CPC$%P$b;0O2
zR6E0%nvJBAb3h(Q$sJIG!y+485t}8yT$KwZpxfiX<pCQ;$G=5}U%9S$G;^N)IxU)S
zV((mf=p_Ymk#-=Z(o%Bmh<*Q<LvX`6*GTBHIZ<8SxAzTHfWP|wzXC@8#-#iMyZH+k
zaj<hT|C3)~{3nj{-^LgH3zzr5Fn<3lG5Eg{i2p0m`2Rr-&dT!78~X25gZ~@n^Z%YN
zV*SVK_^)bk*8gfc{|_}d>%T)t|2JyzZuKeK15wzX3(5!J9K3{k7*sw~3TT?y!4_~&
zbpTO)A{e?%fHi{8r!Vf5xTLD9@ro>PKX!yr{KpIT%vR}F`+ZF;WyWSF>bney)vuDT
zccE{yZ#S{-FTd|~zqZED6+h^D43yCzo-{x`>5#tm+HG5(eAeEf+^tr@XFwvmY%i&G
zK@r-fZ=PPlWpcwd&IA%@e-TA@k8}A>9rJd~4(#;dWOtjj%m7??0<wtg$iyfN{ky9S
zaLp>uC>9fqpv*F&^bIT*ntY4}{}q&I-g}c&l$KQ>y9e&d)NghGaFWxQ@P*hBa9`dr
z;fnx#d#qp-0zAQu`nxYPB0F+&{!Kk<>T4O<O(&#S)jEgWuOE2zV}~(V7Mn_FxNh<B
zZA0%A*^Uq@h>w_k5LOj^4Cqi#$8(z9UvkJFT^E6Sn6$-rrrJZ+32wr`zRU84K+2t^
zSAz#5b~H_^yso)^4a*6-8*sGSz1m7;&#`U$PZL*0&l6X$U=hgvZiS(1poH(5LW4kl
zk;<JKh4hR>;_0u!J&4&?EuD5|l5o@KATpL5vL6cP&25MSF(Qigc0hw|R}ewe@N9A;
zrNKMOD+)U+UOX7X=lM0<2z)NY{F9jbIq>S&)CP2?Infka>b&>nnU+Zx0^`dT)6Q2(
z2$hEC8IEi<){XTEVrxKAB<+~$q80iD6s0`!0mXTQbpGTRs|4k`3x~8nBST;nruX3P
z^$-=uu|s^Bc*~7pO4x0ytI9&^XolIN=))0XSP8G3eFEn2M)#w=x3!Evg<q9D%lKxz
zd-l4Se^JBss;-;!I2w6QoYX4tVis?%Nw_{>XVsWKhi}7Mu<Gor5NDvIP$wfSKXIIh
zU#s!Kw^9=XUgZL!$HVeK!t5M-WM1PKoF9xR^3{(f0?;1n=tTA2j-IIq0_oy^?vNFc
zFhWzIcKAw#a_N|MRxTkt7=`|F-s3$FI}A4IiC*D$HqOd+X{98b{#oWOIZ#G^=Eov4
zO%_Fo<e@*6){r}or2-51RP@Z8UyCaradzcXhsOqw#|b!cp^#CKZPx+$ZK|J*+o|z0
z3kx+WW5i-yx@K{PQ#7sJ@4GpoywE{_3h+HV5!=?|lH2P)@)Q<h{jK#48{oVl>X$I6
zzIdHG3$MWf1fK|(0EJyg-UK$N<8`O@E%t5kK?qQUMb?>L@b4#d$?wXVP|)(7@4y0y
z;=vr6{tS55DgdsiZHDg`XZiEo6fKYYK$y1%In{Z3I~f?Q3(`)(?k|li3~^oPsFu3e
z6mZ^&J}E$E0khpF4NiP`*#}z_g~-f6lo5l8;SZ$?^(cG_#~=lIFTc())iJcr*q{?j
zO(j&$p*ElrODZ(I9;1h~k|dMEsULn6w`baB%G;R*LCFM%4c`u`b~7Fy6iw|wD^pzA
z_6DV9qqpd2beEE`TP_Vb=u`SRZNN3+UN4xwWSTthNnVaceGcUh7On5D%??IOP79df
z^mu6pLtcx#7rP{CY*|~;!&jyZse0q*MenVps#T*cX!Yl2T`FLwn=P<ZbEp(fGetCw
zk#QWZ991{Ie%pmD1t!0yxCl6sAeO8=X5xf3dkjh!T-ba)XMUc4?dX4B|G~^in!&m<
z{JJi7Ou<6zUR^ad2UVNDhvh4ej~r*-kDMB0@~*h)kp=4_n~C2^Fi=odErWnM->x4;
z04O|GQ+$?jU`t^A9kLhiNTf!Jl@r~06-vv3z}1OYf5UA1Zd-@P8e1DU>}tcFGs?<q
zvhT=Ww&=+*K3*;<-vg-h4;v`q>B;n2TXA8Wc~IC<fx5=tS?0GrnK($X>X~~9UJvUK
zboMnE0V<0)(r>_ctE48%m<=`+!LYTb7@X}%;nNF|H-FYt)@HIUY{mA=qb=OcXKRyr
zbBMn1HDo(X7%TIfQL0`1gdpYb5BL|U{h##jKd@jHR@Q%}_J1~g@bLV%rS`wd-hYwg
z|EK8vuQe9`eQ58$Md1I3=>5kt{hy-uKbdSE9zy#6h+ejTV95V_wD%v8{O?yX5;8F}
zvv5HFC54@w9Zd{upxv{gyP)(@Mb_DMReYYMXC5}i$kNlLO_7;^e!&k25KbW>4kE!b
z_6rAYhB<=%^;(RR7UXsQbPtGxrkaQYh5ak3Y3L}R0aUa#RPIKeV4JvUsD?~>%RNdX
zK5t!rf0x`VtEj2Dt=!`FmR4{<5(gVE24kY8xn3-WR2}WVL&8l5Z9Z8{q=2^2d>k-w
z@W&$RaX9T&Y1z$eebNWlG!hRDn@#mPmAsDa;Q2Sy5*E?s@*15#9Mnr?B4PW$-n~tS
z!d_I5z;pBhpKvzX={SZxWSwvYkAUueguTL)$cPNA$h%hIOxJF5J;sCpJPv9RD?(2S
z`v!)Y(Z6hF3VH`Tpp+Y6kTf;m;mfN1Lz|Gjb1>FN*``7{o_K<c19)TO#SYu=gE^(&
z2%+o-yW_Ykbg8bX2nuy+2)0yWs0gcd1M=hyW|5nMiTc7t)PSY`phXL%D)@&`p**ns
zvc_16K|K^@w=8C+xd#+URyXVvZ5x}xjnFiX1#4f?1VSNKBhBI57{1(hB>#XXj5_B9
zIX}(3cvPdW=w<0ZQJHnqGU|RzJ@8c4vxY)%ZwMch4HSeadQV9ab|lW<T`2lPTzJB-
z_^z{mIppd6yjOZ5_NbBFmTSeXVTRlGC|^){fd+1;t>Km{6hPN+4yXJg<BHhu_lE_j
z+eY2QA)MAAtN~>;9e|vYN>e~089DWnG90PC{|`)>SVK~)#*m?FU#Jbq2J%Q5?OHx(
z<a>&?zgfW#u8?WLnW*|0j*?bmg{H2HE=@m&TMu&yky29hAb#um5kqkwuk5oNBOhpm
zPea&hD%XcgE$u_(pZV6hyLc(AGw>No4hvI3p|Du?jl933c^XeUzUYr*%FNX_ANejX
z4903#waa<~c}`ubx2Z<)4<Ns|9FX;>r}t074I|cf)^{|{Ym_UiRHh}}@YKko)h?<Z
zr*E&c+O>+$&a0QTvKO{mjlzbU#$_gjZ40~;9r&1oGKpr`$LR>D)xE)kc*XK;nvQ~{
zpuwU*RUjdwW>2iar}JKOs^leziexy&gMRud10`P^&{8gJ5L_x_h+NPw2?47(t2z&0
z(p8B44qaX{p9i%KbcS*JJ+%L(nW+h0Ee6j$6V?zvbw#rbf&ON=I{ohVZU*Rjw?oL1
zamKgSZEa~cnd&e#9BfCRmGWM9*|&S%r>W|CpYHT~x#a$XB*B-78TJl>z%&}!Vo|6;
zHwmZzyS*9r1esG-Ut_?LEf@{N03f<NfCXv_CJL^5qcNFzxq9X35iLqeGm#0mYFEY(
z#mWF4JJmzZQLv5|9n-GfTjt#)`P%3>Qb&)TA32xptX<7$WvT8$MW<UD*;gxcy(nE^
z853TS6+oI87a)%+R#<7@UEQ=AF!7+O8A<C3q}koV%E;YW+goL4b-VjVv_bEC4}pKX
zdy3@_spaY}#;CA#fw4A_aVC(_El>I(f^93-8{QE_X=X`^9n+NIz71?1HmK|;S|!QK
z8`5*)XM)<P(dG5o0gg4^B_06BtolCcIUw{__HnC!XRl3|u3hDD$aMIq!j+8!gA1#4
zrb}ZhA6dnO*}K7ieN-wVn4tMpJxEIF)L*LomDB-@T9-eoIhdG~WtoW*=cRr}qv{w^
zQ`R>^uMBYnxX`_Ug4&;~JT~Tv3&9XCT2~XbIALqerKbQz7-z^wp?%w9SzU7EwqSU*
z*eOs%qz`>oP>}qR2DhjoXNsA<6~o)@=3?l1^(z&j4odG;(pHz*#%KkLX?oRe{&T|Z
zK%(YEvz~x?HT)hqm&8{Y#B0OsKx_p*`xAKnsF&*%Z2`*XOoY4%DFNx-N61D<2gMpi
z8?FU>1?3Rx*ukW<W5Eg)EtV&B(%{%pDjFu4><H|@_sqX*$J`lv1)HBZiqb36Bfz6L
zozZArgBT`0v_b(yGn}muFAt865Gs8NTs~SgSI}Na>}_&2%V>PsU-J;Nz&8qM#Jy-H
z-bt~qX(N1=ypW`tpNmLco0UkJ)z)!JFgOwK(~=uQ51?Hoh2oq;x~x?V0q2xMl^}xo
zHIJue2o~TN$d~_lGz%6<xs&?(X*W&s)%|ku{`@iAyVB@*_m=8flk<+Kd*Jy<GCg!h
zomRE}E<MuqYS-oVcG~U9e?;;vc-L+-8j=D36HAl_l`{S`93fOV5#rod*?5w$luBfZ
z>H2{YyfGuXq23S<$3YR1x_BJiAb*y`8eJW<!zc_9gDY4Gn7%2oeKh+0Dl^^keE8my
zoR#H-K4oE9a2^;JXrQP^X6+|7TxXt1ym&dOvZgg9NHkW%Dy0_U5_iQ%$}3o<S}S13
z?)R|?Z=((#%Yg=y4KeyLIsWGAW91x}?s`hLK1`z^JLW7PNIZb;a2=PFCXsZE`%sA~
zp7R%M!Ds}K;O<4H|DOmVlXPcN1QUgB#=KpB#cCD`7&KRbYHrP5@ov;&bgAlI<(l)6
zh5{bdTsCzDd4N9SZ(1TqH+)ilJl^$Tr%N6BxG{b>a$23jM?PH$bt2#{%wKl+!islt
z>-s^8$fh%mC&h9)xe#p#ZBjt{$RI>x*+_AiWJyN{czGG+63`yJ72Z@)>|t)f5|~Y?
zlwE6qv^H(Nz1&^tR2JH`9*C6iA-9yllyb-wMSlWA9}a^zZt!UND_e&3uV#YETy?9i
zu?wj=^qcPP9P0)Omt>n4_UD^%la(qqqFl9xY@3YrEB8nHwmRUJ#5$+a7eqiHntDiv
z!#tsp<20Y8=U|*td5`rRKF(4#f4Kyqe|0pQzLlwbu8kHNm24_5^gIiw(Ro;YC4I$S
z0X(Bvb{xbW4-njZg6BDcGGPzQ!Fk&>e}jIwmz_=&wG9-QrpKQ~f|Ag9e5PAss~dm9
z(hvd`fn-AXe$7VpNQV;MF#xJY@9<k!WZZ+SlhD%l@MJp|j*VYnN6>~;Q9y0yFotB;
zkcAc2H@#n~2PozDojI$2NJ*2Rf~zYoKT|RF^Y`$0h+HO&FuL)28_F0G#PEK2=Z??C
zP7ySc-_ou8ZPas-+CTieEfBG#^!w@IQt9;(M(=~0|Mwjj!lid|G$Hj`X}Kx)w3*lF
zq3485N*GO4F|CJS;zvL7Qfj&s>0MyUpIoJZJJGQbGjV+CKR;90#laKJRpO)TVfYva
z<Dg8rXbyiXC_z!7z5ND}9!x{(B8x(=gcX`1rdiRlV~TB^Mk)E-Smk!-1|>BV<lXt|
z|ETw2LOG*9CgdSmLphUWb!l@QHeS{G+iJLa(r5(ZmabvqM+Oq!?uJaSk=#9jgkHT~
zdT*2Np<jZxYUlwZJ!BTiL_xoKlFIMl&6Fz3y*Sp{6x{Nuq^XiV9CRR(8N+5#&VKlk
zbrPItgJEMe)I@W}%)$oquni<g%04=7a~Xlwz+|*3^g@YvTBZqgv_b_`umHqKttnKS
z@h7Q@!16ja%BcBJy~V>mbu9WgwZOL4cpMgsDlq!GswPAjUgk1f+g)@=8Qej^z0a3~
z%X#T7PY+SOs#-U<CHg@A+ESQ#y&o9m_C>!u)s^Ov8qX;Z23!igL{_$(taa$0zhesK
zPPr02r5VbPlFTy{RW|waOH`mRK@RQja49~VMw57!BB7^%thDZMuTsC3REMR={6!EG
zOP`=Z)Mp@N%OWu@Tz^UDY><O0wyTa#%{%Q0LQDd^S=ZBgRA^8X$ytkjihG^Qs1f)+
z@}>Ibl6usLz}Eo@)B7ueJctrJeF0g)qWx$l-PtkwEf{1e7$gvkzI5<LNY~Q-ma;||
z{39$)8(fVPzWKUF|F;{#rY_e_-?s2Y{uVEvF|m$ZRx2)ftBZ}#323^<E38J(_xPA?
z_oz3J=Ul}0k~Qw&#wcC0%xBc=ylX(a@qxzpgO7m9cKLqwIps5_+x!%`aOc=n(;LTZ
zw5*7#w5U>yAc%hsi~b99l!KDV744Z8vYVcLV#pQVRa@uaR0ozKz`g{i`_T``Qw@7E
zRS#68mqJpG%V4y;rL+#eRHY!XRlI=$CXahDJcQjuztLKzQnZ2sornRm!xgj}68b=M
zsqJd5n1G!}sd~Kn^}fc+J3gAHrPXoow7{zadu)Bf7Vl%UQztB6@>%dt(%Fmaf#6U8
zFWrUOfC7oCVn!s)d(l3i4&TZkta51bwf%BaBL)wqA1vnff+y!t-Mm0LO}X+c@nPBP
zx0F;1@g~r0i1q>)4J%3$j(*fcd46S{sRqGqneEAy)zP{iHvF?T0>=`>K}y)TeaTZ?
zk@zeAaORHC*i0;?51t9u=e^kR3iacwQ!?i(TnJ85GcUdy-`-X=hwe>Rl3Sk>#dX?=
z@iqY-!AZnm*6Q_LXCc@tDI=RILqd0reu6qqHsy2#9diwHkIjd|E2AYPHKT#*Wwz2j
z74-U+k|)inpy!KcCY5xi^oEQCO6ykB%0qVqW4d?L??9H)cZJRw^1N~FcE}%6vE}E=
zsPM;4@tG{FYC=e?$l<7>Poiz&xtNzo{35OOF_>#egN$mc*<0KvkbVi|zCD5D-nqV9
zik++J`%%-sk92bVWQis{A{}T^_vy~HK^axx^N6$=p_iS-D5U!}i<*k)S7AJpQchn~
zNAZN`VS#6-&>|VS^nX&KLWHE<ok5&j@$wYhcFcR2neOe6KT=;$Ms?b8yL`W;R;Y|6
z`>dXH9IXa+6lk4H`m!Z>?7$7`=`x!xVRlN~9tR(7c*0ld9O^y@B(puf>AGpRb(!k(
ze>mjGP2p_4cZ6n+z<24i)(-*^<bv@v`bYCtchjJ#LQ#{BGlWn#r@q;epd8&kLG@@D
zbFm9$nA+XAyzHFt)%gHkH=o)+y;gR3a?Nt?$v<U#`Oj(HQoJg=U_LWHf6*rtJ~%#+
z7fYg*D~E1~z1b#_Q#K~eywYd$@BN*v;Koc8WG#g48%HPM)_2|<#tfl7uB*st&|fOh
zz^0KwUv3!6a1#D|PKcHO>=oUpknPBZ9(@HWqXVB;T=~%jPfn?Eil}}0p>F{#SCY?U
z&(Je+Yy39F(Q+45?6lKcYan%<QqxB*mCD<DamAgZ@%}I}F=O**GSnd`0!kq3aqFPA
z*W-B0h%ggv*6iK?8s=7PeapIqx3kx|n}x<q@hJ*$G%qxNo`qpekAZ7~I(FpJ30(;-
z+t~)|2ts6ul(OYwn5|5{f^{C{GOq1V!=jdBm1dPy*(9pzG}RuTwV8$Q<3u*m9C{Xi
z<{|Y<$}z*ymz3Yao8-DaPz=Uxyfb>{=xWj`;)88}(pt*5K%>zxad@*%!L&OdJc#vS
z{6TU0`IQ$fr#^==r#mMRe;aV?h3-D>sorar80HQikJHyGEHAB6|97-U&LFTZ5~}2_
z|B5ERKE<RVNq@7F&dHZ-?12+>d1Yev+0ZUVtg&5+hfrkdmn>hB_Ywwoa_oJ#$irXB
zRWzIko=8zaS$Q~W`R@H;o<I!e-zh}Y805pVg-a?rY`B5NcK0Yc`9-ZROqoue-vSv0
zc|sVuYMth32^CH90l>?SUZx=&UV=jfnkt#&H*1oFAQB$Gz>htD#hHXH<WVLCGzdj1
z0DxjVbZbcN71%&tm!vBy3KvsKfu&Wne4UpnRFv%w-iCjl+n7wF#vY0~dLhMaHuO;H
zY+qU^;FihBpB3oLS@(Qj9l0fi`aK@E)CavE@$>BEtdME#kBo3moN#4#GpiDKSkGs%
z|K)Fx@J};a-AC#Ih}_!D4=WgnuO{!sYCFAByu7zw8sg{|$WBlZbamN1-lJ=aK30ek
ztL88JYM&QgSqi8>eL<AQd)r9Ro@u0qJ$MxzC`?c_nHm-AH!_)!yV06S`fQG$9AQy@
z6xKm)26GsCUGxAn7(laFf23#bxy&?_TDfrlV90BS(q4Jfyus->FFey5XOQ=@KP<CF
z=raw_&H}-`5Us@%*5wNO!4?5(J&nxFy2o4flu!nD63$kNw2=jlKZYLXr3`@W)af{L
z-Gj$)jlMni#bn*uhS6=9?Ht5;ChM+R!Az-<9hAV706I%@mNhJ9{44iDy9BhXAL(>(
z{UDHmu;N;9*H|h_L-Q}|Ao$Ue$!ba{(o{rd{bN69#J{8%P1II6x5?owDo<{g0d0c6
z?X|tWB7aH0-Da~b47`bN&2y{TND60+Scewj35(HopyZLn^%eF(MCVTG$!^oD43V^n
zyp(ZaRn!z}BGgGLJ<X1SSrIc?<BTAMna2%SiF(mwJI$?kDydZ1Q5-%I=gNu>3Jyl?
zDF-(VwS$Ofhe0jfEW;vquV=wN)iL!I-^D`K$ep&a-@dn@|0A!1?4;+0cpUv6T}+kZ
zPZ4Gt;fpv{L0=>6o&yIt&Ye3Qb>RtF+?Fi)dHMd2nh`j6qU|V;&CmnQHZ#?f#JvVj
zNi3x6M@7)bKHe^o{%|z0DwJ}wqci5qlBCfXJ_KZL@HgyWR@M~=V9Ah&pUE=zxGo2&
zEk4c#1F9(^4_}44in6xCt%2V}5;PAEl5vhdU23V6eBEXOQ^}N9;KU~h*v*zB{XX8>
z30530k9j)}W`^GOVl6YSG`(KSTamvvL;02MylzH_q6ewWLbR0%O=hOlZ{8j_uWOii
zZ)PhpN6;~5CUENf*5(tVrFu$Q=+?k|RcS{P{z|x{GMBYzmCYg=i@{xZ8#R0~y%MkG
z>C3?5D~A)so4Ga+)&6ebm)^-G4q<DAurh*c?5i(B`a*MXii-d4Qph`1U|1&#@|Ug`
z<xYxg;E<i%$LfiuStKFB?p^M)AiZ4u;b=TtHS!~ah~c1eEfJuRvNmbh0%tTOZv#M_
z#!jCSwJtiTzyjcFP_jS?za+mtg!S#`G4TrAoP-+OcrH%M9@bDi1A_zMK>A&@>CSm6
zZ@v0cu&O}8M|uL%&Q|MPw5h;()X><AK0{QOC&Pbv-2wj^BXG|B5%dOQ5P1|7MLR0&
z=m8{fPar<^hu)3%c2ex+dLz{AJ+gfAU@*eKm}%Sb<_Ut}$8Zn6vr2nSC8%?(D!=MF
z&1KxaVwkgP2O*UBofJ$lnS~eEMOIRhG5;tdy83`PPj>DRXHK#Q(Ik;8cV|#^BOZV=
z<yxP<4zwQV2{o%8fO$*xOJ+~0?p2N4gi=+fD}1_>iLmZMOG|65H=D;}tzT4tCLl3a
z!nb?|Zf)+TOiY^9D)y~Syo+M@eiNsp<SNj<{gbCd`YYHKb)&xUq5)6QtNR!}(IXH!
zJV#}AuxvgXCsrvk)TsKhnbe+c`?jE2q=00>V|L-v+ndPSIQTA-k1mWej5*2xa3YFM
z{i)~h02^+0PTR-VH3~m150~K#Zz+QPrP`BER@>dCkos!|mRIrX=$BTEA@{K51+vpB
z;oqXe@n7W4C()L2E_s^84QK)G{x2ZBQTdZU#T1U?CPM<Ifa-fI{YD;ZE|@KcGoxH;
zI-=V5c@A(NRad&AV*0$EVz&sqb|$#&_;X$8;$S(1td*m=B-g&Ensl?Pd~IK}On<Se
zOGhn~(noOkkby9HILeNxC$qK-+9qgtK((MH8d_oI!^4gnL&O}wq&*%$^Pn@Y9uO!T
zk5CHrrcIaVEk<+d0OrUSj4YzS)#iR`Ju4$q0RLLDs|jfbFRtEL`;K3`kekx+e7YLT
z^wiM(>j9der?c2hO&jcPG1zR29;==qrQ>I)@LMr4J&7>7_P&|EMKGwENYG<aa<S&t
zR5FXx_&{z*(yOg%y+J0#11tqvr)VVnY@iW^eFVaRUuDs1uI?XMw+B_xKsW`D%Se(^
zZqcXUrZ$gWSS4gFt<C%f@(KxA5S^al)_i~KuFdV^-t0_4u+i@SIEXC0eA$$v*vSq7
z>Y8*R#A3As5>=uhy<bf>Mp+|ksI5~6o`%5Mt&871a2#ic3#1Qx@Sv@YUqE#l56m=Y
z3j@g-L7Fx)|8wLHS0L?%AEoO_DXBM6nb(MV7V%`xV7%v%kGdIa=-BRZ<Ap--Zgoux
z*a}K{_ha6FK^@m(_wQ~H_*A|Dd1}1_iaiI(+>!<k{g%iPk|m^$<Mfd23^`hfe++#*
zZk5R*!Q3pGXB&6uHZva)*2*rNX67@>VVGf<V%uSyS%`BWZ_m~<ZJX$d*`cyl*m2Dz
zDt%oD<<IQirb%fuql~Onm^V)><5eU5Y4fCot>7jE;x7fcp7pp4vQ;VF5q+&|2+ZDz
ze|C@QEIC+m{<3Z1QkE3pNX({!!GQK6wriL6yd7gQB^5g9bDjQt?ftTQbu{62ty}-`
z=6Q#2dfTT~(nOMAh8!`3<JHm=nJdZj^a;j;GxKRXt;yv|Ps-Q-oR7lbYV<Ubx2b!)
zVc(42FU?7$K613!8j3RXjPe#MqBINKglvx%=8BoKRzYp!GoCs9b2jdcDw|ST5!P}X
zUY9UxA^>HH9ewzXiCmV(laOhh`H{@sj`LU552J*Tp2au#UGST*HsTMWJ=$BFT!wjd
zt1R;jvn<<=3D49^-wT6_lkFL1I`?QX*xGgR&~qi`C7R@Kg4qjT*eu9;P|V3p(#oGR
z1kWD*j8Bn#^g$7)kBpKj>!PkLQA?#sTkpv<++hu6$IM2CNjN&!g8Z`%17V|7r~*`1
zrC7A@)T5{k{#7J27UZ0xvFw*paHx52Qge=vhMwT)+D-Q<i&g2=Ez^tCmXaG}h$UBZ
z7h-7r`*p;aloy#f%1e00I^^=!e=U2|+LXjKH%_sBy;d7r&wLRG>%K38Ua2)+x2KIR
z8eUJZbh*p*`>Q9+C!gnIa4moP02)h=iwC(^<Sq*j%*S^GufR?x?3yO2uCvo|m|9nL
zo4O5nY(AVqDb_Yiyy=P297Djlq(*+^R<f-bG_S>EPP!&e*)mbj3T8}^m~pZ!z@spx
zPiBB{<ML5EFI1YM_m<9~fdZC)S*OU=ODkZMQ7_3*RkA@v+h+gS!faPzcd&z3M>tS4
z9*O-4_H4y=`RB5YAZ-VJ>V|pYedC7sz2o)kXSU0%$G0J`3GwOdVnzlSB<A@CSG`(N
zkgkYl?Kxg#t%ISWj|B`@ptR*@a*eR4t^3s9UY+i0FShMAM!RRB!@?T1KQ+E>Ait&X
zyIwl!Hj8ZCcUK!@*<-8i6MB0S)Kyd49>QAjZTZ3;Jc63XYSsBqRaJ7?-NBqho#55R
zRUEZL_^-%)`2|3C5DBv3cHcKn7yBqqDD1k`YZuclve~^(BJY#ejyJMeJ-9yzux8q(
z-M=i~mmjN7n0@&AQFc8uy*6Olp&Lh{nbe$^+nLk94gD0OD+Y(|KuzQeNx1tc+MQ&v
z>MUnr;X=tktkeT(hs)BSQ10|(6qmzoSMF2MBe07ib4%fz6G8tr(*SRQ$>u}~<TLmy
z*FKS5y&7KZ`?Ladib%h1*Y`Y%4nxCIyYD{cO=|5gb-veGTo-OfhMpr9<o0OA{@(cz
zcj-0{&?J&{lu-}J_vr7H<}{yG>Cflv9`zib1dm!+HbG_-C&Jn~;bNd4(v?aMT2657
zBihBa^|gwY>!yr{8u!*KoL1G%Et-FDFK{<-|73qK9m!7UJayt)CBdacFGsh$Uuqrc
zgbtn)Np*hWyh^?ICeb~LdCjMqux3VA3|l569n^1F8&q0{p)}4}Gls%7Z0X0@s8-II
z?_%ZtiSn+9eR#sVMbg75U$twoP@UQqC9@2Lt~4c8suHUjS`Q7wWjL@_PA6KBQg!Of
zvj8&6cc_XlXCsRSjRVA`Y@3?Xl$%dM(&V1S09#)cATD1lBUNd2yKf6ksg<r&yPi|_
zHD#B-x<;CbK$~+4G?lOf)iReK9qrdwv_Uac;V=M*jHP`;V8?22SeaLz4#^?L4IN!I
zCKppaEPIJf$6ROEthjut<#fdyx@p;2m%t(DS~wpgtff_CD7=b&1O#7Q=%j*~No;xF
z99T98KC4(6{p@A;?j%SfG&+~MvZ6eWrP*q&Hs)0(QsX^R{aW3`FN3dM0kzIi?bn29
z)9^At{2Y@hOv%!n157q~+K$>e$f@RxngH0a__aS!u0gP0)mPwBZ9)U{n0QGYWjKJY
zT@sjV?koqh`7y4D&+iU`VTUE8Wi=`c5&9B<iAQ8-?X+H|dm<v+?FejD`0*7fFKV?M
zt#OI|YO|GlH8oetXGw+2S=TuP(5~C(LHt{`oU07cOjW1XfY7ruULaSK(BMiyw6VOp
z6N)ABgi@$Iy`fv*BVLs)4E@rAN&9rtnH9goKImmF&uQ(mAf2>(cZoljj~0olwy{fc
zxXsv(6*9?9UKJrPcZCi@1U`w}dG(0BG=4-_;@-ZvMU`e4c|yd#ak*x8Y-zm3zV?}I
zmvEPs=Z{*X>r~$%42e*&s9k(R<;aMc-vow&#ms6Ig~6!mMv7W@KC~;?gGIe0C<-Zq
zX{(H6X>Xp!R2X0>aivt^5gEqwp;Ofb6!tvXVsrw(S{ep}<0Y6`(=wznq_Zrb64dm&
zF!t(aK_ohUSgEFhrV_k+7(uyYU?k_N(JPW&&pY&==u`2pup%D4x;*15$^0pBw&29p
zQI4h90am-d4j}%ST`cADTbvteI;KamGwdl|7m>bV_^|^vd`vE5s>$W-v{H@PFyV9(
zQyc?1Q-|dOLdJC@9B=d@%0=#K5k1wA50wUvt8TWH<8+jm8^;RSDE&;QmcGr2?rVcM
zYLws6Yh}t!O3q(QEA1nRe{!m{5)ye2!R_(-d}iv~g7W!C)aBj~hxSA_M7F#$BBOf<
zxM-YLXx!zbZYaZqzZ>Jo%;}`y5|hgK<I%aB^Po)bFMDX3uw2O~l&enzFdi%FUtQ_z
zxLwLx5#bt5iLmiHrrK5?+41pF#L>i4(g<u-sA-mInX4w_cqJ~8=7d?8N^cn>2~?(O
zc@c%lL}VV+Ya`Z3E#aMM7+~9ylVnOnVgOt*;lct`$Dbr32k!UoT-=hv3JGxFB8=(E
zB$7q_>!6Xf*#O{!t<rRuaGSPRG8|IQJS;Wry8LWuU|F_4v|ZF7vUEo1G>i(&AIn8*
zAlgEfOYs29dU?A!p*;hicAO!VmC(2+U0zN-gp9g^kMnV2-mcyIQcjZYAxQKKGq*2R
z`H)nDO*!HOo@%dq6$fJNiG|dcq(g*vX{M>AH6e)}KSE4qG*BaG$RFlXN($*Yn>#3u
zUL|Y!u8i3twJWK;j7#wxkR3o_btcr){p@I5yv6R&$MB?Nmokg?m#N>kH!e$Z3~IjE
z(>;G3h`er`0w$Z_dHGN;eIc4nG@ZdyIomnEVvjXWJqBKi8nlqQC3BFUo!!+DRBSwS
z{Ul1t7(^T8M&OZ~H`GJL?p(QB$ZfDMpc})9Vs{q<RdXK#Qvmm=)}d~^Cr`K|mlWZ2
z23X#O6oeF!qWSk+`S<5%QG)F;Qbs9BTuqg`$k06DT(y$Ru*Q3Wl=E2qDwPb$J;TG!
z^pX}5YcpQYxbPkH#UAgjna@2Yh38CfXwd|&cO>^OBO>>bp*!Y2lK9*96C>2jE`YP*
zrymcQQFgw~sEa-=q-07Pwd#fm3+L2G76R)DJ52&n3yeuGiDU}#(?LI`d*+J(_E3($
zewdjxeR_0D%KrdvtcMr}p=S$~Ji3^L^gzxLwj9Q`Aj^?B4tFZzp1pi=bu4ucbMEYd
zuO+rhe-C-w2S1~1Qt?#x1>>de4b??^8nY|h88@4SxNALSer4*Qz!(ir+#01k$q&~i
zixtVBamZNG7_a~@7Dg9lq#1LS0A_J;sm@6>A(1K&Pdx_HFho4|#HnZ0T4a&21pcmp
zGXty$fI>o0%0MH+nc?)j7G9YzfIZiE`h%TZEL>cut!&fQe-Ga)&*)@Fm+%+Si<U-n
ze90JoeP<!OZ_U{ukl7j$>r|T2rnN;?l{N~X_QC_vJi&28egt?s3tBN?a(D$0SreF)
zHQg(gkT>=r)?)-4hW0#Nzztp|24fFe56a#3;+E*<2W|@H3$_<JvSR=!5Z}PxpUNmO
zZ87ny0E~<r^?z^;H0?EGLjy|!ncMZidSQHWtsFQ##BkPDGEN$y-nJQ8{h=STjbzF|
zXxO)W++x|%?q4SzO<HCsxbcSf3^@U=xsC=)#qHSIGIYz$Ls5ei8@WzH-t*qeSuBmd
zP9Yvu>5N_lU{ZmkTV7tLT~)R^i#7MDWwrKvmvmWjQ$hhVU85ox^v=79FydiFs(*8S
zs}XDEY9gzBMV`fZjQ3)Ttc&LB1g7<KuYb_(uY72R`|BjrhJLfrdnKpyYE|U`4}&g)
zubt-W2i><j^$1QYn@;-s;25{A>D~9N!{HYDwl|2eK0}i?T{{{;00@#-V>E8goyA@P
z5{bSwPL{C|hCq7Cs7x<!Tlu|E#2Lh7mND(2&*uHPbXjOQh~`t^*>%s2wYE=gpIj<R
z<CWYk!pv6RHZ>v{Vb!_JK7Tl4oqhqjK6!yTupEx1k|@kfBj#wL2#E&c*lV2i?s8J`
z74{yBzN_y5kpOAHFzT9Ig~BLVvn8b#$+FmMmAl<$KJ$ZMZQ;Y?%W7}uBer0WY65q#
z4zx>20(iF%=spZ=n+}p^u)#nUT<PZoa#na6VakD^H7qzuqyNv0c54QFQ(DwnHxN&D
zYIVk7q*3H;Z<qSXGH+~L#(T}vSx!-%Mc(fmbOc1iR5~I+v$}@-uw#AJ+#o6yI27F|
zC}>=|#<Y@r99Gcj=dnNjB}@sbZ*|Qj1`(bEuCRAQAtxrt;`$t*XpVf!GD=S5EnOk@
z39F+TOjZzW>W%TYNFQ2)d28wg(56fInvC6-tDa~DM@{Y07A-V4qqq$uOv+>ROK~lV
z(`~#Q@=Vp?dM)nA?NCF_*^r;wK3O&dG?L-QqsK>m#y~tx3XwRfdrb1WxRDegYxWlv
zL0=Jj5SIA$pYlr|dljBK+GdfcKsdzsH+p3s(~<(O4Q>YQ*<aQX(yl^3gOr{CuV=Z+
zdbq(DwP1L%CoS(5Kq*2DyTSBk>5h|){;pmNcykZ5GvQ|%xr@@J>ucQ_kT<Z|Dd1d?
zeW~TV4*TQ3$;<T2!E?U2d9;RGdo5cGom#}M^)LO&+19#3wtm_&^V(kRa=pOs;WZjB
zXED+nCE`Y^(GGvYRo)1J*S9{3wy2h|E~eoRY8_RFs!3$tx`iH;xGgbHLd+8+@mJ<f
zs8Y``2U19+osh<uU<R#KWuSs(PDNVw`EQ|u7%7|JZ^~=<pmb9ru||<_=W&Hn*a16*
zMn`R#8yia)VlpI08nXQKs6x{cqoR&lYw)0=ubwrQ2h>`6v+fkp`@=3t1DS%2;lse;
zS!npu@Cp`Pc*;MXpPUa*)1Uj*k3}*$`e?4Kl=}3ft#!#Rw#pX&3J2YSlXh~g9LvUH
zp4DYG9*J73!2}VW32;-v!{spK_<Q2PvNJ=Wwo@vUj>u8FDncuUbtFiJk$HPQ)FPLA
zaYPN->Ye6}$$xX3{uNOxfiL^PQD85AdlX!M@%-|(F3fxMha74DR69JlXU&XtHZ}P#
zv+z>~0a<t!^d}OgXp;Ib5<%niA2UvmKp^m#6>xB&A%9mNW{AZC<E6|4*>Ad{9s-uH
zte0atT^(o2JKD&<tBt&hVTnrSm#HiVU9fl=c*rb8%8eDIf2acM-$L0Z#OWkS&Tq!$
zEW+le={JC^oxTo(u!)<NB&5eV&;E^I+%3G&1y{BsBK1hdt(!<%xt`&;r`8&hA8*x$
zYQO-ij?JQpv&qBMO{PBY^fDQ%G|^+zKyOsag}xiwG3#HI%<P4K+Edd{l7plx?@}D0
zvu8fcN`{T6nv6}EUcGZjcQ9^Z<;m9UoTcw3kB?2ZZG8IPI6ww=H$vPJbW#wc*>38)
zD|8+kns}!?7<~?Y+3HHO5>J}0HbhB_qEnY6-9J+N;)Sc-L4yice=wG*l%hBPa%5fj
zrAC*Z|F|e`*ul@+tgmD^MM-D4V3jgt(5i?s)`E|h=6-NLJrpJf7#52C0>gmiQ1pIK
z>*TNOeEi)!^O+pSx1;BaxAXL8<`(XKx_iOt5Ah6HkKc>@{smmv<Ch2e!>ZaF-%%zD
z#Ei)tZ*;i98MvCpIFr9@VfAhKGP1!>Cm#WL3gIWJs-*2pOI&-U)&*gHWq(m^9)j+U
zlVo4%Ld9(GGCUT|$Q%==8lEZPTJOH9<Mn3}DqRT*FGW`uj75{^=|L6E9^F(K;2ur9
zvhhS9WCp~2R&AeNp1dpmZNIN`H=f7u*DIaLKWcpBw>6e;+h1NCrUNMG1-%U*tL%ue
zWL6_&4H2X?e_M6pg^ZcBO~(#RWd|?YupQboo$^v&Q$b*rrip7YcNtoh+Z>p}M=>66
zuI}ctM;A6Wp!i$WWGJ^DzNob&zgL0OB(c0n$GU`6NlRLGp|!UY($X!tC4D6fJ7T$j
zyp?x}y(D>npH_`v$)sCrCDryA`sHO!dwv~KZ-%;o&=_c4IWG8+IMe^8%kTIC?oM8x
zzRGj8c|I174tswhe*--f6julLxg5c1HsF;Xnjge=_#>|;HMzdRiyU1S)f8jDl7~af
zx{R}RuIf;k&QR6UtcuFHrq3c7IcCka{&y8Rc;?uNXESz(4&M&K!lp^fvP{M;P&%vA
z6oAU)=2Vb&WWRw2-?~I0p#e`#QjK1?hAU6&s?w}ZT6pSeZ~EI(IM@l3bEG<BN)dVz
zrFF@&o^bBM(POC}89xko6fz$~JZKNgjZk2C;=p1M0kDy52vhr4H2P9QC;w>clltnn
zC9(0zDC1fD_U%VatMYyHr$cE4eD^$~f2rBOa>F`#%b!j0%MO$2-sKx(4uN`py8+5k
zGYY%3_!t&L?-8G{p(HCDvE=s-CVzI@dvzn{wl9;b&;6fzBE1><ZShT4id)&5-3Ib)
z@NmW3)k41s1HQ96vYyWqkm^Z00jOm=*hx%>S5B_&#00%M*%}a$IWJB8QjTOvlj;Fg
zP1`1#3H=f7lS-${g>0#0?n|p=xTkmK95rLQyqUj!nxex)&>TgWj5;~_)UaW7IFAC*
zbT+KmcvYR*0AYM4tqBL?R}QwyFhiRxWc42n>m)3q4=Q1hB{+Bz#!hl>I9DqGkL%uQ
zHq;Nt=6tVeqGA-KOq|DPe15xufzP+%p1pS0ctMIz*Y12T-c$_p@V>^h#dAOB?eXrJ
zZ6%&@TUM5q>TGVa!fw`=DZ48UKD*-wFLv@Cu1`<oos;brI^XL%Gk{zo_f@*<_4!i3
zr`?og4&Tw3u0}2IV*JYrhP=^DxdxiCxF~c-*<<rErWp<a`xRS{&7mk`VUk{B6dDQ=
z7SOH#C<8DPHrf%#;5twhGxSf<5VSO*Lquexer^`5dKy&0KR{`T>9xS7D@>oeW(Q0%
zNKF9wh*?w`G`38rrO`-3dO=}Qpn<s061Fad>vp?~{O5wX-+#CJV764%$}lGAlimCv
z+vvcir%aumL7RayMk?f5%|i|QsCkWGVfuLB`p-afOxZ0%)9TB)Oc#IpTY4jwnweNq
zDi068tuRJ`CDQ6tjw$te-cKzHQ|8?9IPLxq#@+$Sl5SZSE!)-Q>S9-yZChQoZQHhO
z+qP}nwr$_)f1iE!J@4K7#v5bh%A65%#ze%*H4^cCqYqQWnSdUz#!DO;Ll%JHbed0T
zi^d+w=e5Zs4^s(ZFP*m#FG7Ztcld-9aooCGu_+vugl#@<As=A&uwh~=a}>@O-Qh^h
zQsUlV*;s1fwB!>7TnWjMDwsy6Ho{>GqIcXgV6NK|JJ&oix6WX)#G+u-A;3!{(Y6sh
z9U!uou@rudy0nNe1V{#f00aRw$5koNtnGebc0boyBM&OkOfqw%y8&}VgQ3Hxg%*9Y
zL1us3B*Ar@6i!Qqc9$fQQcHQP1A&-}C)Aa!iRBU!1e0ZpNF!THLt(V0YR7raI`CmW
zO~+J=02K5CNre~0XCUs8B---LrU0FRnTd}#4k=II<iT#?2JS2D=SQK>78#<+U6D1!
zV1m=WLncxRk7QL(H$<$b31}oyecw0Z91haxYN<_dzmf2jm{1Cr^c-R13DVDXpD#a{
zyxZ3CJw!jmKutE!Ku;bLM=K1otC#~8>o4eJ+*RE&x$!6hz3yvST<0M{$Okqa8Jmqa
z4FGsE+<q!NhMO^$*sY~&KBs5{S}ey!U-{S(Qdq(w6Dlo5a<KCeM-f7eG_egZ3pMjG
zD+qIFh)GX0cGc*tQ`5>{5cDvmw>Ns?`=x;F`zeU4(O;n2llloXpX&vG+W%;_NSZQ6
zdFdN-_Zzlz2bJ#mx_q&6O{(IP!RE8%t!wqpMrma^Xpmy_<$S}bqhFF{f)ZPU<+!a&
z+)U*CEeeZGX`8Ga`^wW}X@(qksY`zC@qV$x&18!<{%NIZ&Mp0JhO8phASmc}fMFnJ
z!2%NZP+Pnj2_xp^-X;BYi)4t+(V-D5J<*8a#OT!33~&J#>#dQ2&xf7xbI4Bcj9PR`
zf)MYF8Mk3){Ntz>V9)WAo4i%wyy5HGVb()#h`)6;NyGk6NFQai1XzNSdsL*A2g$v0
z6*H!d<@?vc{;KP4g^$WAOwX&i5bixSt4NrPb+6q#EM&Ll$5lUiOV1pZC+oR#4_J@n
z8`Pum8A7!C=5~IX$24a5_Y4nN79$s3Y!iU=yj-8ubhE&l2B5n#i{@rf3+506GgO_n
z6T|*u7y!yclrcH1heihtUqneAtW_Xv{KVMWPJ@AVo-Q3lTCTU_D`6?F_S4CAAN*@1
zq&>Jj-0G7ydW|Hh1<PgI;|70j#OJ6dtUHm+Kff@VVSYf)^K4FPs{+%nPOh6Xy-4)m
zhdy+5ZK3j^wo)_4s);vEmgSqF1e-o~ueT}w%;b30*Tv=v;^uU>9t#}tYF~FaZ0qMn
z%H8}_>%nD(xPs5)Hc7yEgaJ1h9$*e*GB>cbm7YE&&;j9(a8XJOfi%290(--q^r-}J
zOI-t4^|X<rnw*$-@^B$gY7&^8&`i272(ul1-q<ovJS!p%Tlt{epka#NxqIc{3S<_V
zuO{4$3f5slf@(_`$Fohf;3Y9{0tNX-=<Ve_r*HOMw)DXhg94L*0|xxVuJ^imaH-Y#
zDT+e{tLC{=!=k}Q&8KvuoqevDDEX?AEVI8T5hBO_8Na-_>Ra~J{&P>5z|F4-Te<r1
z_@c-2jK;-zAb>Z27iHbS(q@m>{Vq##Z*Wn?qKis>nZb4awC1b{SL}V7p#eq>;g1Qi
zP}Ic_vA!yhn&3}dU{tu_78;rqe*~g9vOh`NGpd|8`BBgvS%TR6P}-41)hA&3AZ?a>
zhTAC6wFIX}tkK9V(OA=UXa;z=!?vimeQw!#(hvvT#X{0lqrlej@FHaZ4+0(1R`S8G
z*#z=14rGEJG8m^py2ad>-lH=-)xj6T!21W90yrL9bk0CLS~D!P#G)Sb@DU@-(o>BL
z_}2-K+pNa$Y`&4Z(AG<u_6QBRTf7&6Im9!z_h$8xuME+4+?ep-;4fW+nfm1OM;OLu
z^v59a9f%b?7sDYNBULkh>H}TiFI9mnCWZWD7*)M-`txGNWPY-ZZGu1G1X%Jz+sM`a
zev!V7*_XWMU>kn_e*VvSAUL<p67wGUCU;9cead!EvKlzKE1dt~ePJmeA$?0)kIp$c
zU&q2q{(?M@7i<~CR&C6{=EE-XBa;i*BV@ywmHtQOtvX#M2Uvl7G0ucgRG#B?mQXaF
zQWACs2VmYb@&=&PMqug;Aj|5s*)a^0Em|yl9GbR0)U=4P6!|OXr8bgA84}8CS7CNG
zBbX9u_7|^JjvPRR7BMsnp;Euey2i+pj{93SR(2zGZ-&;kR~(9Ux&Eep5OELyZaFXf
z+@?^MV3scRWyH{~Xg;_KPo^O%@X(L$4v%Sj2Jlxma*hvV>;drLm~{P2JuO4(yOa<+
zQRHwD5Kf;=zA8OXRm|>)XH9oZFQLF#(tXHVrNgCj%g3l*dE<wPW5s(sSBwuVH5+aY
zxGjGpKLeE@+`+YLNOveNL9n<GeVmuflnDx5O}(IQS|1DjtGz{A_-id9Q=}mzFOhe4
zm3Z~AK|t<u-&O9=%)rE-0>m@I*6D&?1K3R3$k>400L<HMJIX$|{ZqRd&dinpP3gT}
z16q4t+g>|kAOil^zx+T%nXvI|lh-9ZB{F{z@307V5^>W}{Z0#^D-dUu8>8@6t<YoY
ztI2waf2bv1`E_rH*c7lfd9kZ`7-@^<oM%nlUG7xHv6Qg&APPjZNZj}<6}e(Wig&Wu
z|AnV<H0M!nCmDLL1C+&*+7%uv=c=6r7rr+y+o*86#Tl^^*wvQN6Pvqg>4W*1=6*Kl
z*{!&a&)qe{Ek>5kKRjU1kj{^SAZ>&&KOy}$H!YB!_ISA8h>;M@!#Io~q#bcxKnVR6
z9WK3>0Tr#%wn#1AnNi&e1eSqtwcK*S`P_NZd6N3iC%7k8>bs^}vlph%D?TlqXlcrD
z<kJ9&UceoX8o=f|*m~TK(8`w`yK%C@*p(<8f`Rg&_sn;kXBVi{$?)IZCHiQZQkOjy
zzk=HQaCyMCX^(-hd^$bj%!!kR0Sp<k!y%2SPU2iKt&FsMi_<-T9cqJeEV_b-w|cN{
zpl&&>1SYcAb+0G4=mN~+UBEMRCUt#0z&=tym5`ib(NaveeV3Mb)nTFNq;j`t!mc@u
zxl05@Iw>qcxN!WmfI4Up(ROf?f9VdRZ|Bk-(%a*v3V-^u@kTD?4PDziqPjw$>>V77
z-2;gT!e26RWjSp(jbJ+h*X$??EN@J=qEGg~7zvlzaNe<ealSxM3KFYec=WadHE@f1
z_Jtc#TkqYNM|->R2vh&5<a4rRJjcDE=-(D48P5d1XiO*7^+TuvsgMO{y8sYzVn6oj
z88;rb0X_-`>TCvN=-;z82j%Pm0-pfH=t8VtzLFv5j;YU4Nr&`X1f;)_)a6J`cL%f(
zo8)UE!sX@U#Vr@33L?Jb%gU25M$?RI#-arA_(B|hB(Y>+9f6g4{Dn0vtPiwuJ9ZPW
z3FjB~4vXEz+c$%EiLl!38T>mtbboLkynDkXTc;^UZTjJuqyCoNxz9lyoJ=wt|1GvJ
zC1859&RG3+ARl+k*wK~?GYl^82oz2NC3khZM|B|E=K%P1=rtiB@dw%i>G?*P5idiR
zu%_j&bmUPuuy>V|PME48*yeuAI#u~PQCiIIv79kvn4aQnI)-+9geZpoo>MI+4JlWg
zR45F&suAO0a6GeT>al)cSl60vYB5u3+e5GTd0C={GNKwx65#_*XrP1~p7;K0>1<dj
z93|ir@Sp%w;2TL!PE{$Z#W|>aKi+11>61)O3WOn8pV8-QgF0q;CK$h=3;JPxetx52
zPUvZ_6#!A-{N2jwUXNu)h%?CD((|q;JQ<%q106X!2{uy3=oP%_kV=vnI8``Ga;y}D
z=;aqG2t)iu0hS?o)6vbWrD(kT4@><oIX1jr654PUu&#L3RoQxdgG?wJvj~im@Df?7
zO2|fqi?dG3x!0RIHcJ{u8{ApFeHHv>iyCf>ek<Q2M9wb4Vk(F3cM30Sc{Gg<Y-qTK
zX-@JFVm3#ItJ;LfP-esjup%@wHQRNDZKvZ=<5Np8-3pf`nlMSm3Kq-3&so7bWa^%F
zX6~PPX7`)Wta7ArfpZ}T#`?YJ?|Ty(E`2et)9K+@uk)Tki9@;la*&V-`X(<{s`r#K
ze&R3F!bH1w%E(!OR#Z}YqvVD<hZ!IQ#NQ7*2P7SricnvI3u}1Kk5%~Kr+ZyCV6EiN
z7CxNb%uui6x0-c0_qM053=7Ki4h;zI&(`%}Fgb4zhpYG%U>tipqM+z^wsGRjfH^f)
zL_q)(KpVgYH#;TfhDu>Zm^01C2!LphTN>Dzp}N+^Z0|)Q0{-m71iJx5d{bz{SaJu@
zN|c9T(vjC-Gs{zDZ?9#u&QrzUpw;5)#t*^Lq7alB*^J)uYNVLaIJ)w&xBT*D<05qG
z`s!5&LdMLH|JG=_OFb#O^rq2~C^=xkZ<Y)bD;WbL)CDE3;?zLHSwcIwLi2vZCMRWu
zEU^8D6C6BnXd&=SR;L0R=97DKKCzwWYBn#+N=%7<llyh-4zP>mOYk8a3%!^Iy{9xJ
zj@dlg%LZ1N@}W281cC)eq8t(|aBv0|FGc6sOw95A8{Q6aDSIq%7O2~+r2PJb8p<$#
zuHiaweWgyDg`^c0D=-MCkD0+dc{S0zmFR~wKNehU-u`i5KmzPW_*|m77ak#(yB_8J
zg86z^5m(_p{MKb+oDb>Ytyc&}t|flv2L*H1;2Sv8*JV+MM&119E(uFQw)-fzk2HEb
zx?f=FaZyKzZi5%w*U=UpPHnU3vB@oxY9CXs&U3|n9fDE~go5A1RE}eo8}!9~k0<{-
z0|NZg(oWN~2Z9zn1NNvQPYYpmCw!*Dki;Lyo`(nNM+{Ze$|PQQ)MGG`C#3!Z2H1Mk
zN>CGwVXGkf%xh+Kk@I7kb}RDz6}&0vr68UUFn(9gHw-fWcfV++zPl`tRLCoL)LW;T
zs_cOJ&R)N5aK>Cw9?j-P(A^n^KqHEx{-JK&LeIOLxNfapFJHJ$Z-hIldeli5*i2pV
zIZ6NiryMnSLVXZfNql`(-{@6%eCTy6KevlA-eV@h{ZZawSQ9CnX%~OGa~^ht+nzhR
zGw*HIPk@glr)hI%OJhPlRtcW#^<mrW3La}Mob|aq(d%evL^5xCz-QZzPQhX)V1)P!
zV1qEv2x%Mg=924kq+qczA5EXiz_(Xkwbwp3uylUoZ1_NoQ$~nQr5OINsH{m)KfGdq
zs4!sZN}yK^Ac#Q{C!a0>u%PG^o1813SRR;L{$(s<is>KO5<F`@&K=kjDggCJ#}Lz?
zAEATIsko$zt9Y(FQL2ZN)U#4Wg_38d4|9oFW^y;jHYLu>!}2wsCAuDeWLG)@^LN*M
z<;`Ky7-y6fL)pOCF^Jhf1*Z8RXjuct(Sg0!dRU~fgK6B^g!RfPSz~f9gwd@}F?zMF
zo8L#^z?jJsb9?ASW3PH-p5m@Vj836W%xP6Z8{s=M-%&0=*?{_^yLxX(Uw%~lIy#;N
zhamTE1pW!g26@kkAT`-zgBmF{Oe}q>H;+{eWDGU!m`%vD1q`{b2cd9_#>V6-GKa$B
z{|?HR@Q#uCU<5I-50gI`O)uT>lscv>2>u{Y@5HtPUxZv4Zr^)KVM^#_{#g^$72&>!
z6#VK0L-p$_j|IUesRJI~3m4S8)CbcW73e0K4Yp*i7}A)28ZMg!0sbjH&`q+BbI4~C
zlns{81=ECQfro%~0jA1?kT{Ky|J^TRJEJ{7eY%8r`0D;y<F*i|i{G<s$cjH5^v34a
z&@K@dmZ{qT<f#~;4B;v84BMrHXy{Z5t}&W$n$r`)4Ojsn0yGt<9x|9%Sj6$pz6%A%
z7UCzk;0f`>u^Fc)ASXG2MWt343@8rtG~TQiUOwJ3&N2?Zs{R-gO9AhGjxe5}-|%Tf
zbT03HrNZ~O{wJNt3?7{aRlYGo3J0hxLvVNo1S!Po@Lbj5{_EJ_WS>uup)LFU?8UTL
z6F>Dvq_VZ=4i9&2y`>bx(Gh<XXQiOq{#)9r&796U0}eB1SeoH>Axg6eiY3{Q1oK`Y
ziRJB1A;o(BP9c9YuDu}g;&<LO=G=Po35(^bUmB*390+rOjU1dM)HYp31W1}N>X}Rd
zP6JG#E$B@*ub^SE9)c?ag!xa98g8H+(d>NBLf#x6$I@!zu)!6|7nG7a&5tltn9j&{
zK;}-szH2Zx=>A@S4nXsJFphm#XK##NsBBW6pWh)s1gXKyEmoVen|419qhpo*S5EHJ
z3BLPq>JBe3?Q4(nbc%A8QF*WIDzxeCH%SE|Dm^CeVJhDdxw7APNWsBGo+3CJJqNiu
zWr|2?q0D-1br9r5E`muB6Eyrg9ul~Q^{18TC+*x;U=x!t+zUASwH`?rXk{Pmj~<=i
zw;Z95_8%_-m`QlJE*QJHhFib5H-4azUN`9>cbs{D32(W4Ep;*hja0b@z2kzdDzBe^
z0oZDCZF_Awb$wlIS`h4GN7m~EuL8Ty_;q@Iat=M@mTmX$O?;v-ux)n@G52y$6=@~M
zv|8H{rkfakJrC=DIb65vbgI3p5^~&mclA2eb#W+^#&6nnYe6Uk7skFwui$Wf6y#8R
z_%O#e?5wEzR0|d(4nlbZ5ajScKzZWJ4I`ZAD##1Q8UHYl`QZ|S5)v%Ht`Q$1Tdi~S
zkRp>=fL~Um5SxmzPy^9J0O-YNsaGnp;E&%-wn+=Cuz?h;m5N~6M+d+}#Q-u?p-^nP
z8|~a>tdJIsjY}P-I1q4}X8Ne}E={>VIP%H_V_XJHY_gaNbBg&>09|d7Bbj%voe_R<
zk)X*=C7`XBZ5RoQ>%0pD_T)M>f%1uZHsyv=0r~s?(qM5g%$OiWMGfT(<sk!Z*J~R(
zp$~4iYp%HQ5RV?>E6<i=!UznutfIoSFYex!#QO{Gz+3OLG6}g(+B=aSkd|EG@<zUe
zW*z>())?gA7i7SLt&ZsISWR-`+ETI{tGSkBq~;(BPlRiVkka-l-B6$OZ|ub}mb7V`
zj&U0!WJ+Y*e6*XFY>`AMYTu6GBD5QwDoy>_DM8nwuywD7;g8oe^mjW9t<rGY%C>M@
zxKV*GEid{&fxKn|o{M_6Qzs^WG9v)Seq3dywVzh4L<q~w6-*b=LYS5*OlgC1M*U{|
z^nn9K0fC^8u*GlGNoU6gfH^vE(i#W-sU8li;W`t*^?(UEC4Hu9Lh?!RAG;b)S{_QG
z4_+?Hj2_C69!tTsU$!mbnmD{$3POKBjC@!*UC<{Sni_Rd0{o^u6El0Ly3sybSaiM(
z{OPB?yli)H5Uoo30Ph2B(SYq-dd4E^fVoMoaF?vfnm{SJN#gdl_#Pu2x;!*_Kd=61
z$>OgeVfyBZB{ES7UXHT%$$CXx`;`-knFJN}8t;8wfG?5lt<LL209cppz95(GqHHT&
zAcG8BWJ`oTT}{%Xll63n8a(=re=@}BRHEj)956`5&VqhDJyU<Un7rZvMDSB8kM)X4
z>ro<4m8OdDpoojR*<1i56}uRh2Y@l{l31R525MTwZ_Wv?tx1R_7RsG?D#u33IrUIR
zY;4#(fIoSczH%cPJcj(gL0$gA5cw}CHd<zSR@Q%`x-k6*i|yYqB6v)H`33*)fFu7q
zyog4;L{u6L0?*Yu6mC-x%CereQfPGP1yPV^v56OecATIo0HW=17xfL6MF9cPY#8UB
zOD4?A+Rc~^CUe}E^3mrHX8LeB<voYa3J(Sijwm_93`o5$(t@kcSt^xI@T|)vO3lbQ
z8lxb;5wFXzC5w)<qA8ur-J)^yI4>=J^`R5<OwX>2=M#IiMD81;qKO|WbIAxnoEuAy
zFN>PFBXZYwwC87gj$WI6pBK*#TDdkMltd49!Ak`fd#jR1$v;CsOvZJVvwnxkJzI6m
zR$Cr#tub0Oy*=iVg#C^YlV=w}QUKo1K_$yUD#i0Lt#v*oikU;!M1DalCZgi`X@<EJ
zR}cuqPWU4S2NN%C7!^T<!jmyU<^7%9Un|0IplUwj*=3@{6EjGw#O8V7S><6bk>Wci
z>>7C^B&)Aymw3H>K<XakL2qJ5NiM9fYM1M$XQZ0#sW9c`&e3S(9kyo!l4m9t%X=x5
zEH}|RS?lh#-M6g;-sgn-o|3FZU#$v-y`vJ<>$`j2>$`P-<F8`DYvhPLuSl=5Z6(>F
zZQ@j9?i{+FDY=GiVpkx~%rvxjY=yALC@u)kPD#C@yKe-tp|xGT*0;6ROTP?FQj=WV
zIu6O3y^6Z=F+wtrPoO*s4DkO$H2s@^@*8`GfraV6W9csk<^QDF6#C}M6fm&Uvo*1{
zx3c{QH|VcOQpdsokD6CpNnSvToY&Sw$6P}Gzm-Bd7AEE{cqISGN&h7_*D?C$+x+h;
zeE;I-q-0`Zz@wz6W5A=Mp<}_LrJ-m3FOE)8dmVEVJzh&Aa|1k@f12^y>HX#TWTj#J
zr}%eJf6J6~w6y;S_;svB3`~rSzo|gK&HN*hvp29%#AEqa`@aQ|e;5AF;hSdDfbN?f
z^q=3#f5<t%NA!PMgnt=y(6x85{+>C%sK8$nfANaw{?YL1*ctql{2v$PySAK*-FN?@
zmWEb;tN#TDk~J_g`9}HqyH5I6x(5HO)3=IR%2waN*2K~Xk3>}edx9qRF8{5PbFj8H
zH?a6S?SJO<J?OtJ{`UJHAK@|mhe=ckPmSiA29^1nKb47z36Gwh9*^-G8HtYWd*0uB
zMj9GCI%ej7Hs)^`%eVgT{_plb>iutZ|H}W``n&zL^Y6NUZT(~Oul;YE|33a_|6jU)
z<lo1vEUb8R-wXe@zkkdA*869C-+Ct6e~s&}&3}*QpFY3kj4c0Z!^-flx%_SSSNHGz
zUmJfn=I=3RX#9mz`Zww7{|~qR_2<8$<^R*4f|hz#`hQ(S{cjghiu~h=e+8w!&UbKq
z`^4^h>Hmo)S&e_R@>U9#Cf_X$z9;zq47&edbN%Nm{ujmZ|9%$#>-qnNjiO~{r28MR
zQ3dXh?(%}S)=ph-6KN^TPceFibR+x8{_4nlc+qGgK<GZ!so62sP??ZH+n_SMR45$0
z21Kn;6s==4J0dKL&S$Mu&6QNGt%qG<VXcM+Pf@{t3_DMmfp;~#uHHQ8Pbxc49h@8#
z92B0?@WK&dWr%g7y)I$v)<myyw+Q5IsN*d&-0oz*wj?>;&HMum34g(;O?ytjO3{1O
z5i;D8`8U@rse6q9X}uja@vI#ohTc=BbGvO;F<}G}FuY=rV6`GZl~a>j@qZEy8&S9G
zoP=t96Rgqm>EVSvYIx19uLOHMx(;9Yxlh5?Db+)l9>DN9NC&=OgdH_~&ATK4-_qbb
zxC$I=vp)A4gEF|{_Sk41<1?nh+L)*F)^-ol-Uf4^5sxEc^C3m*GTR0%)GhceATQ7_
zAcK|3z~(R9AtWS%PymX-382>;w`ZNOSJ@o9?Hj!z^iBgKG1&%1`+AkC^ob`wVU5C4
z?AGw!!9`tjhD=&|j}y@xmPETE6)}vYA;xebkfPZJA2w$SbU8NA6ZXF1BmELRM4`47
zc_9%-;!2Vt-4fXv-6B~(TTi<^8x1;kngzdo8$~;o6LpRJAbm=IFSkv;ID{K}OJG(u
zfk+!b8S^}Ve8j(md_fd+AL+LJ%oGr1rWOMjt1m;(e@5gF#wBDQ6ggzA9LHOO{mwuH
z?V<kTC=;*jmm5!8o}r@*JVgT~ouYs)$pjHQ9Om0?Lm>w7JCs5U2}yz~sY$tC7oKWH
zpWAERTAtjHhQBU!D@u%}2WM~Ln~Dt2sceZ}r+VQG2m9U?Ol<@C>}cr&bhxUQ8DoyR
zQMs&idn$Kmc(+t_OadKA(`|^{EU5Vl#lLT77HJ(SE3*2Nm*LbHcH0{kyc!m7(Ao3d
zME#vs(Hd*;%MW^YZMSNGJJf6ZC!3W{CmVd(hXyeF<r|JRu`iDAfG5sk%I*BE<}aex
zddx8OJW&axllWZOEPM6WKfCU-Y4v|jeSso(K($#0!>a=$^E|uFK^ON~HMI>0{At#J
zr=o#Y5Els-<<IgVij<=~!PVGHF(fMjM}XmXBNqpBuxJPZuMr;mrF7uk0P1e;wzLKV
zJHHTQG}WUJ*r5lFdA{btlKY1?gv4O^-CFwOejuVJ)ZDbp0(nNg`@RR>C%)%UNExi6
z>;71m1@;PXrl0y5&7}jre0RRY!7P(ZLbZLRePxiP-DDGW7X=*^RvXoDtHU&oat+Go
zqik-jkHwmD1S*;+kP=4}XatKrCWpv?F2HN3zta5}jm1E%M4|WsLNU&a#1G*_aP9}_
z7N5En%Q4MsbSX3C*bF`iGYtw(b_^peXA#hVdL^xeSQaO?>Vw)8*mn?*S{)2Xp}eRE
zj}v7yh}&bfd)437iG_Mi(aGxhw!QGY_i%G`@=BB$DK*G`|6rFLu?kXzfb?FO(+e1L
zX0H=?5Zz}fkD~B;^q~9modTuoNzBk39x<UW-6;-Q%2p?-MqQzL*M?0aXxM>-r*Z>2
ztXOK0ekb28cXidKk+CHcxB?CJNAt4mXP!cV*=hB%3s*AAXoWr7*jON3MfG|RCyH7k
z$~caqDST>Q!s5QH)#vA1lcS~uQ<h;%`mo0MQap9hFD^Y?BVl~P+ic3!=BaDa8>}^E
zxJQRu4B>K|Nx~RZhd_(Kx`B=W^Mj^PwRoHp&Rg(H!V}JeA5NiP<HeUhwg|cowNSO>
znhkbcJsXCVU596r&8-2a&&#!|klHOwE=+z+`~V<YP%ooi_4f%e9a@0|rs+xbnMInP
z2~}esWH6g0aPV>Pv5QF?sGx*^vOqkWzNO2ifig4*vOTwtMTwE73CpV0v0mG<`Sp32
z1V7ld;{6e|>AXi6weGx^_v=h^+$y;1b75<bx=Qlg)pn_}(xS~#28Y_`rIcn1$Tsis
zm(`A+Zspi6lx2fugVl&fJ`d74tfMZc`8i_;&NGAaq%%|46tg7rBr})pvhGI8LK#E@
zFJ&8*y~JYswCb7a8>fnskyt{GYiEyjicM?_J`J1L@aQD00vU==XnCl%U}N`Kx*$|@
zM9UvVMMdf1$yul*67usV7RyO3#p=nL)@_?1LeRI`N6?52=eRS?Cp}PZ@?g|k70!^R
z);lNypCA72UQUKg6HiWWwQ(*{N>gSg(an>=L57U_7K~i!4}TV~YM*%$b@f%Kfgm@p
zM8mReVM;8OWMI3En|?*j-l?!6LN&lxxq|o@E?6TQu2~avMPT?V3^(W~TAA4KiG?>f
z_V22kn<Q4lx_}jdML8z6F*sL>`31GshmHn|LBsoy5aSX!SFRk`P1tVi>uSt(s46=4
zpASfE`X@PKnfsD&&ja-Y%ZWV+x=X%?AhVAR@W@RTV#nsS&=at3^09HCk&G4csmlh3
zLEGpUW`p>bVuK&=w@%1Lz~w;BCgke-chI!w2Gy>(NUtM<P1?gqhp1w6VO?go4D8Tc
z{|uIY7B`da%YvCZPoc5MH=@jDp(^&$n3o23S5+HQUsw;TMYb}H?NQa6^n*~`9s?dE
z8>p0@(HAfAZFteG%K5X!Xw9+?)NV1B)2jj*o`y9F3RV&fAjPhs4)LtK{nIfi&Vlu(
zBiRtqvRQ}CC2Rt#<IwZ-ol@od^&Grc657`wUD-<^l9ww)*Yd3UVHrG_jg9l@efzy`
zSD&Q`Hsf9mtnlTQGMj1r6vnuHK6P{XO(wV(*1}V!>h_EJwhQ~8A?^!7)7|t%?P6DP
z*Y)S(*042F+(bAmxAt7)p}k?{PTtJ;mN92<?rjeZPkt9IuAFq_PFl>li4!<VO2XY~
z@x<Vj8{fTTKbzzEsq&ee5zy%MB2vS+hLL$gg5OOEw-bQc2<ny#N+f-_GdhZ%NP%Io
z(;1cg6XtZntvr8Xp!zZm8hk&G4Ph0T7YJ9t070#52x&(AB{p}*RZ^G@ET{D8Cje#W
zQwej4^<-qL{7ZCAIM<-g#2ui^lMJ2ATplr-5={b0Bmzh_WcksG3Jj&Sq{v}_RFzM(
zvt!_Leg@P)OHAcA^9u7w>r~|WMYfPkgZ`OX1T(d_%L%BJRw&!-5CtYnF)sSO`hB2#
zGCm`#&WR2OJmeD~EBRCeH;*}pU2Ml)9URJYK?|r+wiX+{OR%N$G(Gjy|J7=U*x1GH
zUGbhhxX$QyKdx>#5MEYVMw==7{w()~`-~pOg6+lWc^?_Ecm2>*iAiq=c@PkBbGAa+
z4Ndk(ILeGaaAj~Mn6XzLqs%;}p3Sh`roDpdVvWHBjGN!GX3~1nx+y;krBedA=l)u@
zViMA^6;slWmoZHpaAqwtgr4%{cN}YeX*TXHBR{+HD~Jo7Y3vywkWz&&qx-FIYgHjs
zm(W%uZ-?I?Gu1ZQa2U@KwKeshqmtPsP;CB^$)@69OLJ`wt=tD@-OhKkrAJ*P?ya?U
z6QpIj$v3p|mb1*3rE)#~wba9bFLd1StO&1Z8jowc!lt*DEc+{WS9a?KKkcphZk$U2
zT1xXlF7<#h(H1t$sK$3huP`DXJKL4~mD=fE9dUEVu!X^8NT#_LLmKV;VaK3zkU0Uk
zkl4ei$nzL$zTVg+36~|vP>Z^@F^ScUqK$oW=4X({=((Ia#`+7}?K!yf>t@+T%wmkz
zwxW7jvZ6K1c}olcxdnxR<ayH@pbQG0DDhqI4=z3xpCc0_?xxG*bBj2--J<t6VWxFu
z9PWXinD6#)&5sUgV7Pb%>_&?76<tQxV#y5ST1~t);1qG@6TE@=DgNWbLGQ&N<_hp`
z6BD9proDKjDF9fuF0=Cag9LnNHx5|FrqsLInlJOd2dONxBZ4hlmn=^xLodxtmMBZ0
zpxDXW+f<0Z{bxYcP+DKm)EEsi3S0N!JeB}F41C@mxUl%hCfAHS;s&xskyJ}eLx#}_
z0K@2Bz_Q{*3v|jk6io&v^bs`$6jcVKmiI=L%)5F=2hQbsb!vZvhz!nY%K=CMqmfIU
zjF~7Z{Ib$*>ic~N4;xa=$<i(rJEmY~%AF%UmV*_l!uU2pWH`}2I-b^%it?lqr52)q
zFeXz}tAY=;;Ys8inB8m)7o>;&6=Wgm^P;A>?x>?ynwbq(ABg5R1QA>FY)($eD#wYS
zDZY`^Qzga6!GnJ(QVURwyPji)8_QBL5=iD(%0qMdCJs$j)y+@t;!_5}QcY9Ou|3@T
zG(}2f5n5$r8Lri4qQZ9h3G7+-6Pxt*<?N=H*x$-~(#&Tvp_Oa7;J{+1TEADW1$3P*
zlC+U24K;POqMRZHC5w-V6f$6*B<}dvh%KcSLidUu1oaWVXu_X-$B=~fvhuYG{X~ZZ
z2YBg_hEfuN4yI{HfBSEUrbZQ0R~xoJp#VhQsqsE_^QVHA8%`JiF~wwJ6Bvv_8gf{9
zC~-ziR|#W*K9&&P)D>pnN!epQpiVwe+k@&#ON+Jx%Q1w7Kk9NQmlhP<IrANz-mkJl
zga(PBt8BXX31<ZE^A*VpAX(iL$cI!8(!1T(69_}vEahq3)Fp9h<D1Q7Xxd`ZICYW9
zvMl-|oWT6eaYlB^up69QJK$RMv2mOrgk^9#CGC>N8^iy&=4}?rI2n$Yq*J>5)^PI}
zZRG@BLpbL%!kY=bZ@?}t$tjiMr00QkF++LyQ$d>b14f(1!EV&W2mZMZlBDyT2gA%^
z859WsR^-ArRD>wQ!N42PjhFd%ISS&B>$>mP;%g5KR#;S2Ss4mQTt2U^CfJz}yr?|!
zF28`ro|##`I5eHkiK_;^I2}??4u_oHbsUzQYEEz{ENNTjW5>|SL5Lp*p11bQw4C9$
zTrSDi-8=VF$I3?eSW%Es87G{t>DJW56uo@gXn{JePrf>lwr)LlnQ!j;f+#=lle|1m
z#vGVo6PH#vGk22w=v`2mJ+Zq^{G9gK8>{d?7072Vc4D-~ubK@eR9fLB!lVq>ysvzV
z(UVLp#^@If5z2JUsXK<2RYqTJqCrxSN;5HFqww{TQSHJyh>V0jVV3EpR3=v_2*VF1
z5naAdr-N)pdYT$LCI-_)TktpuytJ55KlCa`PHcZ*pj4Nwudo;Z@7Zb)NT7O@T{4k~
zLM%4G`F*p-Vv42`#u8G_g7MLX<*{c?rHlE9QsrXyZzHVZbmDCx06oBCQ@L<xUKPr!
zL%C^3{m#2R_g;{jRri3Tw@;U#dmn*T+ulwYKns@=pO6rcA~i-3Xm~}68g3qLAMPYM
zN__|25gd5^Jl;*OoL5zn2e8Ty2UQa6)@6>##&sTW9Eo&+u0)}~HC$It(W9?Ccl(ND
zMen*cB}Nr$z}@`uHIy~Ewc$ANafUkC)rRksOh~^?0jv4ZfA_}R5d^#Zb|*X;#c6xI
zdb;^0v45HMv0p-*b@2)rtxv@FuBhCl&XJ3D09>KUJK?jD%i>)0oyDNr{}XaC#<gZs
z15N&2+~!lhgtCj?%k7i?UGf`EIBTm);4bRu=_pOw)5a57zCHR&lq*Z>BLH*Q=`<l7
zK^xR6Q0|F10D#E-H+eCtn5C+#D~S?VS$}z8IjV)BU>fL_e$TcGld++dDhc7wQOiF=
z7AGt}M;{OT`C8^VLh$3$W+#7`^6RX(Ofx8z1xUl<vopt*!Qx_&PI4x`iBjoJJ{&k6
z(vd7>sl}!Z8`yEWcvVVfu;nLGr_1Ua@d_#d9~&2J_Zn7a3G~>?nG})3gj(1%`&pjo
zm>x<~YZv3NKTL2w?H+#iadjclW4)nrsLo#BD~x4M`fYF#I^6~b@b4DUnFTIVQG{mc
z^25KIuil@`8EPmrIaCLXyV{C8G)F`YLYg@18tU|&4uMVijYoiUYX?)=893)QN?(Vb
zs0YrusjN2N->`Z~bJvLQbHZkl^Febg`CmeE9=i;;^{u5nwmwBL1RO=c5ntIH-o8Yl
zPTAVRuk>6UY3(JT5#Sd8B5W(4mo*+Q)YNKBOaPA|CbX4%d@+yRh~_O(2MYWch6$&e
z4>ulc!Y~&S!XM5BE0_nuH+J>L90D}O24`S)FddowD9=VWIQ?+o*U%aLwS-?!lHZ=a
z0-I8RPpdUb-}oGV0d+&l0?5Wg&q^5TBnxu3>*fVH*v!FAGZw&|V?;fVVxXRR8{Y*m
zR?Hq;F>eMzY)AZHho-Ee%uh32lH@$AssMAw&hsItENGfmFsZGb)Z6lk#P&0M;{?jT
zdtfgP(~U&L*gzJ7b_yEp2XioGW){TP<8n-<&~HlO&j4POWSgmaE<5`{WcW^3mpO@u
zx$6b~uHj1a%C`1Sb;f9JSeN&m#0T&_&Zo*2j*eMECWijSiS{a5&Y>)>7EgiqrbRj@
z%ZFeLgPhUxmwClBI5Q1kvkTs@JPAvtCS|pB=!vlMuym(ps~dBCwfLp^rS&eQEhn$Z
z?=zg`+qz9;6Kox<ow{Mi_{z4W3@T}_wOK*k>;%P8V%n1JQ}U9Vqly!oTLpM}tf-b>
zJw(7;#ba>Ex`-G@3gXXHO2j?<ao>|B`8rh?5x+taKgVKs`tpAK>L}&n+cpq!v7Rt$
zrdfa5lhp!9z_%#4kYaK)E_wv8pbzmgQRTQEdU=Dulf)Ik`=M6kj9(Yie@;0JWQG72
z{U{^878smnbJ-O&mg>8GE_Udxyl}qA9pT#VNndKsPwT-QaW@<fBnG<NA%kebK-25u
zW-AdHqg}?Y5Q8cgW^J#fIZ&s%wRPORrK<NO-hZP<B=f?Y^kk^w>|WE*tMxMZ(6$5}
zC|7mACm>u_8CI7<&Qj2r!E^7l=1;8s(a4z(m$rGpaLraq;7BY7K^<t0$(-{DFWakP
z*jBn;ySa5{ob`AX?sj4YZ*0OS$T?7jn|fGv+Zb1d)9UM(LM$U1GN#L6U<}gM70RV|
zit+|+MUBNLxQ}*YETYc)l}DM!nMdz81`vn(_HgqM9kFpzAQxxLLwO5XEjB}lq~QXq
z2t0M>gdRU#p`G)lA?Ydt7>*6&8tl1@4rmF_<@@C=A*XnmS!b}@VAc72pP4qK&RLlo
z#=Z~Z-fm<uMG&TU{d6vN(}-_pnudyLkX-}$_(iI{wPvlK#TeDcWGd8#a=n+aJr2#V
zYtqk}6E2Oi`+f7Rd$m@`FGLBl_NF|d8U}d0e{EI1{BfHzbwQg6HSIQfOJ>*Dj%I#m
zHVTUmaRa`t&`1cIDk-T#m!XNc_D`4W@WQX$BX4^KqX7jGF<eYhq+va;0&>xeYkyw&
z{_7*0d1{Pa9ch%)l(>8EMi!R^?-Ir!`!YBrU(v0B6G#MiRjfQR^xD3j=!hCJws@8Z
z>)m@zp@F{bx!kn}^<DZ2{rdT3`805XvbMl8(e%r}@3*yviL(}Tp_k18DU#8bU+o+k
znSGkP;K29JhW5i-bQR|ILo#Pj>?$9tb9j+ohFoUX*o^cO4+!^S6Z5H$#N35&wmpGf
zcPuEkqPn+Z?<V>rl2TO1eTRJ3!{>a|71MsUmG?((g#Q}$-7OsQGTcA471R*N^5&Y(
z<4lh5F`mi8+|On<5MzwfjSfA~1!>%%poz>0NIWv+qdKz}j__#nh{`ajb6RCyi&~Rf
zW7Su>@N^5w0L{^wao{Cn79#giCiGVB7|uM#T9oDV*(?N%D>dSnmqDMlTFyQZ{g7UV
z!6g$}{(i0UA&v=6p}RW`B~e?@MKCg8ebs1KVya{OJMDhVs)A0$X)~n5yqKHoqSD%R
zH3;+|?o14~XXtgy<98>{@f`psIl#w>z#3zdw%v+hD70W>(17+z@i)ZdH~8q@gCAg+
zHr;J#55Oiu4?giMJeao04*u7PHV>2k59IGOTA_p87jIvwxi@dz40v_>C{KHV==Npw
zY0f~nQ#cJ<ylku=Dg8Z-{Za-}m6%-&;vRVsSB+d;Bf@l9S={9&4iuN)mqm{eD$TEr
zzo?}*Y*o9SR>~uOuqq<hIhRHC5v}7yTBr9{%U2A`MgoQaZ4F1;(9vo8Em={}nhFgL
z|4AxEK9F_D#qF1=dKAC?6AuQxAuM;ki8fZedt6Yc1ny>`5Z{&)<2jO(#mfRzat)zo
z_h~oFeQY$^!hf_I)D`07o)@L%bJOHQMeEJAnM~Z?6I;PY{Rz=UoX%vMyKS)Hj-wS4
z7_w&#-T9Lmc^?4|n*YW+2T<#`Ib-_X6r?O1782Ax1iLy;pJcq2;lS8|iFp`DR0pr7
z&s8+8AubBs$W;yQ$dLhIAC&Jeb`@?lyreotTVQfl<tPsIOcE{PD}DG{t5G8r(d=9^
z2jS(+{t(NcuwKuJ9A$#!1kl7yZy<!2Uvx0@*u&JJzl!;Mg$#`x{UH%YB!l~J!1zmF
z84xlQ+p<>?_|kvkM;@_U_Xvv8;aSUC2HzYYbx_j>-w|UpVZG@%psR|H!qzXlvbi*;
za@?j=NpBp^fKEzi{Fnk!rs4!mi<>k+s5l7pE^M=AO%>O;R#cz2C}^$7)1xg!G}rmg
zpacw*xh{PMehww9+8NtbyLo+{M8=K9)7iz{Id5iohQq<-PF`Ot^r@gz+gh9T0S+st
zbRQe28>;Bln`IR>ojM=?)t3@Xw~lzDJ~&UB#CpmRB^s;29n0YCP@#t)ZkU{PKFW;2
z|0<Ke65gIhXH$rYz=?t8QIk*1M5FwXw6Af}EvPc<LFqYDU=-uSBRHB}?dv57PoTm5
ztZ;t*{M6uPgcI(C>qY8__6VaIc4nE;Vfny#w`kc`3worBm{xtHlbdO^<?#|R#btL*
z>I(P5z$YGj#*dVmBf1o`HZ0VOfI7Iw8P-=Fs)YN42yR)GFUW>|8az&MVi<oB90tum
zWxJl=`TGTBwEpvRP@_HZGjGpG05TsmvOq(nMEacPlA)~@#JJcvb89;fg0~5`SURn+
zrC7myXxd_N=xH@vUveE~vOS|e=!qqJvEsdW@Neaw**3KfzOPA&@*LBus(jQx%|vlD
z-}+Xx@rSjk%X7R@&3bf8{3&-*^Bqg%Rw*Dk4n^R`5CB7vHawJORCWm@4neu8c*}}+
zy~_h=8Dku0MVXKjo%?%^;_l4S*V~hf?SZ{pPT2v>JBj5ULo9uod>xCk*?_!|vbs0X
zvW7eDFV~;)?rmCpdOmwQpk3RA$+1RvfflP?DJjj1(vVls*86wr5!x0^XjjHX7*}Xy
zLo|>kz&OUDX%K)9$Ww+;>yU}lmrLHV$T*Tl5v}URWL+XyM9q;fXr(9{$7>OwH_pR<
zs|7C`<xm-A#j%|H49*uw$5{&1tR-nN-HF`ybnHa=y)TO6-r#ub)P9dyT1wH7C3DoP
zD7g^~J){9A%xZ1}C^p?uaav<Qp6EXqj;V69wlyeap~o-rRGyjo5vt1Aa<g{_o^m7K
zxae!nnI2n_HSHE@r}};AM`vM<Su;!jnIG>#c#U!nu?L|hsLHu!Y+k=m#0ld|O#XWt
z+Ww@aYeJjG&%a>uW5K=Ge_Vd{$NN;#rzqrG61~@lH1Pg7&(wRI?BEPC?8iHrp^3!L
z7k2X`C`{{Bjhdw0o1RVbC)35@XEoI;O^=Cpw`P97BHYNVP%kX*pI_Ibi5B_WE20-`
zS?t&IQpc-Fz*1y*Mi?x`6RTHT0F&oc%S#(W8$+B!9lOc(v?qFWhR&JVxHeaYPWfT&
zOHtZc*O7Wd%|p(E&I9I7jl^qXEd1v%ju~!htBv;-7;SS-M!|}wL$CCI=q)FeGiq4(
zK44^=Y%?5%fB6-Mvid>6=iKJ`fXG14pN4lIKFc%rKt-DcqTZ7ZK*=zWC^;^(ocPa$
z5X*%17;)uL5oeA&Y5gH1|3Ik8OHBpZ{`6;;1X>D;vjWl<b7678N&$Q;E(ndpH(c~F
zlr2-1sn`{O<`Gl4jn54jg$kaN`9^UTK0%;E`j~$NVKTEANbHs_yG%L#fo2<M=m!ou
z*x6mz-c5F7w@^v#g@MD>Rp63?{x$A5u*Ai}?8xWxey&V>xVyz2Uch}`(W3jha97nq
z`BA6kaTC_EVP`tU5D@#i!?oR4QZ39r!!+R#aDX|MhfR2c)0rx-hAEnN@B{JQ&js4d
znqWl-d<N(RiWNK9Hff|pO+gg@omw&BmnK7zfV*n{u2-j}sOF!KIL3uk`A2*jOkh#^
z*iH$=Y8vDqTn+n;%dwgv<^sd@U7+(7E|1BDHe4bN8>g>##JI$aevf-1%<$j8Bx_8%
z?Ou+5Ry=bZc~mn09Je^Znj3*TG+LK@13W}<>i*1m(~CN;-}5#Xpm1DC2h5UD*vCn)
z5KXm-i$RabHlvvt=TfVQSSCqZcFeb_E}B@b>ZRiOzUCjzPTq(y3n%mF77LZ*tQl<@
zY1(KSdh(6Bdw?eXZLnu<wd~T{fStvY=?l$~z>!k;v|Rx_k1j@w8ey!+UHqq&c7$64
zUPdrqONaP{zt~<=KVD`VVz$l9=QZ&DX9T1&BUPsR!0musAk!;ql`#&tr4K$=vSZ&^
z6L#BPs*{ps$k#zr)lgTT84$FU`iAGlMWj@UppyC`M^%OO#3Q+qR@dbKk%{nPJ399V
z=`pf4ZX?_=DIuY&T$$|qAerb5iH<?3ZN@Ee04|Mgrb8{Od8SSJ&7VEVJ>EStAxLCI
z(sr3`eLoqVZxo8hZ7t)?eQ0AC8RhCQ2y#MR`bUf?{zIBceu8BEH#odRP>}7`Lyz^}
z7-RMr<)zgc&b-<nRV{(#1pdzALDvV)>6K$rj>kps6|cY5^D+U6G&4AsrCfaHy>-8z
z(}}u}@C?&zR9m+MnA)26=pSrT*}f%#!+E2w`Pog;adUb-FyFw7{QhLK1juxSId4xY
z@rbmVX(x!PP*edci_)R)WF-oTrFh)-Q&rx+@a?9jI6Km39~!Ccr)eJ-2{-m$yr*Or
zzjrF@PQky^U1ve`Hbk-4%R~>^87h2V#}#*(>JJ;#nGoEY)~g_s#PqvoB!`0$V3XtI
z-D*)KFJ0Ir4^M6%6v%$$#OG349k)Da>yAIs3s`ukdZd4(82WSXkT^<;7-H+l^vm`+
z=2rF)=aBZ0_Qb}8*)G^6E=Ef~lK#lRFrOn8Ka5?qr{U6AqIJ@Jx6ZOGC-4doZPk!z
zzM4pgSRk|`@Byp*p0jap!%zw-Rb3Q<(jFqhKG_tFekHc)ZYTb1GdIga-CgUPHeJ|o
z`wd(wI`BE;2CLfvQ(cG&uG95X66u3Yv+9f;`1(TpG%mZ#1deJ-4I9z8e@-MHk-r1T
zyY<&wM;~ESU9u5OE(tjpxFZ7jUP8MqDj8k7C4i%N`r<9!J0gY+82c@{t+WrmZy?qp
z0nNL?BAyr$esWN~yx`O}gOjUfzxMqJ4yGAMnOK6^z9=2xQ#8^<cPtsOTA!pY#v=kL
zpizSyJvj=*TMvSM^$~a%9t`v*l%#Q)F!$~BUF(UU6uUO`9~><Qe^NPO6G5#Q`x$<z
zQ&8-1slFB~7^j=x4@xWu;Jz@QCSDzN#liZ8o2>0f_XeO%z>mfXV`vhd1+%JFKd)TI
zpYu(^9{A(*8<xwp&y|;ydjJN7F!WbUYwn||CQRs7C4T2AG`>A7B_{uFSK&5q77)al
zXVk}ZUePZ!ydN2$iz%T?a9SpffpIkQ$Kf<~9NhHFnmb1glcH1<tx?UBl*LG3QZUhC
zs$1z#Rgf+j(onY3Nm>H`bmOVROxhzHI>GW<o53-qFzQ?j8!CjcE7g{ot>a29Uc9nD
znS=%1343j9=!=y{_#KVvE_3o*>!MA5<8YP72x4Su8)P}RwyNLq;1F`6X_M|Pu`w=f
zq@<?{MU(T0#t_XSv@3z<IWb&?*<!Wb@xlS{*5iH6Dr~Qad)eztOf;3-8{ukZi`7$;
z9z8i4oz7b^ztX7acL99V@aGO8K`TdL_M`YK0!ctHxW%2(iCBsOkxFBXy<&p9ZS;>?
z&l2U%KnndMv8B<m5vWHDlcshpwqIEZopBj!D-*MhFN`M=FHid*Z=Lr(?xF63o@5^Q
zSV>~!`)wl~=Nq#fw}u1^Sch?DD`xotw-fuQip7Kx<{9%OTKJmyjAOoPR7`@y)=UHu
z(PrX63j6K9M&Nc0H0C#Oa!_b%_l<gfN_Low!_=w|B8VUXKd(TE#a5w1=T7<SKt^l;
zP5HpU<QXAuC^gP56}>Sm&6^-rickA1X!Btg4EYPgdiwFX4%19P!PSGo#(+ggr%3fc
zd4$*4r?A5q4)U;+D}G5-Ji5;JMD|3QR$(b}!hlvwsk@W2mXK3>Y@wsJ)0(D1xr&S5
zUok$H$Sjt6#X5;Y++!ExO>>KK>bn5o4$`4s$2{}A?>%SjdF{hxIMHW$EOl=_eEh-W
z3D5$pRRC}+f(DhTV%k;hqqC`K9;l03BmEq&Ut2U|(`Ge2tHZ9t__;1Emf>1v$Nf^_
zx=w{HGz5?_;Ja2@_%bJgN%RL3f`1jRZU&76E*bzOq8m<vjf&`(&}mOx>yvhPiMamD
zvTih&1lo6|P~y<-IC7k~_$KxfWEt^WE=p`IZ>-}*%3@sw@J=Kq1lr|@svLFaFR3Te
zD>a8Z0*6Mg6D;0xR!`MTrosazhndFXryIMWPxLQjs^_&yZWyix+uQzti@D!Tb#nAY
zj1I7yINWz_Um;n8l+NE-3RCRvpLY*Y>#a6(n5X_+FmDu`LDDhs6|<vv%^WV}W?bxA
zJ5cHhl{S;8M|{Le2bigiOc%75GQdZ5``QBLi`aE!uAc|}8;cm-pFEJ$qq+}-U8=cA
z36`awxVTMCnjBVAnUMvPs}_JXCF%FCSw&lT6fQ0*2P8mu1xFX~ap8UzPLK5{3RKC~
zPw7TrTLUh*TbitviVhDCa>5r!a0Nk{p;@mJpKWc2OsLPxNs~&+<@A~x9dF%0Wuzui
zV%flfJ)im8QVp`z6#D(hD%<%C`@d4k1MZ+4N#z<zLO=8TvvWdAc86&9o-4)`HM_oM
z6n{hpTnu;DRy$$oD~j@KE{?1aMV(8><BjUswGfa>O)C76A!7bx%A+@;Y?)4@sT!$R
zJ=TJP_dJ%+VEnT!QH{7FZix&x8-Dqz`H6?Uy~y3CQ(MZGn3q3YzEg0^*T-6th1`QY
zOCgkpZ)+jHeg}~W1hKdX{vlo5ZZv>Rz^>hswBXA$SBjpmH=8&96|~QPo*JEMY4n&H
z{d27f>3{L|7Qm4!*}ATonVFfHnVIc2Gc&cBnVFfn?KU$ra~s>tOl^ki-h1|(nKv`%
zo)hunMpXSNrKBv?N=Z@rRqM;gy&5Eer-d|#H;VvuY6IjJH=b5NOai~uP}!H)Wh1X*
zbkD?-+;=L%Uxh(?c1W5Z^gc;>-Ift_tGEX1tB7I?!)s<UQK}5NPK-vVGKcGcM#+N8
z=A*}HLedm|+P)J4PH*VCe6kw!5+D0QH**9%3@xO1gDFe!hPNBd--+L~U-7{odVlc5
z+|69Qh3>WX9`_Jy3E~A1z$0zsr;~)B^F~P<e<R8VPYKi1N~%+_IzgcW2p&m-B*Mre
zB1R%&KvIBLq3u@+9{qf!To2zdS4U@vGqYf>!pOAe&kMA{c!TY*Ct(Q4N|%S8q~uwg
zEQG0)tQC1Lq=Eq^lvl_?#`*k`OWs>ikz<#0?jwS*3RM8|3!tUNoR{&PpK<R|Aauc^
zx&w^8g9{H+CfvawR~|BlS?j4nWRKJ_l;Ih@s$m!&fEOK_Mu|i;4dRgWid&&`Ve}lJ
zxD7BzxI-5iqb3pwl*nr@s%@bWdSyX6Lsh5~O#~7qGR6||I1Q2E-y=W@Cuo7(MS_y7
zW(Y`vMh+*_7Bz)P$S#6Jmgu}{xyrgid-C%VlY`tu5~dqPrbAYPI1M_4gqNv(?282d
z&aAymq#4&GJo9;Pw-WJIgt@lUjlT|!EsS`3;R-tufBO}JR9+hsclFqS!HXyi)D$cb
zwM)UVjUnC-gB0nmNZPKq(4C8B?ko7986tQw5Qi)QhW<X)R&IJ6rgJH%Mm%iJIe^|~
z@cKw#2L)_#Axu(vw>5@<#&>*^LY%8}M@2lhF;I#qDF5lXU*D0719hduDI9Ku!sw;4
zioT*G(Cb5Bj>bI?%-kM5aKNV(Vf%u6=k()gM-262bo<9&2nHS@VobB#Q8Wp4%dy}_
z57RV27J6PIhi4+^7RDb5-Z}3ObWzu0pRngI&2VD$;%h`v&5D@w<4%g_GUpbg4D2%O
zHZp7?nnSr1tQ>hi`oJ2wLAb=~?W`dm=6&IAgU<O9ZK-IpGdSR$w%K`RdJ)usPgB#M
zCO;ud1Egu34@;8e#(xbtlMnia!V7N%wae#%qj1F40A@3Ycfcya8;~RDP!*?U3iAMT
z$AUL0z+SL#4!j!e6a1|uoVzz$Zaswq^wa>@V@fP?=CB1wo?yC8%1~uT*qQW1)NTfy
zb9-%Acl2VfI%<i;C&3N!#}R=#qWD#$Hm2*xR(5zPQnz0+Ouo{aPAjH4TpM<0*oKI&
z_y<8HQsoQ>3#x|?s+nIY0#HP^JdZJ{#%M=mNRPFaLBn_tQcPb2j!@{VV%{Xa0{=70
zngdoB%ycjOmM=o^1o3bhd7AgcrTWA>%n>e#E`@;fZ2b|yGph$SZa+>5n>TV7+GbGm
zR_>M$5~*H-oqBv{=35T#p3wFC<3o6Oc#VH|$C0BmwI*o88|8`E%Z%NO=Mnyq@2p1E
zj)5DY50tnA|9gT2Nu&(X`JUnp%@Zecyt|)!{5O5^`lVXCdVI$Rd+gv9q1V@#N8#(-
z;Y~>#nGWC%qkzLu1z?3cxvdDZS?D7jw`cGpqdW33{;O9+H?l4)4~>AO?a=G#>&i#m
zSI`Nh<4qc-fCa%C_V_`8()JPIJ%gh+46oQk_|f6Lnmwx!qq?+w8Sq;aWD}2`&Nt}F
zIzkr+EvSnX88$#_<)P^P636zI!<N*Rc`sJ}Si3`h<O?LV$Zk9uj8`L^LG+=*Yuhay
zM2=&%yn)0ci>(*$?_k|P5$|AP>#<WkRBpY_6TuE&w!zlJ$hWAkRNeTxplb%<cfLJB
zzOuZ7P5>MTfM9s0EhLm1v!%<cB{uHy)xmd#j%4n6I|jh?jOfV3K{6LlxS5hUkvb7i
z7*N(HXuu|U`>jmk7;TuyG3GJ?f48J#OVk<K7~>ndFn*}Lv`=+n?|HDe0IiPo4CS8A
zK7_p7pMNrZ*YrXEAph<b0wvq$vF+OT5pm9ei{3Nxc9Z~r?FVC;@N;0Qx(`?(&R=7O
z4?d5fs$V58;zN{G2It41$f<!f+>U`w8`b<W#TNZws3NEj>bD(8V6K>RamH7~V>3N6
z;#toYSkL9`iRkqj2>@R3RdZ%eA-LUHbNq5L<`FiqZTV}uJIbpUs5^!(IC{b9Z9pEJ
zO@HcZsypr-<C2}lGOlYDgW90s-FXNxzYF8T{K{G1w=JqW#Alv&5-Vdn@VA9PykJys
zJnsPCkgk619qAcc81urFJd+DhAHBe`A6B58TA(*afUu6dzA)$gJVHXG{1Kg~3y;l5
zP8SIF3+6LLr8|+!<SYE-RLG(P1_UPN=p#RcSkOogl(!NJ<4RjA1?E1VRhtkj%9@jz
ze{c(&^2UXcHIZJ(ttYfVc7nESZVSEQUI2w30Y+KgfqAj#!(WNT_1AuQ=X@L^=Yp@j
zqAy1~*<+6M1Gq9br>{+(@A`~(PNo7iekmmPEBpXir|E||C~%!YKf<QzTXj<)JTq=I
z$B630)REUrD>R2uH##S%ch4IZFEy<L$#Fziu)`j?Rg8<C&m*rE>J}kq=%q`W)jrY-
zI%EOLHWNI>{T|@DYfF(1uGtRohI(Mr*FU0kBp*o53#C~JKlB+n=$|aV98d#v%letO
zG&b|7XLybbC@lLt6@_;I%qzmnVxCxMxUnnES*H4?0d%n?${_DYs4k|{^7<YJ1{mtX
zIH5dcfX3SOAEbnd9l)ddU~Vx);CLWa2TJpVWall#qO0&2J1o^rM2kAA8j9Q`6b)Jk
z`03e`5^*P>9=+2sk1cd#Gx26utI!s$nW(@tkjf9o5u%_@17U66&C6)VLIQS&P-ngD
z*-$3Bit=brLJLCho5P>i?o8kDn-}u-1AHyZNwqA|wG0>aqAMby-hK)C-krDQb%Rf5
zt-~C@oCMImANl3v<dw3YS`Zfj0}5O%wWI%dDr}k5!?$U1-wt_h;&NNp4dfx?FzwP-
z3A-NylfWWC{R+DFV7Nq4MIKh^^QapjLJUK70{df8oVS;YD}W+Vncq{l!NSqWTSt>%
zMo9%@(C7f{P(;z*c>(7~W*(ylyP}Vb%1rw;eL=k-_M0d43)}iyVF9O&fr+mD##v=X
z;lvr*YA7kp+YeEl<{ambxZqH&VV0WC2Da!Gg-hMN(iK?jAJ2u}iJA1@U}sv2L303G
zNJ{f<gn^yC=@DujD)2pstu!+V-C&)MOPTZQrKaqBzUQPg=$yt%_0IMNV^`Y*7GK+j
z6;L*V80yyi$UG9?@c0O^nCum3AfsJoYNzwA!L><qlx`Nk_4LtJR%!XtNCMfuWGqLD
zvRfSfgnoLLw2@VURjOS?Q$h?C10E9geE4iYGAWog&ww?FAHp_)3pTkm9{@<r1+QkT
zsDd@$B#0|FPU(|0t{C_Zt4F-$x7Cx%PnVuewe7S}gD9)S*E(XU;7f=L8(Ihonj{*;
z_`QT-NYSIKpzP`ZkBMcu`WX=5NdbAr#bx};kieHf0Nu?fHsnBnY?ZT>GyS2E(}J-G
zHB_shDEh~pPML#DDQh;mC0#)?sDI+a@sCDgst~&Obk)*tKHFCmF7K%)PovL6<-J3r
z%$aY$uve8DY_jePwd;JA2isJrEV1V&isDrwiWog;8TM7tvFBy#kxZPnVwciAbdvx}
z7NEa(6IL`uOApaH5?tXscz|3Zk=QFyroj0KNJleq@x1Q7hT-q~vT&II1Miv$7dfm>
zz+&&=FS7apt$xoZJhEG!X)<t;FL08ZsR3iZOUO1p47q=9f`(pA<Y-`|UA4D^mN6v6
z(@nZ_9^uy8@Em5X)i^k*5sfXol#u^u)qG&NkB!28xoE!)wCv;%=jZRG+=MVRQ1K$d
zDlE9{ij-G7Ro>_Kig0_5#k&v&Di?yUm7eiXN_NY5W6l6NMuKRJ+kn^>)U0V1q=+09
zunKOTm7vHaGtNt%vE>OmHfFcnGtCnxunA~@Kf#ySN9_@9;4R7xX(NrJ133a~K^q$b
z+yJ)+3PO0`@_@+$>`Q*Ny#wf>&O0;cf|3MiE*bLSMKHk%a=J3+4x&fg;S-YJiHU=m
zu?Hdq4VZ;BU=<=OV;9Z_eHGPWYe`c$^a7n-Vu*V&2;xz=0L`VtElKminqd1r=yg82
zWfutW)gK~A4;YdFWK)0w{25-AILVV<$UPI03V@vrW|!(r+#F&7y?<E>phmms17D=n
z2XUEs(VXtF41{OSaG4d6U$7I;n%ptT9Vea98?Y{RW%b+Ycmv)+t!@1`nM&1kaRp?M
zfPx8-1#tho%rx*BDhQAa_Mr%=aSw|EEw<$H86V;s;iI6QJi4&joF#&pd+c@_x#!1r
zBh$zjSFI|N1R3Ybi@Fj`?s^~tQ$8o+76CqnY`Y>lCT4VfupZ6{9{Y-8j>b<+%MZx6
zMS)wa?<BYRZ7B``-Umh}7$<u3rsIYs#{A=k?w}@(Ow1t;r?L}Kh%&_Z#7sg}6Nmg0
z<_t>F8cVd8M~^=SRm4{mO<{@sPEU-u@{`BS_{K)cFo3d08*E3_n_ATjN_tsJ0X4iB
z#G;x`Ylqe`0>K4+f5~vQIPo2D>Fa{`fRQmDT>Zi|#hc6ImB<Bpi;f82M{&lMHSuml
zVurFToOlzse)+Y*<{BE}zmI8nqW}p4B%%XK=^;|dgiX*0m|_7;GYO`i0m~2pyY)<D
z%DYe%$~HLhtt?w3hD~@G&H@eZI1CWf^OuN=t_J<C!MXtCFNPU7;qqoJrrG#bBel$p
ziJ#xn#w=r)q-RJVK)|{i*7oVzj~SHn<cq(rWs4!M8YKV~Igu^_A!Iwl#xNbrl*om{
zWCP7=;_opsG4lnD){Hnv;oi`>$5zvS1^fD_2Gx}v&@I^~g3q}D+iA|b*Nk$%RFWuv
z9GfsQY|dQ-!6~CFM(TG(c${BIfFGx;0(=FscL;a}st$LhKywvR6MFagNUD|}k(uk*
zcyzqh-hpa+T#{7VqC99(LoHKSmx#W=*=^tw&=lA!{w|-!j~>7o_zc+T5!UZT5)=#2
zUJt5EC`KWN415%jVZytJ+q6J9YzPGEe!vaN2T^!bTe<cU;tA9p&dUS;$(?2|cuwbM
zzIE;s0}p)QX$MQncKwgBJ<9c{X@NpIhBZJUYIiO*N&Gramx0Su(#%idpHBI{x#%if
z2}x;DnKAh8^fmeu^&9tVBULNDO1}#bkTjc+cK9nu3wQvS0ka0a5p`i>AOkrUeE=8X
z#hkJYLh~u5J>ln{!|oe$DhRE92R)}2sgDXG8{q=P)rPqhwa*5@Hq<^;w+^L`31VE(
zy8&2?TmMtqV`kwn&i#H1mstD83ljuNAuPixz;AJmV(T#n{w?#2M{a8Xg|fruK%eNT
z--25R$&dl?Tb%!@5e9~VWnk%<asIOa5T0lJocmo!0ThBTe2U001z;3X&u_u~tL6$g
z1fSv6Z+nUHQ@~;P^&h|f7Qp@*qcXpIpb#jGikLqND*ZC9kcyh=-+PG9@C^7{zDD`<
z9D)CqCB{E%MsGSNu2;VR?sMeffG6#8jX4N#!chzZ?zhA^;wZ!bk6kY;q@D~A^srGA
zRt3yJ`tRHW+Tw40N^Z<rY5me?>+Db%ialXKVk*O*g2GVXhq%c2DWFkhF|(i;I)1-}
zOYD>62KZZ!KWBF70tFb~H`8xE+$~13TQq_ulbv_GaI1y%PV7m!^82}Gba6LgT#l~T
zoKxZKM3cF+V}!VZ4v+0AZ^AhaDp{7e1VLp27@+%P5t@XTfww^+0&=*(wvizqmGVt$
zO$`#h>nsy@5ZHSL`S_<jNxr)Hz<&TupKrgo@6^Z=i|ND$SPEv|xuFi|3Hr%`>|pV#
z3KPxPf!tYxdJ&TpXn?)yp>7$0J_ZAIlmggM^)w=3Mr!EHKPi$vF7T~aQRXXlAtO);
zw-yR8|McCGPNhe~IyvnXPax2P27X2A(}mzBSO?8V62c53g5X5(^3VWmu=`P`6w3od
zh%N*Wkn7@~CCA`dg{F8)D%Mf>qDq`#&fn_p=gN_y1(Zjg!VTHetA2r__bmuMPumh~
z`|Z2qG~hb&ZFbN}E_v@Q<E8;XyI~iE-w*W*1b{C?j+^(3Sl7-B+>|E`C|OXqCH7Ji
z?7$haF;6$%ccE9UgsW`;Tx0&LUh7eEKogP%Cgh$_LtexH#)Dp}4UJ)r$9+b4sK@=g
z1PUY0{eE31gOfBrV7dS|g}dkh-)aQZ^<&{*d1?HNIPZQ+t+*B)Nt$b)MlOyu@SeeY
zDl<rJ`)tN!{pup$(%?AsyJXx%*nAV^B|_N*-_@;gMZEn9`o8IuF}ZY1eN9Wtb*#11
zKEb}mKDd+tywA9)+C}V~RtCzRcnJ5HvE{#OfX2zVx%@dYX&7vmmRAP-(wBXHq2tI9
z(p)VK=O873WKvIhkY}{LI|aO4-IYLEO@DjMWg2bDC^Rt$K|<*f6ef^%b5zw?5~>24
z2qOAABE)#}Qdc>H6TfBmw~`Pui-{A9WD+||=Z_%$_`Gq2g&~%Nq4GipqXs)V%dFkl
zoNTPKUZ$2W+V(6ln%IiF4YRWb+e3JSjHH^Fwoy>BU)U}OAK%d^q7%OIV#r!u^g?Pj
zkVWShoei2#dRuft7)@uqXlll-xjRL-4{?ntEh;?N6*Q^fyl?Mzv7{q<H#k^2IlGEU
zH$;&kVbVs=avxKQ(=#F)dF#+KD$dNUk2fJZy`gAMH7zv?)F*l{Z<!*q2)CjLFgvi^
z%$w%Pi_M#U7aMgU6bN+zgv!gd79s4^kzhMHSC?5k=iRQUSv!3=wQ)q?%5Ub352UjI
z#sO~m>M2avsX7yzX+gb?b9V|nzJ$MbE0{=>y8#lYQ_4RQ`fI9Ske_8#lC`{Lxk%_T
zvX{T%nsjaXlZ;e*D42QmacK5_#Bf2U({y9vVZVS@l?$Iw+je~rd|`fw)9rgXW>St^
ztgx2V3Qd{C%il)B(M{LJq<*-m^?cJ^?vt*T3U+#5ka}9mdg-l^sfSLzD0LcGf2!GL
zRgr1syRh^e>CO7(BQsQWK9qI7%hK{g_ABkT>U{6Txh_i!Jyy-=jW2IRV-K>Eo}w%n
zT?}RYwx8sS(6u=r+QMwh7mBf&PGX>oWQ$PsAXh@+7Sak3aq(ybb5%tfMcQvboQ0}n
z9$aY^jx{)l65K(q#T6<PO(5cW9f9Hvh;Q_0(X%}Z>61yS1*>Pi-KNq<;x#UX&!S(i
zz@Lge{4R@WXA^v1G@dW{##3mugbGczNg-Ippi9`qLgzlp2_a@wwRE79U|SW27(7;V
zB`Yo^?*vUS!2DC^F3hQ-jz0wEj6DEl+8*ir6}}i)G_x0;l@xvttO)?{!O_5@{_$o~
z*TGF4`b;m~9!Z^m@Tv@Dv>|}md0qpe0_BvTP>&*L=rnauFqy2wsUxbBe5V=%%$+yW
z9B5lyyMqg(iKXl4j}WK58j$dj0r~7nm6DV1x-N>mZ7=N>{w@UiY^J2=HB0mgY>--%
z(<b8kItLA%K%*Cs5S^I3ZGs+`Qmk+{X2JzU@&S*d{Aq7~CWn6};hPxP{FNsDnM(d=
z`u}HsH6tq<EBoIUu>V5>`Jai`1Z*7tZHo41^7-EycgxaA9JdW*KoEWK3Qj#H0^)~=
z4vMRAP87wrT!jbll!(U)#Hri5wDJ-!S1A(ViZbH?kG<``emV-(*t;}nAkPrxcSAqo
z+6W+>oprxTSLuUwF_rqbpOe$TOOzk~S~5QSV5GK0^byv3ii1|`?r0<qpN>G}3mwz9
zHEnqNm1BGHm`#@7nUFt{$O>z_EOuXa^|-M!ZbbR!{>acPE!9TmMeDj%hD60MJmu`@
zh^sM0=yW=1QPc}d@!{Hn>E=Rj9i!-L=bNptCf)8$0YxQQyi~(lAWIoArUEpTAg_69
z*<2n}Ez(_>I^ZhtJ%lAPCD7L}jW|)f%R>Puk#Lx$vv_cD4L=+RA8trP{yWMq{Ho?>
z1lwN<N`mx)=?Pb+{g&Z%q#rStr5;tU63>QNS7IxB<eki}l-F5brF2Jq+C?JXu1HZ{
zS&(0;?h5REu$rKJuvk%FVW!k-@h<`RCsmi>vnd}fbRqfsS+~Dz<Dk64d_ttcwZt7e
z`5)Yyn-O-(N~Kdwy|OQQ=il(;b{kBKH|bqvk7obPLGZg@|3+J3VPyXMA@G|O@xS0>
zD9R|R$;<u8$DkFmvo`)ukPL#~3;!>q3?}wZQU?1cT!G<}ZotUE^8XJhgXMot%3%A=
zC{X$bq5?a^zYWJ9tOMo$0V(4@h3Ee<F5^!C$Zwp&Kj1Qc<0byWSo|)3BPo6(CjP)o
zd`|y`sQ3$C!TgD|;ACh0qn_h)`mc3=qbUBuQ~WXgd)vR^D*mzEzn1+~{`EP3wexq(
z#^*l##%BDk{{xNjxo^MAe?ndSbqV{88TpO0_!ANG&;9c6P#6EHL;e@Mi$9Kuf8|~L
zzIOi8q4RI3MeP4Qwdfyt7pyGI|BSmB<gl_=UP|BO{1R)$TSGFQU_H^f^9<Uz9RIpy
zaAu{2gf^sa1X33*z{Hkjp`4ZWog+AH2BEz`q4fMB!6u_lhmDZTx|)!LtR8nc$v8vK
zd_Fx}#wT9Jtn_$lfwF-#^CxE2+f=d)LH$~H=N#vuXZB^*r9+n|2?2n9fKiWs!{O{5
zMZ=~Kyq_<Ac{pz<oYbO;37B616M$xmtMg`Is1H^bpuR4we%yn%x7Q{7$1t+k$`^+i
z7N#t`faN_(fMK~J)+ho&x1UT=kMIce*zR{*2AiT&v5z=AU-kIElYbg}AlIA3UC*<3
z+lp_euQh;KEqD@zvGB1?Vw>+M4%&emfKY+}H*9Y(u2w;YgGGg)Vtv@0z`+@rtnA_T
zr({0(<*=NuF;dooOt{*QuFosHW^tw$xI)DO`rIc}1z&n#eo2+b*Jp|#@5`#;@`D}H
zK06e~qeNw{wK&W{(caSDPO-Ayim0c-Lp8gQZoU<ltam=H$m#03Mbc=sh`P*EcXpq(
z{>;=8?y=3e+4BFARA){|>6{J{+i!u!!-!qWIq5=SpMFP|h$|B?D9OfoSl65^1eTs<
zdKfewgshEc2(BNcIfTF>h``eqgbQ`<a`kxTQg2?;v2wa{6v1gEG=ax#$6^x{J(J)Y
zc138b>E@~gA%oW`2;?uh2D^jGmo-u7GH|}f*#1^4ZuwT(B86?1lqqRsGBS_BL`RCp
zWRXHup<P|!IGU9(-&k|O@8~@Jv}({=W-w`)Yd4tz=K7d)qi5IQQ2MJCVyKk6-5*UE
zeYpo-o(i&3KbS5u2=^CPZKWs#2)K(bwhOY$2B?k;poYuF5J5dC+Y0>%*mRJcX}W(V
z72Wy03l?c8G8?9>G9K&|%DsRz1p_`zLqpI(pvWVR(XBf`?vub)ye3#&8<cx`?~%Hc
zP_OB#x_RMEU4&HgnYmb>l2rA*Yjs&IXHrB3tBH`N^=fS!*N(*VLjzlJ-+mA_2FnrJ
zf%RZ<zQkf%ehgL36EN3!J5@p27>dve|18o87<$-eN)$ppzK&SE)Il9SB`L&X#doLr
zY6XEzsMvnckDy$XdVw(s3O-w<M<5uM`|qR9f;U&@-JvU&>2<EDQzqRlQ6Owx{ta`K
zycv-xwPI=6xBes<Q7HkY6{hP{ntDqz={91M&aMWE6w3nAW126gr!QLLXv23Y_HNKt
zB1@mS02(Wd3mrab(fy~$FZZP1_ivi9+xs!Z!IP-v0yj+3zfW>}!=?=hplru$rS0AF
zVp#6;qVK@=DoWWJ!`r1QaL;Z{hd^^EpC(8XRvjedJH{`fldCD^<*HAob57vbTwmqF
zu6G?}e1^(N)QQl!TYS{?%97q;v?%*Z=c$8OwE<UY7a41x1NjiOq~xco=tTn!RZ<0H
z#{`@c33P<y!Q+f%cvO~2>n~u=7bhKAbY-yh6X8H)4%Kn|qObU<AVe%S+8ob`rR#Ny
z8_h1=Rdi&pLA3Iem>NfN%&toZld7@BSx3xOvOk6E#y{?MboC7XnC=-)rLU$Y4FqsL
z*~YXOw+*Ue**$`4IIJ&`?krBcOPYeS+p9HzQM)>gaV-@&eh|$eem_88Xe%yw^7|FX
zW?zFwoRz^XZH<aM3uOx0piI+aSRjJYtoFTY#H3}YtSDRxQ;dX(hAwqX^QK5|9q|Ij
zAacMHk~L%yka`b@vjm-cgKz>2NYHd`rdfVJ4G|!c<8ll5JO#Q8w$2@9Yig59O=QX-
zoLx=%C4TI}z{x9EEemSZX04CLaU1TbT2+0*V_)})44KjSl$q;U+Pa1nB8X1x_?OvQ
zd5aC~N~#$~ekJq%ciLyjANJfqD1bNtfj2Rj)a(W%%mFdMKdl{Hj=F44ifgrLGtDyL
zH=y5Lz95~}oI$A4RhHFQL4ZcC2ZuzC8b`~gcrR0Qk9Qk~=Qh$?y)89pZkB~*xlhQ6
zO1XP%RM2BE=QO7cedPk)v@|cYnW;dXq_2GItKRE8O<N(HFym*Vd09x3qt})xm89=<
ztVyJRUOG+=jzzzHWUhL!JyLrGqX)Ck3~nJivz?W7e~3EF2u&k<OfTqD7o0FL@^93#
z`98`9nx&7fj~r^IExm?zF0&1|nVdDeOd^@*#i%6==TcUi#VNGMY~fpEVfCG2rJ<LO
z_WCH%WrLEM`$Tf3@BF70<*?!nnfb5B>4vo3-tb>;CsL4=0~@Vp<Whd9R4M#jyFAq0
zJb~`L*1@u`pqRzvLFpz_lhp;3fYaOPHTB4$J?GRErsvm%5$u?w-Of;HT+qUPMp7-d
zrr~PYD}ob?Vfxhqhmk4NUxI%=)t#9yoHz@6|D+l_85R{U^7s`)R?CxRX^ESV(4-)0
z)~(P~QX%9J$8Bn-I;@~PZr{+SA@HHxf<BM=0HY!*Ts+7|+s=XJMgdX~{WT95QXJPO
z&T%ba(hz=y##7J=35;T1tTKh(x(n`3f)xlJ)Qy=b5R?<~^%WI=LcfRo)J|YzW0cMw
zn_(Vd8ZWPV8{%Riqcc-ygiaq<bo2~2X|-o%1qUODyC`tII8*Ume)-;?`~|!t8^v_Z
zA}wY{3rGIPY%Wml8_?VpklIY=cTAOKA)4=KO@iEBzzO!ieQ|vNl}Eu^66YZ`y&lWq
z4G2n}TaZWnnHnHm3inXf{-zxMrLWjmG}-~^VUU(v4$Bdmas)QKRem5Wgu3wj{+m0N
zKd+c?V5V%|tvnv-c>>K<BQ&CQ#pSK=z>7%{H-EG@mU@mKRLf>#8{uLX#M^snRnE<I
zbXojdWv#@<KCx0$t*NS@pifK<-w+DbZ_bbf?U>D5+CC0SM&!&$ScpifsEp(0s=%Zx
zjgRy3i&G*c5yekYEKVXL<E1Ij+uNv-pyHI=?;=4gA~Ubhr4%)m?8Hnd=A7G16nIoo
zzerqghrO87*9i_$N4$P<2tm1y2_j7{Dhk8mWl0Dx>MOJRVQrbZ7Am_)ZSccbY$hsB
zlQecJp~AEPuz{-1B?ZXNWV}M#o#ZoP{egsN8>zcnzEH5eM4GjsQcO0rA@>|pPO6@|
z#;l8(yhoo(A2T6zjvJXObx0DEE@4!rBF3*x8?JIZ_Z6N#gQu!GsUMM*ps;T0+XFg5
zMVEG5@q|v#<oIp3Z(72XGR%ITjy?hNbysFwHw5qntZUf))0;It`5_91hzReG#F1?z
zm=tZGVzQaiIh0*(y}g#*C@1T9CtnY#`+5aYrKih$#2OE4g$mv9jis*rN71e#N7V9O
zUSew*c(Xlwj>BdfNL5JUyrSDCF;gom1-@({;(KQHJCX$~cNN;CHAf(cICYr&2eJmr
zCkso1cBpdRCk;zkl8Jj#QKoWx+d!Gr^~9El=1qCi)1riN!m4lH*7%l+++f8-36e19
zs)H({2nUC{l!`lFlKGtVa<eclj1&_<zdn(-Wa()sW(GHTi+U)gY1q;n7K6}kKdU#y
z5s20%u4Tj#>bI~Yi8g$bl!`-AN9k9+L4xs+fG5&+_XIa`u(tFR5AUAN^?dJ3k-GUD
zW4rPdxDAA4eN)*s`@_|W)1oPVU&)x`wFeAesbboWq2~N!gWRNRgg%Pd4Q(n$6zxk4
zIl2YPqB#kgXibq&b5dOBJ|Cu&#IYR1T3Suxqs#qRHt!oG?dlWF$~{8LZcW$pxG<H?
zFh~@b6q-@RHa5#E-|980i*-D$iCb$udq2y#doY2CA(j3Zl^e$w?$et?_K1Dim=Y7o
zxPtUM?fYeYQ#D1V!uW*|%@Xk#Sd+aC5#{iv&Trv`r1Ew9Su>Jc&5f!x13U9<)QROe
z8o@HZ?#Zin#`Q8*Q__lyzQvk!yMn+D7^26Aq&dahMH?%5(=_Ho;D+lJAhlwuP_a)V
zS$;1gb8nGl9k+?v=sTk2Z1bOu#z0dNskmj2df2S_IO_CnKbLjw9e#^Z+!*hO*Waa|
z(&f)MA8*o{wznhJ^lOe?&j#_l&~Cy_QQs8tne!l%|G245;1`ao4m>A;20HI^oi~Mu
z-<^@|3S~c#zs9pi+uVG}i+;zpE}i@yKe~5V_hB`)OJt^af~jo*vIg!Z%9UXCjO|8Q
zG3Wx;qdxw=G^^H(6w!S$y&WC4^Og^``Iwgq^AYVz>X>XFq>F_VtVTv+P)T}5v>5FT
zg*~Y&?$e)fgafxgs!JNwQ=BStOsg^>u!E$<8x(3`7{tN2rS4aVCyqOi4^|FRP58>#
zM8ihs`R3TvLN(??g<=M3cegw4+mh8e(dlx$N?K7if1;7>d9DXxq}Mj0RnS*yrdK=`
zd;wh!t!){Sl}$*WyE~Zr{q2^s*)0ZZ(6=D#F%cbhhri1lZF=X?NN5l}T=x}mHk_X4
z!|6J7x_!`>!%4*p&t!TAc4u=w@6mM{HPZKGUGW-x(^vA9k8tNfqV^HzI()vAd*Ct$
z52-ne3|vk=tE48IZ0vaPw4js{RX&>rsoUwM%neC)D$5+Lo3~XaD??;SRw}VEQTxHz
zGNI1q!w~5wYj~Fj8vFffxD~n2*8pz8@W%<p+{bUFo5->99VC3RK6H4*SroEykSY%g
zZW27tlVaB+k8zK(nzVf3<L7w%406Ne$~;~(<nNQn^5LOFAp_(iiq{0IDOlLJg?(u(
zF5Xet!l1GIUkToql?$)q{rw-i{C{3|0*^k<2>5zU_e?!*3Fz_6cJX!<^5R`)Uqskt
zUqn5~*hRU@5ASG|un$|YC0f<S8m(Y78|3lg;hIN^gK6%9YmPQ;Z~~=9hUHAeA5U>!
z%zw+K+T_hkpls|&{Us&eZJDM-xWONnM!M&`8LnKK_pL#h_FT5iO!|du5e@_e3`ZD1
z$}BSP8$E&_<EtR!P#ZWt631f@n84N+5n(K|VzeX+3&Ris(umV-AH2R1IDE`DkTs+Y
zW(gz<sxA-Q2eirY9sj=?N`Ktj{>@NgW@qB~%TZ$gN8;+=OhxwJ0Mh@=ef%d=F@D@~
zfB{DI;T?*$G?FmZl#Cex$fRww06ya$7)MJIHrfcsEWW#jIGA!lzyEqMnUu4Ybvl|A
zFu|3-91Zwx$TIe}!7X@ZTfb_=aYigS`$(nGnJE0gB^x*<`kY)*HO@=K0nR75KQV{P
z3jrXm!##Rq84ymdIi+TGuoWL?7ED4^Cvb?b#54XvH3kAQJvKU~4f2$6^___COK2Rj
znRY@3%ak0|-5eZ61xqzn1z)vh-r~pIGTcg=uD7)Owg!y+{EiCpzQ}&?aXh67RoE2o
ze0XEl@q`LPvdGg#`xP|ld~&^ZI*HYbC$8Cwl_E~MGO_2Nmh{@|<*icWgM-SQBuk+U
z*U-)z{?9!&^m9EE&zO;a6aT-UuAeRf69?np!~c)i&Hr*r{tKr1hiCGe<@qP@RzpTu
zPDYAa)$psW^Vh#G`-^w`XZ3$?<1w;*+IWng1`#t0$0rE&lhpht8}vW(Za<xl-`2<9
zdAFY%|55Q@yxY%K{;2t%;BMLfzvR(RNAcfzntwL<KQQtBH6;IU?YmFU?XR=tZ}#0E
zB-+pK$;$Zo{%yr^G7vCxuo18@FcB~@GZL_Uo{UVapM+QjRsz<~lkN99|74$iT6F*S
zko-IU>|bN?zj4lfcf`LqXMbEE{>eG}H;*CM|NF-f|LB}CGBPr;{1YiQnhVlRWwG^x
z(>3?kRDuT5=ip<KLL(#~bx07#1d#&E@f?6e{@)9cga-WT)K4S9lJdTOqosmSr<Fkh
z64n;LZ=x$!TC171wcLzc{Zd>Ys#VE+`|f1cH@9@@eYwGT_<ET2vF<e0otp>%2mpKr
z1m|VLPHz|bGxre4ZDa69qm34qcVgF7H|Q2DAcT`zb4@EJvBys_zbf4-c@3xeAB(=(
zua&j~-gv_()jEw{`zy)tj{rc2wciYB+0v?Bb^UNKPdTmZF3vPr#3ls3Bb+X6Hq_d1
zA{@i~a5dody1l7(dB$hjIr#qMeU4kXn(Jo0Sg8KN?dQg=(4-Eir~M6t`GvyWKME9)
zL~{im2%pp_)=57OgF&K)Iuhu#v?qQQ&}4KxC+}JHYn4ZgN4bYf6_zD}TKAy!D@XUF
z-S}V>0Q}~23-e|O$Rn5+4_$PRQdYe@1`u%;tSsCd<GKh|f|^2akD?`tad7G+nXY1;
z9|xii%4;2sWY6`xmsFYH^&z%kiY{n;m}1*m5y2JI1646ZC=)6kI8}3?P?%w`p*9su
z8cIPxyFnm128>$bRukum=nkc=U<*f!P17@{S^|R=9$W>4o+akcPY@%8?1|4G!Hbqv
zZCV)E>(x1=Y@W#~IzPYV@N)a$SWuGsj82ozD=Cecfp>YgC1>J2vbE*B_y}Nd;pEzL
z$iWj9`;!;~yjt_YR}COJuBv8Ei-~IqH@P=0{`fWr&NhoCn*}*Zk)c9HMHh^u2qIJ#
zwsr`rn1mwAhQT4!V_d5qEmlDR7P&~Jg%W?IMuIe~IIGX1`AuKJG(3dOC}}`A!UV0h
z$$y;;cGeo9+`-S@#`%*KFh3=T%0`qNGP0J3RBZ>K@oX}FRSazjqf8~PRQ5>b)ZSj9
z)o9I6oqMjfU!QVf96qA~LIWXT$yzA&-9-6(?us%FS?||jl2&1Oja*4ARU#}NE*z!B
z1=Fa$YpN>PuTo9{iSo65vf>~RvBPLGoG15JyBd1BQF2n>FnQvVr6n`)T{8<X)~*I0
z&Q|h!hqIc?A2l&{!-MpnK*^e|(jIe)&@V!_sVMQ<!qtrWW3*WkrbxBw)d_Z2HP^Q$
z!JuMY9Q@N08iefBark>UroxgQJ`C#S4BW6__0-}{$PYlFDRldoQY=$Pa9TP8sH7iw
zV^sIy?x<>dXhDkto_=6R8ibjhFm(%6(Hh!6A{(Ho2;rUN?PH!5rS0#(&`NMFM6ECe
z<sAsgP6n%w+c%q7&jb*GPzb5gFly8h%3cqbfzi^o7GR7_QPWqJl~s+DS5eSoXQPjx
z70;rg7L(e3$xz-IU@7H}I}~vLKEqO4*-%svplrvpdcSr3^wH$Sq`|^$V?FsJ#``@H
z`Q78Banj(jNU=Kc$EZ7d)%&(<$v3U8M}<?@L-zNU_NR?tmqb#hgU5`l1XbD-_}KO3
znXWS4_Xk`jX<Hg%d=1q>q>ft49}y<}hFn^a_lD?mEq)UavbNvj`{E2K*7P2Qww$-u
zF4%$am9H5ejQk6$3s;7r^z0*lrI5MD?}NQqj!y|G60SHl6>HNqvWyrKB44$dHb!A9
z3s?vW0yJhlE>y@RSrVjcXaG(g-qnKP&$8q$+QM^W$&p*xBZc;-SBC3O8Y7Wr$PWO~
zj>p4?^ijBz8@p(tdM=j-2!B-&PqKzcZ<JxBK2sJ{X0512gDulUAhTp#=+RaW87ij?
z8|p2!lv|u-8AO)R3@{ctU?gVb4$(mBz~YitX+Z3?^iuD22En9rj<tb2!4VsAq792P
zE;k)RwC*KeRyv_b#`vOR%WGBz%MrI7wYk%1f9@IBT6y2x@H3muH}CwS{ii25zP(Ik
zj&BjE{rpz{$wJ-AboI3E@FDKnLc_&SvJE%akX?k1yq@hCZKZDQN4k1cPG){`uo{l%
zXG(C!BS}|GZcImmKmI%7SoKoIBlfq*c{cUnaEpCSUj8*MV%d@XVa-5`WUoe5g~IU2
z{3kT66$*UQ$sD@6MJIZ9koODp&K#b35T@)Z#U&4s75Ou^F_X6PNi+#8JJm*GOG({U
z*2viuc(lP(xa09T3y-8{Va_~-ie+m9g$u$*3aT-z2_*vVTuhr0w$Cww1T&*bxXW?`
zPv4%x&TS!WrB^R(%<i;1mjm{LNto%5+$Ypjv+7o4w%ceYbnS%Zz!j%8ITDC`GZLAy
zu_rmRY|$$cb;!9-&?tGU8hKi_W|!>TZ}jJnzv_6i*@^EWn_XCc+pM$H^vb@Pdq`n_
z-#!f8$;HjMwLD{C-)*W@K8!aZZ^zH7y~JG?2L+fE;U5;{X(&@Aa0=GxbN5dSCqsdL
z2{!7pAS9GX+Ep45q5=%vi9*?K(GsXVMXBw#aKk>L<A^PxGZx9LPg&yCoUcQSEzyOs
zJ-I?D?8FU<8`cGu8BWURz=Dt+mHk0eNL70<F+71clL_{kJUW-1inVoTWOs06T)C7>
zgPqt(URpQh*Gc9!IqwBajv$x7&#^<5F1xm%7@^h~kOVX2O9%5-2>3=2{L8$)v;f9~
z5PK>M$ag0&u3&YH1>dxq;zu8aWkgzT=UV;RxM#;wu`(oBXN`L+PxXwOmWL}BJPbP1
zoPRxXCM&X|%A6F%7*2X9fIQj_=5cV7?n|PJW%DiHBuOjlhI#B9xDcjXZWj8;orbWj
z9;UjgRr@b*YP;-&ME2m7%bFP<a+?PR<YMTfcP({mWUCdH2^hBeA9f%s8(eJp44~m!
zd$Xp6vrUI2s4Mhju*}z`&S{zGqmjP%b16$dctp4IQ$NOU&e2~xZD@ygIqy6ir$eUZ
zjkDjX<?Z-<9~2#bzRUZvnfV`hAAzrpG%1#N-t&gnv49^B5_UpuM+zGGqf(;EzIp&i
z#~_YJ_6Q%4zsegsX|>pFghs=syAdm^;ormQADgLvg;<|FzsF(0W4eW1SKH+ktL{nK
zoraTPxaLcY9~a?{CY4|3tOkV}AvBh0JBS0ZiDH~bR|;R1gu;A6LAnRL$q-2561GIV
z%|JK7->Yb4c_@g4Or$lF!E8}Me*?fhqBhFZm7M#kY=2*zvTP3>fQufoD4j_ch2W+h
z4ZF5}1fN)q;LHk(#OtcUm9Bfz#bCx#SZ~W(%p<1Z971<r!ugeSN{fZ#VydLNI&1wA
z|JLeMm;e2l{*ljT=^J}B?bxbMSAoToe0!nmh9n!t;riSRS7S@wmdj;Y^t>w$|F5v}
z#?JC068cU<hn2py1HLxnQKY2#WQhk*30LUHyi=6rxG3oOD9osqLe#m8pE<Ikgv68S
zgRI=>rK~2b7TEKethH(c*(Yd+=f`VxF;0CH(Wz%xV5WQ!sHmxeIh&`zlF6&2a;sU{
z%~X;&ItL0j&ItsNnrz$m>3*CGV@cU_gH;LPKTtF^;_H;D<@s**)8)I+KhEO0H&z*z
z+Z_ytBc54oHfba8t*OZ26UK6JTOaEaua{z~e7|n?Z_?X#zO^-xcD@|)U$fnw(qcR>
zL3M+mcVKBE$4T&E8dW81xOQBk@Q_UF8XUT@NO@tI$vd@LLj>wGWpET4*0yQ`BFxxA
zqU8!@HN-jPWn5<+2_YXGIXh-kg`D0`HLwis3%yJghJHz#V94jZP}^7yJg~}q9t`8f
z?;4AML2rgZhmU<!y&tNuqGQNpLgHDeTwo^={8l|=uN=$HZg8e@0-=(kCYO&vA?Yzg
zk}L&Sy`Nmlocn{PICJgf@`gTJN%#1!BmL=sdVSXuZ>7P}@&KN9-v-ySOXu70;dkh#
zPS9N^`qeY7&blw|BW^-m29F%)!m&jo5jQ&X-R^h^cuYLQywqcbu*o^Jb7;b)$7-?a
z5)q43YcSZk2ftc=0;Vn<LzSy?E57RJ4jMy2)G6bYs(l?1K`@T%q!V?Cd{T?X>ck6-
z%elN63pjx@YT!hv^XOyME$}$>NOfoTaJNgc#UD}Vb4<#DiDr5lg52x4^0!yqiU`K?
zhth4{LYsp{)|G4>;~X@1Hq+}_ep4DJqX~!#I^v5@V?_^Or7@oUNf@aLLP7zp$ups?
zl{OfHhQbXa{EMPtPI0W*8gr<y3T>;SRImFj{!AzEVa-gN-D;Doo4Wq%RcF81MyK7^
zbHFyLA01^aZ7v5fC1ZFuKiIoPaWkU8_{ARrktpFX;hgxl`3}1F+=4M9GzO8!4yf9b
zZlOvk2giK&(;PJ=DTwg+-TMrV0D{I#6HvCo6B`>C=_#QKlBSu(DJ7e)A~Kwlc&7P|
zdf_j2rf-wrF~6C-eq-X2-k1z%A0O`CDj|?;ljdXbw1(y1p>sc=drDfG*P=bTcROHn
zKVbV+J>f9wsNzuPT&j@%vX}m1-00(+`!T0D^-eCYF?j<`X@_YHF1<~a4rfc0T#O`G
zk@&oIt>1Cc+57MaeK_U4yLB7aKvDD6EvHK8WiMn}=+?2wF&xZ1Mq3bjkIW;`g7qhr
z>xz#tH*L56OZscbWMAug5;|uD(AbVG%8U!|g(;AwS~eA%bJ>8k8ZJho!`YpAp&QgB
zd+Ver1A@Y2MS#$<9aN<Z+9a!KLB?T5YC3y{`z^FH_X#Yi@Y@B0f#F#T)zrP;TGkE_
zbd?$Wa7endVZL-}_2D8#=9X$GZ(DU~fmx8!tP@oTcP0;oPE1ZscqVD}MQ30kI}C02
zZSUPh@5`L&!sWZ{F&5wD!X)*>I+ul+HMh5=sKZmk(g#-ase^?3E7*IxM7K2sX?iIE
z{7+Ib)ZN0-x}ercES6udZijATo)t-=?v*z#$<VF64*M)iIhks}i&&SA#i(sR!2;Pg
zvo5bafWg>v$bOQ53k*^g+`TK5x2iiy<#;W)O<E%~%2W;)x^)_WUeEAQU1Zx9v_}4H
zU$<+2GO-0ZQY>V7XhG`Pl}_rw#S-=Qd>i=4$oLXy&43`R(WS-O0&5b|Ve$oZ<cNu{
z@Ae?nlBVSx+8Gabz>`#fuLhl%vA!9DXJVFQ*Tk9sd0RyyoDfNKu)o6=Hlcd?9Bp<y
zB_$8FOlB2~n>$`D#Stw7#z$$}X;9*o=bB`43YY(I>u$&E#rx$mr`{>o_G7RlOSl`(
zx#R0YwX!sy-1w^c5>Bi8W{8EWb(wXeY`UQnZ3WlQhKD{oFo|s=e$Hpvot4xda%-(U
z(&!u7oSyG4L>n$k4>fBKWQi}6;oURfLBw%z4?$3-nqRb<)!V<tYT`NJs1X%TMLj3>
z0|eP`H3s}tH)q~Xk7w4TUsWi0S(M{$f3=^90yI-+6txiRZk>N5n(P_j21ZdaF_JUD
zq^PL-vYkZnlRJ*l|7WDWikrnF(hw!h60mR-q?L6WwINYD_3<@$efm)dPBM-YpX8b(
z-)IKcQ^`!r9ruIj#WyccA78c2^NaO>6Yy>`>ggKzv%J%L1Ord6;hbgt_VLv0xl>7V
zX5InJwsWqWJxLK}3)6}?ZFew>IJ>R3{oJ)8);Tu!%yW%3=&~&$yFJ<k3ujG=!+V93
z>!K-C%6&Nt*7{si=h=vWbA$Ri^j$7hN-@<93!k+KJw-ESk8A}+F77;cp6&SE5e~G+
zXmeH;chsL0+KRS1nKkQmUtj6lhhwO#%;rD%2BLBBwm!MitG<h)>9|?k3=Dn9pbzx$
zlV9B?TD~sM7H@j@xGw3t9^AE|zEwh{KnmA7QKOw-q+Qvc@p&xeWYt+%f%#zN`Z*8H
zL-<0sN0Qtt>-RWas1<4+APe;&`S5mU`X>2m$D!n?&z|#|JkDGd3#ylTrFx3+3||vJ
zH~<Y_i#1dL4UaFF%OGa&a*m}!ft3<qFxWGU07^PbC6tXMgb60B1f3aHA-K(^(MylS
zQiO*DfOUOSC+N$;%7)EKuNblipL;u@hDOeL&$uU{r%p&kp&iwV;IxE}BwCD}$xzd~
zrz@Kb(qa4>3p-Z67Dg>FR(0|vgNX~TRkK<yBnQKdiRu*HF>8P|Zf=)e`B(iTiQ&g+
zjSs&v#<L6a6W0c&mh2n-uy2pG1%^>?Xk3cg!q{af8O}C5w|Tx%LE*SVO?GqHv0A95
z;ye@1LW*r;iLI+m#in(wAG=QXdgDQ079MG-@QMZKpkXwJyfy0DpiTirHFj~loKSd1
z$D)mT=-Lu{HTYC*tkQ<_ULBiSbbGsplPa5wN#+gCfL;I@_Ae0DAJd$#7;AX|`=GA|
zN>X1gHoIL8N~SCxehoeRtj%5M!qDJ1_|^5u+cy){rIpgrViU25|HAm@@t&V@EFIu6
z0df8G>Jo*SePwQ*Kg~LY!4$0h6HJg1bJBbj7IX;GR51m0y$pl|7DwcuszQ@WLxF(C
zG*VEBv);N<9R^G^2{vompfN-hx;J+aL2U%V8(<D%DU{|*Xe51}5-B}O;zMl<vv(-*
z4{l7{Q(7wD6bEDti%J;{+v<gUy}G*k1P38^6BmP(fv$IVJnW~R(zT@2cs7;cHSh5!
zzvwl_W5c~WeED7b+3SgM^Y~GSIqo@Da;_<b4eks^cOz-hv%^6S;v~xA`VbI9c`dlI
zm)-C{?jJzo1Ob6DdO=Kiv@~WFS9{>#><eDqemO(T#h2ju4GgEf4~#vw4d|)sc^U2S
zAN%gGgDX=$bwHFFz{B(qdc6pc@>B(V`;NW&Wovo{SiYan5r?gxjU(&|dXID!F46#f
zNbdaVk|D-E{Pv2+n%q=7A9usgX$Is4$uk^y={Q*P$WQrmFd<)(cOk41+Llb1hB@dh
zkOy?P)GOz@Ekri*2zy_sSCFY$jTT$%iw-2y9vt-uE3POjZ&)Ako8Z-fm#t6)nt}A@
zzBhY-4HC~|Di3Pjkxn`qDW04jjVo!Uz5HO!Q1#4hHaDDyYfMH2aQ9%Z5%)*(9le2W
zIh=v)STQd7V2>75S0}WMfX$xJE7!WPsuDpD-lZw%*Nh-)2b`rWNKyvm&6V#En%i*8
z;V3VFceB9jIgcxkn{m=OU7{@~QfXl?dQlBr;N7HbJEX0~Ea`G+319alZ(x(nQ9Bdy
zihOrL=<qk8E&$j^-uyjtU$SziT(9xNheUh|7;D*Plb3TjvLA`(R06%yf;Y9H*!vvU
z7j5jx*Fhf$nsa&{z`x_?_#-0(D>Hy}2R&@ZUV*+wt4lzpi&TtSIwBtviH{O+N^X!{
z&Y-nr@ySl-Tj)kP;fpX<?H*odKDq87<RWY$Uq*iL7)aic`(!+_APQSrO5AD}nImde
zsB+x?{0@)TkC_{2gwX2>;RD_s`XM$(`B;I0Zv-Pg6i1{aLp8#~luJWqH3MZsx=Hwu
zsC$Fq9w0ITP<>!>gY`uFgxo68B``*iULLPmE>>?rNLyfZjMEn4GOzp0gIh$u<C*gw
z(IxFG&R>)}U&D!gIKZAczFXqN+*-UYRvo!EcD|J(?9nyo-E%wg>6cBT8x}po_(u6=
zegu7JGC(~*!$ZYF;X~m^5LE0KH>6k%h7OcHVuvRlNLLo)&dD8f&q4B7gY6yW<2M$<
zyLv1Nr}imdN#8Jah{HL^J>#T{!zYG@2jBL9UA*j}3lXnNS6T#3l+az&7(=fBS*+LZ
zA!!F7CzW0%5csC?K++eGo#$hlquY_PUrpaI&W&~lUf5y4&2}G|_Ke~Wtu*B!wxr7l
zn!~Qc@E6IsMdFFjSqFUC4lNM!jKB0GjFk&@WD2|v@d3-tb6J*vtrF)Aj|Uba_l~gM
zeHW3P5iz{;W|BM#S}cHaO#tKy^^AlmJm?I&nUnZ2M^y)8c!lVm;U$9JYwdxKv$X`#
zP2@`;$Rw^Fc?13mz7Au{`gI0<D>v839*1=sXJSV;w0IA2;oXS^g84}75%2-&$&N$r
zVr$9X${|@NiQF}xjt3ri-FX9Iev88uN0&^zMK6&6XSaQXcCS~&y9%@m1^!yRl`lU4
zKiQ4>-SY;9GZ&*ESJ-4n)>hFA);-{%KzGA`b<H1zsn3by9kKx<R6vXZ{nxcm(h^I9
z4V0xjux7P}J@FF|>j7Pn66k0sCkr;)OnHL5$R$-Y7(}oTt1{Ua`3!Z|{JPH!dE?iX
zom$c0-T=m@!dpitpcS9olw?jS;-9AmU(Dg!Wg9go$O`=jDS?>&4{>K5+{l_``LbOu
zGgFz%%*@QT%*@Qp%ur@#W@ctAGc(&|W@e`Kdp&Qad$*^j_n+NRC_<5$k)gO>Dka_X
zJNLx!>Uw79%%csPM_ju49?gcSa8+YrCTh=5VO;6T_cpL1XqQFqx1lolCzpLdFvRyk
zYYq^WR$+X4<UQ|zw0AW$f1weD9RwkCR#8u#hG|S~Ewhgu9HB5My?SA7l|7VK+z0{6
zs<>yW4K1ZT&9S|zCQXWA<|^rtQTVgEgR>EGf;pzvMSjZ%!^$|n^>IViqAR0_!p+T#
zwEMC*`hzE_cX=2ZtiRfLY6fm>XefNgYq0c1K>(KsQ~AjbId?oO*tZg#FTJBa*a*_*
z=^0?`b}y)?GL6Al0bQ=q$%wU;$Wq5<!I$1dy}izS+9KB<wQAnGru<-J!*!SG$gOmC
zbaXG2nU34px;S~gZ}j>tvY-W~f(wTA4o6r>nvU9^D$A0nr9{!!ZDFQ$9ZeQ^7TDZ<
zp$T7L#vQ*}r>u*Ii_3xh3MhZ^#jO$!>@_AeocHFsRn}ALP_^3e7v{BV)fpN2sl27A
z*}ZBx*)M}m3>C)~=^zJ(Z%ow95>h=%$jQEX@K+5_Hbh%rtPFrhl_Y&K8zF)Nr5U<q
zV-kh}9T5r|8$>dOR+b-wqszW|aA^bAa@lOnnyV)ksr6~xiR=78iX8o%8&6<E_&ppM
znYJa`EGDLTfXuC<z1T)PUg_(KA}%U`I~nbBq90ON%)S@T&hfbkxRMT0t+^Mg>O*&E
zxEDAISQ<fn!d*K0k*Io~n^VNC2F^ML?-f_&pp+>B+r{-{X)D&9If-!a$;Y8q!l|{!
zca!uk*3+^JQ_1PZt7mhw;dh9n7de?eS<HQU6Ubcj^!2dV=39FDGJi<~ZZz*)>S2n!
z*znxqCU|WDLCcKHu{0R3j}LnpM%$Q(nJ|i8xzTV5Xf5?D2g$e8y%aZA4caUb%qs2Q
zv--`2RX}G_($WII7N=%c>Nr!E8t^yeLAZ(z8E#WD@1GYCB88Cz+8FR*+*56l%!m7O
z4Lsm((XyNxu!1S;l)TB@4cEA^4qfgTDZoe`KHk%K`WA+Q_T(I1A-75NwZ{s`uGnNK
zvbx`epJ;_~XP9t^B?Sp{AQG>mgRjzbYaR)T_gF}{@pu9t%c}-K?y=MYw9G!|!PkP0
zYA&&$kFrbbEj6kJ0byKn=)R9Mao7SKZXBv&Wkem+iZ`bge6d6GvHSY#P@EVkcl!vN
zk^-pQ_zQ^A7kA`eS0?l(&f~x~i!~oYVxibZOy9d8n&na8^yF;=>9)@fNsbgaPV<8{
zzZcFXbNBZ3vW^|-sRf4ogy)*;YGOq0*GtiY9!t@#4NIsqN;<rox-~GRB@s8&tHn|t
zxrBwCbFO*r_Kgi0cI$pL;38=<I8Z?O3E_uS_dC>;t`I|lgYJs;soS@HY?rowI1u|g
zV3M>Zvk(k^=Sw6<Hq909kk8tE%eF>{7jr|bhoAOp)d9zyM@r`6p=(X1x_pPXQQgUt
zDHl)SLBE?;-hus{M_%U1<1TP#*7gfTr#G=T>~c=DkFbJ+HwFYsY_zbHE~VKi&FsBU
z2%UmzVZ`0M8BwyB=b~wVidnK1O>!lQ?lsz+X#%OwS7bjg=-*ZY(rH+su?NxvZR0go
z45YGhv)Z)cX{FI2w0(6)<g{FoAr~}<Q(6Pl+#Qgcd6ReM8^}VU@?H0EROE49XXaF5
zqC+`vnwSgkg&o<RCF67Jq%Kk%0V+`s=CV{H1PgJXvd<brrDqGMo7;g6)MvzJs9Ecd
zakyd8vgW;fVNj^%x{M{PqgYwoqmCF}`~FH%8IGW`{8A=(XId5Y09>`6z|5%ubL<rr
z$*f9RwzcHlm1|X7e$0qC!;`u>^RTf{)soY<jyZS1V=ltG^Jupsv5vU>b;yz?jbm(*
zJ5=!wz7iJY<MH_PT1_RxFpF52TFNkb8hPl<j8jC`A><XZV-ockW45YZa>+~!N6#X`
zLYKx+)@I?AW*ZFC@O0Ck11OzC%1|J(dc5vLUkhV`I}k9cvi3tHz?p>$`uqTf)pYpd
z>WJqAyYEI85mWBDUn}86LXw!)GP<{Y<%bk6)*cM2>1`i8$HzBU<aSDGq-zwJ=H9}}
znG&?`SimP6yxXkPo9>Y9*f@Wf#u1fM_nFa@-Pe|qFkIX0^w{i*q>RTPej}t$!z6&C
zzNLc6>S0*AxpOQUic+1%;_gR@&AWqA;ZRmt{QWz)eELe}G>X1Gubh|jX;G&4GF$k)
zA#yN|P>Xj^phkSV#RGoo3YdC>$whT{5W30-CHUa|ORYmY<pY@V)*TG!@yRo=Z;Um}
z5v#zkwNR-evZMfVS7BausR?_iaB<{}4QK&r0R27vh>9n1q(=92EUVE5cx1{r@~byj
zSt01pyOZSdF{p=O+6wfJ0<G4$douQo@pZCE1L$s!-y}MHKHWYDMRc?<W@envUF4yK
z!NHP<#DQGH7t1kpeIRVP`f1h6>Br=$YK#evIk&acP*9rknwi*fujm51fKu^(Bg_fg
zd3FvC>wYlKyOU$;59XrJkBA`&qc9{Yv#{Be?1QKrm$1F#_!6^K{<ukb6!8Qh=AfQF
zllgA*XmHXhGEqSA94lQ@^w>Orh&qR@89m7lNmH_WV*HZl8K)KXpFk^r=R#wpWnuhJ
zYUS^3X#W8XeZnMvVGy6W#tw#dpPnBJT?a!!!#@IN|3UEAjGZ*|r-dK5a1CX%f(r|2
zE7OF}v7o_u4qD;%A>L6crW1VFTxHphqhgHyMRVgRU_?Az;8tnDBY%A^qIn~sX&rH3
z+U`0&ciqs$Utr+IWsNM&#VAGCtwA$8CScemiwsJHi^n?dm9rLyuI>dd7~k&N+u5YN
z;;Ct-G0$?~<)Xt8hioVs*cN?WU|Ti*D_-!XlOAt<a+G`N9XTsZUyOi)Q#2}&WYOe4
zqNA47K!pfJQ>8%1{JmcuLVfk<VnCz?(vB>uh+YnZ%=;@gz9HnN5H|%O1~CFZn~hb!
z=iz_-g<V99MH|Er%#05m(A#847o5QdttSIELO=$wf#Cm4uaGaJz2GOa0bwm$Ov5uc
zV2Q1!-aPTbjq7>C9Zu{O${Od0(Xsc^Wt*q2Y5M`p{j0$J|6HIyi~bkYMfacU!}|B;
zrhkJf;!_d_@TvTVP4I6Z(0^+b{M+t-%@{G!{b3dS4ArKi{d_BQw4bm3C&=jE3Dy4O
zM*bj4{w>PrfA@Q_{uMa>uPkYw;Lsna)gKl68_@K3A<X}6iT>ZxMt?5t-`KprGYkG{
z==;p7{=<~_mpSi$&)EKB-+vkk|07@f@3;LyE&X+#f25KALf8IP>HZmw^xt1r{})u!
zp9}YYQb~XFOn#z>{}HbJ8Or@%$kboAq<_sZ{ymk%LeKn<P|~=Hr;5U23eQ33!|xX7
zPUB?szzg(1K9Oi&gs;dwhq2%Lzjyr<#>YQ25k#O9i$E|dN6gbnLo`PcD8|sQKwMNo
ztP8O`j9X%?v2v(eFnF0-VqBHelbcmzz`E~n{*}soc5~|8rm^mRkZymF{_xhZAwY^J
zD6Iw#KY9IZ2*Y^$wCdl7vURFIifekEp7}n*iuHiVkE=ahUF+rPb!En%PSpI~n_!-*
z>``kuqx<TS4*wDt(`wkz>nJ2|^Cq93_PrZoFFc!|Z?D@{IKR{M1}JI|KXTOecdgOd
zwV}V!?shZWVALYb>hB+gJ&OF>7yUIwIW?8K`{@V7o2>l7E^*+5Jskbu9R9zL0eVZM
zol^OWC1Yk^W4^vn!|WoQ6!?mRwAeCNjbAjl65xke`Q#s3yB1A&+=K~}@shInx=SWv
z5k~F?A%%38{&X_4WMLtz|G7Md`g?@vged4vPE@--pGH9=UBqvZe;VjSXGlvUT|7gJ
z#LDsp)dlLBM5<6qyOq#Gg5pWmD?z(xA#aiU<7_VbaW?hcgu>z^>+Z(*S(cx_1a5MT
z*a{C85u9TTR_3-32thrqM!;H5qi?fb>lhQfBxvn>^PDk7<MLHCR_N-<*j!2GVSAVq
zc*}ObWlP0_;@O15;8odNmZO>caG=L$YHg;S@_uTAfNagP;9Y6F0jK;Are55zlS>JZ
z5Ry)tbY$Du;DYhxLnV!SEE{wXD|3g>Hb!8O8koIl>#jpHu|F~DuCW}&r}v$i;;H}%
zuh#5lU$KnE8s|70!W%0e;??=5_ioout|~0<*HE$cG&K`4?>O(s#k6{4+sv?QtHHY2
zVfigOt2QA7M?xae8MX)nxOyT-LKVk8BT*-5G0KLaxO}-$!n8@Zl3Wp<uG~S|kM0rW
z;0XUPR6KVj?nj(l->LX`kL!cjZg@X=4T~@lkDdUW>0ZuQk%JhnP>~C|uNi#GwA_cV
z#9!lnl6BANsHJEW#vhGB8xGK`r*u$Oj>+yzl;&b2L(CbEP6~!+G;(lD1mjVqUsopA
zSg+lU$(Wqt4hHh4EYgsaQ_)!aoXn1F?0X7W_5@Vipjn}hAW>VWvU;D$WU745>+56-
zcIO!B6fq-$q>HiDEs~{aih~t3S+s`l=G6>8bTpd(r2r*R^X(fy_=kIoZE5UuwS`vb
zZH$c6q9CZ+<clfB-A$REV|_!HHY+$Vk1*q#({;c$ao>_ytf(z(1Yv3l2qJ-zh@ce%
z%Z%q#jGjF@|CPxszZK*$J94P$OKPF@SH%YU56hj})p9=?uDF5dDN5hY5uSW>whYGu
zYR}7sZ6~!lqobJy^CW6bdz)hA8C*@JUhi(6y~RhGvcrS5j*c||xpjQG0QB_|-)&uc
zby|ucR6P>rS@h~%EuU=1m>G-r+UPf{_-wEx1rmANYBr5jcSF?T2_qz_Y0GxUXTNtI
z5$UUqDFvtKk9u#DYCW-!n=ZsYFE_Nz5L*B=K8`IROM3PfCQOI~J#Jx8G%`UE24q$R
zEQRlWM8SS$;shd*7{4r)k$%4BwHdE{{P+ldo?%z!S)}ryMTU>`)Sq7;3~UUU7b#O}
z$Bk?7dem>8pw8>x_eTn6Pic&G)cYx9HMOXQaTYqE2Ot=BGH1j%!@O(Yfh#RSU6Cs}
zwmME>F58uyEZ2VAzb<5YHO<*+daV+t8Ow&ENMf`^>de+tnB;j8=q!A&inoW#B+1KP
z-f~&dA%YRB&_peF>uE1!#H=A5Ca~M4!)Rrh8v<C;9o#>4;7lLEcW~D?+>F04Tm2p^
zJ90J!YRCrZs!P;H;Mry{OHDJk@_J0_@?dqKGqQ%$<xGisJPye^1qVY3A<XYji-`3t
z4^L8BnZeH_iB*1Hv52_h2=7b6g4<NWn-m2}B8U!oedTB3yVam7#)l<GT<G3T{+xsN
z9VaU*H7)UE_`wPpBO{_x(*SL)z}m5~wH1JNCf9l^f+do!IYF(g?2)vp=*Xd$Ajh}^
z%%FHi<elrx?^`IL2}C}#gQ&%EJKq1m)F6ZVQM?H_!%SkE@2abHnxDkcx_1I;@FYw=
zs7h{m+^vhe6R1!(9(#Wp^)$XIl%z>^Ft^zEE_vn(wR`EWAOyNgORi31Y{S=Cv9xFu
zj%PNJ2)9QU%~6Oh2IfYT&?ld`BM`u03U;HjS*<t0(QlHuon%$&4Vr49C!_Sz)p~Td
zUxmXm(Y~CU+b*Y66U3eq4I4DP!3>C-#Nu*mbwNZQ)+C{IMhCE-CZME<N|4ZXjeYfj
zoyku!Aok0bNs1SM3?G{CfowE80$HThP#P<ntGQt>^YD^oAHX<PEKWMMSVx+ZE<3W*
z5}mwSd~9oYE!_>)%2t085ReDeXUeMDL)0Q$5BvUoNQIt@lbNnNIoBW(h$t4ZX*JSE
z<;S);=B(~=65^1=4{H4(>K0DlFZ9zz<k-4LZOnR4c`+i6Z5#p-`(O0+sAa_zH6fYH
zG{;>*wJw>Is8qYWL=_3{K0>@3cOB;2ci_060SoIW2VOU6i)9>j#oEa$PuE994_RI*
zT|*zYs&e#9dj{4X^{)4nsgh*#v$_5DtNKpuU+-EJNBcz$jFyZYQnA`X>edXxqK#<J
z9L>!nomzwG22aK8M12iVMol(??ZC>jpw;x{b^~G1!qFtq#?aEyVpZlXJ<CdFkLC%<
z{8doVj4PUN!9TD+d<x(9su-;RIbfa2iw~EQx&i`gMgm*Swho+<xlV3qT|L$oZm(%^
zBZsAhlIjb2>u7oFEID1~icy4&!43WhP%`M|-<a~V?St$<6vFVe@Io<9;pL;(i+~Tz
zGz4AiWY+0+ZJOr{kjDb+6;u%%p6BWnx^mI(0_PZG*qu32*AOs;UQh|VZntYnLh-0X
zMb5?SQlK2EMcleoDE#2Dn+wUR9;M_(IOMlvB*)CSqX;sbwBx<Z%9CPCZ4!fAOakGf
zLBx1*X}^X8$^S~nMsxU@v0TY(_k$=J0|4bR;Kne(T6S1mmJd-fcNFc>G!DGR9;}Ga
z%9;xL>NYVvlDhIiJ9hDWKDc;HJx{~&F*P!e;=Yf?b@?JL{vk<;P5cDfFH|S6Ipk5Z
z^O-R5L`s&fAg7@aYc+YgKJUpcd1u+@^i9wFmjpHq3qbFuOqq4GTJQuIp`<Qqs>K|>
z=`a(MiRt$GfLcc%`gBmXyGf7?^DPok9(~mHVoa*-#qc4+OTU>OURsa*?KiF(06Tgz
ze{jDA9%|gQf0l$15;Z!^w~h@1nex70E4o?BQ@TuP;ch~}`09e<nRq6Onxgi`Ck--`
zwh_QM_Q&7pA{0Q2ttQ48!%%<N7$SReO;EHmJzWxLTc~mJjP|3=c!+i8KaGPuytO)L
zhOmOht%9j>uSVU=ja5eVaYz_dexq%`SX9M~Z!l}W`HXapf9(o&_M6pR+}6C}0z<v@
zKH%x^p)l@d*kf2VcEaWU9T8O?4&9n$RXFZoE&T1G!x$15C-i!Y?4i%D%<SbsXN&>C
zdubwAVl{_MNidk&H<<}8H~~(rQXa{*8}K>i&fn?)7rbtN;WhI?lT%<L==i;A-NnQ5
z!+YTVd}iD2ZetND!fi!Y0ZADT6-KQCK0<Lnr)wU{EDC`lp}~k(oKtg7+w0>kY)*~p
ztgWooi`N-aIdGpvB-2A;>0NO#rW7TK_P#!c6SLvBC4qjg6qBv~JC5X9Npj2V*-A)W
z2xd*ho@E--tVjn&JCK;WQI^Yb2~vAR;#7kJdFt;b*Q`gW`cv|G*?Wr81D;Ju4-jvy
z2xl$MI<QG(TKg{K%<$MS3FPEr{oKA}z+Ltr)0YllH*_#B;8t)?Xfu?;A$HNPzK8)t
zM{D0sB0_Ooag>hiQS}2V7s+o`0$WhAn|raA7t3Xx-Hl|~VT{!kP6ISjDLz944Y6~U
z9DTJYv*Y|lTY+6cJQYlG&U#GUlxUS>$RSnW<Y_jE1f6DGydo=eH@1`$FC)TgWL(V;
zRaLwx!YU8W4D!F-n!leyt@<#^Am{RtK;#M$yAh;{ldcqz%U84rq+*Cv?M#Jtv%#;4
zf@}+sUz<1pN68_q&s!K0oV#nSI;*<$n4Bjh1N((@Q*Fw8K?d<xVJB`#jzG|s&4p};
zMy3i>nT*gu3H@k2*zR)ia=5+QZI6k}xtLbv<mK7xc-?gJ3ed!1CmO?G$6h0Jz}|{o
z0n5g=o;mh2pr=dMtM~b2QT1f;Cxpe-<&gIE-G?mWHA0*nfVzD-(tN6jwmIB<>CBp-
z>_y7Fa8i~!A1mOfGs;fJWHCW>UjfrJ66K}aU46ov^6z1(h9c4EeHP4m3!(2sF^alf
z{zwuA$QRzdp+HC3h!_Nhgm8ZByVTqZwjaGyfk*jrx%K3yz>Pi-hxA`^Wz{55e*xRZ
z5au-$SG&d)FO6hvN#7WoY}TFV-6?A>aXR*x8R%{S&MXM6gDN0D2WWQeqRCGm#!1o*
z%CmuE-m(Mf(~!^nQiv$YVPUa|i?PSHi-ZAH{ObE`ZBG^%Jz&_DYsa>TuO3f`CkYN-
z;I|TVj;!V%*BbZC;$VF^o-!u@0`JeCDjt>%?KFk@{I$MUszB%{d$L>p`XNE!HfV|p
zS6M69`WO0>A`t?Sg8S}B-O400`;44IJt^$oo!$l{cl8tM%&|PpG=|qDoF*2PVaJpg
zg*Yd7J>SyJyoVx50O<$NT!=3xcIF7-e47yVIvq4PvJ5^*XTI`nF^PmYyK2!;?L^gL
zh(f$57!tG_D33Tj!nFZeuu;U-;=T0P^91~*Bh@jZ$7v|(F(~NwS+dZaWT`pP(r=(u
zd<@=mdJG$)aF_bHT6=?se4QE89(Uy`T(?IuH2o-BTHWK))2gZ7mBP3xId?icJ=CCc
zfOVa2fR?#(^&8?8=vkBZ>D0E%)rN>|+2$R1*-`R9YpXE(K9tu_?<W#n==9(bnAJw6
zU*m@wjF&*iKM0kC{O%p#OSx`B0CO8Hg6%f@ZY!6x>%*7T3E}N{G3YC^c~@m#+I{p=
z{6r&ye2y4X#FBmC^L{7=)%r?y@Fcb|F53eV>A?+V^rCnrgfLy)zR!mctwHJCo_dQv
zwyXUue9M~YzmWln5{nBG+{HNC65TH#){08_EZSHC8|7kX>;R6<#t)@(5qO+Kg%1Z0
zVC}%y1I|`P9CI{XlubyIp{qeqhMZ1Cw1`B8ysj~h@K}m*jW_y~@T0Ku`F`KAccSMf
z)m&2(Gkq62z;9aHg?~aPx`j^|`iA^L?;3X-_b~jUZR|eIs$F}aRi6t5ArHAk+3wJT
zbeY{Qj56P;{lovYNd`)M6Wxu*RZ|TQ3w|BBtic@0OJ7C>-vR+P+N&lNhoEcV$6SO4
z&W{rrat>EC$o`aF;^|b?@&HgfXvn3^r2vo7T~8-fQX+K)>X<MmQj&tl!X%9;M{y&J
zIZOSYk7qEYGs7f20}JA#;mbJYQJYy>t4NvhN3QNM&K~z0FkDI*ML}cdbWHAUK|#jK
zp`sSDaN_4cUB3yQJ>NboYP>z1`cK8ACtKP^MVva?TCooH6}Lqk{byOdom(0UaaMX?
zA9*@j2kWrhZBLLoMWt0vh$Es@voC$#kMvRGlhnjI2~BIi^|)(y)*0TSS43&)DjP5f
zj~L7uT~(GHkeMu?<=wp!x6#voH1R~a#0W-9=}g>i)qOLimgA5knPJc00o(!B0C0HN
z5gk<>ZC_2VhB%I24f5Xz>@@+Ffc2QW2m<#BVYOg|;CeTIxI31;#po>!!g8Rm<tIRz
zaC2^7xTJndgA25%K(TKd#Y1W@a)||d(9B5k$K&(ge*baD<^LTYzyeOE_fCJ0px47>
z{|&Lz+LmC8Ly2=T&_G(r`(;7q3S2l==r}kvrh>3M7o5cO+jH|0MZJHT)`87EWxE@y
zRtqRkC#bPj=D<XHKvGfn5&Ww;NjhY=c*E2z1c`KCO&nZr2rDZN7|*WFsSpx}6O<NX
z_cU6jfe0HG*XN&f0|fUiQI{McPCM2(Y}KzKJ=<FntbJQxc!y3sH=46cH&~e$*qz^T
zP}?%odRhy+?d3N&>+qZ|bzPXhPTD-aQ?Y)=nGWi9VQ1b86k&GuZmnY7+a7LCX&D=y
zsq0?gfUTbRaY?H!<A8CR2CPxYEuX`4>iRco8mnRkX>yb;Rn}FP3H^Se;#pM%<>=jR
zdad5Eg<6gI5~Z%=PT~<KKyki^;g@J>TV8<L*x#+6QQd%wlL4k~Gf0K^_^tCY0-mu=
zmqE&+GC&dwXKSjyyN@|J+tw4-e7Bk#48x{Dm!jOhcjdXxf-2~lNwNH$a;_=ZT<K{!
zm0Sf071!&#(vHrZstO9uy};Klq>_MyM-^2lipzYI5*gzFHP}(MIUAKmlu|ZM|C&8M
zF!i1-J}^qy?%XS<#v#xIY8RiSWe_aXKpmi<ryFRCPLzFgopUU-v{eXuBlTr0w6VsX
zH!Pzy<xwNY9?u5aI04Wg^x2)IaH(V*u!nU&)27YL3L9rvtTuOw_`&Y3X5CQq5q_H_
z7%}m&@_2z^0}u+jUIP#b@<`)2_MGOSU!glW%|ev)ys|2k>4!!E0kjAyX@`M+9xN2a
zKCck4i5Gzou;6<ws>P_+Hf)nHEqu;P{dS{xpQvH_h-kpoGBfi!?2dbYjS50t9VO-J
zx8)AtZrKG^hS6GHB^s`vJlojJ2!`HftrbKsUTB41Dp27iK4Z`<qhnuqxL;ACeWwhX
zyAOPBKbc%O-^IAec4uF(1Fom&#9bZJkm%4T1z562F){F1?CALKgRz%6&w=>F#7ioA
zScC&EV$oET-QOU{rQw3D!1|PZpqlI*{p#Sc0^mjDRew`e2mLaFp<AVLaO9{9{H0fE
zkXWHJ5YvJv(HudB68;T}q0q0}&oVM&n4KVw>c=4AT#i3G!Jz^K%4r}n@e$u~!PYGP
z!u{vZc^f}cC%t~-&!A-I>}D`YP(82}adYR>9MzAikD-sPWwH+tk~QM8e<Bb3)w%s_
zbuux~{-^7h_3vHBe>F@0bbtQYVE>=>o6%4G208G7TPSh1KihVj6$C&2Xh4W&?jA_b
zE*-%PdRq1IKH{ktnVi%kQ~a8Uq=S(r0v$Ect68+6zS@g+Wtwv>1Ak%KkrrYy1!oSC
z%wwL^GWL1fDFY1yb5>eZvF3Ib?4ZBG;-S1KG81t?<@ubkrCVe9{AFfa*}dsLNSGdK
zG`7_!)otTkafO8qQC#4vbDEo*@?<^f&CsJFQ3WSiU)*elQN3hH)V?5p<W;_|^g%i!
zdirBKNM+&fm{=2Vz|A!pImj-9Q#{58*5?-e#Z(4}{bywHC@&GfM{0<0iY+?&2YPX^
zBQ`x7z!&xh%rWoR&oPt5;C&3YeaBc{M6EWDA;}P3h_F~*_(sA!prKwhuwM9;UwC{q
zZw}Gid!%(1IiI&2*j~lbIfJr(9oao5kifr&;%k_;x1HHFiF!yxwsIT<5r>;6Ct6B<
z6Nn0Fj9V-1d4ckS?o0kBYx$Q=`g1KA{%a^G>)*R^{|%`}nNLtqhMz*v&`ej!QC`=|
zUeemi`p?mje_Q%b`QtA)`QMKD@y9_w{y6I2m=Vdy$owh%urdB%VW9ogeVFL}N8RUh
z62TvR`2RGQ(=#yrx#7Re<$s*!&rSc1?(?S%@b_+I*1sgoe<fc03*F~`sMr5v@#k-<
z)*l7?5Alcj(^CHb^ZAcL(cj-z{_9%&+v5G@<o{<v(f?57{~NXFPb2!@#6|^cMJv-k
z#OEJ>-tYe5s`w`Y_NPhzUkTWM6#Z|v%1=d;fq|9wA0+KHH&+)0p#^8fjJCToDeI$r
z4t3)^BzyxB|LOt=c<{DuUS4?r;Br5Fe0t~~AV5grki=hQ@qY%R3&S%7_WQsq2!hFO
z2g1^C0t??d0<%w%t;;uY1W!DAcz-@7Z}yzl+)t<#izc2q4gzKPgQXG?en7|{{HBwZ
zYSrKcjHtWZWt2Q@B-wNdH^9fXX2K^jS*~l^Tj|$HA;m6)KREwpa-Xh0Na|$aPv7CF
znZ0Pw3zt5T6&sSgxm0^Na^W*K5UB3Le#t1DY`O5|d5vEMdAWe+*EgQba083s$^$>T
zhPg-D|9$m~^NE8jA=&{ZOFG&4BICxb(^aP5%b0)ed(V)A7L{aD6Mh4E$c8lGaSs^E
zu~~L%yPqgw-IIYib4`{7*K#V#Il$o&5j$j-2r(Is&X>lu!R+m6&^>|C18i_*bkIlB
zHimZl2iL1DeU4j!Fy^my3r|E?)1VBah?HbWx$-_!p5->CqLyV<8K1l?4m6Vn?Rsqo
zWMqTk$i8;LAn~J5w~T!&haEwzDjAOiO~)-|7p<3vejZe3d8?Z1<4;NPc;iX11Iumw
zeD#9<J}EuXN**QR%0scTGCA|wg_&L((uplbI6HAc-G1Bq#)b5B-ZHv_md1t6cy1B;
ziP@z6eO7Fz#PoRnwgN&DGK5M%z7O^9I+DD`)1}3YcCL!VcbQJR`ChmxHPz0>x8hvo
z2%OQ4O|-{{*FzPzqh4w0hV<7@zb}$dXJkyGcw9)_+!I(}ONB0UvXv2W7^V-~Z>e3M
zRU?w^&FUc4UJI)-rt%>i9O3dpvAgPCH`3p_O#w&bvKgs$eeASYqSj8$Fiv~*4ftyl
ze&soN;)-pr8D@+8lFS&~#H~BAP7gM6?9;eZ%NI=y<2h`3l(M>H3&`r9fKFZ?8?{6h
zfLKn*ur%QtdZx6!BqQ2@F?4Eb{MDuZoxN2iZEzH)M9?%}(9ta@*yALZNcfVAdmSTw
zHI5P3Q`h5)Y6<cauJ0@Ep)_6$?;Yf<8d0q;d4lfkUGd0eVf6~DPK}d%KEIe=#(g(G
zB9Mj*0BA*R5(2ckNz(z96|&YuP%rxB2|+0}ofpf=uSb@FG*l=-48$0&UB=C3BD}Zh
zs_a!h^|CjJhe<4|LaU{B!V0&l{aGo>Pr1z@2b3{gtvKsrXDIQ&*^)oSLSG=C`Wmh{
zgWy&3OxFlsRid<y5GFGgJF&>Ytis6*6<Z<{gp?N1Fm9}{n3kxxJWJOejWs<Gd<FUr
z1+6+usJECr9v~%I^i)f*xE0rW8R4J?w84~hL7qMPH~`FU#*Iys!R_EOLZ>B#hMi{j
zI5ns5fI!1Td>b%9D5&Pk=@1?BZX?75V#^!RFzf)BM+q<i08b=J(#Ob?Y}kV1Jb60l
z6*-9ji)KSaQpO6|pQ*y~T+O~ab?GCc3yCa?u%#oFbT<T_u;UyhD&4wO8;F1$-}$0|
zoL|6((OW$~X57Q&4;P_QOCBS~ABn}A($DA<o9<eDNEQc8L!d@U62ag!%%rHq*!-xh
zm5-}iKoaJXi&s>p1VJPu%Ds@}mjp2}fW=!H+qbv$ZH%_$kkOZ2SAB0Te=PSe?<>z|
zmlHWr$<Q)hM^rtiyqOc47g8sgIcZGFO1c0{2*3cuhEEnc(8i(2d9`fNwMJ5(Id77{
zjICXK&zEOU3JkqH501OMa?2Lhye=C}U&JUPZ$(9QS{}yQ?AO8EX9F8(Hk6o;?x<d1
z`zzGuI@I;ej;We<%b`||b$30XE1A+A?%XAme)zbZnABp;kjW24)5hshJ3&n1VTl-7
zBLiW47sFP?a6s<5R0>^YxXIi@iHKNUJ@~kDU6|tbXPV=@KGt3xEf`)Uk>;{r(@H-i
z3FsQR7SVoCZdf3GCj6dh2LD_h9kB~u)1>9Bggj3%gtTAHVJl`<O+K0Zb&3zt*zvt*
z)!Aydah^h1NugY$1w*R({liL=!;SJxh@klAe$?JR9M9XS!DxvzD3^J3W_Muu8X<Z^
z)r=@P6@Mdfk>wXwf@e2qem^I(u4EyO-JfxVfgXiF0wt?FZl^~YqPSb{U!{|1(z`s+
zrM#bYM@!_XaJ^bTXSsb0PhP^AutyYWrQ$tugFSJh9Z2GPUlqBfGsoq}Hh&k2s8%56
zl^@F?Z4<*{wrr;Fq5I8@zreuhrc>Ktc}P84A>hnr)luO97t-leJ=n~9@kK5umB|0+
z4Bsg7h>{Qg$Ti$ZZ0#;3k@)ybt%RyuVhe5Ul;$B>IC(gAI9WJVIK?gXPs15{*OXcb
z%|a>$s@bHJGW@dNikYRwrH7@-rAwvF<ks{V02m;VX-xlj^`p89QHH?y$+b*n&eFwu
zKRhDPNv<T;2Aib}8{5lYNUshr{Ee?|Phnja+9Qb{w9;4w!*T9ts8CuS{_V*$P4Fo$
zuc%4_O5$@+%lT<~aP^QC96?(wi!tA09;fM?@MVabKC^CE9MB981aO37B)sbj@K3Wd
z6a=xu%fGr8lt7r}^=6>vB8#l9rrNWA9a^Pcq0t<>c63<~tS<--$1In+hH*Vc#n~(>
zjuK<B#*(eI+TOT7U!`*u=mK^q<0^(~!eMdr?9iU1S?BO7RMzGjgv{5D%M!*MxpyzG
zHTwB&J3FZUn<hgVya=gN(R_ecJ=;_p+n^0hg=I%tK)%1&PAgU=KtW3P=-U^a*+W#X
zmouoyEH<r4brZBFQ?KIEj`Jw_1xt<rV&&=1;-)s+2_O>@VnHnQchU-9mDD?uVY~n)
z0PUCritBgu(lVv=dkypKCLMkANFb(KliXya1JV3oTGAZcX*S=sBP_4L0TyPlIFJ-Y
zMVY?mEVO%BF%t1GoiN`Ry;sx{DP2dwxDr9en%wl0M*t;=dP%&?UA@Uz?N5|>sI;Oc
zUM@<Zr%<}>SEZE7m?5(WfJ6)-R>2(u9(GP^pgIC3rRP>3l%2Rc)CoSu065=R5+mkd
zHA^&A_yEGN*Nh6vvzG`x7cTgeh1c&()7eTC(We0qoURn~W5HxJ!k=<<iVU3sak{ed
zo7+GwdmHxrUbHAr=u)jY%C+)g3)xd**ZGQU`E@o4$p%DYM(+*ClY8J^`>X-qW!=QE
zP$U4T^nytl6a|^d?CI18;+O&OS>B?y^XndqbEUk*>BSh+kNi^~joGji#l0m4z8knk
zx=M8%>t!j)rEMKo>$$8|A}sDZ1>kagaAK9A!9O#_f)tL-?dF^!XUDJT$kEaBRKykf
z6Bw%*Dxo{N*?=h7vjZ};5iu?tFt-MONhpC3pugCP-nQODEh2Bp$w0~9w9j4Iq)`40
zP1qIeX(KohrcveGn#VI=Xzb)^)!o;8vG%l?C$ik!ALQ|Le`PM&+zSs+6M@5ywTM`+
zH(2f5-7RcyFWE^nWH5hiEtou&U|e87SW#Vyva{7Gw^dh&h+UJ5kSv>4UNy@go;N3U
zm2%%S$ZqLf)p~EEjd_J<3$$DU^|iO+VC*=?>GXqn-YgoH^i;F%d<xO0&F0?R)z&=3
z*rnLVp81w8j@SEYIu`^U|A-8{%^N}}9x9z!fR8_$#24d(m|{4hO3seeq?^U|fubEL
zehtx|(_+D%;ot|?(HE3ioYbaq<cGACu5U9T<YI<L@uta?F4zA=8!3mRUk^}5hld#&
zHCoR96yy9b$>fy*O37<B+XG|3Y7ht5>2JkmN&J%Bq0tM4^7PXiq6-djX>PwNTqVdD
zVdUx=<(<{OtTo^emr3?Z28B52x#WgGdJ2YO59=4Bki`^R;&y3_(wqsM%q&d;+{`vP
zz`L#?R#dn?5Ku{_Zb`4a(rO_RcqE866@o=XcxF;(%{DOznZw8_d-fbiimKbKCOlNC
z?fOF#9GOlQ7fC1V+ZUC!uQRnZ^MkrrCDYV}#twcG8G}p1+!qO}w$qgm+bH>qq>^{U
zBrx+b?loYadmI+dk>;v=Ba<@T-c0iwp@jdkPchE-!_c~gG=9}4on@D7i~2rn<zAQN
z%U5Td?WgO#y(onWEwy!*s}tQ-Vd;{SkG|td%zZ}f<|)oL_PQ7ptdGOIok5<bcyF9d
z-=*Zh@Je+jQ*o;-UU#_!v-*SNt0++0EsXdJDpGA2rsg^x{t~(hVkYK*B?<Cfm0HCr
zu2FPk!>RYF@g}1u#8!?|vXJ3O8-mSzysxe)8tyNLO!O_`kvSlbURsmV7Hwi+vpLFD
z)bR{YZk^#geOchg@xiuqGiP1h#trOT1_(<Q;C_rCS)hL4Y$X1ZJqTo=x+9K5@pjF&
z3++KT>vbeAPwq|@MXR8^NSEPMt*wSH*oMY_PVzzKa|teUzR2FqAwKImY``$|7!a~!
zy%PLzz!zW9jLR9q-pQS63YsEb4qxl4E~O7m)!qhqEZJSb-`_~D&%q<xer;;99&JBN
zVQ}!>vz@gD0?AE4oNWEjlCOkXPMXz)w8XFcu?q#vsjU}@ycOG;O+H%+l^|`YHX1aY
zR3$S|rP*=Wn7-`g@ivlh(wM<@_r$Z>wBch3ll5+H@v`eZ*jVv_vdaDrx1?m-V9oT4
zssL%qOOE4I1m!+Yu1=UUb~fAts($}fkEbPO0vt^~u8rfSm5#l;I)l9)zkhkeJ&U{7
zy~#^pgVjB<6K_CsaIzZLw9q$d>=Lb32nYfs8-IJ50~<t`*N(LVi?!C4e4KM4X|~`S
zoC!J?jQtX1ctGSgxj{nmZKFDbhC0FKT*I-scO>;1lqbc&*VLb`ZT#oAMR=%5MEivj
zs9?N-WOI_ia{gMU(d9!uKShZQvO}RA!1A^(9>>;7BwVN{3U3rZBx4Qs^(7ujVytF&
zYe5`-P;vjdc!RAOtf<~G!=8~7JC8vXJ()7jf7aYZN2-X+lI`xvB|<C{(jOtZmIGPz
zm*W2%`x~5nKfCDiapv)5jizD;<hWmyYc0y{u$Sqam&-tq1oQQcf7<8CK=dvk*KZiC
zH8A4YVJaj_cWx>SyqL)Wt(-aMMu|>uGgiW`(5lfJRm0P|PYD}{Ss@(!-HMf=6p{S9
zB1Fa#0LALN`<Mi9n1LLMC5mP*qilkYAV@YLKYiM|pVw2r`0Zgx+bYdCHy%lo_+?K5
zwF8kh<*qxHqZQt9vsk-V+FW+~2*waa@MLz>7ZV_mY*2q(eqE^YOhDA^8PDr4aTMkG
zE)d0H0-fEq-d$WjHu(9s>C5tA)t!bpm(q@g4E%OFG5iqGT34hU4hTUnL`_=}e{NU0
z(GOkX;rtXzB>DmgHu+%%h6V}w!c0?Y!hrf{6#g6qQZ(`avm7N8@;Rt+f?)uAY{Z;M
zDoKo}17cdfG`%%(+L2KsI<t7%-uQ@-V_oBNz3PU=x~S7kh6TxKyweCrLdLO_Wszx7
z=d6bh)+gfy#QFm}8jcif4rB#r7U<2V<?$gHLJ~ACU-X*LFqU03%>WVUW1TlchOfle
z(=VHp6Io7h#94n^WD@pbU4L%K4@W?`vZ7e!1t8Q<u%X?0`}SaId8+qbEc?VI46UE`
z=>AIToz^8%XX2bHU3dHl;=#uL1a@flOwt-($^1HRI5)00CyDJ@1!YF4L{OzPEon9!
ziY7yE#JIB03qOK6F`aZ6ed8f)=0Dv*;_VyhmgWT4u1G`meSx)aDAqqRTm)Men;jVD
zR#Ej3{3wqWsO#sjtc=K%i(vDY0dem~KHIm~C~~1vdfIm1u7Wuk9Qc98XzUqOp+ehk
z!C%4L1Mn?@vy5L{fBY!8Mr!}%vu9!}E;|_t!*wF)_7vBHB8T*(?5+~9hu|(5D~F_>
zp>P7F>@z@;(w-P!?2^Uh(;|LyxBF7dTbs+j5Ob}63r29rfh{~HLK~a5iEOGV2ifNM
z)ap2@TtUqv|2TB{Q-uEH;{CDB`|YO~&-LU}6VZw4-Fk)kL+4`?no~p7@`-ps2xF-Q
z>ip_^Q0il^2Q|&X%}#&>bGAfm%)W|U9Zy8x^VE%NZf-aBjy!V9(76kB`G6u-42JM2
zdtU2ehCz^&?fsXLqs?v|Eo%Syd#NC6#^bna=X0#DariJNQr9mtn|6Nv*x`1eW(5vF
z?s(NYxOck=C{^lCtLiuBZa0zgbDWjsBI2H&ZwRT=58bIT;y7f-A5u;ePm9F3?NuAf
ze(R9Cw#+k_0jjzVbK(Zh1~C2|2FsRJbc$i|tb_cu3FRgT#sVHNcK2QReSDsS@vQET
ziK~z3UdgC4&8v;jxN<!E0Q;MmnFI0bnHdwN43Ue%22<0)mq*$0jXm#!i>H_G*IGXH
z5{H)*!Ng`3GDxzPWp~k7;?6{aDF<{@Gc*keuxb3hfg3ik<|8Z%iAjrAlpmW#_xGbb
zptL#}MMR9L-u>Ep5w8>&LgJ4<J<wNX%+#ckt_%lWtHM?&k2}~@%&%1>WK0<ph38gM
z^)kcpr4D{X3CZSK7l&`Cn74lRz6Crv6`N&?wXn+rs;qcc?}kmSz3tysR4s+|2}Yq&
zdX_<&;&X?+C%g7U1|qe>1hXxs0`ukSt&xs);gtP7^{t-q*-tD`+Vj(_e6sel@$fj<
z<;+B`U6WV2eb<)Xcj;ORGT|z%CkO9_zt)kPCba`CqDi*z5|6nKJTi1V*=EG)S<>ma
z{Z71fd2gMFGUhZ=2a9so({Jr_-$CZ;k#Go;zA%bhY*TStNkf?0vUt_w<E#FW;fgTt
z8&sO;GHj~TeqzWxe;INfsS#5s*L3k<T{nPE5IC92WziRYJ)rphgpSVUKB~-e**zS~
zK((1kXZLuz+#57WZcX_>1CX9vZ!2w&L5)miGk?5XW)Mld7#<mFud>-&S2n#hXf?b}
zA~4>JP-PI=jJUl8eN#F!g?>&j%}q4wyQP)ejVjWG52WLO)^Aj;=$2_-5u{?jGK<x#
zbEsVb@r@Hsk<dZ4T|j8$sHK!h{h{pPLHFw`$N21_NC?`x$Bl`53l`cV>N?D>)n1y(
zG7z5pYn;>%qgt6D?`&0%L)s(!6NVFT3W;E1<fhURdOtErdC<t(%{(hTvKhl~7^J(=
zs&&bZafL&`3dxGGPg3wQ^>>|_;O~RVu=xs54Vc$GVs)bQgK;hxgSmK0p|SdsbZ+%*
z>#_W_;s#`Psj-E`=9*NX<!u_-$i*#c)}y=?eF_#hdgyrxsROBls)aS^w34ZKlZ<Po
zompI@JlSv44pnSxg(5XB!GnA|jtW={Lg%B;BOQ0$&#a!rX?W6$XmthE05x(h(hphf
zQg>Ppc02vz$7urwNh?;3hq=UFnAefYB&Q4h?51dx2A1yBGDi!wmw_KzlY&}Sd~BtJ
z3)YH$0lzXozq$=&iRe#}V3<tMNK++Dxutmq=$<OOX7HUMBJo}~;BVPVb|>Gtg}M3<
zU{Dl1uCCVc^HTW<wCuPJN^GZ+hV11cs#auImoX^|^ZSrh>NL&x<dlr-2lh9R<^3wJ
z-P~{}^Opn?;@2>chNL_ia+8nC!XXJC(yl`t^j(RF;zFOrNMyB5)2a{dOD*j)lb_!C
z-tBb;hE;DiGPKmYHfxqI&Wd!41{sId*U#qN_qgPXNZe~TybJciZf~Q+zLl$TUcCDk
zj}^8yy_29UdLcg*{rDK`JAhjR{a`HlrtiS*q8Mvk8;r%BOcEL$Z@<<ZEVn6p*t?Mr
z>f2lI(-nf%(OTcBrDk;*znqiFgnq|(P=*}9Pl!s{iJriS3~COEa^gq-J<y?CFpW0u
z;O(bjlb_2nOe{HUtspumi-4r_PF(A1zPv5%i3t%g%L*W-QcPinc2FmWK`ECEgo;%;
zn@xd$EotX{?ZUfjm`kCTzMc4U?)V|}omVSBQHGoRnXjX0P7;?UVw!1A5lNg`_ElHx
zvt@ZOGk^+B>8@r%ko5v9nO8EidvCphd34eq4P%7E9mdV~Ubg^<P$MAds$|-3j(`5O
zjQl8tjG5rL&2_bghkIAgfbQRn-%iY5MQaIFCc906*x0{7s7%p-Fj*uNh-4$=Du1d4
z2z5@`o`qM=mdb=C9=cyRAvf&`mU`y7qj*%kY1#y?cT9V1N;-eOtTeTjSZ;KG2#mm_
zVCHHx)0n*#s!H$>+hc;ydfrF!{$MVcoo=_9H^(hqyWdQI3gd8IPm8uWPUu$`a6;`V
zC8i(5Ez6Zb4{ZU&H)|~zfWrL3Gc1FREpSE_^lPZ_!}O>i<V;F~%oDX`hzi9KJIjeQ
zG_)ve_2DW$#sOVRl#>vTueqgW*F-3hb;*4M_ix*U6g!*@szRv5PE@bl7rW3p!tZcr
zLNnzEtY0o51E`nqp!$Ez|2|9!tN&&Pj$r^3EGQmKFM~!@I5o)bt660ppTow*$fqjk
ze3%2{kGG;iI)Cn;vI6WPGaC~Q9>aAo-B%aA-sxWfeyUHgk`-NO0q3El3CI0YqyjK#
z1>%i$^)UCF*dV;T6@ev{7S;rSMq3XX4kCf5JrKso86dDLsyR*jowT@a<O@Dy7fK1V
zBG}}c@XZy8=A!$SzXIPK736F^U_XXS4d;Z|c`<aEvC(IZhT!W=J?YpPmt8z!g<JhZ
zG`X{qJ0H#505Fp_CNR-4t6@4jlo5a-9{m{Kg;y(|QcfTA!XCSaJGSH)U}c$W+_m|W
zbi0SlJQZ14hmNazunDa$cds3uz&0T`tQdDIxWnk#U1tWmbsGf2Ad8SM20sQo8sAK!
zGPQdC(?21YiagcLr&p0JvImH?NIGvY=m*7%nQ|8Ktzp3b%mesE#PW{BE5f!azP2?S
z%_o#Gq#GX|e?mlfe-qqh&2~S0z7<x~=@q`9SvbOQcH#NHM8FhPyQpd3bamt~&49GJ
zI7Ic~;{C?WT=}*wP?lK5#}>LW58hi<_(UMkELj$#HCJLmpRHa=1Ss-d^8#6~#`b+#
zwKj~Z-x!7ciVFEvS!2VCIXNwc{1)Vh)d}lpM>=+{`4D4XR@eLMGQJT+nc_(YE6_F>
zSIE*%2Y!tS?A``88-lg4@b?=CC=vwfYYLJd79XtUpYw?68&6o~CMMtOFNcC5+%H_t
z6Feu^+G|v%Zj#pqXtYfBcnAsG)8abJ#n-H|;Ox2c&i&c4!V~=wgjRFE_ZMNa0|+Ba
zgNe>aK$=4^6b@%&Wdng@KF|w_t9gGYMEJ2hg=BYeQbh1~p^3P?Am!zX5(+N%y_1Vv
z4G6kY<-5B?#vY(d<hAU$`#dJw%FTJxfxf<3fX*%on$C?6o*x{zFx<^HuR4dfws_6N
z5P+>8dK<5hIP7fa^qRtCP{by-pAQBlUG5~;V(n2~h1}Ly21+d8MR-D|<Ug%3+vK*<
z&byeMIW#QpI~p+13}0(aYWSfn%5=|L(rOYq<WkJA;)O!Do+tMwR-241fgxHZHbI4k
z9UD&+Uwp=yoq%8hC$b^sx!s+wQJD2uG-D;d@0|p6xZR)5KLBKS1jnC>bKIHU1;^2D
z@wg?pV2t^+V4on(asdfBf%iYLaS^=&a00BO{jI+jj>Ocei^s^<pO+`U`9=usDhC3r
zV;YwX40(wZi6Q0t1xoCc3&K)!@B9(J=R?a`|E#eqkt>ayH|qX*>2v%Zp{!ybPW4*p
ziHkWqkjJc7JHwq}Y2wXZo!DSyY0YRRIi!1(DFed=<jBnyI(JxzabTvF*Y*8^R-`}3
zT!L81IzJsL%@SYBSV^y%)IzW$yNX$&d^2f<_O}cn>K?{Ccz|jA`psMAaZ!`^$Jq`=
zV%34b;W~}CR*l}8{VV+k3yqP;Dvx&i{S}i1#s!D<Fqh%#x{KlXY~|37<6tDFDkwM*
zyfXYwoRuKITa3%^%MrN##mcQrjW#1VLm)wf2H;mrgCWUwnw&k-U?Zk_Tx=qf?$<ss
zi@r#6=Uiil7;wapmKw0SI}^m8ne?zX%`WLAF@!M&Ga-)vNc`mqLYTTX>U;`O67=BM
zIso%9UJF1T=Sb>W6mIO*EmkX^<w)Q;mVcY%4S;YYP3sb^Hxqm%Q}6ct9fwZ2$CFJx
z6xqolVwZN^c)&j5_PeIQ!}b$1;;%QzYl8VL$<!!g$w#Y__+aI-A>y5J^2bz4pSN9*
zzRaS_Q**U1kJN8Igfp|OE2-K>zQm{418;gJesUPn2hkM@9$z)X?I(!D(Q%fkSg+d<
z*&(l~$p$U4m&NwCTe2-cXFk|m(PKm~mw!#fUAc57Vez@K+RZ2bY>XadmE$_;E!?sf
zv8j(RAkgGf8}dL-i<Hic0hL$_y|C(0EsU15gEE>Lg5zw=)<(P}mNHe)Fr%;JzqG_$
zldf9^zXs~;O8yOrw28wiq%1Z(!_O*RDl-)~EMcc%)eX=tAdVw9#Ly&^WNz%&^R&oe
zOj(G#Vckc5M1KhZEEDVZ`?rr-#fS_M*o@C!t`O^Mqx`0Dx~A6P>*N_=#im3Nz*|?P
zgc0Cc^|LO-HwI6Ea%Fwds8!Lz{0-o;I=WUX9=L+Bn$lPZve26~0hMz{Z(&3Gmc1ZB
zV0$f88{0`4igb*K{|*A8c&*5k91>dzaj!Y1EY~>dZExD6zJoa1_FkB#qm1MfBiq)4
zO2nwu#$2ip8Z&qntMBY9y-M^HJNddk&Tym|6iF^=l7H?C!ru#<&iREVlDc1hx_8vY
zbMwniX0l__X|MM1t|r9iFCtD0Z`PKB-g^%BLd?X$fn%s3EDX-!g%`w-MQEhgmjZop
z_DE%1t0KF&d$3cp{9Yy7s);RI;5-e_$5e4ENX?HuYj`n()+s>?_Zp^v=dc>fIH{==
z7mbiJo5K|h3;SwM<km*uRV#~v$5X1M2`Gr5^9KJ+s$b0CF6K9A1Dmyj&H$I`QokBu
z)zR-q{dN#=@1uhDyTT841a@fp8-dh88$p+}28k<40{2nPhoRSa$TM`DIANjI)R9`f
zpw%fFOW|P@yPqPA7XmU@QMae7Wz2;G6LWuj(-9bhDzhbq!>jc_<8}ylQFsr=8az4X
zL+;hFc!8jE>|w@Ug|)y%%2ls^OM$=Pw8%oxLl**kZ(XGI7)T9(v78NTHA{;)gZf|0
zy<?DMQKGh6wr$(C?dq~^c9~ta)m^r2+qP}n#;ut-=g!PwoVZ_n_x#Mv9g!J(t-V*|
z+RyvELg#K<ow#e9M6m$&*`nO55cWj8I}}z+dCQ%IB)QaVILt^#5j>Kio=j}NwgQ%T
zB;@C{0!4@~7@vQ^Y{q!O>j;=xH<QupJ`r8qbkq<=K|b5=f(XT5dn3(;69kg%VR7$x
za1(lUzV(06VXv};YD}9=^+I${?=3-HBn&Bn4}w_0Yl#uNRAo^-MHC?Brvh9iVSf3H
z-|(z2b2Ewn@X<|P3~mNb!W1uXz^{E=5VT~)1jmss*Xd^iSPo_b9Ow7Dk?m2!;u8N@
z;82S+Gv3o?stm9X!c;5v!2zGl@qz^5&_1vu1^?`T_tpjC*QxyNvwJ-!cye1{e|sR+
z+%D5PpGc&K1)lV-s0H<YHYD?+r?x#L^NbJ2Z}<IljjnaO&C*;HNsF_dO_zJ8i_D7~
zf-aptfnK@qh3PrCZ%J=pSkLj93aoSA&K52G;Cjl-?l6MlWgPXH2ue<^kDue$<W8Lu
z;;k8uoM?B^!u7}y;w?E2pRQFRf3$B*Vs{8{4k$M*?+!@_{N~aDJV$#~A0*tBJ;!IY
zFdrVYPfVaIXS)*Y5Y?|+M!27j9IYUmyP=XhuyEpR!6OqmaE{-Isxut8eR}{MhrVCo
z(&LCMj_w-2g0~HRd!x*1*A)3x7R1}fEFb>)L3I%pR@v)Fm4kV=a3880=#WQBpR`GJ
z8;ov!FCF>${x#53Q{NWH`S!IM`Mjf>cbkegA9$nIPKyoPOUq>S1mKjdY*LmEkk;G|
zJx-&YTd?rPAw^3i3>&{q61#ZMoQs=Oh%8QKzhvfqH6x5AyYX-X4x6z6?4+I&?1KDx
zLK!EIU+Y6ZpPOMy{ii}!yEjq!lk^z}&*To{Ie#NO-h&`2Q(h@PkAIn0Kd9Bjk1%wq
zv236e)t!J4-0I*yOSl6Z)e5KKGLCYm?kvvo?d#Y)32$>2nxpD-K=s$6@4ZbpA59?X
z_G@vth>B~1kRY7Pqv~zGi1uzUXe`PbAF2&Azc)Cky9|ac`i-$2Jh(fK@ea>=o+hlz
z%sGutPnPi$m^#k!QNI)%)BWyyYP%)A<iQ;|I1`*gxtmcXP8mWM_i*&fZHAOS61b)q
z_OT`{14B$1H)z|wNgFzhpJ4OHis+FC48eW)hPnIv``r~dVvfy0eG}69C?Rol7(E6Y
zvPmJ17>)43F2RJPc<vH>zwcc~N%1gvritMX86Z3ZMzb+I2j29v!NInJ0AHrNh6$fs
zg}%fNpVIPkz1doZ0Y#%C^{cYBsGjNsyTm*YJU@jZ&YS$Z;^_Kxa|TGzHM6VZUO!9}
z_29f>1Nqdl*+X<Qa>zq~jO_$5?}wukJz;`=!EMaxIJm;O3+HI5*00-8?C%mL3B&Ov
z_Yq?MG!qwAWij5>C<JGciE|j_leog7D{3R?hzql5Tg7!)vOA_4u1IWM-%n_>Ylh5f
z9|5;0FG?TGVGj9bUfHfi(MCG`rboa=aN@1mIKzYug<8{_L6Bw%y(!%6P3c28;A)1~
z)ZrK@{v=a`9wH3%^z}p$H%AaM5$QzJ_(LS=L`#4t;r8CN*r9XWc#(sHSFS67xTN=7
z0(i!{vXzN8u5_dAXRyj7RiIUaxuXZSL(dVyxIfhzGx~`ht9BY6X75Qk!4*nOpJzMB
zgwL7;1)KwQ5A>jdu%0lTL83rrp9q`_U|Xz=Hq?)O@%!w5u>yW2`PlFK07jw-1^#<}
z@~?Q;zo;@e*%<%d0wm6VbY=Vt3(NUm7XklM0n%^Th&2J2;Hytm$8|h3&wTrKXu=<j
zNjR^9bDsb{k#)g?Y|)OxT~*96%R;b_?TIY2#O}YlaJz7Z44hwLOf2Q?oj({{q}%11
z3Zg2*jts`zn{Cb2luo)j<{cA%_7uH2M<wko%ddD}-DaiTw9>gg-M6HrK2thQ9&9Di
z(e=5x$aihYwR3G8zR0)t+dGT8a5U3BuG#CIy=Zxb(aHBr4cXSgpMAJPza8D2@rjd5
zdP-Rq(dizwMoIH#8a2{49&JB<JmS=HxO}aY`BxYI+&Uv|d7J2<$mjUZpI=!1CR0hF
z&DK>Q%_OxPqC`{Mp)5w{;XOq~RbZvc#!`;4RKP8jrm8Ovl~v$<;TS+)E}rWvO5fc<
zrn<X^Y;b!HJl}kFp?Idcb$<q`$LpNs*?~@k=W`dt)C=;bS6{eRxu3(v|NbDJGxWy3
zaQQtOb&pssGDfriP&@-Di-qDDh#Bcws;;Lf5tolu{#j}aAZr%gPricb`S&FBFF$Xn
zUw)HiH#;TQprxvNdD2i>vx2OAt!3ALOarP&vR2=VWp<Dw0;+P`EPvfAMNP@oyxcq#
zPr$o0yvztTya=LfLo<N9@yYfS^@BbG{Q-TJx(lRFE}D>^EofT%X#R}Rd8pA^U8}XW
zBBiabm&Z#p#@HL0Oe=ap{NwEd_;$&p`X9`-f0d1VLxbNgl)oJCmzl@;kB*AJ^O65)
z*^|76kdTz*zhQO%N>l#DQu3c+y8n%uh4rs3?%#y&x1;5|#Qpyaq090=Aawt&x#OD_
z{=2#3?`P$osnP#}(EZQP(*IpJ_phV-PiB_?Kf&Dp?ce>+;PAh)?f(^|{U3qD|M}Se
z518S<PQZU>nEC6v@Q=(e=ReZT|GH58*P)4jVuo2+S^k+B?(l^Eg(BMMs-mVg<@98{
znc&LAoFXGMY(zj92vddFCu~P3;7bA~IUI299e}}5P1hevNMwr^_lJgP%v8rjV;%xR
zfjB&rhFUu*LfdIT#kEd*5xyl{@*wjxCGgtr>gmIK>xyaq-f7Bdp+xD+aq=tulpqp8
zaoR&9w(OU|3exH4Bb88!9b$)Gr)ALDgrgo=&kH!j4zY^#A<g^kiBBUj%Q54#_gy-u
zRVj_l&vf4@dLowU?AF@y+_ySH@4(s%I~zMz?H^*0(mU_o9P;J5&AT}x0lEBsccjyL
z`~Cw5CKBj?Ua-NzM(ByW^&;s6QV<8{ep_vcG-cXM`E8wOlLj(3P)I*mt&qx2@M2X%
za)H5afa2-&c{4~thnKt?jR=^sE;!a0yG`x2+HE7+G(|GTBxR1!%O%a;FVjpEp^#dC
z3h0>~e{Xk(-2$&LQc*=FSOiWeW1x~9i-Zhd;-h0D<Dw#7R<D(#)s0}7{xIo~%Oyf&
z2zRB7qq|#yr$KB1j{B+ZdAMTG$HgRk1za6s{O#jQ6kX?PTI6AaXK{_zvJz?Gd(b*t
zKXY_dG5Wn81yvn8uI}vk(BznQ<dSC`356j&D8#xl3>V9#8thtAi+kS9Y|Z8!-DGy%
zkL!kB3{89Wsm&u))l0(!%sAOlOxBp5yp(EbeGtr~c;b*6M@cnG;#Yowo4BqWyZGxx
zbEpCC?$4PTm|N6x0)a7n?IDcZ_$W-wv`KeMega4cFAue&9o&lE^&0r+>O+6+i@F=(
zR|_PiAMHz>OH4)OMvKiVb<heWrFzRN<fh)&T*Jp(1|Fy3?L1cF=fqY6Sg_-MH;KT|
z9tn52m^^49h2X)7vd|8-pJ8O=ytSe-a9m&Uh&2#zf*rMX?T@;ZefT;gk!r=GW#dij
zez7`8QO#Z_k!)3F7qQeD%E4ccw;IVxB9){|h6{;+hoI2$-1@!qLK!Ka!s1_mMeoS`
z-7TEU+vOC1eI78AnCZL}Ve%<%c4(M>f{<`+B&G`uiv~R`j$#*puCmmR4VB5)x91bw
z$~y~{H@#N5Ol<DAk-~4SrzD<BnYAlgKBpcCht%2j)o8>6SSZ0v(+dJAYoHjpkTvth
zA~THdxJJn(3JRbr0#Rgn6I9Ezc0Dq(WO-WzdFoY+t3-LP<}H(%EPZe4LOP>lo+d26
z(hj4d7(*~)Cy_ElNQ&rWXGNb`lKYIC!JgmO==IL_sjWJJutpjjD&CW+Y(43vIHuDh
zZ^pZ~&-(#40VP*PCW<lHp(pY+tl3yXIuKTH7H~Fjj8-EacRPA@Yt`1Rma!Y@Eq~r`
zCMP8<q?nU|(PG&na1ev;j_fQ;jpF@2o*c#W6SkZ@QK+%AdkCLzr*wqM`s9%Ox@=Wl
zYJL=*Y7eff`D_(Lz|-LT*ciwJ{fUapWrI*FvzVOvR+yOO#e48s3G0bp{{FCc;e$`N
zRxyV+Jj#`v-fmV_)(XEV@Wmg^{vC+_MBT)?^k;wDxORD|bURad=;}|Sm3|_2Ynwi8
z<zDZf^&+f?G^fBOuk>rd0<`i3hVRx6ld%Y<1cnYIh)ZQkzwxJri=JT=LeZc89S28F
z`Jp7)#q!DRQ$B*4L`FOmc}<~w6kb|4>dThoEbS3MuM-|6%^Zda#@e?x$0IH>?5u4I
z4>bPk66zR$VUhbKjm(9+*MnsnGzLis$dy4E0gzyX^Cp=XEM(gdR)~a%Tv{N3%@k%_
zL$PKr&%~cL&Ff81$wl^h^J(lo>*_}ARZp{iZ{gj3@2k1l!Ba@)Y;o6rSN^DCb6EFM
zSH~6qyZ*(<NLO~uoUh(t5E#G7cCgW1dNEP<4YX-yML$nvmy0BiL>Wm!;Gt$TGM`9Z
zNBtaGQRlg^dUT(I1X;~GUdTy-E`w8pnJKyB@TBFc-P&|X02ml(X2HQZy&8jdFd}Hc
zxTc-M(*Axod7vg@?{|tD*(K<QjZy&UQi~@IX-K`quDsfOx(u@Fq}R{Mf-1aJ_J{sn
z;UpB{BX`Nwnu_ajCIhX=q4(*+fVH;A!b08GrVI|7o%>z-Xi{Z4C)nDb-c+s-Lwu8h
zq3Lny!@;Itzj_ErPY}S{WdqomBo95T@|3HZ)GvmOt52N!2}Zc;R`f$q*_s*}G#mq{
zv7E?oGkA3Gh1$>uQ}=~y<kDuhaqy-Bg)%CS{bJIKe4emHKSLXacC6gm%&H$c?YXV+
zqb8;ZzK$d(_$xs+(1A@=P(s!LBb1K>oP%YfN8L175m}jZm7IT!Wb369s5eKKCkjfA
zXxsQ##t;Q9@}eiw__39J%>TYg_^iFSep4coX%(TXL3`W?hIQjw{JC6xx5f7>{o|-t
zrHn4Uyl=388V~9<EQ4T3F}5!Z4AfATd3=D4rB4G#OWc}3PJUYX3L<s2)dxE~)hin-
zJe57^e&Eep=lw+Qh@atZb}+Xip*=4%xv|(}IX3Pg=Fg|MrK-cIS=Kuaw^`DZoUGRZ
ze{-?<sQ7}sEiNO{z6bWZ8mJeXXb!0#Kw+FhT&S3+XlW{S0?hAKT$ea59G9+)QaHsJ
zBD(-hd^AKnT-1|lNB`WAAaH(ib($Gd^*M;n^k1}9uvS;Y?T(zDd=6Lr8lyUki(=Du
z?`7(b+m@24>dsu3vsFGNNosYDH5|?$UeO&3%L_PJsC-nOYr856?tD4*h%wWPSQG#!
zzRUE&Eah<f6w0i{2J_vb{XmNfg5BPI3E`c1tP(;UvlQX$3RcLh!IT)=R(2&~mkv{n
zj_P88zih?D3xlKikWZMQqpa=YgX)~{w1fEh!qEqv>B9S<eFi@Lv9;#324>~-jEFHw
z*WVgU**&ITL}TZI4?!JBEmbL#BcOIul`+!`Pm4^gr<bIg;cVEXV8a>5ZGR}IX++Qg
zCB}_JE87Yt(Q0DAQN25ul0&3ebg1m*U;sM!2a_VhAqmGO0ZX<YzwebRwgLYPHEkHu
zjHz|B=NL%8KQtKm9G@S(9hAf8oa4BeKo@8tN|U4W9XA;EPXq<hRG;(5C?rBv5yntJ
zC{Vsv%GbY35G#<2Ig<?Vj;NWjWOU$Am^4r+Gj|CiD<f-Har}v!B>cX^Hsl?VNQsVF
z9UtxpaG6@z^_}S&+C4*8+VlzH?8<C_hyhnw8$pla=dr(>$S5n=@}9W3<T-w|spf_j
z4~#xF;YAcg3LEtRpl2+(7R;&r-l#%oj0^gW%{~Ilr6L$_J~M*0QVDKA@1qaPWrPpm
z*_fe}fe+oCeUfdn3DbmV==gg2_Vi9`;eGb9=>3#ghTYbVuaS`WIMAkp-aiWs&%66z
zr|skeTzd(ip)|81P>={Y{VZ_`;VLqHZ5NUV|D()rG`w6<G!D6hz2__k5>mH|d)5E}
z_4jWI>YK$@lv>IfLPBjxnb64V;IVi>(}aDw&>OB^S*TkHxdAJA0Xb5hDDJenqzN@9
znsr1i7Ws1by>0Fz?7mMAujM~7d`6XiZ7Tv<15mAJkZ-V{K|izWFWJ<6S=>N_)g6LS
zb~b;2l%7N>H+jL8$Q(=PJ|&zumPfC8os~C6mP3M;oIO_5Y5W2nl9$tKx_al+THWmq
zL~<a#>I@<cz)#z1&|Lme%jB>h3!Btx83b!0O&t8D=Ch$fotOxR%?aq_nJJ4dA6lUA
z7y~khu>pkWpFb`es_(ppKw@hOy$kM3J#EBZG=!#v(NEhV*EC>hSq;w21bSkeX5Dns
z1K|0?pc4j;XxQf`l?1+}*Kgzf<5(x2Vh}$bqy!plW57j3$4uPwFZYu<duXyMoJ5b$
z2K1YwBD;rowPpUxHlO$C6lv)Gu#C2mfFAYQ$~S0x!f{e48(0~*y>eYu<y>}vijej=
z4v!bF*l4LyS*}xdb&dm&N<GYAY#D=C0+D1`q#tt7Y%5XAn1~a^yC!m+6@*VkvUIzb
z(eH5AL*3RMc}OIA9qGU9_6C>EoL*DrET7t}bibZdpS-}o`_Xg;Y18dJ?uf``JwMoc
zQ}I)uCg|24C2q$vd6==!2|+(N8Rjv_l40gAX2-hYl}{bo-b;H9(E4Uzv}u6yXu!BA
z7fFBCsy@1w*b0}!<*8>#7D=C14LmopMW3YEKWO2pRq%$gSu!&O-^LF^!2B+pw+-1w
zw~dhyE#X*+!^w<rxbZsXOFtThrWX=zmY|SIiTHjv)w}+i)f`rrxZJKBLNB2f_@bLT
z5SOx2y=`s>CMHZmj839jXZh$l$SlvA2Q6x#j7TQE1{AoZ4-fIO|0cVM@14c-heJGk
zI^;gHKB8fx**U$B;#Wij*+%mp>g6IevMc&0zUQ|R?575;Kc4L6J+Jc6t`RNZb6zT>
zbs?et3mQtdqogrM<}Qz?@wb9RHQ&~I3(g%eAi6+~6T}WpS|ddQQ3gke<egmO#V{^Q
zG|>z_^+46|2$E2C5Fp~(2!A<v@9Wir#!!8ytLHd72x+-&$dQabZ;Df#RZ5Q)%*3(D
zZV#~@kHzUS3d|3}ZFpt~u?3{7$fYrVxf+g)8*kAl*YM?<#ZH#mb^oQ@0>hT3am5vS
zUHekT>U2icyvfw*E4neva$0p;9a+aI2RKBxR8AVqMFI_pnu28|9LgO|3h*O{aG)J2
z#M~b!(MYd3-pyIt4el4ZA?&{(u>6bG3fGFb3q#i2YFFx%bN&cj@=>E|QtSr@l}cv5
z&yJ&ia(MQo9{KdZ)lQYlE9Z~%)$9ksL$j+k+V<_$#D76;cv&7-^EMbkzmb}Kdh~6r
z@XyXoMdCGd*-F`muXWi>h~g~B*F9X)3z{LHaE9v50bzPfniH%bm5>nPnz4BY$i*l`
zsoTybQ76d$QJq|45P?J$Tz=g)1p|ELv~3~oMk5V0&Ay?7i16(!zPGP%Y-G7#>%((~
z-rK}<c#vB0?Bgbr^*R-fUz)WrN#dLGZTN*wm<r_}Y5t1<6IcpFgjD1iP?(BB3JcRW
z!C7SYJr+tCe1;4nbG)rpa(K}WZMuYJJn#hH71r2#?Iw?97Ytu)Zh)Ji5Ks>0Sf4;1
zP>LK{9iI41Umf=XQ@H@l_y>g$SXVAG#4K{XTmcu*R-m5?iG-p64WfZC2EZ%wWDbiw
zdikMo<Cnzm02d*v9^h`M6VCGZb1oVveQBcHZcHbMA~ow}nep6|RMND`a_A-TF*JbK
z37bCK^SGK2{V8+~Yea82?3Dpwb$w*)MAtmwd+j8_X0UHtxVNC8ZTgP3J?WcRy_D*<
z&JAFma?~M)b2v(HXeofgh4s-sJX&*|5rAs-fNj(@3FL~YF>(d&7pIf@UH*;w@$d5U
zyh^=Ve%^u4`Zw6~Eq||Gm~#NRCamfQP&+Q@+gw_|H^O#A<9s;JV(p!3aZ#ul#NS5~
zu>i~4!ntbK>h4n8G1a5Rlf+A+Y94GWY~0q5b_vD};u6suZTW+wLH-i4Z01&#2Gb5r
z>mRlSIh}tp^nvgV#(Fz?NPdGs(xcjrVsJE<I%t0Q`U#^o()=_r(=@tt&)I!ZyA_w`
zXlXpBbg&qV+@(*f($mxC*c&r}w_$>M^4^;H!SEq3j#cB?QyO9_u<2VAi>3(Oy!*)j
zS4^8pmOJ7>0vS)@KX>*VNFKTbfDK$dkk=t`A#JAXf51hae+zcD-<Kp&b4_t?-~+o{
z>&t)$c$FH!_0|J0*=FCF-P~3Q9dijt^AmvPs5hDFI?kR+MOjqd+2aqsFO{@1IGG$I
zIBUO+-z_kra=sxz<7r5w7y{r@Z9bSIP(JvlS+fSt<#6P)0+mDA#0m!>q#=^e-DXkq
z!&oJ{{U+pKK7CLH!vI{*CTsOw@Q;~>gnrPAYlLfM2}}Rl2wN(DN+fn;wNh-JfZasY
zarn~QxijM?-KsoWN%AmTqEja%jDk>6UdwEtCzW>dY<7Z@nDZo0ldiUL-Xl@S+U|iw
zMj1hC6NnhMBdoLsbOVI8X>UAwROvQ4myW2IYMvYchU)JQ6{J?o>u$?!6t?bPM*6wz
zGs5SP*{g0v5&bQcZb&d@Xk}5!h)<R|MCgbjpSZ^C_K#fB+8N#n1xP;$VI?_6`tHKa
zRY-kb$IQ5y+-_}Q(JF0+-Z#SgyacWeP<Jw+bc%0d9qW8iYaz~c*2Cwtj6%B9Yu>u^
z8Ik$insax`M$%@%;Zl?eR(j%tE0N=8ISQ_0La<kgB2;;`87j>+N0OwitRkSH>FLW>
zhFer1x2J%u%muz+BGrsI@S_1u2jEMAiW7_g9OJcy(B<>1gMk9U?aG%YKB&ya<VohU
zPhoi)pclQBae-o91?><C->&TQzmS38c}g6_HBk$bQONDX<qEo(bW4!2P(MAwFBM%V
zJ%f_|B%wk><c5~&{8W2O5Lu81D=|9hc;#tGMi~P={iRq?r8>I6x=+|Drdz^STBWvF
zHWjNkZS(52@BYD8pyBK&K28Y##X6mI&Ti0m>F2h|i1yLT@OYy;yr>49*BTxFik})Z
zpraL#-UfC&Bd%WsMFnx6^nmaa;67eek>DWrhaCCYj}{tf4+d``6kHH8K<d&Lnkq*N
z3n7aBYt7yjtzjh*Qw5>uH8IC_jdj`c{uXqNI`E`SV;HkGZu$C9>Z_l)K6~2Gq1g*a
z=)fVn4>b55)Ch9>&kj}&?lLJ24!(g%HekPP9bo{f7Q7q#ezlW7XYuk8T>plD>3(_(
zmA_ZW+Mj#5=UXXyo|iO7$|R8?O6Zq#if55zm*khs%$HHbRv`Y?k4ok(OJEm>>Ev}P
z1d}Sbev7b@sw2*kTxWD<={D#-=rGYFaj%Vl>vP!F$?D_SYN8q?ZCcs9($)*>OXAW2
z;jwVWp#aaD!5<Rw;9~$k11bogtvp4Z>)zATC6Pn+_o1~C(NVNLUN4Bp3T4}xFD~+Q
z((cZ@^2{bPv%a2v8A%-jsX1R>IEBgNdh=pxW@6ZRTyO(0s#sa9TR(;S(r3x9>7TBa
zwOOs0(;me7_Exc^x0gx<niz{o^n2m*K&&jn2|dyR`g?_LYqbN>CV<c+3m8!_Wu+G!
ztWrWpL2Y!Z8no&`JOE&Qp8)9b5HV3{gNN+&Dw)3m%m=^V>8sFpaGc&gL1c77V0$Af
zCq-@36KF&#^i&-l<9?Hxjp}ysxP-qA1klpbE}!<`XQgvqZMMUMnRY%{pIjZ@`&?@1
zzJ&v=hy(F~>O+kI6Ei>(cO&^G#WMU+<E_UM4^4v<v=vj<;T$loEeA?Mg4I8f_)V(8
z0#Nsy-w~D6<xd(@hahJ=W&MW5#BPY$Mz}UM3)+M;@?0tQ%ll|aJZ7ki`|$a=QZ`Ka
zIDWWfvYgkNypjX0zJ%-%c4W3WidtW2K{0fVf{I8?H>G;hn7z^58k2;?EJzF2R3w$f
zf!Q9&DB~PEo$R;KmJ)~26XN3}noHps`}tMRC%J!xb;yH^pow2ONvgjhPneKDI+1z!
zR$3sEgra*_po5{7RRttH`=7Yc&yV<ob|QyW#qvoC$uaCTM|Z0AG?VJOb~%%l1o0<p
zD~F$6XOm>*rxSt8z%+0Dk??BX4;^a<?smh!WF8N%UL{9)qY})zl9SjN`Fifw7u!KM
z-=>E4a0`gVcB`)<<mq%@20L;#CQA~)FKDzLH}|*jZawTibUVp`9chloc0i1C!|<~0
z405dl<sqlj=?FJvdBgD9WbM><{FBJYJl<`o<K20AI%jJr?Hz^uhp1E5@vL(5#mENT
z<AprsSE<ymMt3el&6<MixP{PLSQ|;t2sR-ZL1Ro{#w*IxHM3Z|`Lm*zl^Tu~DEBVA
zs$Cuj1CN(#t{zr*PvE^9^gmwXdr$P}D_0~6QDpeN%&Fg;dTv)wKw;x`%1S1|h?o7m
zwh6rehbAHyW6=EYgReNS+pKNp3TKvHz?fCvwU4Uh&I4%v>=j}f8nG?M!+`?b5H%U~
z(k|0O9+=mLey8~n&q!qaaCP?%1S;IXbo79u-K3A$Cf|6LKMI?BCluRezy%%&vn*Qd
zqYEvKOaeACXWjG-^a1u=B|w>#Ma@NwJdoh&y2Zu@LQr}8SGW5BJerZqx>M+ytWF|S
z^E(T~aNqGue}v#cY}ca1|GBL6KM@Kjv(jj=o8M@`$~Q35Y~}kov+s_&&k5BoFm@K2
z<_YZ@>vMaLAc^o5w;xhp>Q@FjjC7nweysOd(>{q7*;s|Q>{o?<wQ3J4WR1spE6g0}
z8t+AR9_XA$!HodQoadk7p9b`FLLM<gG+jeL6qXdR=AW4zqHs?FrNMPxvvW9!@;GIt
z+uu274O|JD`Gh-elv%h0@f-gb974h3JL?nKgDfTz_;%pXXRLhrgBTSPF@#VkoJn;1
zdKlr*(et-Q-MIZ*WiHwuMaCYwIABdAC5A!wDxXw#xBE=?qz}-k9yDtz46O;d>MujH
zYO|}>-~+e)!H+c`by=@1=S$N!HayQvvqqp)AU17i?@^%4QQYe6TZ|T-7MjA^E))}1
z(SfHf=a^AXGl_Ya(x3Y<pi^ganfFojDQ)JfXj>nojzM2i@=<N<E!SI3nQqjq_a`4s
zXQie#1KcsTetT@HUiCMOwGN0zF@Jbi>s??)#s`YIpI@}{FKSSB742bHDh{L=0Rx%^
zkkANtr;2*ef*Z^p`5^XOnrWw@M4#Z3+>l}Dq4G5S-|%DSR(oun&8-Op^JAGD%g^3-
zi4`lZAyV_mtB<)v2vx+9=(!sl(VW+js3d@(DmQHVY%ispYz+uMozGQVE-hiw=vJ`1
zuB`WyH^J-+HL$NXeIvdhItagMdAy#6-|*y8Ad}8W`_@8sEY&C6V0rAsI&ku$lFXio
zsDnBKC2D&lZ?0c66k$<4@1aIl?ZF+X-Nl>6a`W#H?Ud`ICe?O+kNb|V4m$?JoT!q4
zRj{#WHx<eZY*@9obsZ|<`u_7P_C+~Q=?}Kg#)#}wDK@s(KN+v8kQ7xjjM2BY)}1Rq
zN%oz&gTk>(dfRkbR$E=z{l*!we11%qc2h(V2>|t<_(um*Q8SUoW+H(q1zkPbIphFD
zP5;?r?IxnAVzYv$y19VV@4VoBS#N+ltANze6a1NjKr(hnNKj=L#v7%#>g9C>DZk`e
zab)3f1baIhrQ9C3(0zIk(2)+Nu}AoouAiftrb2(`YsPYtL!LHK%FBW3fzhXbsr1n(
zsE<&ih^J!FlaN8NXn05m!!>=9Ynb7y?TCHEySSO^-M>+~*@V*81Liq~(!RZ66e<9k
zh|lo?E*P%&y~}6g;pQ>!mjM1cmCEtB;BHey+iO?bQO8B&GBh0@zm7PmH-9$=T_gsF
z>0wv(gxHPXqk3+XoEOOk7Ay(kk3km8`&0pOToP&Qn+Qj^GDWR(cHeH8t=3KL%WKI>
zr_ln;i<{EYRIudrlAaiQLYf&{f>IU_EG|unlo7Up(Y-(DTfh;@`}*}OP3K(fyshl#
zj3d8sSdndhc#-!o)NQ3<><7Uz_E4AJ)gjn+BF81?`2!QUca~-_UcBV2FB^3{5|ych
z1kBE7K;|)9`QEJ!D6E&>dcb%Ypc}KE7HK(gFB0HgKT(8v5bQX9eJTGUk=xhG1Fo)n
zbjGThn@p`M+m4!s{St=3xELD~MbmH#%JF*8A!x8Ki3q(Sx`X}E{%r)8ns&=1UmqKH
z?)tcJZHwZO%L<_U44Yujb#$Ih_{0QqP-FHJgpFMz_*j+Nc=?7$QV6!2@nr(geZ?0z
z{s9GQWlP&8<`K0N_w7<kK~NSu9S09xf&N!ONacs+SUx)0^>fF9_3QgXgHKv!)|E@<
z=;-^J^jX$vQlOA~r<-Ws%)Edm1fv9)H{qSd2=BYlFZC*Td+0DnXjpdkmVqw`TAt=a
z8W-0;GU!y=I#afMBSBb8vw!kN0O-KnIG#d?Te^}^F|-tnyK)(^YqU=*2nj&Xz8!x3
zuG1x%H}w~fhD^N^(R#h!u18w7>2H+WaCx6U)@F%pk01J++SxAKyQe#y8}LX<1t~WD
zMe5;v&7aW)&b2h4<I+1>OSJUS@4PFn)fS!My>EclJ`a&DU6&x7b@;EWkvf-`9@yO0
zXl$to^6*xEIO|vc8D(Q;(<qj0gcP9LR*oS=8Lgd&8Jj59&a`e=rSSmZRvBlCf=Z~F
z@W!?}(b8}Jh%44NCm?il-@tJhhSf;(Mf<!6a$WrVP1|3A|C!QIQ`M>K9{<`ZhriaK
zKe@S>)M@5(vWmVBP`Bb#L#8aOg@<8Vs0z)Ymz!EVU<nu^)%~JQ%Vyc2`A%jWQ%3A^
zL5O~a<|rIbyJ{^sLl(n2iBuugBUID4SI&6+6_Kk!vDA9dLL2JfiV_*d@*Y&mTcI>4
z%W*ds&LuBH&Amh=H|G#lN*QA&R5=3>*1to`VK7n}QYdTn{>fEA4`Yf2Kc4*fM9La-
z+XBQ-ipPlgToM@$jQPDd;OoZ|$X@oT_?4fcOJeEilyrNH`1f0s^;(>*jM?<)luoYU
z5w<*NV8|I6)hiog|Im0GuVm*6`9R36+t<lVh8PA=-*L9Y4i}vQDYQ$?_Dw?aQwb$f
zut*ln31$%Hh_>rKQpYhWGB5z^A|V1t#676(;IXcy3Qts5cPt%_=aYhEMu<QR5*5|x
zttPAl7hnDKq2J|9FV}=~Q~R-T6Klm2?MspAr{rEe4M6q)B&WY;3Zv_2sJq%LYQsuS
zn8}j$`OYF;(t7>A7Q;i<Zjt`vsT#F(p1z?XKlQQmvQ!Dh+*<kWG8W&Gik|`$PPg#r
z)A^3hDjl~(GoU}A2(w5tz{fh~T>5D`f>cY}35{~k-pBQYZ<)wdVX9%Mm_GWWRk2L@
zma72oJsgWzoXUkY$n8P$6oE;7JV)cT=M=*prbCTila_4G!p|G4N_E!3t3k1ZPewJY
z?E4n<!tB*?Tih!96?t2Kx<K`3-?YHttj6%ymN;4aAqVoNLv1iIg8LAH+L2GFxNUxX
z=_IbU_~E5OuK3!R9T<#vAbEs-jB2P&d$!>r=X`?;Utew@#POmGRJ3y=&YwoFuGl4M
z06nO6>6uso76zDZwu9wGpg;jpm<~fKi#S5{)Ek{n;*>=fuEfr%WV^u)4aq4BXK6tC
z5aV{`Gc7SuKbQ#*4{?Ak8hbM0H%UL1KSLmp)w0h?>PYqKPPFQ=vxDuV(Cw(68dS|d
zy1_`Pn_EAcxgB3d#-Dml=uD<|M=Mp)BB9mlc^Arx@%NichE*?rm<~(#jglV0EX^)E
z$fqcuNZ2pigeN0iIuR<ctx5c*m6Y4b(eZp<nZ;fbj{A_h^ldwb1kbu@-ecUy9$T#2
zs;fdv_h2~j%d6A-sK2=})8@|PR<1J`)spUD{fUb6a)%!}*Lf7zRWqi06(+b6;?wCc
zv02!FTKD?Ez3+0l^*L^F4NA%oVp##Vjt>jlyzf9x*%U<295TT$&X)8<?WkI~N`hi4
z&`2?o80+CU)!y{`;lln?gmN)|?!Az;xsP^zP|O2=ft-~3kl*=z=S99V2sZ3<h^+lZ
zSZ;Ht0DN<ND((5QkDOj^JS_@5GqYMWx%Pf%GSBL?Mo@-tU)D6MhQ9Q$bFKAtbiQ`B
z%c~t-jrZYZNDd{EM1*@4aWOi8V7+yl;<h?sdSPZ`<2t&vZGz$+8j{swh%uG_c*8kp
zTn@fjQ2-kZB{*_8a6DF4t4C=y4mc<e0wpZ>2TM5M6ehTP0P>)H9>~667(!qC4<>y=
zP?nVN*&ke^0(>k0up%i48Q?kAEEosbgx!Yk<`h`L!Fh=0Bv9F&(-cnhqr!QDDDa2!
zb`7}+)0){0xm-DDxC0N*2-<5ATsx!U$2x8yzc5&HGwi^+{NH{Z^Q;zaXa!gXVa-#?
z2zvfN<s!Y+oTpR<ud=Z-Ve~-J5dohut;c<S5Ojj*0On;(F3XNu4X=dcJm$KeA%YQS
z6+(^d%@TG;$q*hBlsu{i>iU$C2<n9EeTJAQJUVuvBgdHnj5j6zY@)ZnPd5%RekHbH
z^SnV!CzSzNfw~q`6iN)ovuAz5Vui9*3_m2y3}QXyDOM=$wdz;AP|17Pq-c<GF=$W^
z*CIfEPW=Ub#d?fu6AgijQaByvL^NIl<=vs=`4gri%ip8}ux^8jfkzHUSgf}J>&83z
z$+np}#W;Wtq27Jk(p>l&RP(3cNxdJ7;8!Y|0C?XF+X#&^<kE~`Jh+uQXkD8>n_*@e
z!3I}-y71M)4-yH-lqcxTH>yW)GW6C>YKNkt4VP1<GwnBp&(CVs%EimecOi+Sh{w6*
zkL|;!2;C_&{>KBe6AR>9Xq`9u=t<}Yu2vTKN?F>#n0FYuzK0q26T#om%)jZ?WE4zO
zg1sWrJzy{Ky*(XlrfTjs=w!O)j(S_qazHPDHl3k0aK7GhCtX+EUvWzT&YwQm!JKqx
zGfz5u>_Kff>w(PogobjaO(V?g;BeH0)*vrz%=>my@uG?9@9e(Vr?*2FLEpNA>>~ZG
z^m=b}I68rso<GWVI6zb3D{XvTAg}_?NT)6RjR+~-=q>%(7%6}cm(p@fggsGLC7Z9f
zIfV4|xdk;EL93ka-fo2*so+M2-=<(U5>T<gUj>4H;2&<QV;Em`_WIz@%HvVYAXw_h
z^twzdk_3_=rcW|V(}~Ma3%vr=^9%2SH0G|uO9HQ#_BsoL3K`fyU}gyn*8>sWfkS9y
z%by8DtaN*=c!Q}2Og+{?aPkRK;Jj<Q@d+U^==OU;h<+madHO$M2r(uhhTDKC(fGO`
z<haESKpsuP4GTl(cm>5`M_+zGkovyk0fd1Y-{1&RFv6}DLAVP>=acHw*=53fJOE=V
z>ElsO>-jXZqYlajy;H#MONAr?I!^j-z36-M#d>uoykDKNI7K1eZ=;v>OhIj{0B>6%
zS`56{(KSMy0c+7S++IbdH^uWa-!c+^H3p;`?VtD5+@EvZ#wEQ|CZt;s`55oB5aVNw
zP>S*C?~@Q;F=sdIKXcu}5nn{MXGm^x$!uziuSW9<u3=bMA;;j-<_={N3@t{8Z%O2e
zM-0#SK8qo7IxLIFtP_NI?IRFZnZ>JeyH|v@j}B8a98%kvU+^Ixqrpd$`f&UZ{F)Yl
zQ;ywYuKhZ|Xw8aCG8&eSe7EIukBi&FBctsK%cW%>{+T=6Np@>Ry)rfo?TK>_D)z`R
zd?#!CRE6WjPTWPMcv6Lv?~c22Kt9zo;^=)VE#|^kHk}d4Qx=OG$<sIdc!Ji-oA^$Y
z&cb+mM|R6Xyp}qw6caL25y>+mVWfg#V{8mf3>(SQGi>^7%1j&+68GBcY5oCwo9s6~
zaXs4#Rco<l&>9vO#h)h0jz@;Q6v6K~FYUvY@J>U(cS_1{Vl0fT0nfg`bPIulXJCv=
zY(*_03+lcsu?W(-6c>V_F)>Ufrpi=n*b-McOfnW_obrc8$1q3wEshkeHaSi-lE&D$
z=bfT8+kZUEtne;xn1?x~EY?!&(6?K~AfJjrRn>S}N{ot0f)hq<Q^Yg?&6Hb0<HSI7
zP~xOKrT(6QQip!hqg&c+f}{>;Hz0D{I3HwE8ZH66Js;zeqA`K!4@xf%^c5kqfDUuJ
zachu_QNC|ni4u(y6|oYHF%$7iq>Q0)t_ey8$DjAWxHo(v<iV;uWDLx%=yfxaz0_fK
zvG4!TNpT7(`<dMo9#a@d7%6hVdBekqezwfGDRN@TBX(lJj7+}~eJ+(xe-gC_zs{_e
z7)$WS_YLcd)&7hX43R`5PKksuHU=Q>RQ~fCNs{NE-z7e~O)?>;s4|-shr)d_BvG3z
zmyjlbM67Fs@?aV-BE}O*!mu0sa~(KrOfvmO?6jQVMhpqPY`R$nsVsKc7X#U*h_Qxb
zRW7$UON=#c7=k{^m_!I)j<}s99TA+^g}J7uiA}7W!Hb$0?Rb$XJUJ~C5{!k>ki^t7
zlE@$u1B1ldyOa$v2ocjG?z;>IIRisNrie?7VqNMZmN<0>nb4G|A1M+goETCO!gc@^
z8{6*mYnT7Ni*xyF$_GK`3p;uC0Qo=Qu>X}S{RT0=HNxzFhyMT3n*6UU=U>&af5WT)
zy8_d{K>rK~0^iU-*LQ(wMV#?Z0+7*5(h%?Idj4*FhsEles6Cw9tFvQREpq}tbc=j<
z=J?yCy)}Cr)r2qY!bcRfIe4R{{xc`7Rr6FgyutDClVBGWsjiEH%(`FDd>d6(?Knf;
z-$uHGuT`+BGY58gy|$7tJtiZWPotAvrbx59`=f_`y`nW9pMGf^H6`PafD^+m+NX-l
zuB9aNTa@=-=Z!Z89sEBHzD(acr)DG!rKK+B2hOyc>`R6m#~%kCIg`D*yx=r&+P((I
za1CU)I+vtVZJSO+2`^(MvVk1J+M{1Y4xmv8p#S^`q$>8;%?7y0Mk~$1vn1H4l2vvu
zHnIj6Ee`Z3mNSOl1?jCiCwQk)t$9{4HoYlZ-q<~Il707&-Z^rH=@Otr<F9(#A)g;F
z#TP^4pW(Sdj_RW~$MHrbITeoq=?d3`{_bjl@cy=O9WBex$7qA_=g{SPw-!Fi?_DEv
z(LRIffbz@pioS{Kh<qHkZ6C41@lR3OJ#$j+TtmYK>P<89X3Y=m9ND`*gF4thyVtsS
z@HxxAr%%p*#x?X!DWMm6V}<Btx59NvxeiU8$h-rg-amtuo;`f-T;AL%kL;0`pEUTS
z3s!wl&#^AOy*FRSES=o3TKpWV<s~_Rl%^lvyTBNHei@yZdk>Y`>T3I<d;1S&+FvHm
zzobi8|6at(`H!CAzq9TCDe*6+si`b1^KXcMT6sfj3wvji|CanG_?H9!>jVJHw=$ZR
znf*Hf@Ga~9?q+5GKjP?SV*eYk?_^@5O7Ja5{tNp27h$)=zrOfuWWmDPgo)s<AoV|z
z)r{ZGqyL{G0RR1I`@b9o_*=%|FX!NYiKqL2YaHO8V*vknSN{9e^0&G4U-`rT`|<xD
z!~y;`8~=SC;4eS!pJ(lVkR1EIp8k5+Uxxlas!{mM`+r++7zsF8{%z;1yXRj50X`~f
zu2W7^d7gN@RmR_u021N&kpM_QBEZxT3VDrgjA;p9l0Xm`4WK{(B+*U3YbIZ@fKd}y
z4RkQH6^Ky4yvhi=GgRY_(^EPHV;{z)wzRVW>)DnfPo!-={;sW$qff<oWi@B#1^0!g
zbfxb=z^(!>(QudfivL0LHa%P5E?&Tl8Cpf@4g2AHJNBy{QQ%V&tzP@N=?8xU@qUHh
z6E_;Yj?&><yCEM>S9mPBrfzF?Al-zt2nAs9^tA&9!<SSS_A7BtmU3r#;iLP=Jb;(;
zM{t44ck$Z0Ed70#-{++Xv}MwqJR>K>i)GH0-sj%z0rgV#mhcyW(D+`ckckws&L9q;
zrSmW`_K7Rv8{HzaC`wfAYLyF|=<dQ~S;h*Rbay;XHOQ#>e4Bs&gLeVT$#~P(tq~jQ
zVsUW8`Z#O8xGjqyTsD<Oo`RZ*?(u#Z2W}$BDym5Risf!R&afebTmR*xg!sN?(Q^YS
z{AX}(dFAkv4q^fI+x$C6WP}|76OXI96oap$BTdh`Kw#pz6NCOpoE`ik|JwR{xr3I5
z*A9^LiS#%XuO8LaX1;Bg)AjUDW+4=q%4YNO;>?qK5EbM4R^I*$_Ax^EkVs~P76nc6
z-YzA)B_c?jUr{q!o&I9e@%{8d%+7ssFO2lb;186{$|psCa0R%LIf(kYz*6SviAD7G
z-^PcW9nn1!^cWeK@o{bgWdzjHnaoo_>!BGPFBy}e%MUl)Xc*P%ceO>6bn{{3O_QN=
z^FG*RHJLA35zO*MUoN)0lo^=nNk^OmEpCvN1NCyT{mNv2WcTJ^2puIP5TS3ZPYq1T
z?ijceGAgLIp<xc11F1~ISCBTS>ams-<>SduunL29`WCRPWUa=jgZ}JNjZsaNHmlqS
zhyOri1`6OQAV9aO#so)J5^CXu<RE9l$;!wtR}c7!+jqjz0m@#fx*peBS}qzlw9@{L
zh`h-q>8+))k|g7$sqxapd4`7?G=?l51%{cY@WCz-S|TQ=Oy`-wgCrZ}q8W3lUb>=t
zJ{yLHbC`@Es6ki5jj!zU;H4skOHd%uR$L!|XuMaVFqhuT9t%BEoekacx+bP67MV^h
z9T`0%%_W(YD?MY@!rqL%L2KJNj0Q3{TmzEtJ8%iGD!y-CzVH2cJ65&lK00HNfQKW0
zF@3c<cMHR*7gj`JM)elnDC6n&nK{AjQ#i{5O4u6FKulj6--p*W8JLmgrZ}WLq%i@q
zbOTFN8`(GzqCsd4opPDihsPG!tL);xya7n#<mwXoquc4Otu;MvldeX(?%<qRqZ78X
zIK~%MK1zy88uG)YS`P?C!-$gHbUu-hz%c|w4A&R1`cXvnVw@9e;DED=CJK)?cbfL@
z?35k9Qhz_Z)4xFe{cx|-m5PeuUUhFpDO|knCr8%@`!SRU5tHxzoC&riOKsF5m{CoH
zTYgx&xCC&DtBb4U?IlWEt^C`DiY*j6=}<I=wWTWuvce_9Z)CxET!n)-c%0>~ukIeN
zEebuOrwXm*iuLsSqv&X@CN8eec8DVisA!5V6_f*DC-La&E_B)?W@oat5HjF+>(4Cd
z+0%C)g#3FS;^AG^Qi754QTEHYy-de0oLJ&T1{!dN@i5a7i+EYLQN^DgquG0>lBjhE
zYAdI(@<cNb1ccQtJ%V{8)IW28Dg`N&q(R({&p`~H8Y6I}LY6bVxYj;msm=xel(8~g
zmp3k;(@hsGK2G#DEmo?e&j&S7{h}=5SB^YFxzX0!3mLWe!^S?`48%YKCw?%17KfyH
z9>1|}$Rs@-i8#*HF{z&~V|4F<3%G4*;7nr~Cd_3%s87O4(i9Soy=NyeM_LCr;}H`8
zIM6InC(D53l@S!<D4na%hUtVNCPqD>k#XZ|p49-%R^kE3Foyu!`o$XmF;vqMmd&|`
zqv9Fk|GLZiFd!UOBL5jL)~+FBe`x&M)EhvSjo%+{W`Y%6%A{CE&6X}{F?mTMZ5pmF
zV+dyeak3w3+l<FL9o&-w-X42hEJhM(-L^?Q9NS;fJ{c;(Sh&_cl+suZuv?}kzg3Ah
zr<uo+=8yPbJot?9yRUovwZJ+LPg1J%VQqEJ3F2L!kY8T6&NgLeSvRUOs75(8`)}+q
z*@%e(Aq{O>&5$L9vtcfmD2s*`v0_9k8rDZmi$6vMo&{zm>!$UxOZw&vw#+unKM@<3
z*`?Dq(s<MM@Ibr2%@*wo<#PyDVADydccR36^-3*%MHfHvY1zA0Drq*t68^BW?aH(N
zShJHeDX7)NR8a66qDb0y<?sBV!RdDB+MTjDgK(dpj*8CE+{0#{;hEJrgSL#io-&<0
zt540gm_o@O0E8J<SS>C<2)rlhlwT0OaZy?$#x);+cGrn3we+MHp|e$nVLAfrLrNZI
zp<>Y>ygGZ_N@&v@Wl4PD#636JD18y_VwP4mv2n<V+OskqB?uu<Ez9l4h=Iq(Lyi!D
zuEU_lokeoCW|P*mSiZdCA;QV@YIiWQ<?Q8O;+2-^rkSqyuGw?MeiO-GSz6}dfzG$}
z^n^-XD8uFRd^IVfTUTPd^DsXzKSQv1j0fIXH#4<w?;SHCQg;%1+`dbOR4Q#F2iJTK
zCZ?7oiRBLm*JAT-Ze+Mz1&=L!u6|_hDgm`N2nSj8A}qP{`#cBudTxdrLXZG<VfC(!
z$X6I@JJ#}A|F+h^+Sogvs+Jomiotcqyx4R~I0t6Ajy7V7$(XZFTkV-Tn0k`BvJpZp
z@XOKZ6+VMoK#ct8a|4;5(?K~04qdIn>$Ex--<%S5T9-z{^*2hTw%36$Y=6AoN+o9i
z6xDhy>7&RYjeDNqi)M9#f)wBe)GbpkfrmPrk?{=@a>tfYDKZlB>HE94XF$>NSN(MQ
zJ~VO0Pzp9fNCy#AN^OF&Hn9HLrE;9c`T2Z0cp!^Dv)r{q5j%-^0^qWp%mbrJ2$*}d
zl#5gpwPE=V@f()Q<w{+hf!>*9yYaL9V&hilM&~1WU(C}6mn3g<{zV7B*W*i4mwUyn
z`N*#Wc3$35&pYYg91KpO)ZNQweldr!G+HZMUaV246gXmpxRA^%JQNJGWn9sd5<krz
zOT>UX%W!m+;NVFM)AzX*2gT>3{Nlr*7HZ%!i-2Mia0hZQ9e@gwPGdh2=FFW~bB|Qa
zu&Rzo;JfLY=iF47d>^ldcr1$`1hxt?G0L{6J=xtxP@O>aaw;X%b}=4)f#iGcCIGUR
zjrE_7WJ7!W?0nx%J@R_%+tO_>_!Wff^GYtGWAbFZQLUCA`}tagy_gm1KXftB_xp@|
zs?&bwVVP4M@Me)Rn;q4QC<dBLQPPi5OxQo>_H_s&GWY~6k6(cMTKbq_4#T0H1ULA(
zflxX9kR1b9mlvdblhL1#L{=)73B<`KH5eQ>Bh|K|#!dSGM!5>8mtcPgNaX_EP{pSe
zs|+pp7oiUYf)ots(ajyqUF4n2-LJd%JD@ux=zuh@w2w64G-P)0v|qBHg#t>3O4r3#
z#b4&z=DRc5YI0k#-o4&JTss^)JUd)F-gBRY_l0}1M`@Mp8>Rr0h`@rB$*O3R{ZzRk
zIC7N5VQ|K$eUSRUXp&dLp*)Tro#m(a>n+w+W44kVT@*k&oJ}T9-L)R^mYwcycOMm+
z)T*dbxl8oT#hz1YJH-1ewrDC-Sgm?vW|?YTRB@k0ImqVRpSf6LGy&aXpRt0>Bh3}&
zZWf;EY!FN)^J4vrQ71IVK{-Gao?t^;NLVynkR~<Fexd=|A{xm0vau0bkGS-YE6L`t
z00#xhv2tB8DukHk!cj0HH(1aNy47wlF1eB$o5*2g{bAkt!nt~LL_zQ^nM~(k{Pwax
zcfpqY08YiAi?`$;zbV#~o8gT8Q#F_8);gmDE3)!1VLBPejL`gqfCX1CnP^Q9vWtrt
z+P${WtRme#|9-aTx*Zz;3s3<0^y74a;z1}(;kC?AIkKb%Qr+2(G0Lq5D;!=igE^Z{
zu>)Yr+x!M6y;S?^+>;e6s`GOUGHr<YvV^(x$-3;Ex6;1)WF9lg6JTpZTz`q~zC6A7
z$U4>l(iyFv14~9bqhO``tOSN6xZ*XI(R$Kl2mohx*yRsk_7^UJ-n>JlwR?W32#q2U
zqD34c=?o#4s9K`97*ir;%5eR-%x~k6^WQp1*0LoDAItJJqOLD4R=?VE`kx0A0q@?P
zl4bcy^-X0qT8}ihz^NqQ`Bjr@LgiFCear`6jtNNAR8qlf4#AE`qk)bIIR^wIkOVJ3
z$hN#Q3MN&fPMrn{!A7wXMUa4s$D*FDEy64z;73Q7x-0YQn(p8b#&Dp*dtiIaV}p~u
zrva5(`pQe+RiH*P81UtgGmur_N)g`sE}B#z22Coy?-3U(b!7&6qM!f_cr$YWAyf1@
ziqxMj?jvbkFSmD7pZA$Ae9EmI+1T)-e|V2$>*A8(FtQq09ANV~Cesb>3EDzrBY>r<
zI(?i8HjY(h7~hmt+AXF3pWdzmsHv@6tB5qEND&kvbS|Leqz6%oQl$if2q;ZD0#S+x
zqEZDEg;1mmNN*xVxd<Anv?wBop(tI7ARR%9?|}E-xg`I+Z~mD#FEg1W-&uQ~y}z~g
z+G}R7tOKlb>V-Y2u_{m&nLe-~lxKV75kd2|smX8CeJfKnblUlzUb7Ud>|L8U1%ZT^
zLZ6Sg+Y4WdNXF%6=?p$}H#tYfUmqD!wqwcmEK_IIku3}Hf7Fq90i#1G#Tz<=Nix^+
zmZqwbSe0}op<;BVjfRy|j}zL_7dUJg88}EpyJM`$AN+BYTo%AGa+>2@u4jm|bC<lj
z#=fBd9VGv^Fck*CDU7~K>XdT2$Dm;0mqmZ?WTBq{I&Dng$&mZ_N&iOTV_k0jqas1_
zYL6C_(iDG&JT)R28BIxgKItNOAeihHk0*4@$<bL^YZdUt8!Hju6c1KuyJ6>jiS4!}
z2`Z(c_1&hC9YElbS~egf4j;51coS)>T^^iipk~;2W%x?R6|fHJ<<_XzueFE74@)G7
zC(M+;8D(Bot`kxA%d9rBkREFZvoT4nG`eVEY+-6I{VW!Hci6GQ<W(0=qRYgwFyG1J
zJ!>!P8p<It9e4s}z?zS}owqws_yFs>E0?Yu!Q(^7x##ha-%-<iMsK$4_i6UcVZO|x
zGYXv_Z{jM-#&RaTZX8&l54oZcaHVJu>AA}44eg>sYlMN;9G0gZBMzMRBJ`?ydQTx8
z*YpM*1bl>(Q)Iu4wH>{y6GeZqn1g(5`9V#6>b;k(0$150%#t3WFTD=q@akw$dm9J1
z)`v|@@>T7-;iJ@Lk1f^Zu@H0ctLCmOkO|a0KIix<p(RwR#C;>NLFT)>dEzP8kwphD
zua2y6aw6&&VZ_}zfY_0ZpQalINd7+>@!60fQAzFRxV<J?gA-gP%6P`8g6~Mr-i=K~
zv!zESLWGtYr55ksi@rkLrh{#Y<;|PZ3Dv6$X;7&sw_5dT6!2MBUoRQ$LDK&D_$@`9
z;d`afw`}uSl-(7+7lBU|%ox-9xWZimMUI^gYW-%^cN?9tR`-z(w<m}2VL%j5?u+1i
zvlmmtbH4-p=UDrSnf>l_U_C{#*tZiepJfz2rM&RkXl3{&y#M%lR#xHt*#5Qg^9mUm
zK6+;B`OB{>E!@iV9e8~cP};U92N+(&&p@u{#|%##ykn!z)T$*RbD!^8s6dfo(pzPb
zmR%Z-HwcwqEGm1Eedin0>-Y?G1*<VdwZAJ>;$e`wf#ic@YPXUaZ05?Cm-ab7*tfLL
z;|WS)*D`rTJRhxv32_(|sd7JYM|55Aa}T8(kG^7eg&%tLz<5{iEg=cct_xp(vuQY-
z)@jyqc+Roxozc{H6UkG%vBt-1YFVNMr=D#%j`?<Q3(c|jPxxz{o_Okb-lC5`CP^(@
zmHwF3^5rwTivu?896OoePQ|f@&)@RU56kEBV=Sv?EJ)>C^uI96cvZP-fcs$B9^QLw
zt5<khY6~VyGbz(i-u;~Kh8AmZXU|e(5WQ$S$^(CrMeO`J1(Wr)Nk_0GrmVo4ach-x
z1wHwhNJ~<NXy#fXA?9}I$UwcRHtELK_uO84K4kVx@I+{cjO(1dpwxXw^S)EAN2s?T
z{lnT~|G{rJqYqo!N~jg^aFo!u2%98_Ha(VOT#D@h9~fJ6+HoU)KAbWSR@;{9*RF-n
zImt7$89Z*uZ;_227xrOS@XMc7%DmW}K6S1I`Lc@nm1X)h!40eKvmuk<KOpSoeCr)Q
zDQih;vA+>{IMhi&Uu$mv<WS*Ok!JYD2lD}e(Pl|X2<rRbFZbj(Uwr@N;p}9JN{+Dl
zHz6KolRb;CUv=5#hP~pGZuZE^vtxsoaVuoCm(z_W?uOk}>lpQIf3TM`FHKWElYFql
z@!ltEcVU4O#xLU!6@S>3W>V>0$yI4#Ad)<DE~?!{+on$RR-|R*)ySKX8MawU+J$A-
zjRmav9GZ|r^KEfvKxNf@)cgfX!FrdC!E@X>=^JXp<%yH#l+P5c^H!&1f9l4bI`;%K
zXqxY8&F4b+(Ys97crAAk6`+IO_0mC+AUAewsoSw2^R0eLgh_xVUbFdN8s<|<wO2r{
zJab7wFtW$XI`h31`anPin~~3q?;Foio8C(m#mOIXi{&>6+Q8Ai7Slu@&(Wnug^f)k
zx34y%S*|xm59!K`g_Ew2kHn9!H-&OmmOFWMl_fba+r66WI99ZJ^5gBz!9#gA-#*`-
zuNc2<b7R@1Pw%HF<qN*LQD>m;exx2TDNue>|I!6V(_tCzknCtWl>Sr|cd^oINiXC4
z0AxnJVktgA3nHNN<gw|JZR^!jQ|UhSYHPga{%vCmYkOYRUwwXc`D&yCw1*F6LH0W#
z>Db`O?q<YX0UcZ^QIOoAc;&OPw9t>120u`E(YLr*a`sR(OC>8m<=NM2rOBXN{L{I_
zBb3KZdS-@>F~&?x<!57utmWofGS8B3%-r`>=vuEcdYUUat186eNQ}xo_+ab`Q=3}{
zKsX~!w&;*v5et0ZAyX0;V(|`dSiI(VYM1@3%7=RtbJD$E)mSOA@dx0I`Rk!}>q-41
z=qO%`ypP`DdFW-&)Rw%X2c@I^TG?ZF-<VaG=j)IeO}#T)mrGoy>kO#UX%J*V+b0)G
zuk%lqC==l~gZh^~;3_}Yn2o;n{5|-(H_4E~oKzL&{(U~CCA;_t;W3I`!K(1+9s6BM
z76Qy+KCzU3Hc}4B{0tr32!X#G(9?}4WpmJ_%T+V5`h@LHdc_n^^gR=i%-wC_%v1uC
z7!h&_@f;pV^48mvS|xaC`3yOo`>Ce%i~XY_*AwnY;gCK4taS_L?F&)2h+X;gs;4YF
zD+JRFlb9DIpY3AJ_qpin;X3f?Je0KmM{v9H^i8%^Md>yoTh0gHi||2*tmOvFPEFNz
z#45z_S<&(I_Hh}xtW$8oRPi`8i)k=Sz%a%CZMyEPs{3B^(_h<l%KQyS2O8uptmvbI
z$jCyUV1bTnhK*8jm)Xw=s&ZG4c^Pe}JMm`^8E3>r4=N8t)HXH+KwmJOd)I(dHi^%f
zJ2dR~xT|)PZv8P^PGgRNTwr+3sYwCB>K~2o>{HA4OWtIc%6zZul2%vG$n_%rp8Z`H
zW{jR;xxgF0^2-{mw;n7#zEt*z?8j|eP0>NnnFpIHn%WuN*=L|;N#f0nl!!euD#-og
z_DOUE$EK$#DQ7{got)!vpY)7$+g9jkBl$jTPA{?`{C#tc!sdC|pK%<I<VxQO-kjMC
zrOW?pF3<7W_E2qlPk<#a>Gma6@??(Mb<b~W{cjG<|KwX;OjzAmPLch{_FQ58)yye;
z%;wqg$@bLb+9H?uA(f`Z1~$@+sY~8rUeem345dqCWdm)(<cyHWJ4x}ttapO7yk%q$
z-u{rj#oipPk9%(l9#%m<)?4&4P;E@(=DL1#5|O}Qh0mF3=b9&?vct?+mN?@o=}a?p
z(k|nOa&IwuY@Nfna>bk6ldL&!a4G(B*L<@=aei#fCX=XoXZD(QSivqIK+QM3qgr^y
z>Ki<8#Wrxih5tTY_yofwG-sMI{s{ZQha#e^em!?1JkXskfldv$+styG!y}@@Bj|Me
zhozL?9uB;yfjd!i@mArcd4+f(q#@1Sojq4V_e}6Wm`IQBPv)C1V)9~1KIesIC{4Z7
z8suKF5$AXpU136eQ|3LPFZxUsyu!{ZBX5>Qs{E4R5v4`F@ueK|FOthtn~JzxRfURv
z8;NDcW=2G{GsH!m6#cOan-($rwON*HJ}-WKJ&w3qk<1T|Oi^jlJ=>&vu!+d%H9C6m
z3wKb}MP)Nb7+h8?s_vP*8z#O?OHB6eNRZb1Dx{x-VbeleD0#tbK1rSRC;}cF*{l@j
z`A&<qWpVe)tZy=ZPIe+WLnA9iTYN30*>+jly5H<bscihzC#y@#Jx!ktWm@@P+M(N~
z0OH9)-sY%@Px9TLRMCcoc8A-Drn-D_raUEQvpj1%-ma<FJ#f<sP`>6Qd+Az|$cf2`
z>E6irX%*{AEdt$(=VDQX7i7p?drO`@BWZujE;nitr+DL;yu=fo+#|9RoACSe&Gl<L
zrLF7qiQNO@x=+w>UDYOUxN*6mMOSx|iC-s@h~&|4jrx$kPM#DfakP;yZP7J+9d&pm
zN8GOf*A&jJ|FW;%K-#(@R3>&JZ)qgd#wt!is<{NPcE}_eOGRcbxn~j$THNWKjN4B?
zj83t7D4F4Nl>>k4LG;Itd##c24Jy{fTCrkL`f&z5r!_U3ghOQvn)U>7wY6E_<%TIl
z$v=q@4w6U3$iH|*#y9naX5fUvB{K&2y^MrP&o;@NSk((8`>0#kK9OK!vVM*6l8?8A
z;5C~@&YXl-gv#>@v9S}qs#V2}n>V=H`ewvAB`9&BG1j%$iSZU9!;O4#bHaQQZe$D{
z5i6YUnxq}>ENnHt-<IqSlk0yQ_DFMHZBFY|@<{8V<fFb=JDYFP!d@cBv>wHTl|^uf
z!!8O{)J<tUQNA-uiL<;G$vGI$e<XDOXdI)iFtD+IRQ=k+d(Ds3OJHK+tturw<K(@M
znxoZiPbSyIK>4&qlU(d-@fvbaqKm`?EO}o>c1%R4P`B132DX>+NTjy%yFji;S3wO_
zMcjyRBv%<sqf~?a6pM)lE{k(Xbifnv6CV0*%uBkr(rYj1^re*D{A6-<)ZX~zeHvAY
zLy;kk$#1UPa-s_+--;g(!dT+7mHCB<Q`c1UM6V^@FYXOB&2mOv3i9f5tKT#9O!7>i
zD!=aDRC9Y_+v|3QAxu2biV%&g`^<o1BP6^)RGvKek@HF5xCf6aK|+qjGM=&SiNt=N
z#xslu?zQvn<;lG6Z^xOz-goybYPx>nXa8o}Pv<?Gy$Z7?KbhOLGe6Uw(*HW0`{S4%
zg~h_RM7Dkc(7%`F`y(L)td94uXL&oyKt}F(B)SHF_8*T#ckf{cX}&7e$@{o;cKXOd
z@NbCJS+C=dbaijJq+B>5BXj$E)T?*3KWYx^F1Rlw7^!`%vAqa|kBjM5ebuXwVQYx>
zFtc}ZR<QASGat^Lbcj^)DJovhyNTCoH4#0+aKomuXn{WbIC|`sy=diA;me0@bJ(WM
zqHmlNDVFD%xxhJ8SMu$2xB2U_$&k<{evyghcT>^gMN=^)FBr2eJp^^4h{&HqC1;F3
zekF`r$+1nST$M~v7k)ptH!}60foh(B5(ADcPjRoDsuWwQn!ARFgtcqL9zI+!8F5cl
zD`3CmlBl&NPEaHD!6C@v$ZWnv{owg?sUs4K&1}!*R|gNsuX;dMm?*9*8ub1t)t-aR
zGmQQzfhU4f0y%<Hv{+}Oa#?R3bYou8&=Mbz7?c>0XkA(8F#p_T(c8TS7C`uJ`Euw|
z<I5hD<5Tzko9K!{DKpZ8edMSANwa@e5d=?I;i$h7eZZ`r|Cn0vj~N&`=T!`F27hK?
z*tj~_{$tw3*2RBMwLqh=V5-Gdngt4tg#Z8)`+t#Z0e16Odd2^iYXLyF4ykt@TmP99
z^>4-Y{-xgHKQQ$Fn_=-wuT<3*p%4@r20@|_5Ck}F6aw+<(dghO8ioaNI0T7BfyeF`
z@EQ~X2S5z0@`nWA;CD0x4hP>L21i372=p%*Bns>kG@)PDQJ@TJyDj(^5Xis1ccwM`
znH%(Pg#V}NhX26yf0fIyU7(QqdFa2~-43guStU42I~%ucJ3H%O?FP930jU8k2?AR4
z)(3L?Y3UH;wu^)yw{z$IFz(X?4;Oa`a_jl%f4SGcXLg)+wXt+3xI!eYEFD}45a2lW
zI1(ah@9us@PF8jsvvak)V((z(cAVg9_uH=}hI1uYdsx~07p?w&ds+>gwsg02BG_$D
zaC@o{>V<OM)y9??3T8-QnW2BZASfgfj)d4kwlM$+M}XF{eHG&J3xfgx76$gU_4*3~
zzXPBn+JON81`E=%1H*uZM%5pfjso9W#5?2w&@e$g?8Gn#(E4{`FenU0B?qn?7!2fN
zM_U*Sx>de(Cx*ZvsK*Qg7Yvmg03eVU>U+Qd7=~I74nu8isDHl)fIwijQsj1ENI0B!
zZZH^<sy`?I!@{ZBf*3fMo&9ae0aW7ym4U=ia|IwVpm*3Y7Elfg(Da9b!f7xpfS?%*
z217d!EI_RfD5#^Y=;QAkfC!SthG0<I@quy(+O`-p4F-c!+ZAXTa18aBVK4+hZEG+j
zg7zL@Rby%nKsnkmgPc;?GZcn`QQHAXD1wG(P>zNxI0jB*r*I4k%wgQg9}<SbP}?pX
zgMm}oAILHa^zhVeF<5Fj6o92!t4R3v=DI^~pd1bN;52CL00qaQsd+|$+*9ifltWO@
z4TS(`ct#=MG;10IU|`hq05KXn1*HHQIT!-m4R`W_fuXR}I>*4_G~8pcPz?3luvmbG
z11uIv(;pU#qL~{Oi`lBj{&${1pNIf=b1Do0!%&SGjNswa_6%YuYVNl%YMp}^mfGil
zz7tMuR{#J<BB}hw7KWj+D-ffxjV+AY=YakcMl(JDfksks3c#QM7|HD90K};G08kDE
zrIka$Y5T)&ZSgyJhJntVnrDzv6m@?fMx!HeE5p#rVQBOL-*RkJ_XVvA44rq51p!BZ
zksJ+1D~EuhsO<%TfYRs<^lD&GPSqb0O1*vo&=Z3Z<xV*eqZu>kOQ`n+uq}#aEJ$$Q
zqP7<>rl7qC9JN)0dh4|nN4UFMg4xrq%v(Vu-oe{uJ22TwC)Fnq+`%6p)nJ^z1!%a~
if>9L|TnoPfe>ZnaSNH8`28>tG2qd$Zn2N3{^Zx*09(`v3

diff --git a/demos/python/README-UseInPython.pdf b/demos/python/README-UseInPython.pdf
index 94c158a7332035a895a347658327fecf299f3226..c9ccaf8c6bde26511ff938c3109ee8469087f9c7 100644
GIT binary patch
literal 94314
zcmc$`1y~(f)&+WTcL)~X0>Rzg3GNWw-Q7JwLh#_hT@u{g9fG^N28ZCu1Jdd4>FJ)=
zZ~mEi`RaqJb5Bucuf5k^`_#8@NaTb?Xc%Z&U`eVDif>_=fb>8ceREiDZXlhMk+q4V
zDUkVLNC6fI1k#C^SvnfoKm4}Tb2Jh*GO#f;g5~9fb#Syd(zAkfO+N6Fj(E`!w!-86
zG8r@9c1Hsgf3LJvbE^`LTNkMtzrNz*0+u1Rg~vC(xMc-TC1sO1sIP;SVcn8tMC4JK
z4+px>hi{j6@f24im7LR6G-ekLu={J%jC`@^an)PbB_(IyKYZt|!~Xt#n(wpERrQe1
z4Q_LsR)WJP$q+r6W}2ewYl@yy|BaKXnxrcs^>SIZkq8@%wD_p*cx&Qi6uO95)cCy$
zJ&o7rxx<B$R!#_3yx-U(F9<Um@`K&_%7(CoRn(%si7CNdwOn6ip<TeFikeD5Ul@h^
zei2sSlbv`Qgr7m#etf&uEHn9d-ruoa<zJ$BK}eMQ5%B60*vFNYoI&1A2>jE1)TZ~~
z?$|<ACQI7@oJ0raUJRg7L7C8-5=oLq>vy!nico-g!eLC0?1|dK*!Sd}e!?FKX(nlC
zIE35pDOVWb%wTJWNPJVBeM|GOayZP=;%Bc+%8T(@{o!~wEy#j*8Nag!Zx5b(l5RIR
zf?J9OeviGrGT1qp&R@i-qD64+f{Kjb=>lZJk~0Dbb9ku=#TOFm4Y5WxGY<f&DQiS=
zoZn|^Ls10*5t96@`O=^PU9$2Q)xko9ikLxfVl-bC41SsA!|c;izmCo|ln!%;7H}L3
z2^9j?GbNON1iawd60wX?E|N~J-wAL7&tTVAUcyF=+k+=z^)j2<&ITxmy^sW9cD1{J
zBsUdGA*y`l!mfp$DXb+5h@#o?FDOFp^tbF3jP~sQKJMwvoTgTZkn>FW+AC){r}#W6
zXf2IBF%(&cT*mv9Dd$}x%Wad_w*w!kudtyR97;YPz8|+V-`}>he7hJv+q5|&_@<Ni
z-TAr#=lKh^s!IPl5zqHUb94wdZ_VV6PsqCIzvFcHtTDvkTO;XRv-p4S6bc$YK4U0s
z={`<#g}=<2>>j058!UY5x-X6f^VVgd-VMgo`a^8{HPW)(I#;$h-$~T6e9v4>&S5IG
zG<aLrA(uV$^~PRQx|6IFZ06@2V)rz>d>3mg+j@-5=F-N@&oCk-Z^o&@E3aoLV%or<
ziWnoFzxC2;a@)u*${AY^>RY&_vC4<>=w7}=(n1m|l-w2I5{9Maf-MofftnI&CKQoV
zS3)+KSllk|$pNnNzbSDDJX~2NJ0iCn5jfx_4_p3z=k-QF7CeU_N3gZJ7`<?k#E>9k
zdwDsJuaT!nmP)v_rA6B34uQbe2mc$y73L~Ib4=P|un*NSl3``F$z{?V2RGm7k<BUe
zce6Jtsh%ROm)qZOZ(C%(pK{qXP7^_ae!WP~qz&xCu;KQ@c0WyhGfmv0ePtEWvjJ@1
z%nL!5s6xd>6lo*84cZN%za(1N*!KVK_EIhM{JUj4L+b?DEtSC(ImOL&0-hT*IRjQ<
zH&{H*ovfSfHW(TA41kvpg$diu(>u5YMX{X>G5^jQjpcBgwHRX1i=Z&@-T2#tFhuHW
zN-*c>SsSp`i`Ee^Zr_igIB!9|%6=|KBaPBfKqSe<l^PjD?pnvbxNTXKEYI8ItSK!-
zMyZ!GGv|5To-B(_f^C8-unT2OU>APNVd7d55Y@l?+zri(ve0~}tTzQyx%niy%{YsX
zj~=#N!Cd#mmxLY+1(TkDp4i<2S$&kDRR>Jg_tYR&Q&&HhPMIW?sS{U&{pN$A1jZ<%
zC1wI6?Epb5C@Dh}xTG<5MZZyH!OSEaw>mfyw@*u}CI}o9Vz31KOrwTsaXrMhjP;9m
zm3zPsQd47OtS6SY>#bGgQ}`?Wx0OoElR!TY)gzO^+v*Kyv=b&4`rJ9cjukNSk4NZv
zl%&Vn!9r^4Ij?S_Gp<;JaFk7MZ1f-;m!-|z0;XWz9neWhsAg)|(&Ok-j1IK|SF5{v
z7G5(%JOoBZ@(Z6uy`^}yvmPg@Ed`y9yN}W2r~`xbLu%fE%d1X>U`fq8MvHO{NgE#q
zN{>a=E|y(II1}rwRCTrS<8?m*L66<0Bv6(WgI@IFf`W@z08T_Pb^B{?)g^CStvpf6
zqfd!9JmTo?4~TqjVI>*fxA#<g%Tq*^tOy&XjrVBp((fEct=natI4!>v(1uK%*Znxt
zF1Q|0N!DLlui~bSS<-aW>6~&;d_C`f)Ktb<wn}j0xeG^Jg3PrT)wK~;pCpE{%5YR&
z=r(!ASPFzg{=Dv}>O!XNy6NWH4b_GLm0Et~^L`ei-^)E$Twf3;FMbGGZL4wL(5lvZ
z-Nz!K)~EcNxvE>fY0!<_K_oNYN4k7sa{2CsfHUN?+LC<Y%Eh;P<mxeyRdUidGkBRj
z++iD)_a3tp(&%8h`ra&EC*%_<EH9&jQ+Ps;_MP39LQ^S0vSxSYQxj#xr#r$EYe&sk
z8w1yQhdwwZGm$BFzoiRhG7hy(9+2oO7Zv3Y3`*r=<wVCg#Q~@fz=`h?)2Yj5eXCCK
zT>LbU#h~lcH*JE6(e_E$<W*#hKydJ}(Hw&4h&JSghSyxUU=K@*dU3?(er+GOY8k=C
zee*VF0b5VZy8syaTSisJ5BF%}$8r<cecK9JrU~%eGS^)VaVkMBaru0w-eBMI2}_0Z
zSgLXO<lhe)bD0S7;vb8P-l2df+2TNf=zfus*-ohdS?f{P54wgdX&LqOVipd=j;5=C
zGHKJ3yDwcwBLrF^t8aU5T}5)5E3BM;349sYO>sJh%Um6OA$BK%IqBO}p2+#`d|@su
z;W`!*U;5_Y1#|mrvh8vB^Yv%6H-hqBV*8jX<<NM>N1pI}o2p?2&3dW$D_>GdH%PU{
zuwNJ4B&|g*3;9dEaRU2h6FrlGGL0-(AD@C7H*A@S!@(k~cR%ye(hJWq@w*2`mKdI_
zMxiC1T2VIzAGMtf<`u1+>^C`ipD*tXiL4UfDKoCCTKqELsz9wL_Ho@$apA@+@ft`k
zalu68o61lKLa?~4p1oxLT*IQlGK@ewDg-C(h<h#ReQ;DU;wvtda4eN(E0ox%V>+?y
z>QAwtWSdeTiWxB$hapP5FqK9}jeoooC8wi#s~?0-KYEeje_xXYaqf2sDHGZX<xt8d
zF}|<+UIcR}MeS1&)bw@&DZRu|*In&s+H<SpDeyeKgQP*k2v$wZlJ~9oTc6OxLI~?a
zwcl^PcfabmgsP-7xTkSDV$QJlGz}ZDde@kP5oNL%lILKe#a4V+TGXYTxLjXOnv??Z
zL5jWvRb;x2sTHBbSior+V}1v!p!3B*T9;uxI&2*NpgiW#+%1O5Ua*stYv{TwmsC&`
z|J9UJpa>h%fWs0QA*Wy6r$w~gY2kj0e$wxYG~b@FX&PQH;?|gnx=y{uDW@>wQ`IRA
z%8X7IPuLXhP(DPWfr^FKo#j*Ni_ppxfM_Y=iZG1~%<ppSK%13Xm*!)XNzzM{>DjHb
z9n;^repzK;5=1`FZe@~CHjaMnyAfvfF@aJRZLeW4-W27iw5JBitVe2cAU{N6)}N=a
zp3C54RT`upOq}7A^ORJYR7X>73n$ARv0aBYONE9qJb|vfcG;TleDe@ClObNDSsu{~
zTd0)yDRhP0aURTD2lZCFoujoaFZzjv`oVY4LBOPfm}ds&6ei}jQV+BUL*!)VIu#;#
z3~V?Z1mud8j?pqLajbI>iwa=F%_v<;@SWs%VD>1=GDY$WqfW4tBQ)egA&IM>d+l4f
zZ@t;$Mo1(};w}L*6@5{tlnNF%>TJ3t5IXq5NAI0o|JMV?s;JGCm}QGJL2V(biay+z
zw8-B~J`!svrb?=zKJ(t_x@?aC$Snu+obz^Ijfyh`Xqx#nRU*FAEtlueYg9Q#BC}W@
zC6>ds>d0psX|aIPjaA#bQs(A=RoEjA5<lCE`cNsl*%b@LaI{f;7Uyc30h5}ns`+5v
zK_+Du5e=IE<vTECyuu-^_qsXD0hvsf1TGb?tsc6yyNxU*yrHfN#^z**v{}YZ(3V~H
zvVz7lAp-bvsUBclWENj(V?OE;@r9*Fm4Tf8Y*m>qmcS(tJ6ow$`KB{<M9CZPi&zW=
zuav=Ad(TCI&6%?YBRC0?2e&TW?0R3GTR@tN8$V0D9OWTYYL`kq@1Dqeb<CPQ?*z^!
z>*uEPZOF^|Eg(+Sq72rrk-9^O3(fGxup0b7vxZ5=)xt|uGX;&;y1aBW6hFk_F?4s^
zPIpq|b>CmwXALic0NaiWoOkQ+`<}oiVb}YqsHYN#4n8WAk-%`@J%aWosnA-zUH@Bu
zhs4{Dpv7%a1%+Hn#e#GM9~bN{oeq+Wh6Ace@n-{WTBlEUo?RbWh&SA-gCd*sH;@>b
zG{;#u-VJ!tKp~=tNh~|*-uS6ZjO{hY0VbxS;;VA<b7*+>8zkbc)W@EC(inV^j%MT~
zljvt(Anlq<wvzZR0=q0)7(Vc=kSHAO>XXrQij<Xvw|HC%rOs)`?29AfBjg$=H0>0W
zLiclmIP?^B>MKU|pwEbnESKYI>#14-?O0%Hp={|&1TijeyOd$5Eyri7&<aSvURc+#
zl$knvp!VAFc^AgswpQI6hJ;$0+IA$e8E1DdLW(z@f3DE`oWP6RQM&N_Zgi(Dw3gFj
zWTd>>;Vru7vypp4q^4oBFh?-~LKR=bId>&7(9f-*^)9YF02v9ebOU}gc|r?c4pr!P
zg8cFZyJBSu^@NDKaq}xvlt%D?nrF;>=wMhLZ%WUoytHqK1*e^S>30JaRk?b>iaO;*
zOsseF)|!uwd31$pKKoe-9c>D<Fb4wgS?-S5Q@)p3Q{073i8H9IWT$pkrm0iOQ;NDf
zjcbNAe7#*mJVVD{`g~6Hs=4dgHGhAH$n>iqVqhqAUh#z+I*+Ro>b-eyDvjZ^trz^{
z<)&uCTWStt5r?F`>E!83*}5$n2E%0DkWL1IYCENz@WH5zZC0B!0t^*L94~pAAvvE*
ztN3{fQ7F3={TpU+9<glOxZ&w_iS6XWW}E(30i6TRVG3z?R3yUr;yZ1s8Q(i7)t;-T
zqs87?@#R65kca}G!5dyUBE0E<QCRoB=)*Rp{yK5{#Xd*K4Yp43l8OWo9xbv$|GCC%
zDf&`Hs6u<oVW2OyznB<0=#Y9a9tH9WJ)GV>ETB<|P#UnZkxSC~&7YC{X@iF8!QWf&
z3_vTs@-Imt-!TsIa~+yW87A?XZui^aPSMC5b1ePnS-#!uL}pM%6_-mexm|lGh9Bu|
zfq#@#$Q7?AJtnsO>f3IG;v$W11g!*nwW?jV1JpvGsI#Hk{IT5lL7(4lC!OVUA?St`
z8nPVw$<cMD=g5Hofvw#{Vk2S8a+})5`ANbnJB<JZRJ`F@?GwgqD4H8s-9tO<1D1Gu
zZ+!eO(?JK?h$e6S3SAUfeR@YNl{1m+-yPoKuH!GUT`;oZPV#8!JNsyQOljY_D!geA
zX<f%1LBvxz7uyGWmCXaQs;Rmsdec^>L{Q^JU4@WiC}r4tj?EXQmmV1Ey-3P7Cg-o_
z+}z7fbgQ+W?jcvNQKj|`3S)|=PZ}MfI!So<I=c`|ZEbaXQE+QC-|y<8%mum?t(OjK
z0~Xm4mFop_C~~XjRjGd{1uEE8*QCF=Qvf^GmKZxYV7+B4-2Nr5FNN2^D?t1#Ia+V5
zgG6r>e~gfb8N5S0=4}PC(*b~VegsBiZZ#XA*%yAwq0!G9f1xFbohft%Nh^ooUzFXT
z!l(mAeau_5N{?h+V(3n^*-&ge)?9cGy&qC+TpzW&u<WnumsiKDpd$)JK8dwb%Uhmb
zwlzvopY)aA<y6qK*d5j=TEuNJX-SX9mNVdTTacC2Cwjv)ETLL_)0V)Pj|VNaH`q>&
zk6RoBhfhkjaSbKHoXWow+aWC#FMWI*$jO7y>d+^*cV4M&<&I;-%7YfiwT;MtXymP~
zL1v2idT0buZww)))HxDLW;82Qrs8>8|7|m~=%+6O$IlTwReGBo&`HT$1!*GPmlLz%
zo4;|ksN~$nDet`f_*DWK>UwmtYBgkqI(0bL&TTI|&{{a{kmKN<kZ17tz0kQso7Kp|
zPAwVp7FACa{wJ=jg)i>;pbH1`R&Q1gf-OZ6l$WNlhF2smW|`yCAe@LDiNEJ?S@(Nm
z4ZE8$WPDM$#tdsh$|VKwm(%wTQ0d6c$??m1N2r*ni0}TkP8EpH)EZmdQdmb0AXB<v
zUnHC%f4$8H#($6~W9!e1<WSUqM+(rco`EM$jkm>Tu#F$<R-!~B0Z8SnL6kts4WXwo
zlkFZex=ek@-3REEV`SNr@W_m9G4IJR=Y8E|B3w4nhS$ikW!+yCy4;k5V@GVOb4>W8
zv2X9Nif`P8^|6^JYE^)-kqP$&+uH>nddMnhc-5;J$bztynB&Fwl=Bkj;&9p=Wx-B9
z6H0M!hO7#{bwqV!;M*8TcCUPvS~;BYpJU@`pVM0^x<8)#JeIG=*Q6@pz??4?kB7xY
zW4)xz=@or7QavzG+OSwNI28Bp{$?u<bxm_%4D>L~_dWXrnOiFTDZD=e_SyMM5aibz
z06$&d$aPda;AcrcyU{Hrw4E1=9VEz&3gq%e??I2Ll^HxCf;v9p@5&~Q8!1PD+vgn2
zEx@N+Qt(>Y`#9zm9DjbHb%2tic1$6vfpYAW%~g;bN8&}a#AS2t>`I1;wE-%^awAHF
zN!`?6ENlyNiMEZ{a3R(zP$RrkX>*x}uln*$hvcZW%(Vf_3f8p^l4D;ZygNK)VPdPA
z2gTZQiF*60>9saZhSjGyIY7J+`?M{TcrXdQvQr(VB)eSJ!kebx+Yg_VnN0_RNzj2^
zs5j-+=vCDP241h;&5dwhsJ|PU5=n!TVZ%D3C8n+~Z``{+xV(wdX0kcrw!ikW)&xIo
z+q~qnBUvyBI?SZZ;9|y<GpyG@cCm)T1FgGc$0$6ozmK}}e;*8SzggD_eYCQuX2Qi3
zPdJ@>=06?Z5PzbM=}XDv9AiE((wEIUva|t8>XP(T?kKP9#Ep(bA;{x2;pVP<u&oVJ
zf81U0GPgO;Hni^4?D}?*q&e%8Zymf4z2`OwSM4n_9;bs*&OXtdo$T{~g{c#n;D&cj
zj^#r^H1?eLO9LMO9vW?R#We*aP@Kh0iIrct72Z~(*ieez2Ih4!c}c8`S57*+Qj!al
z=PjAMjkjH6Ne6BFEEt5k=UY(O_41qzbuv~8ZzW!p=YSm++%T}gClE9<;Z2?Bf$&^>
zogxu%2eZ*A+4v@$F`GS1;J|6+1BD_y=^L5~$M+io029a?2fZaDcoaM;)@58IRW-H4
zhBcI$?WriUzM1{tc`J#AfqR^T6MvI5A63w+APEoX0obWGHMo>T@l>|rf)VUvQx3B+
zx#j)yq$&&6ik(KEJAz)D4hY;c5Nr3-U&S;=c#n7wx<H*4W3RPYS!aE9@!iW15LQG8
zFfDf)tI~mC*t{f(2Gc(x=L;UcVmdei<_^k{Z)zBu;pz{6zozXp$!v7MBw7it-}OfR
z<ehdXBn56g7wnW%<MiEV!lTg&(}0S8(skLkA6;WL6Z*9PpAS-X!%L4nukZ{j;53Iw
zp*}QZ8`FB~o8m?#teXNb)Z&N)CRFGf#X@z7A(TuTt?k#w-OuIfH1mvPX}V0H5M`Q%
zWOMA&mg|JJ&A8L<*b8q>mY~``m@<e$0Oa6pfu<3|ibi5@rTAp%%S08uTG5f+nM-$k
z+tc?BH50$zfi3Jx-_62!ke*x;17q?oV(0wrK2KzJNQ|X&9(;v93<cjLpgZ9OgxUv4
z1!EQn`h;*UM!AZd`y@CQ)Glw|Ynb#q>Uxb7hl^M4lksAIm8|<VPJwA#;g4fYIlUy;
zlm_4TzNCrf*6z)Ay!kzwN|DZ|HM#?L$5+&nT@@I6?M0H5s=!L|(C;|kzGrqUH$<E}
zHBZWD#4v__D~a7~SzB?TxW~Es?(B!u5k$%})I;E<dm^RQA!{*W{LI^wdGwMdOQ0AJ
zwKV**d{auJ5i(`Kr((ZS@8UH!V_&2Ay^-#aCAioVm>01mQ-fmY{z*`7tl5GCsp=ow
zI=C6?d9Gw&9B~xW^r6RbZ;1V$#S5FRi{|Dc>MGFQqYz$l@+)(C=dr(Qse_A}_Z8UH
zZ@q|7!XN3aqKF;3T<v3DsQG3}jEw*F+z8{EHG$_YFo~t&n;#}BLD$Z5WLTI*GB_|n
zf=Y8VTe?LK0)vh0PD19BE6SI0<!{ynvaUs6%SEmi<bmGzQTjmsuydD62ql=%m&tR%
zN?Mci9LDAx*I!g^n_$olr((LeuKg_`AfR{^zMcb0!HObLuw`^PA>eQlh(PjD(`j8f
zs88Rcz*T~ItyUvv9D8OQ#jL+oQ*PXcaOCG@^-F_n?_ux@O0!af;7RpMgkHlFucG(9
zvqWd6dO!XO=ElVQgb`(BsH$_L`29=8{C7CAnHdyvC($J+#%vcNGbih_ug%-d<a*0V
z?&L%b&5v>Q-tW&zKv1@ko1#Hhjk=V<BgZ>gky3F7ysI)1<MHl-{gjkH^9<k{0$|bG
z#nb4EGsDG6EYgqWY9ZHE5K}MMLrfy)!M+UKmLYxxHf}}(F07iS0N!OeA*E_Rj}c?t
zAYL1fQk8PG^1ew!)q?X-1eabIHe3;MnUyQcX}WRbThm#$dUu%2y2l&R-DDU@{GQpI
zsDW^o61n1;53H{aK@)6sr$jWy3bTpw-k7NN*mVsnmEmk81~tS^0$Omm)wssx>m_{v
zxk1F9btgT25(~^mpp3dvFtDH1uPUru9Z+WSfYPZ8*ux=bE;pe0I^CcmsYI%4Y-So#
zZ&_wbeRqQQb(j`Dkd&`_NRl|qvyzeTFKp$eedb~bxodOubpBk%7ouEddf)yHsxiD8
z+>&`mLJ&?(ZNAQ{iZ!2MDcml$r|8-M)i<kd83lTU6Lczy3(^WF5WqSVfrUk{dtAAI
z`*>ZuAtwqCUmH%IgoNkEY6XyJ2a9vedJW(&{IZDP3%wU!g%gmJA2AZje2^opTykxR
zq{#*R$TZPO2v8x150&X4=6oIu&bJiUT?KZPWe$r>lMo{{39GlR570a31WniJATwt+
zdpp)lo(Ef-_yU|>4E03ZVGL1x9^z%8VZjoY3j9ndMY9toI2fs)FO8#K%n^vLQ2sq-
zdbIv}_$Thf8Cn96PRg!OunTzhw)Sz%rss1S)S6%wYu>t-GB%$jXy7CVf+^QfX9r!V
z4>B*hGh(}767`bH5T;^z-9I9&v?1Bg!}q{;2MxVYxqC5x3>$0q(h*RIoBn(_9o}>k
zMrh5A1*=}IF0^$ik}PyA+FDggRqN|Zj@1l|x6A3Bl+_|6IJE>iQ39o>{^zJ{b7fIW
zb5iumBIM8sr~GLdfLvmN&<x&Mx7G6MT%QOfjJHtTWFjlz$ZvT$g$q_r2W3bu87O@F
z=|bz^6SaakN?WRg@_FgX)m=HNw;-!(#hi3E!gN2P%cE1J2brye&tvMhAj$&pT&Xm1
z<ir{(Opr5#<e^iblw+DGJEO0=nZ&PBbU-wrS|u!Qoeq!44Ld8MwlACAkO;v@mk<dU
zunjqdx)Ot@yF(MzkCc@nph{5-5-hL)6aaK0;(!T6Y61Fyna(q$neKKYYBq7?fXFws
zzR&OkXzj#>B(B6ZgV9abQA4e^L8};CYe%Zct`Jtm1ysN=>X_gNvAhhEiq@G{Fmg~B
zXXP%2Ao*MKQ9vB`#bd{;&a=4{8%RakSaP8$cW^RyZ3h96+O85*TxQA`vt58_iCB*d
z%@f78Wf4va)|aIQD66xq$#n%JZ79dZ^b^jF$x)HjFXoO^k24U?z}`X<BYCu+Kv{9Y
z0_2o)FF~0C^u=<(CS9yjWRxKd{QG4K*9DumxZamP1B(Rz<XB-n??}}(K^VIxDbmUr
z;Z)ZIXRRZAkSQQ$(}$;mJ{2b;0+83kO6Uh87@Sw`Sz=RHp+W?!6;wqhfdo4;%cQ}t
zB0v))PZdVi_V#x`4{62o5O$nY+zJ31EBnZ@1!j6rie<N{cUh_6UaT6*tc~VMzJ-VF
zF6nKR4jgBea>rwq+F^u1tAFW5YE(pp<vnPkL?4Ne^Bi6%%AEhe4_t!FOhhEJBFl^D
zxad@?4W4LF8wEz#F<`sY!5RzAm3i9FXytwAbKNrD#$jSW1@ufePHu5kdyzTVNyz{W
zABeGW)^yWnN)y0TABf*x)w!OzmGBOjM7G{cX<PEU?ydmOS9>ooA+S&o{lYQ|%H?|}
z4jkx*v%3Ux>Nw=gkc8j8LhzI0aLh!`5M+Q3BZkA&T>Yvkt{=;%a)KcXFJGyven*>@
zZwp!H93-{2Ur2|&0;P2?Hf!YI4qq;ijU1of2T=(#3?bWOVy;t&Ywb`&@d843yuo-U
zo8to8OxBWI1v>C1P+>}b*Phau!)RMuMLkPn8C#Vsc`Q|=gkr_WaW-lBROV8nxNlDs
z#!d@z+SoMnI-zi})t<==z7)d;pex40JZdq5n0Kg#^=eBM=wBZ8Rl$Zy##&bE!vPAR
zB|lMigw<APLkfB;Ds1CjBHCLQWCQ%FTff)+{7C}ctm64>qn{h$ksPs|pqVD-dygkP
z4ipsn>to&oh*0M&$v7T-1;|lQ2y3mNpt8{z9srTzMqx+4>sBMsA5Rkw>e#^ftW3Zg
zcxTW_2TriwxgEb;Y<(QWOTU8=78*i{)L*Rhk_h#y$7nTT9Rp{yC5|i$6T3v^z!>w=
zh}?O5e5jRv&XDF;SHYWX#m`Bz$@AT^V!@cxbLv&|H{-N(oCrVb@KU{Ge2=>CZfdTr
zeq<eru3suF%?nD-8Il;4UP4h=OqJVOSa?-~X8X=B#e>@HXJ7{4Vk=|d+dtPvRz}Y#
zGv<LcRLI<M%5mu-HtTqOG+w_dYvh`SDi4coq1vp3j8BhQxkZV;Ci~34rqKy@VTxje
z@k51<AHRA|3KHVn(snH;tRc<u0U(U_00ZJ~N0oh@K6A8jJP67rX?aDj)mJn=@LL=$
z0<rKH3m<U@L=-JQMtcm`WKI=WInpn&Lz4hO&}B9ohCaNp>zH_VoMC>cl^{`Ze8T>`
zrcOX7@oIU1ksWmUYz-D+!hSoe5#Ed#D&q3z%K-P><l?!rAP{++Fs9(f(RXBS{@o9+
zBg0)YkZFqHTa6=+A>U!me}R;O+=H6~v>`}z6j(%`n+?nwI?lQqSK=xg*tm+k(2eZ#
ze~~UfBG#{ctOP3Xo<!7u#BlT#iKrT5RE=-y1S2!#4MQ0E9=i)Ir%s$NtebymuT!ZF
zVM~c6oO_$3_j$f<YiIA`04W@E;GPY2k~>VO_VJrM$R6Bh2B$h<!TQPseefz{XTHFb
zejQy3r3BR-s(I!v#VsC0M?xG)PCfWkQ7+%xO~=VL6n%&1d`#$TfDc3mBo4vs6Ca!E
zNQ;p_+bv`jS!YADg*7b$`&EzV*A64wnDM}E(^#|XUpQn6#xfRrRK13=Ks{NW2=pG3
zu^Gi;CdzOlU};}2LV;1uP^T~Rc5O%yWNwyrq<h8dr+N%s=_{hE+{+Ki&~XEnO6lpT
z?KR`y7r>Zc05+39%hkb7N_TA`q*&LSk%i)`hV0b^2!fF64aBiE44hn_1F4pp<LYR4
zYjs$*^VsQd8Rj12-C30A>WK4VKPiymIXf<D*rc<M4qPVqEM>81c^@6<Bx<9volP0g
zM?lS08g}e|BFg|EvQmQVp1-{PYLto?0S&phHAQ>F%EnpCo&he1^X7wNN2!GlBC-&n
zAwE_Hk3qjB#Qc(1UL8N_OQ0BKm*4v%tMad{DX(_|7sCb35em`Fh&?_y6oO{F6Q17;
z7D(()282SpEeCDjlS0tjd|+aGv+2bO{frV_HahxCu_dRAnNpo?prt}s2iohHW`oGD
z`~`x~V@IIhh)c57)7N_KD$Srt)ads{A(zVxB{bMXDX9C<)*i>q9o@Ci9qYw9#7=<O
z)N(Y0u126DtOv+(bL}ovdTf60^rnipxV^rqSP+xPc=aKLz;Tubv_6t4j|ChwmmX>-
zCraVu@HS%Ig6&J^S9xS8t%CyL<73|yqWr5+TsT=(1JCt-#K1NmU}t`U5o%xe`ZQ5@
zgG=f`2>HuFU5_}p+6~rE-vplBV14wgcuB_}JD{-GA2Ey9HXQYRXWFXi1mlgXMF!CE
zWcF42S5lRf;~aDPaH^%b*J-=g_W>|A_tM{x7QHi6F!qbGnlHr(ntk?dMr*R<oSIMe
zm#=d%u4~)I<20{5Gqf*QkJ;|2{X}{`-BBRS?BH~Lj^|2ct9i3|a1hepzGYvUN1L1X
zCP_XBbu)(zwfDYiL&7KT6JDEJ`(A3*N&q>jM)SE_`jzzjDHl0tqmt)UufW_w1M|HP
z>=@KEtdX_hFAYTxXOFE&kNroFzaKh~I2hSkA16FsGXC1B^wgX5($!H^(ea@#3CPX;
zIPma~PLKZK0!Sw$0Av8t8R$LyeCSsC`5D8{&**9C*_c`AIoO}({C4%bxs1QfWnp4t
zWMTPb>Ms{RX8!m|C#UE5&?II3bcZbqkma#^3P@+m3S|A|j19>4%NaY6{g*QiAjdCf
z4D`T<<HtP=48VuumvcrS!=uRxzt})0Vq@+2@Q|PO7}L<xJly)&zxC9t^=Q8_4a4Ku
zuMJ#3#uy*Ro|g67y-bf|PYe8QjQMfwX{nE657s>#zhKYsxb8<MJi@EwW@`j|Fx$lF
zao)p;z0t$Up4R;|AZ=u5rYC6Q3e<SGi5|$p!9vRfWM^ie<p63uO%Qsp<lz<v;IE6P
z6ScQ-vi+TPKc4Y4`gqIZa}*z*Y_DhSVEgzy1Gk^ULJ#A@M$TpiMhc>WkAuIsMZw6y
z#>w8m$N~6-;_r-Md|cH}V}9v*WBhITf7bN&`1~JBQkB&=H!^U1vP02H-|-0xajTzT
zsF)c(cF;Y2EM{b8V(JKFdAbm?v9z&QwAC|sfbPd~MeX&TjGz-Vb99h1vKO+kvbC{(
zgp&Oqn(WY?p`xO1Y;SIEZ|SaY>Kd;Z8R!E5a7uu=f2Pip8IPttESQn~SMNQ>+8+)6
zfy$#{|0{!k@eiH&gZJ%iZ613HfsXc0KceVQKzLl6qO_ia1@OsZ3jctLfi92$003|U
zK>h@UpQ+;EFEB9vMB$MEe+1#T0Q`l;Pflid@|fUL2tUROGmzy+;HoM*8reSZi<#|d
zhT1<~Dw$cDS)2UsFUaYcSv&sjT3XN1-t3VUkHPl9H6R-!kd1@&S6=)UvX3<TCDNYq
ziYo&L@ZtE84Su2KFG&+<_tdcYz_X`6YG4JVdz>w71C$5C{s}gZCjX2Oj-S{t{uwyG
zricGog#2wvprfL0ZEj*3uCHvF=x?nU>FTdT0ANS|loF3-{51GiN-+KuncwxjGX9$T
z{$~dNA1Lu7p+6+MU%PStB_$qh`vryHDDe}T--Ga^P*36g{|hCU9z63mIq@*_$&HT+
z`Tx#|hpB(biJ$8Bm^FXp1k<0$1k-;{CK#VE|Mz8L{XrI19^?TO0Js6r|1<HQmi{vW
zek-c}L>id>d(!Y%M*jOec=FO8rJ)rO0Kob)Wq2~}CkPBbv)@l{{Eh}pe^(h8|DX&%
zr2kiC_;LB~DFZv>-%$oej)$0iAossu!J|LvfltctF!irk@MQAOMEM&F{zMs={(H*s
zR{`>OmBHXa35*^T0RjLh_)`}AOnHx`!LKY}`V%!^`tPa1Um5v-V8NfM!C$lBXTU##
z@GA>`Cc)pc;O~mTe~AT8V(|B9@ZiEHFaA9mJWTyd8vMlJAH?8K(j@aEsTBTSm6G8P
z#pCZP#~(X`e<L}t{#}V=;s8Dze~}!1RH2WN^GkAgnEF?!JQ@2>$>C|^`Z)T#m|^}+
zJ^obz!2)FXedhcD#V={|38H@kmWP7+VXygfm-#QMX=VoC!|@le`~c(!I8QnAVd`JP
z^1GeJZ<WK-9{!K8{JJUs`NH6L8-w4r8vg}YepFO{4;LmN^ONxXSw;2FxG?=SE<Y3M
zKal9@ea0Vg`AtjyRk-|@Sj5Khx59-5$o!OG{|uIYV$s9YzYLe(sn2iW!u&HG|DHv^
zW#0e5_WZ|&_CNJLV&mxr1Rxtg_Rm!&^Y5}J1Jlm}>nR8Q(eY1t>51z9D+~X9eSLD#
zAFE7$5C8z_&#Fx3pK9?B`pWVr`w5n(EcBlO;YSkv#mzr_{_pQ6(EgR1pVs~8&_@e@
zb@NkB{ezoXev^a$fSdo8h5x>rpIr2}-TY+QPY`}BqgZ~vVEG-JS$<3Y|0@vwzZA?E
z-~fQcpRxIA-9Ih-&CP#i;ZuJ6p9b>(!OcH5cmMeA<S*I$@bdq+S0}%@`DZHsy_^4|
zTZaE=(tg|*{k5Ba3eZ2Y`KR5#xA1>2OaBKq|0pf~uA6_aT)(=R^-q#E>%UIgzkl8V
z&p`MFyS<B7zz|qW;t|wHzMr0sXZdT$uew)qIfDyrL>^y0%=+;yqqIRsxf>ei)X&qG
z@`Nl&1ZE>+!*?f59Cfrrv>;7MvF0%paJw0a*i0HKJ=e*sQB>BuTj%~}bZ0d}{Ou^B
zB|L3u;%b`jq%56=$5`QcQ=j5cF88zYo*r7E<LGw=W5&UxVN)L{8n~OWplS@;3PtV+
zbid`%`AtP<k={eQ*=tke^dxj-Gu_2^)9JjGjmNwIy$sc%?eOtb?qB1<`8M3rY-)<@
z+1tD(TLdQt1=v(6+ByC7mal&m&2<~_{jwVY?7Pe+c3m5AFX%f~{FaAMo9MJc9c#W6
zrnXc!l}*Xq86GFSvaBuW_&|L;oT}|?F<Pol95zC_13Oj~4*cct$q{{J_&7qI2)g?v
zwq4v?b4(EHrFW^{uQzqx`dkZ!uEiu-PS9`a!S+SW<@KquHSf@48yIooX?~rXm~Rdr
z?dr=>diZKgHibXrJ6hQ`S5uF*m<*7G4K18)cgew4*M3yg*MO4NTL`m3bNe=6)TuVe
zVAi=bP{sGEZw~Uk0PI)>NWaH+*=WZ3!JL4^B}4(djZn1Pozq(xj{!^RbMS=4H(T*0
z$_$wfkUELEmKV@)7hU-jZCU%1y?DMaVGM^JzKDy6&$0xiI+OIu?Dkawvz_BA`Q80c
z%lmmdj-iF>#VD>bzB-p6|7-&xd^0IC``Iwan@BHBht-g3#q)#ek}MWGMoyK7?}M4W
z?tcScfqxVfU1Rqg2iUp{J+4fMvXhTWh!PZVnHR{66X}KX{@4SXKBCG7z7Djr&5^k`
z<SRW{GZ7w6dZUYVjqP$VUbbTk(dMd^=^M@3oN;{2OrUd^W4DR^$1F|N2~b)N)fCcN
z@s7{Kr+RtM^%MEK>z=#JM!wMNF(<k+zIul`R;J{#$Wmdb!&ADUl;W=m?YLrMRd3O(
zHBNpP-Dp^Q_H3F4R`ms^%VjFp==X53F+`$fflnzAXQm3&=0<*RhGg5q)9J~MUSl9I
zFE*K}?R_c7k6QW=7cfMc!fNBFEibE4^_6rk!pxk@N%H2<5e;LJ&H+PmzPW|-qAqDz
zp9cPwV!OxZT>!@PIgGmkc4~RF436@2xfh-v2qhbT>m)P{LN_`aWWr7#F8Xr_WQWuk
zq*K#DI|%_MW3$g$!`vwl^uE>3)x4VO2vwE4U3aDj6Pd$c!C@Drv|uyNh{{Irulc9c
z)IU>woh=Oks}eEBEU?M5vv!u|zD)Eq`G(aIYN!2ynQEW%YkXk2+{tX${ZWZX!T|Ic
zxN-7_m}n6TnE|i743E0Px{+GRv;+-VYWswN^G%kKo6R0^taND3mS(vKw8iyX4@(36
zQU<4{sj&AR^u1nzY5PYf)L-EFQWIa9E+HLrgxKP?QI2NWr5as1v}Z=I;wZrmHP0t`
zJy(@|!BAd=>Y>kb&}6#R$FC@;vqSX0OqwkEs>p-<<jaYq!1FRG>|p-90@Bq^MU5Cg
z6V~=2<!ioZ>k&qW0wyc?3bhnCjgj@`A_(iYVqq}Mtxgb-wh?;Vvw2F@BhF)K9Z?hJ
zLZ1Pv(pO<AG11jv;G^lzHFvn74Zg~U{L-yfEFWqo-l#$PWo81vz^2{3AZpsA)@0y8
zLAhWMR7)kmi463TtJJjF;dCSMwf1Qi7K0-p%b&9b=d%zxr_4Zsd-Z=LG$glM^{y;J
z(eYeruD(jt)m&0ThwBi@dN;yQU%b_p>eSlefI(n6W5|l<ACYA~HO55~Wux*Y$?2#A
z9ZVJSdZ=DBgD*Z7kaBy<_61B5FCiU^DIsG;fM<eUy4ycF7yWg)_cZW>PKsFcIPuBY
zi;oaQYReW0<NY6u&jMcf6b7f?nF%(>^9COGhTM?**^G<f&{KCw?XnZU6N+^yB7QD!
zYA<Ri6V1nEFWR91%J$-;RCA!6b+EXNFw&6G@dazCb8DPbvq0+-hy(b}E5e!XT6ypi
zRLz)&Z~VgWID-I5(Rd8Vk)c?FO0a~gUx-7x6#)3-Y<s{#%fY9O&5^M)fKQ~v$3@Av
zm`3!~!VG0BMPLylwIZ*iidEj2TEWmyUoX`K^)%Hr1M@k}kA|om=F)uD={Z4(RiPy=
z8DVi~*js?65Eo0xb$cU4m2vm1XlNK)6C_)FnNzrlNw_!h6eG-{6FU;IHlqn*I<$-n
zmBx@~7dfb+Eq4hVt(8`pb^0MiLOws)kPgrUL0!RLloQ}06Ar70>d63A$aPDYr$Hel
z=MYf<;v0{!WFObVOW5Qe837<cvmM~u#e5mj9gvX$zQYFju5S?)mUvv)?4U~Uf}lp}
z&&X>kDdYnX+7A6OD7(-hX;0Y#F>J*Rju6CrvM1n*IcmaK`NFCEvs*dS)3`LPHBG7u
zhKjk$AZRt08q&TLDbe{P3?O`r=v5w~v7f8W4VSiT2??V#$E{t+mcjLRwky&OMmjgR
zxUtd-ao0N9y8sL#HXb$3JCGhyI6JCZotv|b>7Gfvi<1*T82n^iKBeb%zTp`r^c9nN
z*jUs2npdoBKT>QbFeL=I;IMZGyBxxuD!I%qrZY1LgzB`?A@xHUFdA+tG7j9p3Y{b9
ztRryk$)SoiHth>2t{Hd{YM&EfvzP*hgGhZQ8^N8G>h?0&RrAu@F@MZUb>KLkEKRU!
ze}BiJPXy-SJ8in$<3N1JmP`|VJ4ob21mE|Pq5{tXRYUVk1c@S{r+lo%Xz1B&FXWa7
zeBEM-8CGC}ee6Gi82X03Px5PYC}y**DMpavq`h+0q*9RMHxWwpI8{IPt)xGxt%alk
z3t93&ozB-yb%`TNV4N~%o=9%XcZmj(j0UgM6cnw~Alfc(lsbfPghL*0abXZ|Pu<iN
zAoM#+cCI@lQGiah0nHtcJEemMID@#b=ffVaAR5Tgslu&QROywsK@R30?bGmo6x+>%
z9o^x`4MdX~OLy|x1p-Dc7U&>-bBCj+%0T&FcWh(_E6n*dIz1@N@T0<L+s0+khzm&7
z<PPzq8Zb5h>Q|Gb!Btf`GIQmlU)|s;Ag$yX@Y4Eq&!3Hq`W!GfB!Gy3r;~qK_>dnC
zk=+Ro6}QIHG;-@jHiR0)wVX5Ad)OOxAUUBxYp%>zcT&GWO)hdZwTR1!#*6f+YlA(N
zvf%Ra(D+0IVpPMU7>nA0EoKOgq%NYrZ9%*2GbWaDT=>y~nv)H=(+j>S)OxezbSwR@
zG=zp?Tzk)ZLEYO?K|K~Tuj_EvT)R;}3T&&(wbpy6E;<~h#`f_XVDTeaCKw54LS%g<
zM(q|=uLBv6htV`lNKH`(mr~-4a@edciD@D&`;08L)S=V^X$S1$?nZ0X5)qi3bBD!(
zM)n<c3x-8_3n`wC;`MUZ;l(aTuLcBt#2C|S-~G3n=*<F#L2n#QeNUI%ES1uWwYUHm
zT5|m(tmpiMjX9&KSl<9`X{en+vZ536D=VaeDq}B)#r4rzouo?Zzr<anF#<kD9eKx_
zaIWjJ_krPMI*@(Yl9|vX_nWa)x$s$WT-3a;y^?LngsdwN{?wK~zvXe%i<1U#i<#ei
ze|H!#?X21N#)v3xhl)j=sbiShBy}L%lpc~Pp~X~J)P+ePvu$9)a54TNPtb>ThJe0y
zieU-p1=n9Gd1X3ip)H1y-a649phSrBDH5I#1v-xKLm)b*+_TEYc#t#I+wMpze)>1#
zK&Qyi%CN*`t{RP6n`uOadY$*D$E?f(b)`AushU@S(X=SIpkdL|OnOO2`nQ?Hq)m#B
z&I38J?*i0&M%4_@8;}ZuRP%l76a(T3TE5uO2_qIB(%h=*dqU3Sg8T6`ei7KfLHIgo
zotoNh&CYc)^|IOgz{o^>At)lI680scrHZIQHn+q3@%TDlK9g5jgz66DuW{n7c{`6|
zF@uA42Z<b3YeP{CYLM>IYi9DC_37dhQ5yTxXW%OkJHhyHo!DGMtdsccR{ZCk(MWCd
zV4ze8r=u*K5J0^bV{DZ(DJAPbLEWuuW2nHDXs;ang@GVS52S9xB+F2E<aD8z!9(%(
zF^DN}f{<~H)!6%J!Fsh>3)jEl2M!t3{edzKYB8cOd}!b5Go-$oc}|_iP1-XlFS{j|
z+~tVs+B@%5`8lI@Xz*EdLWkql!j;Ph$X(68RZ+Oqq)b5kp%IB|tza*gE1#;Tgimjc
z8H6DHW&)&N&Y;aWoKBK`K~8^rd?vy{?FcbOTly=sL*NbtDJ*ESKZ6j0fwK{*L({bz
zr}@5kbnNO}a^2VaI#_Hg1_RUA3-c#7`@8vaDMpjHlc6SMRZ~^_9#z7q-Uk8uGOS4!
znXvcfDAEKSix{~YYU&2lGBlrzGtpJMRD@n07JSsDtNt2xLp2UDfM5<XD(rQWL@`1w
zPd!7X%;B_j{Na^qK`&1Bi%$iWZ$eOc>kB*>tRB9fDW&$pwgC)@@rEbsj&RyBM1-pn
z*M=bsYsYJ)i{>qzwjA7=P0TzLCiqmci$O<!TB8<9f;RjLDkbvt9r23K$sr@i(Myw$
zEKNN6s1nqnsk=3_PCR2a7LwUFeF35Gm6A*em(!vrNfCy=Jx^!bQ#do|J!pL`2aIj^
zvgh*hU1)9ONn)2w3P{bZfm&1|svt;rv3><}`}z~u2Gl1_7fUew&#9p7BHz(T16cIG
zwyjjNq@_4AFX|s<ld6?d7a84-oOQ67uJdd(i&g|}B66x)EqaM)VBrj(qoyp()WcM-
zy{<yogIQX$TzFq&tk!d*Zr(4I7lyY>B)QiUv)@S9=5xq1qCcNaoO7?=cuI~iqwTDb
zd|z9=yeiV%$Tb8pKiT?Oo3YMazv~nfPH<Zr>8!iXNZAcVd+Xk{QZGxEz?R%Sqd?39
z;iENbK8wp`NC8NX-6q0dIE&HALnND4^ex6|+&iO}g=kAt;U7T(oc)Cil)5M^T0?JL
zt0_*|-QX3@9tyxP?~DRpDuAU`o6Vf-CWdwEX%&y_0)!}u1894UCu0UsHwYvXTyTeR
zrix-<KAU5Z*hLIDjiUT%9HBJ})v!u!i8aD%CP#F-3{)ZwI}P6KC7?f~#H@VVoHzSW
zv6wWdF~~Ty-HM&|Ou~zi4l$ywH*=YBlu_tI5<O#l-1G4$JkB+N%mTk_V{Ir%7jPS%
zrXHMRSBT1Fk4n_9FFx;PeUqRgxG~=wfs2i;)lTXp6E~f-(yt_4G?uoO4l8G<!`O-(
zR#*(8Wl*MaF_-gVU;$ZoZ7v#G5!)ycl2V0@lI|Jad8Hp&Uu>s@n#)ij>M&hN!o=)L
z?eMzNXbEU!#5h!6d7U$sD!QwpvG?o?)F)hFNOJPGkdd29roe$F0g3I0t)R6K5-gpS
zX(g_<yVUVEs8rB!Z~1f^!AGgm+Slk!p~t4H!(A-#UCq6-Nza5bZ<TtAaq4tHmm6Ic
z&T%1?Drnz_?H7Yrc<a?bf3~HUI7HB3r8bw)JW~@_oMAC@k=^!wR+7qnn@1yEjlj>K
zE84`NZ{nN_0_|#m0Ds$IeJ_)I6R8s&+%*U`+9u~U<YH&R$X?j>u7!_xa007rx%O+r
zL7Ij;hw>gyLzrVCkyZ_S3(}g4Xfn}T424){W4epenfca5%$3_s4@-XDQ9D|M_mp<)
z&OV=+r1mD!%Uty6bR`vXTmtC>Mev8`KV^JiU)y^joePBoxXTwOpy!E#Dt~ib$rNZc
zaxo}XMj4dT+j!{zyl3nq1nTX`nuSu+vS9-e&Pjyf@UVf#ir-*<X=uez)e=U^+bM=;
zry8H$^daqthDdv^I&h3+a~O+u8-iiuFy4Qa8^Mb=19+vc`+ZZKS$$71WeC^3&Gr)U
zo>pNcW27huhgb(AfUd@04{z~(IzOO;a_SmsFLJLE1Ufu5a4E_h<tDuu=T(G8s~KY2
zBoSE2fq=3zPU3xeM2`82cwY`0HMDIazRaz-<z=y4ep<BAR(kpC37F(tCO6dS$#>_f
zTk8Dedl2C-hwf~H-gIN02uGBQZq<gqC3$9Da+I_EY9j%;gk3qgQ2iN{(bo{$qbW8^
z*&c2-QVTr#-PHG|rU^wmAhPG9HP>xb2+uB7d}$?x=ZB`Si8!Xso(1k?X=GAyUaM}l
z#IT>Azc7iVqP$!(+zW>-n@|(HP^+z%_BXI`8CH$tp>~3kFyZ~MWJu}xdA8z}o-JB@
zv7<x{e6+eHCW?u=jFhff`OMS=O;|Nr%STMNOv9~yXbLYC2W=w9h_j^A#+rLM*Q&B4
zY2Z8O*|6=x5`Qk#OPTlfXk)9o&JNT)p{|4biqv;s$x~U^=-!^{xHC{3%0UWp9aDpR
zl0oV|yFYaX7KweZ>uLEEl2bO)eXHBD{-yT2ENxs@kT`KFLr*RqG*f}$MN<`d#Sr1^
z`!B0=ayGB9Jp<nn%YWkBt({{g3&3;Bp?ZlN@|u3(1#61yivR+xgKzo<88ZfKC(oaS
z2n(q4@;--gcT_-eWm}i}Vspk!g;7)EVZSZc+ssaC3$GHQtvXAR88sb0Szg|Ws3p`d
zrQ9G9U#w4KL5P{bRhdE3YKSZ6li6Wb@IuAnnAL(ARm^o`>Vv=;j<k!d97pPU176f-
z<%i0z7m?Iv(?aFoa^Y?5(wMWV93*g;n(RmW6l#d;<prrx0eLhc+%%c#Tgp5nk^oPM
zIBsehfzMXn72H&dL=%3@^9*WMy7okrkRB}7ICrWDnl<39*2B9~s52Epa6*oRK|_ZV
z1LMQlOSX|bEtZJyX4Jl*%_XLp8+jq_6<^Ofzi>G=H~Sc{E+wi_)Kox5Gt%D7*9v-2
zTD)-Sp`4$->moUwYE2@0NaB`<1)HkUWSfZyXI@f3{(N!AhFRARZbzC|O9JB+m7@8_
z0T*H&g4e{Wm2FOJB@`pq6d}w$Gb5D-!Fh&y`&B6(@?HidO%v42ud=L_#Hcmf)QR+-
z-5zOt=(O63#*t9FD<_R(V4d8gw&^SlY)W+=5Q~X=g=<tv|2Cq6B=Cf~{?%S2&2$+_
z>T{=P8kaBCltG5+4cx8Z)s-$8O2-Ljp9UvVTGLg-B>5b@^v{N{rIDOf;s6i-qnqtI
z`#S}<PxX8Aw9u>W8M7OcAPozcB_gC}9`(ss{gsLRC`ZG`ioDzJ)AyQ<40saI9ASsb
zwP<ib(8nRf1FkKqEem@zZS&*8x|*U`t4$;YHRa-!t1Q7=<H8=jL341rbwlm)NtJcX
zGEN#-l?Q+>+vZTKnl(F4=py(Iask{=vBsnOw%BSsjjVjI9NFMV6#H#}2HJ%E?TJiv
z4j+0ZtbfJx3upPFT+4<Yc?Z6!!<o!2@1x3oFSga8Yo?BH#=4sC>Q)hvgehdraA|Sk
zCS}hVPCpRr2vcb!*Vu@YuCZ>qMsu0wi7e2N7h2qp?SA}hU78U+`NAP2T|{s75C)D=
zYw>z$u3W^tsBu%oGyTon;H#|5_F_^S+xc$Q3D(YX*l}gn1HOp#`H%~)^@xjkXu$^a
z%;e5yH!kwq%?Y<v2yR20JjT<=FFi#U+8hgh?rAUa<pvBDW@^Y9>zPEMBN-|92z_~#
zeI#>aM%9qFYkF?3b+=kPO#o>5{MRK}F7GKVuxzaWIi~Q_^7sY5I#ASJ;K|*byjXL7
zSYoc|uVejmdAM`m6d)fR1AwOb2;r5GV2jG(GPzs(=_=*9Ym6YZ6muiT6p|D)ZtK8@
zEvYucN^k&zYAPu}RNO#-yy%pd8>R+OE2>hL;ixKiVyX<DaA|rPuLIj8Fp9HJaR^{i
z{EF5tJvEYiSN;JVX%PYiHp0{xr#?@&k9f!|;2W>^O-)V9_xrmZoAtZxtKF8@{60f1
zFeZeetIsUBNb~XryUh7!Hwk>T8WjoFFmI!EyiegmFhc`*bullawY<wig5r^mL%#RX
z@m(85FbED~EtM9x54&PG*WZCAm$^}XmCfj7EGSJMts#&IQ6XIS-Y9511lrwx^gC~=
zw0Ff-pp_f7;pp#PBU4E<04RGFUjlpD8tHvvJ3JzVlE*RD3V?*8@Q{P5ldRT<264o`
zu;(ZF7EmBdezdP*TA5%Ym_FJV0T}R{LP0tm1z3FH!x`)yB3*_q0>?gCSSXf2B#ju0
zL$1u})MU@j2b=_T%UZR`DcZ|lb6fj3+T3v%)EF1agQoE_XdY4eQh`=hVepF$fZ<3w
zNjT*Dzu%9g#qc$;NC*z^&c=n2a7dWnpx=>*EL03Y@81e8uL__Qf`Bo?Nk4B`+t4e5
zd2R0~nLOZIrivQrUhX=V_5X197GQNG+uAS?g1bwQ0Kwgz;1=B7-Q6L$LxLs2f&>T-
z!9BRUySoSXe*=@5%$dx&x#ym9pZopK(;IeISJ&=ZtJYf8UGKYk$#nHgr~wXYN-sAU
z52$qc)qoV|B8}jRsjr%LDU{_MG`l-!Qb}QiE|$g{V~vKiZt#mO&#EZSjVSeFHr&qb
z#OjXNL>2P(L~#e)taZ~7Kpq2DwT7^g2}vhQHt<oL9nhOTu7YpCMM*Cw>C0?uV-iWS
zGAZKhjvC*LI?fff%(S7%C~+mSrsbRQ8g#LrbP86al*B1phGOGkc$OQShcGL?fSQX#
zKH0YrnhryjDrwQfSaMA4zO)wYK4(_!J#ry+>R1vNRvsrC@;+Af_=JY{1ZWuk4!Z)7
zOmU4kEz2He&pnJil2+KB@{N2J71<SUxsNDWOC}y}K3%#TGhs4U46J9`(HL3Li*G6n
z#3!H}s+2LeX#!#rRC4CW67-#`dM<0&rybqr$f32uiDl1B#i3_#vZEau`9Z4ugS9!{
zt*xf$2L-g0!!#bDrLPAdJV_Qq3#;SuV}~}-Js2@AAo60bPOy`50A%vxo;HwZ51re$
z^Sbm^EM!`B;C?R%auTu^H86EhFtJ~x&Isv<iVFjV8bKji$(<@iz9&Ks)R1eUizB@t
zrQse4{FDXrU8&8Pus|@v<m{Z1P3-<2E(TJE^Yj|&k!bzAj)=3gs5EdSWgUmGUBX9(
z^|>Y?cbpmNIOCdac<q<I#Sx$I;3FEuPgN-_=W<}U%b}U#B%%mlInkecM$&ml!N_2H
zY2^(9pMPU(8wo8z$^Q0IPn%$gw_rImBFUGztHF}Qvu*b_F1b<eMFR-5sTeI3XtC~l
zeqY!Kx~M5I&8LJ<EUv+t@;_EOJs;j<4YxtY2F_?rs;Nwk>7(et==q9<%k`S-8VxA~
z<vI?jLbOTRK@j{vnfYyZFh-C%NrSP`7A(wHIpluZ@)Zo{slK3jqIPCj3~`ef!fRSK
zL@l6G0T&>TaNuc7@j^M37*=)(yw@*-j37McVWwNw(MXCoUwayw2z!E$B_M#p>vyao
zOHC+x#~XJoP;?tfAozg0z)nbEI#y-4<M{+6F>$4RdBYSyAF%-a{LoH$1UBzg>EvMX
z^2jc|E&oSVVW6=MT^g#lNIVjjW^P}rsPViDD^eig+GJlOH}^|pZm}dUytcTW6T=K{
zgZCjM6&8*p3XObCwg5$S@Y#qHU1CtQ&kW*JZt-jdQM)#qa`B+%`7w}(s1Fd@wd{(i
zf-;(v+zaCVe69s#XQI+w%V6X8%%JBEu;UHDQW<#S;6>6Z!0(8(YAP-JL4)T;b#$i@
zL-@e>yr0(#k^AZIlG7zM=}mwjPLqvKIj{$SElGj%^VmFd5F+e1PO^Q2SWheZAxxyx
zVaZV#SsAFhdL9;pLacqLO>@bor@lPUv$I^SD_)WouOQE52F9=bo07|Gy$%Cl3hfs;
z&P91aHuS1$M3VkRulSlSh>MjoVL?)SMVWmHDsksfQiI(zM2yK1;uYR3lemWQHuB9o
zWY=%+FK6)(LJb@a-+e{7J@N{FVV=zj5ozz@{qZaZ84BhWh!<(E(LiNC4lPF2;;puL
zj-6r2$o}amyMkE^`~ixRRu~GK(5H!aTLcDltus5^cj50kf?rW}END6qn4_P@bkETz
zRsrGW1^|1o#YU{3>R<4`peu_>xQjoPWH&h-N>20j?-GXD{Kld5rat==v1Ll5T&vP$
zvyH{w{&g9iQT+;sxxDF^heC$pO|GiT7<xh{LXJ|9ysL@6YojV!B2V~n)R#0TW-0j#
z4R_Rc18|2q>G^NTJvI*or>>`=Km_OCXSWu5E{ee1K_^GY7ylKw^suP=8`Ob?iRE{q
z2-9~g&m;4W=D$ljv}2*g2W-C~MFDHWfHn5-2*5|mATvEaV7mt+0!V`l_<-%V?~M4&
z54e&0awdGh_FFlCS@^KBeP7Ok57>SyXT@iJSf0NxXTt|<_vOF+;-APwEC8V7!y5MY
zqrXHg{268NSLufTgjxvTKs~}M?qLQGn8<$%weVr#{t=z~pX3%k437uI&~HphmLI_}
zkKOr^GWb2k{v!nZ@4!I66AOi`Y%Lx}%p*b+AgQ16DgT2V1R#4Ke*d2jds=Gx-w3kw
zzYQtCuzTEoXD2a8(*iZ6*+0Dzc;bJoOO4P!G9=%x+}PA2-7lL;s_;A<8YoTx{N}Hg
z`7l(!qssnPqRjvQlIWlL%Rh4)EC8O=qkH(PtSRIN;6*6OM5(&uM5q-9XlPkvNG1E^
z2Ba9JMQGOOrD>&U%NR!)6pLu-MoQ#K#S}!Ap;kbE-e1E0#51z|hy!|*|2--5VORjT
zx4h=o#ySr>!uSt^|4-KNBYfuZ+}}siV*?NT&WE3PG}e38_QR2T68FOwUQs!GLmhLw
zhgVO0x3ceur5~_KEdN$)(j&w3H!S7j&cBYO6l^Vq1)_y`QUr<!DeZmNU{T>p2gIFH
zMf9E^cf-atplePeXUz#1LmSxmC*%JIU=kzKcStSEPw;0f|5ixtFG=8EM`y7-g5>~%
z_jeber;T9`;PgiS3{(5ix9?EI-#NVxf%Cg>_|3Pn{vK_=$JvL0_c)mTK-vRX`9Bg6
z=opzEJ;-<J)^EH2eHsD)|4mQN`YX6{fDRwj_*2fxy?6jqhljrpGz37^zr&S3bon>o
z{DCWH{V}qB7tSN}@qQBWcfsecF823u^p8CEUm7C6ibUmV<%N1M5=F|-{5N-2?bO{b
zh#+4^VavomZwBOT-?Plplxu*-x&t=)tC6sN54(V#{b3}m_p_XT93KBxEbcE!;9obA
z2NnJ!Ao=f&g!R5}e>IZtviZSTvOdfvAN=b-qh0*RjD!h5DEdV!0Vwf7kH2OmfU19M
zCEo)XV2u1=B|ixztp9gI2~#UC91uPrl!O<727kTt%EjHukU#A?sMuO9&c)7D{s4$7
zK(%lb#y<-s5B>UWeEeV~KM5tQ|1X6S*8g58dFb0;t>nAy{9q+){|7<|E$y#_5>{q>
z!1j2<cRvOHBdh}QL;NL_0IL3-kvw$yH{twYBy2wkC2aqfL&-nPx3XLh_auX_wo!~O
z{YuFB!9*=V@qo~&@qcC{5B>U!k+A(Fl(7B36iOac`0JtMp>KaRlJ73`M<e;a5K4Z{
zN&rfH(BrR#5<u0zwUY00_){o(cr0@-vmd4N=$q~*T>mW40-nhHX*T*0nIEU3k5i2Q
z{yY>wPx{3O%f^fk*#5?O+>iS|%|iiI|5hyDW9gs8^1bv&vHTHV{+U=<{>&176vh9H
zCHycwXZaPM3P=zJ*#1T=k3RKLI1kfvK-Iq$%YA46;!__U*8Rh1p`*QT@$pXhe_1Y%
zGqPV23>_^Xc@g0AtD?ED`**T=?D22HVR*<}a=-KN^ztvl`6J@|GvWM)Z0Xlr3>_^X
zZyVtAH?sMQHQm?!d)a)SxdZI!57|6C_W6r!e$5L%WSIMtr(tBK{lVGLec%08{0$2}
zJ>4H!-u?;yo{p9gAf$)r37D+>!+Zshz6x+izzXVT>8t2yfAGA2Br>9-{mC4bj`k1V
z`)|0}{SzPW(G&gaPlWXJSC^L8*TI2+4uD?$^>+60(tooGy5ArAJb3B9X#U@Nv+_&5
z{MT=29~JeF(~z%#q(!Jdd+I|+`@_SpKT?&@(SG-+KZF#z$25u$gZbZ}?mykxKT734
zr|#bqX#foU2X%k%{GWRHM}+v_>gE4L-H&npkJ}OFL_O`lSNHFkGw$W^I|-BSXNe=|
z{z!fKZ-12aKUFutve%b&4M2f_9e--w510NI>wXNW|7hNSWb^!A>*oJJ-;XIvf4Kep
zFZBKWru!fC{oTp`Y2ZIhQU6`${Y!rCS07#em-_x5o&IFrkJE&|==*;^X#G$0{W$IT
zW&8eqEAVH1KTHMwB8We35&i{7_p_DLhsn=xIcWcbYo-9t^%#<Wl#0O{2}yoB7{4>N
zR&^jf4zE+X>MblT-WpO7s<U_2bK(e}Yupd@4HMni7n9$|LkW;M1=4B?96GmSYSEEP
zxMe$Yb5c8d=&9H9$K(>oA-XRCJ>SJ-Aw@0GqK`@us+S`y03p$Vug=VHpjaeqksz5R
z-bH-kigEoUW3AaBp0bvhL@soJnC(?~4{VaEv5+@zCO;iPgqqHl1IaM3A!cV#70kD(
zb|h-(@~_L|Yk7)V{RAW1j5D+e&WxMs%<XebwC@~nS3$j?t)!scKgnGJJJ%^8{bb_u
zkfroD*GB(GD0>viqlzC)`1fVNACmt5UHWE#90A++RK!0^-%Ixk`Fnp~#o!kexCcDk
zuXE7y|H)NlxPmLAj9;EnclRtjQ=Y&H*eGD|oxsKy<TW7|L&Vl?_jyf9PD&62HP#ZO
zD^6J~&;mlNxZ?v09b$lr{W%mO&6u&AX#Y*g?NL%A(b?R(*ZxiY`bF|=5*x>E?RtL0
znTK%xmvY(cQB#Zk_nl;&9?{XV95qgkO4<1e<gxMBuH8aa7q)6LX!2h^$GxDKR3T(3
zE8l4XPmt5;&0m+Pu+RXF6;sxp4%w-HW1&V-6M3pXEuYbxm@gz4jVWI$mb)a6R_0sn
z(qFj(d8lJ^D4HED$H1vRJ6q>UBGoVQA(57Bbh3H2&Wyxhdz+Jvt(A=&@Hz?+A+cJ!
z>z$GFPamSAqYc@mI;{6rx1Ql5bG%^lSc~cGqZ761TP(QINCGFyiuR38ntnmTCKdD%
zg~1`s?psTna8EquNBUv5=Pz8wjz8>bB&8EeByT1rC(^fm*pXYxYHRNai?mCQMM3|#
zl*mpt$ELsWhSbO(y$>;3ue0>9FNuSLqdzRtDLE#dy{;xfZ7UCSd?g07B6ubKgQXmg
z7UQr)RiWLy_mebsVZW0-25k|%@sY{w@a>>bsqhb+4w)3sg;XSs-NnB3^u0ZVEXi#9
zbbUmp;M<hTII7b`X62yekjO4xr=FDSX|$@psyjMH-fbE@%9J~;$YUZP;nvIA3t)lw
zl5C%j(T!=T7M5{actrEXFq|-z`MOG)85_AGBni=Eyc>4gfIi+2Lze4M*X??L)?>vS
z!5nH{KKZPOtfXr6lT>sN@pAktlP~3+PI&=IUDSHp6Z6VFx87~(RmQ+m5q;@m$1UZt
z7H(=RYBbX-<!a_<6S!Zv4BfiQ$I9nU%QTc~5Nf;~`F8@QC5omEohAx8_R?^S^ULa|
z^mm`_670(EV(p^sI__HTzSvdRmDu&zy_-;*J~{=vnmhH_jox`TVfE#1j=R5p<Tmq0
z<0|m<ZdrRh#m?FeV~MuudGqsb9sg$6Knpky9H?iKY>5t)E7rZKGm9C`{csH%I}V9`
z665^npP)x!hXgm%9EKfCs;jCms#~kgXT@e&s(Y((szGK|W<6#JXWei%xHt2UC60Sf
z_FQS|K5{GbsDJ$YG5cfIoooYNgHQv%m$H|r7r&R1R(9b~!>HHF$g^fPYY8@^f+y>(
z7dBi~w3hhjt>G(eHlpg}6+vo!9^Dpe<#shybu-WRV3e9P)&MUbpCK%WckAt(xnmuQ
zP!%Q-9xM*mBWb6On0@BP3dVM7^K6B6imuP*i(b^V9-LMirCO=|g;Lw6ssu+-YoBa*
zws4o8i^wKNtzfAQGc$Npd8~ar30$&XUE+*hXf;Y*N6oe&G8N`0vYA3>4EEJ@E8_{{
zN1;+7#q+o#?7A~w=!|wPAuGHQxJj+;&koLOLtlV9aZZztSx!`wd!@rJ^|$RnLxzRJ
zA{7p}uwg5C5gIaVk6Wrn8(r(DDYjkvtCXyXP`t0i{BV?sfmFDsGghcsM<T@;)1b2*
z36@_Ahjs{GPZ_U7%AGW`Z0<&AIgFWWjR5C5hc)G6F$!L8WomExd6427WP&<+;h4+w
z;#<aKw}5*{ftFj<PVk^Q+7d-773H}OMM|;Pi%^fRQ<&AhJfFQmlm?xiM($o;TO-f3
z+&yP~&A%#F1UwC8)e|hD3BBzCapW4xK@6cw0{nFNP+V_45St%q4ChuBDznZO_m!&=
zsKn%;@Vv-WfZ>~_?p$@MTwG{n9P3l1;zOyp*Rp6d??3AFh^f?Y3-ZZLfTB$;!^w+h
zfh_i?o|^Uq`A8F5jy+Xd2HH{EhdE`DT$?9-OH8L6@@(w6c}s*DbZdcqjTHr$cO9a;
z<-C8DtkOoO-t53!@}7*7_mdlcxBjiZr{tfG*4y#0nayV^5t}0-Ih;<<i%XV_vtm?A
z3}1aL^Em6<op##qlMqKM<Fu6217k_w8|X0e&wagOGZ0t!OliV4Yhu}rT;Fc!)Hfha
zkLSH5u1H81qS+?=<nwn$Nr+}Q1nlRy;ZFihWLM3%WDVyMotr<)h}QY&mUFA(yADlQ
z#+r~q2pM0lba6nsK*@nN^-&Z>ws-U48zb&cn!Qxp8OVhy)z*@Ml}J{{K`(#1fv?<q
zN~@EO2wu^8S_yp$f~x3ybwk0?m;A0=KziNe)4QAMB9YsvmgOvgs0?Ctr~>PDeG`k$
zSS}NJmKC9zS%N*KS1xN3WR=>LPIW7=6EhfN!2|GA(+WB~JEMKbEGMi?D_JOrO+s>{
zeir)kt!^g}QwQVisAm(zy6-&X8+ysq;ISmp@ha8aTy;0-i=%Ft+8bb4Sakaewb~E(
zk;&<atdn0oXL}*J!M6-}Q_%#zQyQo7hF)jF62C-GV)O^?#E%~Uiy~0EXcm)S>}w8f
z2j{LXkU*G^-ovzyRCOs1(*m112Q_J=Kt~YZIn7jpJMF;9tPDTx(0sP<cT@a2Av&MO
z60SEG>nb{bpc1_U(~IB&s5;syFiRc*7KT~&<?s|i_58#{%LTzirK%z)T0q2frCrqf
zH$3aw!MvKha0ZYEacso}-$uZnm>&4=UqmpX8Nu!a?uJ*EVH@K=0~_<fDFv#w2OV1x
zWl-k)z&VSJl)69t4xuWEay^+dvCz<#{#~B3_A_>!kUQf|g_IW+P>%Fp(KNxh1K*4x
zPRWF0%|{G1sb)?0j6;9<vW|s}R=`2pC?zE^H_!!M0R=}^!Ajc<_o}AeLalGh-F6;4
zKy9d;s#hhJGPCN%ULNNYz6(qHik`!0-*8Kr)fVdpR<Hew-DPCg{OBMgHtHRjfCLO1
zXqF{fSDm|R#RZV+z_UijB)@aeazeT)SuD$!f&E^(lU9E7QJOF;!I5Sp&tNvhG%zNX
z10{u|OY)EE`j4ZpYa?IPT4e^raVMX4iJ(y-xe$pJuyMjUK0jT?;?!<Gv`O0`bxJ>t
zn7~5P-hdK!hPFCP%|z=Zt1$!OQqzp5KdlVv>AAH~gU{Ef;=FP@L@O~p^+B}@1J-MM
zDvBEfZZwWwdC@VEXM)_~z9Gyj6W$tvYpC<N-Tv^chniSep%{2&DK2BB-b?$%bjINK
zDxp5Y{4cHi;;iQRz(u>qDWPZP+k%)7>A29uSC3N_0$J2q;^8R6Gzd*-R@ZTAjhzSY
zU<?InN2AOFFcE~_q4i+Ar%Ii#!_GXUGBGdWY@S^;l2^lWdcp4vqc%i)FwD5c1v|U)
z@oWD#WK05=i0GZ35uupUJvQdDc~ZpFbN6_~r@|lRsb@T0tDJ4M5bqlCIRguybrSW@
z$`|RKoNcp+8>gfQzY_-E-8aA1Dma%N`|zQiD29vJ?Hfz*wh@yW{`7$_vYc!11fJ__
zo^Y%geI|I52`qsbt(Gfp311IJfj4e~BJb2oT%I9L;8q~nym3bjI<0UW0EU0_CJ~+F
zTt(f)UD+|CmZ~b&)(s0zWlFB!xapgXGwJ#At6JEsC6sF%N$=uHn!Ktr<KaCH-ER`)
zqb#<A(uB!=HE-WAfD$9gLHL5we{1Wj1h-uB%`O<0tJr<>r9q?aB%zjlVtOPn8C6K*
zRq!OTK?~SYOZ?IpmDSbgM~?EFV^Ncqia^5{%wW3dmn_CKi%R0oc{e%enK$7w%YAb|
z+aYICeRvVr)F!Lp&`)P-vIa<2PF>JkpCCzN*^3CfJ52Oi)~7zN=Vsy0!A*D-*~&|C
zE`v-Q_Kaz<V{?g6IHdns1kUrcv>8e?)SWJhTH}q^PB#hoBm|!mm4JDP4|1gO3QQnA
z4`1K5Qk>d--o<@}&dytngYEjYIf%oxqVYNFhKbpRvYW+xe!A?$q8f5;`0JdnZzaMd
zr3tLblxd=CD~>8V7l2sCJD`eQ?3Je7uKEM@gnqfzXPTx3$2$KghZ|l)yf<C7KEc$?
zF&-z_b6(o=VUvIWtX`GQ+N|}f67mzT75#EQ2HVf-VqC@MXR#WX;+3o9tKBIcAh*6k
zh)3i)?Og9wvg0(inhFEQ*_cV3pT~P)s4c0H&T-W*f0cM*TuWYzyUlr1Ol&UPlvJ#H
zRyjfH^~BM28MbfXdX4OWz%V5d9-FDas9&btDn2A~zDA3&ps*5oez6Aj*<7pJLRC)A
zP)S)?Mze<iRcXE(IIjq`?NlR?)rF~DIoWjL2Oj%C*r}d+MZXfEg&7%sY!Y`#xPW2n
z_@;8k+h#r)`qfJlRWA2tAcBt$XmNZ2o=QlC2y9d=&EyO{4BL2P&CQp<Co{oduq}sW
z#p~+uK`fpVUbo4MN_T<EC^mG1&J4X7P3Tgljfzd|&R@@-;qfzaqpb0g_A0ouq7BPk
zA}Sqtv<bU}u;M84vg?@c7Jt?jtzn&o3GAh<ll7{Bf*TFXUNr1Bc+;aKJa;xp9fu@Q
zWe8;UYPQj_QnVXanNamqsq+eRxEI-JKUNB26Z;u5(It`;Oh-(Z0<Q0+TUJkp$_IiA
zTCMeUqjhZF&o00g!E2KEsZ{|1rjsvci<|?$I)L$%VPspg`S9N1jEb_^?|do^)=P$N
zheO|gBX$Jc@8Q&)iG6bicDzy*B9{Z%Fwo|;QmUyJ6aX(l@}Bse@Rx!{<2}2YNEMGf
zO-sdn<(n%65(ZDm?uBAZo&dpv9`jAij+i!>t}~`3&k3-K*3bjalp@d@JT1yfPuXvJ
z+9?ia6W%tnK`P)4{;9Orr^3d!E4J!q&HBB1iF-?8U<I9yBV3`y=)B|S0j+URx&uf$
zpI)E4#Szhb(6fe~si2C$36?Y09P)p27$*>YI?yh3H6VzK*SByLC(?!5xAa;SLYous
z8>@c+3Tb*NE25`tBK+zrWZ_u8PVbh*WR!t!=(?ie20ryjE%mP+!5GnRm~D>j7S9(;
z5{OdHW<6m~1MZ-lC{`3vJ76dZk?c<jo`iBEjH){!*Vhs*Kp^h7!(Rr>HPL7{EZOJt
zaA=Tl;uk%!BwI=@f&;NydU=lIiWDQLZspY!<F&B<!l!bv#5jF2O@k!DD%KP(*#)fD
zJH^xm{;hvTqsS{iUSH5EwNrdx-U)R<`_0eK+p~4B)-X9Yqq&l&w54=zhf7s4jf2X7
zP67fjFiD|lJIIu@2QU=FZ|{Z^m^$aP_EfcfSD?Sa)elOwej>?4;#nnHzf`uxv}clk
zSvfB(PyP~Lxz3N7;9G|9dYC$c5R5t_7iZ5#9Y&s4!R_g$w-}j^<bn9<A-(pyl1e64
zbq?23`**C`<HeA~gsh4FV+(vB6+YJT;RwQ`K{oO&;6g{lg~=ddX!s}vjwq#qCH`QI
zkcID5I>6H6v9REq{GIVp$Wyi`V4S&ZC|?dDz@qCg){B&8<_lv#3-dLbe(6TUvfMa!
zB8(KH>VzHWTQ7S+tEyI;-**0)kwf}hsXL<2I@U@y(>YUJ23C&N>%J6=j^}Oe$$pzj
z#I?~2JI%!6XyNF}wxX9_IP9{tU`{b?Q%#7rhkVakY6JaIZ0Q&AR*kj%70^cQPg_;d
zY?O3^<vEaaE=g_MXtGMIaw;jZLD(3=1TQNnl=V%Xd&Pns4V{cjh2^h5`^ul(=%vrP
zKFH{_t;SmuHj3Qtm89<eX0@Qg01@U6-LKfP<aqXUhKgfsk}<>thk?`4b*G39grIm`
z30Gt0eS=q-a}egaf^O-@R9Ihb{TY&+h+ygB_!Jd!);;1tIpzG<ev*v#U+mLzj5qL|
zK2hRemIjSRVAPQD$oS}4`%Q71EKeW?ARMe8(z*M^mpL`QC1}=q8_UzZfW<26prcLL
z_jN@$AgEC9K&S)gTY5(k*vC%+45S{|D*fzem|#Q^)<?*pO`nqj;mjwjdS;95MGIP}
zL~^E1R(Y2vo2dL-dS4rXZJ^)}R0u?3Wg>?1K2;l%HTu+-%&ylLUrRTXreIP$a-7Q%
zhk}Kd$Zm~@!7G+AsBK8DnAP9hyFMZC68#g8*sE<Lm#26YP75!$r0wr!G(jVuTH#q6
zhmCl>TttDIHS^muT;uIT9Ui?oOeMG-IX`Pc9ge-R(OIGK1%oaeLXf`B<}G54YfNPg
z#e$pV>K~`)mpXi(8SG!4Rf?1PM9?~}4b|-Z?8Hk{q@DMGw+S{s0l}2VR)n`Q<=-0A
zJhj0JL3T&fYAyYISr(F`YfX}u!HIGctUWl0HKFVeH`<-BB@@qiIJ8g$(ZVrs9DxPb
zL~#qJIg;Ql=<JRgx}U5k<51T#mOdgXUc>BbVRV4uIy)z!2HikIW~>_3us%TM>sUE}
zgGo-Em|eiemNqKZiojWaS``S}QdVK#>Iga+W`xV*!+nnL&%H8-KA<tF?W4E}0WW%0
zXH<=)fB=4=2$V40A0+FxXAp^0yb(FhKQmoSf<F@`RD9MQY{^Ap$ygC5NbKVlSQNRJ
zC@EZZ7BsgNM9fe*TWC3e%;Y{zo8;C0rd|L2ThW^qn5-VGDg@@kf!<}K8KD*i#B0ir
z>$wD7?(PHx?(SU#IXPWjIRg4oBw6WVHy4-Tqcb2E?RD-wu;g51E{iaPVn`?;r%)l#
z68#?SX%L)QNT7@ao9)m`p7X|SSGFTpX9n*ygH%f{RqAGHHIJl#uvgKbKFd00`*ql-
zS&SOeBCe>siGLRp6CWRw$WoGmZxtBz0Y`*fL_|bPOoUW~-8v;@;dKzX&NSD1jZ_lf
z4l!1(RAS%2*ah`;p;uQ6-j$H#MunfA^UKeYtxa6!XVM?mo2&<8gP|0^qheyg7(R*I
z%7sLS^g7<vC_<c`HG}Pq6N!_KNg!Sa=}sGMg7l9*OZkB7q0eTduQ)zxwgL_-G-uvP
z^b%UIWF3Lmv6plvF#usEYzPes^c3H?aVt_0j+W3Llk2LagR+56izsY}hq=&A^VU5S
zbF)w>pD4Ysqcz+{hM*wC7+<J+ziX-{=+msk(^8E1;x3_=HBV`g#@<^K2?Q*NJi`Qe
zYYd_$mTc12j6a6lzLZ)|i{kQjz>KFd3p+<1FW1-C0c+%=zsjcTaf%|EnT$ZDHLQ-(
z&KMGoI6EiOVl3+|@bxK>r$>sA94Mqel<=TS+;d=dW(`<7Gp29sph$!1lRFk@Wolvh
zbsF!YTlj!EYKHI|K_LaCdW+5(L&H8U12r9*z-qls#~WqBW1<Dk)~OREv?2=a{%pPx
z6|tAaTVh}O42DwGGOjRQhTi2?#yE?_Nf*5-2-O4@x^oBot;wB48Ruo9kY+fg7h@u+
z(I_=(xHhHyyte)uSsl1BM#VD)4+W3dhB5N|uFqR(Q1U0T{<&%L*b37MSMq@h200u#
z<fG7|9A&EcGTWn3)n!vsvszrLNd<k<g-ZKMA7$p1lyc{Dy()&3C)LWnY-yuf#u_SU
zJ9Ol9Y-Nt(VM&D-8fF`o878cytW~bnu4S$zx9M7#&GuB6InZn)jzNw^=QHH5s}&Z_
z>DG;3emLQ{=DXsRZgx6}FV16Lib^4Nb~cF3EKDgY?VvIc=W!&qfn@K0p?#ZiJr><c
z8ldno$6JsozRw4(VWdFUO39=edI~a6_0%oX2C?+STty(G{u5N+h&9|dX61JNqO(F}
zsEEWN9?2C=9++!JaQPjY0se1Yi*#5B3wvzma1*{a8Ny{WVo!=BM>0#c9P%<_>6@bn
zcr`RK4v|ZFicGDLE*LaR!Xu)v2UCbuA_Bke!swReK0V>(U4FGEO?sUwgp6-I4!M=?
zlNp}E^)+XH%uM&Gg#h(Lk$Mdzh!SFFRGxZ5r%!asZ9T3bLOLYIE9WBhVvdt^SBa1m
z50cL$Q3-3a$RjnT3+Ayxnt3hewZ52NP1lPqeXvLi7F2KWts|!?#<`GIa2*6Nbv$Xj
z@wa3aNWXS9Xb8$`lG~uVJWX@-dp$_5n2bzfpJ~Gp%HtS!lidd@&ddk7OLw{+dD);G
zIjTdsUSIz_p7w54RPo6+I=KsNr+3*KXQhF6N{#lb+Y^aL99_1NPGo5bRPS>bC!rV!
zP?}}62tFBcynvblL4$%=Q|`1h90gaAP>Zv6W_v!osn;DB=4fM??$w=#oPss?;gF+4
zzZ6fg_y&vS>T}_R!44!fdfFP&L5uaey6TX+r3qN?(>nYRU>N9ns6qHUUV^*|fuoN$
z1TuKZW}~bU%S%~oi?kEKjYR=@iJvmxD#O1;@y4n<WS_yaO4l45fNA@R?hKP5VSrk=
z)@Uk)Xi#Rz#Lt5aT5(HolfJXui3aV2XSTqa+~UU9Ewccw33fmUcBg8Mn7&bd9t!a+
zq6VW#7!%Gbv;m>4737%M$vyX_T_gmA6|~kHXfvB`-3(gOugU2}4J3|;;u{qQf|#Og
z)flC|PaP;urCwOcLlwl<Vvrod+PR+URJOmc@jX3e(k+HoT-Ib=Fu_LHPo8rqmTvM7
z<7~#7hJ!n{$Cd_GEvk{dSek6bRi-etQ$BglJIps&k9A?}uX_4I^|)6(PXE-0a`YsB
zIkTHWhtH{eyD-o2CE=yN+(|r8+~=?6i=O$l<%-cl$EmjE1A#k4f+%&l9pf_H3b5x|
zvep(cAP{`bjNBn@&^%P1#Ef?XVO{`z4&7p^_c?Xr^{CbCqc@u>30JPctSZF`Z&&4B
z6u3YhjSG<Ym?>jrqAOzpOBjqjBc1DAAqh)(1S$^4AHl7^h<MnohX48_<&K;p$a)Ov
zXYNzL;}+(n_5!2M-f!(#WwjZ+Ork;W&!k!9!2>;qI?VKm-`osrINpV|-+)>u0Z)f5
zT@7-TAd!G$djx2>o~*r^Oi#GVgrC9JNdMT6BP)QkVVH^|!e?aHjqEHPn|x)FF3|I>
zz#Tge)Mb?K6fa3p&D-3SJb&cma)gu33A=K|Vp=ExLeZ47xlvB|0$#J{B>bkiywg_A
z-cC@mFGPVt(W0Bo8NeFX?KY&>d|N_bv`em5)9=yZn1i7ZpCf&uY>|(fmYhGAQlQXK
zBCE2QS6>vBSFPr+d{Plo5wFYCPCmR9lNo84V^|?nzGqlB;+lQ}8In0ABc9E<Md|Rt
zm6u}(gex&w(CSnF@VkxNW0JNcNd2YvjE2-lHQ{raRT2~lKndCjv<ZjIa^_JMXcM*O
zy0a~r!5YXK(Ww&kmS3_v&m?F=m2tXDM0e;NVHZ!)PJyl%Oas}|1sLI}UTUSn8k4x1
z<d*MRO!qs+@8V8lO`kdL?p9Ap6kl~&`p=ryoH&x~_DyP(Qj}cv?m6Yhj!A51<K%{q
z5*r&CGnCC6pBclOM4E<{j-HlsnH82<>CE@d^>Pn+rrpqA#h&s^;g#{|Y3XX2Y8l=2
z-6~yyfs=sKfNKTf2hzbI<3!=avE@0O_vzF$QwQQbqh?oksNA$3PaR6_O6>!zHn>Ga
zdJU;;#%~H}h$p?Heu<ukof0|%JKnmLxna0vxE;5xxLrTIy6L!mx(Vfg?r`SN?_gz*
z=kP@{BkQ=fKBK;5PHw*te(Y=<elT*ZeJg82?ilmZ|1#t9*^S{1?#=TXI*;Od0j->d
zf`&q`yuz{Z&G~H}8wu8A2HX59xJ2;r@a;n*a9dKA5bX9=n@)AG3csuP?!__7V3ovZ
z%V#VOx)UIqNJ$lj%}xnn+YM^f#(^=8p3Ou1;jM0`^Qt7NR-o@AUmUaqrx+fZTQ~0N
zENR8s9Ts-64S>)R)r^)b944PPL&)%22!-gwE1PJ_4-_WXpJtYl=y^gwhDku677k3?
zGUsVh02T~x%?bNH)@UzYs~p8JFZJ}~5jB_Q)_ictRob5<#+@qDvGWFIDz$E!XMSZy
z*=j*_dc~jt+=;T2zQ3%W1Dm*Z$cbg18ZWzr;GCD3J5sMFBAt^e-WclxdWqzi;r{$X
zd%Zo=o0ZS0fpWMEChbcalZEfRE!uz^Jeb#--TLJ*U+z1JlLc_fnR>A3Kw40T?M6`<
z1R6!&IL@@0^saTQx$N86><Vx~D>hPI>MgQnn8s$xqaMh#xrpEu7QJsaAh=%CvoWkK
zfOpZ7sl8Gxo=D>TcDl$nF`!(y=X>@p`ly~Lf`bS0DRBJw%%z|JEMby9uGX=Cj6E2K
z!|~VNA}ir9IrRwNaG!}x6}X@bx+I7+iPvCGT(a%yv@p;G`dTANJ_UC2d&|Q!b62F^
zwJj1=cD9#~sl5DYX8@%fIp1EqU=ZHRH7{{T_{w4D78#ZIP9UN_t<1Hc8uh9wYlu2-
zHE^idZrL!5B_eX#!MT7j=9DJV{krm6HzP=>Pf`+L`9p4?B<Gvb{z@ZiB5(_9dNtQZ
zu`2(`ArN{4r;-=K*{}!U_3?M;K#}Z4Q)*8*p^BkM(VV`PV8`Y>d6nl;d39{Cx!5b0
z0(KnN${Zp)iI4$xBjQ*PqB}_%GJ0@~s>W5-UIo`Sw<sq}B(k0b*R^lj0_Q2_B66vY
zn?tMk>;pGnd}~W@AIybp%knx*a3eYYI`-Rrif+%mS{ln_N!WQWJyU<g36h15zU!=|
z3NI~B^@^acw}%%-;&3aY7APMrX1<Vn`G)u4t{;+JI_M>RxwLgAfwcG_l|NHy*b27n
z)jKQ0Z{)JRzBT;%{Y1+vL}S67I~8dBIJT<Axojt}7M>*gYBO(Vz45u|Rj>ia2JxZK
zao)F;%i~0&H!s#Fvf1@kv*~!fgXL_XvyBj&J#H?KF?b?B>saEXhjP1T+sAQ^DS`2u
z5th2BJOLA>!1H_S&QjexbEwCGU92z<m8NhVo-=PM`RdzrUg^w0o~FTjmL*MGfkO7>
zzW!kR>(tfe>4jPqKH8+fOpRon0;!SX#Y2K)b(_U3r?%YoCBFJ-k#80ZBnN1Un8k(Q
zaR;`X%fOZ(8ja_dByT=Zi#tbpKdHVtZ8)thKh~8vsroFbt5>(P-GB|IRZ{}HD_W#T
zu4{u4)DH~Bz_?Qa^T}F=3k50GCkCjfQKPt+UzlEam>u4_R;4z5<x`NGA^he<+k}^U
zDw&*0Wp5m~2d{zOUVq9{%4qi6CO24&ommIv&fMxDipXB2tE%8BbcRUDFvepH3<>u*
z4BPGWp+h(jY&-~`TPw51&3+|t+`cO2lNjeO`b+S1>7Sq2G?xeXYC=p5-31z(yc%iD
z77oo8^<OvCVu(N?l7^;>X4#cQ)PdVct55jCOg%*lRqMhDzMn?#r7Y{*G%)dzyPAf<
zg+#{iN#ja#oNHTJ^maD07;kA@+%9EVODJj^BxsrQg82;Wm+Uddo)#z4XL<n`O##!+
zPIy9Q@mI?|&io@2CP`{xq}A^TFNY^=CPQ!Wu~K)Nw`pFCyg?<Y9JZj^Et0epc1SNC
z8!BMJtU?4I+Q8zar~xsu$w(gBu+!Ye3TB4a3oz)5f6wN05@3(WQYDz5z~CkkK*#AR
zuwMAd&c1WY!sVjP!6mdooun=}Wo_?TXHjywj4+FWsD)+XLRpi6aJ>hsSoW0`?^A~E
zvHZR{V|Nwz&+2@F_IHQH!7434x4sEPFqo+;s8m!*s+~z4@zbj8Y|-8cvMt>innU~g
z6<So5En2DSQO8-mNCQ=({NJuHZ0z9CXP%s8+jyfnN$%Hs@<C~%H45QQ-@vMrDUm0S
zBX*by`(4rqVv1Aud`fkg?H`c%*1J~BO^=c*xI@bFR2XXnoxeEUuS<^~dNvHQX|h$A
z0Xi55W@VL6soNB6TJk-@49T8+ne&JPg72go?^ocngXbH9^4KXT^AYq78r2#e%f^(4
z8aH-<CB~gvR5W$j)U|M5Is>+e@Gcsd>ngw9jh!M@)!ofpMBQ$=2dl5}urv@^@XMvy
z7EI{#YMYuHDs)3AF+jMsLxLJ84U)pD7dB_ugIcSLh~Y95T;RoKI)%p)+Z$|;*5;CG
zyAXt~%y@uEHeTVkDwzlxHF75!WDa61+OLYJX0NBs=-Vo2=t-={(NJFK`=Nm}rOQfu
zY5fE?oik1xZeH8nZl0FeFP_ZN%c|3Ln~ro&&m=|h(K{(sw<TY*F7ON%;qZmwR!p{B
zG%_@Dg5|Ae_nBJ7)H$u^yJqr&L>_ySgbnJ#)jE=6oFOSc{Y-1Q#d?qV*4ALvn?v$R
z<I}=*b$aDJ*Y{sz1)&m8`a#xTuSp<Fx6~4$$z+tC&V%641tznyap{;dx}7>NPEsM2
zaw|X!K@cr&&g&%4H;X<q2cuX-XSnrm;cdI_3~4liRK9qLAWZOd+J*qOb<7!20%$}y
z$_L-YHc=ZB6XXfypdlO9<uHUCqYoO9SEZ4nRv}FxIQEx8Mk2NkhZ_k!2}dm4uk(Rj
zm(cuLG*^Z}Y8H|wPK9z=_*<npr_d$8Vq`Awy;*NSlsdX(8SvgKV;JKItaM7GUZM+Q
z4l5V=_$3>=G!eqW2&w~gR$OF-M*6)B@E$Qlfi#|HraVabH-wd2+=|w6?&nlPEhNYJ
zwQ?6M;Y{O!+SAWEmju8IFzd)9kLS*e&#_-Ly@v83iZq^c=u8Q+6q<*KcDb;PG7_0e
zpj@wApzkh|u8JzXI`OfND^Y#ZW(!9y58Oy>UHH-jc6dm%>5g6gCFrd4iz=>0O`%sW
z;r2pFkPpxaRsc!LYsSy<=(O8*sy07l_kJ0Q`y`1+sLkTi&V#U6x=IXD3!!NMlFY^U
zjZ-sE**(E19Bto^P4|Et@dyE;mwL%?;VCC9x$arwCo0wCPmJX;lSg)5jJG7}ALv=Q
zEG)a`qo=$1?}R>t4@hl!YLy#G7BqNm)d35(6p?llInh1Gyz_@4HXt_o6iNz0G8<rs
zYMYyTL-D5e)#lL%^QnvLZF;|*>gJIE7@X)coVWN@u<g6m;qV$^vk9GYW|R^eRx~%x
zMQc6NM-pD#PHURsyxm&+ZeTS!74?Kot>DLtN8MWWoDH0cBWSCcjS39zW{Nz8fkuT)
z-$-1Z!1J9!t@ef<g=kemVfuMU<upoe6@~26nU@9z1vXaDhIu+#+QW+`fOW>&TC*?B
z)6F;w7Wjr3?@bb*)h2elm0lI0W&3slwn*=%QJ-dBSwLP%Fn=Re$Q_1t(O<}o08;A$
zO5@UT3QpzNnsih2MAHwQr|EP6lKp)nE`2NY{DE`Nd+J?{bgd>@49BgDT&1iT>rbC?
zIK5n(lt4en70kJPL)39KiBC)}h&yU*F;Z_@ZvGN%4K_6C42A1Os7D(HPsluzOX^*@
zule=uAaGuwW(*oaH`g@vN^%w}9%wF#ZV0vs=AcNIpO9F@wM2(5Uq^rtUpW$=A%$PZ
zsJp>I>)xy{;Z5t&@nWxkO$25nYG2SSrOCUJL}!GIb%+ki*G|PlEYl+sEH#Qer=Tnl
z)r=F@y&B+6-7~O0vXi?#X_p2d)#M#kJsY<khF=%$M4iI%$AF&#M~y3S3f<JyxWRdX
zelDi1lFy^rjYtrgf=~>H7_gF{gzps9Zq|Fk=qZGbNX0;UClm?RylykN(Z62g&8I*S
zgnGOlnT6hBj^uT1xn1B9usta3<KEtWPKhkO5$aOaD(sjcnMiBq`Gz&FC5omGdgCh-
zT4PjOUtbhw9DZDZ$NTlo?vL1I(%s!V0*0FMii#~mc{`cNrUybkCbt@0B0hr>tF2Hd
zZ^hF@VDnZHX=<G5CJ=dAwZ6)AbuY<+88A*P(k~5th3g_!7mA9gn8mBGn67i1E|08f
z@VGiZRI`bTHnJ|tGO~8Du&DY5eTpJ8<^bGV^EJ))_-$RZZktqa<XgV?Ti>>&h<4XC
zV-y>tAn`=FF-Ta4S@8-pv@P^fpp8s%n?$a0P6FDX7sxw5C(})!?vUbv$#W~O@`G)B
zdtthioogb%>{b8F!E3Cnl7I{r{=CG4CM_WqFV=8_i`Szbs&CAA#o|pj|LZdj%2QlA
z59!39FD0)QbbP#t{SYPTSxUu)FMWx8aQ)=<A)^?Ev{kCBH!{G~SClx7+3zM(I9{1u
zG?p5)WT9*!1(VaX7j0C35KN)~(X9WR=luNC0gK(xeB=!s33W^&r;P1ki?X1C*R?QS
zdF8@N_Q}wg!ibg?HgYy`v`IrWxTCgAGZcx6wk90UbiLH8sT7$d|7<!AzA%rro*)bg
zM5Z>mF6^0MnN=W$yuvWrbTE#3&Pz~5J%{57?WMreJr%dh<K!2?Y2^Yy%Nh<As9h*?
zKD;KueYCvr$U}GpLcngl8++b@{Oytn+@{K15m5%RD6{Ft<_@D((M~Z+mX=8QwZfl^
z1(Z4miQZJj4`{gPvSU#)mTwU3MIBk8qIaj<ifLdivI!?A5%u>nMt^PA2qYQ*n!#6B
z82^>W#Ugy|%=0r?-{_mb(%hGLC~!P;EnC~$yoHQkj=?8Wt}a^W5uN+o`Uy_z!KJTX
z5@w}tr$Q~Z*%S3|cPgFHxr8E%BJ8vG&kQW453Secmd*pvvcqp3Jhvh~eH!`D>4iRm
zSgF>4Py|n$4YwzRi+muB`>{YsP(Zu36A85`g<M&|->~fB`5Y@Zvzbt${2AxnipmrE
z82ezuHkuBIU<6-2*|vbU?uS~)^1E<4k$jedys|L@8$ry^GyE4w`voW7b;w%KH{&zF
zFq&aqzT}R)G|UjDA*4P!y+xJ^F8NA0tgW80lg6552nuI-7>PB1_FSi$Z}Wxs+fnq<
zfKkGWEZZgJ*W$jWe3grK3PE{(q?S-B71uqScZBpe@e~f}Z*L_~ohTGu@=qwOQnF`{
zxDGm!&KEF~sfEvk<~iaq96KMribf3UM_@!RLQf7ahgj|qh(s+`9PR#$i`j{3zb#aa
z8w&x?6H%W_!Y)rknh1rOBXik*K^fw3#lcTPAgAgNmhtLUQQM_GQ!SGTma#zlGUyht
z1_UIEn3efi5{J#@OcgR=U~r2@y+>rsr7x~JqJ4<=Ah;tCxe+`+gJ1fWf^NCt!6Ta7
zdiMxx?Ws);QuIW~#HfV$j`(>c0_99@HLnuQC;6Q_ADUv@s^)X4c9Y-nj4xo5E|UN!
zDY<?mp4?`?<Wb>@(fJ8F`2i;U8#)=lD*59L&~)@aVYt)L|3NtX83g@De78nScSOQV
z1i>?RK^l@!MCsA5%3ml2qr=f%NF}*n3orAA0P7eoHozZ~NqoYe99ngB7|qV4@Zj=d
zi)`K+!s{N<Y}&fi*@?6MIQNdZl2|>EuCvvFza~E9ZZ|(U+8(-|bI+_Ysohg7LipY7
zOwUy{=gjcBrD;=E3)?$St?D9}<x#F1&$@%HZ`}P}O;lmI-BH7x4yp6ySE~K<TWZ!O
zFrM5_2|Rg`>r^}QAzG1atikMApB%TEJPM|ZMwXd~+Rfc0_a?0R$sqO4K5F4Ym|dRc
zYc73rS4%eV=Mj7%6H7xXh$GFNBPJs#AC)S`$*a(U`Wc;5&E@O13{$d!m2_NT27UK9
z;=6Q^uG-|-mF|+yoHZ*4vA|EYc&XUj>xCNE)ll4HT@GSLK45G4`$$o7xQDwOklplz
z7YZ~gse&yt^q;e%xW9;nbT{y&=VqrlP#7UNfZWk_*GE`Rm-LpRZ0;Lp!K_2$;K2ap
zw!&OET5HTgfOOZzb#KasaG#_9s+2m?7fB<qD0hy+y*i_i9X%|64n<Guo(xCs{<PH8
zy&T$I_adyHbGd}|9E$z(LAC<y$8Y|m?z%PyWHz|msq|LvdB<(wz7_k?TwLyDE(aF9
zQ-xKt>o-mNfXCDErTg7qV53-@mOv+s+GztK$ylV0a8bRyfKN(k3V$}(eqe7h(J}r3
zVE;~fxo5XLX4|>PqYD_=>DiiC+gsT_a$EpKk~$U!_%!@Vyn=E{6!Hej!Y;N3A_lfr
zc2u$kMh@mWf7BGxu`n@r!6yY&!oRPD|4@zWu_bdIBRl-ZH__k!&~LfqsF(mRgQubg
z<cy(X0KBx4jt=nd)<<TjsJ)K4i5{<|k+}i>BRQ1UPS3#7{-Mr8llRwpUvPi=Ljk{z
z_4oIV0@`^flCw9kP{e0_Y~X%J<onM3MF8x{0Pv#^VEzX>;P3GMAGtq&NawLh2VHvr
zY9AnyA0Ye>NBDH?058V_T+x3iEx@UAE_Q&+5w$b~a7^(Zk}v|qX#z+?1rQ*wzLl=Q
zgWLdzXryfQ4Qx#;jqpiD^#T1gv3L3Xkeq|HwYh=Cy%Zk02yh1XXZ%@{fDS&eTptc8
z;j7W&s{xq7%m5+^6B9Flo==a@1mH%~15%eUFfcrn-IqTc1C-q#V+Q1Rd?*8aX93i|
zuY14$P!1^je(d4@kLTWhzi<1ub65fGfB(Jjb?@7{zn0(Iy>Acjxo`V>+5L6hf4*M_
z%WuE`&<5Z&>i6aMZL=`~^3gG|K3w1Zx%c(HpL1WA4v<aZ{{N5te5l9p*gp-8A2}Z1
zE$7b`@*u_EX&evyjfbLNSH7U7o|XQ+K54$|lS<^FiN^u0uLBsEfKg-zP!k>f1GVYV
zBIK<UEKLBX8UTtPxZOWqEd6(O*N<#9`v027^?Of#9L;|wq=erSQYOo(CFB&Ou|xI>
zsD*0sbI_i~AlknQdLOIb2Z<n!fB=dDI!x-T684^fTu6YIS9*jl-6x1m8;-$n#KsV{
z#I4Vx#=4Jdz5Z(NW^P<dX}2p^@%*mrlsr5<DL-5&ebH5@O+pe%MC{ecWn*q^cw1jv
zn-Kr)ZHS6V%ql5aS~!6T%A{hkF=~2}13a~r0PJ~5M3<92s)hNh=w}I03QtxxG7F52
z96Gm))6>hR2Kxet`-@U7Sh45Ya%_eecW`4Fnb}#%+3A?59aPQs74xS~Ux_6%vr!W>
zj}BEU<epNEWE2{>59xOgY`l&8Y7(7JH7F;Sjx4tng(OF*m!;zBtmY~l5h^7Hn2nbR
z5DTfex}6=BA4`dma4b{yMj=t@rRxzQx2Z+7jnC_fi5;(?i1(~~BI_jUt)t@CTb8BV
z6pda6ybz6z{W&}R3-&Jh7j)#VUtTaVPa(0IcSwikz>3dT+N=~0qS4TVzIeetg_IB<
zKT~YbJwiq|CmOA%8bPxDsr1#kqpX<t347sd;G00#6WG1Yd9R=br>&8Z%d?;m$?!07
zkwfC9&xOb+Tx?{mxx%u1BMtiljPj_c7Dws5zzGb@QWo5%iA)9Yyzz+f2oj}h@7Mg+
z{4KDjZ_AO*qb))$q$V_rJq)kJIHYRC+|=F13o<moYh)ZD9o=?4vvjlBMs!W_9O7IB
zr-$k`xQ`iKVe8)3^Ui0?)7!oGe+4JkGeT>HX-+f2QgK#pr8nQ{`T7R)O8k^%XP@KP
zG05)y=0S8bNZ_+T+dynMrwPkEp6P^e{r)fG6E&aNzVYo!8<m3XzO0d<BNsdyL_P+o
z6aF}$^of-|LNcQH89&bQvuK=QoKPGuyUWJx5;>_X{48(D=aR^Yj;ynb&)A-fzlmmp
z-*YQK9Z%lwfL#-^S)4(l{z$PRX=_wzTM&2Udo}#Q(Q;*GX0p2~-;QU!u}?1P9lH@n
zq21iR`@lt>U6oyiUD*+ZQR@Xwl92G`Gy8~YwCcHPo$A4Aky&Sr5NiI4mldzx<xhX=
z9>f`l-ICnyau~OFvX8WH*x=sIa~0~}guM)KmDw*i8>tuq-{L=xKIYkCI8nJ|y6nBg
zxkU2FxXru`zV*K?yY;;d^`>W}Wn`|zRK=LWxQ2ZK!w;JdyBJ{1AFt!BlcAHO6Z(9-
zXkJ>IlsS<xkxrdn9@7%r6vhg+EP!3J+s>V^o^HR>?TFhQ@K9;L8-7jrAoW_AJ6LKl
z>!{@7;#$}9MMK<t)BbYk#qzaaeSAYZ&#KnZM`!=LKp8W8TCDIdgToVJ6O$ACoi>v_
zujc5SmT{324ZoI8v+YF8)|@t9zJlyIuG+y-%jq?8lnTXsRyE{R&bdO;MeiV>Y!|(~
zD^u9jzsK&tC#D+r#WR2r#}ERi-TwqiV#fB9@l_kNS;m*qr;`-#ELBGlAU#axkQ%H{
z!x)cdjt#oky6SAnG}notviRVip1_Ik5GxE`s4?&N&C)aMw!0k38Hv!5Van;fdbc^V
z+HJ=o(pt66vd?0p3~mU8ZL;IjJ3@2ZzKwTHCb=O<LWRLnQ^7`SxI5=!OH;i&R8#!1
zC#6nSy+mw{lG5r!bcsWw5QEjcIFZk_mag)Il`zd3Dvt&=AuxvdSC}Ui8n?L57nL`F
z3G{6d5N+?`!Ua0;vigYmZb@5Tb-u@y@|%(LQ>Q_-(vq?dis5^=FG%EEoG3ex$mJoh
zC1{zN*b2)*i~3f_?eatMp<9nG&&;Mj1!Jvj<;nU-1D?#Y4Z7QAy$W;#k%@2s<j%m#
z*bwX^OU3JVhfdP?jCgD*!q&<cf&J~|1sZp36a0L*1SE-}q?qiiobDR~Q3rNek+F$y
z185M5vobP>vQ}5t)>d}<X5*MumSTDb6gv#5+i|yJ33cw|<VU7HDq6AZc27H|ZN2Q;
zc#-qLTXQ56tL8)T1UHbGZ$--pamNCS5BvLKYQ0PozLC5+kEJn<_f$G>g&Z8IQ!2V>
zA-H{Uy}-0ugU$D^%?NyBc2iIf42pa;Qd(=~crhnbpX5F5lE%V3&yrC2#OXKx^rhX*
zzK#^bUdV1S)t(>6>nG)bjx17Z&p5~nu?6aU7@RT3K&0S5GFdmhwA-#9H}&FBy1g7a
zB)h5TgdlZ>LP4s|xm^(V{c!%|TRLIdP+M4V7aRG-AU6}QRPu;C*IQ{rHN;Vm*9IUk
zroiQu8h4AsBw?{|0`LI)4NGv^40Q<AKab#!PO8}rxwuZ=q+_5r>PaM&>g`a)qIK(#
zf-UMDd8-%yVTJ<S%f*>(f6Rca=-jmjnt|1$@^sr1Q{295=b#0_PTF{o0rQrZM&(^>
zU6X!qJo&j$_@<~&>SyD#%;DTmUv@mY$MYv@GoOzrK(TszR(?sTY*JT2n50W^PPz)J
zpRJCl{kGbjP2q${>)WS&L=8DSO(rhM*Jm<3i44A9S4Ue=1B!-KTPy(!_Xgn!={c66
zYnUW1tz`AQl%LxxL6gI>Zyv~(A`oa$10CyZYhZ#B@X+s4I=f~<*4KuThTF{FHu{4F
znj}%{y6L`FtOVBduL=ha1nX`TtXTf|KK1|O?Jc7lX}T@VGBdMXW@csvnVFfHnVFf(
z%q}xCGcz+onaa%U_WRww-F;`i>7MyBKXOTmj8JNwh)hW*_jC45N8B#$L1?<rN^QKa
zPk-E2o1SB5eLY8K!{7z712r}*g2?8=7Dk8R>$|;q3Wc9+iRA*!Jb1<{LWJF)<*O4P
zD5%w18E?q}lj~2fQA#ZXe}9?#cngWKfypkSX}^!wzr#^?9Z6m`iG3o%LAmQZy{62z
z$4jtJLqIjW`Ly0o6T<q-6#;F($LLq#Iy^o1OjkeB*)glnH{BnDgQw;MvqeWP=yb(H
zS(a(umJm3YL3u*SYPE-DwqdddM($6Us}J`IiAhsy(Be)B99$Oqs5*1r-K9g6eYk52
zTKHY8?OV1kCf$K;MTnT&|4hdg`5gA*t-LBLD;XTy$$8p_s>kQU4UVlkMfhjBz2kAm
z#;!KH1%e*$5;i%!mxm)NVPKN)Iz1CU9Q1JxnUGzVzJSV-$4-k+CdupEO;x(k1x5X8
zLw)?TB66paGUqVW5z4ol9iSvHseOi6hZ`}18&ooeEWEaY4hsYm!n&uZIoX#&kr$M!
zCD52U!_C8NpF4T2>`I?2F0EsJb%omU;?sgtsLXs?#@Ecu|5G73i~NUIZ}B0o1Iy}7
z^mQu1Zq_RWUqj8J+m(XYp=ff+MU@43mDKyEGOf-}-1w-A$=3MI?s#yUhw3QuKX)s)
ze849CIZ<GnuHxj<NC0X|Ds%Z`u07YoM}+H{Y|Ls~T8{uzXN>nE5bu0@;dKPR$DkS1
zHHhp=FjS5OIn)cMiWJ~jQGVLk2?jVFKBoy0i-3M;1?Cd?1jxlX5_F_yY19P8b47L}
zt!u6$X=`)acr2KyI*`XcUAbDk3}xIIURU|ckzO|L*}7Ez<rJMZ-vjraV&w9vbO4cV
zhxVY3XT46>l`eWd%yaDt5R0$9j*j_W<gK(jviH&mJ4LC{NO|4}LX8S<ygmvG29JeR
zSWkVaTO%@r?UzTaoeBfzv1QC}dAcu~9X$=nMnv3PL^Rx<FMEUS&wk=Jlme2{+U2X5
z*w?47!`H871i?XfqHiu0{i=Vc7RGCN;}Ht=fE-l8Vo2$Sn(0{9iw4Z3PpHUan)o%n
zw7g?o32Q1=28YAoZZfaRJm7pSx6ii6HAHmw{gl_7B;RW<JC==&ye<Uh(fDW#QVv7+
z!Njn{ZgggByVW2lIxRRlIwJiph2~A7-*vK|7XrhEnV;YJBqaLGTgR2T>@PF>Q98Q7
zdm!t!*!kRhmIP6Mg1+D>=-8G<H<02sRW2y-2SS7(nFfCVE+cj-lxXy8gK?_)s_^y!
zsQWF-=TBh@5I>US8)l6!*lziOYc5BNcgRpZM;;POCwyl3-sxuu9<UOB_zuA*tB?)4
z-1rw;-ZT#e<=x{r>F9K($<5Xk7;_+9cD@gXqut~LFOy5b^B~zcI7rPY@IoepXh<&a
z7uYQYQCVznU#&6ha`E?jkSKC>cR(8yR{!7Garn%lyNxH@8m5mu7l_QdHv|v|n6Y*w
z8c9AUCcCRODKIGFP{0VBI*m!Qy4;<soFDwfIxz{0etuSW+IU7Lt6g1rJs1QV{km=F
zRgT~HEiYdbmCFse0pC`+4^!L#8^X9gk7uAI5v)FfbJ+t`{T;m50fAY*P}9L{hccRs
z{zu|0&*$0ChBz5_0y^XjxU;R|hu!g+s~J5n347vsupNbU0VrjK)!gBbXLPWZ&&Pz2
z$?P`<h@E`-pI(1d^fX!Npzy#28)#;!8wBlI;d77<rQcrBdTQwatie`b17bQ|^7n^T
zQ0)i9yOCb;dPafATco~#D5Bhopx=DPQV2!y0NIN!^4lX2C7Xu|x2tl$>-gu8Y$C5m
z*+hHvftT==h4>}`7nnTtRmb!{HewO)6+aTb{=}b=eA`l{$qP&8t!xq}Y6ldrdyc;N
z^j`_rNMHy<?$3fcT>ql;eY&opI-gx?`(tvub_Sx?I~<&eyqZwRTPv;)LFR7;_ejD{
zd_s)QHV_lBeN|p_ukiv3j#T6Wrq!AodxnIUSO<GyzsYZaOCA`$(F;nM2_Ki1z`!QU
z<8#(qcEJQ`b`|u)M&@hKHGa))_W`b_@1+~U0Ui{c7Msg+J($sfBtn9`FLgRET_X=H
z72+_VIfHv}DzUFprCh(np8w@DElE*gF}_OIlm~_!;Y2z1_*+~v)mBv$_GezH<7zpr
z)}wCLQ87O35R7j3`UkiF1x~xGT0DEeVe|MYis5414T+C11V-(NU6m}cX7+XvfL27d
z4O$EAWT6t>O?RkzT$d<^Q&qlMtXoO(7V})XN+X#dkP{boP0|?{ZxE}0Uf~FUG_@lg
z*hr9lT?Ug<3*!U|v&e}Z@QAxwpoq-;H=->uyy_BJs|rZYCOavS)ZZ%%y8zU?Wcy-y
z;0Lz!%(f77|M$1v(@mW(a&vqIjkAoPHGBF&ZhO5q@nOM{zoZ+D7EHL5W;ip_iKD;Q
zuKyX84l2l9(~OBV3T7e`i6R%P#p*VJQ;&m%@W3I}L*&T$lCao#+?7mheC<PzHKM%t
z3q8X(`zzlTJwgSBI+o=SJ<cq1+FyejT@0gBHaeI*o8UlWTL_C>3*v*cu1F$qk}wfg
z1C<~;EfEFH_%!kQeCTm`cPoj-z3>q<^4dt|D<8v~xA(H|Q{+`t+c`hz$jnknW_h37
zR!Lg%JD!nwpZFl0=pcBBCJ<a~ltJ8mE1!G~Q*B1ml1Vx%1_C8I7(A^MCYwi4hR4-c
z^H*CU7`mpKYzM<$+9tSLIl^=Bp$d)?skpy76}OGYIEfNNK7N+J5v8&w%`&TNUjwRF
z8n6rMrJxZ?PE?Ela>Ng8vID=}Q>v23Jc-bHWEywUp|Wly^gDR5z3aLv2T(kpRxlBv
zh4m$Se|5`r{|-`9m%pqAV9wxQT~b%d_}alBq_)NGltEQuif~bE5uMKP0o;#+m$2>j
zN&a7NWi;dZ3tCa;&1td8PyHx8RQUKk1o&m4e4ZR7jraDN!Gj5t!?-+17ja#bzhTiM
z=byxEem&Z(HB#?5dnhYl^vq(`fX(~7K8IF?Jz8gHa1gp^2H!8t!VN+xeZh!T?GPLv
z9@?&E+92#SaHlCF(V8&NhDzt<B-An|0r%QRD{FoV<bb41NUML|jIB%(c>jQV9$l?h
zH0Nu#6R4S$(&J0k>DKirs0ka~>yo5LAmX=@Z%6^kPFvT|Xfl<3_WPAGm=ZjhyaUyK
zGOyrCR`Gfb8R)z_tlLR|Ot(hjujXYQt`j6gh7gq$zc&j^ByTekhKGmC?di^QuCDcV
zZBUiGyN`pqnlC)tBo<duj>lgOeI_t(l!x_{nyah0+ly#zDQl4N?1Ggb^CF2JcG|U(
zh(abUlSa|O*hF8`lhjsL3C{cYq5O6@2T`_$Y#^=dtZweS$H=1jo+fI&kP2wI132eU
z3}Z}UbAY*6X^ak)tknPPL_~FkMB%gAO#X3K%g&K0C}>R@G;dZ%A;J^JmTfQxNU4}m
z!#bxa+is2@-MWQ`Pdd8*jUg`;TnZNTgH#(4Tz`Uf9XVCDGrxE{L^^O%xh~cdR#FUa
zDXQ}IlPStsAOZ7Iuc?eiO<1&)L<G)>&j}I83dxP^#LA`QC1Nmp45b^z77=HMj4{MV
zoDm8wBP#z5(l11;2>Bp0m_vc`lkk+5P$ts8lbD4-y7{Mh%vso=#zgq@%)BpAH&)uC
zS%-7X>#V(D{%7S8(2d}1BzRgC{7=HmZwt~lGAn_%Uj#pyj;(XJeZsu?64Ny0m^68b
z=q6&&b9uNDW10BEPlU+`iXhhfE)dZ7EHLa+^6Pa@>!8Y%_DAG)Jl*p*6CSl3iO$>7
zwP&hj{3LbfPAm4%kP2Xsh!{9scdacTl^P9a*0(qx#UAY_TJ4Aelf?8$MSu(-o$yC}
zN_qlaAFg^$68f7XpIHf$^&o%puXEPbL?>tY0fx#73Y2bRr%06VGd4i8evRxf)h<!d
z72Z|uF?v)hvWY&=9yNEM0tzeNh{k^)2x)+=1}=x6f*Y%$rt-U5Yj3WOzC!^3FA$Lt
z%%49scnn3155tj$68OKgwci_pxd6fL)2UYrqb9s{`RKOD9>JPc$q+%(IJL1*Ihl+E
zins8x@K22S`i7(?gzvotn)W2Y!ma9Yc{mfLo*&7vin27?O;gV8rPuFm^U04^q%7=a
zd$BrXtOIL3Uel8o!8!?$dz1x^s9pLh+w;nTAp1f&=V-S=C97dc%3?mEDct#BQP5EH
zxWH!j`t%7?c{BtXxfw_aBOmfJo}>>_`RGrf+jy<)mlr@?3B}rQI+2y@^^%mD6hiXt
z1~u(*bLw7VwVK)yj{~P48ICSxDqIDM_J&Yi)lw^2pvapzA}owapd-v^9@R+1Vx`_>
zek!TDyDGxQwZ%*)pzb(`eteqBGBN7TtX?)Ab@#7lmx<(Ls6ze9CJ+yGF;I|QvPzxd
z8<%Kz3Ni|7VZRPl(fKs8`SvetM$=n?4st~wjH?S9+igy<TXia`8URR!D%cWDEk%Or
zwBHtZ6Y%(S)Z9POh#XAM|6YcEAjQg7XjR}5I>M{unv${;FO~(oG-;BC@q~tuBsR2_
zzVuno7I>csw#_@VLWG1$PW9af@O4nby@YAM-j|&tQ&x?lVQXg+?K_D42^7n=qm|KL
z$QC`TYyfES@7Wz#9+cazug$Vevjxh4;J9U?vqgNDa8X^eu3Iy@YnW2W?D)>oZLd>c
zd&T4>u<Eb~X2?&e%anho>dKGmj(#0=9Ys~eRKfU8OrfnbWWW_Pw~gAM2B2}i=M3;4
zb(+1X3In=5AtwM0*lH;gy@m4xp82I~!UAoO<j^irbwhD&90rSgimdJ4aTe!M8~o%a
z#5&w<ANxR9_$J8~u2aIVZ^9T3{uP5@W}j4+d0nM8l!mS^cfPZIu(UbJL83?KS!S$p
zN`taA34%@`!P<?ZRcNe3#)ngmMMM!EP5r&!CZ!5AJFwcnW^xQg;a8*Rt`Yc=_>DLa
zHKvpm{)+mq#%y^Bp3^(_@fDEq1J21DaaLcIt@zsvm{T%mEN>%*Oa+Cj6gh0#F*|=P
z{UEpebvn?k(-^v>IeJ1;@w2q1xo()s2m(-DQx8!la3Saf0Z=dTT(i9at$=pVhGfqu
zt+Msc#+cACW3`D`cD&U<2EuOQ!OkH9|IEarN95i1$0Z@QMSx_7hn4t=NWK)0Lq~Ru
zX99khT7;D2;sF8cOu*9-er?_JqhS0~CW30I-w0dqWFR=aUtFXna{}CK8_g{Uw9eQG
zWD-VSP#BzA-F(LKwRZD|!b0*N%cvnM5rmO&JkQ9V))Rz%azyCuK5sbOG{|j!O({PC
z^(SR)ap;(eZWLe}c{j0W8|J_RgDZdIZmuWQ&8WpWyAM7G<_IT{c-6a|))I@>s8dX8
zR(DU_J%;L8hbGkMb=r+zB*jYXx=_~0=1tih6bPo*BvDEu7HAfK&L>;pS?aEOuDLc{
z*l@49{=R_TaMEmOj&O~3O?*tjwPNqJ4c!v#uu2w>DJYh&C=+f(*$T=LJDw9ev3w<7
z2)CHLH+*GqI-h#9eWX3--XPyFTf1^I-(#3HC><~l8-uriXa1SOeeS$^Y@hvLB36%N
z&4M#iZS1th({FD}fhr@MI;-N0!z(Z|OWh>5e{yK<nEZ2tW0<qrRr~6B{ifjnKh}@S
zB8!5Yyu?5@LiSX)A*-4D!hy<}>&$uOl<>HpbwAWWVbjzWUu|0F;L?G<?P-&I`mEB$
zG|OdL^jLJdZyF@qC>te<oO{MW_oQ>NZMALwrTY%%cx4*jC9pc7I@31IHjqw(UARRi
zwPK@$dJ%2KO{Dsy+?m})?_QI)&~4GLB=y1eRrgi!mGRZwC)BsvH^Dc=x52l=x8*ah
zTis8_PfV}SuiUTXt5OY?D`;)k@|vZQ2^9MkyC04*6!bec+is9zP;F3WkZBN?KPzv^
zVZdS3YTjz+ZucCua!WIF1ANuja<p-m{fy^Lu#<{#FmgNg?(B=sAE!51Q+nlhe)x1t
z`VRPH`wH}%Sh-y_H#3gmDx9Oh&cw{b>WZ<6=^myV7C4YUpfCz%T*ow%W|3u_W}suB
zW42|vWWZxU$C`*Xi}^DQZPauVdlPU|c7t(XR;Z#6Dkj*&XX>!5d^fvVI}LM4?Yte?
z^w%vztwy&|Kik^~`Jrbe?<-3#`LiWMX{~x%>*)y?x}}d+t94(0^FxN&F=ZjFq30^K
zRzz$HK9_U;=g+pQzrZe!SRGyH_B=jj4}Ap_N4NW>bZbnW!~2i=VHzhlRoC&gorgWr
zOr2a9hqComgmmtJEfHw9-#6_&WQx0h+#d+gu5%`<L6&fBz<AO<Awr1@UlsS#hNOy?
zRP;KZBfyo+gI{KQ4`5EK)sY%Zmg9r9(r*k$!}Cgi;-s~+scF!Q!)=B|JUwD4eF<fd
z9N2f)1MpuQX7VzB-|q4j&!mm^0-@Ydk-CdEfA#4*vm&Nxk-HNA!3+?B`3%BC<}Y)z
zf3J2ze$TgMRxgDkYb9RR1rrqN5V6jaF#IcHFb=4~K4ZrZ7gBPWTv!eL=_$(J{!|*J
zDX%{PinJ8cN)cmExhyPJyd-x4-pFQD(wqw^`(b}YdL36i*s?<{Y=q5IVsJ@&X)=7^
zfU^0s<UnE;wIxsizZ$R8O?G=<kT4(jVq@qDZz=Rs2oI!lJg3`PP0{vUmKdmIoeWuM
zD5dB^V*P-e2Z45Yk*(~3tbF4&nf0akJxEJ#he866O)U_d#h!Xydx&;&b*e?~pm~Hy
zkR9NAP0TncSP)js(%cY<Nl6saWdYfcq6CwkFsD$+d_<$cDC1~?epIQ|x%PfEctj6I
zvY~&Zt$eAwcvvcBv!(7%+bjPL^6np&s7I~c6RLWs5}LS!Ah0|yfU%jfC;_a|JQT>~
zAmj_&x>%z#n$V1Vi*}WLzLMsyQqGlxgvi7dsN53sH|Dkn8!CfIg?n2&xR{Kju^{t>
zy+_t#E{|9fn0QJs`kLgj)h@!B)X(n51;xDQ`##kGT=!M@1@M!I@}R^!#?E!CJU$AW
zj|Ie3{#vS;eqt?7GR#1K;p-C&zxU(hTtBs1WI-5Rg6b}_kiNUKzP`xbLndihMR}a4
z3;B|jk^M(1HC37Mgxgyl%AVrrsaKM2n%?GyimN7{Lj6ZSG0M4qdGnVhyo_{dH8)Mj
zWr5pKuecp^GlI8-P{&q`S}z|D@3vKkbR_u+3(Q^5F1#rZI*x-;R)85$oQ^~jGOVm!
zuN`aM5LPO}WC8v$&F2^opOZ~GEW}mMC9JK8ge}na(lh!(H_PM7N83cop=4?Mw=KI`
zL#CXzJpZ?|^E0}-QGZ5Y@h>37-Ctr!zRX{b<||Fqx4+5<di)r-avUg6i5Nqa*%f-T
z&1nv}TRAuLYw_Xks`gN~1>Zd&f`UgFM?T=C)S_H5R5Sc-oFJmq?=K^|iq>}fJ6DzD
zedy?I^=s-PaDT7qvh=+EO^?ud3yC|$=c&F<iN={*eUP!T54zgv0hQQKc7#M4-OdB-
zMF1T=68_Qq;_x{2c-fN>#4%n9!<lyL3Nc~6JX{BT8sznL3W?o)xS?ZFrz-r|@RgLx
z=Aq@IB=s7x_ptP{l>D>pL3%VY5;>vpCr9Gr4?w51_m5KZu%uM7iqKW#^CL2RXdj|<
z;lgB&3yy2mMx*;2*C};_v*LMTnduedUe)3Dj{V=G$=isc`GkESjDo^aA0%NmaAB=E
zzlFRmqeF*;KS9uO@+fgRnF<!Ms3!5NgJTu!B@zrjiAvFwQf1Puv4N_A@nVTfU$iie
z&RNPn+PgZKO6-zmb8(d)niWv$kteB0ErmiU|0+mRia~iVFsOp5FvFGq%z7y25(RGk
zxW@Lwz~<&QsB8quP$2o5)5<>WR!s*6@v%4BUM@Vs5gXWWfkb$^;`jaXXxa;Rx$+k8
zZG67qbw}dGNaRTZ5`L1h1u9Gg7nP`m%P5=bohTwzlf{#~B-|SrY|iU5trRP9yQ1ng
z_vHHxY(=7NLrXxyf}V9+sAV?%U5^B{4*`om&w=H;h6sy7a0$!cehF%txpJyZZ2Mfd
zYIR}1!fHY6dKoc0wx+l6hgsxjzKUD`PK@JXWV2)P4iW<MWk8d9Sl1Ud9NG-;yAhv*
zCogP<G=)eus}IYm>Ir3;@n(D#?UXw@k}dkjM4JsM;I=NQ!;Y8HV8SrpVbNZ14CcEi
z4?Zs5vbqh7=)S=$*i8S1JylLL`z|VG5D4L$>QrcFiQ*(RRnebXPU0zd)JGyHiyzS>
zMIL6DV4u4Zh?OQuIWq0CnRT`c<t8`{PKO%;lf^}507Za=0%zfrdLv>L>p-)cH-9pk
z4WBkm+=es9MIhFC5HBIQ+*)}ixqjx$Udr?lBO~dt<xEev)4hPu?@1^Z(21%h;=fjA
z9h^k3UAd5AX<`6C99y+Ur+r26QG=K`t%a=G-A86Gt^%_!_n-71u7Z>MN#Ds!EgQe+
z(<bx7A9_kk;Nz7&G8hxLak}1i{e_jC8I0};(R*+#=sW%>W2l#<ydGYnb!v(fOhnN|
z91N-uR?s02zv;T2VwcXvk-n@Ia^>BVf(v|Fe3L{0;w7RG$FJ!QVs8DuK&=Dh)*!f6
zRE}~viDLLwY0e9<vR4&;Q%YO5^OfPh=Z<uZo_w|M-3q+`&0`r&s^;ANJz6UXD|)`1
zE+3a&NkB2Ar5$;ugsf{|Vl`<q7-HYxh?6AuQcESB^ZTNO!-1JCA5r%3Ed%(*HZCOU
zNp-4Ug8Ytrzt2GzIFcJh#ghoKIYSnOEt|;h8o>gE6$9rZ0z&`9+nFy9VQdx;ok1dt
z+f>$)lj;U>QGbztdb6eNqv?W>eQuA>s;rk{xoS{=dqkBB(BAb<dN>0<4ap;nMaDTV
zoS&UssTc3>Z6YvHa>$lrOC|LIV&KpXC=YI7rS8UQoM9OD!s)jZ3HG=P%5G`%KSf*!
zzPZZR2o`*3?L1y!u}qI4&<4-XgFm3&{OO-(-@DEN2MrwI`Ka&Xas-4J5WxirrZ%>y
zvS#Bbh?hgu_1QtR@*;u9*MXF3lL_gx0g5Q1*}|b$8sK1NWDTX3TYunIkXGH)0&D4m
zRy05;kVU|P3u&)Gf@t;WcYRszgPc%HCV{z^GXib$JDMOyB@w{WJ(Z=sY4X>V&IfqV
zDVl*>Ar?e}6{zIL;qzE#L21bS=c(#if_H@%&rdC!7A7O0*4mh!8Ef!%yuoCP#emSd
zyMcVXNxfqu(h;)}G29#kf>4SUF^7+Bzm8Q>Vd(JU?TJaXFj-s{2N|F`)2AxfZPr^o
zhn*wdoEp#4=?*{qz<58=ywS8~zm`J!GP_CBOY*_MC|kkc-p=hA;8+&rRaltbI|ZyE
zOt)Ee4yoVj-hW{xv?wvFq_2F$dEAsQNe$M207y3uVLBqET2xoRzD!0dR>hG%fR0x5
zzaS(lGSjLH66sGARQ=G~7G;!iq$C6U^XT`0(DpxW+$Ajv`YZXJE|DQQl8oOHGfso0
zv2s}?ggBGV%*Np`dYRtYQ}}b|v=2Y5bLuUbw!y7yd7U*0LVW)cWpSnW8CJYEos4tq
z%X|sjc5B#B{bpP>?+U}Ac%sPC`~njsh1=1fro8?wC{IOcMH(cjq`uGY=l@~F@Rd&(
zxlS(NRui`h!_A7n&LIdK!Pi-Bd_Z}(v>#DDVe*dPdE*TI<R{Ei3)krVh89SAzOHtX
zg2mmO>mhKs=jCKFef<OqCJA!oT+dJlo#EG(1_;FmJT%~`sWy!P1BujNki0yYub_KP
zPh>QZ2m>#`zY6x%MNWhub#ckb5<nHH_Q!S~yiE`7tWjGG63Q-ULAThwT~zaO^l&*J
zWk;aoyyz+=$?o*JBG29@L}}#m=}cmiJ796#pyh=WaE)ZjlzZnhPt{;Hn;)I0Nm<{P
zyI&i=pz+ghwSLa>I#^y-w|UGaZV`T}>{Gg$Ng*Qyj~_sWtYsO@p(ubT%rx5nybJUc
zz!tmWlX@r;V=tmQxvZRQ(tnZuy;@PDr255WWFO_{m;LL|1^qEm9QkPvbK9oeFUIHo
zg*o04Xp*d&{!Jk}<z45Z7tvHvi($2-8zP8%iQNG2qX7yf5p%g}C0G~{#OMjHN6Ci)
zojeJ&5zSV}kSPw8fQALoXJRoP=p3W?!z|=ChP!=k5u#+%@6>&Ho>rnVI9M!yBwIHx
zOhOX;+7Z5%8GX<Tipvca0{G`cc-#o?H^wO0%XKeXxV_|7z)geF{KY|%nGB|MqA2(U
zAvEp}B0&k}=^<0_BAjY}az9GVL#_PiSITQ=<qnk#8y_p0XsroH7qc@{)%cUv^6%<z
zA(u3(1#1}U_ZJ&K_Td})Bzi>^G2(l^T>6_t6{#^lKKh<*ytlqK7_EQHf3U_Z=8y!n
z^rI5^MMhV}K65So5)5SpeeesiApz!vq~k^j;WQw(KhPq0zh;<o31UEBVkJmsOtiId
zvCQXCaCi5yRTAbOX0?30g}hXH<{P!dPt=3tk3oDXrPXS&TW!;{p~EHUfT-xgyUmr^
z=Yxxc0)|z^0q%J+QOKAFK~xmCX#k?@)lQSyqhn#Th6Q7^tVrac2<OxV_OYi5@vQAU
zVpSj$Y}9?0cjFM*yQ-S%14o}jb4Pmk)eQ_o*@<Y4IeiAXLV4cbtI7kG)WfCPBVb&M
z-&z5eFITmtrL-DA2<(x=mWNYGc$Mju$E9V`yzA$1NMY%>x=Sngm2UK~&BQ@3jmLKW
zDgeE7bXa$y)?CF!cm+pSv5+8D6|OBCMG)E1*Gu${M-HsA!hri=!Wxdc<vPk@t{6R|
ze_F}i)MflsF2tPcfEa!Aa)ctbjLSjp^vuf<`EZwQx|>HC6&yuFHPt>|Al<*eX=VQd
z+9#O3rZ2|7RH2M`;&regRD;V>aX&s+d?~kw#cpfb=Fy{L1)syN{OXDZT+3Xt6f%9m
zSG&z6k*76nJu6T=(3B*t@SUpj(h17TaE9-rOGSi&r}KWkXdtS9luq1+!I@a@{Hx0A
z_nO%10s5@wANWYqni4|uL2P*j*;mDtWXS!}N+7YsI4tOV2bOE^(8L}cOc-n`A8qd=
zP-g7wsvBnhV`>K%@;QIYa4d0_wwEP>Km3aj@zBfZ1T%Jaz9I8^0(StV-==PU6cWMw
zUq1u$+FGx)7BB*+VLC>^rk}bTtXvdxNe&^mDb+$Ce5klw&K63PN+S6X@RXH#;t^d5
zFEb|s5&HClJH8f@DOSaJDxg^eY_5wE_BV8)Bv<n8wUKnlAqyX4x`oHdACgJ2k~Ni@
zKI$gmq#ezkQmX1`=NJ7;*ff;Al<ayeb&>j{G=kRU#$I(qSZB+?u`UCmG0#`gt!nXb
zay<j?c-FYUp@tkFhGSzg5jolTt4k^Pd&Gryi4x;${pkQC!S130NY-{uRlDT<-zOE9
zip_F->5T}ZFDKT~;C&m)+qhiCBYuZ~vqA9HSW{AOczJ~Cl6gI8nouH>F#!>g@V2C5
z6Yp4pVqJvsO+YXn$P!1D=!T=K&1#a3pUS&c0d^r3a#>d7yj#7cns^nX=}u|MI&ttX
zp+U)6A{X5q{$NxB$yqB<)33j!tv;CwMqG5087;=u_wk}e^ZOVNjbS?Mwe($9{7lKh
zg+coLWY?PzF-TAh1?mSo_$X6`ZsiGyMAZbI)@VdIpT}aNq3X4R@r(5-yCLHH#~=(8
z17Yez^^Koavcb4@Nx4+%;0e2aV#qM=LO+HC1R!t54qdU*A80Ayn0^wLI}x_q2qY(f
zXtL_!mw$}WT$?EHK}~7SY37}^@N)J|YWbp!ZS=)v%&;;<YTF%k2*M;RY?8G=f@)Np
zt88d{<<m-8SAeC;?~+y@3>07Ddh;sFMJsmHzrKbCsDf_OMTs<JkN#+sd~#0Km5R?d
zTTc)>!K?5^@V80+jBes5ff|Ji3(TL!fW`j(aXga69HBo>-ee+C_yt0@<XQIbl=T0r
zZ2$u&C&&NP(*HY)ly6=8xBb$;biMyaY$I{TGME7|?1~Q%yD?Cp!0sv-T;Jt>f^Yfu
zgAuDmD2A{dVyBz2r#1u{I+r<VGF95sB3FyKn#RYi;mq7*z`U{0q?;2^S@PE$Ift3I
zoK^9;Tw<N%VQ8zllBLNsEven~Gz@{RVq<krVuqKOB)aZ?%EGa*t$tvoXrSiO^a4S~
zST%)IW`G6Gw++KW?~e!#+|Y>X+jFa}nBHURO`C?Hhkk6zVx>i$VnWi9q(t^hiNV8e
zE*W9r*H9F&$wyvy5zOgkiP;*Z74V;ca+Fd?64X-I<dI1fCZ~7-)5;3OgFG>LAg&<E
zcv$5eLEche%1SIFY!L!rxICa>RuAxgU!K=|X83QR1joB1RA8>a3ePK){CyB@SZ=t>
z9D<MIbA%Y;J5?4|m>!Z^fF2TekRB5Ap4t%Ko?1b}PhV15qOjcAz4n8yON<`5Q=jt1
zDNcTQgX95{3uYGVcDau13thBrJvEB4#(y`l|IE~X=W&?X*#5_~GXG;P_D}nN6@dRg
zA`)s+QcCi2{}quCva>e+k2UZQZt!pU2!en5{2w3*W<~;9=5HsdZ%Bgk8-Vy$h5sKR
z2`1M6MN|F_Nqi6gSHu4bN&NRd|L-7)|8PF}CJg=)lKB2m|1LiNI?BJ5mH%tc|J2F<
zZ{zj<Ga>P>x&Du{^?wo)-&DarWWqm$!ap1Hw`c1=^uT|T6aP>I|Fr)@8T|A3Py2sv
z|MdHZEcnm9|GfUsvH$e_&*%Tw{r|kzzlenIu^ivW`>#a8zh`#-Yry{<k?_Bb^#2ze
z;a^j(_<zR{{)g4b|5zLUj%53e*Z=O4_z$`AZ`aL##Sxl3-Lz519<N~KhgQLerR5qp
zY~+llk<bSHfxu8v2qFmr0}TnpQO5#-Fy)mI0iX(uVv~l0{sw|W{?PrA)ebAIT2obP
zUV3mHURRf1S5AJpPa|)z(ofE%_GejFFF8(<bj*y2V}Bg~tonx_85|4<6~4lrFX)l6
zCyW_8zVgfN7d>j2YD&aQXtt4HORx<mHbs2Ga?ayTzKrk-lxc_wk{ytzxfF-F{+(*a
zgkQ6P+tH#)nu><BGNlP>M8Ha>G^v!Px1&B5g9x31bA*G1j?u(KW3RRQ`V1Nl4H*H@
zXe0hKVXpQ2BJ6_O5w<xB1FX7(Pc=HkMnTp?X`-W{Vz)8Su*{p<W=*Aav!MVV(ZWZ?
zXm`$%5wOgf3hhYv*pP({%}2r5w1<VPPr^aNt26D8S^HX{%q0jSC9uH|^%o2fd)+tP
z!0KXJpx~g_t%l+e2d036iGYKxi-duL16D=AAl5kKo~|1i#RrCM_ITE9;$?FA*w_*T
z1=;!(6!zdhUI765lkc&4JKnF-#yzAx{HSX)*SfhkN@QM-4o<k-w)G>e-3k*0n#V|(
zsA#qJ62^L5m;=t*fkgd8Z>^$Wvua<S5|2v+RN3d{=V~7KZ8bc4y0msFen}{We4<Lx
zn=wZ?q*ywP?RM67olEW|H-H1lBsMZ5>2Ck(UL55BO?ilo{xSya;enuH8yT~-*9<)7
zE|b^6dv>rIL^R#VwMg+H(IG)V%)V9TqYYQ{>Dq8rj8~?c4Ih)0yx1ZJoQN+4u1TSg
zGitT~`<&Q4-09T*BwuC=JHElC@ui{f`g`CD^_|-h{!~x8)RAXV88YPt)iEUo^}sKM
zamzo#CPDRWRXQ82HgV0oOU(rr+0AYne2wOIb4&e8{R{mYMAJlDh9yHrQD!MADOo07
z6Ywe7w74|5w8FH+v@o<%v{p2FTA#n`6`{%*%hRd&m%NvVR7$CY&?+S5i^^3i>Xl#0
zY0GWOsmsO6&B|NKbJdwuhoG%7njtn)U5vKY(ycjgrpOvBtl2Urjv7MFU0vC|!g&XD
zjce*#);i9qA8Fr0hAMSw)r4KNnl!g$Z3^)!@rv=PTvg<hyvi`ji5G9qoLxfO<$dIR
zG<C|l%Y5^E%RV(|%f7}0Wydrec+3VK4npk*IMt?uV0HuB<mn=#j+gB@H$DF$DqNlZ
zYyzqiEA}rP<61p0!Jb0jB9bbjt1zimCF`hKL6}r4r!}YOWwzBj*{H=*iB<O;<F!(L
z{VFNL@@pqX3X>)so@k7@cD)(nMR>t6>p!lUmY$JDSs5&viIH^GT#GeN1Xi8YEJ&-P
za9(Das-<?)-D+#Tam{992AbSTb+mOdeSCGa@ynVSf&))VwC=L@cmfQO+h%WnO`zY{
z^nq`c(LxX6>NZX+m`n>DyW5cRWVG1)1@iSW&~y}%yiGJInAt}=Jx!oS*U$@UD{9kn
zbb7M2akG`Xnf}23qZ456s2kHq6c=>u<__wrK@2akA0EFDqn=dl?bi||7m|CLP50iB
zsq5oHR3An>#vdTHf7mAMUZUYOV;qT7zx;REDpwL(A7LaBUky+Ny<F6cQ{;6XAmg!l
zsWjDcK~x`<GzKMLtRQ<3dc6?zl(Ut$k(N!qyypkRZC=s>gjJSKDS>?)<>cq?=mKG>
zkuZap?n`@u$LtIZ<Xr=0c4@n8qpL+>nBItfAE5I<NZ_N;E*DsQ*P+nLj2GM1()yQ=
zb|0RGswfdM-8g<QztctwHc?zoLRvxxnfx_aL1M5Hl2N>Xq{Uy-P^!b}JNe{hh1l}J
ze1cHe@gvLX;h1t?dw2g(V<PLhEFgq?h!6OTN}BLbHs&-;=x|Z-km&t3{>%(C6fQ2I
zZXkE$w^2sl@sUa8G)AGFolaLazt8?)HZo)Q`Pra#HPCM;ykYnsdSO~8aX8mME@A9x
zf4kl5@PaMM$REkD==_RrW70Wr8u(f&!63)Knk#^6J+=mFA>;+Bt9_k8FloAKQrKuR
zRtCdt<E?*AK3Z$YR1b)e1#PVymDWS4unBGJXn<)p=YwmL;&OI{d`PR##;F~&C?38@
zR(oKgb<F~lup>QzcBMkL?5*TdcYr7}T0LKW@&NIIgmQ#~ym=t~wGKoLnh?!NuX^BA
z!(Silv7zGj6C1SA<sJ075s<0jsP-HEQB$WGX3^Z>b&Im;nhT9SfIz0Iy<p68`DT9_
zu)o%nYPNIB+A?tT6Llhx{Y`o)4+Q1|y5z<u3_LoA@>NEA-XuH}bA{6|=_xL5NyTzz
zbN%Twq}W_$?u_VSFEL0g(w1@*a(_rh#vb8mITj(KTc78O<@mj!LaX{$HilKKGTuv0
zk0;BdS5#UXwDCYw#2VBDt9g^a;%~3Y*?Cq`3SVx8(#~R;tRHv-o)KNOr*8u$R~v*X
z^x!JsF&i6k<aocS9SCGO_wk4Q(fTh{xEGqQcDk?Z_gKMBCEmX>CG72fNAx1m;R9U;
zPp<QZkQ+r{ITTloU&Xz8|MgrOy4ycf7g!II&D{=g%TaUH+_W~!NC*9{iIE$e)WKR4
zw&>!3htD`8=SAYXdCA!M(R$MBVQ6fu=>E<EAb#&YbYD~YboFq)9-sV`e!5>Cj`mqs
z)!Rq<R^magFsa>X{K_&FUI9d}+sWZrqRD-^`fF&$-TL#TucV8JwKGH)M%yEdb4AuP
z98g@;E@KtdC|jhxiO4`|5nqDKZ!_1Nq%wkFSV+4+1J<@C_Dz;(^(8c1m-w)*<lH^U
zy+linNzaHQDwt|6k1u5;Jazi{c>0ZuEv(-ikC%@#R6q{?<(&87m_s~7mcK#W;28ln
zwavZ8Dgw+Sl?CHKN)&XjSeId7{;;~|HskR3zkXhP@wRNIBiD|`2b+&%GqFCn(&Ko(
z{vCd8d8w)1HsWhzfamV(@Kgkmfnih;&S;Z!D!J%%o06?wx|Iyg_39pTS#Ubf09Da=
zj=TxhGGJp5F^8bH_j8L3!8yI<%5b3SFMZ?rN5(-^an$GU(7&9UWd|o%Bep*7kGn}J
ztR9Ypqbkad#_ZCV2-miy!E@PVD(?oHJXQ;qJJ#d5=+o=(OT%kreoc-h6Xu;Ue}N>(
z*;^=s54dA$MvnL|Kb-gKp3Ber##Y`-pyh}*2)e^o>8kvA=Wc(?$nEeEf9oO5kP_4_
z<xeGRtL=S`G=2Xb1(yy<6;hn8$}_3K!T?LrpG$C$v#b8v0mR=&>Bl!dU^htIIUi|s
zC^Q%rw_DWgE9M!MUqkuFNM5bHkLq!>+M7D6E|1$gz<MBH6ZUhr(#x{4RpaelUTX3f
z$_=#0y=Mn~Dme~TR<fpJq0%|OXn3?`JRR7r-(wwZZOL#~eOWVQ#70rz#SKKKR1IvE
z&ijSEMKnYGWW-`@d~?5Ac=Gd5{c1a!%!1M^LXFnp;O1Z%wCYp$?c6yfZ#CjQs#~iv
z>bs<Fm}gcCkCATyJ83?-bz+IrxpX5yiQqhyLPzwtV1U-yypw7@aG=c~$?^~1crl#_
zqnc`Al#57=uFXd;{jMJgHi36Z->pzVN_RI5cQP&q%jc^06O>u0UQx}`b1VBE#x_o-
z?q^5V!s|Y(c3A$SPWF4;(&uaCsqhp)52NaKYN$aam$gTlTWnGD))87MrUFPdC|sJf
z*txnP{3fYx6?BNx#N@O9b*#NHi{ruzli1~u?C;Sl?9rHc<nF)^JP-vbOTGgk3g?!9
zrPd=BCwz9GGB{@<nO$0u<!rEEz1_!6r?HGzcCkt5KEj2Uyz6~l!y_)8YFi!OB34!A
z@9G(2l-N(_%-d7%E$b6kk(6o4-k^fcA$FDeqbH28cyL~4W(#QV1XJMRuOcyJI3!UK
zv7>eH_x`Q)ZTw-AU^9D^=Lqss2|*=Hm()4NlYE=$<baocjZRd3HL6)BC0Y0ruF)Mv
zWi7ZTyYf}n+#X*VJ|XEYn|9kMI=3#-wR#!oLpoBOXwDmm%M|ZMUjmXBF@OkZ^|Vft
ztx7fUR-_(2ZlQx4+)qxv+H>z}+d?`yZp7-yap~9<*p6diwYrfouIR>ZCE&3FlD0L}
z-aF=f0O9a!;tDWU8gp7B;WCdwz93UtkR0{<h)I<AtyMirJj+nbnyO-b7fp+E)x(#W
zC7N!$db{FZyu&MI%EUDS(sy=OlMorK;9Qc$J%y%LzwCE$=58kpeoMB`5jTD)@^O}{
z3w)%tSzo8(SE~x)61?VvH&__VKeVr$Va`so&gIPmHhMg?HGDO=O;>&U>tDEOVv}4?
zKB4MaT^3t(RR?0R_f6!m7R=i{`w{3*qvpfttKl`gf0(6{D+gdp-#u3fH{jm47WiVz
z(k-weP<yU9=25f~e%wYUCkPwU-wYc;Me+XCv!V1Vl_>{TXwIP~yIb6*>E8R~z%ttv
z$pVb!03hbm3oNzf!$u2JZMK>nK9;NA0GlBAKZN&y)$DmW&99Vm?g<9MiBE0Z)*3#~
zrZ0}KA|i?d!iek+ZrmY1XqFT8j_rfE5RdVk(DC`c;J$0W#+A5=fXR!it4<;M<jk5i
z`uAFc52a+Gof+ECtO9`F29yI>xwO!G)X9sDNh&2~>*;mCRDDZW*u=@}mrtfAoesVW
z6)w&^6u3Q%V94M%DkZj!F&E3-=+!?x$4I4Cj6cysEfVnneHSd_Km;%y?;VlrqeqL=
zQvv2p$5NRQD>NA9uy)55L%o6KQ{`b^sV*?de}fK*4wF?<NUvpS=LyhSm1Q6^m*$q+
z-6>l-WwZr1P<9#I*mq%pDT^OT8UY#7%OJ%^+MG?-qK8jLmZyCGy7gNKH(S9xNP*B6
zAcWLw=Aa8kh~0K!NX>Asc1J`gsQD5XGY@3VC<jAJ8flNl$EwK|s9x}Q8S4jJz|*$+
zTD*wICnTmPmZ!UWtGX;r6|TUWNBw?K#@!l;%XJ42)4<=TEqo{FVW#KeVP$3|R#7e<
zV%xn1|M@9G3g}LIPi%^>K45symY2^fgQ|4iDmDqiPu1~}FY#FT!cI_#w_%RP6tjR@
z#4q3o$ajWZw65m<@UQ7^pEXj~yV~2o&G*-NYNIkmO+dg~r#7^3mHmxrhOnG`F}*ou
zw70U-y1}PVme|hH!4}G1Po^kKnc7a6JwGuCxAwB8g<7ew-R2?&&6576ib_YNN>J9a
zl%gq+BUIL9ta}f6vM~@`_aisNQ=ujr2aZCZlrjqNm;lU`y5zsYwi^uoOZj#CgSVq(
zC>)$yWiM>_VyT-$RpCu>;oSSz585(J+TG)LxDnhs&X5<p0`BU=a~^Ue5nf=PIFui*
z0oE!Db=PHv1Z96-+uQG#64l+YYQQ+a>(SlfXmY5i>gq($0yZ=e?hWkM2ng!pMUpmS
ze=q!~7q~$gy0cJjVmB1y(atxfm%)e^G*Q61`&p3q0V^3^A`bXv-sWX5V$KB2o~OvF
zCqO$iPZW!tGiSChsfyy3D9$uSV!esRZQ&D$@gjqONT-a~BT9_9BWbzlbWH@}L&o=;
z*Jn8?ZG*q~_gJc@wA-seZVbUindh;>)FNZ4?3s30Wn!7uY6!oh9&Tot8q42(Nn<IB
zR~6iL=hh5A&vm=-QmvfycFS}jJ22+NUg%sEpuG&;88L&ksNn-t-|20x=$JFg4YCW4
zjqo`XTzB#wr?^|^zb=^~CKA!giBewuvQ4dSxR$+~aVIR~4mfh8mr$FI=6A6=e-WrI
zt>L-&BJsJ1d-+s5fop8nbrk#X=_4|7$)<IX(s?4~9zYP_tJ89bUW@1;bBDZWHylg~
zPoTnR`Hxlx`FlKyo8yIi_`-hCAwbsR^V^k%Em!5zV*%RDA>U>n{vzz)+jJIpeZ0cr
zg>YL~E4A@Si67?~toPk{2a#Rd3LfWlZ$xq9`Oxw4Yby9g^*Bwg^yQ`C@W=S!f90q&
zQb@J^ma*7qwqi4})6o*b(iNNvjRIsSNsxB4uqfB1W?`~0Q3nY60ni!41b+fbPGP;E
zBraOBrrHC&r=-HNQNud!vxP;$<Xs2x`pm!n>|?xtP^arIju`)raA<z5o^BBD6w(Ba
z(*1D@glF5Yr<ZCV6_V&0(sPHdjzhxgVAXQUX1%DLtH3utZJ~Q5j-8rvj7#4&t@bk<
z4k=0cmm55Nc9XZvWVty~47#omNt69jCb>$yAkQi5`~<CnH}C|zs_DmMPo=srpo+vU
zDR_DLjd;WgPp)>XB)3+Yn=Uq!#bO+EXII$FPDQ83=X19}LsNM|9KSNWVQ_Z@69kx$
z6kaTXln)xx-yO5>uqg*<6?MPrnQA${Lf{mgmY@ZPQPH|mn=8hu_1B7c>0gUZOzD8`
zWcOA-d?vV#4rFeoVsD`45hL9M#$RC&`-}ougr$gs>*#m{ask*AaH0`1TWR|j+>x$m
zyS}u9%Zo_o(I&H&q42mofdIH(kDYY+GvsW>CLJE#MxEgVJRe8`rejXCoP8iWhP#Kp
zGOVB`Nx3~r6P?H8FT}{vzYhn)QU^a0FrfLxw|Z9GAm9+mrF6nhI)Gn)rql7Bi!QOF
zQgamaRpIA4EiPHW_IP{O9zEST@%8KwWBWf7UyG0J=dsMOFZo?sZ?83W?;SA*b$>?d
zIg0NHYQBOw)j4J@FvV}!Ti>3obx+`~4>^O_?LN}?Vtm^#Zo4?s>b&%uYCl0cJjQ3Z
zWMfo=z|YFk%O|%6QB#YPwnEjRbTcJrN1(N;761M*V(^M^ath-JKFI*sfoc5<70I~-
zt}db{3w_cn41U2)kVh)*0}K3^18h0mGzIRHBbt3?3gj?Y%^F-+DBq|iQ0IlYh^!Cr
z!5ST#;f$|o!*t(r4SZ94DqA0a?qyQj_HaE<j!3prOwq?<Z(Pf1Y>H|qiOK^thrf$`
zoP(6x=j>rK5|;%+eTrr?o93mt=NJ63<IsNfEK&!Lw{CB~MfxdiVL2)}mv@zuOtdz<
zbZ`&uU7G{%X90(&8nkbDV$WBZZ^bCzKFLde+ifzl!QH+#67e`ey_s`2^VgPlhpK?$
z2+Zeb+{<Fd%NUJJI%pw+hbmx|M$WNe7$lF`<43Z@(mYY{QlK(&h2e+7Jg#sU)Wdw-
z!<e4Db(#O@1_k(%Brk<06jiwa;bezea`1GL@9*~6tc~bYmN(W0vpLQ^s;*DT(n!I1
zYg;E)frt4KPh}$grHlXsiIN@?(0DE4AV{M82U=c3g@^1IU}!^gZ^fXuW%+1nYXMeA
z%HMO(AVEw?IWQ+u66yZirs3)x;5PwMQBTH^f9ol>R&2{b9~oTOH0d|<e6CP5h0L8+
zo5AI(L>cD;HP7*)Dk+Qv$vO&MgF{6Dp&==v7i&tI?P5|UoVO9Eh}0#!+InF&x}#-m
ziL>h|0d@E2_)*}!$~z)g&#iNK7hG|$_PAw&Kg5K2khKoBSG}6dTM~sgSxUbiwLn`%
zg##dzs$&W2r?<F?R5lTuWb>K!<RAfm*?u<U)Q``Q`?^cB|7B;fmfm-44vaZo&L3$F
znbwE(2>bn11Imdesaj>M5XFEKlzFl$?sX>UZ6%LwN||MAlZV$FDzA1VJ=ME~)lqm5
z{a&Ci-NkDwoL$snAfTrO@p~|(pLR309MMs#G^zaW;c+J1A$9_ko~@GJUsDdEcU)l&
zgGPcKDV!InW+s#($hcB*yZNGYRMNbOMp8>WT)hLVnVah4VaW9)uw6#)SPc1P2WSXj
zEsiiyU{o&=0fqjN8S&UVtLP$NkxwX58g}PbMsS4|D~P#5%uPCU2Tm}qfl>P_&2wdP
zv3a2PfB{pwIO`M3d6%TZ6fEr$q<*z<*fPKA)}~9MH`&MRy^@IN1dVa`bk$`IHt8d(
zyZD!}K;wk^U-d#73D#lfq36}wWb8>Ww-g@89#xgbhbW*$IBaNK%;WS$(TinstC{&}
zHSeRNVGQE~(Vg#NMiyBr)G?<t+MVSx8L-Kqr0?UkIghX%Bf|34#)o0>ki%@z^A~u;
zsabm1aY)Ip@EhrWfPI)Gd*@I$%`|CEP5@Lv^vaKVu-nkWuc8rxiyuW*pRitTG|U;^
z#pZd^Mwc*-5Q6EdLaA>F1a_w@{eCF-5lWiGdhbZ{Xyo{mP*R}aRE&ihe9`dOb2kVL
zL^ckLF&wu7a^l2La$4t5uR@dYJc*)_eR7C#ecd(T^zu3ShgByQ*2EMy1)`!$LKjV6
zi~(JlG9v&UqidS+U|ZR8C5fD=N-$e;4mfCggq3=`NNmc<M4%qPLY=C@6`RM`P0^Ew
z<Q|2HzTO;L3b7`Hp<plO4)cut2$?0eXq@H;v`6LxAoimB-uP3AnHl9|#avirQV;Fh
zLL2oUwrFUmHr7J4%1!+}Nb?n=gcghIO3&1$ep0@PPOC(#WMU5O?_)-~&Q4l(i)yMc
zeU*-xDczf)e2_-H;TrK8MBA@T1wN%qVm-ng${k{Uim%j!hB=|aBGF%>tfD>Gatx1*
zIYyle&*>3O60H)6W3ov~WOltQwb(y_zJfvaj4^?oc3s^O`PfWk)H17?xANtwOewt4
zHc*dI;Ue`=dzu1l+FPKk8>*+)*yypGirE)(u?AsHwA0`wg%3l3<q^jLnes(z`pk07
zdJP_?eWt9Y2$R@T_eV@lN>0XjHopDe+3}v_SV?k|QYJ|cZ4Xh8{HpSc&Sor|iuL6t
zo7xl0xdp@8kgg%fD3U1Ws5^8QbURu;jd#Pf<y&s4DiiVvyc7^xaxGC!x(4a`O*4<t
z+W?cGKVB1YDSEV|Xb-66u2h0cf=gPg>VNXE%b=BM6=_uf6)6>t%3$S0DrJ^&XQ5}!
zXVqu<XXH!lDlpVW8+AeIUalP687`*e4Z7A8I74)1N^2^Wu{tA1b(w3(uH+r5yrU@%
zC2M!*E{|+l6MQB(Yij3m=k(T5>(WzYO=q@e-De7xY7fRuEuPI>%GtlC6^<)f%D>6l
z(zuG5Qu^|ma=S9C#fLMDGr2QAN3x#-8urWD7`6oL$v9&&yPd6Vo4~e=7-Qdd4x5s6
zNm>(soQ5{}E`yWf)a=*5z#HG0$r(m%tD{<$S8RY79l!rLHVjExKc0HgY?OTPzPjy&
z&G2oJnA$G=soE&+b+d#6^1Yi5Yx(=~R^lUCWLj)S7WGA2-wQ~lEZKEg|6)vjmQz)_
z@lstl+R>01+NsYt>oH;F6r22S)V*VHrO~3U8{0|8wr$(CZQD*dR)-zi?%1}?j%^z^
zz1CT}Yn{FKsatib?vGTe<{aOgv&Q&pBsJ#qyl>OZU}rG63xZZ>1ujIQBE`qxJ7Z(k
z&lZS}z{aG8m6@L)9M1~3C$nK3<J{cGyE!7WV&zpd1l<TaYohdgLYOe2fZiy{Kj`W4
zvJb_%`*EMZPiPuD0DtRC!`p+(%7nwf?#%^uS2}$I|9KIp7}0Pd*HeW>{CJ=c__iv~
zt^wi}*NKlF>d=p?XjX%c4<+z2!@N2M7;nCn?3u309sh#WEs@QXc0){Uwp>J;IN2|S
zEmq}gWDla<f`U+vkXJ*5Ehn7fSyA}w)c<$Q(BTlS&aVNyTZ1YJ+oe+y4E{z$w0M#D
zVG!$eQ1~}Tzr(qvRhOV1moP>uAURoD;<TVeT&-lA)%=zWhutT5@Am+EzRaIlEtWDF
z50KhwX_-wDxA=X}K>G@C$VLaCVUa1q6Y~>G&$w{y8DVRnT11n;lTw*jEJ@i7CGOSg
zTPCfZ8m6mI6Z4U`xGWoVeoaD=%cRF4D)5-lyxrg&@sP+FfViMb#6bbIL0|a=ToV=E
zl->i>7rlHfsO+j_yj1>HGMi>m?LyQZNW%5~;V@H(BW@hkqDE35BT1ELml3Dj-6o?j
zVS_c(=lnE0e4X}Pn~9|tb8qmp+%Bgl3+bAd!nD-P%*33XHO`M&Jg<^aDPmShG<ur7
zw?Dr#BhdO9{RUq>a`B^DF|nJZK=Dg*&VfHG(z_EIu(d6H{E$C?+ua<RzxG4D=;xGh
zHJCg9Iv8Fhuq8a3|GjIr1!k9!wS}`^|4zOD?blsMr;(I8E=G2Mb|7Cr@eOagdW)n0
z#1?-&lna<kJYQrB1X-us=SbYwrjnw_(i8`#MX{aE?EIh$GhpOWRR7wJi2gYpk=~C9
z$O6-KzYO)f>35aOIv6)=DC*^`HoM=`^*yjcz_A81W`V*}E7I>lpb4H7C!X+SJN3|!
zP{B^>1zv411XCnA$)|$${wtexMzpT28Zr!jaCxbF;&+Kt#7DCCTC#VT?z@uvCPJbx
z{s|9|_xho8iUkaTuJ4Qa{FhNVPRHSEfUWw=$+YP4(ghgW3dqB<l5>Sub8pF<GDxM1
zT($;P+nE4NTvlbBH(^+i;rsk4Df%eh(&rdLCElnm`2A`|o13W*V5S*Qwfs#CX6dd7
z(t2r#c=-gT)q^{_n`w{QEma-%4_85wusc<vcvs7nHk@uxqf#=r%U1ni=3vsKeTUQJ
z7+B{O+}D9!PTn(jA587xqESKD`TVXDx{Ib+H14{!)0xAfF+`-YokL};#x}XF0@t&s
zRd6HHQFDJxNoxrPSjC@bWh%OI%MH>^!rN6&52w9rpchr62)E9sPK}mg-AN3oBV#N<
zzpOfHI6m8p3f`jBeeE9$$9JJnR%ocKYDooB;*s+Q0IK4v?18xlk-jGr%2*Mab9lG7
zjWA;_o%e05<1gDhSbtu;g<&MYVi+D&#(Rm;QIyH*ZFt32b0Ho5q+*@vDTwV9kbd%w
ziOeVtQ_47Wo5C%@FIsUSs!bbWohtuo@*)h>x(K{|7SWQsId!UIWR1K#Tx~|t;pUs|
zvvY25w#G*{n;!G>n>avQXQ-I!Drc>Jx)lpFtJY4aA<Z)M#VpJLCNQ|a6py)sa~>_4
z37?OuyPw!X!-S}2E1-@h;1JL(39KJSy)u4J9N9y6mwKLJfGX}c4z~xEWL&?ERU%;n
zbhE3(bpw}#v(g+d?U{by1Bl%V?oWLyi>f$dXXt@6u9zBGA2ymxFo6{z>{Vj7ro_ny
zlQw>F@&76M^c1^aOt<XDsh5&nCqZ43*A!nAxG=_)OlB#n?b73D{r*DmVcUe-z}(>O
z03Gw#2%KWZd2!zJdE8EFlcs=)?~3K_e(_4W<?!Kfr1c>u=1TMI?cBm1&i=NR$>DXu
z&Z9>~lMEL0R<k~E%i?5@CflXXhhA`|+wxg+ASdS5#W;IOFEW(E1oAK;j|oeA_>qY~
zJF=!Ken{v;XJQWx-y#PdiZ(%++W)EXs8P@BtQ5@dvD&jW8j1hZ{k(kI-er&PW2cyU
zB)#YN(%3za?lxd~Enz9gA<<d@A|uQsCL5orKT$LuIFZJ;uKWDae`RQysW&u_u(g|w
z!YHK`O$OvW5=S(vBxYI320FF1U)BM-^kims5Jij%_W%O(NaxomS|1%!a2|;<5A>o$
zXB<6bm6ZRz2|)sno=lnmyeD(u)|KO$nbl@Zlfz1h>EX1ah-m2{Vk|Vk6FoZHp`Z`n
zaK_*+gNbh|CR+XbKD?X<e6DY^0_Ao{pTLW+aq>L;GAa~ZL6&<_Cz-oQx?K+2c`jWz
zfH5C;C=q{{JuVqwJDz6(@m0pjT9|69A3QA{)Rm-oeb@Dt4K8ez(s4QgP%Gbs?sSJs
zE#+Mn!MiWC$50&mY>43!It>PBZHqIqzSz^LO_MC)j%jx)1;dXXZ^4~b83)6ZHhek)
zTDF*Mb}Q3th-<=j_2ztQyll0^tYkXYmVl>to>HzSE;ZVA+5%Mtfwoid5oMo84@EcN
z{p{k)M!^%X*1k6nAl3l)&iUP+o#5^Qp&4@7=kO!aK6d!`q)<wX=Z{Q8b2lEnUSVe9
zLjJzP)kQ~mYb6XWfd%rPj#YO^cY%A&A0%<QNOPNlHG?SGiMp7y-XTYurJ@O+L<{D3
zP0IQ8)oC+w{<9><V6ZZGYp{+9o`UZp@6qgB{$Y^9K1K9L+9P0KIz~{;u^p6WI68eD
zrsgwUb!QQuOk=h;P1IbkhGpGpZ<Qf8gDU#bA0@f!IezMM3hI4QiHO_PV4}jEy->hJ
zj4bqdn^8Hwsvx(ZhE(kkTj$fU)Id#F95EIC?C5^Lc%`Q5r1Nd8TTx)`c?RAcC%s;*
zZ+M0*LL1YfOaQ*Ct4B=kfYks`CR7ucz`Hnr<>i`;`Quq+xyINMIij=ol{Bb&>#JUu
zWy3KMSU}_j*atAVB;|E(czjDSmn_dWhmWredcJbrF55jTXx_KqyK~oI!V5`9#>!Io
z&F0KNNbGU8<P-tyzrP50#xDB;=mkR$i%-MA@BTnR8)+uP)_}TZ&<0I(`hKXF+STg4
zg2$`(fLBcSTD~Mk^Se-*_UY<p>DF*N#X$Z?JoxPMAq_bc#<r=Cdr#0Q{?`fo8E^%{
zs1iKQW~Dt@#OE1YDvR6Lg*~F*;J&`k`sy;d%obXVcTsajr;Ce2DVWvLTc^uj?{#nu
zV}v+x8psWBBADbkdGrjtEsdIrz&n5s*9nb0%!L=YUZh9?Jy^M~V1gv7(&{5$Fh(XG
zY_BPX<|Sy4FD_v3_c1cc$N}&+%4%!BiYGrvPD2<BO3vo@d9~+@VtdP=&0UBys4$rL
zbK<)s=J74QlG<#9X*&V{3vbyF?Zv!!`q2eWV-|6EtUbPt1n&)uCTZIoecK$1pB?vK
zUn}acG#iOg6Lk#3?1%_qb^(%MUp`wM2Ok@O`E$U^ZLR3vxo)0_!d{4O>qH*kK8Cmu
zmeHc9N~f5=k68B^jkXEGDX>KioFql0-X2c5ejT5xW;NG}^uLd7Zqr)X;|=(2PJoet
zPdsFykL1KvU~->OHu_LM#i`Td6g3A)*^^56(Zm6A1VP?<&AdS1nviSSwL(FF!yB$`
zQY{0@uH@ZFsRC~(N6+ChP3{r6JV?;yfW?s5QJ~P~8{s~4q3HIc1K^s*fjZ=<COmLa
z%bt)^LSrm~HN08cpKc1=+}aiOX-Zqr&7V8X9&)~$T><W(&6@Sj%%y~Y6!ZxJzO%s1
z*@pO4JnvhPRb8OgjwH3IN55KqNIAQ%%I88LpW&ZicliH=+Y80cfl=<zst+oyoAX&3
zSAc<k#Nvy=(~L5?l<Lnz^U~GzEwT?`!g<Hu2_Y9xA>opMmkhF1%V>5`&uHJjTKD2+
z^%7K*YEx6*X;?2BU7r(URzGhK#h*3nmj2bNmCk5X_$dgh@H?^_;_>a8UAAI+)pl#x
z+HbQS_pRCgKH6&$ccdDjcIg^g<nrm2Oz})mZ9?uIF=?T9>oe6%K|Z>N4eM$UtY!Xb
zqj^A~^){S9t%!cp=;V8{!1^h4V|Tkak*OA0v8?8fh?)sex9-(Q_;*|8opWHKa0Zjb
zA?a#;Sbkf`5#?#{mMPgsm{%2Rv3SG)urjOGrkfkCj}45^aAY6SwW)7h6ZrYB6Ir~W
zFt%hgA!{XdY@y!|sir>M!P2!G2G7ebnZ0MpRir4wFeLLWLITN8h{&f*3L#1cLeo}B
z+=pxU?9EO;x-;#&2*!CfTKVWP;^l6Gm#)axq4n`F5AJ}>?8(KxqFiKhA8CbM^S_He
zf#<h}Vs-EKrll`<4+PY-P^3y&#rOZ%W0T~9b<09oTzBuz{*8Q+5SP?om@DprlJlwM
zpo7^Oo=$|{F)oi8^{!7In8iAuLCdtfXqiwmCQq9H&c`%JYAdba;4t$*6OvfakZEQW
zO$HXq^CQDhp(3JV4?o92usxKZd=;FK4M{Vyt4&};i0M(<u-hB`;>(_La8WF}k7${9
z@`?xY=Y5Orv{`R#5MO`r!WjvEFwh&c&h>G}Jdj??mLLGP_b}^G#=I&H@QC{rTabtW
zz}0Qi$XxS#5#}IcA0oIJ`T{UfLX0B9_ai@ko}X2>Xv{8~4trp?)`93?1oa9xe)|cG
zzj~>C2yOGVlQq##bwK|fjYHQVOF@*u5rt%UMj+_f9!+Kh+8YdpegL#y??p~d;Vd*7
zD6ro+%YPA-;pi7aq%x>oGP6<jK{%a)k2g__MTSN!OuR^<DOF1>-2LxX4tD2L)yu1E
zBcFFMoBD4ma#~u&uM-oGu%EJxA(Gv3b(Cd48fJl3H*f(}q#75(u->rK*-&|kJ5^h(
z@f(Q`y5-4o0c=YW^w*q#eD*^OZhJ}K!Dt|3aPztc=s$t*>$Vqx*CJ$X%U6wb8eWfP
z+UuZ5u8iW!+JEMr;)<k*6N&3i49*gKWs{J`MC%NJ4aR2Yuq0AfwJs4JubF^h%;yJM
zx(p%qy09}dkggBKwT*mlVv@_Ivy>;-a(bT&rzQ<|j$xU1vWCqSW_4MWyZ{TjfS|l9
zEC|R=b36iQU}k#Dtbs(F`so)Ho|M1%TmDeL%u9MXP{l%EQN>CwbL~YrK(&$dU5zos
z5~?<($TfeC>h};jh@zAn9n|ose9+I&Faf8ZA!*RHB?Yw&g2XvaYZ#c=8Qw}UX$7(}
zU*Cdn7OKzOY&>-sM2?#E{U&q2^9`}2<Uy48k=j(RpOSaWgPxxEw=zV;&5+-mJ%y$$
z&4DqJQ?@WSS5`Jxx7f?#DdaNWnv1eSmy`)8fwS}TPgy8E3iraPsz@NJ61_aOj?nFC
zuS=goL*=Qkek{D`e{{hNmceLmH32g#5n?0IPLq!u!f?gP)ludLzzbvt;oAA`-n2{=
zEkv`S2owt1R$UO9jGZTZ&iFC@p26_JVBn4fIg`RiiNwslcNDx)v?O_6TJ*N#`kfrs
zGf_E+$WQ@Om0@^m3oy_@2#}K&{Y2urR~JlY)p`Go<YSh=uG&~(Wi|O1F8JVR;ca|}
z!6nFQ%%xq*5_)HJA;Xb)LO-w2tW!|IwdFW8d5g;&8ow?D?uKsrQtxdFc^@H%@rTh{
z`L<k)eJdd34?u_{2Abzu$G6(SW>7_qS~vT59cv@<M)iw`9%#!epfc!YHl2=TB4<tk
z2Ac9C&{0NPR{3|UZLGN5Rxo+gMnm~%W1S#M^rXF6>4t3SCq)$^e4+LCx5wsmDqmRN
zx{yTPyid^5m_^6`0QUcdH~vS_20O<;(Di>NsijS9&795uu=W2Xp8Q3=f2H%A7}!9$
zXXwmM{4qAbue`Dh|0o-#ZVk|ciRS}Cd?n|==8U$$EFnj@-mimiCeYtdd}T=!B;vJC
z4p-As<K6hmLd;I07qW`4556f4sTqloN?@_rMd-2A%Muf`XcVP}u0G_GOG)wy+NZq>
zwvq9;zTt<Fd)%gV)T*ue=wQBC+D^V-b-NZRD}S@N=yRs4^s)gjA|}1G!r3v^eIPiu
z>p$H2Y3v+AQmSyfr#aBspoVIKnH4e0%blcO{y9)6thrQvxj3|~fu2<~G(;&Wy3gYr
zMhSI<PNH-ayo@-Si>%BKeuU^`Tgz0xU_}7xA`eb+1Y;3K5W{I>b*unSREL7IkMKf8
z9Q*;LJT<MCC2&NyG`)yNX?!H-xIS<5xOlE}+53JrKk;gBecjuCt0_0C-nmJ^*2+TF
z*=5pG4)LFs>TiV$Ul2GGBmF-X>Yron|Df&v?{b5`!0&(J^8Z>>A*ZS$FRA&j4#r=b
zB>q0|e`8_%b<}_3VKD!_tb&c@kB7nfKkzVE|MJfNWmyH|U&s89JPf9Pi~j#AFZloD
zVf;69_J7;N_^W5~M+W%2iSfsX_?uDj$Da6`LGh<2;%{cf-+Cqf^81ga@u#!mPmjcx
zmGPIphyOM9Pfx_3YyP~(zuFaly9NJM_xa1}{as7=Pj<zBGk^a_e#Ku38~)9&_^P=0
zBToFYd-I=^Gp7GqIr}rEf8FaC{%m&4^nYIP?^{}>r-!%FQs$+`#X_g{`7aZ#c$2Y6
z>#@dmyH<3mWQIt3)@3jwEbDImnjTh2;~s(vQzs<JSx8vsTnki15DCnL0{(PaGK;zn
zix-bMR*z|#IX1}e7U|MtkT-9WNiYO<oPHfv*<Mq=Q_q!~n=OLq1O<Y~VT4O3TrXn7
zz<wIh@{2AdJT0E5Kdk~>_N5?9<OqaM7NaUUjP4Gz&;>c{2#61tY}XqP>K6E3XzqAm
zjnWojAK-JQsGlLeb-=rPJIxXNE%JcBx5Uq3^&7{?%}4w4jVduR_iZ=2ul&_d#CHkS
zq(lhV?QWB$x6nQtUwIwUWNA3L=Z7Be3!Yf6H=5wOr?5P7g^~ZI|H7!kj7HR(%i*5(
z>cVUt<3~`dQzAcVW?@B|*}~!8uRFTaNdr|p`exV_+n~1a<{gcvnJ3Q9-P^;o=B8~K
zkPZaBK^8}a#K@EBoMmSD$i4<Cs}V3f+iRESuyLz<+xv@aM-yA^^6s@GUrBi<J>1DL
zD+pus-eGnF;=w#~(PaH4ENm5pZ+0R*-3$5%w#%DN4fXTtu(9!m^9k)W8e-h3BE&-p
z0yJQ;xiG%~hruw-bC`pMbI(TR5hFQ*KqRpsmVUPFEEkOi6gt^(hn$i~e}%hK6lzP-
zb57SBFGsAaoi)7EG@PQMn2Ig3HB^+z5Tv?wxmEOOBhZpe=B3@aqsciPE*wx<xN7KF
zuDl^>-EF&F;IMb*Qnr2GZOqu+AFA1T0u2YyTY`9=9a_dAXCkgKo_QJ>PqW*u+Z50o
z>l_ES)`y4_R2KJ(SwadR%8aqEMu(wQ3K)0P==?-6kDMk!AYKkVTRVF_pQj~fL2OgX
zr8i~=J-iz)Oi>95n>%L3EHbN#qzo!q6ocV9U*_d;5}CLB9;So92;(V}=$5m!pr5mf
zcXhAdRZXc6QNtBCr+$9Q00I>ClV43wE*4(M@w9|&E?p@r0J!j*Kol^0&?=^RAqBth
zPaGYWrQUJOl+xvzBmP>3EI&x9`6?K!+(ww<gE8pxP8RL4kw?YW`wyf^zg^y;JWyCk
z7oXESXGgz4S~SzDxzD||AHXgV-%iih&J$`Hv<qno6ELEW+Zi)B2bzTxMT}gDRg_N&
z$-fm_=CPIoi3DhIF9vCYy!9^3;v>Uk!$a}N2fl;6&9X}G10oNX4cO3YVH{G?%*K4B
zHe^+{Ko9NA#C)vBh!C`~v|GyzAj?h9g*sTi<@d1-qE4igGr#$!<|v)>Ny>_!^1yp0
z^mc)I!$fcpwL;=-*PEXIbWKTS3XT?KlVj{1=GZ2dE$%Uly|DxgVaSCAvyHG3v^0=0
zP35M@ln6)yncw30jQ{dxmsyEvS60sbMs%=fs&v|NwnRQEpB`p=2tVI$?gGCl1+l&D
z?H{drdKnCLMA~5s#&4WwJO^8CqZ0Dm<j~go;v<JLrI^MCFk{PVrHQgGJ4AMj$+Dt5
zMAnW$aJq?hiz5W{20#hAS~4jbB$1ST%TOq?S0hQ&H7RR+?wV_G>_I1InXN8Y9b13Z
zU3DB<@k+OSyRP<o39#$&beJp>`TijywBQty|DAaEY6?Ci4esL&qH#O%scV3*^>V%}
zqkW<HqVtlg+|fyuXW-}!D4*$!2x}p7<HvZobZ^VV1;ZmPTM7=CS85(4(RpyPxstI$
zvHq;p4^U94pq_F_#?69XuT;kGtr9ipN8K{3jQ4)1$dV;KvO_O}B*<e>U6MMj#C0yV
zwHb6JRV<r%UBrFv1irBwVxrw4MUkEe62Tx_Af5y8fsy(wHH7MN5)8C%T33RKQJY*I
z@z<8zol&d-)P*_DC`e92GHo)#B1#msYbwd}9>>SzQPj(ZBlcyADeQ4HmP^nQ_etnR
zankywpJf7RxUOSUtKBy+qwET{_9<;nqrj-E^X>Ofv+a$~PG^g)!+GmvAL6>+VfCHY
zqN_NucL!rEp8Ep2`SHaIkCTO;?oZitI)V4+U>Z=s@Y=(nMg2Vi)ZF|IQo3pz^0+o5
zC!>VB$8B>XnHFAi!#b@#oWFFqN=al2GGP$X=FXhUv^G?9R3}Qvzbqx*Zz`ow9VHkV
zRqA1&A|1LLI5OX!O6)aUWJE~$uatq9Za#3QH}R2M%j??Del&VW0Wcu<1lOpn{$vdz
zPi8?FoOg~2SaWnk9Ejd{PCrz67^hm`rVTsA(_wpge?6dGbt<|HNNEJwSrG}6vZ4ql
zA4RR`{hV<ywsDaZ@KH6`zCrcdyP|``@$)lNc_q4(TfXKio?5H5-1oWFiTA|;Y{3S}
zqWFOtZdjx}>4aUKRXhVw-bdy!e#_Zm8IC!U55=>Shf)x)QG|a5q4vtw$BNzs<Qs0Z
zqMtbWyN;Xi6K(U>gx8nyL+CAqZG+wWiGCsuonR&N5{T|sv#RoU*T_t)bN6(cu4wD}
z?fY-;^?LzGv)aEZf{j&n-khn!5iWl<i`z=c!bPZ4Phz@6O76$vn`JwJL?IvEX+8Ct
z7g4!UrtBS<LgA}gHtZSn#DS3jTUJz=&chQIoVwolEv%`Ml0+Y?BGS;6>r2;+MEX;V
z<1RCjr>Jn<>`jk~HB!@OO(!;0l~rlrj6gfvTA^NQ>3n{qN0PEN9%aR$P1w-A%s1KZ
zW^lZ+HErEIuW?0S!&)73Q5_nW!Fo7FNS)p?Nr$X+07K*YQt~u&8q-!dTH#WZJ#fMZ
z`aZ!8rbFh;@Ww4EGK2ew!N{6!pJOCo7?=2Jy?=P7=_u$5NYh@WF{Uqw&L({y^(5Jc
zruhz{a78>|5NfKRV)w1I?AQ1`>!I}2n+$b(Vvv(#;Dj`6IT{ys08q!$F^TUb;$>8d
zXUBzk074k%jA4tmQN3i$5oLl-&X#Fk1%OblB%z@kK7jL?#PrNi$xj_kzzqm8eW_lm
z0CaE%k6H5(r=NwtG`pQlfPb9UYKzgBQZ?~s=Z<BZ!q%g#lu}ogI*qjt$<d~{|9VFj
zGx1V6-bu4wu__x45Myn>HvNd!qgm->e-zxeSNlrV5EDaz65HR2`1PQ<bZmt6K<8{&
z<$5uS8Om#B+l_Cle&ls;-A>-Bj(Ubgb-7d1>HhrI2pGrLov{ujaRF>tCfHN(QPf{P
zkAHqdHS4Ri_^BsArWP;gi}490oDqp5JIuDLL$w)gIU}}na((i9!PtcbwLE`euj-eN
ziLnueEsd70=-^x1o3LtqgSi}H2a}y0?#j>Twz_LeBHZa6IGT;3<!b!3z1Mx=z(ltM
z;9%u~WNWBaPo4gK!F1`b9SoTjP#@`(`a!&mVxgey(ROr1!On2;M6*{DQAK3b+_Fr5
z>)ulodasw9uB>=I_;*z~#gSx$aS1EgPnz1a(y@w8<=1!KMRWj4^fEi8j8EMFO7tP0
zX6{@`UAZFa9#4D4X*pX!8cSGPF1E(ofm+OcDyYqNF3krXRLwS;8dDYhxtrDB@axYt
z2P7_c7ej3q-lj(QZ6@xzYaQpj?IzDbz~7u$&+HhKE6vAS?X;BKTJGH?P1Nk)GuJ|0
zcoM$;$i7_Im1?&s&pVB_nw%oHvyU1A^9D!x<Cpya#DeLiS0K+oKXpK$>+N`g;009I
zh^dvuSH~wZ2Ery|Nd1;CNwP2k!X0rIPYy!tsUL!ePP;}8$WjCZhyaf8<Y?N1!TyTs
zyE5-~xjpD1c5y7_1NF!!Znwvp!Vzn_*p%YS@Yw_M0EFQH6fy~Br%^+6D^A+7=F=^s
ze4*^tnXX#AjiRGoIoV^7$nrzv7dm528VzQ*U{f66t}^}zg0=WdoTHGxi488jepUe&
z!xoqIK8}Ecjnt%6Q;mS7(Atar<KzQ&)q&_*-n|nx3{Kn(UG^s@r@OuX8=YwasTr^2
z&H%tFej}?%qZyp>?BeWxA(o^CtZuAC3)HP+q_=jb)?{h3^4H{#I276QMqpkiUK0lk
z3_7YY#T#gp4TQZZGzbpI5T-$dstY?K=LUGRP*|>vmmvgg(Kf6CnQSm#sy(uwa+yuQ
z=xE&ZH)iX0zc%t{2+}9lOk0dAIPS6?-}^WTVQKy%0D=nl5m<T*@vQx}CNVIp;_YjZ
zi^TW*oq|m9P{~oFkfqdpcX-5wWI#x6ljWhZ^DU1>jxjr&;DMwItg{xKNs4*Y-7~5d
znc~~JQ9CXl*!D?95C|wG4TWo;CIzwg`)(}XVCNHEN!IU`92$IJ9ez2eW_lZ>T}$rZ
zCWDA@eu%F09jMk2+wb^r0w{NkSo})#z+3zUWwW>;ePuw@?X?2fb>EY-UvG4n{Pvwv
zf_DpC4DrS@DJ|ozK$yrX=~`O*SM_!3P7U1KBzsFYk=DQ}-1)oL7$3~y0+iQ{Et=v~
z`y7EW)Xr29T<Ro~7O|bF9kCrU>@ys$E;(trOtI^y0&rrmm6+0P`U8Fl+23)9Vk5^$
z!KDVJmNJWp_HWmS{Z`dUbSrZ!iS-9X%0(KF>mHA*CNl`>-WwkkoI0rXwDy-OBIX8~
zin24fkI=ZQcRJ2R^HO{7vsd?$__^Hbj6JP&>pnEt7Xm$6L=y{t*5z&nI^uq#M>;B%
zVq-H)gI9*_X|2E2UzB$5W`3|y_sjE`$gc0?6K3xh08Iut^~**4c>*HsLWX2BiW5|@
zkZn0*1rkWHrFw&qi|{~cMLmrS!kwf&ro=hS`fd}MU{n97gJWe=PMb{Ng({ZWb+wK8
zW?kN%NVI+;582YGa<H7$5xQ0R>QA{?ig}scA+BBQXMu&~Ro1o+16w7}KK|wMcqw$+
zjS&-oWJ&=7XKm|cU2YBOMGyz^xm=9->BY2t7A#Bi7OdOjWM?o3jwG6e#^0<KyKmdG
z<0Wu%$Fe73vMH<7(6`m&+G5=H6l!+iSKc~K)Zg;w9~C7mt2!Cej!_PT?@=QeBeZ`R
zV*D7vpN36l^iG=B9Veth^(RB<wc%V3LjC{*C*Hh#rkpm>oRB8l0)!xv(TnUJUcGoP
zKW&%`nV>35nYu<$I**t6!J<Uv-MJygX7gc7U=ncaBt5a|hDL`;o!urmJ`C}|mRud4
z+|Si9QGTMRiDuTg(Qqf$a%;sM?d9A07|;YafpsEhQ8HdAsiz|~nZoz{8}Fzs9Zye3
zzWGHfeJHki{Q8~;jIjpOSRcSR2NQ=k_Qq_(OQ1BixyWn-xh-*3+|&hxz(!#&?^EY9
zD*NGC?5+R!@ioY|b$Ii1bDMAH5Tt8N@2uF@&nAL2us$$Zd&#hawS?r-lFlkTXJFM)
zgPDXW<yXyAcGzoo`x<~21AM#3ZL;xjjmNF&$U4*K>FxVF|Fq?+CjxC9dYHuSRm-}G
z?k!W4^rk*r-UL)|Bxg!$*o@k@>!qfYl`PW^OtiR520er$5B=+CyD8BKkA0Pci~}gM
zP5-V!W)_TUsrM}3G?7zu8K6o{lFgbMZp8_0G%A3MqFs7OMr9Hr3=A+n$asTaLD&S`
zh!ZP_HAVgWFtklHWd>nXIA_HooO<HDwEVa{XDHw~YCG7$Hn@F*0A3Rz;;hg@hnx^e
z>!`DLhHp;PRM_mbBs`cljp#&?ghhiYdB}d!a(*kaa(J>B+`qW9M^V;;P^g<)3{A=@
z!&g2;I}0vv`Gh!~MeAu&Y~ldpVrF?I??-j_YvRjFwR>Qey&DMf<V)(g$pm9|`CXJX
ze}`ED=_gB*U8|QbKnoZ4S{7g|oh>4i?V*fMBQ^*Y&6jx4@DXOm$&Hj^lfLoBNzg9k
z1)oEs+jQI1i~=5meL`xzyWYooc`wsaKlwClqUo>h0}pMs{VE2(-?GNCODK1cHE|`8
z1KtBsMH%Gd^gFEGb^E~o7!s^lJlmD6{Jn7F0g`}$@~kzM1<NkC>STR@{6f_&iaP&t
zlS5B?hFaq3c@S$@w1~ivic+$sFTYHhs9q`zB_M!Oq|3B$e<Mj^Cn>5%O$x9m{*%Gr
z*js}BD03h%O5;u~pvR~@%WLemjIyhU#O}BJo6H*pFU!@Qd0&f^Y;7^^`!KNzu9=l$
z0P!2dB5_WpVdzF7lkm;mg6GcMZlyCk$+@$CJQQXTain4J+MVRPBw#8iptdfS%4`xy
zI%JWs1PCB>;13Bb0#8A%#AZm>z?vT-tUNrkh^S$x?h1hK_H>tPr?1z#ZQZye1MCLB
zylvsR2>KBWRg_t`B(d@BK8R`kkRt_KMT-}Xm@$BC-4oz_S~_a@x|a3SGnz)_9>wcB
z^kzd5DET+JV;TKRNb$?q@(F|X)(BEk^fKj`&zzY+`^Bkh(n+bPD)mKpk(6e;>rqT<
zR4YgQ56swAbC?OD3j*5P<FwEX<P<EX!U{&HlkcciX9045)vvxer-8|%;paJ%jv7O}
z`gCTM7xGG&0(1u{KYNo5<fxBFDJ!cgkM40&7vpLQJGFDDYJr(H66v=#*dgPik2s>k
za5i1ce-s;YcI42fEgKw+lpiLsHi(wbm7I^>cI5&G+=B+hkKXhG+Ii!Cbn;H=8CF+N
z(NbYUd3$8Q57;z<ZUiEA(Rmp_eKbw!CDn}1J~4W-EyF>Neya>TYZaK{^60%~b;c>J
z)#PUcZv}+~9*5h~cuH}`?vGn)>ALKV=+NQSTiW=B_VVC%fVjJ-$M-U^IMMZS6j@sO
z`PN6rX7@fJ=4Zlt3wgXw6wEvv@-i^Zz9Iv`l}t+12#Lk8_RAWWwN=PZSPt7W+czjH
zxzr&QYALYah3H(OXq)1|mKeDkGR<>;ew~VG!?n|W?HUMzcuNfeJpuetzXzyL)Rz9`
zC=`4*)M0<u&!cQtaUpqbcP-2P69>tQllQiRmbZQ@d`j-JqrUPbvP*yAEX~Vcf-^BN
zITF^&+MTMuwm@XF5N}p#o`yz^E<6VJ^d7FRJ)PoQLPWZU!nng!!6NMEgrib*{HQ_g
z?2p9D#Z;8AFlYI!X<fFu+F8erS<9~zDy_EjSGS?hdqUsS4Ydo4X6KW6v+G8i$o4zy
zS0gtO+x}<yi5I(y_Qww_HJ{r>`Yh3a;$0-UI$`A2D%CZZHx~i{CctZn5HM3YwiT=W
zEHKTiJ5y)wE~m=~DW8PQ=jY4>pA^-z^Kr6+Qaaw3hW>$(cO)~v=g?2%%e-s5xD?_F
zEt&)J0Dch29C*oipw=nJr}RC<7kFRhC|7<mXKcPff^8;?N4Bl~94MaUy^!#%p3$dt
z`n6iD(;hC3BcK-_$m}tN81teb2!+wuXOo|x^xT45L<L4jBWijww*5lD)H6Y$PSyQ1
zp*L02pvFVduOl(R*^q#EkAiRbIr)aWif~Owt<LzSWB0<PLo4+`NEi)@@sUdg@ilgp
zdJT4!Z0BoX^aKb2$G#zwXn;y$%iy5&E-%5QV`_`!kjq?By&Do>Q$xJ5Z*r(#|C3x7
z*b(ZV`#wZI<z*X2_nNZ~8<W<F1Weco){tuk$p}P}ETh-Q;{nzV*^@Oz`4Y}pbgEO3
zNx~TbB9HT3?z!5NH8ZV?z+o57U~W&}4zNeOUO^n>*{63iyy1ck(Ph#Cd*8jXO38}2
zgV(S3!=(~L&usdn%KC|M#o|Wi=Zj(B3{6L_GhR3ph|(A~YKHb8I!V4&kOOy?;`=U{
z=L$}qM(nG{G#@6tK~oP>ze~iz2VlL6JC<+p0hh{?c`U~ILqM7v=reG0+}gJz^S#si
zrriy!T_1;D9lO5@LE`Fy;!c9=?EO%ycg)CeeN~9djIYag{9-`j$9pQ26H&kmD5`ad
z$)2at#)$cvFbpdzz1c>Eiu-#l!*1tNimD}wt!D90`e@B+6KZy49B0EbWmA4;eRF70
zwsevHt`fCRzz<8AB*zG7?olgJFHD1?0Rmkctdvp|f3~5VLY0K9Osi5`CdZPu6A75x
zUfc?l8zK4fH24U$)nCnc*`aZ>&x7P?CP31S;JUnTB%@^-i)PE08zSB{zU*&@6MF(t
zHDcqZFJf=65WO#~xwdR%1=rEx7SnuMoDdWXM<?!~skb<*x73h7A(iE^Wd=?(0KKF<
z4ta@-1YXSG@kS9fMO}TivdCUsQb*Bcamhz=^d@oRtqJ?HLO<HO+&eY{j(jMwE%DCQ
z8z2F79TbttM!}h47|fZC)88EWL{NBuUz)aAxk8crJE;j5c_31ze71s~vQhymKscmj
zgQ{#_SRb}i+2mQ+T|H+(u{i+R1Y!%+Sgqg`5$&@;QLE=-K4S_LbJ@wU!E`;Pyw1cp
zM350eP982>G83L<Hy}w7`~cqS{Z8c55?^f7mfMw{>OkmoQ|B4kYV+qH(Jb#_A1@hy
z)}DEmI-%S!<HaJdHm{&;T;!e(p_Z^G$=(}n3(NzuKa&D^s!)zP<3S<hPY9T|R(h>r
zKHad;X2y$Dx@3nb>=fhJ=XjMXUX~M7tNpxD7zmV7a+A$5fECI%<oJrCg<An%aKGTg
zkZsq%u3^1{ZAHh9pOguLlOWi6iRm%K4*o|*j8mP8q_fC(Kd@T%o}vLGo~N(fANl%$
zhYWC(YGOF20qIt$s?bx;lYdyE;X0i;##NSjDUM_&cc3~JyHqE^lwN@Wx<USw8_>0T
zAuT2>!S9QR^q2TXzSKNoEa;;_q=Br#Om(W`I@^<M$80Hf?wG;i<qiIWVs6+U<TW1g
zWI^%M20Sg`2JGYE*7A5dKB0|92~<hW*UZgJ*2&LCM6Q{iw-O~ZTb=Lj_jO32mmE&E
z{g3R}$81mgrT4bO1)6eK<9U|_%!5me3W|%=GtKAo(oE#XP&~u>rtYlbo{z&_Rt5C2
z<s^Y#3@IjYRZ$Hv3A5~`!_>1MrOw>sBB#t$9n_h_vz5oh6QHnUvsWSYZF6u1Gk5j9
z^)Jk2vVCq`aO`1ypo4lto$bXZH!dukP^1cDMNYqt>)Exms&JMr79G{oz;?a0gPM$7
z>zzfg0}N0Tqel@78G~J#Won=*Ju@|`mn<B#(pYRdwXKq^dO!=kW)H_|HDc!Ww=!?I
zJu07vGh(?NsTR_2hi=^V=ic6cd_FKaXp@Wx<)rEk_Mw%lAJvB{+ba9Z2E@r)3IL!T
z@Mldn8@;?d{n?N(n^Z1Ma3yZ!AA%!a((+GCva#YnJ3(Z#J6Zty4FPKF!ch6C8;A+4
zfu<On&7r2JHaYX?sTL%k*vex*&i0*nlq*$Ba)~!z`!X356e|_YnVsoFKAVX4MkgmH
z9a*_{zi+*E+FTxK{m}h+Xu+^sygN2Nk=33Tb+J)MQK0rx1cvsQTrg%@FJjG%I2yFO
zIGcoRci=vnis5c9q*<>>%QR-9DGLBj(sZ#EV;>A0ai1nrWJ_baU`QieqKz~j1Psm?
zP`?4AiKN`>e2ki#Bd>T?WP4(u3f|owGg_LiB(ve}^%?8%mhv=*^;soThrupeQ)rIY
zbGh@n!}UCUSUs!O4&AqpDI?-;;MyMfz5(j3M6|4fMhWb_-kd3oG>c*m4+COeZq{NJ
z6uNlT%nf@h8|k#(vNn=?z{}>^M&-@ugq}(&-M<%IWa=L@qZyIU_`>(O3JR^*e3UBU
z4|d!Ha<&BW)b)zH`BaA&#iJz+QTXIVP3rMOgh2b6X}9|GDJe?d&S>`~d3`-Om!pSw
zMuu^>E7q^xS;f-iN4nC>2_eV&g1ee$1Iq&IJk}@sNBR%DY8ndd*Kr;<-i`DG?rjqQ
zL|P^$BKxF(YcsMk>^Fgl`<+yb=KNF)KoYOvY0+a1!WBo>EMQ}NU`Tm<lKwi&Fs6F{
zwR`;}m~J`baT@{EFrG626{R1*g}Kg&0U1}gY@@=siJ+}VA{^vs(*nFV0x%k35pj6m
zZtVcoE|Lfzc#nP8Kvf5#E`-ewkX2h<V(ElF_2@))t_fcNJyA1-?f7loep%qP!ux>h
zw0?ys+>v_1;Rsjf4o&BN8m!*ZPw^;Tke|H2{=S+6*u4}i-s*tw_O8xLaz{E-$HVV^
zondb08qM6-jhzz1+jTl}346L6<aLBuv_HF)enRlXwDEr(v-gWqiQ~%;6$f4w?i3O-
z=R2#3^$!)T?rTHKQ*!6f3@4pNr~neM{cYpqam-zh76&1?t7o(A77w5}_4ZA*9S<iU
z2_|>KoWoLzHJeEK08WAI?7-`Yr1YZuOnrsPIk;UEg{?CjH@FM*ip?MF>ir1Ble3f7
z7n>(Uh&{MyCp$pc=1|BOaCZDH+%FNEKOI1$LeSt&Y`!0>UtY~j>@~h|U`7NQZQL$%
z3CRL3H0^+O5-|w&-sNi{Rg%8#lMH<1^#-nE+qou_&7Ie$!vZw}G)R`ljk(7lML`K>
z*=JK7oJTt7$`LCLk7oIn9DPcP=#7J_Y_GlcYx^j&EuHg-9JL%+@eBydU7N~LH=oGs
z7z9x5ISg#r-ZU3EJnqO2<5}J~w-~Awz5!88c@zesLfNuK*?&JfP19yrKZF|S)moAX
zc}dgntg~Fuo>~`BF#zN&R}@l(ZBef>+oPVe=~fKc3$dI8f|~ucG-&Qx;)jo_vyNfu
z*!)}PJ17l9X0e2&pi?1*(XSSU7Un{$Fd7^j`%Ic<W)FK!{_+>^G{7nT&xlF%^U&G^
zW@e5SHq)zt8*Z7}_Vcc$zDaN+(5xc)@gY+io3`hyMXl<7241bJ=C3xZ8l0&GIos-E
zxy9jM-{la;LIT<o5)5LgxL4R#_;{FVM|Y996U<oBMt&g3ql<7E%-@Yufn(QR^;G?w
zZh~7PX2Y_zicUqPyNvpAR%4~ZH{b0yy<6qj469S;ljm2B0Z8DF&9BsyZu8b%AEqim
zz*^hPq~MyX65}L(_u6V$5Zj=gW>f22lN`R1oZk1!-952Ll9|9j+h)>@41|ey6f08!
z<e@pGzKv+uI)!aJRWP$v_TVPrqf=9s96+EJ^$4V)Kd%PvUr<Ak5U4!ulkBeT(hc1X
zmS4UKJXhl(m?f`w<9Eu*CA~#S9VX%px!B}3*iSkf_AY_@eG>K6K-dqj#=JzrP;dMa
zBRrKSn(cWc`5UI@ECs9tTx9Cup#0{^Udd0s`TmVFD47QqlH~4#8|n-0SRf{~$>bJn
zI*@KQ7na(|#TI<EjcMb<?zEqEQw#uUje`rv_Cx)&`t~WsPBoE`nDXS8Q0<d69Soue
zjc$#!*Y&g)7ZsAU#53JRyT63=(g){`#ifA>(Ugp-v@`n!+H&#%zE#m1b4R<_$Bxu}
zivz)LRvr^>sGVF0$1!hYqb5o|go0%yd9A&%Nw|^DI1n{8OQ<CrXJXs2cWXgbGXM-Q
zRl6CW7wiecOtr~d(TB{5>1I~^mS31T(q2BtbaZ@E;WW^1PPT?c6f3+>%s`w*=CR<b
zbxhR{#7Mx#JcWwRU}TWJTizedBDJ4BFuateWty&&03~-CFTvVE#z7F6)YOlFY*0J8
z6<42qTt~JJFA0N5b9}p}p<vwF9#eW=P;8<<TUSsgdjgBPr#s~OKucsfP<bBx9aMiD
zbIS9obHGfb-A=;o(8Hg;%I7@u5I-YhZE4ws6?&C(stp0DP_x%kgM_MCJz!!U4D|c_
zrh~4qxuE5K0aR(bCniy;EQ40)%!x&O39{)a#Joc|r$U(#n*B&8oH@(`*B+++TT8Lk
zZ(}{Q1P5c#h;F_Z136&%p*ee0<W$n48yMEX`7BXYJmdQw;f|<<F#*P!Z)m92*(icp
za_8TX{Pjn!uK5<U_>LErd?GR+xo;=;LfNvJF4vz(-83Fx4E00Df#44!d!UIf&Qsk?
zKl*iKce=FHARk!`yD<C!6^RO<<0gexQ%m}ww>jV}*b0cwn)c&5p)G)Bv-WPy9mk39
zy5Od0M#$24r$!vgk<X9p;tb=I<1RvdrM91i3Af3Kp+<oA5ejOJTcIqN3gqx7<Q}pE
zjU}oML6^k<JrN_H6yC%bv$+Lm<#BuxJLNVH7q3h^C5qx{k_Pq)Z)BfwpC!Jl)#{{{
zx95z?^OU_*a#nos8!cMTz6swJvZ}2W`N+JcR!KK0KZ?CWy(_$TLD+<d_E8uW3AZ3+
zgcJG~xVvgYA2nhTXo}nTXNR-r6s*I(Suig>AKF*lZuUJ-o^CrH2JrDb6d!&FvuShL
zN4I;zX19jmEG6r$*+)BOGy4cC<As`Ke7<;9-{x;FaeZFB!W>@uV!4+2MGkC+R8DSc
zLvrbL+|*HZbqWqp1w>pW)%<?OWX%V&7RFg7wmh*I+JAxP`jC4E$EluFFr=cc#kl~E
z8y+XI_7O0G1wN_C>I3NjO9Ha$PIkhZ=PIrh(3UaF=nbucAArxtll4Y_l|OjFf9dH5
zuZ3rS2Y=#`>Rx#ryu#wz$mytt@9Nxj@w^s$3RS3f+5>XcA@8(52Eu8fcL+GrbLtd*
zs|MA>@;x87O3~Y$;=6QdEs8A8pCg(>o@>8*4YyFz{fdNX(~armzIHq_vE3<LmJ<FH
zy!viMH*Hbz&1Xt91G%;oJ$!(6U?WoDGj$8Y@#cB?c5n9fl1J{XIH-6e{P3#KY||@w
ze8z}}a)5IlaJDjt<~R;|7J?Y=xE5d2{?2{#`p52F`cV6%Sf8%hHPH@HFis*)UD5Xy
z&zsm|m~A_D(~OsVvlv}&$$|W15`*iK1wgiF-U`3vPy4HF9C$sipG#eVEavD|!e|~x
zaZArz@fe5u6x!V1GnGCl7`YpaB65g&5tk504_t6+i@)oHM#3kEgnGim;^hs1*M8*O
z=6vFRgNG`ru}3U7sI^pv2?q+AKeVp8@<>L^59ILHFJ5Z#)6I0+-0(cy&~cgMxi!ro
zb2TzZu~NIH)qDfks6~$CN=myTuQ5P3wn8pYw!ReqIs@1PTqOVwc@WT|E4XD+t9i?q
z!%Ak%n@dF1UBPjvf=FRc>8r!aDpE88kF@|-ljJI@-60XnRFb>)$Ot??9L?Ne=C*Fx
zwx~d=Gw5wB>GQC;9ycVUrLBgFjI49&yA-|Ne|Gm}|Gk14!=694OyIif!GD9Qt`4He
zRKR55&EZWWP1?JxX?aYq?-MFtb_t-q5rF8*c`x8o?HigkclwnS`(p5p_-^tZrHdQf
zYURlpbwwB~r^ygod_BMNK*FncTJH@Om&Mr19r8HvE2XBbxtWV}4NVB=_ZZidp?9;@
zW3EsMLkEj$YXQ?@%EkgFmVeYRBXS(#?3AX0(bCcK(Q<RF4tpww2=C@HI(K2<JP_ow
zDcv~KG8-o=Yg$DBqCDnpw3OTCQ3*4GR6b%mKoKsEkahP@JCs<$2Y<w~@AOEq1mtxB
z`5pPQ>4k3HPWvTynlKn3ID?|d&=?JmRl-MI06XzN7ylEt`cK*64D|Gj41XtAng2OG
z{BMXc^PkA<|6wS6f=p~WJp%vb8x&qs=r?!&xFo^?%g1;jzWI7S0P6&iRRG6fg3r!=
zyZWSvL~-~j_ct)P4^M9{*<H(<YzNoknlyt9Z<wWLR2_OB_E;s;fv1^D$>U9(R+6!%
zy}9?+kTD0$gRh#J=W3hl*1<N9my<(Y?~y2m=h!15?BY6)ms`)Bh2utQylteS1r&`n
zOuP`AHoM<99c>^9#e0YOn~OvDAMJ(jkxxE)fj|0_iCR`dPiI>Y+K#b*3Dxpca=@(3
znHt=DR;qc;zVvjsF??U6X(vz1lOdjlRu=rGOtN~Oi;0<ogOWq~!`*yJ6TE|;WnMtD
znoMqLr$kpUOB@<>SU@N*UR;Y`So1zVYrrn_$3XR-F)Clr@D3Te#{C@B6AMtO9&jn%
zh3dO&+=~Uz8zsq`Wpsb_tj-lOC*6|@JA^L_5As{EFO;ufitsyo!`70#+!a+R*~_~p
zM3<ynPjw!0o-by&UL~0l-`536nmAn{S&+Wp^eX!8$c}+dWqh>vht_>2!`lX$qs1{N
znXzI^(TlG*y2jeMf6ZRfje_2_|A)KcFU$PDz;k9swtw6c|D1~bKcJbV<;B#6m8qmH
z3{4yjoGt8ZW$bM2{taaQ$J6+Kp8u~AW=7^eQSe__EIm6u`xi_6-{i=D4f$7m`Rm%h
zJn)Yg`M(YM@9Aa6FYNT+lERt)go6Kj%KpD%w_gnMAIAI7l>PPd{3AvFe?Le6m%(M`
zzk=ES1TM4wWuE`c_5Xi={uPn_&outOuGN1+r2qGe^nXG}|K(Qs_w@O{?6m(vM>GE?
zy@UC`);s=%j{e%n8UKZjp78W?M^S0K+-N9oJ)K$5Sy-rc*8P3V4dE<)gdm6?j0AK8
zCCU$@FAba-=iD8)oeB_`AJ!fv4znd31P5+59neiK%FiFg83W(R5g4;OKJ(*AUv}JJ
zlHM0HVN^pU6Cf+qtLrw??_#2;)$+1z)vK~$>7`OEfL<_6ObbDvvyck4x_|1eI6{7w
z9{qQ%^SPy-(#7pk?kAyObBpEvuWx!b&sJoDofh_fhrjk=RY*dwT$_CXbNizgk|K$m
zO$4CUyFiSL$_%<+7~9YYx<Fq_7pPRL{d{BhQ>Lc^K0fwcq|k^cF%E7%!CorA-b_z|
zuYZp)5h<Y4ZeNa4t;&Ml2l_n}!SF%^rEFI7i1GkI-bz$=L9pw)w4FgRMX`C}Z;w(h
zlz3Vfy^~1=<F1T@ly?>86D^UQ*Uo9p@x{xJTe2eQU<LQB2n$FjjDg(OdFDt8S%G!c
z6zW-!g_RPLs+yDn#zo~w8OerSWl>SzYUhr&Q$;nslzC8SXC1mT*U$po7Jv^&UFjJ3
zA*E*QDeI=G^p&b{E#(Kw8^Ujk*MyhdU#8K=GAJD{svmt8<xl{37Zbiz)%x_$=3Ka&
z*SM&JDTTSo%#WSOxx*_rvj*LB8FN3gyoLrJpVh-`znBCF*d;xyDJ#7l5N@=Bpqa9-
zGYJr#D8`wg6Po}O$^|`R#Q6A9VZ9&vh>{?YQ*v!rOh@>0iQAro9@A^an@Nbc7s%8f
zUqP(<($v3dF(yk(m6Ks*Flcoy&pPK9Xzl^bTr*iR7dkIa>2GXe&uE8JIhw|)HM#<%
z>aN@H_k-;~2KOyBL>)uu`m%q-BdQP6p`dD_MnET^y`a9J6(xe=%K9!p)_iU!h62-!
z&~&2uNl8j=+20s!8hkz07a;7?e}FiIJ(Mw|J+wZ=J+w2)G08F2GTAcaF*%?yrr_bL
zYl{TtupccuHAv*Jam3I<kg|q>9u7=FTHKcul~6Nh098;>9WmSHX8mR{5Ky_s=KXZi
zt|XOzM`Wd1t<`*f?W5J@X{K@bbh%hbqet)ZQBtubq!Nn<2lwf@a>C(6y2-&!<>mIf
zQx8<2pw$;vJNGb18iyQrLN$SWaV2aSSUO=~F4)&}(*%;NCSxvgr*?^z8*rWw<mACt
zTJd-MBFX(Sw4-txor27IhB$3r<P)LGj0Zy&1vu<Aa7VYKZ`HRjF^_x&TZmLx(eb;t
z&gv|m)@`$qi5@%Mwlbdpo$SxAnowyk+?BUxVS<NzIaWK)#TcgsUT)3Tqo-1}sm?$c
zoD%RnF8&nI#A;4=C7iZkQ5Td@r61N{EDu@*r#iWvRnz2&zj1&Zos=2GsK52?NIHB4
zzNFcEXjaW-r%++7hIvgrbU8jyyS%QLGmqx1Y8pjjK+N#qCkWRo;#i>K=%(pEs%9}W
zR$jYO^+dnXLXIFO2Iq{RDl_&wI8R%R@(WOsL8@NDxdhychnyRuJ=`@5`GiCSh-Qw<
zZe*-yNyD5vOak{wV6wwQlM4Jly?u39lv~#~V1P6dBAtTdbPys)N=t`yx0Hl55`wgp
zgh&gBG^mt<FiJ=ZNQejwAtF*z-;L*-=Q+-t_xYappLecnE|@iYuf5jVYpuQa+`oI>
zS`@D_tOeyHo^4-JEDPe)#&+1mHYpoEFMrGxb(OlKm_PZ7!ien(Bd>>p>CM0ySE<z?
zC{yA46@Rs3!%cZhf3j+exvRQD`bSnH@yl6MhCN=Rye=(qP|M=`+o!3W>tc+bkYPg2
zxAH_jm|>OCHdN!1d9MC4hU$IM_k7A-OY+hPrQ$R%KF+2Tn<akbCTf#w=NurjuVzF%
z_ww6Cgne_ay=#D6z)sK6DPn&k&rc@4Yj^aHbIB*ZU9Hr;>RJTVAiA_n^ikgYA^b|n
z_s58by#n9p#%$^g#t~4moApta;JX)TtwkR58^5}A10nj@SnZi>B9!Kd<|Csub>16l
zg8fxCXSqjh2t67SWU=SX3XEq(61-NvevKg<k92(tB9Lc?-dbS3-7Qo#(-EgHYO}qH
zG~2W(bJ--D8YD6f8?&5n^0=O%Qe=;kGVXq6^I@<MB9Zny=Cbuy$b-y<%*D;kyACXQ
zuT(zJfh*-!zWFT&x=S@@8aO-5jv9@|P>jOs;e&?06}O!aCc@3lwp0SiS(`qbTREGY
z1134MJFM-jbE?JfbbK54gxipqu*k4}S~JYEvh)!s==(|+X1}iP(0-V&u1>0FvQe?R
zSxX`?^l8^;LQ!bC-@N>Y!{dhvNgw7P84TM!He@xAH%PjbU<o04yRAsDk@r-2{SAov
zsW@*1Z3+kR5AETtVM~IS#J*<<O}rpB5nh?uPS4TVy>XK)V{~H-U1@@Z8uyLI*MGcg
z_z>tfotqP|P5)9uT*7a;R%uvmdqC2eDiK=e6X9K5-+E`V{Dr`_#LN9Oq*MPq!DN|M
zm`S7oOYO^_$IV|Zx~v2_`F%g`_#wdLHDoz#cYI*vREZsqX09*(>_7*SCBVjO&<|UI
z;aIn2P7_-&u^B0Z*p&9#jZ(fvIaA}CER7?z>CqSU*V%|vi%)5e^zLuNk?WJKJC5I?
zZs}Fdq1MVugRslb{p!kAM3o6I!&wHW$6#xcr(XBnNd7iy#Zc}VlwqVIbSYeD(ClSG
zKBEcmf_z^p-F$yewyB0pGrZo)`{+ZGf!N`x&vit1LYs)z`SO_Hyh`pyB#Yji$je!U
z0~1dq9;{;AIW64pS6N3%E2}}eTPw+)<#&N<zp7336zq8QlUDEC4G;`y=)N+Z5CEx7
zUo|!UV)7+VW3M9o@=qH^y=xH(JJa*4iOH_-FgaOXbb8H42erg80zJ2T4Lp%rQq_$<
zR@((ihL&qoTajw}hq>VwTzuM|5t`XhF40D6kGMEkt=JDMe&TowO6Ev@-SzVBC!wFu
zJ=9?5b}uEql;)ulmY-Mc3ZY_MYxO%oJsoI{U>ezB{=pz*l9ooRsy7v0gA_C5rKayD
znNQC95b7Q$SfABG@g_8F`Y!KOgAf*y>M0!~yvObPQU6HzCV6so4d3zpz)@>$n920)
zaiqEC6lWWY2Q}AJa3$BhCzp+BX8CkF+?}G^2DI}_A2`agbS4W$^h1motwutsYbHSq
ztlRJktz{M&g+u)WA|6ueb%R)+euww=cM*+2aBX^p2a5~lk{z4kRcct4Wz12lypm23
zJ-pQWO6hW2$X)=k$&d)u1bUBP^>tW|hL*k>;cz|tZPcx`^G)(iI<p1>WJ=QF56#aR
zddyjjQY?>@CKF%5_98jmpl%Whtb&~9lv8AR3@vzy=aW7r@lBR-(U+xM*EY1im;FT9
ztBj3LNEJ)9|12KzU?$~GR=XxkEu(@y8+p_G!%v|h<nv+tQ2zyPf03Qm;%l$cx$he&
zV^!8B#cgu!iC5y2eBqU&BZgjV18qFZr*}<5Bg!Chv*eQ+GI>myGU-;Wj^SBjGps3_
zlRpXF`#K5V20m+D<nY+r2cF9_PrCH%)ZPHA!}FNbtka$F7)-BClV+*H{e@?ZG1bJ`
z=P?8$eahdyzt-~fA><c@rMxJ6A<D4yyq!gd@=QV7!d3rZw%7>I*rM<9lUo{Eizy$2
zIi87$HQbz(T4<uko(bA{6S4Rv_>0%-)YejtWc=3&=KE}M+Or4KCK5$lGS>1zKE(?k
zU8VMi*rkFd+c?-b5f^rE&oX$?L|=_nlLJ|YB+K#-2v}eo=&hrx<${rpvZwRVr!idb
z$$LY+uajR((?3I<W$~Fri_fS>nZ#WYQD#SYXl5r9GWbDN4LkV4<)$-P<%MO+Bl*>%
zeire~-U{y7>ExT>eJxL6Hzvc`aE2kGEh?@~ve*%2UM)=MSf;!+Y3XRRc3y&QHm^!u
zs^$*KX1QQ^)K;K*-AJbetsF_0dzJwxru;!&r}X?Pk$1Ky3v(Cxbmtt+=W;ARYq1uV
zCs~btsKR&H4kFL!jJZ&pkM$viN2?STlQbCJ>$D%0v!fBo|9UBA31S{%omlrums6*k
zew(!LmFA}>G7lP)p74zPfE3-Um`mMw7cQVITVAU>`S^zRQ}6OT-Nd>cCU1&{R8#Kq
znsNqaC+5QY?qQZ!!dU|)XBqEFxD$s_X?^5ei}IdN7=5p@r~c`V#Ja&t>I*M}<G&X6
zAAywm2Le%Qxj*xQTWmolXJZRni4J35KOBMFX6|}EktGsWSEqysW^rWhs=60eEgr*z
zu@S7EFcz_me)lGn(vA8#Jabu+QYn7UaE$~S?je96b4|Kw^CDK`y>p*gC{I_}e%dP$
z?18U8Vff&z-VciPh_zAp{z6XIwhq;FL_O2dz)$(fAJn>sVHsbXvSPem=vVfxT(^Zf
zXFRQ{C(;Y?&vd@x-{5@lMNfT?&YDTrl{ts1Y%58a?Lse+rMWCEK@R4PK<Mk$Y7f%N
zHgAE)QvwFr^*)hZSZ|8Y5gV_=JspdLm6=4S8sgnfXJ<TJ-36zD=NKJBQi|zNd~ejh
z+%xxxsnAL}V|>x{(nsfqqWum1dQX}Jlpi$q7}^_M5>CA^na2MhPCyS8DA|x>Dhj*4
z@?~qg?s~pQarIEuRMXT5-He4}qRA(<jpA_1F^LcFd)m8=TdGRMe9UXIlzW%f#mU*o
za;1Wg@7!4F=q3JHxjrVciZ1tmc7;$%$EfVE>ew`26SzBW&6MKf#me4dae{nd{@|}S
z!Wc2pvIP&Dfd_r?mJW0w#l3xBx8zP3Y9)ttuX-)+RkX{VvyMWS`Uwy=o#q+xJCpZf
zlEhsG$+6VgYrkgiN5gp*3~t0QzS4g&B#m{EI@`Sae){H%oz?MXM_1zam8S-7&v-3g
zJuQ-+sq1mH)_=TP+#k4qL-=aq_T;q5+S<J+2C7V@ymzPcz7-d=N3|#EFdOusFHAN*
z>vADVl^EoW^4Qu{rZRN@?z&O?U3e@_`HhUCwg#xo%Bj8F;Ebj6ldirTifg>ui?h3C
zFNybh=o54xq>lyQ$S5cM#PfG}XyKP^5Q3{iHp;ZDc5#!1;n?EyMm3E>9yi{nnZ3K}
zi#73Rar8<3I!9jGDN~Z(eYEyYIzyVp8u`e-0Or2gy`4xfwc9l?aQcp5Y#9HBFh`EU
z;`Yr7v?)Wq)JyDm0CIpu&v8HUeO4CM=tt)c7MrUZY5LXa`MK3d$GV$g&jP2P?cDjM
zkbBjMCUUgovdg#?4ePLO-zkR>!zK^~g3LgUI=<#?A-QtBrV1qXg3zd<h^Ie1)SbI%
z*Y-<(@5Y+np51$-KZW-8a(w5V8dJ9KhFIT-=UqN2r-rSKy|w)zJL40d`&r-6%crZ^
z{!op}i5_h}q|wosJnp#L)px*T8jVGM8vrlqx#|ra#F7WXOEb1$Mz^>LTOBBBUaW4I
zaH{8ps$E3&DK+JNIG)v2ccLU{o1f|CjHqSg?`*JZs@YdCEMI#KzxLCahfdJt$;Kys
z6KKiwqGwa<*`EiL%Y*@J`;QsPmiEQkJ*Et{xzssRMTAmF$u7joh=vwL3SYHfWebZo
zi<{a{%xpynGVJw3w8etFqgx`_9C<?7{55ly<%mD3$^sQjWnAXG6Ww0I-_6NUR@(bW
zs03oCl*6#fxhCh{qBYYV`48$>D9BXlTa-8z7KeITylJgl8IRdnc{`&$Dt23Hx8o>4
zc!h0iE?PnDDpA<kZzZcNYZFg}O#}A6j4>lAMl5=Eh$PWVY0J)6D!B%WXrj_-3oCf?
z!8P#S^;;ydO}BW)>D_Met9|0rzY%(cfy-q`b|<`%+*Tt4C4~BzmdK>ie-WO}BU1!P
z=coLc_$r6mD#lQ~CplPD^KNwBJ&l`7RT}<LO&59NAh26>we7oCF~D=goNm`Ias_EN
zF10M7+2`JFNU3uk=Xr1!6%2hp`qHvU$vRpR_USnV70d94cBr*gwz>j>?UJ?Q=*@%d
zM7yHHJCTWY@}*{z^&cLvdCKd#5KJ79Wb}m=iMbU&SG3b&A)R@%L5ZS2C-E^-n}9ni
zs{{dceB(?~Q*LnCou6TV3zO2UNGHro8h=hO#?QJ_K3_M)i{D!*z6mwz)L|UEWz#dV
z(;C(E%CD!8l6v)x$aGo39EX$&rjvG;sF1OLwpj4?=8gc3@#``EGR{R;ZSQX)v=GbG
z^X-J-@(gH*@`CWCNDJ8`Qq3RTGdvkn<sH|vvTu{H#VBjCVC@+D<_GtJK`bopnMq$6
zBj0?E9+rh9=5(vTRAKR!T^?r+eBSBbDi6rIF`Is`X!i0dor{2!PP$9RCAH)t%+Tsk
zN@<+9=4Fw>>q?hzzD>!z-dpH&85x<&mlCp)v%>EsEN#wG#Kj}CQkeS;-4oHodq=k9
zMk?ynQ@EX^%Ogahs^_U8GY1f|+QI#lto7C_rgw(7D!eM3vuo8%Y)vc5JyvJyHy3ZN
zwC8!~N9%;U$UBf;VmHT5B=3gQ87>l5=<NqqZod&bSiIo(jP==9qAh7>XVa=9ir}o$
zinV?&x#z4~GA&-&O=rP-e(;bu(4`1j6_s<~fpqZ5Gavf79>{%uLP&dGOP~H;?NE2+
zkAOn+l_h<K?v)4*#wcM9^Afg>y#y*-k8z2cSHhP=&4ogb$~R)!gA*~zLuJ?6$SMMY
z)7INOQ;uG*P<ihl-Ykd8o9I)eX9X{hc-D}O@5wXpzE{1qm7pU2L06D(PKbwefgE<$
z-Jv)unIHIphcv_zJ3OS9Z&x}dBo%%dT%gCU2IHMdGUsEG<&}w{*>Y#}zMq*MF8u*@
zRxes#)RZE_?yK3koMF*79_#uDDq9D3ubtNS)6++9EBT}(qN5+8Uj+7VPqgIAFEnp;
zD5+=lb*V)~+lIZQ)rekhKqaWkmX$^|B$d*PVJHXY<R!cx>I;gRzaS9uT+Y2^(J7F9
z*VUgOHkLF?U?~$d0vQ31lyYmfxrx*cg{aza_nzIk5pLOX=ArIrpm6}bQQeLtgEO;E
zLy;>{V7~P`E%8i4tY6Osy1>9sv}=!<zk1n4>dyA1vU{(Je=qq;)<F0bN!aXHPNzYy
zZ4cI&aQxv%--fiUK8IY<`FSBJt2TiZf{a31VZN$KS5xl(6s_BAJ31u(0X!5b$ZXGb
ztg7JV!+Xjb#u8L%4r>!+6P2~wg+5X(RAZkG4eRO^{Ef>H2OHjx@;V=JQV8p433Y4R
zUwhCu|3!%+<n1n#Eo!QZuPF-iwKg5~hP&XD(iF0EFkmB6(odS>evR8>36gV=G6igs
zPPI~!kgXx4a~x9>P;<D=J~9y{qSO4I0hGQmv%4gtslGnl8gyIh-I3lsQ~jgMmnKHa
z4kzFe=ZdFpd1^L)Dc%8|#k4hdm+V5&=CTp{jWL_P_fLZY&gi?g?aV2B8z?An70jPt
zC!caTbA&h*^jexv-Yxn8=B<N&;S0!kY7>)AkzNv$kx#g2v@*HXcYZU7uPOs^{OT~t
zXXO!!E&j&#wTI7>e$dVHgM&VUGPYc=)y|M)N49X?4^A<QQummxfU{5SV;U3;#is{a
z23w3au>pd6`ReSb!0Ki$&(#l>ll79EPpu3?xlIo{>(lN`$LAbR73Udeeb?XI;F~mk
zGO@WECf@LoY9B`9`GR%#Q9|s*Fihap220#G3B6EXGDGV#DW;uc)b|Qi6&a#c%`U(2
zJiNh4pln`j{@AR-?+5T;`}30XjMZq+Nb;3FzMtg<2R0a`N}1R3z5G|kDQN4jF?+sZ
zBlO?UmtY;b^j41IbC-tY-ejr$OM?dc4Cd-2eFL#HKZX2m%u%)DVOgodOh@#@1INZR
zpZ%6$70s;rP~-K_j&<r5nvw(R)a(|YC71@fiEWvfVvUuV8G}uMU&r&>`Bdy$ZmA)+
zje>IJ$zwBVVo+@+gy*Sf3=%1nIK;(on7Qz|hxGb#WNtt9X^W9fIc*S5CE-gtf3wt#
zjAYY}zGpOKI%J#BxK~C~JH9?I%<b^ZgjsB>e2rgNV*JI!aVibszVJo<=1)#xxiuhl
zk&pXCIhCPD(zP9pGs@G@iR5`n2iC`mmyI7Vxw6QzT1luT?^r}`jEdV4iQSD`8td^d
zIg|4+>`Ex&oK0>>-=p}AuqA5Xp832fJNk-u+%%g#){l7arGnD#ds9qVmY2uNWxNaC
zCDx?dl{i(ye((Ng6^Y1jC3=xll$Y;>tAq_y@L!M2vu3RLFf01zl$>+$7V)0ky5^2X
zhUeKUL@P^<FNrtVrD=nw1s-`av81R;HQl2;e`plIvdNTbo?~83Q0^kLIs5f&QcNz4
z_c3TfcA=fT#@q>+d0#42$81t9)8b6YBXx)3!6Jo;5%G6-S`B9VfjdE-szdfCH0@t}
zm|bCH<QLBWoN;DNMMhl7auQqHmV2y@JkFxeGB8|l4D!FeF<Y+nsuP50AQ#zUBY(Y{
zGFP6yt$BO1f^uwK(CKcF0;W7KV*U6qTlm`IdeDrNTDhfEm`F^-5Bk7f!CKky4)xaK
zfSK!6E^Y@4reYN5q1kfgVr<*r$)AMA*5_cZLeqIma;C-JD}NvGX;wd`)X|*Xnnfu)
zGcu~fIS<pN7xU5cr(j`XA=JsSPd*TJ46(l!$G9DzeqJ8mzP~3Q#Amm0R@>S|8mhw1
zE%jNxdAQ+OD)U;nB{R$9C%e0ra~uJkZQ*j2&DTB>*eL3T`7*rP@CV7G9zG?EWNrKY
zq1{qaCX2L7lzJ|&|Fy@fi;9I;RfXN^*<=(aq7um0-+qg2zR3B74XFG4y6SvL71#V*
z>24?mWx6=!!glD+cW-XGV-cBiy+4o1zy;}Qx9m<&#Cyi1yeDiUkR{u7eP1kIBD`$t
zYCo@f_vJvw+m|$)t|gwf0=_qSE||PC6Orw9yf}Xcjc$m}qUp8|$@1%L&mv9KV=3U4
zH5u(zy8p5u(bRE1Tt2R0rjKQvcda4Wk_r7h`rtaZs6J*>L8xbw(!B$?otvvQDq%6H
zJCAyAuZCt}k;xY!lVe{6=`TnOTk%~mW3qp!l#|-6#jUi$t)x;WAGlr6aUhf^aXInS
zenn3RteQP%(v^2#$B+GGW54vabDmLofm~s(B6ly<7f>(L_<rN7RaNfzb()MW`tLr(
zx;k;wn~eRdG?*O9*kSAsO9|gqi7D-dXnQeLwt%Z<Y!5K`0?o`%z2muGc<0!7+gmNh
zx!Ww-S9_2(TlzEA<Y%pFVArmWZNt8IBQkt>q9q2wZYHdc8ZcIZLd|d)wzr&A&%4!)
zx=#^}pN|F^!K!_mI-KITcU-F>JCWU&1jifO-#BS^pJldp;-r8W^e1~c2J}2PsrFVS
zsu@)n<w+R%Hn_}FeVtosK=JT;V(D1-^~7>*>~q!m7J9j!fI2HV8UqtY^HgQ4J%;C_
zG7dUoq{{OCN~&A-Me^Ju@7`uC4;A>4HJ1zAH_%l}E%nr4Dh-bm@K@rINfpDKzYiQI
z8ZCHeM-@92-7Dqa!rl8-s_keEN)pd>7N~IFcC<ROcTbaFknd(8Zi32QUw;NJeAvy3
zfb1i@&S&r@T%>_W-nA}jNU-O07f(!|q=$^C6=_I7dE@BRb<^hzA-+i+D!SbTlc#Nx
zWL>n-3y6>s7ELd7Um;(80+(3KWdTlFQr4dEi~=`_emXJ5yzB9cm_{OT=+i8^*asOz
z;ui&z?<B?!C{EiECl@CUG?79lq}{JcB$p+;=Z`zL!9zEhtI2}FY=h99JpKjAnC*ns
z%^%%7ITx`!+zsyyjKeVwob5D}mr%*E1efGd-6Rj#C=00K6MD?iDhtk5jMNCBNUOHX
z*SN8t6*HI22j40=wDlGA@e=w7oAD7oP&1F7Su{WR(vc<vy+XB-U7T!QWtG9>nwRX8
zR4^D#m}JJiQQE<r_S$DL36%~PiS&WZMaWGt-BRknx`Fx(=QQZveBz*dpi5^Fxwu*!
zO+NPk&eg7zDeH8#wc@V+ryLz_E)@>HsFFd3`y}sahO6qrBW-t8!(*sNg`nkO>DCq&
zGO_lw=ChKQWbM*p`?x@tJ831-IPT9<vW!1xj^91rraElBG<*D$czU&!AaDj9{ZG({
zzp88j*ISV=)W0je!Tx@2`CoXMU-htlU0;^Bck;A$2g<)WnR{BxT3fnWS^sv0_Ga=s
zpd=q%#LgAD)S=EtN-sUHhC`+rm+q?V6J)X!%iQM_Bb#Xf2c^s0y|^pUaOYEc&g9}~
ztf2DDRJllPwK;5J05X%sH9F)4J9j}P-r+vo(a7*P&sJxevw^)sFNn{pcaVzRShu0-
zb#jispCY3r_TkXHyoYsU<>r}65u{^~9al}YkUdk8{kJs}vHc0vjzNt(PId9|E8ah>
zgD&Pi<h?}X!J^cg$uN1@J-g|~4cjAoeaYQorS7GmTLyXM?8CPgWyE%{2D)^r95f|K
z92ZMst0Xi6iRhzfN@UZ>weysF?wtPeh<2Gxn$?bAD@1nnG0_&iB6rOx8pV*a)C(Kr
zn+cdtdgrJQPA_aMMJC_crBCn5H>C<Sy$k%0K@kR8mxr0&75_XSsumyE2&HU2f4et7
z_iTIRJ;_gez8r+D)u-FlEkc8HJJ4qita`$8J0u9DG9uy8`_DvsTBdfKwULVlToLLV
zPO~lk`FZ<#7Pc?+?#_s6IgN1r(^UUemkyX}C<^{>6wKdim;Dzg7(D|6>Fb(;vepjf
zx?Wn=?)E?l6`+*a2_WRJT7G|g$MNgS|BQb@B7hQpP{7&12qYRP;Rizh{~$1E2<q2(
z|E}N%h5sV_8v=8}<`?O|!od7OC;X0A_zOk$pGwdD2Mo;rV4?qO0L&lQo|C!xvvS`F
z@C60nV&Gt)<{lcT!-s}*AOQ6dNPvcbalk;}KR$yX98fUw&o>D8i~jY70|gdgK%G7)
z6sYG1Y-GV82ogZkoG<|z{Ym`A@Z>YV0FD50pkV;A2@bRYzK0?K<jqMtocHgjmcRV;
zKUx2uP%Zz1+5cCNmXn$P2T02wMG*g1@DC3prD1Ms?eWX$l<loNIE*;Jzs%18m=@sp
zr&C{Z^>Xp#_yuLLcCk7^S%Kky$0c3^>X~}Fx^wVbn%ld(a)3q9B5)3VJ5NtHF;UT9
zG+TFbH#>Vv4-r>)+sl81mWI2lm6s)ui~s9hf71hgf`I%T?sd)F)7;6`_LnZdwBq;!
zCHe1OKJL~wq`>sUA*7&xy*LnX;1Qb~HXMJ@&>%DfFy_gN!{tvJ2z}yVI5ZFl46H#o
z?Vx~{{Z0deU?^OEK*diaFf+gP1w%k5I^obz5Zp1qP#{a-wu3@Zc;iA(Dp%t0gQ8)$
zG#DHL!Q}@>BH#e@={H%BAP5?8iQi}_Fba<!8U%F4X$L|hQFyw6AV3iQ&JTn}qwwqk
z0t|!G4zMY{ZXhJS{lFkFt{z|z5(z*Bf71g<yLh?*bA)FDFc^MP8}s+RU?dvXen2|}
zp1xot0&k8WfKhSzL7+gE!x;l|lI3t|(33*LzsmxMj5|kQ2nvM94+_Hf7Z~6Pxcq?J
zh&LZFG`<a>h!a%Y@3H`*;Pr)~@%<S{=y>wMARs(_VGw+NFc=ii_AmsnLg2^(L;k}U
zXduz!w1b23;};GAG68No7`}XP1fJgmZh*oc1BEXi0!T?XV?cnd4xUXBU?i?xfOb$^
zeIalZUd%uc2)w)jLBhbea|A&_Ab9*xa1gE@5EK$GRv~B*o(&*q=*d!X^7>akg}}jR
zJbo}F9M=yZfFIz-3<L(l%exRX;-s`K?ieQpjd5u36YM7r4T8e8GXxIDw*ef9!t09w
z;l(rr5Cu<W1PCuj0PXPn8G?Z0#U%uAAw1oXV7%M}v_s>~CE)gWeuV@U0bCm(Pd2eQ
zc0r=y_%tNmItW3c@$HNPqw)HpV0d<h0_hpgH&95tTn7aq@NymCYj|@BERA^i0PsJ&
zbp{GX;M*R3QsMb`8$iMMu?j(>{=x5oT?1}k5Ew7NKtWKvbr1@|&n1AqVBC2FQa0Y6
z0ifa8`DA;5>-WHla<ZNK&F=vku#3i}A@J4;zy^3e4uwGRd=jAH#W@rRR@_*CL6LZ}
z05mjSI~Wv=8*eZm_HlKC!H{?|!+>QPw=b}Q;@Jw0fa9%4a0D7pK7fW7TW}-<g&Rje
ziU975_}!)mG=4q>Xn6Z31R8;7D}aV4%ZVtsV<3V35H1Z^0r2EQ0e*!WZzwSMWXJ!T
zZvZsBeFO>&!*2({-(R7Cw1I1TAT#0hMT0<i@}WUsynK%aVg}cD(I>Y^;mC{zHf(>3
zK~Hycdnapm(v!28mc5_#uTB5Sk@AMCt0(XQ2=za2pi*+N0ZuHxjx)aw(;lAY?w-F+
R3IIzKl$4iOPF<e#{{jBHuyp_c

literal 83238
zcmeFZbwC{3vNwtbcL~lwa2RB8cXtU6!6mp8ELd<SKyU~S!6CT2Yj6pY0D+*v5)xiR
zl704(d*8kH-0yquk3CG!bgwRYt*TnRs_IwOL#-kq1!iOBM5eC)T=5N=9mEQ9FnNkB
zAOK=fFt@jKwE}SfO=`#>5Qs&}+Sb+F8Ths}b~TqUH+3*GM-~!7c5!t!H?~9e%=j$0
z7_;3NfAkgkyNHb^d1nqezBU1?k&zun6-EeoX)VJlYiShevj6kvk31igJSrHi*vlew
z%ZtONJ_+Lw6g}P9h~1h9(#&&nKh1M?zcJ!XXG+`>e$szSddqf<b$ff}u!W&)d$Zi}
z{zJGonNSs~Fk7N2pI>2W&qPI&=GMDjpHi)=A*6c4&r8em%f7v_<r%GyPuS8?XA{Y4
zWStyxEGLEYnAjaR>P{70$5`g7YTe9fX}*~3FF4-Vr0d<}2P&n?BIA%VTGNyt;2&rj
zJ}FjKmP7QB?Q-OvY`q>ruObjcI?Tnts`rW#zsZ67GG;HnGnZ2Bv_<<lH)T}hXuCM-
zRpZMo1SG*t!%8&U0ZaY|4bvy>_CoZFMq2Xd+9@BBIJl7X^IOA@w7HO2q@lXDUl^1Y
z)aB8lDAZ_#yC<HZd&()G(vgOZbxt5u5N(p^5OihxAqczQVBp@6{rDkt^Py6uvwtU`
z_5@>V0!qZ^9QFrKA2dx$19bC?$4;=>pHA$y6{Z8{PbRj=<x!yWZogVXscxW73M7BD
zDemvu?+=%?3Gw~DXLq&nHNe+s@<4fhgGE@3et`Cvc0<|srn4G#oojEYJ3B}?`_TNW
zZ}+9pkMp8+jN9)s=sE)*@)<`L&|Xo$Ax9wHN$yk}a7XWsc461aF?@eUT=ngxG0gK6
z*YBv$S@LfpKrxpY>Yh#@s>spZ0Ax`<WK3w?2RWc6%~uB(TKt~2<q2EU-z^lqy<kNy
z@clpMHp)>GU^RTyc92u7=B_XFHac^3;9FREM{Hz*UT;DQlaEg4Fmy$^6PG-XxZDZC
zjboRQMd%K|=5lz^EgdTyI9a_gu|KYuAS06-)aip^k5Fv%?!^}TPNLB0kqXNDanls;
z>&(c`p461B%Ba(t51$pU5W8TpQGC|mxnQ)XL>ck8j9f`V(B@vZ)yk~}Mn|}I*ZPTM
znxO9?<|@KI-0QMEK7t|s%)fBeqYJY?DZ{miZ|15|b3m_(D)ynt(8b3p{Nw6`HL^%>
z4zvN@!8Z|E%H3ACA*jM9B(jYv$P$Hh$fK07Udmx0vg8nB;SjQx*|Yo^m5!;k6z7KL
zxS*}TR++pwuCUggN6>pTs0g)R`$b&0b+f=kRra3!W3*Q-Z(dqvv>lKWsz7M3WMBGt
zni(qVLY1s`V~q?pN&VpWhbxABDFKO6OR^t*3K}g+MZUt@b+bZW2`%Ku7Gc&g>B6TZ
zVlp{Ol0I`Mrqp3N0Yy-{LRC|SI|LYciAtf)g3UH3OnvC$F^pyAu5${4cG}+*ki%tZ
zK$c)Bk(rNOv6o^7nZp$vL`rRTAt>Xg33xdSqk(h{No=nwVWNF03%g(FFH<b{(9zbc
z$P8j`Z;hG<g2F%VK(Lya+Pj|BaN#30Y(a*eQIvU>cj`{9AT9<K#^EJ|f4!Pn_qZ5)
zpf>nY)ypIHdm&X?J_un}cl}4g<fAW6^i1YP-7D&N4(kCSY+=|1Ca;Yd^VWnVdbA^9
z5}<|sU<oLjs%44#ZHV6`JI=PEL2{Z~2Nd|sC9$Ex;jSZItxE=KDkB@AAND__5VfKG
z{sIxR+4M#2sR81o<W#cvS3i4LDNQu2*J-MOD~kRqk#M!K4&8ylTEWy0-j7hsXtQJa
zA4^sh6N=2yAFaVgrZshrHWgu$)_8R0N@3#W25<!nh6%qBebjReX3cqm^X7{!SV&70
z`+H^%!DZmi&PnL)v#*yOPkvm-o}5+!N3~lW%(ry$#t+X4!k$H;qdbIxC!cmeB|v5F
zCk7*i%OFjSeS;!DQA}6!4=Adp^ii`HfSth}r7cz+u~wax2&Enxqhb`lIwCSR_hg>o
z_p8(%-kS7>kDBTld18dxtxWJ9%AaWiaxVD(m<R!j&!I*+7FGsXq)^yMBYu53c1M6O
zz=e0$ssg2U8CAZ2V3kU9fK~{LpTQt<M4ABK5VIREyHu1$zs<tFvy!nu`Xx^6kMLG~
z6=mMMx2S`Z7^l+gaa!p$uAJRMf}Vt!&=Sr|N{N;cu6W^#YH0RkBlw+@*K0pmxt=Ao
zE4@@%6JIbBda#jPlJuqCysc@+K!>&MDDfH`wyw@Fxf)uynWIq=J~WO%G=EKyjbnx5
zL{}VZB-2u|2Ax@{ma<AFdEBY!{e*#3rd->4y4dOJo57br-3Kgh7|KkwKj=Z|__Lxg
zJE&#6KA|ZaujYdZK9Y=z9mi~p$i6m&8c2~D@q2AFVCgZ@PakO_lho{DriYM1F{_^z
zYLV(({|v%jwbW-%29vjcg3;{wEswOPG>MLtu-6A_-}GpCBAYCrwA(*d@+uspGU?Nm
zYNRe_nA;mXG^`)^AVxB=Z{JZcnC}G<%L$fBCgPlOtLb}^5;Y`Ow%yznh4zl90+yy-
zJg?D>;biPa7QFubg<0yg0(;cTJuY`Pt%R0!jBALWAyiL7_;zu4Fj*LTwJv%^_FQ60
z*9>-_*b?-Qx7b))(SbGUx8r*L1?Tl}6ljADgC{g_Z=M7x`(thBLVOI1p9a-JQ6cw0
z@^x6h1ly*)7;Y<Nr6Yyydeoo07NnrYj48u_^g6tV&jhJ;OD-wQ*%Ca5r8fqj!gk4&
zBEdKGGKktdqk5e0aQ0I{d%V|$oSfLYOVTqdc2CfvM%Xdy%q`bkgNf`xI(O^K-iRJ>
zBKE%GC80!9jz}@CzX@xhW>^sHMC%0;o<2jN+K>$$l0uvu<tu{{*J5}=iGqCp;^f};
z6uFs6i(~DODdy_BY!=A$djF3yYUZofV}pdxR}(R3k%_cQSyvA{#YU{q>`x>r2}>)A
zgW2ZsvLCkdKik|6KMJB%`nI<nxz6-N#DR7FnY`BMXIeP|!H1)~=2xvMkGE04C+j>N
zJd4|AiBAaAGicro;dH=f<sj;9h0mM|-CbfPgYWLFJ!B~TQ?!lH;<awpjE>OIMLMP4
z64yt=f@d1sY`eOdUj^-6CPs7^Gcb2^dw8f`WzqD?_N{Z_X?@A4xys*kNRB`vsnTY|
z%x@e=)_Ri2gQPs84)OHR{kXE+GeU~%L+^A_)(3BC%UPmaPnh`ZqztrJ{%pf+)i!|Y
zduo80D4DkG!RKCsg*AAbn$}1kMmR;&{j(B*u_EMsrPeI7;Wz8)V$`X&?p=<2<@gcw
z2m6j8PlMy>gIZQ(9DCc&joHf4_72_H%6ByjpC419aatx=!1bE@P~>7WKlan$swSW`
z5hG)#5q;v`L-eo&CYo^T{fhz>iL>tIU1N#qf@Q5yj6V2>{r+v31hWf`yCt|jhc*if
zXz=Y_OzkVUP*1)sy-Zd4@`8UF<<PvX-uOkABR%yJbs-D<tELJUbH`AEA#lO+$SW_%
zc7hg@v2Kdi=_@t24|CKd>irpBU-+=;j8a^Djd{j8RaN40Q9^8FhlnZ7*oj`cwBiPT
z^0b;@OLPcb`BBiS0wsq0YNtSml>M8F_Z~ilt}*TzeQqcHV`LbK$0e~VQemh~RBn52
zRPYNs`cH^d5dtNP4;D47SbS-F+oQ)Gro$NsE!xRs;QFaur4%|&CMcz$Av;K15Emqd
zU8SPlt~__1zLZ^GXZFp;9|pdmeQn6OTNdNqvlACkcF=x8%Uw$a^S}0_UCcJS#T)v;
zp|6B|i>Kz<HOluQdwfTBYn?wjyMILXVx4qRo<NI+a^<7L4%Z<qIIHfe4{dJ+ah$Y8
zV92hejYjG0eg0S_Ev-6>7S)H6Uggc3H1(jO_X5^udU<1>pg<()7M>M;AG@6o%hy7n
z;GS6H&x?qkX}q;+#Fxw|I(Fo^B3C+kiY`5c<cRu)!=d<<JUe~Gs*i5^>9`=t?&N2n
z(R?$3RixTjo{?{Fxp_r=zhdq1pT#yhQnZX{3pp`P&ATn2p=+yETy#I^90H}ik>fw=
zXZMOJq;S%INcEy07Q)pPia0>R%xuG;w$j>c>uJTVgPTC7w@of{oDdiXujP^OA`Z&9
zq}7FZ>*-rUsuoXV0VZVXG<Ylsj3Z4X{W!OKcFXzHckc;``uATeRL-WyU7Gf&hUK?h
zcbYyN+8y$HY$Xb|j3+U8VwOm|XWHm?*i7)ovC3@ee0v&T8CUY!uRg5Ewa>d1<=R&^
z^Mm(mr(s6P53>oyobpLXI88&j44czsufqc5XvZ|@RfQtH=v%jwmwuwJ#C@kOZ*nPL
zVC)E{3#r00K**FFqE5@)%?T&)KEnyJN5mL)_hD>qPcCrlSmk%Xnv_b$h7)8KaHPT}
zh}AjHhigzveO%vX<=GkTkOm)p=rhA)wD2-;i3LFbIj0<+>)_P8q!Q{vqmU4%=`qTa
zr?a4z$tniB!ax~F?voO#geXyB+N77Ng?#%};&~}w#Xik3(uWJOJT8nM%fYI7i6Zbm
zukos`6;Iw!9I3YSWpIT0%o@_0M*Q7goD!;l;<X;ym05<KV~#yNhDHsAf`oaMKp4gp
z37&bmP+d%8jYE_uD<t<ejnojXpaDpf`%o#Yetg^yu8Sw&lg^zNM;Dd$JiMFRVU;~t
zlU+kZwL@5Knjo*&nEm?7K89C^+hK{1+7V)Sz(t9SetG)Pz9(Y#`{7L=G|qdY5I*|c
z+lJe~okUqBnrl4PA!~(9l9N>zxW0KJ=?wJCAuL+yjF8zOD%!-CJ!Ff$8O1`451<Z~
zy$-3C60JIt&$IO)#(GoVxcT|4uktr4nLO1kQ{a!R1u{5pK2JOL_0xwc6aBETZbau#
zMzMM~_BJCZ;04Y$x#IiYpfy4l&083x45|UbGe!rdmOiaDDH{~$s`qYnBy@!FU9=Q&
zh^It-YRAtEM?SkfsTak8)+4UNVLy+areLQ}KYEaNo-g=OcV`C~^v35#2!B_ExQTDH
zvbLEc#XdBFAxr*gp(n#&ko<Yl^1_<=o4i<q($vlB5vmiCff;Bh`dWXebuB6#0lZnW
z6Acx$4m1L!QkuwzIol7BRb-%%lk~}B=;u;I{TrZgVQ9#`px^^!)u6@jgcZ)?m*HOO
ztNE)Tn`FEAT1${3;^#V>VIA5<C@<LIZ%DzcfR0b6HmI>^+p@p>_^`M7$#Jv~zs&>Y
zd-Sw?@2x`j^Q`Bt)8Ax|I?%m@!D)$`9pVvMTzs^|*nSpM8aJ14?G&f{I6IvY+lkOh
z53Wj49n*Md+ipMYwSg=%*OVV#<X^61w`D&VAA(wEgPqL`z-(-6)jr@~JINnOWL}>-
zt|;H+*y>4#$<**t+xsRvF*|~{_l)5>QK18g@e;R?Hp#C?Bke*LC7jzjrE<VsSKV(@
zjKx8Un%9)%asjeo+uKa>&VoEMqpsMgh5C85_XqHS{>L^7{lIU<Z21+NAU+Jogy;dD
zGRsw5559~5*>t!@lqn8tc^VDYFY-k&nHc9niN^HwuG;dH+(~@w!pRouUFM^Lj5m9@
zsFTTo0)rZ+&7=%qd^$5VCivX-re=;(bWG!;0^~@A$PeYCxhjzxHMqfY=D8QH@;n?J
zDj;#>xIAay@O4B?>`*lkN&G(SiKnvu<qZXLUfGRxxOfY*2@7Xx)<oJE5$4ASM(<#4
zRba?gxzjnG3n+NjbPmCE(4jaM((atoV0=lqEzixCL31%Uezwt)h@m8Ob$;4qjh*Rp
zoW2nhU6OD3wIe#St5)PZ{p-e+?ex$?+9y6OK2A%rwB$ZTJ}Q%M#~&1p_|$YdWWXz-
z?3qQblj!XZAsUieJs4a`33N&LBwN~1#r7oK&x+<ce<jhmBO*>Q(*Ucc=$WJ1A-8lB
z9%Ip<Akw9lL?h*-)#wfuU&gB26CsSwey_5g!Fe^W?xttigB#&28=bA54j81##pVhU
zYF99!syXSyiae*0t{Dxa9*wI{KY6x4aP0G;>cm*J2~Cus64;I%X+x5!Rqvq^<Q(-B
zsR_LBStuJ+LSNVszmc^J(ZPucVwVdp53UMbyWIH<e&46qonPJc;ylrHnxR<6ndDIr
zv%4wdH^kI1=$KHPG)E<hhLhcHAKP4(P~vWs7H)zFD)VDZ@sL2N^>pSCl^}}uO$FGV
zFHxnqw)=)GWFQ8NViwvJ({2ikj5{95&MW#XQS;>*py_j*X?9*XjUtb;?`LtyhM$IV
z3MjJ~yw@-kaduY_;hhn=f9OKdbf$XuV07b_I^h<AN1RtQO6@uNo{?4@gXKeen9r=J
z(H(ECUyn*>DfOITWNZzKQppq}nlFD^aHLD||Bx9KUC%cyj`c7}Fc>aI|Fihz+iL$f
zcq@Ekde0Z9&_p#1FsT7vVpv#4Oji$lRGa(7)lRx!OFht`mipWkSY4(jInX-hjCtt7
z_nl)3vkDzyZX>Xja!KnVGL?f4?Gx&R|Ko^qkOhX+AYysOD}P9XC+hJFkf_Hr41q!1
zmj4L5dLOo>_%~x7@1)^!+SA-<0Ynj50hw&H?MH;?rJlnoqqI{AWZR@$S+Y%J(`@w_
zK38H^%x!~}c9lW)+xggrLNZALI9MYMVFZV@W^O9+xcRh{(W%4xBP3T>aulE#amZtP
z1h0I`h4`I$v)I-+scc3kbX9SU_ej!EvWy9EaC|~IP4gx)roKxUI7%_E#(N$bTcy2@
zHyV$(ESyH2)*{d(JQWE(m(OoA7g-D35@~rWNgk?06zdl9#GGu9la|D8HlJtEp{;nA
zN;JtP6t{nLX96Y}a@2-8=!v%pow<4Zs*4CiPbR{X>9{9I)6*Z?-P?wEh_WIg7pLH)
zei~u_rS}LqpDc@(^%Iqrop6;Ml#v}H?wS`v6yaU)n|r)911gV#93p$$#Gbx#F-s~i
z^UQBeVI!;)w+hc9s?>AR@h26n`WEHL0-I~r9gyvb>MhTmIEuxdHJT{P7)|y$+fPf$
zH2dI+98|sDv%VhMaf7#Jyv4p?u|?jWEloyu0Q;l2XNkpOvJr_($enU@Q}%;cZOMDL
zo3pEd^8SE?d311SDcG^Bj@#-g8L{sL)qb7Kn;)<UwepU~s#NAVEeM`?qJ_b=>9F6~
z1`{$1pW;)$7YlrT;8_=XSbNqvdOpc(&eb-M|1csEY7XmpOmk32{<=KnwT)UqIMOxd
zo6h`lW{DyFVshjUS;u2eXK~+*$dH+fyuYi!;9H3wu%k-SW>hpq4T3(Yn>(orwPQov
zR@<nf1ri@XY{%kk@k&Qa`cez>Wdu{hS6n}bQjH0{)5N#ae*;3PX_a<T4HGYuiY)XQ
zui-wAa_cro$kGo{8Z#50+B#>OLVA<SXwD?vxhCt#XXJx)Q*zw+Y{<-tKSh9&i}Y(e
z@}pK_iL~m$M^(=r-?mVLwnQg1+U1-|TO>eH>&tX7TKucKgO;WImmWknc7cwGl%Z$L
z%CW{;rvzglf@C3%Ib)vs`j~NToI#R$*i1&BT4Fv(hzh&U!6Smc6X!C4CwrF$$kFur
z&py3lSc@5Sgg@7&E!T<hzBUZedN=nqyLUDZ`<+>>@>{W3<XSrCGAnyYW~_JFA#>x_
ztpcA+<tRrU*2%ekflt@F(4dYN5qadrdoCS1?yiIt1R>!fk6BQTWL`=dzDCMBjTqrS
z`OHQ{1>4R>LnfXjpA~16`Gj@;)ez&bxNU2IP0{iaE6S9cvc!so?G&csR%_!|HGGdn
zoY(xf-0l2Gc<8*&y~)ih!Fha<`6m$%=7{EIyNZlcZD?Or+D+_mh>xbgB-*m*Oy@~V
zVT<O5jHy_?NDupnTCldd@N^;X2noJjQ5@SInyWVFGlViQ2_KoMM1qRBC~EP`cHW#M
zS-f$5Y4z6jv<df(<uto@hOEx3=IxJb#f;`^T-T3j>}=QNCB>_Zn;pgCT4ErYq^4mz
z@M#^)BFQoyL}0{SJ+z*UAd>l(@gC%T=$l+`C+_Dex?TPyOVJHvj7mWU^c#<{y6ueZ
zGx1wv{H-Yr=tX+jN$s07uH99Plo<&>&Yhu5R;Zo3RGE=hz8hF(#XHjQ6?(7G`Y3y6
zS<RPO=JU>k`jN@Gc>4g-=^|$33$K7pN1;&fc8(p_bQ3g{j;gdW?{~-(h6d>G)c8(=
z2YIm0rsf7~;^S`W4b@Y-sZY`aLDVq}XsDKuCmR0B8drQ`Ni1)i1oYM+{n*yC{Aanl
zG_=L64zJ(w%;Xp6+YtCQ^jJzF&YES|RI}sfXiEtjLccAVBo-WK|0J$%-p)hE(p~o*
zjw7?R|LCUY#<sKUWyG-yL-9=pGNh%uysGuI7WyifJ%1Rb^HGK0812yGa=|rCcP022
znKSd(6&hJ6YWvswvkjwTds)sdgzq_95ar4`-%k$~=yWbCK^Jn+Gru(0wpjf%hRqNU
zzMa%bC&(Oc{A}?(5L<7C-^@7#qNu>+xknJMz?VdpFsL6s#F5B8i#%NWxK|>FU4Ne<
zD4={)jhbtmrjYg^^I(Z@U5s{rP}=-s>{q_1cIgk&nuph2@|H+g%4N`B(@wZo>VC{c
zcd$O!J9wL0|DzZ*(3%Ho9I8`Q$Kw6KsPI&62})bL4kmVjJ%BPg-i9pC&_gmb$$z-c
z!Xz2qKQj|PR0j=p**2pZHl6=Ng-e|9@kpCDNIp0!kkAT#cr-rs2PBsP5oc<V@e?5$
zFTceYRM8LbhlJ%x7;oGZ43o7J7jUWgh*pZ!=<5U7WexQ_=qKI%q<o`nwI=u0Y0Op>
z&%=|V{O4RqwE3aQqhnURR(l5@7e;xXH=l@*Y<y`WRP;e>V{W4AJv_>4h@%*j*`ylh
zDtDmwAEW<a;_9Bolr*tyVK1#ZoAR2Scr0=V9={i^f<vhYX<O`4a=tc2vtm9>H|CWf
z7GK9fuJv$1>elO3FAYt0Vwf6|st%3@Z;kf>NT?qxu`JlIOdfX_HlL1`Mb%%(vfCJn
z7$}B3dzJR-iHT;IUs~h?%J6!Tf^8>7x~>!PMAdv;3ID_IaeWz|SX-$F<-Sd^=rKou
z3(e0(8$ycZeIj@B$=o=o^F|bi=hSBw6sGWCspwm!sxW4;g>s;E({^jazB;Zwm7p;&
zWniW~q(_S<#}JTTQN>A2X3PF=pIoL2W6c!iWI6VF1x*zOnUfE^3>V7({52e+HRNIR
zrTU4rUR*;><ECd0#GT8SX+a<qY}2vEiKvO;hGsESPbhd0_cn#e^Mp{^T{wczmxbEG
z$<txy%KF@Q@SG+}+qrcyFh+S^NRWk|=HaPIA~HM9lOy-5`DAl{)`W3}4pBd0sUU&9
zNvkkRGN>{JszVzWEi;8~56!L*H7ttGB64cIQFA4$24I8m`M%W=cgZ>QH|6=PC~T?3
zmXR_k#_Vo+P70<fWjGZY@6r3jJ*}lhAK8Gt&G6=`2OM7t+iu4O3+Ij<)(esb(Q(m_
zyqI$_<3hzYQd+eUTc#M{7gi^bph#FrJbEA@mE~SAr>O)r%yNO3;E~sq45x-T??Wjf
z#UJpMJF}%f@{&y>ovW&jw#}Hc6w^7C$F7ZwtPmlt9%6u;mcOOTgCsjSG0mQ)y_EmO
z&r4dgdbn0tN`wU&S-&JCI3#3J!2JE&9F_N53zI(*-n|?P9gP{wK-&;~I+5=Izj2$Z
zaXgyVc{+_cRXD&t35wqnOif-)Vb>%G*DRQPmRm`~Bw_|as+{OC(!j@-FVXH>UBTNg
zpRo9v{mMkXCr31jOGI=%535Z-{7pzNb63j2>gtc0x1y@%UU0ORjiZSniZQTkpLh*Q
zg^UFv8FLX~eBp{z&fD?GBxq2-Wp<6)4u>piZhSxFc;y}(d_u)6s84JZSG&kST}_?K
z|8Nv1_eaJ{TR*Nio?^t8QgDQovvQ;_pb8kDeGEkpjwvQsA2t=`ut%IR6GGzUNaZ*G
z%DRl29o8ug`5`g5ggNd@lrTLU*rIoXr3q&tMXCB)2J~0}?l~>-@Jlf<>RvunzEVPT
zQob>~rswUuZ#A{?Ch4+mHqFcM{2RM_OO50gryA-5s}eV-OZznZ#dVF%{W39778xVc
zj7{xizO)rHQ8#^jTzr)1*`umOM@2}(!|qg>I>1_C7VPYjLyrAS@{JSBm)@t6B<N_w
zUz`(I*~?7ewbD#*o8N4DD&trs9ae3m;F&z6kue{Mnc?M549!~Zvm$9o3M6Xipb%9P
zlJ6{x@KisU+Yiz}baz*<9}{Vur`XX|(mfRk6VyP*qAZ%B3elfwq^9n*sF<{z-yjXQ
z#oMD>o;$F;qH}CEmxpRsv~HA#vuLg0+crMc#WtakvLOCae58@mr1waq&GqRkE~@3_
zL;`_ijc*rw*1Vd^f&Hx$@7#DTvUO9(s@)@_7m4&x+eEz-`1TtK75bMAE{dVDSVbTN
z`JYa>FS}})3g+B(Jv0lErm}`qc^0p?d%UM_7_KQIm`TTWb_Gl+_#7;dI=O>Rx?P}J
zCdDpmXT~_Bb<>qdQZXGHHR!5aGcw1eB@l{qJrPo<opc6hR=(RLG`>un5rcj<+RvZ9
zY*QmrBPgz}GDtNdV8fP9CqH%FKSF(KY{PpKr@&o;#D;HKhX?&mU_8XrCKqiiVuqx6
zty(O7-0mz6U!iy1qTjGZLsKQR>FT1_GrPPpdFl<lI^(nUxWZ=7Ii;%5B`wVuPB}kw
zcUvA%8*Zeuk2%AOA{R>E?02dW1Mehs2NK_{N%frtj%c5DBA2K%y$5M=^U%oTw>_he
z7^v&+o``+(qC1`eTt3TB@U`n)MK0f8_S4nZ3Pud(Fg1v77+kJeU!N3MY(Nj?brp?%
zeJ#~G@qyq`f7W(%q0Z`p`NIpULn4b_p@VqOg|Br3ezq`ldm>+S`v>y|XPZS=mk~)k
zNa9r@PjVVY(PYXk$*=<$_;p^Xqx-zINw6<@{ruM6R6)5J>O4MajfkpLOOv-=u>}FY
zf2dPao0!k=>8->>;RYO6dbec$B5X1{zdB|?G4>ncbcn$t<}CCP>J^*tM5lo8ul^Dr
z=v2$mXw-yj=3txad={=qqNNml__<*tl4fOgXuP>~wm599wbNPT?54V0KWe_k(bOWW
zFYPcOq0$|pBcyI2C3>-M$*!5-$_|Bg9P9J`Bck={jXX8yXb)4sgmU<o3)*jpMtHco
zFY@cW{PTn1FAZR8cZsR$`S!%nHo%XX%w|=~957Z#2Wg75FNm@71s_-?k0+Q!a51vQ
zc?Z?UIx!dNkyj~7R9!*3qn5zW^q#7VDT@&qU!gtixkh&?!POKyrav^yFjMVuezwf7
zDmH9ZgzVqnrO)vNj;*k4#hy5ylnHB7=2(*{WTKl(@|i0~wj|Suj;}k2GDL5A3ahE_
zoS=oeF}pj&ubq5O!1tYHgLS~y=DM#!2Ra!;jpnFW?_H-3<@Mt8qd(L)A!uZ#pk???
zefG{NYzz-_B9MTRSE3_U2-83H&wh~<S@pn(*!qd_H?n}`%N*bM@I>LNE`q?(Ac}|h
zA?2~^7d4kJ>T3^b1@%jbmC>Rp#$M_^X2L%;LDprWMyP`{>9jOI4>72Msq<J75;qcf
zgI%DZ>fs^rY^JZ%E7*f4u~s%<0!}7)2E+CV!%Sf!As5Mq<5lZC9z*l)kA!;P@i}_y
zONYMgfuvw0!(T6br&@;c6+WsX2&eRZjNZ1fauhm8!1DSC%LW@-m$6w7W4NTCy-F-u
zT?N&bYiwf-5&kBG%7>yOD$%@?sVh45VPX~+ce)QH-7b|y05fgvv??tZQY4tjyZ+VM
zi8XS5akHZ8%4?nJ#;1$#--j7Sq0B%Q>J2z<*W_9HH92w^57%)7vwd#kG<yv!{To)n
z$X5(rs{O0quqVkEp%EzxO`OlaiaZy<J&=hi7Ch8q!B0$xt);knJtwm0oQ$*@->|L~
zTG(>lQl`d5I%q4egQs^@=ax2y>yfFpd#dwMZ{eaQgVig%cRSO{TG9pyo;s<f_A$q5
zQ@1NQxT#e>^5KP<=rlEXG@n=agNYMrVX=}|RbO9l>ENkB2f&uIWO+H-*L+>Itw}@L
zDYLD4`pSk|M-l#sMdCX<q91ALZ!B`2=PGK>BY4RWBUyKjdQ9O>m;KlZs)*}M6q7PF
zznE~F9cnVGWDGt>e0Wj+epfO;zS>73ve5^QQ2v9@5R_2d<!hKOi{qD%bPsDD`Om-F
zY}^?1ny4iRtA5o+z%liiMccLP<9MDnN5tl&<jyfGdUP7kD~9yA;*lAh7H)Wh&kgI<
zlA-ucm*y&aB1^r+*C|p3XJ~zd9Yl6MxJiZ_sEE@%3TA6v2`Y&_sRv*y71wbOqMYWa
z_-%I+#w3H}6j%PS^bwtS>ABQg+f9+AV|_uRXq1)WG}*{tw9f4il$Pdq9*Ge$+!j;B
zhqv+I*ZM>W^+#gD#uLV{pDjOy&yX~kai5C_1_p^d<Tj$Ilu%D>^YjXBQ(JVdv$Dds
zOmM@UC4cI1vm)Gwj!};OZ7O(RwIp_qSD_fnpKgenENdsyI1#g2x5sTC%bjUU%3ILS
zf27>b(S-2EafL@(X)*iV{sED{zJC6237fs<AkR(kO#bnuDcqHdg(AMV?YuU3^<K}!
zS!*GRJpTk*K~zO{IF_=e%R?6OvUxcmtez2{ps(dVXL5&7YXrN!+?%Y5C9kvKo0R@+
zcoXieW5GyD+u`!)T8oQyBOceZjfrW}x;domS)i%pTKq}ork-%0g$oK^7Whl3&6~i+
zZTPyqqzpTPjovf053QIH@3cZ&kHk<2w&5`0dF-OdVX6gE9u=QX8e(gRuceAfS~!s_
zgd9B(#;(2)1Gy_Au_;%-ZseddNL;z7YHumM*|>$KKV1KTY;JG%s}u{^yDQ?ltK7Q#
z25Pr>xma262<{Fcf7E#0S9M8xx=O3N0u@~#0fD;);KgFh3LJn~#6>}DAQn?&;1j6x
z0#5w=WKl781q#9J?`a&lLELv0Vjvbr9uUv3Jzfy+uRS(45b*wao(%#5-oN(QL2P%$
zW@^8$Ddk}A`lk_CfLXz;AkI6A--EIMvjI(9f8PWFn%G$XzK#8^?T@mxJAN#{9CvO1
za5>Jqwm+^1@CLkp$%yTar#oTYi9zF;qd5p*+S2@9U@FGW=D=9*xw>yqG&i$07IW|f
z=>h))44RjdnH|K#!N$xBGPoxY2Y3Vi#RYWF@qLrDvxA%CpZNXR$9?PF`MW`@13fz%
z+q*d4^=JC*ce6OqE@AF&ZECJ2Eq2%VODSsRE)H(arsgi7dl~<knLB0tX69E_ALI|2
z{mZhxyZ(O;Nn6?Esky1^{h-y|OkD3}A#3+r7+Th5K#d?L&;5BBb8Aa0S3m&wN8%2)
z4$kV1#-@PqehygL+4!Cf7BOpA7Zr17aR)m`2m3o=^89@vVTwF*H!H3r`7CKzPS2ZM
zN&Qq;SW0xb0RtueS<bK=wcdEr;C`AT!urjWIf+@>@y1YZJ>({6C@ZL|phYPxH9VQ8
z?8IM-cI1B;apjPHNE!z}n{6s4b4{U=%&p?Wc}zi7?oIpdtaBnvi{C@2h-osdkays+
zg$%3F${NE+p|$X%skIW$YI3y#1CDB$+#!MKcOj%lM`1avs9OY=7V&(pv9bwoG^wK5
zsSB*rcBHb4P^l?K*H234zw=hIV~v4Bdo~<-+Pj6vA>Y`S{b&~)aJ~teb#xtgWUr;6
zaO~^ZE4FdLw)lFtl<d2<F3$oG=-H|<&uV*oQ)Wz-J!uCAhUc#P$UooG_iDRSC7>V(
z7uO%t_3p;|M-BgNg8r+*&HpnR{xv08WPu6q?C5Y;C<=0QcKdnb{0pt$jY3_~*u@6K
zcE4i${WQ=;(!kZiH^+*%z|rB5GVk38L(LJ>))zH%g3yJ%hs1;hMiE8lZDQln^7c<P
z#+ZPx9>%pT#y`N~@IR<Q=J9_e;k5Z`dlbaXF}cclIq#r5<0?&SX*QHQ&hPd~tL=8J
z{Br&I(f6+fIiRgcZ_9)?%impZDwjg1+R;9L`t<dSm`hz&d0x@ZSKlAr;@qT-Rcu!R
z;|@W^W>z}Qe%a+)5HKk$vVUID<(bN3jafvaF*X~Ij3{QWgsDNZRr4CX)G~+c9QfuO
zw&unjj~!VzutA`-q9U0Fx-{|55RK+WlU?c<YC}Xg{fB{<u2K&#aYP?-I5QGjVNBSh
zn>-bVa^dmKefqRL@+^N{*RkxX#7#kCDl!<E0*dy6pLzvb%v+AMr+k~3Xab4>E!t_?
zG3n*(Y`yq&hf=wviQHBAJ0mjIz>8N26|>8uJE@nvM0o*<Ff)^m42Ta6{kmFP9Mi}1
zpSI>$K~0JAvqB*qdtM{Ri>PJrXh=JCSALJvcofBWw4sSkHEW37mvRX;alJzR_}y#)
zN!O@_u`Vo*)?82flD{~fDHK^wO_f`+Sc|8kktSo*EoJpnR)S>AI4BGi@W~?hh5OiB
zQ=K<6=sbg3^rgk@-<Y>*zX#*$n&AXn1*7-IK_e{M=t1U0>aQyw7EDrpH!!#3ADqNq
zhDldgMi;9Sfw%3k3Z43qHW`s>Zero^Lm%mcL7W_^u6Og|W669nC3fAZ2~2cD@uG=*
ziwf&a@UWL-VyOuG+c$b?xf!gzDJX~u5klC*UMfogj$@^ms-2JzDiM{t;Y^-s@0ecN
zEwAZ^e5GxRmn}6;upyjH4SqVriR>*9U5S~S3>!dEkOHkdC80FHN#K~dc3k5PVf-YA
z(_=$1wlHnaj6zT~L)^RC^=M8q-S)}x_G+kI&xeHz-W)^b14q|O?gkwz`+Whsj{<S2
z^?5HcN0vy7u*+Ty)xTC|!JEi9Yk!ehyXcLgU@;Dxs>f1S<<?#L$yLrpE|az9I6To3
ziZ4xfNx3!yLv>eZ+57`}1Bp=LlJf_0RE0E^aIZ@5fNx%jgf1!#ua@~zb$P2keN5L8
zugCEcJzb3Yh=I{JEaDv-&a~_QICfy3aggszzhVUAz7%hDuVsqD19&dlkA5R0k!6Vk
ztZGR(n7GNB7!FtlgWsHjhh?5+v~^O##1;+J*||=ksA+4uI$Y7&hAZdnpJGVGY|_Q5
zq#BuhBCR?SSwKT|GD%{Mx-?3CUX^mYMp*lBgC5cSOuNDR!$)zf>)Vf-$ROkWu90R_
zT9~NA1*GR+kBeI-l=7_SRPyr$V0H{>r#->1Cr7`fEj14hGhEo)q&T2<^P#-vAzB(A
z;bJ~p=68xntvL;|3pMc|Q%sJ=w;^#~>du^ux+*nztO%>j)_c7^MF<XLQ9WX~d1w;Z
zxOPR=di+)V0e;Z8siwp;PSdC6vC<*^Gi-)AFZlw>E)kHCBjn_Ux6l;T_Teq3b)m@+
zl^uykmIy=p+TYKU<zb|+U(uTGY)600zRW&~OxEBm@5O0M5-W~uz81(0Bu{XUeO;f{
zK~<hbu5+b96376T(*AV9YP%9eK)mHh$c?%nCiXCl)+mhrv)r4*G(KN+GDQwZi_h8O
zhxCc2$AJrK?J++*r$tpyB)T(Qc-Pf!$fHX(>W_Drb)yTDW4cQ6X^Ook)<_lCJJ|yU
z)V?lpwMfdq!faAxATzGB)R4t&T5Xop2T5z9bcy6qvp&M#_<VC2GIc0w=>kbt`Q%YM
z6|O)Tg<cp1(-I@4{m3BV+8T{A0(u}hNOh>*U<<8?D1BKHzs|A&a$(=jv{Y@$-rjYf
z{m|2^?yxcFp~H_4j$%)iKdzX@NIaHY^+E2OjNHXdyY^qgw|X{qpxgM#d_@Yp)4{C~
z#kI|ly2naC0#$d6jI`7U!7etHyG~Vn-4v-g#Y`O7-uulYYIFEn1>t%YheLWl^pp$~
zC_3AeAwAz7A5ZFkI}=IWs9k5m_(dwkmGX7S$x^YMF(%T|6Wit8*Gda>PqT<W*L-$x
z(mD(SAyg=>wLOl~l$XAZJP5U2!S7FYGp|SdYJqUo|8><84=-udE+gS-n4UA^^>bx=
zH9}rwWjm5&wK`Yc8!11%KJHvU{ytP=5*+AC^7!?N62*3V;~G<ot{=8v_hSa1C#(%-
z--dF&u{#%=KI+qo>wWn6i-N^Rc-^OT-%mOMDx&yDqeDk89_hP_(eW}FhKjyi!1rQP
zgO4?wBPP#gZ2TeOlieG9N`{TYw1cxuqz4*+Uii>G5C)DoD2ghX*`W-NBXNohM)@-Q
zyqCx8O1&=S^j5q*e3jw|=J~$OvcbTN&)aMXR#nx<;=2nj4D=wn+4rkMuHYlmW297b
zY9CyvW6OmVx9jBf%7rkE7h%XX89N_0>!DG0j%{M&k4)sBTs_E|o$^N5tm`LW`m(?}
z;8w84BVLLEec@=P;{~fTy$KE!KO<TFzV@V^P?hvGU?z;rq%k_)>BUOmyPJ*Fe2$q&
z2o$TqGb5dJKGfAytB1-%y?zyCU*<8qtzl$};=DMup!*D!&udGVFB8eTKM933tkq%)
zSKa2>Xtt!*69-dP@`6KH;Wd-90jyU)aH9M|H$=X?vNhS;tf!B<v>UdgB(e9OMvO-b
z$E(C}Sp<KndFz2N=6ss<xdw)Jccg5c`Z0>BT-Gx?9-~^Lk}(+Ns~e`B549Oujh+q{
z%V*cuD+33ZiPwnA07`X{F$~p1GXL0!W|~9*gzN#Lc>O+HVc8zJJ<d0UiXIy?f`4Mi
z?>WU0!sv%li%kuu4`Q;C$jY$9lu$fQ{RgnJX&fogNNHcNeC3K$XN?9|6NsYZ#J^yA
zq-;7+w$siy$htR<=np$c+fwnq4#7l9puV|6?qXEwI|qX`za<3g2n8L#`<nc~GBrcS
zr?|mfYs>ay!MYd)oE$~6u59UeQBp^1Wu?RTv99$O_B?@Q^gg#m)+OUQam3FmH~l;s
z?d#~}4qM_j>&8}}_fV6**W@-nl)ZSyx!}9D9ORXqLgtFGI_b%WA4~6w@jbcfmV0vD
z6(jRTPV@&HYnlaV)^bR~D?MJ%TV+gGi`#mY`RVi3XOQN`yxZIFjm|rYx8HL@o7=BC
zhyd?|saWv)<>m5o&Md!g)sr)1?8z{mpPzFkm=@pEei^yC?HH(h@cB9P$I6ECf8lK2
zd62)IO%Ap{yv;wyM!&;}pE1XsJNGL%ypJB(?gIg_``G9{G~xk*gP$>xwz{jiBM8F7
z$$3ws^Y@1u*0$F6mVdg2im|o5>z|Glja{9s?;|c|PRLzc2mIadadI<radWb=vVpi+
zS(!OlffvWGFzjy;(p^;dE3ml_Vm;Y-K*0NFIC>XQ0q<Y2G{^~vZtkzodFP?Bf=ul|
zEO+!04j@$!^1qPU@Aw)J20Pnt4;}L7C#$5~>`h&*9qjM<f!y;i;a~@FcppKs{f-)0
zfkPmC2L679k!*M8nR&Q?7odZG+WASP1Y-MB><9S`0^G6ucm1;eeZOFCUJ&s9d5zzM
zE<lI(BUk(D>n{-iV9j5X;V%*V+q2;38YAZ51^|}80t4pe0XA-6;{rBLVB-Kbc3^`5
z8ym2(g1}t7zy{C(3m=#ZpyLAQxBxmXfQ}2G;{xco06Jii1_SFgm=mDm1n4*cI!=I&
z6QJV+=r{p7PJoUBpyL4OH~=~hfQ|#8;{fP506GqUjsu|M0O;5OI(C4L9iU?e=-2@|
zc7To@pkoK<*a13rfDQuCK>#`kKnDTn0Gk8`)?P4h!+;?G9R#2Qz#A|CbASQk0R{j@
zFn~RR0ZbAMV3lA13<U$=C>Q`s!2q5K2FL&^fC!+u8ye6HZ~@>PV1d{GgpVC~E|(Jk
zL%9LWmG=$-y#rbSd=-FIIqrZ?;MzbJcV>+j1oR7Z4~zmB3@|2OXut@8fdb<Nh7F7!
zU;^L;U<u$1U=ZLFU>D#TU>=YGAPPVtfM5Xm0Ad291qcn09UwwLl7K(~xdP$^qznif
zkU1cFKm&jx0DS;z0ki`s3D6awGC*^H0s%b&>IAe3C>PK%plU$lfZ_rD1JeMQ4L>J{
zr2X9!#&;$U;P|iYFB$ybo&yGd@}vF?u-?0Ezx~{MFY3=e?@xd3PyQ(vFE1PGo%;ve
z)~w82JirUMuOQsatn578z|F!9fiOdW>Hl-qt6LeH0j}@eWr5e7*Y>OBZ_eV+Q!M|C
zum3_{|2Xg9e80f5^Dy&r@IvmF9tebk8Mwp$Xkq)=aNqZ@|NFxg{j*E>>)db0@NOOX
zTWSV4$pWO2fZPdiw^|t6x|sj^{C(M<9`*11(_PBtAHnMT9MZik{};e&Hjbap?XP?U
z`_B;LpXK#m&PU8uqxpkygN>z(;G|t(rHt^n<IxD985M0iyJbR`PSWP%Z4R^Fk36<S
zHMQ0Evuk{-V`58(5vM*v$zzXT^25Gb`GJkDq98)~HKlYU3D~)AaO&5Nmy(z%^NB|{
z(nqs-7h8dxH0)@rQ=}ms;6g?${J`Tq|02Nn9e)90XM_9^mEA`{|0ve`nCAbsSpVlq
z0KhKY&8ojeU%-z_q(m#>h~mC@c56Aw5zP@62BJKD1OsDdo%_mYlh{h3rS`d9ihHit
z;mSB9Qz}C(D10q3G2PnQvitgCZIziROoB3Ah6+1eqJlZyvfLt1^6`ylyVV>EQ9U86
z0U5_csaCeGEXggVV1?K_;3p_7A1iA|d!3K$lucQ=+Hg##87^dFtyabt?0Fm*o%t;A
zIdD8J5~}+2Zi{Io!_I*gdhzl0qn)Mp=cJOxZC;zOW$w;j7@4`HTK(QU|FRxW3L0rT
zh};(KLYUhdfITxfNXz5<$gS!i!Om#OZ=5DTuO{^XS*R)o<1$kyjYol_q3{tn5Ns3>
zi18*5!`sN5h_+#j2pxfL6JZ%{&^5w#PdS746ak)G8{x>KA7>I9{k<G5+5_<^5(XGo
z?2yL!IAOZ0&ZTu<OA8~RXM(uW20hwgI~Niy*4kULh(JddZ`biNIeld@8Oj58l?R93
zHrn0wm08YxRmFK$VJEILCyg~>$E__`Sv>OdVrxEVjaL^UK>@XX>+T)%`?Xb=6K3G?
z$?%sCN%-%_qDO2)5Riu39`mT#u@a@|z&;Jv<^=ZOffcrt<VPY+bf90Zc`Y{H%2aMU
zvGgALj9y1<=~g<!i03x^Y$HgP{O;V69|_C{$#H#*?B0~W_e;W}>y|(`30EDA5yyMM
z&>uKwA}o!gWSbrwfRSpNM)6$bIH110Ick}t8A7e*L?XE$fNX4n8zNUC@=)W%mMd2^
zDtA2bQ9&>?Rx2xox4||BFa*PLrVYY4uLu=moF$c#7$Nxjyg+x%Iy`VMyKXe;8ZTmx
z$RiX?&NLK*z?(aLjeJ1PqHxo5QjV6Te~`~7S`_Wl6k&NP;i}&HUV{4}z&VSye55BR
zmlh$dqFH&svc9C;QKd-n=oP~STMdI)i{AbooOXP35d8Do3p{`|u-5Rqt)7ZKrnhSh
z@1-M6V5BWRMF@`N;!X9rHmH$Qj;AtY;T=EPmn=AdEz@8Se6IO)R%x1}ki2jF=x|iy
zB<M4hwRz;IM+0|!2L}C|T8Rd|Fy1X5OLF#AA~3)2r}=l`uSo1(H&p*()%b0}fK`JB
z!tooI_*bdnpP9J3Mg7lq?H{omV37r!#h*s&7nlQK|7rYwfjPeq|2tsL-P(2s<pAC(
zFBdZhH!m+Q;5>2zNX{P?@;`xb?p)jZBtL-R{1c3GH{iRA10L?(*FBB{Q2&QG&Tr8G
zf&lpXWxN1a`Japz;5+}ah5sA5bhclJ*e~M+`I%b(H;mVO7ht?lUl>a{{xV)%cg9OO
z%@Z02r^%X$`%OxJKGj9`dwFGFIoY~V&$sV5aJ6@)yX;DahhP*ZR<QF)5AmA_wRu-K
z?EB=!@~AlE{`@h^19p5=#pOx8I{aBAg2*EBNh3vU0!v~kcR;$DrEo@#@IH*0ETaBD
zPsw|^{lXX7*m?dC@tt=5!H@y5$^Qo;{+}DN`)TqIhU}HBGO;M;i|d{yr}zD18Qsx(
zlq1N=NMd1}wq2O`#LH|ka3PO)C2|laKAE@DRyJGen#T^=^;gd-#}*1i5v#7Z9&)+3
z=<4d$=E{{g>M^WM7Yh<Ir`Qko-N3y}s#T-#xZIj^%MjMBeKhhWVChoK9@XlE=2E+j
z7(FydWW$TVDhIDEL}7#R6JNh!r5=4s#I+52U0ll-0hTD+gSH^mN!=-WRFlnEGrMI?
z3Xi^kkCpA;gAAU?;8%Z_)D6lxEB#E@KS}o#G#Fs`BttQZEL(1DeI~;2yJ}mXm@&L4
z`j^ui4VcfN`7}En6=itUYk?z9bcIF;fh4<<7ZRtq4beQHg{~aI$KU8+m<?26>E<?|
z5uI~(iU!2r<}=7A;|?lG<1fuXgj6fuylJf1&%=6%M8`GP1qH`Dc`%f_Eqhtb>dr^n
zN|llMmZ@%wJMD<)LJc(UMn$8YpQLGkxh>K`=6eE5l#_B8VH-ieT=k~j^kSl@NP_Z&
zc~Xrspl+D_+*?Qmpo_)0fKzc>+lUSAT)bdC72{XSn@H3Z#Mbi}0^=Qs#K8(KtwSpd
z$8n?!=W@(G<z$<@%$bat-E}E`w?=>)1!Mp4o@ilJ%sISZN7gUjLcM9xYLX85^A*!9
z5oa}~E1dc;{Xzf;p}C_r{6li%Os4Z&ueL)jn0bSuF2kqFGtqpz{urzQ4~qjx0THz5
z5ibbArZp16AyGzspLeqzcx!~aG*btnJdj3h#T2W86-9UTb|Edw#V<$=+-rt0>BM>q
zPLyI`8sVtV<NB(AFX+)fdPV7rNO9k3{R!c6nYKmd`{-9VTuikVIw9dx5_YeoqARSV
zZNKQ$rFmtIWsOfvl*NLJ8Ix-4(ql|1e8((E@3>mkpLp*XiP+Mso|C`RTZP*AAiZ8|
z)FDijpQ|iHcx4^T%*@QvF>rOIlH}@-bS;kDg%0Q^x}HO+(WJbd6uCt<HZ*6*vanin
zCT6T=qvjgp-M1GnUJQI{qfcOTK`_jD;0{cn3QNtCy~G%iE)$z@kJNs~zU)HZB;NCx
zQqt;o-E=5A9RjxrWz}H+z?Ulu&pQNyKnQ8FMHMU)eF^-|nB8Qb!e~XAKYr>`VX1#q
z^Qo37Jjb6P=fsAoDb#z}W)Bx3O@U@!h&u9`ktAX%?=~Lf4SqfwvyL2~EGkM7G=H)|
zwlMbMr7X=%N$e8)&b!%ARz)zl{8s%r^n<nZe~}2eUwwWpRJ`oGzZa_e!nS{0sQ!qH
z{&V9AKqU~Ke=wfh_m27>#`EXl|IB!@K{%PY*&!Uf0OrEU!OZ?&F`joo(B0B|SCaS7
z#uFIu-AMp5`onkv)c=w31c0PJQb&I>o_E*yEwJCA<b7QGS2E(>!2Ja-|J&g5Um1$O
zCeeRq68&6*#r{f0{FRLOD;e=uq6KhJ{{NY1`ExSj{wa#ze$;<68^O&AxP^Bt{#`Z#
z09YWb5Dp$7OUKR24CDlOdAa}3B_trM%<LR@J}Hp$yw6Ac(eOV_N8DpNzn>JjL$3bo
z=?Eaz`8TKZS2+`q`~2U88-6|y@e9yl`*#5yQzL)>+uK|A9O&1<KW+yw#c{sIqE24t
zLor$8>iYL7*;at4di^PabHZ?8pk|yZRsRL@@+UBm^N$)OAn*InlK2}K_`i{u`L9Xh
z-@sjd=8^uKK<G<gLjfKp3I2BbJTfv8q!gH!2#-VuuZoGxtn`%QB(X<&lIHP4a%rT!
z)s_+Y($bcXdcws$Z<;KASngYHI1+vm-~N{Lw7NxsJ6<gEe5ZSe;Y}=t@&4A}`KwJa
zmw=f*%j&njJk~A&<GncVU&YnE#jrcDhe3l!Y?Jic+G4hfGRGs?()(B_7@y3V$>97t
zFp(H*W8F6uyf|FjS9eYt^C3k98*xvdoJY*7B4ye<Je*U}ABL5%j+a6?jl$}qmv!TA
zA=JPG(&~>WETj03(yt@0Dv!}^TsBYsg<}5%T0$UyX!ib5tKSR8@89*lkM-_D&i@qV
z1*!}FK2YW6{=1UB--rL5K=toS_PBVMIXUi@9H3ADDB`=T-uu1y{3lrNU6sOpy69hq
zt9Nn$mhwMGt6cwKv<ehC{4HAjLumJ_<Ub1S{~hZ6Dc-w!3oZ`Uze{D6w|X0?KYlCR
zKEJj@#Vb3L(YjPvNu{`sBx}7ijbM#28KMCPQ@4OGkAg2JnmZW?6N3vM9H^EgN=UH5
zw|hkcqD0SgwP^M7jgH##tekHWKhhsKa(js~KXTQEUiZD+cls35(yv3<&)Rw1@6C4s
zo62(??@D!;U`)ZiM^TOTEvBjstd}hG!Lz{6_sl!!&F`mOY*|02*)D8B%$1dI;Xm5F
zE~k|m9D@zE>Kk94XAyMN%<`|BFij0Mm&bQwUHlOnJnD@)Gn{NJwuw5%5tZHLc~Qgf
zbu|4%DT&oD9uw41*=#rEqv**-fkr@kxmLYfVZR~!*#XhI_ady!do1A)?Y8ciILg%b
zi$`#RZmUOF^nxDvgd86Gm5&1B?l>O#yReRIpD0z-guE!)NP+8DnvV>!d{8~TCJ(rF
z8pjTGKM@Uu3`ix1M?d$i(DWqNd%bNf7Azc@E=ws(W0Ul3LdBDc@M2_QNMk}xhr-k(
zP>_N)ARfPOdsm&r|4I7W7rSPeuTA+B(`WFj#@^O1axF?EeuiBxj<&XoFpF8R)wN0Q
zt;1JScNtg1I%c*t@I{9y--*!EDjM!k7UZrDt2@P5z%CiEyLh$Qm#U$c5NYh;lzO}~
z`4wkh8b7<x#qYSbr3?XsoNN*KQm`r8*LlCIzP=|rB3-=9uhnXKd?S{O#z(GU%jhji
zZCIiP<8@8jpwee|k3e>TuxAo9l4fE0pw}@xr{%I((t(n5X<?)-nm9h|D9~#SCN8X#
zeARST%qKIgMl`huWja+n^oxfG%9@n*>Ev*78#+d)aAge;-T0RdRk-Gw>k#^+$Ciq~
z?<{2KKQ=HfGgL{+HCK)>xwhl~h}to*<N0G(OYFe~INmJYu;6K%O=#prp@VGEe!^So
zsq<t~{ATWr5;z8`1?*x`xx`{o1)LHQyO&RgT+KV-3J=;}+YSox@)a*Y1mkNL-@iJX
z4H(CNH<GHF{Qofa4nUS{Tf25um(j&8+qP}nwr$(hW!tumF00G7ZCkf`?{A-TzW+aQ
z<3_Bxa^;v~D(A?I6`47oSI~T7zNCKjWWRp(cd?7!=@XdY$;i#DJRA3bcNxrZl32jN
zyyEcFsZS+$lO5#SahA$LQdbho?!!u(Qaz+6Lwnh2n+ej)SnQ<mhi3a}bGw<G>taaz
z1zQJe^;T0K#-*FRo%hC0v8`u*7j`QM|BlCS`UspN_IwfHFuc{T2{=9erK}j<P_3r+
zvoNixm2<KvK(IMhUsgk~_qklpr}kmAp_qV+gA636uhq=QrVbVM5$yedLwIAYTX4n>
z_N<D#tUIjdPu+MKF1%xON36TLOi|0C<C-u_mBw@h8bQk@t{ClDj!4=t`g9fJJ%?3#
z4{O6}U{`4dFvzx7Hyx70xd}-kZCGAQ?I{9VnK}6|wxn5W;14JqzI0jR8d&zB(qM$C
zdnF0N2Y4RWt<``Thx6r~<%<>9Wr&jk7RWaZ^X1Q-i9_?03{}BFl|8z=+$s^_-KUL7
zpy$TFAnWXJ#Too~6676hhwMDmEC?;c+vrwPIOw!|G#$A<-*hy}k|)z}Lpe%yZ>4Xc
zWb8lMK%ObSKAC$lNMT(A^=kqe^vNbO!cD+L0-c0~QYsl}v@w8aZeDDLZL`n^c^y3+
z3~rRsGT}&S;>Cz!j3gqCLh*)lX{d*!XUA*~LI54*&%OH*jqLZDb^xj6iC2lEY$cZR
z_V~Akat>llgY;&gdjl#F$d*|zOw*09tk^6eNf+(!y@lz`{p?L$b>vqJv)%8A))pl{
zwmz9JE-F+}Q)%`1ya4F&?rS%#OU+k4w}TTt4!tw%W{U<+RtB$YU2HwwNOKP=lJ&gk
z*OGvm>1=~CrL~@7fa4T>^XvTQ5v82km|LCOC)$9MDU_U#+nl`G7~1eKvBD~xnb<=i
z)G=wIX4C*GS>-jK%Pp?(%Pod6-}rQ$Ac=46n!HUiS|Y^DK)9z2tvoYyr4-tXn{1df
zV~AZY)EbVL%687kq%tkYQ8<@MQFWv=XPN31#PZcD!IV{K+PU;r)}bg4cwRoVT;A@$
zB763BG#2KGn<!zOv2jmSGxJeQbB_qb4D;<Jyzw20s$|w;hi@XMj5KZ5^b9#b;56gt
z?AvXdZFya_;b@cK)Dj!Wei9R*#;0H=IkpSo=25l@3jJu%*MUr7oDM|iIwFd9l2q;3
zMCVk2uGG8%2{?=kZ#^Q|P`<*?Z>pLQ>yJ%L<0|YC<MWuhpj(Z50-oyiAH4B-?n#<y
z|2WR}XDUTxa0K1eISP67dcXJTi>x<yOnX9=E!JI4|LNyQjuwn8)SQk<C^D>u4`-0A
z4?MtX%4vW}4=Ft1$@cRgG^r7e5BZ0m8ORFqJijDIK_M~KQG>de;Ws`ic}>K<Q{j1h
zs9227GHf%dgFF}|P;$7cBY$JP>6(K(vzNu$JHKsgyW6YVhVAO~L8rjM08d3BpJ#G1
zOe}W@p@h@DqZs-yzlt(iJYk=w`0i#vcl<9p>p^!Ez%1}qY4^|WA-_qW-Y9?yC|(Bu
zM!y1H*6s#C5&kDB0@DbwLHgapL7RxY30E>;n-FdYFL?c8{u&x!4uL5ob(}mXep#Gv
zHYMbOUEh0>@tz2QFN3!l%LRQ2L2|?3q@etM_`Cdq)`Fa_nu?nGHC3M5EP!u3*&z;J
z9mpb7&3G38rwhfv55-Tx@6Q1I&1Pp5jthYuD=(#s%u%Ze510pif1WhomKj)e9A10;
z18%*aqaI(-BqWC%c$u86$vMcBr`p0L)HzUB7~I^oQ5TX;fKj@Eu7TlB^GH!twJ<4~
zrSVNM)Frso%6H|P?mKIOM8}jHca)2pPA)-12yCoN;x-)h&9})Q?(cMz4fw!B=6DL=
z<kEUOg>W1{{I#_SxtWn|qMC!;LfGhJHc%02@)+=P&U5{ya;J1fyBEUw;lKgqD)6R^
z5`}M#LWoZiDvNw$^8<GD`>6+>f?BAp6b7Er?-{DJREBsgezDxAWn3CJYbARrspx31
zMoD~wsxBz|*2=GhZhhN=Ei&;5V<=~ny31yVFKp?TPNKBNK5#3KIV3BrCjJ~D^m}mq
zn9|6;K_J!RaC~`au=FUrK3PUAed;NItq-=wO^u-l$xKK`2+26vm{Pl^`j-aI2`Wtg
zamV+^F${0qD3Sr9mIuVp07ueo6M0<&NX~3%vyqLxvc1TWUIzMt5$#s-4N@o!sha2>
zcgRp`AYs~~donX!3p{kSeA5(V1FKnjjr2kKU~Aj?=AAg5Om^brp)CR-y#c!X7(=<*
z@31Ngb|W|O$=K*0HcwY1x?T?RTWefh8>}~*vaKhLA8L02OT(WXYvk5hw`0TmyX~8u
zERM&fdp*&z!VxeApPPu}Vt5>7hM#0;<WSb+IT(;HP~M8&;`{8WRf)~Nc@osrgjoZU
za{0N~-1)@l(+H4`?~fbsv1W`S5@Km5Kqlj$Q5k|G=Y|dVB9wT!WMkY&Yq?|V1ktAL
z^XSM3w4nOqFa3yN3C*~$tq>THe*6y76kY%eBe)Nel?QJPy0XISP<wL2<I)88fYS5A
zOF#;SN=Bv^!PBG+MC7!P*v{f_Yp~VAtCS62g5*;GZ{uI?_n;$BO_S0px+mtdai4u`
zy~M!bI1A|HR=o@;<TkzHOQku>hr!Xj>pA3h?E@q6teFH`^_(h?Q+(<^7=4h7gxz>f
zLgCupMS{>W5F*O%6RF)R=T5oQI9WX~Q0*Os0z`fu1H*}4d<leoC_$>e<^wAZM$oB@
zHjbRVcpU`my7M~9AM(0NfNgrx#k$lBiI(0kh}j#xm+JxZx$`>D$9dk8!r4;ARwhe+
zS$IBrGOc5y0{4{seK{!XBuRAezItlV_zM(=3d5%P6hoWDlaZTs;dHgPzK<0%X<RJM
z^9~=U_mI17$Yn{y4qEF3z}(F`HCh|(KtUB~Jr@Rk#SN#fmQ2}u=`r|{U{ff2s#y9I
z8s|r()G1Np5}uPe^PovV-_VSwEnjAb%d?`@_4zf{BLow7PCv<OiS#Iw8aMfDsXFO2
ze-d)TG02$V%^pb#0b)$?oCgALTnJH~tprSyyGG|*ur3ma=4#}QrQWHk`Ke3La_?oV
z^5SUQDdEcfJ#`0NW_a6;uI_f^-o{N1Q7irraA4(XI<SE2%YJ+t41KHn>O`OCP4niE
zXFM7fnS3c=s$1TvG>8$g5u^C8waND{p*4>zG)H6XorK3u%ImcZ1YK+oVa#&jC9*Rk
zX)NB?Y085&(#1?>GDAm`GkLAQx`A~rG!L(&`1fl#+|npWXjoQDmySQtoC~DKhi`N(
z)ycUyf*F>4@Fs@wTsp+-u1XCpzQ<<NAQ0KcMC9oXpAwM2VE;x0z3ol_^K#4iW|z!_
z7CC#B10O2KjEpDT)=f8%A|G~2SQR%&sf_t_!emf_S-fXc4qOGLDr7Ha5ILik?ekXl
zO|&wropa6JMqpzT@zIVCXUO^8wN%-vQ%M|R_uxL&4(jzAyrZFL2kuNget$n-EcTCF
zjWfhjF~_hwfAAFQ8@(c<eL>@JTJ%ZmACsX1_;CQr{Z{t#2{%y=h&U%{4r{cqX|K`Y
zm+y^+YX`?YY}CXG!#tz|r|`tn_YfQiq~jvC6(|ZqCsKSp<VCBqX42Bes@D?bzgZG5
zsZI80Uo2<O%gC%`qL<E@W;3BxryF|A?xq-1inzfTL)RQ`;>iz0<;`oxK>=5-F&dX8
zrxllRA`oD5!*`8=nh#o>drka`1ZcOoit}dltx0mzdWnLQ;!+aBm4Pb#W@<?a#ub<v
zy`WWB*)|5j4#W)IO4|8zqzs)k5I8^L`y4JjUXnh=syhnH3Ub+1ZXLYb4nGnv-`i?_
zC#0q@QL(6A%IKv<v}r85AJ|w^z73VSG$k}GXKl9Y4^>E#D@tjorW*fFM`om;Fm{u{
z!nzhY1h3F2mPltTt|-X;?c_7QvoT`~I5t3aFLiF<fpo^ntwRD~4^=>CA%<*4rmZch
z)TmShds<4!8hGCe!#8Cb-*DQn+ThPr@gr_M=@!|X?A$@h#hiCmi(OVcvyfIDGN4eP
za89ooP5`&;i!Z<SZM#O?Yp(pcBXV;2sYtfm+)uXt?7+6DAC|}zK7ATS;^9e+EW%1F
zVv?AG%G<v0waXWb1)I7EfZT^i1}(quGfjJ4o8>*~Wo<28Ik32iVge<((f7N&soJQ1
zCyOj;j|{ciEq;7w9CvXEBT`#CtP}DxM|NBJ;g){2&#{bRR&_TU8{Qah{IG?%LA6hK
zc2%8C-DOifl30uaXposM4PfjF8Ixg=(af29bcmoW6^h!i?|lrDvC%>pw?L=1ouTlZ
zyN;o=um-3Tp0jB+YDJD0l5CG#6>T-GyaJ#-h^m)9-<(jL9_}kY^Z11G$WOW2^(m_y
zFHl-k!3^#Rx0}}5^uoMvhjK>U^D3-YVYyLB>{p{p(ikT7Vg~8Zn!;O-NeOmSCHMJG
z<=gH2BdPcta`W%;RYB2Jsb*{`oKq^Tq#1|V?aZ8o)e6t&95nCD?+~RWP19YuiyXHP
zWE)9?X#3Vz8=i-lHo-Ga^|wiE_8SR#KbeB0%Uf%#kH@%PFPF_IDy~wj)3(cpM`OOj
z$mp6YXl8W;C%41X(AV)n)FUJM0ZT%R^b1YEEl9V;lE}4@5{l~!&czX|HE<CQ3Jy|f
z3PqH~@+GjdC$svp3=)k=?B|BMXUi6B$e`|n(^?BH_%4PsGzvF*$|2$vMT93UN{6Qp
zo%L5fb#w_rrwA-iIC-EIv_Y*WS|5l)Qvmi^194gTt_KGM%K<U$-Sa(JK0I5B*X^I-
zdusYqb0BZ3{oL0Y&d+z7;v!y+)NIPfm8n}n3^mh?aq!SUvbzpxBEHv@)dJGRKD@Sg
z+F)n`)C>OIMKUTUFpiac&~SJIwV8MTBynW(#Ht||{88PKJQu@5PVuNLV8z6#1hV>D
zcT~`o5hu$opeOU-q3y9f=pe#`{z#hPY_3-u@?>H!N!*ksfSRL%K|oJ}4^aOp1*t;e
zr2sh-UxR>MOAN~HxAeeBgLJv2RM?u)y0zEX@3IQnUOiKQ_zTL`uDxjlWwmb$2y|0T
zWpHUwdck4JQ1wCmP0kPp;<6NegzB-Uu|FqE7nLXOG7dH7*H<Ytc?R#w;QUSjLVv$i
zS?+l`Cq53$)Jm1JJ`S-6#l8o9R$@FkUJf@Ce5QSx>+f5^(pY)gnhA}k4Xu`6bmVho
z@R)2xGCjUm*cjhTB1#<EWHh^;V#<u4!wMH$YA?FgqckyJb`m(=3}lE=Dbz6#H%nEf
z>tv-HI=WLFR)D*l{c5byy?80%K&6s+l*~dbNmWR)qSG_(LwDlQ=6yAwt^%W~^%Hu&
zmv4)*&bKUe%5+Lkbn0<m0<0Kq+Gy$<bZ2}tJ3{zQovnqhMcoUkIMLwG7*E~1P*)j|
zRQqg6W<d2#5ZH9C*O5w<3<#sv!k)1Zy=c1oFwKUMQHk;gg%I)2tDvV!QKr0U(t<dC
zd9f71EvOr+2Z@EY1|jtWe#KI$x_V6I-zmX8hi4dj9R$5*evs1zst8o#<}&D_=#p(Q
zgrIO1GtBApZ7@>p<>{=INPteKKf}v$#eIIA|4IX+488H^%n7Er@`y}jd9Y((0dq!p
zQq#ttrEjiz#R<N2+mTYgg`mRlmYWcz2b7YWpv5XCW~H6!S#03FJ(Nzz4f|MWeI`J(
zqvU7_l%tDCx+4`X`i}VPRgsW3Ge=zCLtGHfai#=V03jn0m-xH*T@LWNe70aF0vrT&
z2^s<kivuG8U{N@65BD#Eh_Z9?V72-|OrCELH&i;mHb-sME?K=ff0c3&Dr&nkP{ZQj
zyo*zIA70|FCdxY4tI%5+Yeg{6Qj4D&mdplp3dvE*jp9L3)IqCKt1elO@{Phn)t4;P
z$1$fk6I+o=iSBBR3On#F(rZ{Es{FKUc9ku_>2C%_iZv4|4@O%JO?+eqKUr8wb1-N(
z*My5a)t5tJ>p2CM$1lu&$a=o6ET%}h$Y6QgPGqWX#(pu;xc9PotRGKysean#udep`
zBww(5&IRLM;zm03937_O52lUZ!&f<%+pD^{-)|_l^}<_E>O^tEY}Tq!_bS*}J}bCi
zF{WA{e84xkzC)KJnN1WR6(M<)l4J?`NjWNX1EMxHQad8cfYwF=D_Jx#Ld%W@N&+iY
zbo|RSDZ`My@c4J0KBi?!Z&JW_B-tzqYHS{&>!vb&LrJ!S12;H^P4H|RPR0?N^~Lqq
zJRH7L)Gb$dR0Ds3)b@fR4;_mS3o@l}o3swkCZ6VxhpULyGI`U5K?V<uboP?+5^{qA
zwYfc^GDxB%tO`l0QrM+@*v_uj-R|>!we!if$sUpY-vQ*<7_C8>B4>25bFnfB!@)n_
z5y^%$9mSX!i7CZ$s1iph%%~|07#F{RSjWU+jhx225JIIz6ht_ot<nRN!6}E;hau=G
z>?{kWv3ANJD$6}(?A?WuN@rP%gLsu$w9#jJ(_#%fF5dYa*B<lVojIarz|<EDY~BgX
zmYTWivU4%Ke}na_>P}#SkV2SEDB%(dOESkr!NU>jyB`N}#9Zy^eR3=h!Cm})G;hFr
ziOv95#Ycp9rMYZUd}58fK>`8~mu`iA>XHRCZjGf{M)=Eec?tdm{7_y)$-t%HHdeXX
zW%@&jYw`&m81jzo!*$|?SeRq<#5#S)kv!aDl>HDndM%E_>w0ev&7sbCjp=j1A1yJf
z?c?#X>v2qgp&gm6jAWl-grk-F@`mSQD0?Zr{8P_NPVSJ$v6`!;Woq-<)w9w$Z%LH*
zJvAD6c&zbTh17bQILq)my;dC1t;3ZWV|)8r#VF7*w(XLh)ye{6nOHzaL}Hlq2vr0r
z`%)#4mR`0|VIzx+1a;$q{Z^k#6eyC3v31~)Jx)V+Wzs5@i$=;uTo}OWQhZ*}ns%JO
zrIsHt_(WFWw{IKDKQjHE-rN;h6Mh=}vO7betVFJ6;hrLHATn>T_At4MC4qSupQy4b
zr?hA%%i$uEI)5JttLiH!0mEo#S@Rlt`{C|9yONCE_Ih!COF~oPY%FbEMZei$C1!NJ
z;}<mh>TYwXS=Ugmk0W=l@`El2?66<_Mzk5hYU22JuHK{PqdZG`b`xV{8NO5vuIZ9-
z(Hn07Izo3&!2JrAdRvs0fnrV$5k(^4Dqcei<O{vZO#qZgwAkq}JeJA?n+@k)M;%Ja
zKG+_X1e3i2v8uIdYgVd8G|f4u^JWB^Mih;Xz2oS3_1>g9R%@$^vv<!K)BWt?*u#uY
z2gl961Izjy<<jOW79kIl)rtav&fCRty#`654cF@|$%n0v()_zm_o0vdUUf~Xr#QlJ
zh00G__Peki%xNC+2lMA$3I1J$)nwWj-o!vteoDXZgqY$v5S$cr&A4$nxP($u+)@u1
zqPkBEp1zogpq+i1g!^0Zx#}`Z3GU*0^@gK0RvEOl$Fs!}HmP*;Oh%&#GP`ds0MC<w
zZTvFG<kTpOQgH<uVqm~<-)b<X5D*w6WK-p-kl1#_6XWq4^#hjtNY!-d2Z4bB*+U%=
zPY!Ze;35dh4Cj8oaY}NbLMFA1>zheWoi*Y3PQ>c;jumeudG+pnx<1Gx%RiJ(a`}3t
z7CZ#K!VCHs`g@@-RRR7|6JH#Oi35IX@UTIUKu84k5Y)`k$=xh5amT6<UtlG3oW&D&
zGYL2S5s(K{D;rHs1_2GOP~*YGCxOXY(#;i`yR+bnvdxc4m=oKl1uhO)+kpj#ewCeG
z>Fw-_w*In`P5`9XwCqF>9j2Tv1*9V|K1`EijKX2}d;qqbsW0p--Fv0dHrJp?wW##g
z;XMZG{j~suxGGz8(W84LQ4W$k-zwFE!OTnD0lg9>4W#Y+!;Yp-d8y_W`8mapN<IBp
zDxs2mkW3<FNTx#D0JRLn@fa$?9%|6MyU&24oia#6mPG|SWW6%>1yiOKToYHQc0Ret
zish$x+~0h`=#cwcc2zaN^V;6$VRjMZVHiV<7EhT6tMa4ab-)Q;v7Fm$q7Day?F43O
zqr)l$K8jYmg)-~&uTNGgmIm<mvqlYx8FxU1C-9)rvP&d=+TUP@d6JHS_J#tjhmR(o
z<Umh<`{J1J7e#n})*v;h=|v(PXe6s2_aW;dPh>5p5XJw%`bcHSyx}IXbl|T??3K1<
z<=X|$oYhx`7)NI@U2DCdcR?i@Wq)LTRJcIAU|G*@@3JH57^t2bS6MkC(GlFR1)40-
zsG`YxPTyy`ARG&WqRN7oVdiw7{w`qsRQM{u!gUcWVBNC#UX%XNmb?C4VclW9q5nHI
zi){0N6pw?Bqe9|c&1*|~SpwFDHj5HO{W_8L%j5CEEju5P<c<@6vG@z!B|u4oha1?|
z>(3#x#NrtAcJ$r8&E2B&3u~52Czh7dQLViq|J8#cfeR?>m*7_dmiJf3c-t!jLt0^A
z143Hm>F>`8Ep8xk&2UbStzc^b)_7Z>J4x$`;WBA0^y5W=B`HPxvQ8E%TxJ*?nC*HL
zY`@6X9#~-Jf0?ASXH^P!a>BK=4QWQ*0Dq54=w5QRKV3SJ$HGul2*{723yG*h-)bMB
zY)zA@13j*6tw-5pq9~s+qN1PNz-Ejd!+4XtbS#oh%7`ufJh~s?(N-cdy)?00H?Edt
zf3sAVkPxJo{5dgRFlsl>Is6zR_p9akqb91)u@X-ooMIZ7HH9`zymwZFGa!p03on}X
z2rwS(g>wsS6GvJG0(S7-Buw!URqjxf2qqv?H7^enWtVBQiwAnsf%52Qz8h5_ecyMi
z`O&6{G1q0yxgW}p$WaQyepXqG^{lO)BUPZ@ODfG36T3Do7K2xvJ01j&EyYQPW=d?f
zkTj1u)Q0`lElb+`px}`<D<x4XKzneI%2l`EXC#ESQ3Od(P1NWD#oqVF#i~Ps8OeyG
z5`?s*_1=;?IgTVC^EYm)uYpMq=FO&NsvJ7)ilaA9-Hwj=piCK3@s(^9Y*o*qx2eM6
z_AzKVkjMbD0dXv3-@=xW0fDkR-ZVJy13+1=eFZ?541BqP?$C4A0ltIELd)uxFgc<&
zp#mo^De<uE(EE-9^aC(mXY_&c(HfQ;l21$YoP>&7+8qc5Ll2*WCgYhOF@vi!Et9U|
zqa!0p=0x5^o<GUeCF3-@cG?x=Ue50#((nV!Q;9l_m}+oYzky2hXq_|#ta8VG*gnB4
zb9ZE9t@PNtT(rDZb3Cv0?dJQ;tWk3Iy8I?AYjt~C-YyOjp&m!l?q~BdGDL2$*FfQx
zJv(Fj4hUp!er<5=aE%fBF25dg>2VzGBi}so;~nRNi(e>Q^ixUd<0;;??!0ePC@S10
z^bUg2<tgc%*E3zJw)0*(Fw~YWFuH$Iu*~|U9Bo6PS|n`loQ*h?nNGt{^fq|76qUyN
zNc=_5Df{C15Z^pJ#2dke?z+2YSXCf95(^y_dj;`lX$Z)5laxlY0b(~ru3^Mr!!}qf
zH~e6kHX6=sT4O99Jo*kHNs_bB9-X;aPp_z=CC+J`+1FFC_MKw<eT*>1tfJ~nY&lq(
zvUyWsH&TC4$M&Vl3wB6pYso%5J5$e1IWd<Uslt?Vc%cXvovi^NQ!59TSzq%XZk=|1
z4K;}pSeNEBzlrA=#ztFx+he}0IP};9NM~BJ!N3_C92Z={P(xu9kBP;?#%7n#n;z9q
z>!zgov^e)<5Yb58`O=~>RAlhLnJC&{_hL`r9np#RFnWfgOQEzbFgsLduKjJ95b4Gw
zQt~$F=oIcFd!P;Yot@Jz7kVw_`Hw_^o#WmEA%PwHyJlfKy-RNT+PzsXzyff%T_<3P
zyltO*4#0Lo!o68{Ls;J6b_+D#Lf$LZVZVFJDzY!b`r}}Cc87Oue~wMU*wt})qu&cu
z;)J<6H)ZQn31sXM@L*l_A@exi&NP0&@Ps%2up!>)#_-O~G+}u%>v)mYHt6uCL$9t~
zn6&(G{jTxWu@UZ#MdLO->1+?F-L^<0DSzNq1QV4Ux`@An%f`mF52l?mv4zF^(|rUs
zWY^$G08#K-<bB;+xsRl0zc|&bInI$N(|nf6`Tk0*X=`njVJX5AchEA)S}xj<4U`3J
z7hAgWdUufm-D)lT3X~-NlEXoX0eKMU=5n6*y7dVeqs;%QIPp_`{UEMR%qV_NLE-8u
zvvIAXU{6vu5vV^AyVu-~yD)($Ekb&BILnHlok=)e%pwV1Va9}}CsRFrpg+a3`8em5
z=InXPUZ;js^-L?lMNKcD=ncYeZzk+U%x|J&^!v`iD4@pp9JyK+XXDDCcfNHy!KZN!
z9-W$JNI@=_m9Bd^cS&{;N`(7F@Te0+tYSR$&pLtN8c|Z!5(a{po=JITqq7Otlw2mG
zIo&JK!Q+T}v_pmlB`egtYtE$HvCB|HQnz2B6#1n2Tme{eKU3lWi7SHC^C3z+^I#$&
zo*)ck!cU&)3dl>IKR}vUpCUarDHSWf%b3}EM(dA>u>ws!9kG8b8Hg!K9JZXuk0Vk(
z_dxgAEK?+(E>k>Om8jGAl~14P>dW`+bqGCfr^tEK*~lG^IQr3xaT%<F<+Mdx5_mvV
zGOiounM&H(L}C#u|2{!|#{*gzxiAc+L3k!deyXb)1b`FEBUXF(jbTJS-1JnaY#q})
z?6JqP7j3v+Os^RkZblDIe`F}E)C>ot#cPJgq&h=+ViauTXH;y|wXZc=jJ#d~vQgt{
zm>WV_Gf+3gze*)*VOArX3<4ZJ&cBJ?Cf<$cN=z~r0p?mn9BI;9oblt~Hcc0>8f@n{
zdSlA`Z7}Ad{rvm-QueiR(1Zm?cd4UK`GBi?huVIVYhRk!qBEa@fnV3`fs@yZHF2am
zt}dW8h<xSGG{OnZo;22Bt5<4WEmteg?M8_=c3@8~d~JuwU0`E7MUG$nwL$Zhc8lQ6
zhw4vldoBbnFdxYa<_s2$$_-&%Y*dOc6k<$`OwJzTb7_PxqfhRd047J4E0HM^l}m6F
z)7Jd~ff?-JH~`;s(8Ru#u@G<K*We4P0ibM;<qGV2fBPn|riYuH5Zq2?In~2XHI|$t
zzFN>3mtzj+Enk~eqy3Kjj?Gm*4|H@N%pY||*qY37j}Wk?d&G1`N9)aI{WN@)x}C?T
z5GX4FqN-(TgV8{Vx!Ku;3(nqSRzWB4ZN?CV4)R0U+%{gWf|mUDKx8G-Yfzx<wbV6<
zL#=<8e{Gc?ZFEl?B`(QdndV3mAO7r`1;jj#;;P5atAm#N@-PfYGoYGUWGWao*DA8L
z7ZWqU>TN2qp^dK`-_l#ZCrlW7!~Tuc^JO*G{fX&q5sM(b|B;#|Z!os|D*q&-Rk%xk
zRMuy8WIfCbEXYG>sU!qOsyf)b1v(?mG%7|=1^-+EQxsFYBZicanBF10mnCHdaj6Vg
zRP=%&*U^?JfI>|yiny5s>ZcVkaU;AC0N<9!`+%oP2vqaD-@HK)AU@=;NdAr-XHCI!
z5iTMM3MPV^y#v6G_qF0I1@|uca@}Pug3s@l$<<G>=Sw*b;-`Ce>+cm8-A0pfB<^K)
z(B7UGL(k7ho`F+*{>_Cl1vW&^;{NWXYU(uSF@fYCrdSB?!v0<}s|f38(TfsVaaRi@
zGbjjND*lKFKXm=5DQjd9W(lW6w_+gY*dN3ubt_kBYV==9fhR?4RQw?e3K0nb0)V5d
zVwlA_3J(huW|C)!#8!QggZ2{3TzRO)?rMOQW}pf6mJ!Yp9tf7(Q>d-ud?%7t2-OJz
ztL7(Q3+fRfuW4o0sUT1YSxK>CUE8Lp_|k#H+%I+$%wu#D9pM-zB-9yoi8GUPWXuvl
z3m6bIi1-x!eci1ch5ZQ-phauMR|w_Q?8U-<BnCdo&6;WJaUio3LNFn;%vqbJk`nSm
zQS(^oH$TKM56W!6G$^hcF%lJvG*E{Xg-j9C%jz_d1@oSItWiPAE9|BAWg|6ffuUCM
z22sSBNTO@~jC}Rf0wUijKn&kWx3uQqx_uFCtC4z|Eo9u50fXs(^j5-vb3)@$p-`wx
zMIPtX<IM?!LkfPn!Gwc>P~1|^!NrCf2BgiEW3-0S=0aDX>eYD<t9;rD80C4}0&=n<
z%+GpbSg^{$p@`-B(In@}`)GirRUP2L1Z#1`{=Fn!>J&n9X0x>T*nJ7tR|z2Ln@f+g
zD|DdY`TL4Uqh$VUfHEARnDV1wxu94As(9KrfgnFfP>d$sr?sm{zfL{h&fsEb5@^eC
zK*nHAfu)+cn(^-04M9k;A)~2LvWZZ?Yy~Y@Xau02O0;Drp$)GI8}&MZ3uw80;J1;o
z7J>8xh8TDw;QsI}^{nqx-~qy{#(`9WT!VeW56z*QFN5IOXxjz^9eRO?!mMLj6Mciv
zgI0r`gT)ax=se8c)(H>#zGc|=#oA~QmfJ{FOjQi@6_ksr#s#X=`JCN|+4Nbw<{J>l
z4jY^myOGSO91&+L!8VpInJdJnp&XruWu0&w)epoQDC^w2B*HJ92G6QiiJd(ZTb&RX
zL1Gf~A0;2R=AWbd3Is^P!}R_qpdvIkZaXy4HM_z`3@|w{#+|~ZEc`$|sQ}^;Tm0d{
zDC7L62Ql!;KuO`~?U5Pk0rr|x-}2cbe@?Z4HW8}i$SPA^TXdkT?yL&3lx<_gcT{d3
zwt5Bq4nF}*tbJKXZ>yL)FXGMVz|^3|cDOceZz|CE7Ttdjtb%kA>x1!pmt5nvm)ndB
zkFbI52Hw;&DPmq4O&mq(OA<l@<Kz0?j;wq$SS}bXj!)BrA-CQT3MBwi;6I0G9K)~%
z55#iE`Z)6q2%s5)PHw%KdLRO)RGY9BU_k>SB-F!@IdCg$Sf~!)Wi;RhO^txUS@ta8
zf#CtK9gam`mgu;#IjR$;WZo|=Wjiv(jtun&G-@bJA%Z&7o6G)qBmfu*-+gGS6q7|~
ziRToyU7yk@0m~$;rwc}p82+P;+XL)fb%flu8y<6QiLT$FeSFKayx~rN?<#Q(&@OX-
z-E?*T{f>5=h_<Zpt%}K!`mQp;dP+S*2=!!8d%cU%?EZ2MXC{YW11;&8Y8GEJk$~RK
zjUoBT8G9MK{ZFX8((}?g(UW7v6LAm)@&e<LG8^9o)Y$!RDu81TzC!{l8Q<teh}8|{
zCD)6%XLF7t#0=<<SI-u%AH$xI)W?URQMWFuHT}S^BZco_7SEQ4bQph6>=&yVE%)gA
zc@)<qv}?cn$u~dGt+YOF(rtR-Hos2Ko@Qa7dFg%l6Y#=(ay%7xS(a<H2|QUiPNqtw
zd%vm%xGaQ`)f?MfmbC1u#MoYmO=YVic<9-G{qxkzunB~}$I48lu}DpV?|h+-T7a8A
zjm(=vaB0(5_ot9pY!U;OO9*7%lI^AcFh|wzQoi@QsVzMl*D76eeq6dV)9c+2QM=yP
zsTUa-2NNd#H0}4+jW7ucsj>R$*eOo>I3fO1wru(uThSa5pFI<>zuX28cMWl60w^U1
zRJn(k6<h?)Hwz>aCSh+3+*fo(R!sXd@3;{Q%C&W8$BTd8C`8)0^-ZUE8KpNnn1-AC
zEqaORY_=$t_=R<6o{(NC)wT=%A~|OSRO-hV+3*g27w+e18h5{baP{+9i|pix8U8l6
zk>7&DWn&Ubc?ky3!ZqTl-B6`e5LG*JXN#>!{NieZ!FG7KbK?*B)rnZ1&tK)Io4+uZ
zTOIZ&px-|x``Q(;rMrK*&i@kpvFl7=nY@LJvF7i^#`cm;bA7S(-m*ea<ziTD%<>TC
z*|`b;ntHYFxRJkY;Q_o`EVS$WeeRV@E6(NnE%o~c#YQ2`XQYdnp^0X*15Y4SFJ+w2
z@8S60nUQ`(fGay%7llYw?kH68y$C|SMK2@}=yYP5B-V%^WMmbt(CKlL#It)hzaVDe
z(@#>%HOY!`5`f5D5@8dDeg_>b+oMv3EbmXLc$Z|P{RY~<lY9oj{-!0LrpCM{!elRe
zjnu4h!SbSY=x>23Iz(7Eye>jj=CGIo=0~nF*9jwoA8?78&|}ht{WjEG>@)$vrda&7
zG`s{mae6MTH4_(QOqH(D+K!Zfs)2N@lie~V(5Eye3jrJqGq;Y@7<<XN6k1!1%B8>r
z*hEsYX#NzY5e2yYLvQ~)BniX;nJa%{7e7Jflhc{oyWM`)A5(N3kPPggttV>19|L`+
zI|~#lt|t~+V!VbD@SJwQ5J-bByF91b*O;0$kEgPjnk(f_nroh8Mbf`msv#;nqS<>>
zf}R{qHqtgzQLJs-QuFPwX_p{5+tY5ZnudAZ9lGBn3-tP^vMa6b`0(p}O)rJ<1gUDP
zHG6jhB(Kwv*lMt3EhGvFAMTrR8RpDo#K`b0ugKd+uRu>uKqtgUqnT;9Fe(Ko2=%EV
z!W4XC_!MyZO}cj(qaTQHTk=yx=IxG?N3t-4$G;u*GGj_+c_pYbWgg|5qP(TeKq^J(
z`1p!m?<S8n7wVtgWA2dLPo`K-U5>iuq0qTHZY#05507Eq%S8z~N<)m_-3v^N+(~&)
zRPJ?-KmxEI@V3)mqVMlguwhR1s<AKT1*)+RPLsc`CR~Q65_fZXV0^GB^W>XTJ_W@x
z$1+F9eeO$nAx`e96(OKpB`3@puwvxbi>5<a)3C?K81AeE(Z|QwT#or@#b83P%v{yT
zg;b7SMO`JuCU?IfEZ<u`zH^<<!XA-1<CfVhDl`OZb+D&r>7NQ1R1Ud%V7+KJB*UH#
z;CJRVNw`ugGsDruR94Tk9JMM{R-*23aYYEJu}tno-a-mCUh{EbF7~OCWz`DNco%$1
z%E**5_<ucpzYG_{;brY9TY_$i%_cYvY$^1M0i8$JY)`c7;~tFEh__noq`O&<@1Q^y
zd&`9DfK_=zzZ}r!H8^mfo@!z1i|(<bD|h`VRt@`kE#L~6^%^4_EHeXMj;bvPJ9zCI
z$jOT6CQGbCPP3V?6xYHTI}Z`ri{N)o&sSJF(6H9fL%24SlW@IQxJaLyY>B6cUjwB}
z;0tP-h{8`)#_db9rNIlFDj*Iq3-^@aDNxdOnq*GSsFa2}o4Um#^=Xk;gb*k@7X%=l
zlq+hT3<k%i6(jTvx+vzJCVx^VNYyYrV~th=txm1l?+YTCP$|-vBEz_e^y`EMO*UF2
z;LW{qXwRuU^YXEK{!z;|3SkrTV_>yrJRvp4R8mxOn6@ved0;$Q3o(rg#ElIks|cUD
z|IlLLNW~v$UjgYEWj_Q%l_%fgSXq2g*}Ag8B0wX+(Ms0>H>#9*@9uC4<N(PyO&!1)
ztK!z?R-qE-<QCV(DAfSpCo=nh?FQ4m++x4~r(xkv184<UrDZqdf^4?lz8jbAW){7O
zjd|G{FZEiQhsVWwt7LY1nuG%v7kA}a{W8EUbTgVe^jL5Tz&(ZwU>FBL^eZ>Wgc7gr
znveSZCsVm<V0J==hSvbf6ZuNp;CJoyJzl({pqUm0+bR+Xhe(ef^D7LgTP13r@{?XP
z_sZftvu-wR??vaYr|gSh$<#1anzD`ezc_HjT$kb2pImR-Ol)9{g_Ot5J4~zrEw%1c
z7YoQJoafR<Z8Fn3twt-F<VOKt3xe*;FIQ{GYa4xf0?UY2O_VpeyVQ{j%8IPHA03ps
z;>Y_%w3TOC@0-Sl(T@?tHJ0p!F*+qW8ftCD@W#2=UTDM_PJA*P6I`Rtyp|nB9!QoG
z=G*vo?ewCCx{Fs~0AKkyuxbL<H<QoD)Q+87p(!T&i@6#}cyuN%oGkXTu=~6~SIm41
zEQnpt&V53=6yPv#1-89&4<P#$tcJZU=A@{r*;{S<`nA2d1Ws%5pY+QFkdf#UJfy8O
z@AuNoev&{xJ4xVgGdXw$)hmk-uW=SKvLWkUY`@Ngfm)xsyJvp8q>i?NOr~6dYdV}P
zxpBo{9?P;HvdqrNGRWUN!$^%&D68<&hkmSQ=_&jrvZY)h1pR_atLf`$rAKX4aPY2-
zIr{3E55-9d{sMMJQaeUAH!?ct%AKANPar-`&0#5eB9k}1LS4yzkAZ5DgO$MS%Ffw|
zy$~}WJD)xv&TvY9yr55dfNJT#fw~+A$yQoe>Qri>5LBR8Q(d=wg$Ha8b1>zHIb3=M
zWmu7LPd&Gcc~oS0Abf`wWT90Rmw+AOm7TdFwGu~%(yUv~{ygAmvd8i1;y21|KTv7o
zIZ^H2q4nGh{NQ>A`pF`qG+AHHoV5m5*8VuxHq4b-AD1n&$$D7Sj!rDexiIUkt8|oj
zHhgo{AH~-5hBjI(eH^jZ`#KtJo%ZXBw0k>S;N|o@byit86Y3z)#k<9VPvd?i+j+4%
zodwU}_f5LV`lcLPt{spMwpN)9;b#|p<L|)l!QMdUy&xU(`FPX7F^HNFj6G9>o0tx{
zsngOg;NOk|wey7~(KdV4$0JF&p**LC59cn(#0ulr3a#<<o@;*{^F&+o{4!kX_Qucf
z(f_(>(1rFqaBY$UL*D&4oI;a#l1-u*2b}ORUKWy-$AW8q!0kTx$wI<4ibTS->n9lh
zU}n$jG`EXtF{VVrI<`6AGNCr9iQb^&wDdX;1~$m`z?}p3B#ay*-R~0;vq&7HlIYRw
zrq_y6bTBras~^TyNEb9N6a1_UN98P$A7mwZB$G1^p#|Z{7O?;0#39YW)C|;;@q$qv
z7}4G9p;CI_oH#wBJ#!B2$N^*p$P3U|$2Ks7IOAGsDX;yUAKB38XQ>s4a;p?2Jt-)=
zE-Jlj0N;<Q4zd2vagkG{w<m3iL4~2U&pDTns%h#4R^N_~N{D$|s{PjigFy?ETe+zY
z+e-`}tSrRR`%!1c`%Y&U)057wB}SXYlV>ynC{qL7*<BtTJIlTF{P9pywy3+wP1gE~
z0=qg7Opzj)lmu>jQ^Llhq|#PQYXk(JI?2ve*3YftK=5JVVcVw=G8A)Rk!x{b5hHrx
z-0eg7Cpks6o>8b_Tl734c0q9W27km*c(?h$41Hms#W1JU=`~SevVJ~!F?2B!G{Sh+
zS}c|oUhD)UHbN9SPi`{Yp#E@rk8juU0A%=xVssGt+2YgkX@LlZ{)&0bnUeekX>(W2
zqtkV-er=;&+MU{ueAbPz91v*lVMA5gBG!1HUEYq@t9Cc&Z2T}<$&Hz70&|}hPUDA+
z&q!|4-_J>4-!jd0h$f?g9%8)qKDxx3GuA@xF$W*2y;ta*xZI#MxW&A~qRF8AmrlZJ
z*JMUkH+7KSI69=TiDd}(`}UAJE<`|=MZ1V$XIl-4-c6cP*Cd>`P+|E|mLu=Z_h>0`
zp+-6lkSGZyhRZG$S7bnk;|+nr3Mp{xZjV0UcK5UOCtY;8Jmh*Se--u5UQu<?kvzN$
z-PENuxp69B=#3sjh=<_x3=0$>`h;&Go*e>NLY5+p`!?muFRslk(b`;O9G$5#*ksu$
zcp194R5`EAk%>z=nc6EE2|X9o&HNMs`~=qV*0z>zA{jlGtW7mi$eYedc2tifrR~rA
z#V*sbjx=f&4bhq<YWOYM16i*(&jMk^fLan#M+VWMvD~oglnkjr^94(sNV-%r7kHT|
zRWfVKVct!%_R)f?Dt?N-7@`k$&OJ@5*1_Dh2p!peJ`|q7nkC70zL2uqX&`4^2?eTJ
zV?k$8JNzDt>8RMPh-zBqDmLF82=qH@*uF<wG`}}f31FIzidzCgW-JSa0h?1eyZ$tr
zlvAUbwaYEAju+*$Lb-9QnRz1JcteVE<;?s*yR>s#)C=gVOJ>5zj<XGaNU_0mr4(Hg
z_~=7@+sDVNfw4_Rw*m&m(v=!yl&9F(VQFQ!n_DHrfwq~+;5;!N@xd^*%BK!E%#g!H
z`KbbOWTC13UKboT^zPlmV+dE3t&hiNUVOe+I2ZNutPdkzZdW^uNs3^4&D_Xz_PJzu
zkPFk$-h+`W8}riD8XDbc28a}08lp3mMj+W!<#o&G?ApPBUE0y+Z(>$>RxH+HYZjcR
ziFio0h*;Ilj3U=HA>?8#0`cxu%=~js6I;%qjbVqEL5HdzHji7g8Fba9Jj8o*F0LoG
zQ7+VB_f*2(>JvCYB2h%%@dpog8e>&qy!GOzz1s6Gj;;Fo)Y4E%ZA}37kTf$i<+1%X
zJIxMeOT1OfJ7rh8OdVP5GFq=oF6(taD!Q3^P{LhzqkrX+70v1Msxdx9oJ1jm)b!^$
zdkShbp6rH$aIVv(o17#bj<hQ+GF6LF(JNCLry~=bH%BIhft;ATjaIdNJgm5)xN2pw
zNma*f9ZgLmsH{k6f-x@I?-ZB~tF$`3OJPYEOguEeXqriANts=w%tXMpEYCI+q%xpS
z$o9Z7A1Z4^Oq+d|VmNR!9y2o|$2k?{3{WB2oAWA0mr+pfKsRhnp%ytb&oiq)gD{e`
z4WiphWk;)~vx<W8p_gt+`>p15VyJ>x5Nl_CCS1|2)Lh^k5j9j@uDEx`NJX!m9xPIu
zWfsfmQqS>`x|N@Dj&6Y}ar9ImJXo&^BmPY?Uo|qV|BycDwxfKczJK;i?I4V7nwXoJ
zo9l!!S}K_R&|tD`yKRXnK4?~OErknvJ01<nW40=DZOM_zn+W|``s>}}rgELbRJ!VH
zl?$};7~RQJgTVS4d249}6&{_*tSfxY{+7J?`!yd$xhHk)!DOqh;$Qij4Ao|J;*kh@
zU}hMu8p!lO#*C7gTLOB__a$IWlWb+(4{lUa)%c!vRyL;W!hX^g*(;um7`JKKPPtXG
z3S=_-KRI`H;I(HpBaReb8dQ+@U*<IVq-1xSGlBDpjt6Ib*PP=9XZNld!_4?OrQ~Lx
zz_R6k(`OhYY&uoJe0W}1YcFhWjJahHZbxjP=x>z{E?+C+fRu@a9&<?)4MJy?a(>-=
zTkM}@;?xSy02HI`Y0lNDx_u)u@-Lfuo_s5;xi8jOm5l%7&#<ewIsNbnxPBFVy&`Cn
zwhFYx6&UgZI9Wc4RWnSpwk`15%d2vLe${#>y`z|Gx*eIlQ>)WD!n@tBoYvWWNA`=+
zFa@#Oi4L`iEoMrYyxh^q?@Q^z+Q5G&$4cT`fh_R&-ltJprThkw(gk#kGt@vuE(Lqs
zuk+(rdgmSB<C{6Qa`Yn@-TRMV67#OWq0-0>|8uTLGqjYVfnQYJ9y}kKy*_ZCs8;qJ
zJcekOJVm#3mc2UPY-AMpko8`G-^5U}gSuL6dDMbkK2CSudDEmbfN=2BdAcdnL@#qu
zmObA*_$}e0EqE5@Pnsl%W=>yL?@6G8g2N$Xh%_0SFlb1A8JN>{5}fXrc=meM?>kt`
zwGAejN;GT4Ef9Jo%BRjG+%)FnIa!<QxbwecMZ856qSZ#&&?k;fW>8fDT_8LzssX9d
zxTkUQ+;}E+TAe+U(<U><XodEW;a>ol@$KEUu!go|U?(Ol@{N8XX1Q~L``_R~!}P`K
z;r8WZdqHR>Z_!M99xiTs9{PkpWuo+Io2))d9hM%yo!wd;x@7a%Ycswb*GnGyywRO8
zzQZT*1jlE5a{qAlrgd~adV^C4_BYzjwGF%7<Tt_igwu~S@nibPie#7Sa`=cUL)p(v
zXt)CF3S0yw;qZYUclvm{_dGl*hvQoIs=Fjq(4k~ABZJ}4DRnb?peWZ~zWd#y64jA+
z&h31pdWOn?72ubQ_duVb4Vrmen3g=z)&HUoM28;!eQ=^*bxU*{-u)<O3Ci&*h=FFR
z`<7{PHej-6tKKB5us(bF9r`<G{YmQVWCS+>=2G@~#6^gb$M&7}62^q>hpkMV!)(^N
zhwx)fUPwZS>88L`XS)px*3$QY_Q|uNdY8s?^~P{3sAzUr>maH}DaVJ0IaUu_;BsYY
z=PKxAb_Kk`X?RJqIZ(BH(4n;`H>;<1CeG>B9HJe|p7zG28Pc5$@PP_DBp}3cy}P%J
zX*R`F1$AuYgT1{F9$EA}SsZ6J0@XvuH!O(0<*R4fb0`7%+Rka{BH`AhxlrE*cyQLt
zB6Njxvv@Ju)Ne)0MM_2MMfF8;@lBw!6X{Fj-@L?dd&N*$S7;|sGwtL#!T>}twBQ2H
zYct&5%Eruonl%lH8jSiE<paPn+jwmO(lZ$dSGZ~`RB+|H30D9CLBihY@lLR&2^KLw
zKHOC)X=&kM<92G>$iTv0e**FCSl8qPcdrI4i!RKr2E=YO77VS<LUD0*78Ik*dg$T>
zd$_yW!|Fo3-MjA28+=#2=C1&t>AWuUaF6)~Hu_jVDVX%>1F(TeL;n9K0(_zS|FyQA
zj){$h;U9Y4Uo_PJ@ACG4)9d~l?cqPM3R($L;j6T8yq6zH?AEa1R3lB!c&NW0;skh1
zS8#MC>=&k%gzaFSAD!-kspew3!;OXA(;`NjcawKHt;*hFk$u9_(Tmv%T(zu6M40+-
z8BtbBXrHA>eO@KHkoU7Z+jN>;*(P@7F=5KyT4}VK9aUtq`{?^+g5=BIviK!uJ(Xp;
zHl^Pj+bU19U4PydmF1l(hVE)#Saf-x(#R#UJwKy9+?%!YT$+92d#^8+NE(mFz9H;5
zoqI{Xdqxf9u4GGN4Za_Tv4(suXh^KkzC3d8+jfSiC@DClN)nskrk7&nqMzh~n&%+b
z#pH{B?=+;Z>$50&0XZ3gn(9v5b1P#dg+t2)cQXxiB-Y|noPJ`HF1jw)!F$7mLGKdA
zzb-E<dJ@C-j@;WmyqbM#%uwGoX_bl0P85BEhC%0{c-=M`;Cn04zjDYJ*jlvD2Ic9a
zLc7j4IM_Bx^LvN(mIm)i<3@d3K}O)gdy5bh{{$6%A$i?i+|uorS-5hrH-9siwz@7q
z4j8CDsH(h+u2+47R-$}oSPMtuxtI;Z`81?>j~9JIFa4RFxL)W}$Kf5kq5f8}_cOaf
z?6U=h!kap}U~I#H6~`tndgQS=;URajI-T=8nl1a_=~`Gl`AhMg#|M!73Oo0|gw%h)
z{TSK)%}e-Cy5HYanm?kxf<_Jo_GY$@Huit9CjOYD^{l=$VHMP6g+vu8B+c}V?DhW0
zAt`)`-Tuo*SkKDL(hZmN-`Ti-^2z>ou+%egz-9cG^WO?ne-t+U$Z~vr(b0ZMQ+#3f
z|A%2C=BQ_BX254{Vrhg+`&TJG2ZKMlvuw0~vn>8}^3VR4PRHMzV*x$e|KYWK)$&(~
zFM%p6Wn9*O?}+}h^Jhq3r;E{-NX8$q&R^Kq|G@=+iDmp7sq*h*@^^**sObub3I3_#
zPxjyZWPUvdqd%7a+cEkoq~PZ8)h97)W1Bzq{gDcgH!?B%(yjVBY<yo*&qjY8tUojy
z8GAz``!7`iTv9Q^uVI=wy8SCl!O7Ov(#Y!1;Qt!h*E#;D#GmH>J#&9_KmGyYsNib+
z5vF4JOU~nq!SMyhWcpJ5p#Rbr`Lq3kcYJA!eBqn_NO^qOSikcBZ2zSH<@X=Hf9zkH
zR)3{G_59=eSABo{zS5ui{&W9NJO8qO{bu_TRiOV89r@GVU%p?qzxwva?<+BX1;an~
zfBN%Rn_u=ne*cVv<*S{4`tnbEbZmdO^-p_$e6;=($n@VM|9{W&pXvQOc>Z6e_b>62
zKQl)2&x}!t{#D=Kk!q;-6>?uw^hZDEuNag6n`5VFqhxLNmu$*km-qh_ivNXk^rhnR
z&$Rxx>;0cV_y=b~N5{y>_`h)`?jF2~L-(H<t&bOoOIk~vHIy~&l$RjL7dMW4Rh-B_
zkl<vyadS#gb;@&oMl0qOkq4V@G@0c~-Hx)@pxnZ(dX_(XuinL?ilr4q7sM8sSy_}c
zZ5C`cL5yCGtq+K-e0;oUJxpY>IUJ0Qu{m%%9B6~X@jDu(*!I_&8|VOZ`23O-wTCP1
zD{q2jbLT!mBPJ~Lg=^E5(mfyS$!@Ees7;4!ta0v(Vp3q3-5q|VY}y7>e!O=W-zg6?
zybw_z0YK0f4vemOgG`zQWrkVzo>cRKN+PN4@aa2H@@i*)_$4K(%#&on^01B#r)-|p
zPruO*ztqOQ)sEQ+Kgxq2_zIL;fIKu!)39qgPv`?3TD+5xCX*RAsMrgJRLmNtMn6bb
z*F9W3N4|)HRO~z5NnA{}Zf3tAFGBh~DhM?2!G}{}G<zrufC%wkZ(CZPH=9);gP|)~
zN*zn>NL05}M9g5w#QPI}6m`&~D!4pSjS_@FV&rLT(kMipcv(7R#Z**O*2IBW#_#{|
z_Rc}JY-`$Yt+H*dRkm%Lt8Cl0t5(^zZQHhO+g!z4d!OEYc6XnzyT5xQ?jJKUW6Uu#
zX1pUK=gcR6&-=(Jen*w{<nu)~*OM}KN}fzUUXtvho#`W<PCZOBNj2>NKKNNAxPhob
z^z08@B}S{QMuHQY8S9b-tVX7ui&l?F$wAoz3$a*j)*TA11Xkrq-4j*7BYNM4SWWDJ
z7S~5u8TYI$>Ya3ahUg*1P9SID6$D(Z;YVH~mTQW5Or%1Clb9K!l|(JU9|g=jLd7JW
z&gU28a(*oYfg7_O{AHLiU+hQsKpZ%IDwwjBt(#!8Q0ph(kyipy@s+CK(Grg{EAR^G
zLJ|2LNyr1sI+}-gZcLS<>Zb;=9u7k-aqYRdj}ekufL|ho8S7F2V{ZG?4~(!o#ImzR
z?swQM$7~VeQ!st6uxX1R6d}0Gc`2~NPmECr=G%!`gb)Vu{V+seB35cXUO*tTT#;SI
z6^K*dh9TYEaKc0dF-0wF*OsBZK$MNqhCod&^~PUS;5TX$i{?ua=jxS6%HxRcR>jE)
zh$Tv=T$F7E<L0+|mE%}g+E%x2eO<kP&ikXF)OcTg?iEkbr6<^WFp>ao^gP5)G%6Wk
zp){HSRAg5KqB0iL>fI`|XpZmIcHDD@_~HCGOho5JPN3;ZlaEbyTvcquQBY8bws9(C
zLR~S}(@8v~_)4af6St|xBi?tZb|z^mN86yr!cd>(_gfBb?q%j`AUaD+k-a@t1D%c8
zN?~ZkBeMm#$l7zBP2w~F{jxF@`FKIl6tibXzdSiyIWT4?xK#IMJ(YnJYUskfY!?BE
zXwdC}_4uTUQi_Uvf(?UkH)K*`fgrX6(ooq1c;C#A5mkPlK%sFTJ+ozX{o)RPzg?@=
z=4ug<mcWk&ua<055&^+EX3Pfa5KiM056<EgbfKETde~z)GRR{t<*SN%6!cHMlez9D
zxCyK;2Yrl>tB&0Q3G($Lm|W#uU<YVW(}xF_p|l88NN}HKC9Z12;<R#pil2`Vwoh{H
zcxFsULPI4LcJ#vxI%o8ihthC7-i2j$ScdwY^M1|rtgn8ov=c#-8DyVRc>)tKDfuh0
zM?UmpcckuCGuMwC6DIlXUX(IDoD0jH$cZ@dDk2c7hF6ad%^XH;O7%pH0==TPVTIk|
zAg!WfF>euq!g~O+ACnlYdbhZ@l&Vdq!z81|u455N$*fvQ^+_d4eM&75Y1v?Q6r<cJ
z-_|USZ)<$bXo600fKxZD)@0?D$!nNiy)jppP)7HgEybYN#4x4ww<^XY)V=r#x_i>p
z(<Q@-$K(FuaX&&F6&y#bl#P!~qU$O-v+?A#DeKR59%})6E0=f1DUaT*DH>wiexX@|
zx|YoRr$Vq<Q@sxA&Jmq@7KmJW>}yF&Ixkj56@cY13Z^Vnw21;OvOq{7j7o)sfpq>A
z+UM6Z;Z4r^Pm-WFCa^8+ma7TRgdA<JgU5|mO*`e0_0Cg;)Y{hxF!dx(o1I9UBRn&6
z_v^Pw<t(_&i?+70i_6xu3m6zyT#hY4kNsr~dax(Zj6_O1@?sf`?7H0jrlaS&3yYcO
zibzoRMlN;Z8}09C5SIK12@?sjvKZz0c0?}Zd{;|is6BJBk4~__cHNnKBROnrro#GR
zI`bU&$nVHS#}5uzMJlTiQ_Ht@=``}3_Ml4lF6)D2d+~q}b(q7HQai{CXu8~4X^Nul
z>{($ZgxrC97k5rwtj&)h9IKR{SP2YG4b9mN^bOUXHd+@S-&*vJQzmeRtgPuiG&7XW
zr%tY>tTfbDT&@z?i&fg)Q%DM|<R#p+R70h$DI}-J>W8qP*<jMv&@N1->=&)o(vwf5
zX51-e?c=CG^V)1*ncNR^xa38NP2E;bWh5n^uu=-?88%=BEo7YJon#&l&-YgNQ%kgH
zsl+6ZE+ia;YXZ?LbQ%y90`rRjjW2YSl3FA1T8r9o)7xzPSK@j~lH2nYf_Iwd(Mz2U
zfi$Zx+Fsu)^7hPsX=9S7XhqA`*4y<!GMMNeSw1gjx79Ev^zNlf9k$LmM{(XxcCuxV
zP~%R|Tba|8mqt$EsVGfG5Gg;rK3(*=VuMrdMO{-7!tmw4LW^aj#K$ojARKiQc4*Zw
zkwL}tX~mB4AVAe15bDaXDIqPur!B<q(}se^Ntw-(feHur5dz{MQXf*uk4IIe%_a1z
zPKSlk(`O{#O$M5eas1L!-x7gb^04>ho0|O{LY|Gxp9Bmmsjy9Y#noVWA>f%g{pvfx
zR&iHbcStotW=bKGQ_@C^YsPXkL4!~m>bWS3_c^rKVR~AgOF#CazKYA*bvF)G`AC3e
zjbmxwlC+iAF9NOpiV%06e+7+TbBMuen&JJ^T~VT8GH((|8dDaR??|!8W&k22*Bc*q
zmw;VIh7HsaK8ts^0ky3LgC(q#%sQdT43#w@utE~AcTRygQzoH={5nKju5a&PYP0c{
z*IoGd>F^C?U~>_Y1W0~VZd>URcGy=RXHMccwA3+z&9%bcaqg3>9YO6XSveC=D&7@)
za9@>F&_XI!zc~my-zU%u5H1RSH-&zHza<F9Zy+?N2O=;B%E0L(hO0uF8sJkE@*5-?
znJgb_Du^3DIHW@qKnLJ5NHcynE#f2u5@~XE#_nMT<?Odh-CnFu(x3bK8e{L#SpxO>
zs);5Y;+k;E3Jm0<C9EhWjBcuMNB2l>ts-!s)dEQO0C41$DJ(v%DG#(nJ8+zkyzM7+
zbS}rRef~}8>Cnj;iE63Hp@+3aG&3MP`7)g!dnf9Xb)9h8alhcVVn;$5`r$+DsOny`
z2K2V{d8~?%oUWJM&q*#c6l%Qz(}X0)GVK`Y5zXxt%H=F&58XXg_kx!*hoR35AH&NH
z0?6n#W8t6^Ws$I{*GWh3u&qbPtRGdO@+=E5&Khk|DhD18X5_fNGX|EprV11_l}xif
zqE5(uQLOP-6(>PX#o^j<q(tx8BRLqvuz%}O$?HGZnGe)`g%Vv0m01bF2t%A;VLTrG
z)r6#xa&_z`?+Ed{bm*FPe*a@>tbFsy2`fz*W3sHG^UI)n=)4!uyl_=W%n>Ium=Vzi
zKNMp?Dw-Ha5?4ihXFFm$vLGaU-gUfj&{gi`Jo7pVdY~lR>J9}8H2Bpnfu87xUyfGc
z`ruO`GM27nkODzvyPeGP!-iFF?3ufoSP8|iw$6@_o6VmzXh5iStYP=Z_?)@lrbY{H
zAQ`kZkU5eHU5T{9Q7UUlsc88XXf&Iz_Dj><$U^oMP(N=YIy1STa2ooyRyvKU1QLEn
zSQ6I_U9PRmweR<nXm^?476@!)&bK-~wbz@TguKEjOje+~o+n7T^Ps<)DQhiQPQ3v(
zziI`YE4LLnFOQ+3#c$5a?uK5R(HxtW)qOckWVX264py|n+%q|d`=Z<GiHn@(L^rm<
zrYg^@*ie5mT}UU{q2hWFT_<GmtSUA<%zS!SpVeA#)pbn7May3<r;wu+##eE@yhSbI
zf!_9n^?h9MK)zq-%E-46tZjLkXS<wzyiIyq)?B7TYrt9N40xbb>eG}ESk|&o6%KnN
zG*Io~Kg@%j@*SWBv^*Te633eGArc;-kEYG054uX(-k@4S$(000STb6SDS91CsxK4!
zSC@A)3}QgX&JpxTfy5^wx9M#Yk8Rh@hcxP{ps+w`={C$YK5XHZhk=&qD%Q=P+5=Aa
z)?}FDX`I9?dfE5=GKK_>L?b;W)o!~wPo!*ND#~}1h6K7iEuYqV%6+J{-}K8*m7)@}
zM~p>WsxWDJ8sfNgdG9P#UsMzCP(7{hu+)BYd;R*kSr0OYr52kwVQt>sCo?`1UG7qh
z%GDYji8B^m99JCZqEkqTUrP|MYRQT|=KLIL$vT|X&`z`Ny29BS;@&*+7xCD7=(yTj
z_3#0Sf-Bwt>j&f83b39X!g=DWvR)Rc>BT%CnTb61I}S17PGytECg)l$GizjLXg1JK
z|3RY$kxZu-`9z-%NdN>ika?{e?Ary=<ScgMmlplWZsL<`@C%2<63z?>&2Y4Q)c&<Y
ztQkvVC^lDw`P_?DE<s~%R(`R?Jci;PY%o#&NGiAfXchMca%o#lRvsHik#cPJvOBUT
zwQ?5Nki-<iz9o%$K{880F9kB(@E2VonQ%Y%y`8Qfv$))WA{$PQkY#^>#PsP%FQV9$
z3|A6Yj8t8n{JZh{^gdXP)(U7H6$H%94a$QbwxtEUc+#<hn4;4R!6iaea64(LT5NcV
zqExI%h&$o0Gjzbz-W<3vw{`gq^>Axa1O)Z?b6Qp`5JkS5a`9Q?hI~PY0@PoS7%9zK
zd)M8pVK_D>H<bmynFO|upZ$r(l6J@^Y9Vu;^7g4djqgrHSSI9#T4J%u7R$@q<JFbV
z6bwnc?HH>H=qomrXXR4NoSH5**4wIxaGrl^#~Fm!{=U^aZK8S*EsJ~%Xf#$ZP*)gI
zU`OGpc60PGBU@-I9YbR}WU0L0O*Np?B|Dwr6F)%C+tR82oi<G(Kj8MGQp}j~G`tqZ
zqA`HD5Tp<w+&_ZyQU7c|3%|?dM|%u9K@Xm$-BDRzt@meH+oGrY>s#`)b)FkXBlKIT
zs{kY6>8UfPxmD-Y+gG}MhqJEg)<+;+MOh~UDyHfN-iC{bCQ4*QTKKHcdYzzvM{Ssv
zk|%$_So>iuHevTJNXmUI079^lcm-l1_B~{c5|Om4ZJz{hzi7If@hEG=9t9O><uVlN
zF(~2-QZxqrsh?vt8JB~#=do_%)n)2$L6z_8V&(aA)RAYYjM_}{byAH?Yi^br-OLtw
zu<E`S0T<~J%FY-HJ3iex<g#*#>7iklJwS+;^jeK4))}p+JY;UVGe23`!?AmhWuClk
z+L7q(lb{z^&Q+8EQYbRp4JupBcS)NL!bsS!EGEXaTD{qp-UjlXI_;Z@vG1^Z34{0c
zhS}M^5nu($`pii4qATHJJ>=UcW&^6vy!7V&+5?3DCMnLgfxXr3h@dBUXNSI$PJm<(
zd#&8}k|yZeUBf~N*}rRQHyQyZ#$wcGJM&{0`SNWD7coTY*{h!#EsWzLraA7JL{nLF
zKEaFeU637yG)m`X!C^<7T_88aBsdb7WTwv6xL$E#+=i6h&MNEn!+!nu6<^SAgr@6X
zK6mW>g1s}|a3s3lb(ei#ki(0o(CeRf83@e|t!u%)^;M^5r?^{=@3wD%8aXBj$Y<wZ
zDn<=K8?g<p=rEV<xz(qqo`mE0*=!fLl9@_8ze)7Y0EWe6#N2%wn<((Bxuy7YR6eem
zra6uTs=BCve7D%@oCYDSx-1dj`EdU&?~WE|!+Y1r!(DAFQOxLgNiTFH%y|T@LpeIR
zWgLt-Tk0owG^7Wk$al>@eGZ|vNuXaNSGfG0jD}P)%HB`B!mhvwHSE}vND)AK^%`y%
zyrF^e?DxxQ;J}4lE(-_qJm`w|;h{J8i$77u49{%8n%yGuHSS`T<DtyGR!(?-on{)j
zoVtPnob*O{*p0oJG<<3^t`)<Ot(~w{9|UZ(Ne)DeP@Wuyq^=LIgKRIwe5ktwVHEhu
zKr&<xUEcCO`C#$LZbP#q^ouw=+&A2<_XPnsXW*%<s$%hRF-pu(E}LMl1NWTir@}1@
zv-#pomXzKrf>ro3tDa?^h@8%JeYDwkw2W;7+rT<TS;)*6dpab#`tP86=Y&OMKPFX{
z2~C8EU^{=rf3=Kby)p2T-}eDOq#7k1l}%R+4_a|FF~A+C$_E?-4J2`{bgiE9H|~HL
zpjb0QA_Y)UWV}x+cdfXLUA*1bKB!kTHm?m6r#wq+;&SjBs${{lK)S<fZ<Q?RhYaFz
zX1owDsC>w)m`ty1Qx1$Qr0QTfKXPAwo8F|h3rn|F-ZW2s_y}XgVID~KJ}}(wie--z
zmq&T(MQ2NBNit~^MCfyTI)(K|OslUIw)P`Tzl|`X?V+>(@EGXmhQtQTk>T5B%{gyb
zdx32<zP2yyVmi~Qe+;{sA5;ZfLy2a=JIf}q#eGbXX_h$FzRBm6X2b*$P%dxi#;pFS
zn51(~XZwPSx<4S~*S@kOLX7GHwKELcG>(X^X^T#uXXUA99EUOMXu5ei9(j->QEzq`
zNoQ|$wZz=&NwxWWk#=lN?J3vt(Smb_%w_gfdm*k;QAmtECPjVze#809Y*0<%ZDUPP
znZ)Oy*Q#$D1`?#`tw6QjeN?Y+Ocqij-|B}D3_DO_glb(M7x=}pfdw@)y#cuh0IiJ<
z764DT%G=ed;o}ZIf1B;RxPv$)I!%HMARl*}dOw)u5Z)T)IGYOK8}^tULy}}WUh7$-
zg5sWzeKpU}4Qs1lr;xC+ufofn)I`Iz5=f@3iFc`EtmIJt?JPinlMq7I$ZLJ(Z+(u=
zlQ6nTvA&VW{tM|AA9pkC@h1|)yQo!Y9;qh;+C;@R2tyRbCbS@kgeaqGj#A1(sfiZV
zPza2fV|(i9!Y<rER>*xaxHbwO)nHi4F8vL&oQujE+)cd;1Q1zaYD!kR^>pwx!Jxa?
ze(!oyNHmI-z$e<7AS+cb5<Vwo?*;yR-7e8rN3p072P*M=L;U`*Y{Z>qZ6OztH<f%I
z_#H!pOSCSk*?0VM)TWSnsQ^rb*?#;OHRMAXp=T=nprn4h;CovHT!oiQv>-t>g2vE#
z(EtYoL4;!P&pR3rYb4zWaMG5`Rs*d7->uNB5M&~PCn)@AB>Z)f-sooSd<r2GR6fKq
zq13|RMDJg-RiW20;9F>02q$C+Hl!j#%VTQYh_(fy=0c>pI6iV1V?$q-S<k4OKK)&?
z81C=APB&%v7sltZgo~k!0>E|jBeh+$Uc8r|h&w_;VXqh*u&r4&zlAU<0O5&Y3NqpS
zB`2eweTJDBFeEXX@WN<9w}yU0eM2x)m0(7+$cMN+dWKlnU*L5gS6W{PY-UBF4j*1h
zv6HcIWyvJI4qxiXZ97_JNvhyd|2)wjkH|7Gsxs%~`s`nRufphhvprfB!EWNG?F?d*
z|NZUh+tX9T(Im!58CXDo=r_46``Rl;wc#WB1Z(EEL5@P24PSSLKy}iTP8#yfe6Z=1
z-Mp`R7+QGt!QAhcp2{6G{&pDlr<yqrgzW^jqjQqHuBZsOKvckZZvvx=L*vke21bLT
z_}JvNvaaj|TkLH6$kC<3<Fkl3GjXI2b?Cs>1avu0d$NrnEQ>C&J~iU_xZ!c4^tq`S
ztN|?WDVMxe4beE_ZgYXphQv(>^mh;xnlb`o!=FnMdHKOYC;JR`zkh`)kI0NTi$-fS
z$6(R_z*2Y)C&G)988QEqCLgU6P?1L)QQrsKFYxXY8Ih-z@`6>Omz36zoGBfCML#Wy
zD~f512=7I!21?%tCdC`bhBq7n_@psV?1fJ0pW*WHy#bPyAP(f43`OB7;`zR{eVKnW
za>jZ%;DBt(uy4E%L+Zm$FRDc-Lkb95(=~%dw7csPj!p1dDIa(wPzCNhn-pStSha6>
z8=C9OWdICEU$><AjD$T<U<d*;zIyLomv9Ptsq{i$F!!Xtqg9J~#r+Io7iD+X$(T_j
zkR|~1J^Ixa7>^H%&F^O>Tm}S}v{H23z2>a+hu>Z$isUu&4?9g`5qI^o*u=xafiP5N
z>f|litE#e!l1viiiHh>;2{IZADl%%y>;0nxBSWM7qL!Z-kHB>!Ccz<#XZ4tzUN_hv
zvFb;+Pwaje9emt<3)9g<qm|r*_Zz&&FznI$T`45T$BN6?EcT<rEr$~6cFFRcgAl?Z
zASJ_Nj`J<pJ$DV%L#z%B4mw`-iwh^<(qzAd#51R4A!k%<*lPmwsCBa!5dySCG^e{f
zb@D5lP!A$b9GNOp7h2mj=nLocm7-d75-DgwRqgpkrpsH|^y5u(Rh#&zJ1VPqme*(H
zl+EqgIqvL^!1Og5#8FD*1VI&<_!{tMYa(GXu${sWGO=3R*F}{cTk~Et-#wcgfLpjN
zIC>W%!m+_q*Ly6KEot44h9Fq)7J4+4Ej6bn@|mey7G?GxsBe6dtsK~dxd~WtmgY%V
z<X`ZS6<co@dTYHDu7-oR4z8o_Bkv=opsO6%!YgBHii=}-am<n#ops7?Qm(KYLEfF6
zK_fbVXi4Z*KVt`VG{$Ztze_!FfWAcgb&)64jUO^PPTn$pwwd{b@;YWqXGk;O^zG5B
zh6HZgNQg9_f2Xi43O=`W1~sKAV`EX*H#KJJt7BS9eQKRfji|sO;N$l6>MDbE^k}AG
zZAV<1s~AV7)~7wJVlFZ#T-+ypav*Pq#a?*(aE#23_BHEKVqxx1=uHhrPv9Td?u#PB
za*Easb&PM5g^rUyDm{yMYlI`r1`yG*s_wyI_EZ;<tsDqnN2`(BQ1Jy*zkkRLSzI7L
zgmTmH&0bOToXE6LaXeGwh$oIQ;<J~EzOM|ehjcqNQ=N)zjoDnihEJwcmKeg=%}Bwf
zuv^x;-qo5{9ZMd-)KJE7B*1w$_j}Y*=W$!b6bYKZi07E;&ZvxB$gs%C`Bh6&!%;M=
zAH7)b$k^D5sou&yiVp;#Ol#}mwvp7|%x<Ae*SznS>JX9VzuGKqz=+?oGZbFd3OJX|
zuIb-|fKn;D^0T7S#=$3I+-{H7ZzZyIp#gzgsZ*@DJ5gS$ubdHuA~!u1G_7t9qx05|
zOo;;@M;{7C-mK38B`H$WhcQ$S8F9`KQ2j0vcF9b+$h;dNK8<5}J=qPJN+dq#m{YH;
zF-@F>6ly^*U4=_sXB7HnqY*0st6X_>DHKM#G?PdD0)3_#Q(Yw4Mp^KCPs|h?Vq?Go
zeVo*d*WnbkHy%5kTm9}7fqw0{hpSJ^MX<ToXK-0V9{-Loa7$lf+yjaPW=>57I}KV-
zx!X7hnEIdr>+<S?EvU1^P)}o|JhF+Dwd0Wr=2!Tq?Y35qELk2sJ_W0aub7%2NJOtS
z2LTd&`TQ*;A6XS9Snf1q9pm@1LDOWT^a8p38{O3M>E%EradciB0<R^umlRJYXV~z2
zr&=ay!FlkH@8Fd!#W+jrblIiF*^>>e?8VNC3~nfS%7G{3!peK200_5s&XMS68d*g9
zWPAW^Qb`<AThCHaIlByca6>HCk#CSjSvf#+Pv(y%W(oGh88Emu)|pspl4gua0$}`L
zjPCe1n-61RJU<#v<@in6*m~h&3F<wJVn1O_2R(o`Cz5%5SY}6b1B0T~s8g_Ivq;vW
zHwy<jZxv~^UKmeMy+oaUZ2ef2RtcTr(-Uk>xY_LhI|H9RcQHrK#H+Q(9SLkQh29YV
z?48*08ksuKM!@C|tmbo3EBHB7+*KLFglA54fq5~u+I6CIEPe7(oR#OzP7eBsDq<P&
zqB*W*Xe7-E+ZfY<-u5$Gfh!;Cb+zOL^%v(or70*Ay=(kE;k6x?q-5WUDXnzh;S}Eo
z_Aefemz9vIW*%*-M)ykGE^+rtpCj?9gbC$H?G_iI=ZzuQS8JZidT+)Q)6WNkf_J@x
zs#Tuy{Z(%!Sh6DW^GsJaQC*rLTE}gwy@`o*e`L0?)csGNv>N@lCyCD9kI6N$$E?l_
z-7C+tWA&rW-DQH{l#!<8vKh3^TH@E6-@EFqCSAJNf-3;VT}ir0U1?lXG~O&sb3Cxp
zD-U)B8R31;rWrVW5_YS$YTO&{>^5pTQF%oq(%M{9;r;@VR=k}_ZrZsdTB$A}<X3uH
zvqR4?MQ+kFbkv+i6eYcF5Y~~{J;*luN^BGaYt}p`Y^sj8&tjW4i2HGLxmlcOE>_QM
zR<|u>Q!~by)QvnF>AE~X%%c4#dp3yLpndW>E{IybF2MvS{jjLNdF=z=XGG{Pw)$VO
zT;O;Bhu%~l_u#TTlDYS38nJMzd3djQQgyqoHlbf*+8!R=FDI+9gfH^yjUDceGiOrd
zv~VNBp0F-Ke_M6*ShE`N2zI$8^=#Us#h*W16|C99uU+Hzy2D?c11tk}gKW<Mw4*(1
z`oIEbGXR_;jmrWgw7Sasd&X(klJN7lEu>9XKH6Q7*GuCyUR=bSb3JR!Ea-F%WSMGj
zI<|F;X`4jF>8*imueyeqZ;ku<mhGCzPz+b7ws^HL5uwC21AoRQQo2jX$97;?o69>P
zU0A3s2@d^GntUu;J9@2n1nrvBii-P4!%G0jH85rI&DkKuSfvxU1f$o-1DhjDL&Xzr
zLCg|Pv&a+1a-YDfzHt&r$Qi00>c)b`6^PTV+X>#u)g8=+m9Ij7o&a_OhYtJR&5Dg<
zZtmEIHMGEhj#iSE1h%6?+mTRUC!s9sNGrP9mgpS*ZGFyl>6o-c+6r2{0;gwle{xWV
z$H*WNV=$b~Rg!Qa!(YH(U=1_~|5FQm2Rnrb8rI650<UPp;E@NO?*|+#EDTJHO&s6T
zcU!pDphhw(fI0)(SvT3=)e*D!JUV2FO)Wvla^bc%qQ9Rf>|!Q^`3>~qq1@3WdC{M{
ze!%}+`WNWX--3r&>A$kA|Keo+%B}f>V)?g#nlFOqzk?J01B@0cWgb8a|Lf`_6uT)%
z2&t>}JO7Fn=e@txE07+&RUoE-1Kh{!V7o393@N8HF+)_!{W_Pkk%sEarIBM!0!-da
zWa95b<eJRNJh5gSHwE+jYo)k)vC}x3wc6SF6kX}mUj=yF&E;15K_pyH_tCV2vn)j;
z5r?C&+DA~_npTS+(}G5Zs<VxfbK6nwF^`JU{j<>?=k-xhXHNH~-W=R45|Y4&CSnt*
zs1zt{rj_xGDcV%#pk1p0;U8#IAhR!go)Tz{_FY_KqpdK6fQlrtu%~<=qJHAj0HuHn
zY{kOmz+Cu=zS6;5eg@z9vT^A^eh!B{FpBz+$|6i*M}vW7`Z9uhp@0eT+>bc(#2gfN
z?<nV*!*&6B`}I}vXJLC0mEIkrIrmmk^In(X_f$oqY?JJgT~p}MT$fSE-ut)tX!rDi
z45h7Cxn+&LVwa@Zdj<4f|5{loGGcVdvgTOhqTuY}^&3j~uPgfJD*b^Ge!(IP%>Pao
zGW|U#{h#2|Karw8VU|A-mVdxtipmNCvOoV53`WIoZDH{56aNoH*!Mps{r6ZH-B+&J
zzhPm_^j~b)7w+>9T;~4^7xu?t{`_wLD=_TebE*FAglGB-%lzYn|7U&valrot81_HZ
z>;GRm?9aviGkuNbZ*&;j7lQN`we`pL4+85iqUw+Rzlf~As4Rvrf{X1d6z-34*024)
z=Keuu{XuN~b&NmgtUuoSWBl*O`D^|kV}H#54}{kLhQs?;gx3F1=l=^#>(3Scub9?9
z^3}dBW`CU+e*^*lCoGrgzsGX_j%hJ5e#I^S{n9wVYHlOHl(NO99A(Z`MK~5~G2XHJ
z0@Ax2^R}&fZmy1qI;f)$TpPhl&zx*3pPpRJ8kjr{-<B&|ba5GLnOdvK{Dat{@&_St
z9nNyRL8`RLTuO$dSB#`_(aGdISv^tO21fb&WP;@Py0xy3S+*nhjH~o3+fH}F?*KY}
z`rW?uM>F@N^;=$WKHhjGAzVSQ;tPg`pgw-|0BX(74qJIaUYMQVbhKb}qMtlHJ+9zB
zhmeF<lx-s!>C<ujmiNg3hNSbE!oTymY|w{4!@<*Fx!!N<ZV63BJ!9`WYV%Z+z)Uv-
z-)s?dzRcY3$i1JveI@EN<BH}*!9_I+Z+#%!YWQz{gX9CaWqyZtHV@Dn$j<{2?!{sQ
z3QSF7VhOQ1Blf~8fnj@#6u01`$I*Cpep%r%jyAf);V<CT;W#DFRqlp<5HE?TOA|yo
zkW#|o0X?F6vCWG?4o_Qaww;Bfx}&<AWMaA#R7r+|Y;q#ndM_wk?|5F3*3xnbqf~De
za+;&)=sIuNNK+T+w#vNS_EnCrHTgm2kOCalXNt;6hgHKi;Y4baa!(zHBk4CF#>{q9
z+myf$nv!mG6fhQmq=BmkrW39<2+zm|&)FM*19{<e{e13JXHwX{a<+0D%BIghj>}-p
zXc-VO9qS!@{liMl#rY?=ByI;Eps&~(%q|Ld`gopG|HVFC+k1_O*?U>DIF@mInwY-f
z@EkflH4!eoX(D;4MrEnpNP6sCL)9gZox{}cRo#|i-3hZS>xooQ=jZraZR>X1qK6jn
z!6J?}UsQRt<!(3`a)>gWK<cmnoCo%rG9hqaFefc6CnTp$5KX6Vs!p4O-|Ik_S7?So
zrvj{vQhd|MsV^R#Fo}YYm@%Z}abd2JA9*E6Y4M=z>jMt`1)s6??_2@0e)Dd}sDVbe
zLb|5(9IJ@)_ZY3JnB?8ohKe_xn+W&*6t8@At}L!$iw`YjGUQjYSgmPg-xYm%s%I|f
zJqW-;XFNtdv=}JJ5nX7_i6pQ34a7dyMxL8Iip;;lGlO^viWYo*uLxg<rzu<~eprh~
zMg;y`T5VrfDa)G%8Px~!8IXls$2%%Y%5C-Y84#NBv3kUT@AlfHD`@2^rPeuV(y*&J
z9GJP&w|<t4D>W>!MmRa+&X+JXJkign)M%YtO?yc)#Zq{}!C6<1beUITRPFWb>{WdX
zb?83P#s$h;aEWtXPIZNDzTGQ1qVEjp^^vIh;I;{?tq)xUES^Hzf739fdV;kAi|Usj
zSsQK(RnN8u?Q*XNO*@uHe&Y5h?jCurYeq{7II3;Q)c0fo#epB(CwTeP(p5!V>~$&B
z4zWCH>#OWob<QJnFOZpWnxUHa3(smE=@Pqirp1ob?wSbYo3LfpVNo`j5KrMtKYg_1
zJSd?c3(Enm>47rC0FM#fI2{o6j*HW%e0fc{qb0)fuXVRK;1307QS8Ppdkc<pe+frL
znBdwocD_w=pjxLm3k~nr3zeM_P+*IVT6bz<kT*0tXbL-v^(C_3`bOW4te)eYP`|(`
z^j1|R1Am)Kurw;bX@zWGb`2#T3hs@gK93gZlptm6@@Vm+)2K|QTT4QU89=p-Iq=ir
z-;NHPsJ>?1>aACeHrKtQs#0)eBuhjckZgPo_J`M>(Rg$YoiGcM5`s;nj}$dj)uM=O
z+7j%kC74GaK=S*IXaNxbsL~DWAWH38FAxh2957XrW}MSUiT@4JZn+t3jucH2OY<J1
zC8<%NDlBmT*1D?X3NLED|MU&Ch7qNFtHw+9q!s5(sk|=sxwq?7l34#@(%AVtd0o{U
z0a!C?OnIh8#&i>_jC`7o=ch^E2h|J2q76p?@;7Wh|Jz6m3Km^L2EWL_4GUYR<4()d
zf*K8~G~+b5O{fniWyG_pb8toKvf?UpaFDR|FO$-UL4-`A=Q3&6SeHRaRs)Us`%=By
zR&j8;>$tR#xU1V{DGfS9W>fN@BRkNRnMt1IbScUNP1$>I<$lLm^2(2KV;*M8*ZFv9
z8V$)JF`5p$syI@prIUofD73q0hVmz?W2HAx8c>_Gz-Hoes~IWRr|_fHpk(6bl-ynw
zzHvi+-v)Kd>Jes;bR9Guq#$Dri8a&<$(?Uo3F$-2gksqqbm{`IPQ^9pZ2bESrr!Cc
z=GCMt^*z*7H^*^Kn`9Imr(!F;7aQtiLvpvoCJ)b3^~rlZArCI6;t*y1n=R)g;yx(k
zi9DTqoD^N0{;oY1fl_ZE7zHE&DTb31mAPc!rgqS(>X3rEFDOWjE^hKdSujSr93Yd~
zp#*&N#ha~+LX<LA_{JB4bt-v}!V)Qz12=xxo}0{{ItX}fkdK}Y35n#pJwy`MaHgA?
z;l#!^$_g2G$u<_2^4msp7+EV0$;yw})c30Le#$qa&0#!2D+mb`3@}r*v7)+=0_R3J
zW&=Tp;CMybt;J60!L3lb^O+-plFkX2CDK@Q!rqHA0m6Z}Fwpyhupzv?q2P_{bhDgU
z^A2y0P}^Y9&cRRNW_Rs?U(Tm?q-hRQ>);5Doa4l=cCV~pqX%&0`>z+I$$iKyKl+lq
zg0*KL8?BipM^39_%Ph`h0cO1e&Rzp5O?OmdC@k|+R--oZad-g5+5q)N_X3n12dax+
z{HpqD#~)G;|I>XN;<ztO6_{Q25z@lfh}E~~4eOdx!w)SO!fe}iIaE#hyCqk-4>02o
zEjS+EtzEN?Yld6sNy`s&w`Uqoe-p(})d(#S8FO5)0wRR1#kPhb_p!rDsSGTA9IV_J
z8+Y}x+1d6^(~VW8GAyi9b0x*9@={WoxTKIx{ve&ER4I`5ne3&VlYj&Sw$#}9(D>4_
zXb$#L4C<noXfL1WpG1U0c!_ca@x;VjlqK2wn^mIZY+?tUgb4Y>CZ$?rLIz?T7>NaJ
zvs-bz&k8D+ar3S)m$N#WfxlD`ZeDGFA>Tv>5GCa22V-(E#)jng7F#b`m?f<RNi9(5
zE*c0=hexXsMNP(*8s&bgC$Du%1hh6BE7fo%<jQw?BE;W8?CO%q<7+FFV5%<@mP)G6
zy1<YYucN3k?qne8)*;uyhz*+MKq5~X6vLp79g!@J^l8<AEgQ>vgQH31EU%33Lty%z
zS36npg!a9(QzN=yT(f&(?5@i@Id)PW`k+@+=R3nqXIgX@IM5}GbMWKucMBSlBV=?z
zL9WHP;T=TiL=C_K;_0GU<UI}T{pP)Jdy5!*Z#VJBI$5Egzpru-s@yDOOSM8ampTug
zg*x-?P)d5Z2rMMwjQ4F=kD4qY6d?$*^Y0pkjm*tuxik0)9vN8f3Fk3g6{zCZ>;Ofh
zRiGcAi0jFIo0{piL6&g+RyC6%9DgJdqA#(r@|R3nk82KX+LAFk%a0xVQC{I`foCSi
z0a}0`D+Ya`IG`{Be|V%tCbz4c!0n)&m5zR?FBc2q_?x6TU0Yo)EwIs3$W1O;)r#_{
z0GMj$MWsIayHHKsT59wUoo2>(q529j@n}R9<UYk)L})irID8FPcQAch3p00-kglmL
z_mAF0@mu%Vq_Q`lR$#*QEqSYqPiJ#B)5e^Gp9ZXN-Jp0sOQ)=9t1dn_NenxOX~G#?
zP$wgWP?aM|&`gmRObAhhs`B}p;-iBOxH0TSPo!zrlB*h?ogPOsxZWYCR)15jJi;gL
zRdr5{36NV30f&Q%qw0S(Ph))JUcEtavWTHFbZMz$>0=yo4g7AXN3JtU?!v0fadvye
z5_%vNS!gI0ottv6@wlvGq$Ee57c)PsRwxn)W4OO5C?C?;Q4x|yBvX5kJ}t)H)Sy_^
zzdOfF5m%C_8YubjNK&~wrk%Q)m|T!w5oOrr3=Gq+hZgfI+5SuHH~8sE*^mQ{6QZ4q
z*n*)z&N78)R$WZ&+API1W*NTOdrZaF>N^vGj`~xu^o}L`X{+k<xWlvULdv;k=si+y
zbF4i^XOCu5izoGBtWkZ+#+pFQrzvVZ1K9miqY)=jWlPX&){R)^^R_0IM<BY=|AG(-
z@S@jw&ImkaZ(6D|h~-e`2G<64YwIaH;seW~Xrel1WdEr4)BLOPld;?>hK4Ed8kma^
zd#w2jmJ3<wfD>r9%Gk%!j8YR~XxHh~PDJqTdk*N<b9NH+SA#4fy9Ap6Elk8fC1OI|
zGNN<*g$PebtO+d<ufEh{Y}k1sEuw(#f+WEcDur?0T|{-RfFM)709Lwf6`wp@5uE-U
z&=TOvA8&Mxl+4ub?{<yN<fC5X$i^Vn_j_aB&FLNE9Zn~!M5V=Zr>Y6=7uw+Z+O5Ot
zxxHn^+6AM5mrx~88fL%JGk(xy?F}SVzu&PnxkO?Pc;}`+$DzUO@^qS@PVGMH^ADhf
zXuToKgwSw)+TR3CwGDW)+ADbA8ct2a>~76vKRZvMgn7TN%iVx&d5gVq|JZ#Jt$D`2
z37IS6=)cOuMQlnZ29uUa|LROkJbJQlmRm%IB9lRh*kylP?1CsYnQnsG#nmF2o+`K`
zB_7uhr}1Q97F%oisfW116w>L2%JR4xVou`a=*Phq@;pwL^;}W3g%l;zPRK3gMU6|4
zPAU}*q3|^CBFgzPA$&9Z9Q`b%M#UX6c7e-7D?L;q&*?Eu@-cxV6B0D|tDj_8?&kYy
zA|@72UT-p^lV>=V07w*%<M)qc`MjGLU*G3W-;J9NppoZkUT=@7?#btEUTw~qPOi>8
zF5Ih(%TVi#%kU>j>u_h8p<VStmLYTIIP;n){T1{k-E1yg9Fs5+P_;cUwUNe6Ho&B?
z;LP!ulS#JAxrz+(Ew1cXvWE7g2XUD$v*e#YHhH3xiS`|~Lgb6GE9&K`E~JW$C0^MV
zV1bcAu>}Ccjl;4lXyAS5-uUPSTfy)US)T(ydAGOme?&3JMTjvn(hkBS4%^@L!s+OP
z!A0%>T0mH06hbhfXmP@RLK&Xi^ZX0_=x=6129|#+f=qw+RQ;t0{+aju4?)P(!okq)
z%co|c>tHBo_=n}`Kiu|e#*CTu(?Sb9eLzwbh5d*!B4&UGG;AHog-d+|!d4f9iO|P3
zj_Il*2qc@=>AP7-AYyA_nu=ih7VFGYf(mp$Xcl!>?-Dq@qf<U?H!U2PajcN%fFE+`
zlmQeOaX})d80{fw3+olw7njNI0S^$}?i#VV{0&ySDY0sGpal<m22@l?(|?e=&^_i-
zF%ldiB`PAa72=F;^#h+<IVc**SR*!-aZ;N6eioLrl(7=Cl)F+bd*Snb8Fr;r%Tq#T
zM-^ITZdU>6K=2^&B!<k8Jb038E~Fv-WL$wZLGbrw+cgx?Ttb~j3ZeO{JC5;+xg2(i
zJc0Xwy2RSs)!omqCtHPkF~&Sg_QBnEyp4Tkv<q!R_sHRYQUAY`kuMd2p7r0&oJ@ar
zi~Uod`akM-s*(cIlHwGKdX82Oj{iln`^WJAAks0je5a!O(tQ{hS-<RjUqapgq|tpT
z9e+q4|8T^8c{jg4{O7>myqnDbnDW1o=$QTxUjA;FWBN<0{(mXa{nwKG|E$XWLv#G2
zME|DB{pp!xq5IB6_x1WiVf*qmGO#j#XQcg7*BI!&GqZeczv{q3%k-Uzh4Ifh|3O9j
zQr7+{PW|(&__ONrf2o%LN=EyywfMhL&i-^M{%3>ZpBIS#uwMV-83OZv{|w=e+Wgbt
zNcW%f+TFZ8kcJwr(%*9y%!n>V6A$oe%M*y!Y7Gd~dqMpzsS>FKfuF&cmwmiJ_5gf!
zs&m9d{lvg!k@!VPrEpt(3r#U^^M<4Gh^ttdpAMKV%zv819WrNas(Y-}SG{X^j7Y_`
ze*{-JI~m@U?RR=_sxfeUSshbS7#NN`rU1Y32m3-Jr4FAp-or*)zZWG%ujh$w)LR`z
zufLkkVen(C6o|ioT`to<cXIFr*9E{wcIe-6y-OKia)d<CAnASf{d(x|oM&j<3qYO}
zQab=8Os1~$?tL*TcW1W1Xl*0leFr~_((UlPTXgIIhD_9Zhf~pRD|ov6wm78kF2}Wa
z;Cpcf=5_m1ie~W@T-SgfAz$9p0&6mnz+TuFxOB=!^2NYLVdz8R0VA~+AEQ8#zASdi
zhW#vQ!I-xoh>}{ucWk$`Xx|i$ldZ$o^7TyOVceY+F`D+rdDIG*;CDFE8bwe5E^GK~
zp=12^gzNTz5O}146B8U5DhISaHH^drS~^IYL3AJ)poNMfRvd}BaNfB33H8-?!gLJi
zpi;mbF%Q0OJV@ZTh1YkllZ*GgJydW*kjk%T+P24(H1-8;CM*Fa%5LDtB^&b9ublZA
zc)76x*3zF~jwWW&8w?Nh3olC>U#3VzF)bs%ar#&({(O;;Wgy!9wX?kP-_>Kb(|mNQ
z@S;F`04X4~&6Hr6_SE|tqd8)*`}+#_3eXC&LSa&&eBmkSQW!tQ;x>hQ<95W-&-R%m
zNT*j?ENk1#?GL||MKa7?zOg9?QH_@s2=s7<rf~$>9i@>?LSrm)k|UQF94-JNF{a*K
zdQi?R-Q6!@Zbw9ZhzPS-y(}jFwmzg$Q&+S#wvO8%L>69DP_jBVt4{+tEoi|)yY#d#
z*4t^cwg$gf<i1{={C&rQr`=>>@1NdrACu#H=0PPur@UAz;;isg^12`sT<NFE+kUS*
zU@|E_6~UDRE92@LPDC<kgw}uUDOXcy*#9yjZ5KXW5!r-;$I9(Q3u_?DU60mJj#EA5
zFn-@2l4*X*0F!b|4#_(RN-9w|AiOP<joOQu9SYT>U0;3df{;Oxmaig3?PBi>YGT`r
zZ3|nD4c0QPw<{UZs8KeND3M(-tXMxUQLaTpClF>3x0|~{9(t&_?%cw{>efkdXy%M#
z)3L30w5HeSwDt{4e@}yYQaDUY?5M$2+3mGMvcS2>IqNAo>Bh~o$irqFOtF)w6LyP>
zd+^Y|>v>yX>&kOpxZHa~MENC`dz2*+TNxTdwPwh(dI_wgR44MLlN@g#M1MpkKEHT-
zSI|0!V99XKHc*2|<c>LzWr#IRb(AVsC<Y*T9HZ)Wo6U0ClY9BZ-wRLBlXeMA`*}MZ
zPTCYG|F}X;z5vbzul*?n&g;s*$<yaOE9;_b28^O%QVH*v5fu3*o>*@f%(D(ZI%gV;
zSqh%|DvJ9#0nUq+f}9C1UjE#l5s#Le^&^J(m`F;g6vMFL82}kC{&#mC%rgsKduhc%
zF?(vQyAh{Fe~VZ71PT%MQ%T0*q!a%M*5?Ko&rOeamgOKfRD;pEy<A*~ebrL)NO?J&
z(E!eU549z8EgY%XUUBMm4+x&c*5<;>3YU8hds9K?1%r(8(FB#6{1eq`m8}NNHbp?R
z4Jk5sAcKIZqT)xTbo=sikh6!Ea#2^^91jIw$MxD_k)hH8Frdo=$CI(x$NNW<^>1<-
zAdO$zI0IRu@*rJfQd7RUz4(kM-M(qC1xGU&2_{H~-%xcMhvVPM0j>x6)Kd4EWxDKb
zFED6ik%>Zy+W;(iNOMf(=s6^-Ir%zFH7{WT#3dlr)8(7!pb9kxU6~Y#qd2Ol<6gGp
zR}wsNDVI2kB?RjZGDgPcY1RFt&+=zSM@=$uV8bR1Y}5b~g(aE}>JQq5jKx@oGUC4%
ztO?G5Ql;}TF7Kv)tE&6v?WfBECJoD~F5Q~5(mxYBV!<53CRJb2A<%FZw<Fu_cN$OZ
zZ>s2HCIAw5jOD83-*4**+NBV2TJb1R^IpE6Gz|AxN0tYt>N^Qw<wI0KE~|A&L+j7c
zRjp@r(C+ZmKHUzFw!2<$CT5wVbHIsCV?two##9Zro>k|*x8aL-@OJDad_^%v=1AMV
zyhTnkQV7d)e^LY|bx})Q{d{PX-uRI)A_lr37@93xQ{iagB-`LRc313!j*2y~v8x+n
zs7UafuM>iR$~mu5nu(eF_|w9P8yV9X^9kd`f*_ioS3X)382UrD6bu}Q%}+G|m5w^O
z+)t-Bi;S|H=vyy;o(*3!A*~;N;Q(+>a<LZuC0VT-r_eKnxEt?1E7v!;3%T2Mx+t?>
zoVavBiKf0bQngeBeHQd62y_LTI$zC`TxNeN1{NVOom{O~o-CbF#d6|aNxcXym`%=a
zwOA%j5JL1;tW>rzT+AabR85p(dn&sHGtZ^FQ=@K_R!LaGrn~T3n_MV0R%jAlcs#gH
z653qnMjm0X^E8_2?;o>BzHGSAI-@WhF*OFU<Czt<c6t!;;F9ev$Cd^zcF%^c4~cM=
zL6ry;i!r;Vd_;%D1?~$O!q#=SW?O&bYJz+@?BgY>SMu4eZF{3$y=q3nVKpo$2BYxl
zr}v{X{$(~x&`y`QGj4+!ngqWkhPSYncI~;F=h=y=JEGKQ3WP!%022YanjO5D{DWXP
zk=fl~OaB<p16Rz<2*g*21P@a56yq|Uc!t=gv{mflrA)D(a5g_6GRvWtY0J7$VM?2k
zCQ1oK(bucX1Xj~G^rtQ_F$<UidbXa=IA<!iiuY$qMMhM4R6frSP|Vi8(TuUTK$tT#
z)QjU{6_2SVr6%m-Dh97Lrz;$kjG5iuUz?|;IGPKxbB%2cDwV2rHk~ZzO@`wkf$fSP
ze)r)z_3EY=;VpLNZdkQgd9lWPwl|zv6kHV+H!sMrX1v%6{gfmi!Tyh=k3WoP1TM&V
zRHQF%@$Th2DM^PxGl0S+fE5E1KpAj<vbp7;kA~*dJoDca=%peH*xCvON0KvFlMU-4
z0pplL20GZMp2t>>#QF)l*xqP>${Mbb_>%?Kd(sEEh$*6-N^r=UyckW&A42P-rYS*{
z=F-bXX~=y^0K3GTaEzSo)*q`biZ7y0=ac$aFPSSp7ak{`E<4XwCQ#}lmol<RWj0oS
z8>YFX(eHfjD;;pZ73X=xkZ7zTP*kkmj=vcDxOr~)!H6gsW={;`*0fSNcI<EtS+-fr
ztn_*GPhy<6^-E>Shrg_sYlJodOaT?C`6`;=f)LcB?-AFbM5LP?0}`7s;xK2>YSPmY
z%kweY?nf)a4%>b|4mnz_XlZ%W7>R7rs~$Ly)QGi2U57Rwt(hByHb<hESQT|(O;KF>
zp?v|H8(R8U$MB2>bEF6yPA&96m<=eQ4yq@$no&t!DmxeVEA+;!_tISXvf<3?Ks8!B
z;!Lp4H}^@S!&=^dzEAmTf4=U#Z4R#a^w3q_X*O`>s2D93n)D`t@%WpY3c3+ZtpWj*
zG;?>Rj!fOr3Sn8^bUK2AvO~HL%0zBJNl-U!i)gVGasfG@HseTgjkc}^1N(xGnQa{`
zz%+riGK?%Z|8_5gjJDp^``LO5ms*HD9sed<FTpRW`vDh6?^<lTbGi@0tnCv;<nq~`
zz23TB4BtU}j~ff!?}eQSBrzc<^Z_`46Od;MNt3cB!I(;zFEFpr>;c7qmvr!>yg90i
zH`rb4ys9uN0`=m%!aZilyxB0qBc{N4Gv77oHRuRo9J*})VMbkn^l6j(4u$PmPP1|y
z)xeRvxPf~Q7?5oM`>+IYBuswMX(<Mpjo!%A?Xdv!`gmP?q1YB5>2SOCmnwuo(%yqJ
z-tWEGaw549218PP<s?#zW&j7kbIS6heVhj-x850V1x9pbzQCFI(Ojl&4t2gBWLWd{
zIq00GnP633Fo+0iVI9)kB3G&THuBOg4*SQ!U6VY|y}5FaoE4J-l<mR8YczG@g8oVg
zgHBK@ibP=}_AdwUgL(@Hg21J|rJWS;3yR~+=T(8kHxbc(5UVR&oP0AlV*X^-KyP*D
zbq1PzQ@$%o`g~h>QvH39^vT{s`Md^KwW*FZ_!V$9%oZDEoTCY^zk&}Qo{<9?MmyPj
z$p{M07>l%zSQ(3agf1nF1WIIEXTlT~oJad2dt}ATpOf5I3adO?9ZGCJvw&0vT57WX
zVU=X%D4`hd+&3XvRd5uj(1+UU<XrOfu|<9NYfP-FIj}DsQ*y<biCf$6rUipwV?um?
zGdu>`Op&?T99M!TMH*!G2iFEQ<lwo*LcF6UgCQ{!I}5}{Ztu~c;7oFa$g)8?#H2tf
z)0505J^j`BJic~v&59KhrHnHO1ykQeu6ocU7rLd#?t91FMcSl)0U|D@cUiq5E&IEr
zlZ@e3%z|@9r}4~u6|IW)^ZkvGc^Mt0BsYCWXbX^SN}NZwLglyX8ClV8>294#I(ZkQ
zyV~1CwvdGrLd5!f!-4^-*af{9RHK2qMS~etRp~IyJ`_jwMl~n(V=E{XO1Gl<{d3!&
zX3XdL8PZATKQ$EcaPLnMWTwVLLfneDvx^?c_h&ioY8BjsiOmScQiKe}Tuo79L@@@5
z7rE_?5Eh+YzWz7~_)n%}XOmZ3avU=GPIiR>)k8sMP{UCF;O6B~#sGzRHeM`6L*dR^
z;<=VhEBi5JdZXSNC3u0?L6^;d<w`p&G;lI~EB!PF)PUU-WfXJ;Lu+5C_2oyTl&%Xz
z8`_vZEZZ{1Z~o+5@kq>dSlva%4AXP#0DumQnC^8tVdZp54-hM|YKuI9<z=xLFwv}G
z)pMy4V-Y!9#&YhuTU@(Z0$`t}mfmnd1N&T&Ib!d6d!}Buc#&}(zbfQ*H#+sMb<gZP
z)i0q4=Fu>aZL!RPRl2cR1=*;qpdKx7d8bQ?wd#YG3miLWJaOfMqw-k)t^(utU6;Oi
zX)YVhf>DO$Ks?rD+nBmA)W2(2?dAO=p2HXUIkh9iq(GpgiXmlQhRPSaz*|+e`E0?M
zEl(#~JKq&(igq%!)ukj_e`@y_P4(S!txJpJfm-t{a*?WjrPREvyulom-Q?GRe##r}
zYK|Fa6Ci86$q#nqP?qA!*daiXGe<vI()LBS#A;AVIqbxTX}^Mk`c3gUH_p}J`fwtp
zL?XX_iSx7(8QE(R@ep4iP<;$17KtC!C@QTXU@^*4^p^XsNOWR_afM-p5J=|qCGJ}C
znBfSmA%*m&0|pT@?VH^Id6Rx9WSIIP&?~^P5Wx_o+;lww5Y(wU>%b65>5M%M0IrKP
zIqJ3fdb-eo{||NV6eRi9?Q3^emu=g&Z5v&-ZL7<+ZQHhO+qSxVYQ1Z(^RA7v-+jJ|
z6Y*W-Mdp7-X2h5?=0%R@_l$;NRCOlM@PzTw=ildDcrQ#*Q4%GRjxw|5aq@<(CN_7d
z`(~LZSzgQ?Pgu>I?_WyA?+)({t1v6q?<a1h{`4|cK39^S%wI~N$_c)8wa_DBJc?ns
zf;h6KME6lsJOqD6_f(#UPWzk60T7hAHgFhZ`Arks8Ybr$YD6T%=mVgcA&2Ps?=wEq
zON|CKN^}PO<&G0huXbLMtlI&<P};Se=P<=eR5t~~$d9uif&1dfjfAYjaDTo|vfQP>
z*dx7`T{{7fI5}xS$ZXWnHYS28EJ=FHohF+Cf2u8yrmU200iYET;5#?cW!n!eL9RD?
zh{Ul>w;L{PUgNMPuFWfLB7=z;&z>>kY^~GHDp4O>>pKc@&zNR@++tmgBHcV!hQ|sK
zm0@eB_nfhMt;o+<R+?xYLsl+pEVS1(;7@_plekAZPLS7-!rRSn+N#@*+)jk0mxUHS
ztsJUAa6&>&?Jl3(wjbQ>r~b-oeTV)W_gom5X`;?;n}XxnrE;jSLb4_TvM(P6sILW8
zL)JXf1}lL`Oc0Q8<wUIo7Qh2T!13<_)YXP%2EGE5@6p*;0b~}=W&#L^G4bCesHU%_
zxpmv`8@?jY7Ig5)XXSq<0_ckBR*1n7Db9d94(2rkEQgcvpB4Hw#uQfaTdh`wsQ%4N
z9?Gx2dV~aNKNSfyLDi0}m*qf$xrUQeJS<;lG~kmC07qy$2+oBIU`k}$1n^Pln@F=}
znv5r)FWj|YH}ZFKfGnZyJx~u+pC*E9Gr-KS?mf8WvKxvKZpT&F1*61MAB9(K7RMeu
zn;IBl9a4bzIsqLJHULvN9sKJ7%1;>MAXa7$L9<^kDFs{I>8W6o9<PoT_DY_mcf6CI
zj{${UFpMoz=H>6`+69C0u@8-f0cCqR;Mrnv{$tOA7^jw&#T~2n>c(mQpcXIcf+s#9
zpc?Zo@aSvRgNsEqJ02wUI|}g7W`f>;!G-gRRdJ~=&Zbg^#n!6kS~f!FJUBiVEM9=^
z11#+rJUfn`Nsuhw;O!^o+f>b;k=lOVrzAb`Wi|f2EU$vct&5KCrwTct(Un61iHyaq
zA6pFdF#i2j_(CrfF?xqkHJeP_r^lX<Q#BIGKR0INEjL{s-F_z*QC?`cOywE1cn!E2
ze!}_37+dKSUN$5qJP)|&7vJq1mK<3HCTOoATR^oL=k=*>Zm)JsC~VDE8{KmCn;w|N
zg~2(#3Bs|5SIZxxIO%yXCcYi0#v$I72I?W8gUi6t)+#*?JACZcqMMYr$l8|#5;Msv
z)D>5^cX=2;ciI)EGaFno@D_eogS7228IXna7A}H??d^5Fs7sNSz2&6yp`OYQsT#q<
zBV-5#?$KHitn{>o)c$dtv8qfxU>*<1_xxI=G0ldcX{h-Qg848<8FoBw*)hPJ580d|
zt?XFUX4VRKiY(u$Ib@hP1JRmT=RJerirgtt!yb6kzh+fs)mqiy&$7C9#c?7BY#n7>
zcof7zZvL8TZkeLF2&EbCZdIY*`UA?%A}4CeUEHsc*V9zk=0aeirz!yFeZ-IHo(IK=
z+y3byVzgD%t0%Q6@X~b65eJW~U&h>;v1`?xS~ob{I<R;Pe}n{Wgz%6sC4Lw(C{oeP
zIxTQ${sU4sW)zMqSNI29a7^-7)UR5Ck}x7a?;H{^@~XCr_=%u)9QVoO844yBo8lQA
zZ)D8uLXEp4^v&DzzGSIvA7{kWF4jX-c!Vb!Wtgru3lkRx_uxQP`cX4_#PybESVHBQ
zn@t*eLk+(TWOkS>zA+;muV`5A77^`3yi;l)^cg#{Gmw%<ARmU?mrE3*Pp*qkScmHw
zU`LDFf0*!@Ao2|>eXeR4=vJRn8SXRUc6)1kXx}#dH6yvp=h-$v+*4e*cxXg(KIk4B
zbMLG<mzwaiZt;Lk#jgRx*5Kg;|7>J2jo9^@@-vp*RRfabXXHlQ8v>o@v*vB|qFcBH
z;acU{4W&|1rwK`AM)VTnYUYYCwXk)rR#9;YNwuB-x=#rTcdsgTE=mlF4iIBE%ZT*|
z*FKyX!lVO@tM7arGHU^&Lw!?2rHQGPnMS9D>02XF&A?3Hi|7VEk%qcLhYjC?M?1rT
zp$}UD(PnNhKorN;!Fa72;fw`5WP9dZ4W!g}GE*B7_kBTK8DBDoA-w{#jg2t>%`;Fg
zFf_5Rg92|CHAuWQT!L%-DU~iBs?ahD7ONpuDj~5C+?4K8wMiA#b9(4RiBszAJRBlc
z(Jo2B5TG{TkCX)AJ`AObae4rFKMWOeJPAbr#q~gHtw<}l9`g`53r}wbTTQA%w&MsB
z?%RZ14{%_qLMsl}A%?}whr)RONR*nohH-j9tt?_X66?RBS;Z6+OiZ5>M#w6a-!7NI
z&PE!Q7#_t*PaL!6{x-<%tbMim2)GgEDRLYb6Y~xh#v^xLDTBE6YKvUy;hEd7xfOj~
zCcj6eJQSjh0S|BCv!5u!P120{w10p>*1>?N>2uE}7bf==XcL{M5)p9|b{mTAYictb
z;i5NVjD%#&4ir=1ctn@zbe+x&=AMm-c4O}LO&JhY-wnAxWV!$=#U-~s76Sk1wOaCM
z8=IvYo4Z$<07UXR<;`f-IPHarB-?i?Ck#wm`;x7$Tk#0Q|LP*(dnl&btD{1*G#k6N
z7+bjHvRa?`9r_pps8F3hwegFcdpQlY6KiUY*pXsgzV|I);{aQ%Zdl0&Izo9+mFi@T
zlw_G-5#q76^G7CP!&q>>(ztfMR-6-N_H-<<a*JFzc~Q^CG{fCm3myc}Z~;+BGEc)p
z#RXUaHiY=qI5tywB2cx6HH_8Fpqu3@{P!o`-qXsq)~wTdbmmHvrPgr=2^9jc**dF2
zW&CN`sz^$f@ca3q!t7BymZmI%oc;b|jTJ9uf3Jc(EyG5kYYimk@cO3*lJu|1678n%
zc5NF8vg|f~9P1Zn9P@sG=;WE*I~uFOVC1u_*xEahELB!nJPa|4e&ms4Ce32uZ5x^J
zej?O4G}B`j@fnxA!eC%_h!B^pX5$DNKG<>o;7i4)ausEXYdv4nxopux^jdU1-yyTq
zy7)-Tu!}@3ex^!S<fe;`U!K|&WX{5aryZpD)C6fMnOQW3Q1eRsVgw&BAyi6IJxxhk
z+c?|6x`eXhH#JjUDl8S5yA7vj%$Pb?I)iFBiw`ivr?$wfC?1s*e1AMkNK+|asQRhT
z!bFo|nJ999`8yO&so7l^w<m>04E6z(;*QGc;<4;$1?yr!BAi97ZHgc-G<Wj=>a+pN
zmgWS*w#uYxv3bUK-MUK|iz1>QZ&OWK&3CZeY90zCRRoE(TF>#7%^&C1XYr8%F;I!i
z5i1Yd!kmW$A=gAvyr5LD0ly4MNgm?oJ$l!BI{$F>;;0E=MW+>Hu<+c}?5}c+Jb6ab
zL}9!Lu^GgOLhfb>RSel7lP-*XZb$FSvt`=ZxtvT}J%NaA82If<p^Ij75uaH!1mLHa
zR{!lvg%jNbZ0Q+C@{GQ?@64oBEzW{wHr|;^rEIQDsvqwHbn~-RKfR^X$=+_~V!Q)Z
zp5|W_WR8O#pwkPn6~Oa!Cl{n?NZ{Uo&%e$&p9YC-Nd=DyYYJ<>LW42*5&B+vm4d(9
zA)WNUhy(9{cVf^U^l|hDJj`R9or|9f#75C}5$T=^#YP=m;dw?%Q^62#rNwMT#&vV$
z+4Qo@klQBTTO;TV;|nHB1ly7oYQyUd)}qy9{x;^%ze3RKabAt{&nJ+s(dsW51RXh1
z_}ofsWXGtF{&`EQCk+l~^s8L>zB$|-!j{xAlkt0y<aa6_sPJ2;W>%o1BHmQr3hy5W
z*4M6aOV6hBXK#e3&X=8byWmL8wGX406h&1U&AqW>vxWzDa|b?SeMydQSKO2KACD|@
zMZYm*y$~AMJ}vQ2IeBb#cV_`BB>l<r5N0Tkx)wFeULBz}oWPD7y>sHEZ%}YQ@Sh>b
zpCMRpzPEqgnH@cQ`{FPnvAb`gyO{r`QbRjK!$8ejfU$T}QKKdAg!A%4_p4{9YR%Bc
zC3ma>%Gh1GUZF5H?IfX#&c>EVmn4M0zov-l;Lq?Nx&d!^C1QQn+Z7_WF*_p@=Ui|(
z?JtoiLfzR1>r!CrQP16%Qfvd9MKklM9riyUmPBmT2npA34Gxjk6SE!7JZ2c;n)L3z
zXDlq-yWT%dzDpb8oD3Txj+8saRK{XZ&28)Yz9G_t-C=V-D<{l(%GvsQypuPQca9LH
z%#kp}fF*ZeyNQYv#rqV4AR>*!=Dj}}vk#YHN7#hxc5Aas%jETYcPFIpJ})SDvQ}Ue
z&+Ip>g(pOKGY^7Uq&*$EkdcHUHW@|^_9lko<w~prbRIR$d2{{VDD=xHG%7kI2Z&q<
z%20RteD9-4fISAWVRkhkIZQm1ta^<TN+IU3*%-88gDqaGR1kh=8&GIdw-M!o&Xbko
zjS%PY2)b<5sO`AVa5j&+7Mf6eq4Fq%=S<}S-_fc`i#-&%K2ztMpQ$CK6%9iETH`G4
ztZpj%;`flmo5V1xQ|U}gvJ8wb!IS|+>AkppZHjy<#i2;TA%OKgKf>@>*bljPJ7ceS
z?Zl4oP%3ln$1y{1mB%B)^SCiw^O7RQ)P{LHkt~guUU_otj3W*BgbX^3aXrbRJR34M
zB5^2@9^`S8x?ju0Km*MEjh4LKCy0G|P0i{Cf?s{;Q1yYnT_QR%JKcOuxRVONK+Eo4
zR8HpA*50eAC|j|9agDiDKul4@a#{NVS4VzlT)x$xRi-#VF7<mm0zsk~1eu_fCNlS|
z?7Jb{l%!_5s1ULG^TMa>fxtmdzZXE{fp&53UmJF#wJCaW(G)Rw%@x<?EvB>Zp-Sp|
z5Rs~BSp}<;UrOfr5{^mGU$-Nv%U{HnwqYT26*1X`Q0Ikj%GwQ#*i%ismvBRas1v|f
z=jTCQp^e_PONk}@|1)Cok0$iLMWk3*7?}T9@yA={zh|WW4RQIx9{$Inx7i7^uh1LF
zb(;*`(1k8tYuhRi-00(O4$l1J_pj9352nClY>(H$H$w;{L@#OL5rbH*)T6=Flv!t<
z(nRCah=t6en?odpA!YqIN)pTYb~3L8T+P_PeWw&7Z1lA#F(tVdIN!N*lvS>in!O<Z
z;8~Wc6%6-+jirKts>j217#Is<crnemLvG0@{Eafq<k{qQYlq-8*Oj39F1V~P{n0!I
z3$ch)5)veL)2ehud`>1MPnT2wim%99Q+=iK*6h%ZDk^pVO-<xzUMM!ZU;>dt_$ZJA
z|2ZhqG#Gi#kNaS@re(C%#kgo+_F_Lohd{=DSdomzj(Zgt0tTN@aL|VYHvbp#^30r0
zd_P(3oSX`7xF}nWst4Ys%dNHotIZ(c0Sb7I`o}?)&MkbFRwjzht|rl9ivMDV{z_wg
z0RaqjO#gd>{+`A8C+_fngkaR<C8bq_{$q&k&yd-FVq*S-*c|uIW&b@RL;nSD{5{A<
z$M`QHnSU)fr=z9&)1>}CqGbMKUWxfHe(V1uCG#(9_Wu@|Vg8c>`WrO!hv@t-A^Bf1
zw7+6)e@V#yh@SmJfc_;K|4W4akC@uOiO2tls{OV04?+1K>;FAi^FOKLe+Ab3%kuqS
za5n$g%Kwy5`^PQych2Uk9{+@Z{<^mQdou6uoDCZzJ?+0k^)_5xJrI=|KRX;xe=1!m
zWk|Qyk<@2=Tj2l%1)TNwgj2-?Jre|ln+FXI4u;fqi6QDa{(-=3jPDnWhE3zwjtVI(
z*&9v?O%IDQ9TeW&EjXBkFzqvWkWqTcI^OP@^)z%9wRLnS@levHxX|&Ge#bS|ffo;}
zM~nn0I@@~-^7XG<7X<t+T2KcE3iq?%>;n5r=mmv8=!)SOHf0t8r$<P%3JN#R^)^A-
z=*Qc{0?GqB-sMIZ3YYBY7%<A-o&GY54V@F|1V416clRS#*jSd!>D*DQq<{Z_ZrgKA
z0R#@NuX6vRs|5~~_jZZld3&<B=-b`0wA$nETtfjbXURb)0z5lPxM4jl3Th*F+Xi|u
zPI19f8o}I3;?n8|U(s6jN#_ID2al!a%5zXE)jJ~dkuV{64d|L48kY)-&z-iR0<Ygt
zkqe{7!B1gjA>zBDR=AOH%90HmN)`31&eKjNVN2<WHC8dAy~!>OZDUt3rv%z9b_Hz`
z9hC=1#;=T3i5P6@hc6ka<SwuI)8EN9x#jaI$d`DcD>>~5?L|&Xsyew<8~wc6a&A{9
z(y}Vns|$|&4JuQ(<31C$_q-2DjAk)#G@6%PKjI)>Qb})F1T;tzVM$70!W&yIn7;$o
z3DK%<eDghYf-gFCDi)++Trg^4TX$-!5RIsYYb#N+S~|CcOFgYlF~sLUI&yhE2Gwv2
zI-Fcey1csVb>z6KBax;_RC<gkC)d>j-Z6Kx|CuG=mk~b+(I0#oSDI}S%CL%VDN$3z
z3T(dDa5JgOe8)*2C0>iWW{N%`-~=+GfiMxUlA@3DII_;^to}UTqW|o9;Q)`dCXG_%
zlJ-e!aJ!#z$I(C1V|gtay!7B74E_ofg3I<jDuWE#1Rvc}A$2@-z`r$Kv1p?pljax{
z+2QwHj9+=>rEes47qxpSkqEJQWpNH8JWy5<(Gih3KiWp$(Ui9B;cW`=rr6vvjf=XJ
z%sT@_<0S`C{QUF|t1-tU8byoE<o&N90}uek(nYn3wsFPiVZb!8+Hl*G)y0GirRe~8
zdyF~PhG;v-4D;5>y#8eZ7_P?3(iS%3&s*&-V#Wta*woWZ_q`=93_|6p&Dek>$8gKm
zyB1bxIwL%*T_{1(1!;LpOUKLW<n&0n?QqP?o)P};S=}!a=}jC9E)i2W1)oAj@9ybQ
zR@LV1+nsu)m-pT3LK@4?Yyb>9jn?_wcCXb3$cKnmN>&~kV+`@M<m?#9<ZF~i<GVd~
z)tdr0!6yp$K<qnkn*Xf48`x;TgGrJaLJ5kXxZs0FkZ#BdqLPpVkiyhc?@I@19LqDL
ztQ-h)ZcLAli*Rv^T8>n<)3P&P+U#XLsjrw#a4eRtS7-Lv*38a0%Qp|AV0v&g90tY9
zSpMt22DbpcO=;`)5AZH#cPINgh|b~`%?&TBC-jqqGCX(fh*nbJ6v5n%DCqoX((FU>
zIb^a@Fhl*kD?w$E`c<cXKiHzwTta&8$&$!0mif7y0F>zsM<MNBtDYMvRXNT0aRRI8
zh^9rGgt;Yv89wP^a=x`Hm~U?vegi|JN%d1ZP0v87_ZJ{rEMYVj<(%2zcg7Od?HsJ1
z5%r9zG6cm5z`wn*x9-&TE~_u)p~9g-`)L!@5{N^7#%Vg0Oi&6A_xBT~_1!)t+748O
z4PMPV1|#DQobiib<woBELyjXUOi{NdRqmOmIrh0+IF2;vpZY<V`>NVB8rj|P^<kd~
zuwJ>vM+sjF<c}iH6V0!vOIg;c#s>Sg^6t$YonEqgtIa*b{8r4BSCYUNV-y=BUSU+8
zSOg&C6)F9037*1VRII>w#AznFPc7Lp@F0+d?VSzg`9-;jaIwMuG<^I#c9>$T+20*)
z@Vo?j4zkmjlGl*Ixh>-@9Xg>6p$~~l*cUZ-gs&fL6e^>i!5r<FHMr0k+Gm~Wpv&tp
zd+HZHdq==%cs)YI!J~7Igvvys1kDAP^JAZeI{|71;RD6nuKS^1H(-%SWjMAX-bl8V
zZb=qS?ttP3o(G{1t`D&Xz6XIop3PsbgCrlIk)xPQK8}=_T8!=-QAFHITu9tVTuIzX
z+#_)$=T~Fmmh}BSj|j~Dl`^GT_vE9UP9gAeDvOr;b3r){1zB1RaA_!ldyM9x9C6XJ
z&f@`v%RInwi+WC?CO<#hCOmROfHX`l7z{y8$_Q7@6n_!=j(V0DObTDJRyITmA7P>v
zi_f-zLM0o+F=>kyg^_1NIk$#Tp&nlRIH;cUH!0OolBu43oeKPTX^9WM?!J=d;j2HG
z9{MXX9W7gQ<tn9MeX4;RERsuz>0;9Oyw;gwxe=`xx-6_{y+D0(uBH62EDxXEk-0R%
zx&uaGnX?W@+G=q*h-6|a9|+xj4mVxIRlebKyDgjbc#)xpF?U97x-=Y3Ljw)#0L!#e
z5psPK6{nE$4O9^%r$g?$cyN$nEk10uDp1=%MsjvC;L5qQs3d8q%ylvqSco2BN$!xK
zveG`COat-HSG5K#&%KGnewCDU6pEFhvDmVy<4!YYklfu+tL2Wuid&4O1&pN(c90!Z
zQx?5k+pL8k;Xs}9(Af=(e2L!SxYQ(GDC-O&1Nn{FH@WLg&xg6C^32yke<}6W5895C
z9FVBZ&-*%-_?fP^B?uDZD}*~3V<YJdZd>0a>^k>}PUNa4CK~IV@=(m4%x1@nvCmA4
z-=*UF3+DY1Ui&k=-r+}dVn3q<h`+em)fA0{dnb<vE;q~?xhPai7KueUv0Oy9_Acy8
zzvOb0K=tG1S*&yDS4k*>u1OVKZVoyQG7h#j8LpC|2mX$h&03PuP0g#4sLH6CsXU%T
zTEAOh(@oBM3shYYNKElN{zxhsgI+L26RgMEs!T6~S3bA>;prs`FVB}p?arbps|;@o
zX;lf^g&SQmG5$;aF=Q%^C!;PguCvF4kNXTRD$ARxN_5t2HYUea#?Qs-jIC$P$Xe-s
z4YzK~1SE0j5J%{O$@ZC=KGRqPO2VlU;3*Iex4iv{tur_sS(STXTv<oM_$gC$jXP9r
znsBZsPqDM=$`S=_PM|z=U+Is7hWlxaXA_Y%Tj~%=@cTUO@ycKs{A?7|+GNsaRD>|l
zydXY!A9!Me8Vgk@r<RDfzE2tZB2`Zh#w0h>%If5gd&(>qKN-%o?pdpX9YNM3$aH(8
zpB4G^(Usfr^pioh$*F)o$SH>3g8}xd15yxSNd=54j8ceVEft`K49CmUVlS)t>$0Mi
z=p@ep3(cV!i0%NMXa_9p6kwW>qR0Xs{SXVXOmQcId`5NRHt_Zg16>`o1ZzW1YrZR&
zyBf=KR0`%tB750`blni2oy+;-*qoH~SmW+44xyr;|8}nCx63^egJjL$Kn=E_|6U}>
zX>`w``9b}|ym{Gz94v;qXe|wYAIb*W7b)RvNqKR}a_uJxTh;Z~D1)9L57&%FZ>JC^
zhm)J+D1;2%@F<9UVRZyO1*z@w&|rEc5<w-7Z*ZC0CRb~VJWQ#gi#4%xDV&ww!#3|;
z1USc_KI#|kl^C@#sGA9XBF+9?DaW*YAhnqiC)*Q!8jgLfP*V#Q8f`hxFUoO`QrfaS
zw*wI;YhxUhnrANg%w?*>Ja;=m#*-c%KHlj2J<ZF7<M&(<qp8pKC$QuS0njOQuK}`J
zHDC`MP!DCezOTUe1?+Re@<-8M#(lr7R05LXmC0ywfllDL<w^_fSzakAu}3pF;nnFV
zvwPYW``dmjd3kZ;X}LF2>uuwwjl#X-{<S9MTFTA{<?F0F6oF(jkxy8P$<LrStDuxd
z)rWN}0Ag2RFBC{23vbr0Fy0{yahe)<=8MO}prm(?yBGqtDlR7-o{cIJ7dJPO^41RH
z&mRRz0!|81oT&wZ{k-D1y@K8A23*imkP-f(iDJZ9AU$(<hmhQLCtC-Hy{l|>-0d%;
z-q%qlL~5_&Q%+gdeqG#AwH%Rqm9z#Ze6s-9YDMsfSqe-P&EIvr)^s8WlkGG~xxK5%
z9M0T1N(1Z+s%Tbdgj@R={pl-Oe!kCMQhC60d4z$#O<tIjsQ#Qvu}nx%fAaLYnd5mp
zhdE%ghnp(ta7lFJ9GlODjXJK!#p$8`+`3N3I0$zDt98z1u>Qq+gsxI4q9`#*tz~mU
zPjmc|`tf*2ao_aPtp04c!;vb4dILy#O;IZX5Hq;P4D6g&<PH)JXbsqb#@T6)H^JVw
zG}8bac+6<>tAP~6QyT-PnxR#U5CaJxJeHK4wVUJxnNLPD98t4N=c1<$WJZl6fH6Z>
zq=0nHZk<EiKrS1nc_t0aik!CNTfd*+Mzaz%zxCW8VWB&^Ehickf#`Y;<gNF$Wsp43
zM%%Kjgcy>nU<?>H-}HNM=Rw})Y}1Je`=RB>Z<b_<br=w<r94X76xhyew&AE%!ADS1
z;B^>ORj|=-N{&pZ`D|~HCj+%G@4Sp7;QcCP7DI~iNS>6X=<{X@6z9PqHfkY^#K2Hn
zTWxZ?8*cfNj}Jy0BPO#v!p2;7A)R0}QhR(}F)ziejz{}9>PPQuX;dKMjZwox@$R&a
zJ50^qFB}Ac9*-X>V*){EP8yOD{YuqC(|i`)<ckvgTym&LA-PAZA2?G;_w(o_Dw3U^
zVkA9oyrgEdE@Z?}A!Yp)$8+*OsBddS7VDA>tHJ5;LlpFACC^-AW3mD$b~4IY>ixLH
zw{{7h?&R)^n-ikUrYWHANh4qJPMz3x1%?upiU}};Qopeo{PHiJ9dH9mN+^rE-yz$v
zsE&8sJhhl!QV6J>=<%RNuN(ZDW;Bvh%wFAL#g)I9V&*vWQb8y(8aZ=8L8(sA{lPF3
zs6i6Se6-1BZ_~9R4PpA0&h;d1l5E?ax94(WzIXTXkk{aV<{5u^ymU2Q{mnb8Ysh<Q
z3kH(GU@m|YvlnxbKN2L6)GE%GHhv?vUou!`fJ*;f-zr4+7vjTQBtB5tw6IeOQ9uZ8
zN-<#seqIHr3ge88V*Bog`~0rVTVYecvXa3&u6`;Zsd)UhE;f-2YBw;szCXQgz%^lA
zDz9Ab%uh~Awa^$YacxmU&x0IVMa=%&1HMr}RGO(+qY;=sc-xSAK`kJe8l_osHY;qt
zH}jX0prp~%rm_UD4>TMJIcf;z2Jy;mGq=R4OEdz+ioJlHjv@rtrK!|fTjeG9#rnQY
zac3XfQO2M4YQ3*gT&;$V?=I7V-VTd9*Fx@5ps?4!(lp<*Pfi=+!kp}e21iFrOGif|
zY<{9XFI7^_8OuBLp=tn6>?gudd)Rf}?E-0{s1}ED1(T%o1D(r*$_n86K<c(O(Ln>X
z&a4Rf*Q5|pAE6bo5;H<Iv8$?)5+8TE(?|N;aKI8RguIZ7XZ*%sFf7DG0~u>T_iD=%
zI2!!67}c0JXX{dX<h9e1ITX<3M`3HgU6^xp7dXAVW@|yS%N!{Qbx&Z+?H@|Q4!mB&
z-7gVS+F@2^zYv-)ja#akeF*4`gLE09?3etC&4Ijn=BPV;#=Q{+y=M{Tx%a4FTWB2w
z9Lv{dD(ai#kDM1wxJIUlhY49}l9Sm!OQ%k8*xq*Dv&Cf-qh^!<eQ9B0!Ya)W#G~oF
zm3kB^oH==;?OC?Jj6l#izvPav!~txmJNWw;Koi*_FFZ%`MjVW{eco680@NuWDL}eE
zsl0|WOSd-J2Wki8BtFhT=XwL!b|C){Eb!rUZ#T;Y*|Rml%x4Dqop#z_u}&lmZKDm$
zv(4X$fWhH06#vX?GqkETq+vLGFz=V(DrM+`9y1wyYBVnu{Rlf2ea59P4#McC6MV31
z0eoTG?U-4ZSUq8^AUaJyZ#wG4u4K(2szfeRfKDS>ezli8&q`Uo`dxqzrS@o&eFDIl
ziDA2GxS_9Opu9z@X^J5gLLzTUvp<)Cnt`jlODb0Zr@q^I><+C6L`Zb7A8{(egegBd
z1~sHH(4p<2>S2&SkwuMbLpAcx5c7ee6^6qGBbY%PDwf1kp3??dYX$dr3HQ~s-xY&P
zFid*5YGjBH^}U5_5B#cAld_qI0;<@&SYX8k7d~)1;o8@9a*qKF-f=MF;P4MAJ(3;(
zmyqK^fcxyLpcqog*<-QP!g_kDMqw{vq;|;L+-=T%sK~m<&dL)u!t|&`rAE8BOfEYg
zz4*a8NK&==oDwWxp<hk35q6PiNG)AklEcle7CxDD&-$Z50^^h>5r4m?Sra1dio3f=
zuS~<=3VlT`(<w?Ek_#~$m=!f`xgm3Gi~0%q$!*eASC3@QSxQ@uff?v03wAk9`p4~V
z`cp?IZKKj&o)3yAk>iI(coZHgRGdr|$ywXphu*tG#?o8(E&TAn9k`XSRwLi=V+pak
zU390K(3~%~GuB)30%Ial#8c#q&{dYYhVo(D4aY&GiisdDQ!M%;Z{_Klob)1(@nZ->
zn?pbd)F4BICilbu#QI%h#c+0sp0X1aM9ELW+(SRUSdTc!cOIzycs{6mAj+}uOsHP9
z^qMC#;)~xJw43IIMaRT1#EVZcxSLCHSH);vA|SdINL>TXQ5{SMO*e*69zs96<?JHU
zaZzd>k*u1p)!iZq=OkEH3%e!&DwfTLUd>Db^ioB~Mzl(CIx7a*l42VG5_=gjpSf-*
zA3H^uw;K}9i6m+&t1P%GKNakf6=SSwHJina^xviIFqit|#0N3!5j<zqa`;e*<9FPL
zZ0j=&NHk^GN9+{+(6-vg?>%g3yxK5~Re7E2q#HGpKoT>K?Vt3l+vh1;3~20f#w>BT
z#O?h@_A$M>QrBVZcj%f$DTJz;zu;MPMGY|5;B?&#P=E9l3A23qR&h$Y$^~}sUhx`#
z=IAokLxA7k*G8IaH-LxyF_8;vMl9%WH3B``BHX2psY~{`ngi^-`L-R>S%JZCM$ByC
z2ZOkN8<L9$Mi)c})zJ`@tt3thp<j>csAnS&vE=)x-{~4O$qJX*G_c5}O6Ve@`P=u`
zeQ6W07r#?h;kg9{z`6@SyGq1n<}-tL-V{XmlnjVnO^Q#7eg+xEl9MpSl0`HsiA^|P
zN|GV#uapZTFM)Cw$lbfre9FMk80X8R%csvvZsdss1Yv2?gL4$2=qp+4vOGp%8*<JW
zTN-e`MbMZ^sx`Bk*0rv17}T|zhz9D4^-A6yEc?dsI3lj&hJ@<McXipCNm;wP+rt=E
zjLKA(+zTVUQzzZIaCNS4dJGMy^}Tz)jtNFk3Y$SCoyDxiFb9aMg&w4dmi1i(RZ}j-
zggJnk;>eT88#eRcm;!e$!F~{PLYIiJN50#~G~!G3F-J;O1!kcHoe1QU=T}}ospeb_
zJLRYCxO$3S`7iN+oiG^OGlG-;nimDV7wTOHV86Zq$fxkHZV^pR6X)?4rRD?AE$$@l
zcgTcg@G|F?3_buO#2jmlfW;V{c|@Fj^<Ngj%OP6f!S9C)@?Vn#@haMFCcjKm!c-U&
zW)}~xONkD)6<rWz?Sxp`eMyWa)d*WF{e)SV<|hukVZ5bv;~%#khSoH<AYPbe2^H}N
zM|U+@<7CE<6pmF}e-eoW-}}tQJcAqD2&sg>cI>D`cLrhqp6!%p#c^L$W8ojQI*e|i
zI-{$HiSN~(7I7mvs1DAKm|ZKE6z-fXhZ5mM>jsz?1Z-rxjp???8{KCK-Sl?7g#23<
z%EP-Z)pKg+ReyH^qi%V^tXUOr^H^G!#i%FZ*K!7c_cL|a`vI~?63}N*UlZoXdC(d4
z??U8On-ERR*3_$XsCBqcM&wFOD#InS9WyeIiJdYU{S{@*&hP*lRt;BF?xX7=<mNY3
z#x@TK?yx|KhU+X$?t|-*0ntaWps*O59Axef(pb;&ojfY!M>#@|W?*hqfQ;p1On@V{
z^jE)>jJ<0RhV+AL?jVLVCMRNOFC3sNTUJeoqEe4@#Gp7#>2e?EFQr+ZH5=xZsXi9w
zDqFp+OHdyj=2bGpW+VTZI#qc>pSs9VO_SPo1^A6gSQJ(Uh{zAUFqqAKn|$O{bKz<h
zRz}?!2Z)a!L+s-_5Av*v;9WHWc?cgFeSFx*KHhsazxt{&rn`3<-kly(aUR!p7Ch12
z8)(kwwi7zg&J&obS$=p8=)wdgvCV(dr!FM*(s<|8Y76(#D7uV5wy~Y}iaFUXoBCm`
zF|0sCuQB96A61nFtfHu^Pz9mDsnaxehav4Y9(h`<aV{fwcaXkO1ff*F^Fwf6`Jp2U
zPk_2Ww|GthsZ+{EU@a8L2Jn~N_837i+b$35{s=OrV0xqs5{LQ-=yQYSSqfdAD(Yj0
zMw01S&8pBfXM3}NDi`}@%v#>qH;4Jt&Ly@ll%(7u;Kxr!1^8xMZruQq$dIv&YEE44
z$sIcAF;+@X2X=Keh^WLT!zk&X+s<pyprH3_*dQV=6%Pn(3m<yuFxGfGm1bNYs{QI;
z#TI-3oZUJ8eKKt0S(dtY7qnG~hn*1i)pSEZbyUBCshxTxp&3};2$@sg`(d8!lP7i2
zgG$VGz=K{jXjA$+82vWJbmbu=&mj;7-Ix9OXua~|BA&XNXRw(g`&29<r~>Gg(dPj2
zxM;ySgrR(6gwQcg{9`8gadqIsgjrQ$fQ2RidKQC!WklF?2OGITs{8O$KrG`;OHx!T
znK0GxQy?<W@n$PxPU@mk>n>A~ZqwG&K<-3G0Zh^a^sv!cTnnQ1>*@rCLG4GgzyTW!
zRewjoLkZJ>_VSpS!UMrM>gRQWG|;6Q`;k&enz#ahb^=G)2ZT1^%Wc_OT5}I7x|F0&
zQTXsw!wCI;Gx5QFOaiI<&U$|kJ&HH*y|Wnq5CiIowR<cls;}q8MpSxKXT%(r><2sv
zKfq*qH(sUy<|uQd0HqlbGrAtDp#8Ot%^v7iJ_RYICpQ##wxD(x(xwE~=Srx#J7kN4
z&1AUcCm{J`wpn(d!BMq(O5gX$=<{=ChC1~g?AQz_Lt_R%C_`tJev6e-ee-CO9UWom
zaZE|M>|$K|Xd9D|AND(1=AeG+$&d!Lx}dTe-zL800$3InB&eILe)4$le?9<w(0uNW
zcz-v1Tg(41y2gJ~Cor?p|FdoUcXz^H4YGe^*#B$-|0{Jx+>}`#Eo9J@D>zP@fLJ-}
z2sjaKs|3tzUn>`{9)+fkqi-7a%cK1}0v6?TFN#<rx5%XP>rn>|N<vrA2)2t{-?8TQ
zodZ~+($vt5acVrq1%CX;MM+v6Co)duQGkp)kK~F|*=-amC(TajPZ_JzXFLV*1M41J
z)OWdxPA8Cdc8$a5AenO%B?HScOc>jiBrC5A>GE5}_RTg_oTM}M#CJmvE#sf@DtSa4
zY}`{B2h-04#%uW86|2xUrVNjl+Uts>XCSW|0r8dkZgPx5X~Dc0vS9SMam8MMO4;8P
z{ZQu#@j=`K%YRt%A{GBw$i{w!8^$LtV=X81q}Q80`i1H=4fK<Y@4Ac$)JvFtM_Jby
zipTGr@eQ<5?F}9F4RTVbugWI|nFqpGJD`&34OG+ocZ@+O&N|Z@`ibP5O)Fp*x))#<
zye7h1F-Xsp4hTF?N!%4l$}R|juQm}N&kr77?GSD-FCyur{nwrNuiwzSE+dO57~itw
zwQf4$et(4L$9!`*nC;&(^1S!xO1NX(DxJMTfwn(;{Vz_zUz&)oCMV<H*nz*>2>vJR
zfRLzyf*OUOp_%Sa$3G^WOIcg}W3Kl<Msfe;zWwtt?jO%_|5)(f;{r@y77r?hFOdTa
z9m|*Y_G>!%zfx*^`B(nv)&6g#20g={^U?pQ)cE6T{`5Wk59Xo&qgDL(-Z9JnL?H3i
z@&7{%{72FL<2-b=|6`T@A7cW4Vi14S>fhWN%wG<T|3AL|J%;f2*8V>a?VtPo-}ycM
z&-?O!!5{qNaQtWf;7^UoKMlEG49tJx55B}D{~b2<$3Fde5z~FCg_)TD9e*&P>aBse
z)X?R8xxTW+!SL#ilDJ{$gQTLPDTtSgmXO@9T{ELXNR$hJU(EX+fJz{CYK<u8ml`Vy
zZ>~N^zS<AZ6dFh<b=UVOq<=fhXi7-;2&eU8<{8+1Jvr|C;^p<?`q|#pw~^w0bh&On
z$+dOGX3UF<moEYpjQiPJaA$rk;C&)AJkfiM0HIuQ&0^T)g7uOH*XurNj!f0DdYwe=
zzq`Bh(I_Ob7~i$yaX@184&kp6fMj?lu~OSE*!;<WilO=a$Dy`)TJ|T}eH?jWW${|u
zI3r4q%fWM6k|Ird)O8O`&KBtVV8Pv)*)niyMD!Anr}qTRnAy+D9V=cQ6ucKuJ=vD^
z-o!aS+zMb<LV{P~-OYYAwef1wvNOFYQ9_OLmSu#R(C>6?xWJ>T^Ihrv58il9CgUuh
z2SFO-y~PIC;7z}@_^s+C#hLA_C}u5ff{7Ee%`#QDNpGSF&7|pX`D1}d<lulfdml0{
z!#3VG_*p2YJ-NDu(2(2)IDZRj-3}!5(>0^YST>Dku3BZh+w7DL`w^-P`EmMXwCpCY
zx6oXKn}_L#+R~Efz=Zk|aImj(t@C~7fv>ruwBK4$(DtxBrR;PSzKq-YwP#&lTUy$s
z{qc4;WecFY^Fr|~^ellHW$fcftH$jTfN2aNOa3C73M*+43$Pav2#B-y5XFKDH3uc^
z{mXItNEX8qoGr7i$u*TSA}5xys|WSkECbEy%0&yKRz_Nn-o-&C)uyBDNY6QH8X{E{
zaRE{3)xENBI6`YC1to>OOqL+ID^Mchg^T5;nFni6uY`6V;#t5)R*zIApN1Y0Elg6V
z6W?1do3w_ud8TQmi>{i^R=;{+Y1bO8p0E)R<{A1K1_+u68{Dnn{^3N#QshDeOC&=?
zQ)I)~()hv{%Q(YW(|F@hPmz<DgyXwki=A+R!H#4)gPDWV{7yXxgDq`L-5Mr$`mc+x
zu|CPQ?Xer34>Kf(7hBba7a&!W+%46y8|`)jr@2yXk5<hukGYjKEXq~nnH;W@!{OIa
zqt001MV<{N1AZ{lFIsBCi;t%rU66iaNT2BKy_4V5R%J0$@rY>E+_`2ii=>2=5ngHv
zW>ny-7FM`Oq1}JiyV!)0Hm`BeNj!ksHBEoPDx%0;%D0tIu@J`qo!uJM+QE4P+j!rj
zQ54bQEP;3ACQ0M5gwU1Xpg4*?Pw%EGpKGjTexKPd?bB56-F4|4;xDzkzEk_~t&ZVT
zX*<_r8IQfY#Ctq1k0?*I`zqoT1LbgZCqbEn8_d}+tO8M%8ac3ng`nH){gP|m#JaeO
zj1*Mml7nTzPr)xtDTG&uDCu$N?%&znw{XWLQCIAMd&)p_IT%Mf++;{dNI+ClDlwPj
z3%&qKbCHXPFQHrEr0ki5a+8-)-=j40J$r}%fFDxb>%+up43u=P(S<?b*CmeqR`w*=
z_MOW&G^6}&Q_Hws+mY_N7(uo3q0<RRZbm-~s#^^8+#d*GJ6dtu07i@%+oM|-ML#!E
zT<#H@y$+^fFZ3KGu^xw=v<^gkk<r4Uj1cB$N2|e#H4mywUTrL26;swr!g)#f1=VtB
zYtK(L-VZ{uU!@l^=u8WTK+>KK(ta15XW;mY7IY`En4*lu#ZgXuz!2J@beskc!q)e~
z2b;q;uC^*GvI{hR-!bFpM^`N^XutXHaF=_QHaw6$7q+91yM8c?k9cN{SZf(taW`3e
zt80hpty3Jaw}EiW8TR>k+F`e4Lglzf=C}O*=I3g!!MVo=;<9Nm&CvS8XtSIvdxl?`
zL#t>2vJf*5ZHm^Vb#d$(yPx&^mvvkuf#jC~sDX3O@Z6|Fx-19P)RmxnL$tkDXj_zS
zDusmn`0^wQZUw|TnD$$C6kod6MYtK@#ZnFO*?>;fJ34I@9Yr#Y9k~6Co<@)=lr@UH
zDS1+%41@nT9=8x_e_e9WvE&OZOI%t(N?w+Jad&|v7}btAQ`xkc#t^44w!ZQ-(mJ|k
zM$KgXV0)}KSvkD2>(7CTP@M0@Mf!T@#bFuM0Lk&wut?i+aR&$H*A0EFSVcJ9Qe}qD
z^_}eIy7zF@G~VO+OOY{8rKP~JDN$vmooVmKeE^?MJ<GPCI8i{IkTYugf=IDTB_h5h
zBZFpgTtoG%;u`3D{km9CaPbH5zjpIBP_{yBaW$O5>`++w0N>{Gf0sxQxuDoV!L=I{
zp_ew8pRXcHg))zIY;NpxZ!e;#`)#AI=yhYmUUhqkPm)aWe1cQQ!bGHcYzZ2rIf>l)
z;Ka-+xrBP;nq|Ap)dw9iS+9TGsW0zY{OT|xJFhX76c{dh-y)EKQuk)L@9zR}yE{cX
zmMgK-nZ#N)XLo%=enix&0EDLd^)N?7VMcE!1)k9wJfxNVgB~bNpge@GWE#VD<f_t1
zKt(E&Px8R+h}Lw~GPq>9&iN{n%l+x%0~|m1b(QHnu}b>G-ubD)d}G5~3sjP9ulOyK
za_p)U^QS)zgV4C$Fou5;TEAXDIJvd92Z>(52AN)Tc=AC-X}OO5^&$ms8P*03Tgarm
zwK-DwgOMPs!ZK>@tuEbeFkD%z-M6|&0mNWTYrEaGM~C7^hi<sKA|)uz8WqEiffj4&
z(b059Ituey9xSxq_8iOci$=(Z21Zipzc+%#1IG2ZdChu2cI7JKb8T_MI<+9s6yw^E
z{cBCtC)g1td5Qgq{e}H3oalCeKrSPFkDSO}E8vrQ)p6SK?uGFh{qn(_MNgH89(v*8
z?w5#)0U4Z0ba?S2h16(%YPhJJp6Ad?njP(_!ceA0C>)G&{pd2Ww)Q?yj$@Y2zbs)e
zOKVbmz>#BGwt4d(<JuqF_q_g&;wCOWe_Gxx>Cq8foHvtShN2GTMiuAdUoC_|A2<Q$
zJnrY?)rJVf`@zEN!FNy^98ZD!9U`0;@MpHKrVXfcPr^Y=v_FwBK0L(?K-+$Fdh8gq
z1jDES&m)7zjb+D1>82H{o}0ccX$7oxkl@1W$ZLYb;QYiy67Z(dy4U^AOL%}qsmGoV
zTG3ihAH~S|K-Ev>lpu$BP5^e{>8S!Ruc(E7yOUs(_FiE4QW;Ar=w=Jx(vm5{2)-cb
zmWmhK!TxG(2(5vQ3(O<vmA=I`5&yZjoO~N`gMHXwygN()`sjM!1CM1H5(`obl52WF
z`4Jmu2d#ScR)$sVf+i-+5;Io#$mGCSCW$P=VLPK1>SG#IYF3(N_PkcTH*JA89!IMc
zKdH&*k=iV5PC^Dtq6Kpt>$nC1V`0MpV+kBCL2%{D&TIDs&{*x|Qg}Wh1nz1wrvlXS
zTB8eC8jBz9Co`b;$?-@iw9PR({STKLtHkCyA~x>)3gUSUfZapQWZ(vbslC|P0g&@?
z$D$HS_KTS&^&E+H<X*E>Pn*BxrBv^_<>D<U#YD@b%P?kA1{b4_`!gg-PW0MLP?ij@
z>>SuQG&3%xqr_~(zFINgq|}un^cA5hv4iEJiIWlRgUYL#EY{ogo*yIqZhLGkm4>{Q
zUg3<KtW_TUX{+`R*s?SR7(VJtJ6}Sue&2WVC{kz9KRc|+NUwJp37q(jm6YIY9rjWD
zGQ|MT2FXVRp;!j9yP|u3H0gIUrz%~FPew<RSf-AKh0aTNiQ=Y`%MtzN*x7r;wZZjX
zW3U1CE75_J6mSV-&F@@RxCnG=KfIQdRmmxGJy&izYQie%DdOW~wbI(Uv-7biFKYWX
zawCExHO-mvva+00ksT)L<g736D1p8tVXLF#_qjFC>po0YSHW#DeiO>$n4cXX%<7c|
zeqqO8Q9rRJ0a*xxF)G*a;m+(X?`+tW24?P^7ZF1wW>uszD@o!jI4SXx4SJQo@FK>G
zep~NhX4R;d!cW7kk9~#L$Hwx_ogQZ#ZfO5V;G5y{;5RA#z6F}Dx6>KNQcnGzWEfv8
zN6}bHjgH1dp$AA*%6vRs^qC=1x8Pi#M@Z-COf8@w>_}8rE0W&d+c7@oLy<cJ;>eUr
z&=q}J0gme~9g4@C*>mjB%UJAG-n`ol>=n<yq>CC>QNujjaj)N87_MxVi#S}UbbqZv
zT5u_!)q;r|Et>Hq!)I)aVmzcDPpb&}_ex6z2Z{m0OD}I&<<!l^f}GsIF1q82C^)gZ
zl>vtp7>e@)lQckhm&c~vh^vvm=LwhXIYL*=<vd(ti-a;K$T;rbx<+yydA?y@JUt7o
z3ccZr1lTt?)#U~7<T%!_M`-D13!CkZ50BrdmGu<bsyO`YSkPfolR~c3X}q&#PTDv@
z&B4gQ(G{gDx<%tpO*Rs13b-hVEN`9}oGF|+<is0FHSXfDs;%r+(IKbZ($6TPm`6eH
zoSK3=QaMzia5xyWo5Qz9>k>_-nQWr0PFxwqBC>UCW%ta;(JDqbqbw_bc(h!!Y@~Xm
ziY#nK?i6wna+dd=o!&`?f+KSzT|*915OiFt79KY$guKV`)$Gf7y~&au)^wTr@Hu<k
zznch(*F0z0HZCpQ=lMoRaWj^-?~PiS)l4Oe(4QlcFKO%-$zlRp!aM_H)h24wa7jl|
zixzi}O)X|lN5XcW+nr08^wR*~rtjdp2iWPBO`;<~m$F#d_joVsh^8L*MTl(7N&{a#
zonuUU7NXL{QX-U{c<X|1XIC6~Ked0nLn^*+;bl*f0Ank>U$1W?y)mB#tP?&FAp}Ls
zH7{>5HEg_e^d{ZQlGHvw^Lu@)#~c&UYbyf`Xv>^q5A<h;Y=nik5WumqP+5<Mqv_uk
zD(z1u$8Z=8Is~K*j@mCncQ?ZU%?QY&63j?Qo?}OqWXebuKb<`-qjM2`ko;aG)J8Ss
zoJ{}4c8(-Fj3_2=0r1$onb%2nav~Ska!i%#X6k9@UVB?h2>gsn6cD%<I$)(A&&gwi
z=3(Q!_jq`C5z)q>BZE}i>RKm(NAZi;ertEKiTksUB<ub0fIOSxxyjS>R{c)=fVEf!
z%>m5fo=i3GFqJz5L}K~qt`$Bh;75W+uh8%jl3r`^eu^`?K>Oay?EU)s$=vO2q14nw
z8Z#A*bE{eQ*9R$;IX5cr5x^w$Lp|Q0;&Fn3-Du)<Cy;96^q_I&&hty8OIv8A<(u-W
z>w@VKe&Gd{*-a5zFHWYE*u3w~Ko*w*x{B0>L2ywO{Owu!xo*~{*kzBZ5j7!Dm$m|w
z23a?aM#uDwV7lI%IQ(p6*b}HCYJss78c_qiYlWYCNdk>Q$0l-pf`!p7+;v<CobX|#
zg?)w#tRBY0zo>eg0mCtw+dfx!Cwt+?1|6raI<VMm0@|%v?V{)2VZ3iF#Yc;fh`KJ#
zTCoJ7l|~{2@bVQJRB`rwmQGlB+a2XO)y3Jw#o5?1Y$y>M!WvxIW=#c=>3~U<+g{rA
zs;FD%+hynoAkvGfv96o7c5MCB!qB31n~~?9V{nX5YVXT?AAlVrM<0L<E7?iDz46({
zCX7OY&{1?nC0Pu}X20#3%RJsM44K*0L$P`T52HmDN_@|Qx*@LjC3}dU87N%HoiK2~
z=W?=BtJCU6{*k|~Ia)TP;!|LN&*Fy1r%)z5LaWNNLc7Ac!n{&xV9eK0targYZdxr4
zz!vQ{F#W3~wKR&nQn&6cbBxqluT=Rls;{bvk+ZI$B%xy9rTuMc%9~Q#rndw7d0T#c
z;dW!OBgmPQ`<}J`@B+6AgD6jr49xY-u)npxc2IQ?K_<nDPCHg_P8}8{U$`x)j+IqF
zeB9JcG06uLVH8M}3XVWN9p)7k=cb1HRO0&C!%Mq6iM5Blhq=cJJ#yEKuCTqQ{XhuW
zV@zMTAetdAlJY%|GdN=jn3g6h=JUEcCdgb;hLX!$n7dB@Y7>j&@lroCg&hc^tJPP?
zHSVolgM=qJ+NRC|Oxg&6CY|TAtx3!C?gtW18gCQvv{a7+?CB6afwGZm`FvD$X5=1J
z)0xOYgdriD861!ff-oYbEK6u_bn$rO`|IO{@~ZZM_u#H}l|J8x5q)Ne@y?1%;X3sv
z|3|@kC+t<<m<`h=iSqEoEp-e3Ll6OOA9{By%)7ieaeC9F!XOyMZ+dk!<NmT40R50H
z3i=no{e1_p+)U#)Tm;quS-3*+$3Q)umbKhY@#%@5>vuaP7ws>L%T?@TtXDQ%c1IM3
zU8e_LhVtWM3NF2MoCj=Ledew#S37&ZT{g!^P+f6haBg=f;{(_V0_%oKT?(wAi{IGa
z#FeDXgc325xy;tmy?dyi!}#it`&QL9AlkCH-tK+~soNb+OMo1#h>6`kRCOkPGNnc!
zIM=^jHr%1)i%C}L#r>=vaa&Ge>=tdER6ne%td3_J^YAzYS4@-_?mn4)2V=LURf_V(
zJlY9o=BlMVsTub~r50E`!Ksz8*6K$u6SGJccI_JbaIcxe18S!FOrxOTxxI<#tH81z
zQ$9$e;L-e<$8&rBp--}UBou|c(PBEMP>8+?Kk4ycoTl~YPTlqURR)R5>5}cy;dSg_
zqAhcM@jCfbSMWR6{+<d~6h9>@2Ix0v)MsK^R?saI8(Cff23AG^E|SvDoVQFNL}4aT
zh?Qb&&V^vf;cyp1TsT!&LipiG%<V2}-eM5?NSESfgzmJr|JB=-KsAx1VHFqz7afpM
z83e)=4h1@$&e0g|GaP~rqM+=Um;jN}5D?fg9tg-OBnaXnBA1A$fC{dR!_1Bx0Z~vH
zMLZWg00m`65f9vIJjQg-%$wb}Z~MJG9v^>IbyfZKS03MA_4z80YTP>Sn&~`@VBShS
zBB;`+mwH#J9c#7^>wOwi<BzT%G^{?qMKAV_-`+M;<wuRBZCdfm={H`@x?kYbtY+am
zHj%rzcR(<1dE!e7kG!tSZ);DAb^Drp<FVF#FOM|#Fu}PF|6@Z<RZ915c3J*NQ7^Vt
z+V84&*QCec8<nF@{XN2a2T-7$w=K(qxuDx~_^H~<?Puy?f3}sw^BXDV4i_&!`6a1t
zQ&GB}k#YIrg*#IIV(T@U)T34<vDj`{uB%inrsymRwy3cyw@NISoGI-{dBR!a7BCPL
zKgB`j4q7O)$C6r2$E9IaS&JMT88)evp_Mb%pk3C8_UJL=z88WE86Mr%uy!$|(ArR@
z^#ZP$)gQZ~Y$*p)eU%(Xo}9WAH}tpUsoUq(cst)ZU9}2*{WvtZNs!gNAv!u(U)$|L
z!{rxolA4GRY0}o0W06y4hOF4&gUxS_{!KNdIMIhaGqcNlr)P!okC52M!S(#e-mwv@
zz}q8*Z4ch6O`fcNb#|h$Q9I@0Z80;t;BerP*T=mxQr>8ONAu)cIac~Kzo~6*^|L|5
zucYleT251|c4j4=Wo32fk5pCYBgvNbryiyJU<-eiwd&=gu@$JoirfU1FDTxjsxb=Q
z`eRAnYwz3|sVaKui#9E|j~uLf<QBU0YU)PL6uL;SbFo`Ni9UaBY^iN%e~Hc9i1{ZC
zy8}~!z}La7j%CdD`7<JUO5a0z*HdR$Gh=RVbJZ!~j`}W1j?>Y<DcJc-#B43Gvfycy
z{nxb_TH>f<PVO^&Qa$FRL02V;5hh4{@u@k_6I2|Z$A>c1g{<_Pm_y^uUcDY^nR6@3
zwzxYKZF{cJpdR-9)@0lM9}xEgXU(LHn!#tsj9w<1B?NJsB<*2j;ncca#a6}-9LrDa
zEedj5uH9~?fKH}o6=zCThnE|Ah%Kb^;e-HkvqZM3aB*03f$oUm;|WO_jMitrUP*3-
zqzmV14`tAW*WAUr#&%1L?Yv3KWrN8NJcs7M3E$<hu5v3c8cQ3jZ6Z9$%9WB3rExE^
z;AWBiTK@RJA*GiatP%oAuO<qIrg-)9?mwnVw`epi6raB8`kY>C5q!y@&c|44W0&4-
z1NWWn^w?}74eBDF>GX(;UC+K$*R|}~$v)?O%OJ^U$mU_$h2;&06Lli2UE)}gCCi-a
zow$uZ_C9ZNA87dM<O*_s!-C5ZhuRxHiyO)3ojJ8Pe9tut($#!keS*}TVUp9OleGU5
zsR^XTt{+mX7<5w~FHd6iIO;NTQZB8$PLe+JR6KLbTX$_p<!%?5H8nwG;iGp-a*B00
zN<Ykb<sp+Jt0#wsZR<DkSwZ(qmJG;LU-YCa)~_Sm<*_5O(theFZ*|^i)R3qX&>&(3
z`Mcz2n|M}diqh=!k=j+RD~;>+)bjXx0qZuUTjsM{O1XiX(*2Oyj1K8gDYxF8+bLyh
zd6|zGR#fl~?q8ZC`=&7Od}p~aTv))?&1KhliJ?8LZ?iRJyvUhmd9n#U{6I6ooqWPW
zmP8*vYg#xt!zbjJ;k+ljRz-n9VKC_{580cvz{IU{{$b@YYCP-gRS)vocAL!NTLWYz
zY0b%!bgzA;-E4n&(~j-SHQN>0ZYGO%l^aU9Z2^yNTJTtZcWCo585oZc-SCsx`TP7F
zVe~b(ZCDnRupn_YMb`O+pg4IjotK%Gna{pps@;_<s|sJD!#C_(Vbj$hdFZZ_HOxjD
z><nX#B=<^lXG!)54h2|BdS$`nhl0xeJbJCxnU(u`9RE2)|FYQQl0%wEn_X}X`P}Ac
zUU~Me?kg%h#o2TNN5^PYnbAE<Nw~0QkSozV*<BuBG}~@Ypt~=3{wbq7n|tgjPhU9?
zZ&u%GGLqEtjlok|txBSVRCkM%_JF-k<LPO`E7XkBcMp%w-XuGxl3~sN*XO%#2A4fI
z=bi{W+~pds5q3&r&iNBX1_paq=cUas;TYU?5Pz4v_ik|jnH;}O=HjIhmX|iu`ZKe}
z^oN{mu};q(jiavRf!aO0c9yN^IBKXVb}QSNoLZ-)sN3;SrPw9MD_Ys|X06Vlx6N-#
z-iFPbYMbYLWUE5tMvG}3#2Ar~&x!bO3VWK{d4GJKPD7B7_@}3{-_z`X>--}g=u=_D
zAW0`UKChWFVe68Axut}?_>h7@-cYNHmFT+iF4-pYD~n1`JbA4BbE=u2?+aEz(e9$x
zH*6c@)~uNtHQ917`B@UJ`2Ns+T3z<Bq^{HJgS$OTU-Xs<19a1^M!xO7c3s>tyzic#
zKGRCfZ!)3A{*ps!9cM&=i-kMlfM%>XDDuLaZudBj%TLI8U%l&RO(&{dxd}^eHImPz
z@^7ZrH)me#RiB@Wx?YkV>@)NJYu^%nta@=u@0R#|nKhFO3pDsa$D8-;9%7X*Y`NR*
ztdX0oVPv?<%-_}Ar$m9PSlwMQL#M}>Zwn-3RbqFOl!hIGjB?L}=FHUMRTe8&+uJPv
zJU4#(qG9H1^SOXU4~QR6vPk{9!a;Ui;fLert}GVM8f8s#HqNy>Z2x5blYu8kvPmyw
zh}LVKaNB{M7O4l$smu~<G#cD7;eR_SI^N$BwKnm#`Iet;m-?-{cbeTlS1o_Ef0W#~
zs%2u~SYL-Skv5;6srR!=r87QG>TffUzkB3<wU75o7mp9LIbSFUewSkb_+vb0j{WhE
z`Emvw1$;R|CsF7OltclCy8ai0IjH7O6Xw(0rW|4ZA;;vuJYN4h<MaPz%YmrthgJEJ
zEe9H}2n>`cz+rflLZYHT_Z2~=6)0%n96ADlTR^bi0jo|0$qQ5}_yG2i3OHhf!6cyw
z6O^L^8=xr*?$^NnMhB`DOb{$Edkm*iF^$-FHgxRgZ+zt0?>{rv7%L7<&!;0NhL7bb
zfE0k=cEbOJ`kp>NkC(V$;3Y{uWxn6h^S+!Ae$4dicnWwiq_rf_c`(-R{njZ8$gz+p
z7~TE;&Jm!)`zv|w1j4K+N=P!@z!3<eNEA!dl14HO6^Wv)t*oZ85FsZzRInk&GD;X?
z_HOa`3Zr<j8-VuCpDy)D>mPDue)VQ2j))T;6*Aq0>CTX_PJX%s;)VQRRUqk$szM(h
z5}ih)(n!IicNmjGg~1474=M6J2B8cJ@H=@7f`}MOM?v<0oE<`efh>wVMuSioWUt8C
zQGkDe9Y-FcQ|O?Z@)(0ymPTV@y1w#uC<EK=<S-aUFlicjj7lT)myVzi-i|?qsrYwh
zQYgfC2DJmnkZXei(NV(tK`;gXe!vckTJmM7RImW?7#-6J$Jt?$Gk6RP79OKx!2)Lo
zIt;RK<m;m|K_I|k3?@qG8xsbB1!u>kfuN7az~~b&?Dh_v9m+uPWnl=yBx<ndqfY`1
zTY&Ny6~d&U<uRB+@INq<gt-LiS%f)<sbDqW>!UKkYLRb)ilQK35->s=2!!2SB5wyU
z7~cj0F$nX4P!PhLBf!V;?E;KYmIlEfVNJeWfDwF`28J0wel!XM<c)A;5tJ}4Gz0}3
z3(k%P6Z{1P8^YSBf$Ta$8*~UrE6LYK2mdF*`w+kgF@lc3*yT^y^U+@b#>9^m9ib6?
z2&^o^m@+6R*dXQWV*t0u&m{w<fop{Db~M7c0Btrx>|{`}ja$Af6M_i71~3|ateC*B
zh-GOoK6Wx8P#WI`g-VDK;O!`%lobg%f^fc2729dP5+w4m{R2w_TNxE4B7tuZAHI;V
gBZH$z)4SsIo)aVD2u0I74ycboQ8hMp@o`oCHzjOp-~a#s


From 269e263a84998807c5c02f36397b585a19205938 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Fri, 21 Oct 2016 00:13:58 +1100
Subject: [PATCH 21/34] Updating version number in build file, ready for
 release

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

diff --git a/build.xml b/build.xml
index 22db3f1..7855bdf 100755
--- a/build.xml
+++ b/build.xml
@@ -5,7 +5,7 @@
 	</description>
 	
 	<!-- set global properties for this build -->
-	<property name="version" value="1.3"/>
+	<property name="version" value="1.3.1"/>
 	<property name="mainfilename" value="infodynamics"/>
 	<property name="jarplainname" value="${mainfilename}.jar" />
 	<property name="jarversiondistnamezip" value="${mainfilename}-jar-${version}.zip" />

From 82bb3baf332268c314ebc6d931a4c20bce46e66a Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Fri, 21 Oct 2016 00:16:56 +1100
Subject: [PATCH 22/34] Updating readme information and release notes ready for
 release

---
 readme-template.txt  | 63 ++++++++++++++++++++++++++++----------------
 version-template.txt |  2 +-
 2 files changed, 42 insertions(+), 23 deletions(-)

diff --git a/readme-template.txt b/readme-template.txt
index bf5a137..0f4c9f3 100755
--- a/readme-template.txt
+++ b/readme-template.txt
@@ -1,6 +1,6 @@
 Java Information Dynamics Toolkit (JIDT)
 Copyright (C) 2012-2014 Joseph T. Lizier
-Copyright (C) 2014-2015 Joseph T. Lizier and Ipek Özdemir
+Copyright (C) 2014-2016 Joseph T. Lizier and Ipek Özdemir
 
 Version @VERSION@ (see release notes below)
 
@@ -31,22 +31,23 @@ along with this program.  If not, see <http://www.gnu.org/licenses/>.
    Website
 =============
 
-Full information on the JIDT (usage, etc) is provided at the project page and wiki on google code:
+Full information on the JIDT (usage, etc) is provided at the project page and wiki on github:
 
-http://code.google.com/p/information-dynamics-toolkit/
+https://github.com/jlizier/jidt/
+https://github.com/jlizier/jidt/wiki
 
 =============
 Installation
 =============
 
-"Full" description of any required installation is at: http://code.google.com/p/information-dynamics-toolkit/wiki/Installation
+"Full" description of any required installation is at: https://github.com/jlizier/jidt/wiki/Installation
 
 However, if you are reading this file, you've downloaded a distribution and you're halfway there!
 
 There are no dependencies to download; unless:
  a. You don't have java installed - download it from http://www.java.com/
  b. You wish to build the project using the build.xml script - this requires ant: http://ant.apache.org/
- c. You wish to run the JUnit test cases - this requires JUnit: http://www.junit.org/ - for how to run JUnit with our ant script see http://code.google.com/p/information-dynamics-toolkit/wiki/JUnitTestCases
+ c. You wish to run the JUnit test cases - this requires JUnit: http://www.junit.org/ - for how to run JUnit with our ant script see https://github.com/jlizier/jidt/wiki/JUnitTestCases
 
 Then just put the jar in a relevant location in your file structure.
 
@@ -61,10 +62,10 @@ A research paper describing the toolkit is included in the top level directory -
 A tutorial, providing background to the information-theoretic measures, various estimators, and then to the JIDT toolkit itself is included in the tutorial folder (see "JIDT-TutorialSlides.pdf" for the tutorial slides, and "README-TutorialAndExercise.pdf" for further description of the tutorial exercises).
 
 Javadocs for the toolkit are included in the full distribution at javadocs.
-They can also be generated using "ant javadocs" (useful if you are on an SVN view).
-Further, they will soon be posted on the web.
+They can also be generated using "ant javadocs" (useful if you are on a git clone).
+Further, they will are posted on the web via links at https://github.com/jlizier/jidt/wiki/Documentation
 
-The project wiki also contains further information on various aspects; see http://code.google.com/p/information-dynamics-toolkit/ to start.
+The project wiki also contains further information on various aspects; see https://github.com/jlizier/jidt/wiki to start.
 
 Further documentation is provided by the Usage demo examples below.
 
@@ -76,33 +77,33 @@ You can also join our email discussion group jidt-discuss at http://groups.googl
 
 Several sets of demonstration code are distributed with the toolkit:
 
- a. demos/AutoAnalyser -- a GUI tool to compute transfer entropy on a chosen data set with the toolkit, and also automatically generate code in Java, Python and Matlab to show how to do this calculation with the toolkit. See description at https://code.google.com/p/information-dynamics-toolkit/wiki/AutoAnalyser
+ a. demos/AutoAnalyser -- a GUI tool to compute transfer entropy on a chosen data set with the toolkit, and also automatically generate code in Java, Python and Matlab to show how to do this calculation with the toolkit. See description at https://github.com/jlizier/jidt/wiki/AutoAnalyser
 
- b. demos/java -- basic examples on easily using the Java toolkit -- run these from the shell scripts in this directory -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/SimpleJavaExamples
+ b. demos/java -- basic examples on easily using the Java toolkit -- run these from the shell scripts in this directory -- see description at https://github.com/jlizier/jidt/wiki/SimpleJavaExamples
 
  c. Several demo sets mirror the SimpleJavaExamples to demonstrate the use of the toolkit in non-Java environments: 
  
-   i. demos/octave -- basic examples on easily using the Java toolkit from Octave or Matlab environments -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/OctaveMatlabExamples
+   i. demos/octave -- basic examples on easily using the Java toolkit from Octave or Matlab environments -- see description at https://github.com/jlizier/jidt/wiki/OctaveMatlabExamples
  
-   ii. demos/python -- basic examples on easily using the Java toolkit from Python -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/PythonExamples
+   ii. demos/python -- basic examples on easily using the Java toolkit from Python -- see description at https://github.com/jlizier/jidt/wiki/PythonExamples
 
-   iii. demos/r -- basic examples on easily using the Java toolkit from R -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/R_Examples
+   iii. demos/r -- basic examples on easily using the Java toolkit from R -- see description at https://github.com/jlizier/jidt/wiki/R_Examples
 
-   iv. demos/julia -- basic examples on easily using the Java toolkit from Julia -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/JuliaExamples
+   iv. demos/julia -- basic examples on easily using the Java toolkit from Julia -- see description at https://github.com/jlizier/jidt/wiki/JuliaExamples
 
-   v. demos/clojure -- basic examples on easily using the Java toolkit from Clojure -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/Clojure_Examples
+   v. demos/clojure -- basic examples on easily using the Java toolkit from Clojure -- see description at https://github.com/jlizier/jidt/wiki/Clojure_Examples
 
- d. demos/octave/CellularAutomata -- using the Java toolkit to plot local information dynamics profiles in cellular automata; the toolkit is run under Octave or Matlab -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/CellularAutomataDemos
+ d. demos/octave/CellularAutomata -- using the Java toolkit to plot local information dynamics profiles in cellular automata; the toolkit is run under Octave or Matlab -- see description at https://github.com/jlizier/jidt/wiki/CellularAutomataDemos
  
- e. demos/octave/SchreiberTransferEntropyExamples -- recreates the transfer entropy examples in Schreiber's original paper presenting this measure; shows the correct parameter settings to reproduce these results  -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/SchreiberTeDemos
+ e. demos/octave/SchreiberTransferEntropyExamples -- recreates the transfer entropy examples in Schreiber's original paper presenting this measure; shows the correct parameter settings to reproduce these results  -- see description at https://github.com/jlizier/jidt/wiki/SchreiberTeDemos
  
- f. demos/octave/DetectingInteractionLags -- demonstration of using the transfer entropy with source-destination lags; the demo is run under Octave or Matlab -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/DetectingInteractionLags
+ f. demos/octave/DetectingInteractionLags -- demonstration of using the transfer entropy with source-destination lags; the demo is run under Octave or Matlab -- see description at https://github.com/jlizier/jidt/wiki/DetectingInteractionLags
 
- g. demos/java/InterregionalTransfer -- higher level example using collective transfer entropy to infer effective connections between "regions" of data -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/InterregionalTransfer
+ g. demos/java/InterregionalTransfer -- higher level example using collective transfer entropy to infer effective connections between "regions" of data -- see description at https://github.com/jlizier/jidt/wiki/InterregionalTransfer
 
- h. demos/octave/NullDistributions --  investigating the correspondence between analytic and bootstrapped distributions for TE and MI under null hypotheses of no relationship; the demo is run under Octave or Matlab -- see description at https://code.google.com/p/information-dynamics-toolkit/wiki/NullDistributions
+ h. demos/octave/NullDistributions --  investigating the correspondence between analytic and bootstrapped distributions for TE and MI under null hypotheses of no relationship; the demo is run under Octave or Matlab -- see description at https://github.com/jlizier/jidt/wiki/NullDistributions
 
- i. java/unittests -- the JUnit test cases for the Java toolkit are included in the distribution -- these case also be browsed to see simple use cases for the various calculators in the toolkit -- see description at http://code.google.com/p/information-dynamics-toolkit/wiki/JUnitTestCases
+ i. java/unittests -- the JUnit test cases for the Java toolkit are included in the distribution -- these case also be browsed to see simple use cases for the various calculators in the toolkit -- see description at https://github.com/jlizier/jidt/wiki/JUnitTestCases
 
 =============
   Citation
@@ -112,7 +113,7 @@ Please cite your use of this toolkit as:
 
 Joseph T. Lizier, "JIDT: An information-theoretic toolkit for studying the dynamics of complex systems", Frontiers in Robotics and AI 1:11, 2014; doi:10.3389/frobt.2014.00011
 
-A pre-print of this paper is distributed with this toolkit (InfoDynamicsToolkit.pdf) and is available at arXiv:1408.3270
+A pre-print of this paper is distributed with this toolkit (InfoDynamicsToolkit.pdf) and is available at arXiv:1408.3270 (https://arxiv.org/abs/1408.3270)
 
 =============
    Notices
@@ -132,6 +133,24 @@ Notices for this software are found in the notices/JAMA directory.
  Release notes
 ===============
 
+v1.3.1 21/10/2016
+-----------------
+(after 385 commits recorded by github, repository as at https://github.com/jlizier/jidt/tree/269e263a84998807c5c02f36397b585a19205938 save for this file update)
+Major update to TransferEntropyCalculatorDiscrete so as to implement arbirtray source and dest embeddings and source-dest delay;
+Conditional TE calculators (continuous) handle empty conditional variables;
+Added auto-embedding method for AIS and TE which maximises bias corrected AIS;
+Added getNumSeparateObservations() method to TE calculators to make reconstructing/separating local values easier after multiple addObservations() calls;
+Fixed kernel estimator classes to return proper densities, not probabilities;
+Bug fix in mixed discrete-continuous MI (Kraskov) implementation;
+Added simple interface for adding joint observations for MultiInfoCalculatorDiscrete
+Including compiled class files for the AutoAnalyser demo in distribution;
+Updated Python demo 1 to show use of numpy arrays with ints;
+Added Python demo 7 and 9 for TE Kraskov with ensemble method and auto-embedding respectively;
+Added Matlab/Octave example 10 for conditional TE via Kraskov (KSG) algorithm;
+Added utilities to prepare for enhancing surrogate calculations with fast nearest neighbour search;
+Minor bug patch to Python readFloatsFile utility;
+
+
 v1.3 10/7/2015 at r691
 ----------------------
 Added AutoAnalyser (Code Generator) GUI demo for MI and TE;
diff --git a/version-template.txt b/version-template.txt
index 94ff24f..819041f 100755
--- a/version-template.txt
+++ b/version-template.txt
@@ -1,6 +1,6 @@
 Java Information Dynamics Toolkit
 Copyright (C) 2012-2014 Joseph T. Lizier
-Copyright (C) 2014 Joseph T. Lizier and Ipek Özdemir
+Copyright (C) 2014-2016 Joseph T. Lizier and Ipek Özdemir
 
 Version @VERSION@
 

From 043af3febb418f3c3eece3956265dc2897633253 Mon Sep 17 00:00:00 2001
From: Joseph Lizier <joseph.lizier@gmail.com>
Date: Thu, 17 Nov 2016 13:03:20 +1100
Subject: [PATCH 23/34] Updated v1.3.1 release on README.md

---
 README.md | 21 +++++++++++++++++++--
 1 file changed, 19 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 6855b11..3b3870c 100644
--- a/README.md
+++ b/README.md
@@ -15,8 +15,8 @@ JIDT is distributed under the [GNU GPL v3 license](http://www.gnu.org/licenses/g
 # Getting started
 
  1. [Download](../../wiki/Downloads) and [Installation](../../wiki/Installation) is very easy!
-   1. _Quick start_: download the latest [v1.3 full distribution](http://lizier.me/joseph/software/jidt/download.php?file=infodynamics-dist-1.3.zip) (suitable for all platforms) and see the readme.txt file therein.
- 1. [Documentation](../../wiki/Documentation) including: the paper describing JIDT at [arXiv:1408.3270](http://arxiv.org/abs/1408.3270) (distributed with the toolkit), a [Tutorial](../../wiki/Tutorial), and [Javadocs (v1.3 here)](http://lizier.me/joseph/software/jidt/javadocs/v1.3/);
+   1. _Quick start_: download the latest [v1.3.1 full distribution](http://lizier.me/joseph/software/jidt/download.php?file=infodynamics-dist-1.3.1.zip) (suitable for all platforms) and see the readme.txt file therein.
+ 1. [Documentation](../../wiki/Documentation) including: the paper describing JIDT at [arXiv:1408.3270](http://arxiv.org/abs/1408.3270) (distributed with the toolkit), a [Tutorial](../../wiki/Tutorial), and [Javadocs (v1.3.1 here)](http://lizier.me/joseph/software/jidt/javadocs/v1.3.1/);
  1. [Demos](../../wiki/Demos) are included with the full distribution, including a [GUI app](../../wiki/AutoAnalyser) for automatic analysis and code generation, [simple java demos](../../wiki/SimpleJavaExamples) and [cellular automata (CA) demos](../../wiki/CellularAutomataDemos).
   1. These Java tools can easily be used in [Matlab/Octave](../../wiki/OctaveMatlabExamples), [Python](../../wiki/PythonExamples), [R](../../wiki/R_Examples), [Julia](../../wiki/JuliaExamples) and [Clojure](../../wiki/Clojure_Examples)! (click on each language here for examples)
 
@@ -37,6 +37,23 @@ See other [PublicationsUsingThisToolkit](../../wiki/PublicationsUsingThisToolkit
 
 # News
 
+_17/12/2016_ - New book out from J. Lizier et al., ["An Introduction to Transfer Entropy: Information Flow in Complex Systems"](http://bit.ly/te-book-2016) published by Springer, which contains various examples using JIDT (distributed in our releases)
+
+_21/10/2016_ - New jar and full distribution files available for **release v1.3.1**; Changes for v1.3.1 include:
+Major update to TransferEntropyCalculatorDiscrete so as to implement arbitrary source and dest embeddings and source-dest delay;
+Conditional TE calculators (continuous) handle empty conditional variables;
+Added new auto-embedding method for AIS and TE which maximises bias corrected AIS;
+Added getNumSeparateObservations() method to TE calculators to make reconstructing/separating local values easier after multiple addObservations() calls;
+Fixed kernel estimator classes to return proper densities, not probabilities;
+Bug fix in mixed discrete-continuous MI (Kraskov) implementation;
+Added simple interface for adding joint observations for MultiInfoCalculatorDiscrete
+Including compiled class files for the AutoAnalyser demo in distribution;
+Updated Python demo 1 to show use of numpy arrays with ints;
+Added Python demo 7 and 9 for TE Kraskov with ensemble method and auto-embedding respectively;
+Added Matlab/Octave example 10 for conditional TE via Kraskov (KSG) algorithm;
+Added utilities to prepare for enhancing surrogate calculations with fast nearest neighbour search;
+Minor bug patch to Python readFloatsFile utility.
+
 _19/7/2015_ - New jar and full distribution files available for **release v1.3**; Changes for v1.3 include:
 Added AutoAnalyser (Code Generator) GUI demo for MI and TE;
 Added auto-embedding capability via Ragwitz criteria for AIS and TE calculators (KSG estimators);

From ddf3088a5d621f0de75261c2d90fd58100e52d1c Mon Sep 17 00:00:00 2001
From: Joseph Lizier <joseph.lizier@gmail.com>
Date: Thu, 17 Nov 2016 13:03:48 +1100
Subject: [PATCH 24/34] fixed year in README.md

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

diff --git a/README.md b/README.md
index 3b3870c..207feaa 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # Java Information Dynamics Toolkit (JIDT)
 
-Copyright (C) 2012-2014 [Joseph T. Lizier](http://lizier.me/joseph/); 2014-2015 [Joseph T. Lizier](http://lizier.me/joseph/) and Ipek Özdemir
+Copyright (C) 2012-2014 [Joseph T. Lizier](http://lizier.me/joseph/); 2014-2016 [Joseph T. Lizier](http://lizier.me/joseph/) and Ipek Özdemir
 
 *JIDT* provides a stand-alone, open-source code Java implementation (also usable in [Matlab, Octave](../../wiki/UseInOctaveMatlab), [Python](../../wiki/UseInPython), [R](../../wiki/UseInR), [Julia](../../wiki/UseInJulia) and [Clojure](../../wiki/UseInClojure)) of information-theoretic measures of distributed computation in complex systems: i.e. information storage, transfer and modification.
 

From 2294e81399f25b26eb8664f6de43adb2a9bfe30c Mon Sep 17 00:00:00 2001
From: Joseph Lizier <joseph.lizier@gmail.com>
Date: Thu, 17 Nov 2016 16:34:40 +1100
Subject: [PATCH 25/34] Added GUI app image to README.md

---
 README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 207feaa..a2550a5 100644
--- a/README.md
+++ b/README.md
@@ -17,9 +17,11 @@ JIDT is distributed under the [GNU GPL v3 license](http://www.gnu.org/licenses/g
  1. [Download](../../wiki/Downloads) and [Installation](../../wiki/Installation) is very easy!
    1. _Quick start_: download the latest [v1.3.1 full distribution](http://lizier.me/joseph/software/jidt/download.php?file=infodynamics-dist-1.3.1.zip) (suitable for all platforms) and see the readme.txt file therein.
  1. [Documentation](../../wiki/Documentation) including: the paper describing JIDT at [arXiv:1408.3270](http://arxiv.org/abs/1408.3270) (distributed with the toolkit), a [Tutorial](../../wiki/Tutorial), and [Javadocs (v1.3.1 here)](http://lizier.me/joseph/software/jidt/javadocs/v1.3.1/);
- 1. [Demos](../../wiki/Demos) are included with the full distribution, including a [GUI app](../../wiki/AutoAnalyser) for automatic analysis and code generation, [simple java demos](../../wiki/SimpleJavaExamples) and [cellular automata (CA) demos](../../wiki/CellularAutomataDemos).
+ 1. [Demos](../../wiki/Demos) are included with the full distribution, including a [GUI app](../../wiki/AutoAnalyser) for automatic analysis and code generation (see picture below), [simple java demos](../../wiki/SimpleJavaExamples) and [cellular automata (CA) demos](../../wiki/CellularAutomataDemos).
   1. These Java tools can easily be used in [Matlab/Octave](../../wiki/OctaveMatlabExamples), [Python](../../wiki/PythonExamples), [R](../../wiki/R_Examples), [Julia](../../wiki/JuliaExamples) and [Clojure](../../wiki/Clojure_Examples)! (click on each language here for examples)
 
+![Computing in the GUI app image](https://raw.githubusercontent.com/jlizier/jidt/master/web/AutoAnalyserGUI-2-Compute.png)
+
 For further information or announcements:
  * Join our discussion group: http://groups.google.com/d/forum/jidt-discuss
  * See also the [FAQs](../../wiki/FAQs)

From 1e982ddbac0ba4c346b3bc86d5e2679064ac4e99 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Tue, 22 Nov 2016 20:59:12 +1100
Subject: [PATCH 26/34] Adding computeLocalFromPreviousObservations() calls for
 univariate time series to the ConditionalTransferEntropyCalculatorDiscrete
 (I'm not sure why they were missing)

---
 ...onalTransferEntropyCalculatorDiscrete.java | 132 +++++++++++++++++-
 1 file changed, 130 insertions(+), 2 deletions(-)
 mode change 100755 => 100644 java/source/infodynamics/measures/discrete/ConditionalTransferEntropyCalculatorDiscrete.java

diff --git a/java/source/infodynamics/measures/discrete/ConditionalTransferEntropyCalculatorDiscrete.java b/java/source/infodynamics/measures/discrete/ConditionalTransferEntropyCalculatorDiscrete.java
old mode 100755
new mode 100644
index 5fd4cd8..68f0125
--- a/java/source/infodynamics/measures/discrete/ConditionalTransferEntropyCalculatorDiscrete.java
+++ b/java/source/infodynamics/measures/discrete/ConditionalTransferEntropyCalculatorDiscrete.java
@@ -438,7 +438,7 @@ public class ConditionalTransferEntropyCalculatorDiscrete extends InfoMeasureCal
  	 *  multivariate time series.
  	 *  to our estimates of the pdfs.
  	 * This call should be made as opposed to addObservations(int states[][])
- 	 *  for computing active info for heterogeneous agents.
+ 	 *  for computing conditional TE for heterogeneous agents.
 	 *
 	 * @param states multivariate time series, indexed first by time
 	 *  then by variable number.
@@ -783,7 +783,7 @@ public class ConditionalTransferEntropyCalculatorDiscrete extends InfoMeasureCal
 	}
 	
 	/**
-	 * Computes local active information storage for the given
+	 * Computes local conditional transfer entropy for the given
 	 *  states, using pdfs built up from observations previously
 	 *  sent in via the addObservations method.
 	 * This method is suitable for heterogeneous agents
@@ -879,6 +879,134 @@ public class ConditionalTransferEntropyCalculatorDiscrete extends InfoMeasureCal
 		return localTE;
 	}
 
+	/**
+	 * Computes local conditional transfer entropy for the given
+	 *  samples, using pdfs built up from observations previously
+	 *  sent in via the addObservations method.
+	 *
+ 	 * <p>This method takes in a univariate conditionals time series - it is assumed
+ 	 * that either numOtherInfoContributors == 1 or the user has combined the 
+ 	 * multivariate tuples into a single value for each observation, e.g. by calling
+ 	 * {@link MatrixUtils#computeCombinedValues(int[][], int)}. This cannot be
+ 	 * checked here however, so use at your own risk!
+ 	 * </p>
+	 *
+	 * @param source source time series samples
+	 * @param dest dest time series samples
+	 * @param conditional time series for conditionals
+	 *   (indexed only by time step)
+	 * @return time-series of local conditional TE values
+	 */
+	private double[] computeLocalFromPreviousObservations
+		(int source[], int dest[], int[] conditional){
+
+		int rows = source.length;
+
+		// Allocate for all rows even though we'll leave the first ones as zeros
+		double[] localTE = new double[rows];
+		average = 0;
+		max = 0;
+		min = 0;
+
+		// Initialise and store the current previous value for each column
+		int pastVal = 0; 
+		pastVal = 0;
+		for (int p = 0; p < k; p++) {
+			pastVal *= base;
+			pastVal += dest[p];
+		}
+		int destVal, sourceVal, conditionalVal;
+		double logTerm;
+		for (int r = startObservationTime; r < rows; r++) {
+			destVal = dest[r];
+			sourceVal = source[r-1];
+			conditionalVal = conditional[r-1];
+			// Now compute the local value
+			logTerm = ((double) sourceDestPastOthersCount[sourceVal][destVal][pastVal][conditionalVal] / (double) sourcePastOthersCount[sourceVal][pastVal][conditionalVal]) /
+		 		((double) destPastOthersCount[destVal][pastVal][conditionalVal] / (double) pastOthersCount[pastVal][conditionalVal]);
+			localTE[r] = Math.log(logTerm) / log_2;
+			average += localTE[r];
+			if (localTE[r] > max) {
+				max = localTE[r];
+			} else if (localTE[r] < min) {
+				min = localTE[r];
+			}
+			// Update the previous value:
+			if (k > 0) {
+				pastVal -= maxShiftedValue[dest[r-k]];
+				pastVal *= base;
+				pastVal += dest[r];
+			}
+		}
+
+		average = average/(double) (rows - startObservationTime);
+		
+		return localTE;
+	}
+
+	/**
+	 * Computes local conditional transfer entropy for the given
+	 *  samples, using pdfs built up from observations previously
+	 *  sent in via the addObservations method.
+	 *
+	 * @param source source time series samples
+	 * @param dest dest time series samples
+	 * @param conditionals multivariate time series for conditionals
+	 *   (indexed first by time step then by variable number)
+	 * @return time-series of local conditional TE values
+	 */
+	private double[] computeLocalFromPreviousObservations
+		(int source[], int dest[], int[][] conditionals){
+
+		int rows = source.length;
+
+		// Allocate for all rows even though we'll leave the first ones as zeros
+		double[] localTE = new double[rows];
+		average = 0;
+		max = 0;
+		min = 0;
+
+		// Initialise and store the current previous value for each column
+		int pastVal = 0; 
+		pastVal = 0;
+		for (int p = 0; p < k; p++) {
+			pastVal *= base;
+			pastVal += dest[p];
+		}
+		int destVal, sourceVal, conditionalsVal;
+		double logTerm;
+		for (int r = startObservationTime; r < rows; r++) {
+			destVal = dest[r];
+			sourceVal = source[r-1];
+			conditionalsVal = 0;
+			for (int o = 0; o < conditionals[r-1].length; o++) {
+				// Include this other contributor
+				conditionalsVal *= base;
+				conditionalsVal += conditionals[r-1][o];
+			}
+			// Now compute the local value
+			logTerm = ((double) sourceDestPastOthersCount[sourceVal][destVal][pastVal][conditionalsVal] / (double) sourcePastOthersCount[sourceVal][pastVal][conditionalsVal]) /
+		 		((double) destPastOthersCount[destVal][pastVal][conditionalsVal] / (double) pastOthersCount[pastVal][conditionalsVal]);
+			localTE[r] = Math.log(logTerm) / log_2;
+			average += localTE[r];
+			if (localTE[r] > max) {
+				max = localTE[r];
+			} else if (localTE[r] < min) {
+				min = localTE[r];
+			}
+			// Update the previous value:
+			if (k > 0) {
+				pastVal -= maxShiftedValue[dest[r-k]];
+				pastVal *= base;
+				pastVal += dest[r];
+			}
+		}
+
+		average = average/(double) (rows - startObservationTime);
+		
+		return localTE;
+	}
+
 	/**
 	 * Standalone routine to 
 	 * compute local conditional transfer entropy across a 2D spatiotemporal

From 8fd1e6ad2ff372964dc314850af8f0c500dc4613 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 16 Mar 2017 10:49:01 +1100
Subject: [PATCH 27/34] Updated extraction of local TE values in ensemble
 method in Python demo 7 to use the new getSeparateNumObservations() method on
 the TE calculator

---
 ...ple7EnsembleMethodTeContinuousDataKraskov.py | 17 ++++++++++-------
 1 file changed, 10 insertions(+), 7 deletions(-)

diff --git a/demos/python/example7EnsembleMethodTeContinuousDataKraskov.py b/demos/python/example7EnsembleMethodTeContinuousDataKraskov.py
index f2f457d..0290e78 100644
--- a/demos/python/example7EnsembleMethodTeContinuousDataKraskov.py
+++ b/demos/python/example7EnsembleMethodTeContinuousDataKraskov.py
@@ -68,16 +68,19 @@ result = teCalc.computeAverageLocalOfObservations()
 print("TE result %.4f nats; expected to be close to %.4f nats for these correlated Gaussians " % \
 	(result, math.log(1.0/(1-math.pow(covariance,2)))))
 
-# And here's how to pull the local TEs out corresponding to each input time series.
-# Normally you would need to track how to split these up yourself -- here
-# it's easy because our input time series are all of the same length
+# And here's how to pull the local TEs out corresponding to each input time
+# series under the ensemble method (i.e. for multiple trials).
 localTEs=teCalc.computeLocalOfPreviousObservations()
-localValuesPerTrial = int(len(localTEs)/numTrials)  # Need to convert to int for indices later
-for trial in range(0,numTrials):
-	startIndex = localValuesPerTrial*trial
-	endIndex = localValuesPerTrial*(trial+1)-1
+localValuesPerTrial = teCalc.getSeparateNumObservations()  # Need to convert to int for indices later
+startIndex = 0
+for localValuesInThisTrial in localValuesPerTrial:
+	endIndex = startIndex + localValuesInThisTrial - 1
 	print("Local TEs for trial %d go from array index %d to %d" % (trial, startIndex, endIndex))
 	print("  corresponding to time points %d:%d (indexed from 0) of that trial" % (kHistoryLength, numObservations-1))
 	# Access the local TEs for this trial as:
 	localTEForThisTrial = localTEs[startIndex:endIndex]
+	# Now update the startIndex before we go to the next trial
+	startIndex = endIndex + 1
+# And make a sanity check that we've looked at all of the local values here:
+print("We've looked at %d local values in total, matching the number of samples we have (%d)" % (startIndex, teCalc.getNumObservations()))
 

From eb83262172c730ab450b438a404b0aa0830829a0 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 23 Mar 2017 14:29:16 +1100
Subject: [PATCH 28/34] Add an analytic MI surrogate distribution computation
 to the Linear-Gaussian Active Information Storage estimator

---
 .../ActiveInfoStorageCalculatorGaussian.java  | 32 ++++++++++++++++++-
 1 file changed, 31 insertions(+), 1 deletion(-)

diff --git a/java/source/infodynamics/measures/continuous/gaussian/ActiveInfoStorageCalculatorGaussian.java b/java/source/infodynamics/measures/continuous/gaussian/ActiveInfoStorageCalculatorGaussian.java
index 2d45f87..9c938d1 100755
--- a/java/source/infodynamics/measures/continuous/gaussian/ActiveInfoStorageCalculatorGaussian.java
+++ b/java/source/infodynamics/measures/continuous/gaussian/ActiveInfoStorageCalculatorGaussian.java
@@ -21,6 +21,8 @@ package infodynamics.measures.continuous.gaussian;
 import infodynamics.measures.continuous.ActiveInfoStorageCalculator;
 import infodynamics.measures.continuous.ActiveInfoStorageCalculatorViaMutualInfo;
 import infodynamics.measures.continuous.MutualInfoCalculatorMultiVariate;
+import infodynamics.utils.AnalyticNullDistributionComputer;
+import infodynamics.utils.ChiSquareMeasurementDistribution;
 
 /**
  * An Active Information Storage (AIS) calculator (implementing {@link ActiveInfoStorageCalculator})
@@ -62,7 +64,8 @@ import infodynamics.measures.continuous.MutualInfoCalculatorMultiVariate;
  * @see MutualInfoCalculatorMultiVariateGaussian
  */
 public class ActiveInfoStorageCalculatorGaussian
-	extends ActiveInfoStorageCalculatorViaMutualInfo {
+	extends ActiveInfoStorageCalculatorViaMutualInfo
+	implements AnalyticNullDistributionComputer {
 	
 	public static final String MI_CALCULATOR_GAUSSIAN = MutualInfoCalculatorMultiVariateGaussian.class.getName();
 	
@@ -76,4 +79,31 @@ public class ActiveInfoStorageCalculatorGaussian
 	public ActiveInfoStorageCalculatorGaussian() throws InstantiationException, IllegalAccessException, ClassNotFoundException {
 		super(MI_CALCULATOR_GAUSSIAN);
 	}
+	
+	/**
+	 * Generate an <b>analytic</b> distribution of what the AIS would look like,
+	 * under a null hypothesis that our variables had no relation.
+	 * This is performed without bootstrapping (which is done in
+	 * {@link #computeSignificance(int, int)} and {@link #computeSignificance(int, int[][])}).
+	 * The method is implemented using the corresponding method of the
+	 *  underlying {@link MutualInfoCalculatorMultiVariateGaussian}
+	 * 
+	 * <p>See Section II.E "Statistical significance testing" of 
+	 * the JIDT paper below, and the other papers referenced in
+	 * {@link AnalyticNullDistributionComputer#computeSignificance()}
+	 * (in particular Brillinger and Geweke),
+	 * for a description of how this is done for MI.
+	 * Basically, the null distribution is a chi-square distribution.
+	 * </p>
+	 * 
+	 * @return ChiSquareMeasurementDistribution object which describes
+	 * the proportion of AIS scores from the null distribution
+	 *  which have higher or equal AISs to our actual value.
+	 * @see "J.T. Lizier, 'JIDT: An information-theoretic
+	 *    toolkit for studying the dynamics of complex systems', 2014."
+	 * @throws Exception
+	 */
+	public ChiSquareMeasurementDistribution computeSignificance() {
+		return ((MutualInfoCalculatorMultiVariateGaussian) miCalc).computeSignificance();
+	}
 }

From bf3f26cf184bf4f870fc7f86ca355b417da8a905 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 23 Mar 2017 14:31:03 +1100
Subject: [PATCH 29/34] Patching TE Calculator Multivariate via conditional
 mutual info, which was not running (at all) for proper multivariates. Now
 splits the handling of solely univariate data from multivariates.

---
 ...lculatorMultiVariateViaCondMutualInfo.java | 58 +++++++++++++++++++
 .../TransferEntropyMultiVariateTester.java    | 18 ++++++
 2 files changed, 76 insertions(+)

diff --git a/java/source/infodynamics/measures/continuous/TransferEntropyCalculatorMultiVariateViaCondMutualInfo.java b/java/source/infodynamics/measures/continuous/TransferEntropyCalculatorMultiVariateViaCondMutualInfo.java
index 861ad5b..acd40a0 100755
--- a/java/source/infodynamics/measures/continuous/TransferEntropyCalculatorMultiVariateViaCondMutualInfo.java
+++ b/java/source/infodynamics/measures/continuous/TransferEntropyCalculatorMultiVariateViaCondMutualInfo.java
@@ -228,6 +228,12 @@ public class TransferEntropyCalculatorMultiVariateViaCondMutualInfo
 			throw new Exception(String.format("Source and destination lengths (%d and %d) must match!",
 					source.length, destination.length));
 		}
+		if ((sourceDimensions == 1) && (destDimensions == 1)) {
+			// We'll be using the superclass for the computation
+			super.setObservations(MatrixUtils.selectColumn(source, 0),
+					MatrixUtils.selectColumn(destination, 0));
+			return;
+		}
 		if (source.length < startTimeForFirstDestEmbedding + 2) {
 			// There are no observations to add here, the time series is too short
 			throw new Exception("Not enough observations to set here given k, k_tau, l, l_tau and delay parameters");
@@ -247,6 +253,17 @@ public class TransferEntropyCalculatorMultiVariateViaCondMutualInfo
 		condMiCalc.setObservations(currentSourcePastVectors, currentDestNextVectors, currentDestPastVectors);
 	}
 
+	@Override
+	public void startAddObservations() {
+		if ((sourceDimensions == 1) && (destDimensions == 1)) {
+			// We'll be using the superclass for the computation
+			super.startAddObservations();
+			return;
+		}
+		// Otherwise initialise ourselves:
+		condMiCalc.startAddObservations();
+	}
+
 	/**
 	 * <p>Adds a new set of <b>univariate</b> observations to compute the PDFs from.
 	 * Can only be called on this multivariate calculator if the dimensions
@@ -279,6 +296,12 @@ public class TransferEntropyCalculatorMultiVariateViaCondMutualInfo
 			throw new Exception(String.format("Source and destination lengths (%d and %d) must match!",
 					source.length, destination.length));
 		}
+		if ((sourceDimensions == 1) && (destDimensions == 1)) {
+			// We'll be using the superclass for the computation
+			super.addObservations(MatrixUtils.selectColumn(source, 0),
+					MatrixUtils.selectColumn(destination, 0));
+			return;
+		}
 		if (source.length < startTimeForFirstDestEmbedding + 2) {
 			// There are no observations to add here, the time series is too short
 			// Don't throw an exception, do nothing since more observations
@@ -332,6 +355,13 @@ public class TransferEntropyCalculatorMultiVariateViaCondMutualInfo
 			throw new Exception(String.format("Source and destination lengths (%d and %d) must match!",
 					source.length, destination.length));
 		}
+		if ((sourceDimensions == 1) && (destDimensions == 1)) {
+			// We'll be using the superclass for the computation
+			super.addObservations(MatrixUtils.selectColumn(source, 0),
+					MatrixUtils.selectColumn(destination, 0),
+					startTime, numTimeSteps);
+			return;
+		}
 		if (source.length < startTime + numTimeSteps) {
 			// There are not enough observations given the arguments here
 			throw new Exception("Not enough observations to set here given startTime and numTimeSteps parameters");
@@ -369,6 +399,14 @@ public class TransferEntropyCalculatorMultiVariateViaCondMutualInfo
 	public void setObservations(double[][] source, double[][] destination,
 			boolean[] sourceValid, boolean[] destValid) throws Exception {
 		
+		if ((sourceDimensions == 1) && (destDimensions == 1)) {
+			// We'll be using the superclass for the computation
+			super.setObservations(MatrixUtils.selectColumn(source, 0),
+					MatrixUtils.selectColumn(destination, 0),
+					sourceValid, destValid);
+			return;
+		}
+
 		Vector<int[]> startAndEndTimePairs = computeStartAndEndTimePairs(sourceValid, destValid);
 		
 		// We've found the set of start and end times for this pair
@@ -387,11 +425,31 @@ public class TransferEntropyCalculatorMultiVariateViaCondMutualInfo
 	@Override
 	public void setObservations(double[][] source, double[][] destination,
 			boolean[][] sourceValid, boolean[][] destValid) throws Exception {
+		
+		if ((sourceDimensions == 1) && (destDimensions == 1)) {
+			// We'll be using the superclass for the computation
+			super.setObservations(MatrixUtils.selectColumn(source, 0),
+					MatrixUtils.selectColumn(destination, 0),
+					MatrixUtils.selectColumn(sourceValid, 0),
+					MatrixUtils.selectColumn(destValid, 0));
+			return;
+		}
 		boolean[] jointSourceValid = MatrixUtils.andRows(sourceValid);
 		boolean[] jointDestValid = MatrixUtils.andRows(destValid);
 		setObservations(source, destination, jointSourceValid, jointDestValid);
 	}
 
+	@Override
+	public void finaliseAddObservations() throws Exception {
+		if ((sourceDimensions == 1) && (destDimensions == 1)) {
+			// We'll be using the superclass for the computation
+			super.finaliseAddObservations();
+			return;
+		}
+		// Otherwise finalise ourselves:
+		condMiCalc.finaliseAddObservations();
+	}
+
 	/**
 	 * <p>Computes the local values of the transfer entropy
 	 *  for each valid observation in the supplied univariate observations
diff --git a/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyMultiVariateTester.java b/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyMultiVariateTester.java
index aba6d77..d82f0c8 100755
--- a/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyMultiVariateTester.java
+++ b/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyMultiVariateTester.java
@@ -20,6 +20,7 @@ package infodynamics.measures.continuous.kraskov;
 
 import infodynamics.utils.ArrayFileReader;
 import infodynamics.utils.MatrixUtils;
+import infodynamics.utils.RandomGenerator;
 
 public class TransferEntropyMultiVariateTester
 	extends infodynamics.measures.continuous.TransferEntropyMultiVariateAbstractTester {
@@ -441,4 +442,21 @@ public class TransferEntropyMultiVariateTester
 				kNNs, expectedValue);
 		NUM_THREADS_TO_USE = NUM_THREADS_TO_USE_DEFAULT;
 	}
+	
+	public void testMulitvariateAddObservations() throws Exception {
+		// Just make sure the code runs (we had an execution error earlier)
+		TransferEntropyCalculatorMultiVariateKraskov teCalc = 
+				new TransferEntropyCalculatorMultiVariateKraskov();
+		teCalc.setProperty("k", "4");
+		teCalc.initialise(1,3,3);
+		teCalc.startAddObservations();
+		RandomGenerator rg = new RandomGenerator();
+		for (int i = 0; i < 5; i++) {
+			double[][] source = rg.generateNormalData(100, 3, 0, 1);
+			double[][] target = rg.generateNormalData(100, 3, 0, 1);
+			teCalc.addObservations(source, target);
+		}
+		teCalc.finaliseAddObservations();
+		teCalc.computeAverageLocalOfObservations();
+	}
 }

From 62069dab1655a7e0d3216632afe0be0b8a91a8e3 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 23 Mar 2017 14:31:38 +1100
Subject: [PATCH 30/34] Added several utilities for selecting columns to
 MatrixUtils

---
 .../infodynamics/utils/MatrixUtils.java       | 48 +++++++++++++++++++
 1 file changed, 48 insertions(+)

diff --git a/java/source/infodynamics/utils/MatrixUtils.java b/java/source/infodynamics/utils/MatrixUtils.java
index 7203b7a..8c5b799 100755
--- a/java/source/infodynamics/utils/MatrixUtils.java
+++ b/java/source/infodynamics/utils/MatrixUtils.java
@@ -1299,6 +1299,14 @@ public class MatrixUtils {
 		return returnData;
 	}
 
+	public static boolean[] selectColumn(boolean matrix[][], int columnNo) {
+		boolean[] column = new boolean[matrix.length];
+		for (int r = 0; r < matrix.length; r++) {
+			column[r] = matrix[r][columnNo];
+		}
+		return column;
+	}
+	
 	public static int[] selectColumn(int matrix[][], int columnNo) {
 		int[] column = new int[matrix.length];
 		for (int r = 0; r < matrix.length; r++) {
@@ -1342,6 +1350,25 @@ public class MatrixUtils {
 		return column;
 	}
 
+	/**
+	 * Extract the required columns from the matrix
+	 * 
+	 * @param matrix
+	 * @param fromCol
+	 * @param cols
+	 * @return
+	 */
+	public static double[][] selectColumns(double matrix[][], 
+			int fromCol, int cols) {
+		double[][] data = new double[matrix.length][cols];
+		for (int r = 0; r < matrix.length; r++) {
+			for (int cIndex = 0; cIndex < cols; cIndex++) {
+				data[r][cIndex] = matrix[r][cIndex + fromCol];
+			}
+		}
+		return data;
+	}
+
 	/**
 	 * Extract the required columns from the matrix
 	 * 
@@ -1435,6 +1462,27 @@ public class MatrixUtils {
 		return data;
 	}
 
+	/**
+	 * Extract the required rows and columns from the matrix
+	 * 
+	 * @param matrix 2D data array
+	 * @param fromRow index of the first row to return
+	 * @param rows number of rows (including the first) to return
+	 * @param fromCol index of the first column to return
+	 * @param cols number of columns (including the first) to return
+	 * @return a 2D data array of the selected rows and columns
+	 */
+	public static double[][] selectRowsAndColumns(double matrix[][],
+			int fromRow, int rows, int fromCol, int cols) {
+		double[][] data = new double[rows][cols];
+		for (int rIndex = 0; rIndex < rows; rIndex++) {
+			for (int cIndex = 0; cIndex < cols; cIndex++) {
+				data[rIndex][cIndex] = matrix[rIndex + fromRow][cIndex + fromCol];				
+			}
+		}
+		return data;
+	}
+
 	public static double[][] selectFirstTwoDimenions(double[][][][] matrix, int d2, int d3) {
 		double[][] newMatrix = new double[matrix.length][];
 		for (int i = 0; i < matrix.length; i++) {

From c311067fe67ecaf029ef3c86278b3f5f933b2060 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Fri, 24 Mar 2017 23:27:53 +1100
Subject: [PATCH 31/34] Extending unit test for multivariate TE calculator to
 compare ensemble and setObservations methods

---
 .../TransferEntropyMultiVariateTester.java    | 21 ++++++++++++++++++-
 1 file changed, 20 insertions(+), 1 deletion(-)

diff --git a/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyMultiVariateTester.java b/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyMultiVariateTester.java
index d82f0c8..1bdb63c 100755
--- a/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyMultiVariateTester.java
+++ b/java/unittests/infodynamics/measures/continuous/kraskov/TransferEntropyMultiVariateTester.java
@@ -444,7 +444,7 @@ public class TransferEntropyMultiVariateTester
 	}
 	
 	public void testMulitvariateAddObservations() throws Exception {
-		// Just make sure the code runs (we had an execution error earlier)
+		// Just make sure the code runs first (we had an execution error earlier)
 		TransferEntropyCalculatorMultiVariateKraskov teCalc = 
 				new TransferEntropyCalculatorMultiVariateKraskov();
 		teCalc.setProperty("k", "4");
@@ -458,5 +458,24 @@ public class TransferEntropyMultiVariateTester
 		}
 		teCalc.finaliseAddObservations();
 		teCalc.computeAverageLocalOfObservations();
+		
+		// Now make sure the ensemble method returns the same value as for
+		//  a single time series
+		teCalc.initialise(1,3,3);
+		double[][] source = rg.generateNormalData(100, 3, 0, 1);
+		double[][] target = rg.generateNormalData(100, 3, 0, 1);
+		teCalc.setObservations(source, target);
+		int numObervationsSingle = teCalc.getNumObservations();
+		double resultSingle = teCalc.computeAverageLocalOfObservations();
+		teCalc.initialise(1,3,3);
+		teCalc.startAddObservations();
+		teCalc.addObservations(source, target, 0, 50); // Give first 50 time steps
+		teCalc.addObservations(source, target, 49, 51); // Give next 50 with 
+			// one previous as the embedded history
+		teCalc.finaliseAddObservations();
+		int numObervationsEnsemble = teCalc.getNumObservations();
+		double resultEnsemble = teCalc.computeAverageLocalOfObservations();
+		assertEquals(numObervationsSingle, numObervationsEnsemble);
+		assertEquals(resultSingle, resultEnsemble, 0.00001);
 	}
 }

From 37954f61587ed0a6e54762003648aabb15d557f9 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 6 Apr 2017 13:39:55 +1000
Subject: [PATCH 32/34] Updated AutoAnalyser to provide "all pairs" choice (to
 compute the pairwise measure between all available pairs of columns in the
 data), and also make computing optional (with code generation still always
 taking place)

---
 .../demos/autoanalysis/AutoAnalyser.java      | 409 ++++++++++++++----
 1 file changed, 313 insertions(+), 96 deletions(-)

diff --git a/demos/java/infodynamics/demos/autoanalysis/AutoAnalyser.java b/demos/java/infodynamics/demos/autoanalysis/AutoAnalyser.java
index f94a037..869cd35 100644
--- a/demos/java/infodynamics/demos/autoanalysis/AutoAnalyser.java
+++ b/demos/java/infodynamics/demos/autoanalysis/AutoAnalyser.java
@@ -30,6 +30,7 @@ import javax.swing.JFrame;
 import javax.swing.JOptionPane;
 import javax.swing.JPanel;
 import javax.swing.JComboBox;
+import javax.swing.JCheckBox;
 import javax.swing.JButton;
 import javax.swing.JLabel;
 import javax.swing.JFileChooser;
@@ -39,6 +40,8 @@ import javax.swing.JTable;
 import javax.swing.JTextArea;
 import javax.swing.JTextField;
 import javax.swing.ToolTipManager;
+import javax.swing.event.ChangeEvent;
+import javax.swing.event.ChangeListener;
 import javax.swing.event.DocumentEvent;
 import javax.swing.event.DocumentListener;
 import javax.swing.table.AbstractTableModel;
@@ -73,7 +76,7 @@ import java.util.Vector;
  *
  */
 public abstract class AutoAnalyser extends JFrame
-	implements ActionListener, DocumentListener, MouseListener {
+	implements ActionListener, DocumentListener, MouseListener, ChangeListener {
 
 	/**
 	 * Need serialVersionUID to be serializable
@@ -142,6 +145,8 @@ public abstract class AutoAnalyser extends JFrame
 	protected JTextField sourceColTextField;
 	// Destination column field
 	protected JTextField destColTextField;
+	// CheckBox for "all pairs?"
+	protected JCheckBox allPairsCheckBox;
 	// Table for the properties
 	protected JTable propertiesTable;
 	// Table model (local class) for the table
@@ -154,6 +159,8 @@ public abstract class AutoAnalyser extends JFrame
 	protected Vector<String> propertyDescriptions;
 	// Values of the properties
 	protected HashMap<String,String> propertyValues;
+	// CheckBox for "Compute result?"
+	protected JCheckBox computeResultCheckBox;
 	// Results text
 	protected JLabel resultsLabel;
 	// Text area for the generated Java code
@@ -165,6 +172,9 @@ public abstract class AutoAnalyser extends JFrame
 	
 	protected String codeDefaultText = "    ... Awaiting new parameter selection (press compute) ...";
 	
+	protected String buttonTextCodeAndCompute = "Generate code and Compute";
+	protected String buttonTextCodeOnly = "Generate code";
+	
 	protected String appletTitle;
 	
 	public class TextAreaWithImage extends JTextArea {
@@ -232,7 +242,7 @@ public abstract class AutoAnalyser extends JFrame
 		Image watermarkImage = (new ImageIcon("JIDT-logo-watermark.png")).getImage();
 		
 		setDefaultCloseOperation(JFrame.EXIT_ON_CLOSE);
-		setSize(1100,530);
+		setSize(1100,550);
 		setTitle(appletTitle);
 		// Centre in the middle of the screen
 		setLocationRelativeTo(null);
@@ -279,6 +289,11 @@ public abstract class AutoAnalyser extends JFrame
 		destColTextField.setText("1");
 		destColTextField.getDocument().addDocumentListener(this);
 
+		// Checkbox for all pairs
+		allPairsCheckBox = new JCheckBox("All pairs?");
+		allPairsCheckBox.setToolTipText("Compute for all pairs of columns?");
+		allPairsCheckBox.addChangeListener(this);
+		
 		JLabel dummyLabel1 = new JLabel(" ");
 		dummyLabel1.setSize(10, 10);
 		JLabel dummyLabel2 = new JLabel(" ");
@@ -307,9 +322,14 @@ public abstract class AutoAnalyser extends JFrame
 			new Dimension(d.width,rowHeight*17+6));
 		System.out.println("Row height was " + rowHeight);
 		
-		
+		// Checkbox for compute result
+		computeResultCheckBox = new JCheckBox("Compute result?");
+		computeResultCheckBox.setToolTipText("Compute result or only generate code?");
+		computeResultCheckBox.setSelected(true);
+		computeResultCheckBox.addChangeListener(this);
+
 		// Button to compute
-		computeButton = new JButton("Compute");
+		computeButton = new JButton(buttonTextCodeAndCompute);
 		computeButton.addActionListener(this);
 		
 		// Results label
@@ -425,6 +445,14 @@ public abstract class AutoAnalyser extends JFrame
         
         paramsPanel.add(dataFileDescriptorLabel, c);
 
+        // Add the all pairs label and checkbox
+        c.gridwidth = GridBagConstraints.REMAINDER;     //end row
+        c.gridx = 1;
+        c.fill = GridBagConstraints.HORIZONTAL;
+        c.weightx = 1.0;
+        paramsPanel.add(allPairsCheckBox, c);
+        c.gridx = -1; // reset to no indication
+        
         // Add the source selector
         c.gridwidth = GridBagConstraints.RELATIVE; //next-to-last
         c.fill = GridBagConstraints.NONE;      //reset to default
@@ -450,7 +478,15 @@ public abstract class AutoAnalyser extends JFrame
         paramsPanel.add(propsTableScrollPane, c);
         // Add dummy label for spacing
         paramsPanel.add(dummyLabel2, c);
+        // Add the "compute result" checkbox:
+        c.gridwidth = GridBagConstraints.RELATIVE; //next-to-last
+        c.fill = GridBagConstraints.NONE;      //reset to default
+        c.weightx = 0.0;                       //reset to default
+        paramsPanel.add(computeResultCheckBox);
         // Add the compute button
+        c.gridwidth = GridBagConstraints.REMAINDER;     //end row
+        c.fill = GridBagConstraints.HORIZONTAL;
+        c.weightx = 1.0;
         paramsPanel.add(computeButton, c);
         // Add the results text
         paramsPanel.add(resultsLabel, c);
@@ -581,19 +617,33 @@ public abstract class AutoAnalyser extends JFrame
 			JOptionPane.showMessageDialog(this, "No valid data source selected");
 			return;
 		}
-		int sourceColumn = Integer.parseInt(sourceColTextField.getText());
-		int destColumn = Integer.parseInt(destColTextField.getText());
-		if ((sourceColumn < 0) || (sourceColumn >= dataColumns)) {
-			JOptionPane.showMessageDialog(this,
-					String.format("Source column must be between 0 and %d for this data set",
-							dataColumns-1));
-			return;
-		}
-		if ((destColumn < 0) || (destColumn >= dataColumns)) {
-			JOptionPane.showMessageDialog(this,
-					String.format("Destination column must be between 0 and %d for this data set",
-							dataColumns-1));
-			return;
+		
+		int singleSourceColumn = -1, singleDestColumn = -1;
+		Vector<int[]> sourceDestPairs = new Vector<int[]>();
+		if (allPairsCheckBox.isSelected()) {
+			// We're doing all pairs
+			for (int s = 0; s < dataColumns; s++) {
+				for (int d = 0; d < dataColumns; d++) {
+					sourceDestPairs.add(new int[] {s, d});
+				}
+			}
+		} else {
+			// we're doing a single source-destination pair
+			singleSourceColumn = Integer.parseInt(sourceColTextField.getText());
+			singleDestColumn = Integer.parseInt(destColTextField.getText());
+			sourceDestPairs.add(new int[] {singleSourceColumn, singleDestColumn});
+			if ((singleSourceColumn < 0) || (singleSourceColumn >= dataColumns)) {
+				JOptionPane.showMessageDialog(this,
+						String.format("Source column must be between 0 and %d for this data set",
+								dataColumns-1));
+				return;
+			}
+			if ((singleDestColumn < 0) || (singleDestColumn >= dataColumns)) {
+				JOptionPane.showMessageDialog(this,
+						String.format("Destination column must be between 0 and %d for this data set",
+								dataColumns-1));
+				return;
+			}
 		}
 
 		// Generate headers:
@@ -688,12 +738,16 @@ public abstract class AutoAnalyser extends JFrame
 			javaCode.append("    ArrayFileReader afr = new ArrayFileReader(dataFile);\n");
 			if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
 				javaCode.append("    int[][] data = afr.getInt2DMatrix();\n");
-				javaCode.append("    int[] source = MatrixUtils.selectColumn(data, " + sourceColumn + ");\n");
-				javaCode.append("    int[] dest = MatrixUtils.selectColumn(data, " + destColumn + ");\n\n");
+				if (! allPairsCheckBox.isSelected()) {
+					javaCode.append("    int[] source = MatrixUtils.selectColumn(data, " + singleSourceColumn + ");\n");
+					javaCode.append("    int[] dest = MatrixUtils.selectColumn(data, " + singleDestColumn + ");\n\n");
+				}
 			} else {
 				javaCode.append("    double[][] data = afr.getDouble2DMatrix();\n");
-				javaCode.append("    double[] source = MatrixUtils.selectColumn(data, " + sourceColumn + ");\n");
-				javaCode.append("    double[] dest = MatrixUtils.selectColumn(data, " + destColumn + ");\n\n");
+				if (! allPairsCheckBox.isSelected()) {
+					javaCode.append("    double[] source = MatrixUtils.selectColumn(data, " + singleSourceColumn + ");\n");
+					javaCode.append("    double[] dest = MatrixUtils.selectColumn(data, " + singleDestColumn + ");\n\n");
+				}
 			}
 			// 2. Python
 			pythonCode.append("# " + loadDataComment);
@@ -704,18 +758,22 @@ public abstract class AutoAnalyser extends JFrame
 			}
 			pythonCode.append("# As numpy array:\n");
 			pythonCode.append("data = numpy.array(dataRaw)\n");
-			pythonCode.append("source = data[:," + sourceColumn + "]\n");
-			pythonCode.append("dest = data[:," + destColumn + "]\n\n");
+			if (! allPairsCheckBox.isSelected()) {
+				pythonCode.append("source = data[:," + singleSourceColumn + "]\n");
+				pythonCode.append("dest = data[:," + singleDestColumn + "]\n\n");
+			}
 			// 3. Matlab
 			matlabCode.append("% " + loadDataComment);
 			matlabCode.append("data = load('" + dataFile.getAbsolutePath() + "');\n");
-			matlabCode.append("% Column indices start from 1 in Matlab:\n");
-			if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
-				matlabCode.append("source = octaveToJavaIntArray(data(:," + (sourceColumn+1) + "));\n");
-				matlabCode.append("dest = octaveToJavaIntArray(data(:," + (destColumn+1) + "));\n\n");
-			} else {
-				matlabCode.append("source = octaveToJavaDoubleArray(data(:," + (sourceColumn+1) + "));\n");
-				matlabCode.append("dest = octaveToJavaDoubleArray(data(:," + (destColumn+1) + "));\n\n");
+			if (! allPairsCheckBox.isSelected()) {
+				matlabCode.append("% Column indices start from 1 in Matlab:\n");
+				if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
+					matlabCode.append("source = octaveToJavaIntArray(data(:," + (singleSourceColumn+1) + "));\n");
+					matlabCode.append("dest = octaveToJavaIntArray(data(:," + (singleDestColumn+1) + "));\n\n");
+				} else {
+					matlabCode.append("source = octaveToJavaDoubleArray(data(:," + (singleSourceColumn+1) + "));\n");
+					matlabCode.append("dest = octaveToJavaDoubleArray(data(:," + (singleDestColumn+1) + "));\n\n");
+				}
 			}
 
 			// Construct the calculator and set relevant properties:
@@ -774,6 +832,7 @@ public abstract class AutoAnalyser extends JFrame
 				pythonCode.append("# " + setPropertiesComment);
 				matlabCode.append("% " + setPropertiesComment);
 				int i = 0;
+				boolean anyPropValueChanged = false;
 				for (String propName : propertyNames) {
 					String propValue = null;
 					String propFieldName = propertyFieldNames.get(i++);
@@ -789,6 +848,7 @@ public abstract class AutoAnalyser extends JFrame
 					//  this calculator. This is more for generating the minimal code.
 					if (!propValue.equalsIgnoreCase(calcContinuous.getProperty(propName))) {
 						// We need to set this property:
+						anyPropValueChanged = true;
 						calcContinuous.setProperty(propName, propValue);
 						// 1. Java Code -- use full field name here
 						javaCode.append("    calc.setProperty(" + propFieldName +
@@ -802,80 +862,153 @@ public abstract class AutoAnalyser extends JFrame
 								propValue + "');\n");
 					}
 				}
+				if (!anyPropValueChanged) {
+					String noPropValueChangedComment = "No properties were set to non-default values\n";
+					javaCode.append("    // " + noPropValueChangedComment);
+					pythonCode.append("# " + noPropValueChangedComment);
+					matlabCode.append("% " + noPropValueChangedComment);
+				}
+			}
+			
+			String javaPrefix = "    ";
+			String pythonPrefix = "";
+			String matlabPrefix = "";
+			if (sourceDestPairs.size() > 1) {
+				// We're doing all pairs
+				
+				// Set up loops in the code:
+				// 1. Java code
+				javaCode.append("    \n");
+				javaCode.append("    // Compute for all pairs:\n");
+				javaCode.append("    for (int s = 0; s < " + dataColumns +
+							"; s++) {\n");
+				javaCode.append("        for (int d = 0; d < " + dataColumns +
+						"; d++) {\n");
+				javaPrefix = "            ";
+				javaCode.append(javaPrefix + "// For each source-dest pair:\n");
+				javaCode.append(javaPrefix + "if (s == d) {\n");
+				javaCode.append(javaPrefix + "    continue;\n");
+				javaCode.append(javaPrefix + "}\n");
+				// 2. Python code
+				pythonCode.append("\n");
+				pythonCode.append("# Compute for all pairs:\n");
+				pythonCode.append("for s in range(" + dataColumns + "):\n");
+				pythonCode.append("\tfor d in range(" + dataColumns + "):\n");
+				pythonPrefix = "\t\t";
+				pythonCode.append(pythonPrefix+ "# For each source-dest pair:\n");
+				pythonCode.append(pythonPrefix + "if (s == d):\n");
+				pythonCode.append(pythonPrefix + "\tcontinue\n");
+				// 3. Matlab code
+				matlabCode.append("\n");
+				matlabCode.append("% Compute for all pairs:\n");
+				matlabCode.append("for s = 1:" + dataColumns + "\n");
+				matlabCode.append("\tfor d = 1:" + dataColumns + "\n");
+				matlabPrefix = "\t\t";
+				matlabCode.append(matlabPrefix + "% For each source-dest pair:\n");
+				matlabCode.append(matlabPrefix + "if (s == d)\n");
+				matlabCode.append(matlabPrefix + "\tcontinue;\n");
+				matlabCode.append(matlabPrefix + "end\n");
+
+				// Read in the data for these columns for all pairs
+				matlabCode.append(matlabPrefix + "% Column indices start from 1 in Matlab:\n");
+				if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
+					javaCode.append(javaPrefix + "int[] source = MatrixUtils.selectColumn(data, s);\n");
+					javaCode.append(javaPrefix + "int[] dest = MatrixUtils.selectColumn(data, d);\n\n");
+					matlabCode.append(matlabPrefix + "source = octaveToJavaIntArray(data(:, s));\n");
+					matlabCode.append(matlabPrefix + "dest = octaveToJavaIntArray(data(:, d));\n\n");
+				} else {
+					javaCode.append(javaPrefix + "double[] source = MatrixUtils.selectColumn(data, s);\n");
+					javaCode.append(javaPrefix + "double[] dest = MatrixUtils.selectColumn(data, d);\n\n");
+					matlabCode.append(matlabPrefix + "source = octaveToJavaDoubleArray(data(:, s));\n");
+					matlabCode.append(matlabPrefix + "dest = octaveToJavaDoubleArray(data(:, d));\n\n");
+				}
+				pythonCode.append(pythonPrefix + "source = data[:, s]\n");
+				pythonCode.append(pythonPrefix + "dest = data[:, d]\n\n");
+			} else {
+				// For a single pair, we don't need to set up loops, and
+				// we've already read in the data to source and dest variables above
 			}
 			
 			// Initialise
-			if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
-				calcDiscrete.initialise();
-			} else {
-				calcContinuous.initialise();
-			}
 			String initialiseComment = "3. Initialise the calculator for (re-)use:\n";
-			javaCode.append("    // " + initialiseComment);
-			javaCode.append("    calc.initialise();\n");
-			pythonCode.append("# " + initialiseComment);
-			pythonCode.append("calc.initialise()\n");
-			matlabCode.append("% " + initialiseComment);
-			matlabCode.append("calc.initialise();\n");
-			
+			javaCode.append(javaPrefix + "// " + initialiseComment);
+			javaCode.append(javaPrefix + "calc.initialise();\n");
+			pythonCode.append(pythonPrefix + "# " + initialiseComment);
+			pythonCode.append(pythonPrefix + "calc.initialise()\n");
+			matlabCode.append(matlabPrefix + "% " + initialiseComment);
+			matlabCode.append(matlabPrefix + "calc.initialise();\n");
+				
 			// Set observations
 			String supplyDataComment = "4. Supply the sample data:\n";
 			String setObservationsMethod;
 			if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
 				setObservationsMethod = "addObservations";
-				calcDiscrete.addObservations(
-						MatrixUtils.selectColumn(dataDiscrete, sourceColumn),
-						MatrixUtils.selectColumn(dataDiscrete, destColumn));
 			} else {
 				setObservationsMethod = "setObservations";
-				// TODO We should be able to directly call setObservations(double[], double[])
-				//  here but we can't right now because ChannelCalculator does not
-				//  define this method. It would be complicated to fix this
-				//  because it involves Conditional MI calculator it seems.
-				// Revisit this later -- for now fix by deferring to child classes
-				// calcContinuous.setObservations(
-				//		MatrixUtils.selectColumn(data, sourceColumn),
-				//		MatrixUtils.selectColumn(data, destColumn));
-				setObservations(calcContinuous,
-						MatrixUtils.selectColumn(data, sourceColumn),
-						MatrixUtils.selectColumn(data, destColumn));
 			}
 			// 1. Java
-			javaCode.append("    // " + supplyDataComment);
-			javaCode.append("    calc." + setObservationsMethod + "(source, dest);\n");
+			javaCode.append(javaPrefix + "// " + supplyDataComment);
+			javaCode.append(javaPrefix + "calc." + setObservationsMethod + "(source, dest);\n");
 			// 2. Python
-			pythonCode.append("# " + supplyDataComment);
-			pythonCode.append("calc." + setObservationsMethod + "(source, dest)\n");
+			pythonCode.append(pythonPrefix + "# " + supplyDataComment);
+			pythonCode.append(pythonPrefix + "calc." + setObservationsMethod + "(source, dest)\n");
 			// 3. Matlab
-			matlabCode.append("% " + supplyDataComment);
-			matlabCode.append("calc." + setObservationsMethod + "(source, dest);\n");
+			matlabCode.append(matlabPrefix + "% " + supplyDataComment);
+			matlabCode.append(matlabPrefix + "calc." + setObservationsMethod + "(source, dest);\n");
 			
 			// Compute the result
-			double result;
-			if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
-				result = calcDiscrete.computeAverageLocalOfObservations();
-			} else {
-				result = calcContinuous.computeAverageLocalOfObservations();
-			}
 			String computeComment = "5. Compute the estimate:\n";
-			javaCode.append("    // " + computeComment);
-			javaCode.append("    double result = calc.computeAverageLocalOfObservations();\n");
-			pythonCode.append("# " + computeComment);
-			pythonCode.append("result = calc.computeAverageLocalOfObservations()\n");
-			matlabCode.append("% " + computeComment);
-			matlabCode.append("result = calc.computeAverageLocalOfObservations();\n");
-			String resultsPrefixString = String.format(measureAcronym + "_%s(col_%d -> col_%d) = ",
-					selectedCalcType, sourceColumn, destColumn);
-			resultsLabel.setText(String.format(resultsPrefixString + "%.4f %s", result, units));
+			javaCode.append(javaPrefix + "// " + computeComment);
+			javaCode.append(javaPrefix + "double result = calc.computeAverageLocalOfObservations();\n");
+			pythonCode.append(pythonPrefix + "# " + computeComment);
+			pythonCode.append(pythonPrefix + "result = calc.computeAverageLocalOfObservations()\n");
+			matlabCode.append(matlabPrefix + "% " + computeComment);
+			matlabCode.append(matlabPrefix + "result = calc.computeAverageLocalOfObservations();\n");
+			
+			String resultsPrefixString, extraFormatTerms;
+			if (sourceDestPairs.size() > 1) {
+				resultsPrefixString = String.format(measureAcronym + "_%s(col_%%d -> col_%%d) = ",
+						selectedCalcType);
+				extraFormatTerms = "s, d, ";
+			} else {
+				resultsPrefixString = String.format(measureAcronym + "_%s(col_%d -> col_%d) = ",
+					selectedCalcType, singleSourceColumn, singleDestColumn);
+				extraFormatTerms = "";
+			}
 			// And generate code to write the results and finalise:
 			// 1. Java
-			javaCode.append("    System.out.printf(\"" + resultsPrefixString + "%.4f " + units + "\\n\", result);\n");
+			javaCode.append(javaPrefix + "System.out.printf(\"" + resultsPrefixString + "%.4f " + units + "\\n\", " +
+					extraFormatTerms + "result);\n");
+			// 2. Python
+			pythonCode.append(pythonPrefix + "print(\"" + resultsPrefixString + "%.4f " + units + "\" % (" +
+					extraFormatTerms + "result))\n");
+			// 3. Matlab
+			matlabCode.append(matlabPrefix + "fprintf('" + resultsPrefixString + "%.4f " + units + "\\n', " +
+					extraFormatTerms + "result);\n");
+			
+			if (sourceDestPairs.size() > 1) {
+				// We're doing all pairs
+				
+				// Finalise the loops in the code:
+				// 1. Java code
+				javaCode.append("        }\n");
+				javaCode.append("    }\n");
+				// 2. Python code
+				// Nothing to do
+				// 3. Matlab code
+				matlabCode.append("\tend\n");
+				matlabCode.append("end\n");
+				
+				// And tell the user to see results in the console:
+				resultsLabel.setText("See console for all pairs calculation results");
+				if (!selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
+					System.out.println("Property values not read back into GUI for all pairs calculation");
+				}
+			}
+			
+			// Finalise the Java code:
 			javaCode.append("  }\n");
 			javaCode.append("}\n\n");
-			// 2. Python
-			pythonCode.append("print(\"" + resultsPrefixString + "%.4f " + units + "\\n\" % result)\n");
-			// 3. Matlab
-			matlabCode.append("fprintf('" + resultsPrefixString + "%.4f " + units + "\\n', result);\n");
 			
 			// Now set the code in the panel for the user
 			javaCodeTextArea.setText(javaCode.toString());
@@ -899,22 +1032,83 @@ public abstract class AutoAnalyser extends JFrame
 			codeFileWriter.write(matlabCode.toString());
 			codeFileWriter.close();
 			
-			if (!selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
-				// Read the current property values back out (in case of 
-				//  automated parameter assignment)
-				for (String propName : propertyNames) {
-					String propValue = null;
-					try {
-						propValue = calcContinuous.getProperty(propName);
-						propertyValues.put(propName, propValue);
-					} catch (Exception ex) {
-						ex.printStackTrace(System.err);
-						JOptionPane.showMessageDialog(this,
-								ex.getMessage());
-						resultsLabel.setText("Cannot find a value for property " + propName);
+			if (computeResultCheckBox.isSelected()) {
+				// Now make our own calculations here:
+				for (int[] pair : sourceDestPairs) {
+					int sourceColumn = pair[0];
+					int destColumn = pair[1];
+					
+					if (sourceColumn == destColumn) {
+						continue;
 					}
+					
+					// Initialise
+					if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
+						calcDiscrete.initialise();
+					} else {
+						calcContinuous.initialise();
+					}
+					
+					// Set observations
+					if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
+						calcDiscrete.addObservations(
+								MatrixUtils.selectColumn(dataDiscrete, sourceColumn),
+								MatrixUtils.selectColumn(dataDiscrete, destColumn));
+					} else {
+						// TODO We should be able to directly call setObservations(double[], double[])
+						//  here but we can't right now because ChannelCalculator does not
+						//  define this method. It would be complicated to fix this
+						//  because it involves Conditional MI calculator it seems.
+						// Revisit this later -- for now fix by deferring to child classes
+						// calcContinuous.setObservations(
+						//		MatrixUtils.selectColumn(data, sourceColumn),
+						//		MatrixUtils.selectColumn(data, destColumn));
+						setObservations(calcContinuous,
+								MatrixUtils.selectColumn(data, sourceColumn),
+								MatrixUtils.selectColumn(data, destColumn));
+					}
+					
+					// Compute the result:
+					double result;
+					if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
+						result = calcDiscrete.computeAverageLocalOfObservations();
+					} else {
+						result = calcContinuous.computeAverageLocalOfObservations();
+					}
+					
+					String resultsText;
+					if (sourceDestPairs.size() > 1) {
+						// We're doing all pairs
+						resultsText = String.format(resultsPrefixString + "%.4f %s",
+								sourceColumn, destColumn, result, units);
+					} else {
+						resultsText = String.format(resultsPrefixString + "%.4f %s", result, units);					
+						resultsLabel.setText(resultsText);
+					}
+					// Write the results to the console:
+					System.out.println(resultsText);
 				}
-				propertiesTableModel.fireTableDataChanged(); // Alerts to refresh the table contents
+	
+				if ((sourceDestPairs.size() == 1) && 
+						!selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
+					// Read the current property values back out (in case of 
+					//  automated parameter assignment)
+					for (String propName : propertyNames) {
+						String propValue = null;
+						try {
+							propValue = calcContinuous.getProperty(propName);
+							propertyValues.put(propName, propValue);
+						} catch (Exception ex) {
+							ex.printStackTrace(System.err);
+							JOptionPane.showMessageDialog(this,
+									ex.getMessage());
+							resultsLabel.setText("Cannot find a value for property " + propName);
+						}
+					}
+					propertiesTableModel.fireTableDataChanged(); // Alerts to refresh the table contents
+				}
+			} else {
+				resultsLabel.setText("Code generated (no computation performed)");
 			}
 		} catch (Exception ex) {
 			ex.printStackTrace(System.err);
@@ -1263,4 +1457,27 @@ public abstract class AutoAnalyser extends JFrame
 	public void mouseReleased(MouseEvent me) {
 		// Do nothing
 	}
+
+	@Override
+	public void stateChanged(ChangeEvent e) {
+		// I'm not sure how to check which checkbox changed,
+		//  so we'll just act on potential changes from both.
+		// This won't cause a problem here
+
+		// "All pairs" checkbox -- update in case changed:
+		if (allPairsCheckBox.isSelected()) {
+			sourceColTextField.setEnabled(false);
+			destColTextField.setEnabled(false);
+		} else {
+			sourceColTextField.setEnabled(true);			
+			destColTextField.setEnabled(true);
+		}
+		
+		// Compute checkbox -- update in case changed:
+		if (computeResultCheckBox.isSelected()) {
+			computeButton.setText(buttonTextCodeAndCompute);
+		} else {
+			computeButton.setText(buttonTextCodeOnly);
+		}
+	}
 }

From f840f0ec727ff6c4d4ec52301763424409ef0dea Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Mon, 10 Apr 2017 20:29:00 +1000
Subject: [PATCH 33/34] Added statistical significance test (and analytic
 option where available) to the AutoAnalyser demo. Required also updating how
 python generated code handles input data, and updating readIntsFile and
 readFlotsFile utilities, so AutoAnalyser worked with Python3. Also updated
 the GUI of AutoAnalyser to have a little more room for status messages
 (required for statistical significance.

---
 .../demos/autoanalysis/AutoAnalyser.java      | 239 +++++++++++++++---
 demos/python/readFloatsFile.py                |  26 +-
 demos/python/readIntsFile.py                  |  25 +-
 3 files changed, 231 insertions(+), 59 deletions(-)

diff --git a/demos/java/infodynamics/demos/autoanalysis/AutoAnalyser.java b/demos/java/infodynamics/demos/autoanalysis/AutoAnalyser.java
index 869cd35..c7dfbeb 100644
--- a/demos/java/infodynamics/demos/autoanalysis/AutoAnalyser.java
+++ b/demos/java/infodynamics/demos/autoanalysis/AutoAnalyser.java
@@ -20,7 +20,10 @@ package infodynamics.demos.autoanalysis;
 
 import infodynamics.measures.continuous.ChannelCalculatorCommon;
 import infodynamics.measures.discrete.ChannelCalculatorDiscrete;
+import infodynamics.utils.AnalyticMeasurementDistribution;
+import infodynamics.utils.AnalyticNullDistributionComputer;
 import infodynamics.utils.ArrayFileReader;
+import infodynamics.utils.EmpiricalMeasurementDistribution;
 import infodynamics.utils.MatrixUtils;
 
 import javax.swing.BorderFactory;
@@ -51,6 +54,7 @@ import javax.swing.table.TableColumn;
 import java.awt.BorderLayout;
 import java.awt.Component;
 import java.awt.Dimension;
+import java.awt.FlowLayout;
 import java.awt.Font;
 import java.awt.Graphics;
 import java.awt.GridBagConstraints;
@@ -147,6 +151,12 @@ public abstract class AutoAnalyser extends JFrame
 	protected JTextField destColTextField;
 	// CheckBox for "all pairs?"
 	protected JCheckBox allPairsCheckBox;
+	// CheckBox for statistical significance
+	protected JCheckBox statSigCheckBox;
+	// CheckBox for statistical significance analytically
+	protected JCheckBox statSigAnalyticCheckBox;
+	// Number of permutations to use for statistical significance
+	protected int numPermutationsToCheck = 100;
 	// Table for the properties
 	protected JTable propertiesTable;
 	// Table model (local class) for the table
@@ -242,7 +252,7 @@ public abstract class AutoAnalyser extends JFrame
 		Image watermarkImage = (new ImageIcon("JIDT-logo-watermark.png")).getImage();
 		
 		setDefaultCloseOperation(JFrame.EXIT_ON_CLOSE);
-		setSize(1100,550);
+		setSize(1100,640);
 		setTitle(appletTitle);
 		// Centre in the middle of the screen
 		setLocationRelativeTo(null);
@@ -284,6 +294,7 @@ public abstract class AutoAnalyser extends JFrame
 		// To column:
 		JLabel destLabel = new JLabel("Destination column:");
 		destLabel.setToolTipText("First column is 0.");
+		destLabel.setBorder(BorderFactory.createEmptyBorder(0,0,10,0));
 		destColTextField = new JTextField(5);
 		destColTextField.setEnabled(true);
 		destColTextField.setText("1");
@@ -294,6 +305,15 @@ public abstract class AutoAnalyser extends JFrame
 		allPairsCheckBox.setToolTipText("Compute for all pairs of columns?");
 		allPairsCheckBox.addChangeListener(this);
 		
+		// CheckBox for statistical signficance
+		statSigCheckBox = new JCheckBox("Add stat. signif.?");
+		statSigCheckBox.setToolTipText("Compute the null surrogate distribution under the null hypothesis that source and target are not related?");
+		statSigCheckBox.addChangeListener(this);
+		statSigAnalyticCheckBox = new JCheckBox("analytically?");
+		statSigAnalyticCheckBox.setToolTipText("Compute the null surrogate distribution analytically?");
+		statSigAnalyticCheckBox.addChangeListener(this);
+		statSigAnalyticCheckBox.setEnabled(false);
+		
 		JLabel dummyLabel1 = new JLabel(" ");
 		dummyLabel1.setSize(10, 10);
 		JLabel dummyLabel2 = new JLabel(" ");
@@ -356,7 +376,7 @@ public abstract class AutoAnalyser extends JFrame
         javaAreaScrollPane.setHorizontalScrollBarPolicy(
         		JScrollPane.HORIZONTAL_SCROLLBAR_AS_NEEDED);
         int codeTextAreaWidth = 560;
-        int codeTextAreaHeight = 460;
+        int codeTextAreaHeight = 480;
         Dimension codeTextAreaDimension = 
         		new Dimension(codeTextAreaWidth, codeTextAreaHeight);
         javaAreaScrollPane.setPreferredSize(codeTextAreaDimension);
@@ -472,6 +492,16 @@ public abstract class AutoAnalyser extends JFrame
         c.weightx = 1.0;
         paramsPanel.add(destColTextField, c);
 
+        // Add the CheckBoxes for statistical significance checks:
+        c.gridwidth = GridBagConstraints.RELATIVE; //next-to-last
+        c.fill = GridBagConstraints.NONE;      //reset to default
+        c.weightx = 0.0;                       //reset to default
+        paramsPanel.add(statSigCheckBox, c);
+        c.gridwidth = GridBagConstraints.REMAINDER;     //end row
+        c.fill = GridBagConstraints.HORIZONTAL;
+        c.weightx = 1.0;
+        paramsPanel.add(statSigAnalyticCheckBox, c);
+
         // Add dummy label for spacing
         paramsPanel.add(dummyLabel1, c);
         // Add the properties table
@@ -488,12 +518,20 @@ public abstract class AutoAnalyser extends JFrame
         c.fill = GridBagConstraints.HORIZONTAL;
         c.weightx = 1.0;
         paramsPanel.add(computeButton, c);
+        
+        // Status panel
+		JPanel statusPanel = new JPanel();
+		statusPanel.setBorder(BorderFactory.createCompoundBorder(
+                                BorderFactory.createTitledBorder("Status"),
+                                BorderFactory.createEmptyBorder(5,5,5,5)));
+        statusPanel.setLayout(new FlowLayout(FlowLayout.LEFT));
         // Add the results text
-        paramsPanel.add(resultsLabel, c);
-        	
-		// Add both panels into the frame with Border layout
+		statusPanel.add(resultsLabel);
+        
+		// Add all panels into the frame with Border layout
 		add(paramsPanel, BorderLayout.WEST);
-		add(codePanel);
+		add(codePanel, BorderLayout.EAST);
+		add(statusPanel, BorderLayout.SOUTH);
 		
 		setVisible(true);
 		
@@ -528,6 +566,20 @@ public abstract class AutoAnalyser extends JFrame
 			putCalcPropertiesInTable();
 			propertiesTableModel.fireTableDataChanged(); // Alerts to refresh the table contents
 			System.out.println("Added properties for new calculator");
+			if (statSigCheckBox.isSelected()) {
+				// We might allow the analytic box to be checked if the selected
+				//  calculator allows this:
+				if (calcImplementsAnalyticStatSig()) {
+					statSigAnalyticCheckBox.setEnabled(true);
+				} else {
+					statSigAnalyticCheckBox.setSelected(false);
+					statSigAnalyticCheckBox.setEnabled(false);
+				}
+			} else {
+				statSigAnalyticCheckBox.setSelected(false);
+				statSigAnalyticCheckBox.setEnabled(false);
+			}
+
 		}
 		// Else nothing extra to do
 	}
@@ -586,7 +638,8 @@ public abstract class AutoAnalyser extends JFrame
 					dataRows, dataColumns);
 		} catch (Exception ex) {
 			ex.printStackTrace(System.err);
-			JOptionPane.showMessageDialog(this, ex.getMessage());
+			JOptionPane.showMessageDialog(this, ex.getMessage() +
+					(isInts ? ".\nFor Discrete calculator make sure you load a file with integer data!" : ""));
 			dataFileDescriptorLabel.setText("Invalid data file, please load another");
 			if (isInts) {
 				dataDiscrete = null;
@@ -610,11 +663,13 @@ public abstract class AutoAnalyser extends JFrame
 			loadData(true);
 			if (dataDiscrete == null) {
 				// An error message will have been shown by loadData() 
+				resultsLabel.setText(" ");
 				return;
 			}
 		} else if (data == null) {
 			// We need a file of continuous data but no file has been selected
 			JOptionPane.showMessageDialog(this, "No valid data source selected");
+			resultsLabel.setText(" ");
 			return;
 		}
 		
@@ -636,12 +691,14 @@ public abstract class AutoAnalyser extends JFrame
 				JOptionPane.showMessageDialog(this,
 						String.format("Source column must be between 0 and %d for this data set",
 								dataColumns-1));
+				resultsLabel.setText(" ");				
 				return;
 			}
 			if ((singleDestColumn < 0) || (singleDestColumn >= dataColumns)) {
 				JOptionPane.showMessageDialog(this,
 						String.format("Destination column must be between 0 and %d for this data set",
 								dataColumns-1));
+				resultsLabel.setText(" ");
 				return;
 			}
 		}
@@ -651,6 +708,9 @@ public abstract class AutoAnalyser extends JFrame
 		StringBuffer javaCode = new StringBuffer();
 		javaCode.append("package infodynamics.demos.autoanalysis;\n\n");
 		javaCode.append("import infodynamics.utils.ArrayFileReader;\n");
+		if (statSigCheckBox.isSelected()) {
+			javaCode.append("import infodynamics.utils.EmpiricalMeasurementDistribution;\n");
+		}
 		javaCode.append("import infodynamics.utils.MatrixUtils;\n\n");
 		if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
 			// Cover all children:
@@ -759,8 +819,8 @@ public abstract class AutoAnalyser extends JFrame
 			pythonCode.append("# As numpy array:\n");
 			pythonCode.append("data = numpy.array(dataRaw)\n");
 			if (! allPairsCheckBox.isSelected()) {
-				pythonCode.append("source = data[:," + singleSourceColumn + "]\n");
-				pythonCode.append("dest = data[:," + singleDestColumn + "]\n\n");
+				pythonCode.append("source = JArray(JInt, 1)(data[:," + singleSourceColumn + "].tolist())\n");
+				pythonCode.append("dest = JArray(JInt, 1)(data[:," + singleDestColumn + "].tolist())\n\n");
 			}
 			// 3. Matlab
 			matlabCode.append("% " + loadDataComment);
@@ -794,9 +854,12 @@ public abstract class AutoAnalyser extends JFrame
 				int minInData = MatrixUtils.min(dataDiscrete);
 				int maxInData = MatrixUtils.max(dataDiscrete);
 				if ((minInData < 0) || (maxInData >= base)) {
-					throw new Exception("Values in data file (in range " + minInData +
+					JOptionPane.showMessageDialog(this,
+							"Values in data file (in range " + minInData +
 							":" + maxInData + ") lie outside the expected range 0:" +
 							(base-1) + " for base " + base);
+					resultsLabel.setText(" ");
+					return;
 				}
 				
 				// 1. Java
@@ -916,14 +979,16 @@ public abstract class AutoAnalyser extends JFrame
 					javaCode.append(javaPrefix + "int[] dest = MatrixUtils.selectColumn(data, d);\n\n");
 					matlabCode.append(matlabPrefix + "source = octaveToJavaIntArray(data(:, s));\n");
 					matlabCode.append(matlabPrefix + "dest = octaveToJavaIntArray(data(:, d));\n\n");
+					pythonCode.append(pythonPrefix + "source = JArray(JInt, 1)(data[:, s].tolist())\n");
+					pythonCode.append(pythonPrefix + "dest = JArray(JInt, 1)(data[:, d].tolist())\n\n");
 				} else {
 					javaCode.append(javaPrefix + "double[] source = MatrixUtils.selectColumn(data, s);\n");
 					javaCode.append(javaPrefix + "double[] dest = MatrixUtils.selectColumn(data, d);\n\n");
 					matlabCode.append(matlabPrefix + "source = octaveToJavaDoubleArray(data(:, s));\n");
 					matlabCode.append(matlabPrefix + "dest = octaveToJavaDoubleArray(data(:, d));\n\n");
+					pythonCode.append(pythonPrefix + "source = data[:, s]\n");
+					pythonCode.append(pythonPrefix + "dest = data[:, d]\n\n");
 				}
-				pythonCode.append(pythonPrefix + "source = data[:, s]\n");
-				pythonCode.append(pythonPrefix + "dest = data[:, d]\n\n");
 			} else {
 				// For a single pair, we don't need to set up loops, and
 				// we've already read in the data to source and dest variables above
@@ -975,16 +1040,41 @@ public abstract class AutoAnalyser extends JFrame
 					selectedCalcType, singleSourceColumn, singleDestColumn);
 				extraFormatTerms = "";
 			}
+			
+			String resultsSuffixString = "";
+			String statSigFormatTerms = "";
+			if (statSigCheckBox.isSelected()) {
+				// Compute statistical significance
+				String statSigComment = "6. Compute the (statistical significance via) null distribution (e.g. 100 permutations):\n";
+				javaCode.append(javaPrefix + "// " + statSigComment);
+				javaCode.append(javaPrefix + "EmpiricalMeasurementDistribution measDist = calc.computeSignificance(100);\n");
+				pythonCode.append(pythonPrefix + "# " + statSigComment);
+				pythonCode.append(pythonPrefix + "measDist = calc.computeSignificance(100)\n");
+				matlabCode.append(matlabPrefix + "% " + statSigComment);
+				matlabCode.append(matlabPrefix + "measDist = calc.computeSignificance(100);\n");
+				if (statSigAnalyticCheckBox.isSelected()) {
+					resultsSuffixString = " (analytic p(surrogate > measured)=%.5f)";
+					statSigFormatTerms = ", measDist.pValue";
+				} else {
+					resultsSuffixString = " (null: %.4f +/- %.4f std dev.; p(surrogate > measured)=%.5f from %d surrogates)";
+					statSigFormatTerms = String.format(", measDist.getMeanOfDistribution(), measDist.getStdOfDistribution(), measDist.pValue, %d",
+							numPermutationsToCheck);
+				}
+			}
+			
 			// And generate code to write the results and finalise:
 			// 1. Java
-			javaCode.append(javaPrefix + "System.out.printf(\"" + resultsPrefixString + "%.4f " + units + "\\n\", " +
-					extraFormatTerms + "result);\n");
+			javaCode.append("\n" + javaPrefix + "System.out.printf(\"" + resultsPrefixString +
+					"%.4f " + units + resultsSuffixString + "\\n\",\n    " + javaPrefix +
+					extraFormatTerms + "result" + statSigFormatTerms + ");\n");
 			// 2. Python
-			pythonCode.append(pythonPrefix + "print(\"" + resultsPrefixString + "%.4f " + units + "\" % (" +
-					extraFormatTerms + "result))\n");
+			pythonCode.append("\n" + pythonPrefix + "print(\"" + resultsPrefixString +
+					"%.4f " + units + resultsSuffixString + "\" %\n\t" + pythonPrefix + "(" +
+					extraFormatTerms + "result" + statSigFormatTerms + "))\n");
 			// 3. Matlab
-			matlabCode.append(matlabPrefix + "fprintf('" + resultsPrefixString + "%.4f " + units + "\\n', " +
-					extraFormatTerms + "result);\n");
+			matlabCode.append("\n" + matlabPrefix + "fprintf('" + resultsPrefixString +
+					"%.4f " + units + resultsSuffixString + "\\n', ...\n\t" + matlabPrefix +
+					extraFormatTerms + "result" + statSigFormatTerms + ");\n");
 			
 			if (sourceDestPairs.size() > 1) {
 				// We're doing all pairs
@@ -1034,6 +1124,8 @@ public abstract class AutoAnalyser extends JFrame
 			
 			if (computeResultCheckBox.isSelected()) {
 				// Now make our own calculations here:
+				// TODO make the calculation in a separate thread, and have a 
+				//  button to cancel the calculation whilst it's running
 				for (int[] pair : sourceDestPairs) {
 					int sourceColumn = pair[0];
 					int destColumn = pair[1];
@@ -1076,13 +1168,51 @@ public abstract class AutoAnalyser extends JFrame
 						result = calcContinuous.computeAverageLocalOfObservations();
 					}
 					
+					String resultsSuffixStringFormatted = "";
+					if (statSigCheckBox.isSelected()) {
+						// Check statistical significance:
+						if (statSigAnalyticCheckBox.isSelected()) {
+							// analytic check of statistical significance:
+							AnalyticNullDistributionComputer analyticCalc;
+							if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
+								analyticCalc =
+										(AnalyticNullDistributionComputer) calcDiscrete;
+							} else {
+								analyticCalc =
+										(AnalyticNullDistributionComputer) calcContinuous;
+							}
+							AnalyticMeasurementDistribution measDist =
+									analyticCalc.computeSignificance();
+							resultsSuffixStringFormatted = String.format(
+									resultsSuffixString,
+									measDist.pValue);
+						} else {
+							// permutation test of statistical significance:
+							EmpiricalMeasurementDistribution measDist;
+							if (selectedCalcType.equalsIgnoreCase(CALC_TYPE_DISCRETE)) {
+								measDist = calcDiscrete.computeSignificance(numPermutationsToCheck);
+							} else {
+								measDist = calcContinuous.computeSignificance(numPermutationsToCheck);
+							}
+							resultsSuffixStringFormatted = String.format(
+									resultsSuffixString,
+									measDist.getMeanOfDistribution(),
+									measDist.getStdOfDistribution(),
+									measDist.pValue,
+									numPermutationsToCheck);
+						}
+					}
+					
 					String resultsText;
 					if (sourceDestPairs.size() > 1) {
 						// We're doing all pairs
-						resultsText = String.format(resultsPrefixString + "%.4f %s",
+						resultsText = String.format(
+								resultsPrefixString + "%.4f %s" + resultsSuffixStringFormatted,
 								sourceColumn, destColumn, result, units);
 					} else {
-						resultsText = String.format(resultsPrefixString + "%.4f %s", result, units);					
+						resultsText = String.format(
+								resultsPrefixString + "%.4f %s" + resultsSuffixStringFormatted,
+								result, units);					
 						resultsLabel.setText(resultsText);
 					}
 					// Write the results to the console:
@@ -1464,20 +1594,61 @@ public abstract class AutoAnalyser extends JFrame
 		//  so we'll just act on potential changes from both.
 		// This won't cause a problem here
 
-		// "All pairs" checkbox -- update in case changed:
-		if (allPairsCheckBox.isSelected()) {
-			sourceColTextField.setEnabled(false);
-			destColTextField.setEnabled(false);
-		} else {
-			sourceColTextField.setEnabled(true);			
-			destColTextField.setEnabled(true);
-		}
-		
-		// Compute checkbox -- update in case changed:
-		if (computeResultCheckBox.isSelected()) {
-			computeButton.setText(buttonTextCodeAndCompute);
-		} else {
-			computeButton.setText(buttonTextCodeOnly);
+		if (e.getSource() == allPairsCheckBox) {
+			// "All pairs" checkbox -- update in case changed:
+			if (allPairsCheckBox.isSelected()) {
+				sourceColTextField.setEnabled(false);
+				destColTextField.setEnabled(false);
+			} else {
+				sourceColTextField.setEnabled(true);
+				destColTextField.setEnabled(true);
+			}
+		} else if (e.getSource() == computeResultCheckBox) {
+			// Compute checkbox -- update in case changed:
+			if (computeResultCheckBox.isSelected()) {
+				computeButton.setText(buttonTextCodeAndCompute);
+			} else {
+				computeButton.setText(buttonTextCodeOnly);
+			}
+		} else if (e.getSource() == statSigCheckBox) {
+			System.out.println("StatSigCheckBox state changed to " + statSigCheckBox.isSelected());
+			// statSigCheckBox -- update statSigAnalyticCheckBox in case changed:
+			if (statSigCheckBox.isSelected()) {
+				// We might allow the analytic box to be checked if the selected
+				//  calculator allows this:
+				if (calcImplementsAnalyticStatSig()) {
+					statSigAnalyticCheckBox.setEnabled(true);
+				} else {
+					statSigAnalyticCheckBox.setSelected(false);
+					statSigAnalyticCheckBox.setEnabled(false);
+				}
+			} else {
+				statSigAnalyticCheckBox.setSelected(false);
+				statSigAnalyticCheckBox.setEnabled(false);
+			}
 		}
 	}
+	
+	/**
+	 * Checks whether the current calculator class implements the 
+	 * AnalyticNullDistributionComputer interface
+	 * 
+	 * @return
+	 */
+	protected boolean calcImplementsAnalyticStatSig() {
+		Class<?> currentClass = calcClass;
+		while (currentClass != null) {
+			// This getInterfaces call doesn't seem to return the interfaces
+			//  implemented by the superclass, so we need to go up the tree
+			//  to check all of those. That seems odd, surely there is a simpler way?
+			Class<?>[] interfacesOfThisClass = currentClass.getInterfaces();
+			for (Class<?> theInterface : interfacesOfThisClass) {
+				if (theInterface == AnalyticNullDistributionComputer.class) {
+					return true;
+				}
+			}
+			currentClass = currentClass.getSuperclass();
+		}
+		return false;
+	}
 }
diff --git a/demos/python/readFloatsFile.py b/demos/python/readFloatsFile.py
index 2d0e6b7..304480b 100644
--- a/demos/python/readFloatsFile.py
+++ b/demos/python/readFloatsFile.py
@@ -19,16 +19,16 @@
 def readFloatsFile(filename):
 	"Read a 2D array of floats from a given file"
 	with open(filename) as f:
-	    # Space separate numbers, one time step per line, each column is a variable
-	    array = []
-	    for line in f:
-	    	# read all lines
-	    	if (line.startswith("%") or line.startswith("#")):
-	    		# Assume this is a comment line
-	    		continue
-	    	if (len(line.split()) == 0):
-	    		# Line is empty
-	    		continue
-	    	array.append([float(x) for x in line.split()])
-	    return array
-    
+		# Space separate numbers, one time step per line, each column is a variable
+		array = []
+		for line in f:
+			# read all lines
+			if (line.startswith("%") or line.startswith("#")):
+				# Assume this is a comment line
+				continue
+			if (len(line.split()) == 0):
+				# Line is empty
+				continue
+			array.append([float(x) for x in line.split()])
+		return array
+	
diff --git a/demos/python/readIntsFile.py b/demos/python/readIntsFile.py
index 9a0b453..d9dceb5 100755
--- a/demos/python/readIntsFile.py
+++ b/demos/python/readIntsFile.py
@@ -19,15 +19,16 @@
 def readIntsFile(filename):
 	"Read a 2D array of int from a given file"
 	with open(filename) as f:
- 	    # Space separate numbers, one time step per line, each column is a variable
- 	    array = []
-	    for line in f: # read all lines
-	    	if (line.startswith("%") or line.startswith("#")):
-	    		# Assume this is a comment line
-	    		continue
-	    	if (len(line.split()) == 0):
-	    		# Line is empty
-	    		continue
-		array.append([int(x) for x in line.split()])
-	    return array
-    
+		# Space separate numbers, one time step per line, each column is a variable
+		array = []
+		for line in f:
+			# read all lines
+			if (line.startswith("%") or line.startswith("#")):
+				# Assume this is a comment line
+				continue
+			if (len(line.split()) == 0):
+				# Line is empty
+				continue
+			array.append([int(x) for x in line.split()])
+		return array
+	

From 4e54fc6ce4dde385c44a0d6746943949914de915 Mon Sep 17 00:00:00 2001
From: jlizier <joseph.lizier@gmail.com>
Date: Thu, 13 Apr 2017 10:03:15 +1000
Subject: [PATCH 34/34] Updated full embedding and delay parameters for
 Discrete TE calculator in the AutoAnalyser demo

---
 .../demos/autoanalysis/AutoAnalyserTE.java    | 78 +++++++++++++++----
 1 file changed, 65 insertions(+), 13 deletions(-)

diff --git a/demos/java/infodynamics/demos/autoanalysis/AutoAnalyserTE.java b/demos/java/infodynamics/demos/autoanalysis/AutoAnalyserTE.java
index 633d4a3..75a6ace 100644
--- a/demos/java/infodynamics/demos/autoanalysis/AutoAnalyserTE.java
+++ b/demos/java/infodynamics/demos/autoanalysis/AutoAnalyserTE.java
@@ -50,6 +50,10 @@ public class AutoAnalyserTE extends AutoAnalyser
 	private static final long serialVersionUID = 1L;
 	
 	protected static final String DISCRETE_PROPNAME_K = "k_HISTORY";
+	protected static final String DISCRETE_PROPNAME_K_TAU = "k_TAU";
+	protected static final String DISCRETE_PROPNAME_L = "l_HISTORY";
+	protected static final String DISCRETE_PROPNAME_L_TAU = "l_TAU";
+	protected static final String DISCRETE_PROPNAME_DELAY = "DELAY";
 	
 	/**
 	 * Constructor to initialise the GUI for TE
@@ -63,16 +67,28 @@ public class AutoAnalyserTE extends AutoAnalyser
 		// Discrete:
 		discreteClass = TransferEntropyCalculatorDiscrete.class;
 		discreteProperties = new String[] {
+				DISCRETE_PROPNAME_BASE,
 				DISCRETE_PROPNAME_K,
-				DISCRETE_PROPNAME_BASE
+				DISCRETE_PROPNAME_K_TAU,
+				DISCRETE_PROPNAME_L,
+				DISCRETE_PROPNAME_L_TAU,
+				DISCRETE_PROPNAME_DELAY
 		};
 		discretePropertyDefaultValues = new String[] {
+				"2",
 				"1",
-				"2"
+				"1",
+				"1",
+				"1",
+				"1"
 		};
 		discretePropertyDescriptions = new String[] {
-				"Destination history embedding length",
-				"Number of discrete states available for each variable (i.e. 2 for binary)"
+				"Number of discrete states available for each variable (i.e. 2 for binary)",
+				"Destination history embedding length (k_HISTORY)",
+				"Destination history embedding delay (k_TAU)",
+				"Source history embedding length (l_HISTORY)",
+				"Source history embeding delay (l_TAU)",
+				"Delay from source to destination (in time steps)",
 		};
 		
 		// Continuous:
@@ -216,30 +232,66 @@ public class AutoAnalyserTE extends AutoAnalyser
 	 * Method to assign and initialise our discrete calculator class
 	 */
 	protected DiscreteCalcAndArguments assignCalcObjectDiscrete() throws Exception {
-		String kPropValueStr, basePropValueStr;
+		int base, k, k_tau, l, l_tau, delay;
 		try {
-			kPropValueStr = propertyValues.get(DISCRETE_PROPNAME_K);
+			String basePropValueStr = propertyValues.get(DISCRETE_PROPNAME_BASE);
+			base = Integer.parseInt(basePropValueStr);
 		} catch (Exception ex) {
 			JOptionPane.showMessageDialog(this,
 					ex.getMessage());
-			resultsLabel.setText("Cannot find a value for property " + DISCRETE_PROPNAME_K);
+			resultsLabel.setText("Cannot read a value for property " + DISCRETE_PROPNAME_BASE);
 			return null;
 		}
 		try {
-			basePropValueStr = propertyValues.get(DISCRETE_PROPNAME_BASE);
+			String kPropValueStr = propertyValues.get(DISCRETE_PROPNAME_K);
+			k = Integer.parseInt(kPropValueStr);
 		} catch (Exception ex) {
 			JOptionPane.showMessageDialog(this,
 					ex.getMessage());
-			resultsLabel.setText("Cannot find a value for property " + DISCRETE_PROPNAME_BASE);
+			resultsLabel.setText("Cannot read a value for property " + DISCRETE_PROPNAME_K);
+			return null;
+		}
+		try {
+			String kTauPropValueStr = propertyValues.get(DISCRETE_PROPNAME_K_TAU);
+			k_tau = Integer.parseInt(kTauPropValueStr);
+		} catch (Exception ex) {
+			JOptionPane.showMessageDialog(this,
+					ex.getMessage());
+			resultsLabel.setText("Cannot read a value for property " + DISCRETE_PROPNAME_K_TAU);
+			return null;
+		}
+		try {
+			String lPropValueStr = propertyValues.get(DISCRETE_PROPNAME_L);
+			l = Integer.parseInt(lPropValueStr);
+		} catch (Exception ex) {
+			JOptionPane.showMessageDialog(this,
+					ex.getMessage());
+			resultsLabel.setText("Cannot read a value for property " + DISCRETE_PROPNAME_L);
+			return null;
+		}
+		try {
+			String lTauPropValueStr = propertyValues.get(DISCRETE_PROPNAME_L_TAU);
+			l_tau = Integer.parseInt(lTauPropValueStr);
+		} catch (Exception ex) {
+			JOptionPane.showMessageDialog(this,
+					ex.getMessage());
+			resultsLabel.setText("Cannot read a value for property " + DISCRETE_PROPNAME_L_TAU);
+			return null;
+		}
+		try {
+			String delayPropValueStr = propertyValues.get(DISCRETE_PROPNAME_DELAY);
+			delay = Integer.parseInt(delayPropValueStr);
+		} catch (Exception ex) {
+			JOptionPane.showMessageDialog(this,
+					ex.getMessage());
+			resultsLabel.setText("Cannot read a value for property " + DISCRETE_PROPNAME_DELAY);
 			return null;
 		}
-		int k = Integer.parseInt(kPropValueStr);
-		int base = Integer.parseInt(basePropValueStr);
 		
 		return new DiscreteCalcAndArguments(
-				new TransferEntropyCalculatorDiscrete(base, k),
+				new TransferEntropyCalculatorDiscrete(base, k, k_tau, l, l_tau, delay),
 				base,
-				base + ", " + k);
+				base + ", " + k + ", " + k_tau + ", " + l + ", " + l_tau + ", " + delay);
 	}
 
 	protected void setObservations(ChannelCalculatorCommon calc,