From e2244a4b45b301f2ca4bbadf031d785111615fe5 Mon Sep 17 00:00:00 2001
From: Picman2000 <65342372+Picman2000@users.noreply.github.com>
Date: Thu, 6 Mar 2025 13:05:48 +0100
Subject: [PATCH] code needs 21718261765125gb ram :D

---
 .../project/gruppe_05_1/Main.java             |  11 +-
 .../gruppe_05_1/database/MongoDBHandler.java  |  18 +-
 .../speeches/Speech_MongoDB_Impl.java         |   6 +-
 .../project/gruppe_05_1/nlp/NlpUtils.java     | 161 +++++++++++++++++-
 .../xml/speeches/Impls/Speech_File_Impl.java  |   9 +-
 .../xml/speeches/Interfaces/Speech.java       |   7 +
 .../xml/speeches/SpeechParser.java            |   4 +-
 src/main/resources/speeches/TypeSystem.xml.gz | Bin 0 -> 18985 bytes
 8 files changed, 199 insertions(+), 17 deletions(-)
 create mode 100644 src/main/resources/speeches/TypeSystem.xml.gz

diff --git a/src/main/java/org/texttechnologylab/project/gruppe_05_1/Main.java b/src/main/java/org/texttechnologylab/project/gruppe_05_1/Main.java
index 6a14729..02ccfac 100644
--- a/src/main/java/org/texttechnologylab/project/gruppe_05_1/Main.java
+++ b/src/main/java/org/texttechnologylab/project/gruppe_05_1/Main.java
@@ -5,6 +5,7 @@ import com.mongodb.client.MongoDatabase;
 import org.texttechnologylab.project.gruppe_05_1.database.*;
 import org.texttechnologylab.project.gruppe_05_1.domain.mdb.Mdb;
 import org.texttechnologylab.project.gruppe_05_1.domain.mdb.MdbDocument;
+import org.texttechnologylab.project.gruppe_05_1.nlp.NlpUtils;
 import org.texttechnologylab.project.gruppe_05_1.rest.RESTHandler;
 import org.texttechnologylab.project.gruppe_05_1.util.Logger;
 import org.texttechnologylab.project.gruppe_05_1.util.PPRUtils;
@@ -56,12 +57,13 @@ public class Main {
 
         //TEST
 
-        Logger.pink("Parsing XML and inserting data into DB (Uebung 2)...");
+
         SpeechIndexFactoryImpl speechIndexFactory = new SpeechIndexFactoryImpl();
         if (MongoPprUtils.getSpeechCollection().countDocuments() != 0) {
             System.out.println("Speeches werden nicht gelesen, da sie bereits in der Datenbank stehen");
         }
         else {
+            Logger.pink("Parsing XML and inserting data into DB (Uebung 2)...");
             SpeechIndex speechIndex = speechIndexFactory
                     .parseLegislativePeriods(TRUE)
                     .builder()
@@ -91,10 +93,6 @@ public class Main {
             mongoDBHandler.close(); // Close the connection to the DB
         }
 
-
-        //TEST
-
-
         // Stellt fest, dass alle nötigen Datenbank-Collections existieren
         PPRUtils.ensureCollectionExist();
 
@@ -102,6 +100,9 @@ public class Main {
         PPRUtils.parlamentExplorerInit(xmlFactory, mongoFactory);
 
         // NLP-Verarbeitung - TODO
+        NlpUtils.importXmiData();
+
+
         RESTHandler restHandler = new RESTHandler();
         restHandler.startJavalin();
 
diff --git a/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/MongoDBHandler.java b/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/MongoDBHandler.java
index 8361a70..d892fc5 100644
--- a/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/MongoDBHandler.java
+++ b/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/MongoDBHandler.java
@@ -7,9 +7,7 @@ import com.mongodb.client.MongoClient;
 import com.mongodb.client.MongoClients;
 import com.mongodb.client.MongoCollection;
 import com.mongodb.client.MongoDatabase;
-import com.mongodb.client.model.Filters;
-import com.mongodb.client.model.Indexes;
-import com.mongodb.client.model.Updates;
+import com.mongodb.client.model.*;
 import exceptions.AgendaItemNotFoundException;
 import exceptions.MemberNotFoundException;
 import exceptions.ServerErrorException;
@@ -537,7 +535,8 @@ public class MongoDBHandler {
                     .append("speechId", speech.getSpeechId())
                     .append("speakerId", speech.getSpeakerId())
                     .append("speakerName", speech.getSpeakerName())
-                    .append("fraction", speech.getFraction());
+                    .append("fraction", speech.getFraction())
+                    .append("speechKey", speech.getSpeechKey());
 
             // Convert speechContents to a list of Documents
             List<Document> contentDocuments = new ArrayList<>();
@@ -638,6 +637,12 @@ public class MongoDBHandler {
         return result;
     }
 
+    public void updateXmiData(String speechKey, String xmiContent) {
+        speechesCollection.updateOne(
+                Filters.eq("speechKey", speechKey),
+                Updates.set("xmiData", xmiContent)
+        );
+    }
 
     public void deleteAllDocuments() {
         speechesCollection.deleteMany(new Document());
@@ -646,6 +651,11 @@ public class MongoDBHandler {
         //historyCollection.deleteMany(new Document());
     }
 
+    public void bulkUpdateDocuments(String collectionName, List<WriteModel<Document>> updates) {
+        BulkWriteOptions options = new BulkWriteOptions().ordered(false);
+        speechesCollection.bulkWrite(updates, options);
+    }
+
     public void close() {
         mongoClient.close();
     }
diff --git a/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/domainimp/speeches/Speech_MongoDB_Impl.java b/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/domainimp/speeches/Speech_MongoDB_Impl.java
index 0ac537c..5f2fbb3 100644
--- a/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/domainimp/speeches/Speech_MongoDB_Impl.java
+++ b/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/domainimp/speeches/Speech_MongoDB_Impl.java
@@ -15,7 +15,10 @@ public class Speech_MongoDB_Impl  extends Speech_File_Impl implements Speech {
                 mongoDocument.getInteger("speechId"),
                 mongoDocument.getInteger("speakerId"),
                 mongoDocument.getString("speakerName"),
-                mongoDocument.getString("fraction"));
+                mongoDocument.getString("fraction"),
+                mongoDocument.getString("speechKey")
+        );
+
 
         for (Document content : (List<Document>) mongoDocument.get("speechContents")) {
             switch (content.getString("type")) {
@@ -32,5 +35,6 @@ public class Speech_MongoDB_Impl  extends Speech_File_Impl implements Speech {
                     throw new IllegalArgumentException("Unknown content type: " + content.getString("type"));
             }
         }
+
     }
 }
diff --git a/src/main/java/org/texttechnologylab/project/gruppe_05_1/nlp/NlpUtils.java b/src/main/java/org/texttechnologylab/project/gruppe_05_1/nlp/NlpUtils.java
index 7b80788..27f1dea 100644
--- a/src/main/java/org/texttechnologylab/project/gruppe_05_1/nlp/NlpUtils.java
+++ b/src/main/java/org/texttechnologylab/project/gruppe_05_1/nlp/NlpUtils.java
@@ -1,15 +1,29 @@
 package org.texttechnologylab.project.gruppe_05_1.nlp;
 
+import com.mongodb.client.model.Filters;
+import com.mongodb.client.model.UpdateOneModel;
+import com.mongodb.client.model.Updates;
+import com.mongodb.client.model.WriteModel;
 import de.tudarmstadt.ukp.dkpro.core.api.metadata.type.DocumentMetaData;
 import de.tudarmstadt.ukp.dkpro.core.api.segmentation.type.Sentence;
 import de.tudarmstadt.ukp.dkpro.core.api.segmentation.type.Token;
 import org.apache.commons.io.FileUtils;
 import org.apache.uima.UIMAException;
+import org.apache.uima.UIMAFramework;
+import org.apache.uima.cas.CAS;
 import org.apache.uima.cas.CASException;
+import org.apache.uima.cas.Feature;
+import org.apache.uima.cas.impl.XmiCasDeserializer;
+import org.apache.uima.cas.text.AnnotationFS;
+import org.apache.uima.cas.text.AnnotationIndex;
 import org.apache.uima.fit.factory.JCasFactory;
 import org.apache.uima.fit.util.JCasUtil;
 import org.apache.uima.jcas.JCas;
 import org.apache.uima.resource.ResourceInitializationException;
+import org.apache.uima.resource.metadata.TypeSystemDescription;
+import org.apache.uima.util.CasCreationUtils;
+import org.apache.uima.util.XMLInputSource;
+import org.bson.Document;
 import org.dkpro.core.io.xmi.XmiWriter;
 import org.texttechnologylab.DockerUnifiedUIMAInterface.DUUIComposer;
 import org.texttechnologylab.DockerUnifiedUIMAInterface.driver.DUUIDockerDriver;
@@ -17,25 +31,31 @@ import org.texttechnologylab.DockerUnifiedUIMAInterface.driver.DUUIRemoteDriver;
 import org.texttechnologylab.DockerUnifiedUIMAInterface.driver.DUUIUIMADriver;
 import org.texttechnologylab.DockerUnifiedUIMAInterface.lua.DUUILuaContext;
 import org.texttechnologylab.annotation.NamedEntity;
+import org.texttechnologylab.project.gruppe_05_1.database.MongoDBHandler;
 import org.texttechnologylab.uima.type.Sentiment;
 import org.xml.sax.SAXException;
 
-import java.io.File;
-import java.io.IOException;
+import java.io.*;
 import java.net.URISyntaxException;
 import java.net.URL;
+import java.nio.charset.StandardCharsets;
 import java.nio.file.Files;
 import java.nio.file.Path;
-import java.util.Base64;
-import java.util.Collection;
+import java.util.*;
+import java.util.zip.GZIPInputStream;
+import java.util.zip.ZipEntry;
+import java.util.zip.ZipInputStream;
 
 import static org.apache.uima.fit.factory.AnalysisEngineFactory.createEngineDescription;
+import static org.springframework.core.io.buffer.DataBufferUtils.readInputStream;
 
 public class NlpUtils {
 
     // common class-attributes
     private static DUUIComposer pComposer = null;
     private static int iWorkers = 1;
+    private static final String TYPE_SYSTEM_DESCRIPTOR_PATH = "/speeches/TypeSystem.xml.gz";
+    private static final int MAX_FEATURE_LENGTH = 10000;
 
 
     public static void createNlpData() {
@@ -310,4 +330,137 @@ public class NlpUtils {
     private static void createSentimentInfo() {
 
     }
+
+    /**
+     * Liest die ZIP-Datei aus dem Ressourcenordner (/speeches/20.zip),
+     * iteriert über alle .gz-Dateien, dekomprimiert sie, wandelt den XMI-Inhalt in einen JCas um,
+     * verarbeitet den JCas (iteriert über alle Annotationen) und extrahiert z. B. NLP-Daten (z. B. POS-Tags).
+     * Anschließend wird das jeweilige Dokument in MongoDB aktualisiert.
+     *
+     * @throws IOException falls ein Fehler beim Dateizugriff auftritt
+     */
+    public static void importXmiData() throws IOException {
+        MongoDBHandler mongoDBHandler = new MongoDBHandler();
+        List<WriteModel<Document>> bulkOperations = new ArrayList<>();
+        InputStream zipStream = NlpUtils.class.getResourceAsStream("/speeches/20.zip");
+        if (zipStream == null) {
+            throw new IOException("20.zip nicht gefunden im Ressourcenordner /speeches");
+        }
+        try (ZipInputStream zis = new ZipInputStream(zipStream)) {
+            ZipEntry entry;
+            while ((entry = zis.getNextEntry()) != null) {
+                if (!entry.isDirectory() && entry.getName().endsWith(".gz")) {
+                    String speechKey = entry.getName().substring(0, entry.getName().length() - 3);
+                    ByteArrayOutputStream baos = new ByteArrayOutputStream();
+                    byte[] buffer = new byte[4096];
+                    int len;
+                    while ((len = zis.read(buffer)) != -1) {
+                        baos.write(buffer, 0, len);
+                    }
+                    byte[] gzData = baos.toByteArray();
+                    try {
+
+                        ByteArrayOutputStream decompressedBaos = new ByteArrayOutputStream();
+                        try (GZIPInputStream gzis = new GZIPInputStream(new ByteArrayInputStream(gzData))) {
+                            byte[] buf = new byte[4096];
+                            int bytesRead;
+                            while ((bytesRead = gzis.read(buf)) != -1) {
+                                decompressedBaos.write(buf, 0, bytesRead);
+                            }
+                        }
+                        byte[] xmiBytes = decompressedBaos.toByteArray();
+                        String xmiContent = new String(xmiBytes, StandardCharsets.UTF_8);
+                        JCas jcas = convertXmiToJCas(new ByteArrayInputStream(xmiBytes));
+                        List<Map<String, Object>> annotations = processJCas(jcas);
+                        Document filter = new Document("RedeID", speechKey);
+                        Document updateFields = new Document()
+                                .append("annotations", annotations)
+                                .append("xmi", xmiContent);
+                        Document update = new Document("$set", updateFields);
+                        UpdateOneModel<Document> updateModel = new UpdateOneModel<>(filter, update);
+                        bulkOperations.add(updateModel);
+                    } catch (Exception e) {
+                        e.printStackTrace();
+                    }
+                }
+                zis.closeEntry();
+            }
+        }
+        if (!bulkOperations.isEmpty()) {
+            mongoDBHandler.bulkUpdateDocuments("Rede", bulkOperations);
+            System.out.println("Bulk update erfolgreich für " + bulkOperations.size() + " Dokumente.");
+        }
+        mongoDBHandler.close();
+    }
+
+
+    /**
+     * Liest einen InputStream vollständig in einen String ein.
+     *
+     * @param is InputStream
+     * @return Den gesamten String-Inhalt
+     * @throws IOException falls ein Fehler beim Lesen auftritt
+     */
+    private static String readInputStream(InputStream is) throws IOException {
+        BufferedReader reader = new BufferedReader(new InputStreamReader(is, StandardCharsets.UTF_8));
+        StringBuilder sb = new StringBuilder();
+        String line;
+        while ((line = reader.readLine()) != null) {
+            sb.append(line).append("\n");
+        }
+        return sb.toString();
+    }
+
+    /**
+     * Wandelt den XMI-Inhalt aus dem InputStream in einen JCas um.
+     * Dabei wird der hardcodierte, komprimierte TypeSystem-Descriptor zuerst dekomprimiert.
+     *
+     * @param xmiInputStream InputStream des XMI-Inhalts
+     * @return Den konvertierten JCas
+     * @throws Exception falls beim Laden oder Deserialisieren ein Fehler auftritt
+     */
+    private static JCas convertXmiToJCas(InputStream xmiInputStream) throws Exception {
+        InputStream tsCompressedStream = NlpUtils.class.getResourceAsStream(TYPE_SYSTEM_DESCRIPTOR_PATH);
+        if (tsCompressedStream == null) {
+            throw new IllegalArgumentException("TypeSystem-Descriptor nicht gefunden: " + TYPE_SYSTEM_DESCRIPTOR_PATH);
+        }
+        try (GZIPInputStream tsStream = new GZIPInputStream(tsCompressedStream)) {
+            XMLInputSource inputSource = new XMLInputSource(tsStream);
+            TypeSystemDescription tsd = UIMAFramework.getXMLParser().parseTypeSystemDescription(inputSource);
+            CAS cas = CasCreationUtils.createCas(tsd, null, null);
+            XmiCasDeserializer.deserialize(xmiInputStream, cas, true);
+            return cas.getJCas();
+        }
+    }
+
+    /**
+     * Iteriert über alle Annotationen im JCas und verarbeitet diese.
+     * Hier kannst du deine eigene Logik einfügen, um die JCas-Daten weiter zu verarbeiten.
+     *
+     * @param jcas Der konvertierte JCas
+     */
+    private static List<Map<String, Object>> processJCas(JCas jcas) {
+        List<Map<String, Object>> annotationsData = new ArrayList<>();
+        CAS cas = jcas.getCas();
+        AnnotationIndex<AnnotationFS> index = cas.getAnnotationIndex();
+        for (AnnotationFS annotation : index) {
+            Map<String, Object> annotationData = new HashMap<>();
+            annotationData.put("type", annotation.getType().getName());
+            Map<String, String> featuresMap = new HashMap<>();
+            for (Feature feature : annotation.getType().getFeatures()) {
+                String featureName = feature.getShortName();
+                String featureValue = annotation.getFeatureValueAsString(feature);
+                if (featureValue != null && featureValue.length() > MAX_FEATURE_LENGTH) {
+                    featureValue = featureValue.substring(0, MAX_FEATURE_LENGTH); // trim for efficiency
+                }
+                featuresMap.put(featureName, featureValue);
+                featuresMap.put(featureName, featureValue);
+            }
+            annotationData.put("features", featuresMap);
+
+            annotationsData.add(annotationData);
+        }
+        return annotationsData;
+    }
+
 }
diff --git a/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/Impls/Speech_File_Impl.java b/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/Impls/Speech_File_Impl.java
index 739a909..2d1dff8 100644
--- a/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/Impls/Speech_File_Impl.java
+++ b/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/Impls/Speech_File_Impl.java
@@ -17,6 +17,7 @@ public class Speech_File_Impl implements Speech {
     private final String speakerName;
     private final String fraction;
     private final List<Content> speechContents;
+    private final String speechKey;
 
     @Override
     public int getSessionId() {
@@ -53,13 +54,19 @@ public class Speech_File_Impl implements Speech {
         return speechContents;
     }
 
-    public Speech_File_Impl(int sessionId, int agendaItemId, int speechId, int speakerId, String speakerName, String fraction) {
+    @Override
+    public String getSpeechKey() {
+        return speechKey;
+    }
+
+    public Speech_File_Impl(int sessionId, int agendaItemId, int speechId, int speakerId, String speakerName, String fraction, String speechKey) {
         this.speakerId = speakerId;
         this.agendaItemId = agendaItemId;
         this.speechId = speechId;
         this.speakerName = speakerName;
         this.fraction = fraction;
         this.sessionId = sessionId;
+        this.speechKey = speechKey;
         this.speechContents = new ArrayList<>();
     }
 
diff --git a/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/Interfaces/Speech.java b/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/Interfaces/Speech.java
index 786741e..9445234 100644
--- a/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/Interfaces/Speech.java
+++ b/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/Interfaces/Speech.java
@@ -54,6 +54,13 @@ public interface Speech {
      */
     int getSessionId();
 
+    /**
+     * Returns the session Key.
+     *
+     * @return The session Key.
+     */
+    String getSpeechKey();
+
     /**
      * Returns the speech contents.
      *
diff --git a/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/SpeechParser.java b/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/SpeechParser.java
index d09eee1..124d359 100644
--- a/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/SpeechParser.java
+++ b/src/main/java/org/texttechnologylab/project/gruppe_05_1/xml/speeches/SpeechParser.java
@@ -112,14 +112,14 @@ public class SpeechParser {
                 int speakerId = Integer.parseInt(speakerElement.getAttribute("id"));
                 Element nameElement = (Element) speakerElement.getElementsByTagName("name").item(0);
                 if (nameElement == null) continue;
-
+                String redeID = speechElement.getAttribute("id");
                 String title = getOptionalTextContent(nameElement, "titel");
                 String firstName = getOptionalTextContent(nameElement, "vorname");
                 String lastName = getOptionalTextContent(nameElement, "nachname");
                 String fraction = getOptionalTextContent(nameElement, "fraktion");
 
                 String speakerName = (title != null ? title + " " : "") + firstName + " " + lastName;
-                Speech_File_Impl speech = new Speech_File_Impl(sessionId, agendaItemId, speechId, speakerId, speakerName, fraction);
+                Speech_File_Impl speech = new Speech_File_Impl(sessionId, agendaItemId, speechId, speakerId, speakerName, fraction, redeID);
 
                 // Add the speaker to speech contents
                 speech.addContent(new Speaker_File_Impl(0, speechId, speakerId, speakerName, fraction));
diff --git a/src/main/resources/speeches/TypeSystem.xml.gz b/src/main/resources/speeches/TypeSystem.xml.gz
new file mode 100644
index 0000000000000000000000000000000000000000..3d45d40bf0731696188e4aed17d14688574a3c68
GIT binary patch
literal 18985
zcmX6^1C-@V(;nNlwPV}1wPTxm$F^;2$F^<Twmq{u*uj6_@4q=G$<0Z3x+|TkdaCLn
zj)npG-|zdzR~N9wy?XQSBWk&u*wts^X4&T{m3}I+%U+IQ;v(<qFi2WjG@F8(<b3$^
z3YjU1Ve6MTA6W-zwfcxN8XVNxV6Tbkk>U400fgOcr&Ji+&pDwNUdQjZFsZy}3HI-N
ze*;CuuemY*ue-kQ2PR+qrw98YPmgJIrATedxxNWOe9G^qxzN>z@6VHT^^oczlT!u{
zsmeE|C~8&>BI2=abhd#Nq3_Rlt|`M2u95PIPa(nAxi08czx^ete4pZ1?P1ZcI}_eb
zQ<*buFY9sgomjGppMvv!em{sRxO4o4f(<MEsANoQA1@5~bEe)2hy>M~_i-(GHL{KV
z9h|KS>B275{Kh25Vuqs6DzlqyE7Y+cx3SW~mosNON`|ICrif{oTz%>D^L*V)^;=a_
z_V@fziTw6)G8VEsHOQnJYRvWP=qXOow{%dP&Cq@Es{P1tOxBIR!h>qBXow8AalbYB
zJH<`}+dokJMzv`5K2TW$s+Gkn$wlx?Mo`ZLL4f+GR`vR?#s~lRkVijYDhv5Vb%cdc
z<k)YGZtd+|Tayt#-dZr-rmD7@v-l60eR}RkwKfjxN>YbUjY^%7@&tMQ2(d^)jj6Dq
z;1<Pmyeogs@J=TB$Wef2=uC(Nsnt!B#He`j49g33pc&rkS85c~w}ob9kHHs%7XPD%
zV`5F9=JT#ti~BH|L;PhnY-)m*SDikqC0S<}#;rP>ob-XuwIUe#7a>@?tLm_RN*C9x
zVKQ$v<9mWTM68Fh^-<;K`f9RSH*WTiuRV5h!RX(XgNBvmGG7eS>x_`q!Y_32s(|Ia
z2Kh2jchOJlT2WJvz|k%K^e8;0{XMaYLy3yZNyoXTI{t0i?0L^EDLP4dBl`N>dLD`?
z=ZU1i9Qb%h>M5<Dj2qSIQ~t+}po9egT@iau5N_18heR4)xAM`*8DL}pLBztLJu6Q-
zL<XZ{fj@}%x3oM>39`ZY!!Pns=s;5Gm^n)_v`oRHNFK~Nqz8bhI@A`aiAgQm^`?qh
z7$wWgcseupgnUX*v!&ujvDmV>&unvhU`64$0$x!}I2A{Oe9|-^Y=7QNY62!nEE#{q
z67(C%;+*Aole@h5DFRHeVtYZ7(UYEmhD^fGmRToe$(4S_5gQuxrb$#nRnI&#+Jk~I
z*I4%zfv?ovACHzPO@(9Q`QUyq`&*!2bODZ#uTw&xKKT7FP}s_kH6;Gq`5>>H0YW_)
zMiXs8A0zvZVB^5!2~U6{_^Yuy1jioI<8ROu1>JFEP+z`zLxbl6N1Z^w80AX^-T80m
zT?M*+|C{)@03ZBua{X2QYw1a@_&1mgu6Q1>GEHTv`DLhUnDi`YfoRo0FZ^=T1}-GN
zN3fBm*rB)_;irP%UZtMni9yz&uEmCU;d=f@dg&u3r5-GvX|tjq@d^#qX@`44!~p@E
zu&;}R{-EIYtWI8_`17=&*x047?^Bgx_&hj4!H*k%x!VbHGY11ZqG*mczL{qxUwG0C
zvi6`n^FFVf|JL2)PV3JMkD_;eJ?>D6LUTjQ-e=rK6{tPGQcTa5pcRA@3FIMw8R)Gd
zJQR-4$@)D0(<2q7_<=ToEBBl+7u%WnPkJ(-2_~1!?J%lN@BY_DJ`9oFO6ecZBTlb_
zH3I!Im`g$SA~($wg>|1BsTQ}BPc!Cbsi_k~5`{QfwL#Y{F!P#!DD}GAAW{o~0i(Ys
zqGz8IS-Nv#x?~%+v{0WukdHu_9=|r6gl-6G;>}OI9?Wp2XuL<@Vc2DYL@%E9<-Mw-
z04nx+D9wPNURKHsk)PsguRK$`Y~}zf?n(&X6WYKa@`?C}!)1b*u+K!xQ&pB8RA-IO
zK^{9lp+(HwSYbuee^w(A<2}imE`C_hk(t7y6C&p6@v}i#DLb|rjfExkFHGbb2-VpG
zUIjjhH4gnd7~2w9s7_o^T+zdOsjO!GK2N$m7*C{H+J~`&HyY)t5Zl>%mzYjk?MOsc
zj(%0xzX{c)bHT4?9RHZqr#`D8J8{8t*_i_pzVjM28`EkJ1r*CR#1h*$%3%As`c~vX
z^CNCb@cO;}>-9>gxRYqQ6Ar4$p#LZ|rX9<mkv)5=Pw{bUN<~L^Yvf*|u!ght4?a<L
zxJab^RyRKeCpcG8(j$gVp@}Tw`V>6d63iH?JFS`w0Zc5|MLLGGkbc$?!LXanZw8EK
zQ)h78J?kq-=j1vW(~xb_bjbp($SyC34b)HrlFt}LPWB|fcTPj@r|1@h{cOmum~i9h
zoliUVTbexA&4`?byFt?dr$X&T52S5}iN%jDo-%$C?d-Ehn}N>PYHgUnAYqXLqUn<r
zFb=b*8O&&Gr>^WUznst1HsyGuHeRvYQGN5)=~uCwdi2oTazrt0vXd-w2;o*Z3xGQq
z<&jV^YgyP3inbbuDUnbj+~t3pjn*%Y#5DqmR=(8oj2~)@=^lfD;D2aDQV}<8j#kEI
zm9F{ugpE~6ttvPP7@($%ra{3>Wdz|LFT1V?3+g=Vw_xb|1m^lCg=e3Vf|E-C2M`tG
zf7Hy(HA(ktfGyOth6&Bt??9p_?EgOIVeQJ`d6twZWUFFJDA4W|Fea2Go<8~XN{3#v
zVg^Bwqs2%w3+Bq1SHL|<(pQmxni9Eb9EGFMZ^3N@oM%SVI!Es@HYX>6rl5;h%Cm8t
z9VegHX+|(J@u`N1jm&J=`13N0#Ad)6I9nw9gr#ZcZZ=tLe*HVv#)^^+mFvr085}X}
zk{bbaMS#W(`eVc>M6FF71nu-IAtgxrM!ouRUgWqJUL1b60RJcEu-ggpzm4_V#J=bz
z=_`O|uIB8Ve2ixZ60wuZ{&}}%akFfX&uob_se`b;h4j)=hk9yhx7F3Z%U|U*Su{vT
z&1%+_Q8q24HR<IuL(9Vo&hTOezB<(%9|AM5cm=PVb0?TlbGpR~u4U=|p|@MsSrp;V
zblrgTk;`Y3N4fz`<GIMb3QQNJ-7`CW(Ce8YzXkBincspS=QF{A!>W$pe^8&j;OqTI
zOdPRXaVd4qQ=~eVy1t1XHWZJVyp5iep+)d|Ffj3M5=zH(Bl@+ry5uzQ7o&87XKV-F
z!JG;Fnf$_ze$;W)otQ0u%5Pix%#Jlq`?HfkUcjI~Cnv?BI4_hC&2@?nqww?lv{Dj%
zK_DaN+lPl6ySso=5eaUgq0h_5=h;U>!wer;ZjphZJ)Cc}MhIg74{i~!gkb+2J#Y}A
z5+bDLT8D>Wod5i`1llG9y#LxFO6{O#c)Z$q%YPuz{&xYh4BK#Ec*s)M<bNHxd9+`X
zCV4#D@rnCDA_E^29xl}D67LU*4LpyBA0Gie@(>KaG(O)x8rBX)z^|2%svhupzHw@G
z?>SALFSTob_Ij(Eqq1(Ue`D!6q(L!ZsPl}Djn1b`-Is*)NR2COiiy{=^&wCJkSQMY
zePVXqDZ#17f1gZ(VMC71Kd?kz^-287A7a~7JYb7U)@MAp7@2t6#}RK<8s3k11x2B@
z;=YUX14q1Bn!k%<lJaF<5JdM62<572a$2DFQ(QvCiqPul5*e)b{=gKx0#3cq#0R$Q
z&q3481M_uUBz8*Yz{m-Yc0vE3O1_6i9lAI|*YDfne`i0`m+;~A<oCG+ynu7^3I-ge
z{&2VtC<b<+TLfBr1r*WmLLs7jKZ(&hg@0x-?>z&M&A=w|{gz&0L1BUq<j1urpnHE1
zVeuk}kKIF{X-c?mnw&frz>ytc?wRraDzCqkx{~?zT^o>Wy}WK{mgD^C9|Df=pwJ%-
z3#K0A>Aut#YrM@A5Co-tJ~r1XI+VX2@BLxN$6ruz{m}I1u|TVBDxHZdjcrx;_-uPM
z-kM7;d`D`;(P@c$My!HW*D!U}yM;w$mT^KQhtg;?6n#k4?du&2x`gMFmZ3W!Uy==$
zu366Wveb)I!z4yHS2Am^<Co}K>}#xa<3K->gqvcBtP58h&y>L`+gLJRa$Gx{CBg^y
z6*B?xA2W7zfCqdRMg<cq=^lD?#9fbPMklX6VIZbgwH_5gPYui?tC`HB0xj|O{Lv}B
z_ejdjjPqK;!3KYNI<K97ge@w-u$~Q7f5>*LLf$;$ln$L$LTOJSBMb1l43T*uxeL}K
zv(qA0bxmit;P7%MtFAQj(5o+NGnRRUXd|t9G(n^Gu%s@R+E>g%z;n#%!HR&`&e5-6
zb6X7k9!nvn6T%Oe8(hb6%h`}Y3<cHN++O%aVc!4KRx1aG5H6G+rrkgv10DWOo1$b_
zoTB+^S_$b+c|x1kUOjQ{KTq<GcEllf-Vah`hXVC!oaWBqg1=cdg=6v_x#Gi*`=r;<
zV_G?+E4dC^MAv>Bs`!c`L0+ttbG9VP&N*H|Zs9$3g#HlL&_I5z+Uj!{(W`ZQk0UyR
z#pFzRQdGVz&$XNr&uXKh-3e6ZeBqES2M*BhI4<wtC(ToLZir`!YQcguOS49%jteP!
z27^zoGka|2c^r%rH7vfK<2s0jxoSC_Iaf-C^6r-NO*cKK_>#*l*J!MAE3CFesiEo9
z@_@J18c?}aep#I5UMi}jc9(S(*E!3s6P9#2-LZEOj+XbQ*8Ggg6MmwwZ1Itcy=-xS
z)I>D1a=iGHG`xKxEOZ*>nDQytloGAo3Zi4;O2rc=TTS5*g{xQkv_d475oN<JZ%W_n
z$x7<myPf~)k0p+a>(AYF#ZxLvM^>Co^wnax?B5U^IwS&EB(ajo1ngi`veW*gEbNg#
zD4+-#2%Hz<O42odbk~iDHF1L06jKl%*!{%$3`oBMQ~mR+qBB9zt;&6yPXyPAABI&U
zUtZzWeJ4y$1I<-;Sl*IE4V#tBZ|~Ija?+}an|L+n6powvYg&)9f|rypG2=pUoZ~6e
zq6(j9wyBTU(%+H6*XvG(pkbJdgG(utr|4KU9}UZ@maO!x1TKbjoRlvm2rH_2_<|k9
zps<|HJ8+s%B<fdHCW6Hou7E7_Qt^0h7zO<7hp>18Y0&mKjpZpk4%t)!bufEOeT!5w
zq2{&}4A4z)5?w0ZBGZ3Dki7yRl#T=KA*vQV4vu05x?ZX($EiW8sng0RqzIqDIfzZU
z>hBGA+zDlmo&d_o3|NPpII-luSU|@XrA~1k!jbxuVlPLwaXK*pqnyAa;`!1Cajykh
z=T43PE4Z>_qjj^%Fqou+-kkgzFZA!mElLTkKbNvr9XCLXnI@&>L|U$E!XDx2vPt{^
z^7(Pe?aGfX7|#zFo+t#2sR?4MXwAIDkdBpf5)-}chtY6_{<g>9Ln;Y?Yf0Mxn6^91
z{9>(vvawQCqv1#%cUCAfhqBzm`K6bXv#0^ih0*b|!{)R;IAr#;LtWuK#xrH_CJOwc
zYxlVp#<qneadP7a&&6|HH_d^h)$^OH<U*t}guF%pL6*aRUg)}{t5Vb=vl$#&v#GZ_
z?6M8HXauLAyi7zdYkt)#!Cg8eWb3##{Y-_O%Q$Ad2b>PgqKVE9S@nW#%>wbE&h-Am
zO>4cuIfw|V$Ou-%IbQetQD}ND;>^Q>;%Hr6ivL$QgYkH{x1?CD5Gei&8a_5q!z`7z
z7vPOl@x|A%4l_wvj*i!fb!t4|Cz=K45(N`_T^}1JWq1-iCzL`T&y!OtsZwQyvWyo>
zBbgW_4IkIy#UM&p@Rz>n(GJW+1}}sjKm#fW@?=l${7;BPRhx~3;ls3IEqh2=4W}4t
zw(QH=K1!(_+Yi4&X3n-8O9O7V1a(-*D54uD<sRYrVn{~|lb~l#OFefK?~7iiVRZ5`
z(Ar_^0O)9fbMD;m7<^-gP;mo_E87f7B@it+B5N`{!*DulNhMSY+>B%-<M6G=Ie*t4
zyIl9{2aKBx<_3&^k4NFQb$5-&B&oiT+wbqTqCb1UqrPTd2jE+Fw<bvFc*v;uFrTU{
zdf2)MW$RqBVOl%{)$v`pcKem_M2~Dz+)YxXv9*kJiOpG_QQT#>V+k%*bEo{u@qIes
zOk1#zsE7UPxN(3A`kB=H%D)P48e!c*T1JRf&W-5l&-hq9*l}+0DMZTW?;9N~b;dR2
zxoJ|YNff|Rbe5p#bDW!**5Xtap-oYyQYs=3R~T1}z%3R#pWI<rZzR!Pysjr%q8|~|
zK6DF~Hj7ONh2GjSOgymkcOeQ@t0iG{JV}fy(mFN^I;fk(r)V-py;sCs6vi$;b82cQ
zXxlsAtl^H^!s@wcYmm=O^Cq#3U!b_7Ey9fCtPM1~c1qbj%W8x_H~930Ja+YsyZ9_j
zEPWUl>S_4H@7F?lqeNpzR7&+rwDxCr!fCr}T%wveQ`ct1Uw~<MwA0It%IOb10Kfs2
z9MM84tVVz0FUl0Tg<4DMAzN(>ZEF@nnBqEO`=EGa$7y@|IESv_F>QQ6bGvmn)w&mY
zihrQ+!V<s<aa+w*H5V{biD4u%qk&h0gL){gvoHX%aC|}q=!Ec!RW7DV5kzJr;c}UH
zgFA4Z^i3v(cNk+q4ni2+jtmBGGi~4vpZ#6+Bq(<Q#8L&K5|S+{HA0--o*7x^9Wk}!
zZwz2!X1GA~QGpxzCVG}jG|l6DqAKx+SXL4+FP55Daseu$4vS|P&3!5eQzSc|Ko>97
z$t*UCa-85_e_U2CwjWL}Bqs(DHqNTfyD7?KR++8|YnNzV_1ra(hHF=|?R0-~dOQ4i
z3Q<!k>#3%od7GCKo0_Kk<L|X@wbNXB4GY-W{3_(%RDz{2o4i)Hw2{r^A)QgETt!#u
zo|?2So{pa6hb!F?f&Yb_a2^i~T<`5apEMaUMt%kbQASN;K$<T{ZqTZY=(^lqZ5{M{
z#Jnti8@Py8D4W0tS^TFl=7Wk`NRW=vD4|X-Iy~Dg^SnUO+qodT<{*3Alimy?Dh*LI
z&H`G{rSa=D&2gYVymdd3>;*L+vm>TApk1ZAkW>lF%H7Gwr@5DQ-$dTk$j3bov3ZB*
z>x?33#3C~Dv%{lj^-p#wB68Z|HDk2<an##IYd4)3Cf9>kKta7r0!FMGdk0a)ZnWpS
zY1dq}@KKGI87m&5TKp@<`S5R(f;YvouItsamzVcQExK)X#;anj1UO2&9LE;vWDWNF
zMOIW2%Kn2K@;Qp&iS!7aZ1beQd`jO~*vhQq<@C{$Tq;A6_J5)uQ>AAEa1Ww%8m~XX
z*#Pu$a>rJvkK#?toME|a7ZIA#;1<g6p2NjJ^x2s4toQ!bk`p0&g;LHgvM#2wFaVWU
z0+p$fUac&Y!VTJPi>eb8HR+d={(ZnJ0=oxza#BW>%8CTxqFDPyvX$VyWl%4z`Da71
zy|}y4P8}a3oW~8HSzL$3P~C>|zgPnV7r29DkHhHM0Yn}YKcWZT6e|4S?0QOXB}LNv
zCcnJG@H5c)>xC^kDGFy1ouVt6?tk%iAY%OI_rghtwC@1Vje#6WI<~II&)(M_TVil8
zp3%T17DBd!X}G}w$CuNUOzx6GUb!E28)-qqMTS2&<(GW^qfIdV(yOIyf7cb>9c-h<
zuu8kyW~c?HC6(zQYLO$a_C%MvKb`tFJ=i$85ddkICq+Sg_7b=z&P;qx6GfGpa-+0B
ze~3aXmx{vn*$^?(8fPA*K9lcgemmK=G%%OBw#$VVi&2p=8AbBAEf!K(CMgcY@|~W+
zFTsGi(F$vz00A;9ao6#QsANGH6-PvPUUqmeRK+h$*y+XpG!i_{Se68lsv47wLTbX!
z+LJN9w=d($@Eg4;lR4lug9i22K(Y*fhp$}8rpIbmMr(QN6YZ`o!~4vs&0S^K@67~;
zFvu6C!+@_U3iy>#F^aZ_qto*-?~ncW8%-uvY-VhMz6SYJ5ooIh+eS}DObuNJ5}n@r
zVI4%R0KUf3E%5D#vr|=t)nD}=Zk47!y9*U_>KRt2SBhSQ?jKj$6N*G9?%MRcs9L!n
z58+MC5@<tq7o$`={4PMBHxqx%p6!>Ji`<u0Nb)uX%gf{F6Ui7NK8G2tT1u4tog#>q
z)Bnu#nUj2&q-t31z%x^vA6OS=(FeR)L|!tpsn>u;3#Os{I@a%P=*24#PZg+9@eqP%
z`#cEecasrE;k~D15=BG5kwgL9!Jr-=j=xy)+-M|B+JC+D@`=<e=OpGR9x_C@o_N)1
zh{tW*aW(N9B~o8Fn$#C#m*Of9sf=4l2R4F@Z4TwJYL{hrxLprvQm5;9iu7}Fr>!eh
zxWAh&>NzM9vA1#)3;_UMb)I7%va`F4q^Z7-0kD+$JG~^ha0V3EHwbJ>Y>SgqoxM<-
zfe|0$*+nOs>3q_A;r)e51%oNcA(}g%ql8W))3L*W2zS1)eMCIgJNN-HEb9XezQ-n8
z#Eu>sfuFNXKjfCa6DEnD#;GW?_UkcKI5M3|yGJ6Zt%Y}|JI3SNY#I@4a_ZI1?~3ve
zOiRT>y~Pjaw15h}LHHNsLj@|C#PMPm@S~pws+n<y8R}nh?kU!|*V(tLBf6rtA^aVy
zdIHf9Wp=b+g^uB@s5;vj=+rzZhlal|g35GQ9`%!REUjlr<ZoY*;Y-{1bpFw1lT%^5
za#KjMJUOJp|Ez4~9n|OvvGWaUmDWvSyHBke4nT7u6K(U%;Jp(RRudXLjv*BZOL+ci
zb$^`Vt+GAu6w=GbhxNmIR#T{VXb98Sir@Ks;Pa@XTU^ACNO3$=@2YYOtHpD)^qDd~
z;;I2?Um`9htf+j@5%3b9Z%&PEo;bBbCsS;|b(px^w2QsNr%~E+$&xOXP2Y2@9RmfT
z^eq*d(q(5l=od)UZYQMiokB(>Y|_eZrcv?1&ajB{DF-4){&c8wgcy&jAGL{TJ3`PM
z>e!2y>rkUNr`Tk1AqUgbH`a6Dm&^Rk-?1*jw5@3CnbCwhF++k)ifJ>f6r-|yb}<S%
zR1=O$xPc_y`lLOtL0Zz;ql4R>2C6p|SpRUe-4?W35bKtQdX5e`6Gk%#hlpR`+0Wbj
z1kEzIb~5vm=G(ewY1l7ib`C1zu>#zUvI`l*_wd7`pqoZhz;E5V)ovvK&+{-hYTf<v
z@T3UYarU%PtoQ>_^*r$rv6$QVGm|(<`q+CUo)dpGRaVv38NPa^t7tmCvU5o_DLy>n
z-XwFBZ{oXAdyR9(ru*h|Wr)82PZLO+U7a6&5BuInOP#BH)_sk!Rm(wj`oPRkL3o?(
za=%@NO{-)#hFl-!Z*$+jikXddA{F~PE~s?;wGJshTesmPw>v-|(gc*eR*>pKpt=y&
zYkR>-0O*mnx&)x|I&4|3!Y`Z}JL!!vm>BuwunYE;@mn*Pgg$I=X8jRu_QW~oCVSQ{
zJYtlxME9J5b)cm5$t!!D>cHBPnTpKXNV?`t+5@|t^E_)?asQMiZ`^q3%|V+tc#eT*
zEO8sJ-L~x%8g3b{0@YD*5h_fyUkDot78o+Sm8aN*jpg3{zK7lB{*6vd{7qU4cSASN
zI|n)z%VqY*a6swHi)4%xQd>_#LK9w4bFuYYbbHYvfN_|?p0QHmqGGmyix;lgJyw3-
zVJg<t)a;yn(I*f4k*DCgRMi$Y2rp<E!pCBE0yaHD#iSR64I?x2G>p$*!gSqvypC~P
zBrcGOhl?Jimt~kh2G=QUiB{?Kv548yl?W$sR*|kPtz2^6C2nFVQk^uI{e~09<gGCT
zL*)tEf~{UO0TaLrkqeR3p`y#03d(OAH4KvrDR9a@?H-v$k(&k{M3{7KHcR<hIHfcm
z)Nk6rvl}3HU7R?lK|%&-1ZQkWHd`3vNdLi}tviw31P2zmJoBG<m}(EF+@|3;TU7jU
z>1_2F<VDc9TtE~~!%{w0I5}Ot7^mF=TC?|~emIc`i>q)TaW@yk7roa2hg_WTq75?q
zf>c(4YLHdBMaI%yuZViKdbomTs|aZY<#<}J_+YsJpF<CgpjrLbY`&&lt#<bcc!*k$
zFAxWI+09xXXS?vl%GuP8Ujz_0eo$onxED*$_c>y?GbTZx&3B6=#)|0RN&G?3F$3^S
zB)2p+-76EyEhtMbUOJ4O4D*zf$zl7%mUs+T|B6gHXt;k=+4zf8vJ%$T2V(og+=Aws
zcz2Zv@GTC8C?VD2-V#nCRkB#s6rV`n@@Uv0E$3vW*=(3f7#>7tRq%o@o&NFLktc|C
zM<xE}>4RHmg@Lr*QOA}jNg<kxI7#IV7?eZ#uV6WtNVFj_s_Do80y3%ugOcc*Dnx4m
zF1J@Z0W7V9oR}p^tnnfSsaAr2pmR-wx?=e{D84Y~sB-NBdG%WMC7SpRf;Z2q9l?)Y
zJ=4CkRo<=CS8fb8b*nH`S8aQ*H(V91Sb0e-7)sDo<x42V?WK*3X6zGrmlM+2%fc!2
zdE|meQBqq>Cw3Ds{HI%3GbNRW2KLiX&1+`NA(!vCD)?HRA89d@UcmS@%OfQcC5n8g
zbs;!_JzH$J-XwY<$M+;D3z$&F8a=a&nF~>9lcNCpv^2PqkS6DUd&n__u)q`p!)Y7v
z;Nc~w{ReZ~8XviTdokofLH~foFZN)d;o^GQEU&f`x7+9mf0dP7H&fTGcZ(efZVdhS
zjC3_*(2r(!cBfOU%q63?QUm<p&liR?-PUpl)+gF$mNHf|e*^9FZDw+oCvbqKF7fWY
zf)#SBRr)y4&%ddMXt|m+@li|Rft&4+o`H3zB!9WfpwZgsRoO42)phQO{OrSU7e-Ya
zMIJn9<Al;O4+$WsbGCGTV&-T-YaF-KDe_J+y#@8mC&+tk6*-7>^vOsnKM^1wdt3W+
z{bSo%oq^{-H$y|vnSQBgbsf~C7!43eGC@g~f?bW32J_c)Y;c&)?W>&Aj9hW&3b_=R
zb53JE9_sN>_)DG(U2r9)UE%I~QSydw5T_XXlL5)RT=Q9vWZ<gYS&x=XTY4Cjk%k`}
zi3()_kR4u8(|4WnTcea5Dk9u&l}F*2d-f|3GPiLSz3XM((>{9j)Oeq~Suw_y_m1ub
zso>m=US%&fkt&?u0bm#ZKi!?v!WaGwXT+&1r8~XI1(Pi{NQK5T(_N`3v?$t^{Ilin
zGudo+;vX8(juum|mIdJ{#VdoT?afpW9*BuZb254Et_L0HSx`8Q5xg}UF|^<J^RRH}
z@e7WD2&milSAmhbaf-RpWYCD5$V)I{TGiDfY++@8ZK2z4Gg?)otbVrpEs5fvYn5Wy
z!Jc`>y`^fETp6{fpypk3^226SCJa?_QnYW_cS62lMRl8z3Ro3NMW3peC|d2Ku+T@+
zJ$qDhl4NXHdv3~Cq72WIkEW9jsc1$`Lm*_ukTJ0OtK5smViVotXLBlvlO<<(b^~UA
zsumX!k}M=!7gy>1)B-MQis};w9iSv5bKm^c!n}YfZHl~@1*~XBw)GOP9mbWT9=Iz$
zy_9Smwvl;}Kt_Q#3*2>QC*2o$@ilJCa8^65<sJEHM4BM45~c$Xe?aQU(y_bSz}}MK
zRIDWBDWFz(zp05-vEUH2TSBX6q#;Af&X%}H|6lYU4Nz4mpG;cEArXHK1mox@zb4;6
zE&SLZ*I$l(p;BKO^b*A{*TxGR#7A*MzD}>#b`b#XnIrb=y##Zpe_W@xd)nyg^gHOC
zTuSyae)Nwn3q}hniMkRHDBLgvGJ#wFp^)Oleuv!bC}q5T5BfQSts<x)Fu*k#ibj~6
zm(z6)rx0wM9oh-?($V_C*MMF5lh)*#-ewzW^L6|ZW2UB8g5-6~7M4;Sz43$2JvAZL
z0Dc^ABx1hq_w{T%=!E)0pE04sEO4H(I#nO|YwPeMjp9MPp^Ufndx^mcZUC+gE@U+=
zUG`FJDE31C3RBK$gDKcZ%P&J~vta?SI(gh`Q7Pzl`rni0%GSh%$WNF^_nCa1T2X9{
z0~5)SAN^?^-LyhZq`!Zy;4ch!K3XvO?n94H+P!YSTe{y$(`L5yVsjm{u_^w|rrj(c
zQBz1E9I@1U7(dctdFzH#HC6H#Fn^$3ICejbl+H32+`EfZ=!N#}9^)Q<xc;x?L`(=O
z?3e7|={WqN_);A-AQ3NT%xP7?LmgIX(`>`7=BKKO|H#t|T3fxI_{wi4Q6kC>EBby0
zOA6dUOm=q92Z6^D4aHJJXATq%3nvZ~1s&i{#=wa~IrR;N8dVEi#R3|*Gl$XwU$B7E
zxN}tg^YsD5>m{IOlh|SA>2c;d+ID6K#Iq-sjrZLApVPoGMf=LQ6Xe((m~-|I%|--g
zsYEA)i<H@_y)7=~%PEsmwf$uOB0M}TZa>J2Rrud~P|Fw@N#@M0(-rDH3P@K~C;Ig*
zJ5{9@aed%ifkw4K>`x>-a4R_wS7^lL<M7$km8MiNOpv`37qta(*m?lC%9nWEm*s_w
znm3oo_%zn_+dx?doMo~fw_>i&Jraq({bWYfe_NDuh80i<F80Kc8wskyG#*VjRs}^-
z3`eC5lh_rlB)c%v_(Jh415U*?PWnsgEW>)xJy+mx2MM}<SU_Xg8?2k)Uzt#L0X6r@
z&tX3HLZSOPm}c<SI4MD^YGz8DPOy0v>h0ZmRsCoHn7Hei{KIz;wtMP9v8YCn%w_`p
zE$Lb{AkVkKdMS~9b7W22brjBN4Z*$mNiZqbfkF(6eV1zdj4=0IJ~Yyz_qKS=d8{uk
z_1Z)A0V!I7bHl_W_k;YUsd=P96l|3eyf>xAG|_`qW2>%pr==NF{4!_acBh#{4u3S5
z-rgspfc_7;klCfzKT@Xg|AAUkx!Q@OX9#%F+i2E79*e9NG6m$&i-;4bMXbQdKH<D`
z%K6oK2!ZEwnN%KqD8ix<wT<>}*$I&r5qzUFb^y*<M>Y)gfn{z8KlY`iqUf0rYi_Yx
z5bSv@Q7l7kNZYtUDm3;zjn(C7Qr^@8?t0;vB0>FD!MTP73>Q+1CcFpx9FrPnNM@Qq
z6c8?@BBOm|^W4Dbn^2*wL2*R6MB*A!kc89oJnCXdpOS~U@`v@LR?M2L&(;^2S}8Ki
zC4e&2c`jeblz5bg1$IH<XS-pJH3^=x>!)8hlKoR!$@DpzSsU77khC7eOtNL)Y5jFH
zfMYRROx_K#L04+$fW(G05p&oXl~~S67Ge=Dz$%OH=Y?QXuEKV<h@(oNY7U=9Pi5zz
zC|h%U`X{|ELsGdCEI}+ShrXVNa!-C#!1T8V0nDw^Gz-tH^3$HW4N@ZMnB2x)3MBg1
zPEJ1*?%WKZBIAJ`DZuN!QkOGe`n$ctsb+I1f2BW6;Vb1ks5jfJA+9kLUoW?w-R6To
zf{%pGae({22HB9oV)}PmjV)q7Z<EcE`cqY5(ugj|WmbXU<SL66*kloBK<M>^wATF(
z{P1=@h33iEHYl5mJ%c~RQA;&%Wb|i$+&w`@dqR^6rL%-)u8;<Q5k->W@%-VL;jI5F
zOc-WO!C#=qG}+i**ZpR&xatnVe6~xGe%aq9Nw+fEn4cQ{Xm0gh-`??j2_J1rgju1T
zk*MP&c)&k?-*Xv`cG{_!Q?lL31L?H3cS5;ex}XQLlQsWYt=&x{z|Wn<=W2~W``}dW
z!jKFaXCMg?IgkjJ)g7{k%@%lw?=^kw8ZufRRFwUnGg?Kp^jb+BT#&2QHTybjxUO#I
z58dl}knO9oz2_%i;~YX9F5Ws!#{YQq;lKqzg3O6A^e5SWBOV3M+f&a)*5c6U5Wh9-
ztM<ooyMjFQ!_(wW)RFTV*lc=;e2hsn3pZJJ9F#iZPnxE0&tRJ7F1i=DCN=YFx!^(H
z4I)>rL^Sxh3aXC?e!B2<Y9IKfSLvbh!9-GvXu{x7A7mTMh4?5Z?K|*pjuGl)l)kGF
zccaZ_9u}+?@)Bs~;IcH^aUpeTm)|@YgQ<8XA!v<-Q0nhY;8BHtVtl$cHC<%HS1edu
zqBO_W$e}i;dB$CVAA?OK7b@`v3rlb=@x)cd`+F};kCL_XJt>Ty_pn^54)r2H;+^)1
z8FN;2HLO7%EssJ%6Db$OW>iOpX$bFiHQZ5t?H|3RMf4HRoUiqAwVFJs#D*w15FEjJ
z;5fLNSH?n{xXH-V&-`!&M5NIQ_*No98*JM}?W6oSeHM3$!1&LCSb4X|{g)C}Tv->?
zE*zU=&?X(9Oqm;56<D%43d|tPUjb!!wt6rlao%1nR9NGG<4;muQV`xN8?%=YW#dqK
zdQ@IY;;Jz)FpF(IX^YS%vkx&|eRPbxdFcfC5-=Z;({mNe<TO0HMVTG!nzemnA`e`G
z;QQ+`R1tx2`3m@73YMA@i1=d}(u;;3$=Jy=2Hp-C0G@%Ecn=`4_t_vG-JgfgIx*cd
zh_Wkax&Q>Y)KcLpjgC>6cks`Um@(P+A6}a)u#X-CCSH-4w)3fZ`!vmU$a@)0SEup9
zKkvY{>q#Uiqk+j-^y2I9M5e706v~wpwHDMZ!Fum9-~y<_ZoFptsH7%0>@TZ9KXZxN
zE#fHt)^bNCW4T`(?tkxzwLb>uL{?kVgiyoe_0+(xw{L1&CTI2%`W=HlLyIvwv|ZCT
z1&@+ff9FJXDaPe(^6O>zGBhGke|ot#NvN14BI|`BHweFITTkjyH({?J>EZ|FetF-z
z%C|jXzb<r+E5Qq?EJEDBgknfnH${oMWN0P+2<rsh5T%Qt(d<WI$tN?iisYvyv>TAj
z1lFQq9Q+Pc?(=rfjLq9$U0BY3rV|$p#soZK@pJ6!&Ql85q<_;dAzs*{+KarQwrXqQ
z@5F+W5Eyr`E}w8-+LO$noDo$_5;h8_Vt;xIF;=kIeI*oAI<`B;S^j17zAR-)ww&!p
zkg%AxCcRAxWGM@8m#b#(<HsEad!0tIU`{mjeuaPI7<(puv{lax6d;pDc(irt5b=wp
zWs^QuHiwENXq+aYR!GD;UZZIY`oNRW1jgvN`bxPUZR7n`R)1KLf*CpkM2Tt3;-}1w
zJ~K_T@gP!DL|FQO0cXj#h4j&XYwNywXt%MZs?VuRA=oH?96DvAai5wO%1C<Q@~0xZ
zcW+ml!5=;GtWZy(m)=Xhjkq^y6<Vpm@WXliC&SnT{O{d#ihIkiiWpY8(<bsqaZJ-6
zMQ~ZZL0OPGWb$J8iLMmamb7*bO)?MT@uLI?yOzYOrfnNXj<=18&FOgCd5x{b?>c|l
zifHWyIq&Zf>{cZ}2XKM6ugc1+&D1^qYkz73eMS`VPw7DiD&G>8{t|!hm1J7Q3&`<S
zlU-dJ+$eF=RIaf09H|k9&y|Wf>)ldYrf1^}$wBZ-g`(ZQgT&tV!NUxx5kD9wM~D~n
z*<ggbDnFWr-Rxog$r{WO5bq_v9;j>fEck*Ql+FB9`J-tGWH802cN^Wn@4-^CfA0G`
zD7%)8E@*XOpyVDS={5EFmIL2K9&ia<P#suY+6M{)zKM=ZjYiC$(d5y)?3Y83@n#vH
zVMmJ?k7Bh+(=mQBVpxREA>W8(#P!mKxe%(PZCf~}tTG-+7;)sSSG(-dJxK;(0{0F`
zjtt*v%8Ux2U*3~Z=^dA0tUG?QFzt?BWm@}!hoGD>S&;mii%N;cc4*HJK_k-O>|w3X
z5aEDzg53?F$Ev)TNlDoLo*&yw*CW~?7+$6kO6%^`cc=5E9wO;AM#+K*AI+k>P{WZ#
zS}pdW|CSCfXJ#K3n7^BHcSyT*r6|ZSK-D&6alKVDm&6aXOP2~-H0goh<!YT)izuEw
z`)R;#nvL){UfTt+^qeKNvWCNbMbb6^E8NTC)Mm4os>zaUf%~P0ua6YE0kiI)aLH*H
zExJ>$;0!~>9-90(rS>0HZRi~P)kp8k-<z+0O2p$5C9UGWkrVv<@4pBW93U=Uy#EPz
zf)?-jel)wo6ypoO4-IS~d*21PqHFtq+<)ya5f#)DU-q;?L-%+1<-EKg3;B7#|99Wg
zz`qyeB}5Y6`tQFtq@wAP312QA_e9cM0nh*3?{>wMxB{QcdU||Aj)3=g+#}I-!sZCw
z`mcY#qAGKN{3#1of_8eu6Mo;>Ekn*11igSt*cDp;1}VlDdH?JR7AudJEcj|}Lrz|Y
zSPb`$K*{cZ`y3ePieKNc0lP$YM6QRQ2bsUyyS3Z|hiZT=XR8+?xmkc%geFExe6a#M
zf9d!FSwtlHv_}5NfVlrb3O}+(OortMb{U_KBt+t54RR6h`10}>wT(UK`C#CH=+Y)D
z;C=sS>=T(eN<la`lo3V`59D1f?1_*5f+|69`q0^|EE_mjQdUoe{f~>!@OVd1*H7iU
zzR%a&ee(Yak~qQ82IM@r?e4G8z?d!A#pjUwUBX{0unTvmQhd<&`<q?pWBLDP_qEj~
z&BOr|Q;(QB69*XZ`CCfs*#C{qaqoukTFiGD`Om=an7j5O;(mAEH`dt*u+`44V9o`U
z(^p8d3pg|J?Tzm`pYZe|#NxmF`XZogj=sL6%Fm$^W^>|RXv(ZX&Zm2VqZ~la_-jHc
zOQ;gQoZ7>4T+oI6`8~W}k>oo4iuZa1_{W2=%=qvEy!^k11QlC>lAz}HK<xkUySwp*
z2v-2{b#iKt=eI_e?)$#KxbY5Q_#^h|cemrsUTzI`9)BlD*gs$ka<1e}{31wZQ$c)z
z>?lOoJ904ul-H|M1Y&?>z^FZ$LjT9XzJN)ZWWZN*JmDr)z?aAU0lMPPW#s2E_jNOC
zuu~;Zd}NRv;LAi-?$AY_Z+w!V(4jqO=+BUAt`Oxpj}15|<>`YEE5ZH+j03hqre&Xg
zfYX1nW9Fj91B-8!<iUHth!~7A#dvTLZaVffqZ6pJLK|4pEAnKd9NJ?gromA$9jy@f
zkamQ-!>G;+rQ)fFxR+XB&nw`r#Z1k|B^H7j6y0mNkv)rJAL{au<mb7J=(PJ9NjSzJ
z2&dQq7`gM#?g+VnG_xc8AykYVU>S&pivX^5+FKYLo@4qWg=4#k$b9Hw@L`k6gFR6x
zBXkasT5!qfKQzo7)G6DbTc+(*{xp41rS5h6umX%z%oP5Z+w729<UY;IfSpr6AS*za
zd0C<3No;w&K;C&KPjm9tbETjzryJl41LhzdccSVznfae}a5`f`M0$s<Q+}@T{{f9w
z-yp-plpeg(i&IQw-7G<%+zm4IPb+ehOTM{Suo((W&t2uHr+A}EMRquMZc3O~RapMt
zRbW}c>HT7(e=E?sreqr6h{cG3J?*7b)tt1hjDoXtQCO6&cgt2N0&7RlM(>TDVn#{R
zp%>~zPVPp!fz*O&rmk4tv#L8PyEq!Zbe)UQatc=UMW9g9DP~S{Zyz8@Z=Q2fva4!-
z#du@)fgN?S5a|)1^R(D<P4@luM&H*Hnl%LdHA6!D;+?_|&=nEv4H+yaK3!T^xfqe@
zdkDUqCEX#;i)+ZUm3o^a{fK!t7Q}rHaGt^O4^yorJYot)O_A6k$<ITEK4LMd#XpTk
zH`3!8B|krgVy60K9<W1#-eEIrlHiZ8_Yqa1$2E!lY2eQfH9ND9P@^I=n;+=BgOmR)
zWTeM7>N)T31(9(T<_QyF8;-Lp@rg6kR8DNF-nksllE}wUJ(?l?&%cU=>X$<13{E`M
zeY`C+t_F6CDgUKXJ(DWe_>nQO1a?cXPoz_)LrgTCaDa0S4x7+q{JHW@T`!-A8RX<|
zzjO<cb_r(7zEIUEj?b+C`t7SAOUTQpCZm?|iz9=mqK$s<1;e+6zTXaaTv>d9?w05^
z{T*vP1n8@Kt)L13x)I4@Ylrgn2=*C!O#H;sjt&#@MfNsrdND625w;Rb;%U!(XyF}*
z<$w;{j00(|V7BdZ3#Tyj9fVn@!t4QDBo}mUWJ!IT!LWcZN;@d4;Siu4useSg6!PGK
z;VHU&3L`T~vBPIv2jjwZ;^q|QUyXVCcp;@^3*$z2_+?Ok0%*>{oJPGIpe$c!IgWBZ
z^H}e^{IqtY+w-1{QA;t`z3COSoeU2iY}0w)s}|+y4$Aso8AALWYf%2QJ3@haud>dU
zd4?yPAY9j_!eo<y|I=h~s@LSTg9C>Kp0#VL0?)!VS?(Qbme(<$b~gqCV!Abqt3lVX
zH5OMv9Rr?BvF|q={d)+u5x^#+Y;>iyQJw6B9|susUv4i)W9MJTR)_VF>$ybFv_n6?
z^a=ZLuXeMfUqJs_RC{OF3$^oU8AJVDJ;r9eM!uWX$tVO=Ptf!C@5Z<~qW`_So$bvC
z>=Ae)s94|q48%ciR`hfllYLdt{=gb?6tx*Jc||O@tw;L${Kw`MR_*64S`&Vc-}r7H
zwAaPQWgWI>I+r)e``3b7fYbPH4_BY<*ZWDJF5Ll_>BAP}ckTiQd6QvYP%E0Bm}Z~G
zJ@Gd28>iWyt)%^UHO#u%nMK356JuA~0AOFZivBB1$o0CxpI<xH&TRE<5_{BSdU<xG
z@!rnkJFLqWbe>hpdxnHZTqZ5L#b&nwTqXlsVBM$27b_SHnCD`B*B?fRfB(7LV@>z(
zmb&^ot$7U~T+bjIPYw2WZ^zZUw)`egmh^X4I%9gW?c*ZtW@^tVgbdg_zI$x(7I_*y
zqg*w#2g`CorkP5h+J>B@DvsRiv_fBAW-@4oy8_jR-r_8PZF6ixwBB4(_!-8T;DBJ=
zz7i{f*w;x~4oyz7gR$r`2ciwlQEfu5yrihL75wCh9cV%>Z1|jLVFPh~U=;HiV3APj
zYZ`B_O#aIn!DdiPY#oB*f-cDpl=pj(tY=fJ*vH^wAg)(n{%+?c54{%7vw6x9`Td_e
z-(^^Vqu<CL+~>)SP?fzK`hD9GSOF$z6`$3u+nz!}f0C`$EqB6#&C>wP^V1}#cfrf;
z-#7&)pX&4eUQ}PPv|j!5bj0;F8)|vufhdD(Tlwt<BRFuk!ajFHE8_^v`U2M}UeJFp
zC)lMZMoJiIFUTERy`11*-EPBV&l|plVYu&o<unZuAm6t=2rT^)xsj9*A@n+_co_x0
zQBg4e3b>4Swjg|m&#F3+(KUTl@=Rc#8|0t$e?-7u_0s=rfc$K<U#k=xhWV&D-)>Rt
z|MFdl_yMtw?sNh{u)UU)AsT?lfFlbQWnf_L8wuOG7UpJv|6iZFAU$(E1%T~4mEEnG
zGE2c(zsrkjjW{Onl&bPcSiJaFWi7HS=M^47Lj7EWoaY~9jCZG2yx06#Kd+a8>XSM|
z*9G&b3C3oSZi}-#JOnvhJH+*Y!vH+Dp3}3N7h&w%JEyJi>YL{}*-dQ{HY@J0yjN~A
z=*ecIom*OfJa=yc$g$_CjsI;t%+<x*Y1bNjh0EELk@!!Rv!x~|%R$~Ds2mBLDT<4n
z|0!bQ>M7uu+}N*j402E$ViRX((Gp;{MDT?*D*?QCDh3neN4c>G$2}hce`)GY?7Xn{
zyYu^CPT(mYFEZnvT4KI7uRb{2UsE5=okl+7!+8&hl#+U8CHmHg<9`hG<P@3*ps!N6
zfhlqmwV^u=4isqw+%Xx3Ki+sv;p#wfdlEX}?;pFi+Xp1C9bkdv^-Z3c8-x6;juql<
z9Def=ZtH5Iq_OOq@`_$*q^fQqmd(dp4_`E7bQzrV*2hDX68Pu>IDdUh8<r-`%%NpO
z=Ljg*;-0AF-%~pL?a$d0LdduZ<@u-2ZmCmgHCa2}N!ozqG1(j8+JEMKSJF`2x67~|
z>L0}WIpTo)pK3p8nm4>Du{0;Vf5z^X=(i;rrF%*Iiek#uy9y}lJG2K8WD>wyQZ(4`
z_7eB-ZptaputMM6YDTf2^kjfPpt9p+5YMi!`S1VOUQJNf2YLMaoeQ@y_DMxYLqte7
z;=s-&^>qh7ruvXf1mBRcXD0HFu4wpaxX26hQV;1eZN|kek`4Uy2_z0kheJXkvki1d
zyDTWl8Y1h?JFT4XEFT2;5id*J(PQUqk9S+96YXW8yCdT3zn9r&+<koiQDel9U~lX#
zg!@>>OoJdpy~H+`t_g6*p%V}H`nx&;XLO@B@f8g0Mh1Prd%dm`<`&`g*W^zwP`9Hi
z0r>T&F6p#gKG*pvm?4*GfS7ED@#OqRc3c_>`tD={*zq=3;Wnp<)mN&DT!KuU8NBf9
z(IogH-A0gbBS_}6Y%9p|&@~5=Ox>}VoG?{S5(CJa{$IR1>AGWg;Ij0h)CGC`cg?Yz
z4E5IYKtjiJgCGUIxH7o$95cqlluF@i*$U~J7-hSH`-eJ33G8f%jqr@()WDMeTCF$t
zM}FP|cbT)L4-dullz9^yp&7%`teG%Rc>e!Z>y`PEu%g8H<jXlEz09z@2R(5XR6l)G
zG2`hHPr4v-r@KEF#_@k;@JvM=n6HALg>17fl^%~DPxwM@UmLRXj)cH!n1Bqe(C*EQ
zmGW}VG?RrKB~29Us$n3B7Fa6po@&ze{eE&lp6a)&W(Fj@HY3Y?o{Uv5CO5LgH^VeB
zu@_%^652+`P-=kIaaw@0y3sFL_irWD0pr9HioBoE-a6YbzVLoI^Zr>s8hM@UO<K$Q
zM1}$5q<YUOd&k++6*B#ZA`VzlfO@f%T=Y!Z1hG^CXYdK<vBK<eZI5LF9^K%d`jFQ)
zM;s(trZrL9Y2dO<55<S0DBz)Oo{W&bf_LZ3mbCKhPp;HGaeQB{)n?RX?L#IDu&*yB
zmL<zTwkGe+kzuxGU|r^^6EjsO&jar~z9TKjeAk#EsMk?JJl<V5%zRh6KiG4r$enBU
z-6;67cQE`bQ|xcQ?Ql&;g6E}Z*fg)BaxTAq&;&!Az_(C^2xP|C{_RFr2XVCiN>@Km
z2e4x|hNsb~NzgYG>vSyTwLR{&+*;Ie<m#c%b(j?g;@eLEIYzf{zyC#CAIKYLf>2LD
z9FXT34Nu;BZwHr|){hM8L)UK@H!BaatEYkPtkEmUg+>a09_Y(8@Zs4<d~w*HcwzOD
z@hAb&jX$I-ndSM;o+Tr^i*P(9?^sg>u?i&mjc7-QG(k9VLAZaHhLR`L2Kf%+2^H@%
zFTW{)ZqM|8@^}+zbA`AflxGLy=@j#{&uOzOZ4gX#v2^!=0<Bfr&2uaO^A3RfP_yF$
z^7pi@62@)t%rif$QD~Qy3v-k;_JdRnB6zawiEu2ieARLc;bTtRg`w!pGjH(>L*UmH
zP5X?&srMVzE?I2tlUln#P`gm3CDXSJ=B;6%H+(yg%_<NS{<9j&KvL$EyEv0<W(9Fz
z^XbfDtLuALl&Uu<5=eO(68B5OQ0Mn*<)QT<dKy1Vbl<ulB8+{9xQfloynWbdTSZ;K
z&q2qA<?<NsRu3{aVtjNGBw0Tm5FitL`H^PSH3mL>u+Vff&rFZB7#I%33dd_>fnlxI
z?H^AJRt3UC^?YFlUQ4{_0*5>fQqscAK=zZH$G8<YxrgSq2pLW5Eg%W%yo8Iwqx~Iu
zWHbs%6*SOeNf7>MiX10`i`_$*;y?CJJNK;^TMubJSoL%E-=8@BK(5zcORMp_60c|4
zy`ci1c%h*J;``QGfzN?z#^Sk~4l+88!3^&Vf=&{;1S0syHE^EiabsTZHS5X_9(T^X
z|0kI){6{h^37QSxD&^>+oBsMU^<Gx3N4zTv(R-+?G!NvVg|4V<s$XG``WG(HiM`JQ
z$lPy?dke5D{sV^ABPW%(c7WPdM-B6=xe_#gfPW5y?Lrz;mwA>gplPHcwuC2bqp+%$
zJnuge#k5E?Ip+nNmSN@`rg`wQN06DCmQtO%r3yv5)F`li(%|T9lTPuf{9M;6x`VjP
znZB*fxtz1;kE|WA`ap$kJY!>*tZ6gA$Rd4O?_Ry?rYGTl^|VmhU&NK4%J2N+x(b)O
zLEaK)n6(=$OEEd2v}ImG0=m`9zqn@6`QIir$XeakD>*$(GYi(vU`PX|G(IVF=h!GL
zr;if){+HXWJ#j?zW;>aKZG+JHbpy>)MoFHD-L=hl7dM_qQAQX&v7rIR3as+>IClPa
zxf-~%8R8_dE8BR?0Gxy<K1-lMUt?v5vtPVX)k@sb;!+48HK-M*i^Q1Tik(Vcj$}&j
z3){WYU#o2e0T)Tu`A?YIjK@Zy7-P$eofVZ-tkOU%=l;9y-C}%*NBo!X8jUQ{=Z|kO
z_&#;`bp4~gsG1e-`9VzoPvPk^y;FZGsE$HLNM~GuKB`f3pk;*mg17cMuEwq(&WTbC
zFBfrANcq12!w5Y0804g!b-GU@U)%^kWdR)T2fyHWJL!0bOkHy|lwy0abG1>MIFJ`e
zrrpebY#yerle~(vvG^M<3_)%XFq5SQ0W)cO5S0-n=5lljTIkV&1QS_mkjHQ~k1^sw
z@lU7(ZA{u!4mnRI62eAL6{1X+I6;VtNYevX!g*KXvyy2HN8;&cYjGqDIJ@;T?x+JQ
zGw(v04`z_cbjjgJc=oatn#@!i(tdJGH)t`-tV5?eO|)Vjy@0r!-XwdZ(2?f0ZYp2o
zM9j0*K@{a;gE;dImo3s0!=aW^2O^>h_Jxe>S=AZT**{T*`lUEO{jnsy;brE=7(+eD
zFQbBye!ZA|;mn6dYXs^s_o{@NP-r`h3;7K<r*oW3Az`)#4PwTj?6Zh`{vE_P<N}P-
z=|t#&std53o0*nB;USxKL?V-zdAxJB%u|ws`q4bcarVzFD33+k;||Q(-&u$Q<>rKP
zd$gp7OfRU5-MxCSMdGG>E)3X}`APlgfLq8T1FCsI<L1$d5ew=<k<n;Q0rAPWY>nj#
zGgquUN@ol`O<c$K6B6CVMSZsUO#vf#JB;;?lPA+iD|1wVLm9FpTZ888kU2z*r*A+D
zL0V*HjiU-zxK$ey<m}wez|6Se+7<P|-Mhb+rQF0kI}3}<izJvaBIeRAG>?4n;*#!D
zb11!sziQiSQ!HMbnj>Bg`F#0VAuvOcnJWDQstpHTcF7A0q6m_LsFffo<{cq$h#a#5
zQHO{zDGqgr7B7p{6o_#uKaih;8S{BqVZWlCG{IdC!_124JDjsW%?J4DPb8R%@nqx$
zsZm!{6R0fOs1VvHDB3(sU1ew$(xcUev)<xu9;U9IZA>#`c!BgjGla>0QTAtddzjLi
z$u9i~TTFH??)#8;$or;e8<Y2Ap*X?*O)nOC;xG@k<{0Qh{PZV6t5zKgTGc77dKm?L
z`y~z#`5omx(nxbP;?q=XW=_Wu2>-TWYTLlXN-=h&*kLBLRw7%3MAPG+^TNI(mKg4O
zr@oNmihYUO0s1_@;xgpEV9VyI<^w*F*PLGSo1Z}Y>CYzU1KqG7MN;1(3(~7nx6o36
zac|rpUQfouF_O&>lasHIaDB+5^L@66nR%6^_e_-TG9>QR64&>)UleRYIP~;q5|p$=
zri#9pz2s1x0|g?QsW~TqcnGAeMl5(@RZ~6H#%!CnHRs*|@_1&GbcHI`YC|Hj-uN&z
zKP2*FDX6;s7WyKQ0rjZ#jhYp*cakYDu3|-2{19*dV9W;W8!m&|FqfAIm}1*+1aC*Q
z?Ai+}>@-cF?b2bn_h3@DYZ{dt<r=WQ(kGAKusB}2ILb^cihI`Q@&eWWTO_{)`O528
zY3~dhQ1RCf#9a8<LKQQ?agv{)5;kM6!9`}wi~k%VCuSKndUeeO_;JO3IAgb5ora9+
zZulR3x}2Rg?t@YHp`yC$nYp|`#)eA9bn8vZnb{&;Xg5OBzbLvlkKvnBre|VA#SamB
ztg%eR-T~bv_W2ZzZ%;SkLGib>pF$ID3r|x-74{&j4QIVh+dNEd>7Y_3Q1RxL&B@Pn
z-|e|W2R`_P6J`40ITuLUPfFV4?uq-2LZl)d{Hjan0uf!qxH%?rB7}TB`h`><Wb4_v
zyhOGX=O)}Wn$Od&iWjr4dBJ_7uNcjKUaZi8e{eBhAZ~vA4~Uy{0XvrIG{BLtCv*9M
ze3dzeeD(HNrk$h`e{(<Y;wI?ir|##tHZfZyESBa}%(p9Fn}?}u(}bs>g(59;&|<GO
zTJxw@&J^99;+J;?BM39)#)h`GU7Jsh(P7BiZJtXt;TkBB`Kk;$tTC7^*m@uc@Pvo4
zRNFiFV-at9r)n58KNOKjv|9ev)8d8)oT-Sb&N25ymD@(!A>ct98C$HhSFIy$wGm;d
zH$H5L^o{sm6fbS7s4)yxhxg%Msbr4Ce7^m_dE+EJ2vaSA`b?%ipl$@}-&4Ugux<qF
zamWHdT?f>jjPn0q20AyH+te%ng&f#<`>NHA1Irm&0Qs5pihs2W^`}3UV3-gxb<NeV
zN(b9&qc#vKoCK2TI(lD)c~8MO;G<QelcXC2@*DU6tyNw|@cjQb6{l<-rmi!kT>hGD
z58A7ZXnhE|d6>FN)0sYt=H~3Y|D?#8M$gi^oklZb7;;E>iW`8px7w>VBB<GEeMA~g
zxf;xRLW{q*Ukq7oWb11sHV;#uSCGG4a(ZkGJ1!NJGsW3BlO1EoLE?Y&TwW1J57eAR
zB0((u{O8s`yKB*#WqyU9t>t4z|N15(;<tGic;ybV^Nmjv0l}e2&4M%kzbR7{c6zFf
z3VL>`*A{}$`ro;i<~!(v*-UsKiXu@7*Jo_Xx7MLm8`64itn$r=TqW?zpZVPSXLo+~
zT`0YPOHNZG=5GdG=<$M3i84EL9#trCt2Q8**}1V91`JKIDY7#YJn#pzKcu<_Jx;jb
z^8RSm^03WR-q1T?_2dMYnMHk1(VkH(4z?C;m2W@*?xx_T7slHP^$}kPtn3Ei4&*nW
z-5A>X8{b~*1iW{I_bH%m4(gebRNAmPfcF`n0qmy0zK|L&U}I<xptYNVdPK5CttDtD
zJY=(uNMsT-Z+Y5u$n=67-j61_I-_aN#;{hES~64{vA#_3ONly{B~1?G^ApXKrhg9M
zr3{Ya?4Mb%y35@GB17Sy9vgI;aeO8c?G7_ntUS4C3_W!m4(H{SclmHXE79viS-EO>
z<U=i2m=$pvlk$zPikm*Sx7n>WGW2te6hTw(MpKW)Jj(lpwxOvX22SSHT<B%DRmvp*
z_Z?x)%pyF*_=wM>qF2>o7s$tHS%?LYcMEb^xiUxR>$=e;xjFQZe)B=5nLD=z<=<1`
zUEkl&NfG8vx15@Z_zxR2cRi2C^j5mnO{E`-z<J({FpF0R-=zCUTz822KklDdMn?ZA
W|2Do&GQaJ?=l(xY?B!Ka`3eB*%XBIL

literal 0
HcmV?d00001